CLIENTNUM,Attrition_Flag,Customer_Age,Gender,Dependent_count,Education_Level,Marital_Status,Income_Category,Card_Category,Months_on_book,Total_Relationship_Count,Months_Inactive_12_mon,Contacts_Count_12_mon,Credit_Limit,Total_Revolving_Bal,Avg_Open_To_Buy,Total_Amt_Chng_Q4_Q1,Total_Trans_Amt,Total_Trans_Ct,Total_Ct_Chng_Q4_Q1,Avg_Utilization_Ratio, 768805383,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,39,5,1,3,12691,777,11914,1.335,1144,42,1.625,0.061, 818770008,Existing Customer,49,F,5,Graduate,Single,Less than $40K,Blue,44,6,1,2,8256,864,7392,1.541,1291,33,3.714,0.105, 713982108,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,36,4,1,0,3418,0,3418,2.594,1887,20,2.333,0, 769911858,Existing Customer,40,F,4,High School,Unknown,Less than $40K,Blue,34,3,4,1,3313,2517,796,1.405,1171,20,2.333,0.76, 709106358,Existing Customer,40,M,3,Uneducated,Married,$60K - $80K,Blue,21,5,1,0,4716,0,4716,2.175,816,28,2.5,0, 713061558,Existing Customer,44,M,2,Graduate,Married,$40K - $60K,Blue,36,3,1,2,4010,1247,2763,1.376,1088,24,0.846,0.311, 810347208,Existing Customer,51,M,4,Unknown,Married,$120K +,Gold,46,6,1,3,34516,2264,32252,1.975,1330,31,0.722,0.066, 818906208,Existing Customer,32,M,0,High School,Unknown,$60K - $80K,Silver,27,2,2,2,29081,1396,27685,2.204,1538,36,0.714,0.048, 710930508,Existing Customer,37,M,3,Uneducated,Single,$60K - $80K,Blue,36,5,2,0,22352,2517,19835,3.355,1350,24,1.182,0.113, 719661558,Existing Customer,48,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,3,11656,1677,9979,1.524,1441,32,0.882,0.144, 708790833,Existing Customer,42,M,5,Uneducated,Unknown,$120K +,Blue,31,5,3,2,6748,1467,5281,0.831,1201,42,0.68,0.217, 710821833,Existing Customer,65,M,1,Unknown,Married,$40K - $60K,Blue,54,6,2,3,9095,1587,7508,1.433,1314,26,1.364,0.174, 710599683,Existing Customer,56,M,1,College,Single,$80K - $120K,Blue,36,3,6,0,11751,0,11751,3.397,1539,17,3.25,0, 816082233,Existing Customer,35,M,3,Graduate,Unknown,$60K - $80K,Blue,30,5,1,3,8547,1666,6881,1.163,1311,33,2,0.195, 712396908,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,48,5,2,2,2436,680,1756,1.19,1570,29,0.611,0.279, 714885258,Existing Customer,44,M,4,Unknown,Unknown,$80K - $120K,Blue,37,5,1,2,4234,972,3262,1.707,1348,27,1.7,0.23, 709967358,Existing Customer,48,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,6,2,3,30367,2362,28005,1.708,1671,27,0.929,0.078, 753327333,Existing Customer,41,M,3,Unknown,Married,$80K - $120K,Blue,34,4,4,1,13535,1291,12244,0.653,1028,21,1.625,0.095, 806160108,Existing Customer,61,M,1,High School,Married,$40K - $60K,Blue,56,2,2,3,3193,2517,676,1.831,1336,30,1.143,0.788, 709327383,Existing Customer,45,F,2,Graduate,Married,Unknown,Blue,37,6,1,2,14470,1157,13313,0.966,1207,21,0.909,0.08, 806165208,Existing Customer,47,M,1,Doctorate,Divorced,$60K - $80K,Blue,42,5,2,0,20979,1800,19179,0.906,1178,27,0.929,0.086, 708508758,Attrited Customer,62,F,0,Graduate,Married,Less than $40K,Blue,49,2,3,3,1438.3,0,1438.3,1.047,692,16,0.6,0, 784725333,Existing Customer,41,M,3,High School,Married,$40K - $60K,Blue,33,4,2,1,4470,680,3790,1.608,931,18,1.571,0.152, 811604133,Existing Customer,47,F,4,Unknown,Single,Less than $40K,Blue,36,3,3,2,2492,1560,932,0.573,1126,23,0.353,0.626, 789124683,Existing Customer,54,M,2,Unknown,Married,$80K - $120K,Blue,42,4,2,3,12217,0,12217,1.075,1110,21,0.75,0, 771071958,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Blue,28,6,1,2,7768,1669,6099,0.797,1051,22,0.833,0.215, 720466383,Existing Customer,59,M,1,High School,Unknown,$40K - $60K,Blue,46,4,1,2,14784,1374,13410,0.921,1197,23,1.3,0.093, 804424383,Existing Customer,63,M,1,Unknown,Married,$60K - $80K,Blue,56,3,3,2,10215,1010,9205,0.843,1904,40,1,0.099, 718813833,Existing Customer,44,F,3,Uneducated,Single,Unknown,Blue,34,5,2,2,10100,0,10100,0.525,1052,18,1.571,0, 806624208,Existing Customer,47,M,4,High School,Married,$40K - $60K,Blue,42,6,0,0,4785,1362,3423,0.739,1045,38,0.9,0.285, 778348233,Existing Customer,53,M,3,Unknown,Married,$80K - $120K,Blue,33,3,2,3,2753,1811,942,0.977,1038,25,2.571,0.658, 712991808,Existing Customer,53,M,2,Uneducated,Married,$60K - $80K,Blue,48,2,5,1,2451,1690,761,1.323,1596,26,1.6,0.69, 709029408,Existing Customer,41,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,2,8923,2517,6406,1.726,1589,24,1.667,0.282, 788658483,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,38,5,2,3,2650,1490,1160,1.75,1411,28,1,0.562, 787937058,Existing Customer,58,M,0,Graduate,Married,$80K - $120K,Blue,49,6,2,2,12555,1696,10859,0.519,1291,24,0.714,0.135, 715318008,Existing Customer,55,F,1,College,Single,Less than $40K,Blue,36,4,2,1,3520,1914,1606,0.51,1407,43,0.483,0.544, 713962233,Existing Customer,55,F,3,Graduate,Married,Less than $40K,Blue,36,6,2,3,3035,2298,737,1.724,1877,37,1.176,0.757, 785432733,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,3,15433,0,15433,0.865,966,22,1.2,0, 715190283,Existing Customer,57,F,1,Graduate,Unknown,$40K - $60K,Blue,49,3,3,2,3672,886,2786,1.32,1464,28,0.556,0.241, 708300483,Attrited Customer,66,F,0,Doctorate,Married,Unknown,Blue,56,5,4,3,7882,605,7277,1.052,704,16,0.143,0.077, 827111283,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,41,2,2,2,32426,578,31848,1.042,1109,28,0.474,0.018, 758551608,Existing Customer,51,M,2,Unknown,Married,$40K - $60K,Blue,44,4,1,0,6205,2204,4001,0.803,1347,28,0.556,0.355, 773146383,Existing Customer,50,F,1,College,Single,$40K - $60K,Silver,43,3,2,3,17304,2517,14787,1.449,1756,33,1.2,0.145, 778493808,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,37,5,2,1,3906,0,3906,1.214,1756,32,1,0, 720572508,Existing Customer,38,F,4,Graduate,Single,Unknown,Blue,28,2,3,3,9830,2055,7775,0.977,1042,23,0.917,0.209, 712661433,Existing Customer,49,M,4,Uneducated,Single,$80K - $120K,Blue,30,3,2,3,34516,0,34516,1.621,1444,28,1.333,0, 789172683,Existing Customer,56,M,2,Doctorate,Married,$60K - $80K,Blue,45,6,2,0,2283,1430,853,2.316,1741,27,0.588,0.626, 738406533,Existing Customer,59,M,1,Doctorate,Married,$40K - $60K,Blue,52,3,2,2,2548,2020,528,2.357,1719,27,1.7,0.793, 799723908,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,40,4,3,3,19458,1435,18023,0.787,1217,27,0.8,0.074, 771490833,Existing Customer,52,M,1,College,Single,$80K - $120K,Blue,40,5,1,1,4745,1227,3518,0.624,1140,40,0.6,0.259, 720756708,Existing Customer,52,F,3,Unknown,Married,Less than $40K,Blue,41,6,3,2,2622,1549,1073,1.321,1878,30,1.143,0.591, 779471883,Attrited Customer,54,F,1,Graduate,Married,Less than $40K,Blue,40,2,3,1,1438.3,808,630.3,0.997,705,19,0.9,0.562, 711525033,Existing Customer,66,F,0,High School,Married,Less than $40K,Blue,54,3,4,2,3171,2179,992,1.224,1946,38,1.923,0.687, 712813458,Existing Customer,49,M,2,Unknown,Married,$120K +,Blue,36,4,2,0,19763,2517,17246,0.664,1414,35,0.25,0.127, 714374133,Attrited Customer,56,M,2,Graduate,Married,$120K +,Blue,36,1,3,3,15769,0,15769,1.041,602,15,0.364,0, 717891558,Existing Customer,49,F,4,Graduate,Unknown,Less than $40K,Blue,36,6,4,2,3298,2200,1098,0.678,1052,32,0.6,0.667, 716632758,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,2,2,0,2802,2363,439,0.75,1295,40,0.6,0.843, 768563658,Existing Customer,56,M,2,Uneducated,Married,$40K - $60K,Blue,50,4,2,3,4458,1880,2578,1.107,1424,29,1.417,0.422, 711427458,Existing Customer,44,F,5,Graduate,Married,Unknown,Blue,35,4,1,2,6273,978,5295,2.275,1359,25,1.083,0.156, 714091983,Existing Customer,42,M,2,High School,Single,$60K - $80K,Blue,34,4,4,3,3336,1753,1583,0.69,1168,27,1.25,0.525, 787584108,Existing Customer,55,M,3,Unknown,Married,$80K - $120K,Blue,47,4,2,3,3436,2016,1420,0.901,1097,33,0.833,0.587, 712030833,Attrited Customer,48,M,2,Graduate,Married,$60K - $80K,Silver,35,2,4,4,34516,0,34516,0.763,691,15,0.5,0, 711481533,Existing Customer,39,M,1,High School,Divorced,$60K - $80K,Blue,33,5,3,3,5926,1251,4675,0.944,1316,28,1.154,0.211, 710082708,Existing Customer,44,M,4,Post-Graduate,Single,$120K +,Blue,32,2,4,2,23957,2102,21855,0.997,1276,26,0.733,0.088, 708155733,Existing Customer,53,M,2,High School,Single,$120K +,Blue,44,4,2,2,14734,1634,13100,0.989,1289,23,0.917,0.111, 788979258,Existing Customer,51,M,4,Uneducated,Single,$80K - $120K,Silver,38,4,1,4,34516,1515,33001,0.592,1293,32,0.6,0.044, 807986133,Existing Customer,57,M,2,College,Married,$60K - $80K,Blue,52,5,3,3,6584,1817,4767,0.62,1353,35,0.667,0.276, 788730933,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,20,6,3,3,2084,1468,616,1.004,1132,28,0.556,0.704, 711314058,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,32,2,2,2,1687,1107,580,1.715,1670,17,2.4,0.656, 717975333,Existing Customer,50,M,2,Doctorate,Married,$80K - $120K,Blue,38,6,2,2,25300,1330,23970,1.072,837,15,2,0.053, 715971108,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,42,3,2,3,34516,1763,32753,1.266,1550,41,1.05,0.051, 720096558,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,3,2216,1034,1182,0.758,1540,36,0.286,0.467, 719580033,Existing Customer,54,M,1,Graduate,Unknown,$60K - $80K,Blue,43,4,2,3,2910,2030,880,0.769,1256,21,0.4,0.698, 820582308,Existing Customer,42,M,5,Uneducated,Married,$80K - $120K,Blue,37,6,2,2,22913,1528,21385,0.414,1394,35,0.522,0.067, 789973308,Existing Customer,44,M,1,College,Single,$60K - $80K,Blue,35,3,3,3,24312,1932,22380,1.312,1341,24,1.182,0.079, 712876233,Existing Customer,53,M,2,Graduate,Single,$80K - $120K,Blue,36,5,3,2,5272,1515,3757,0.857,1289,33,0.435,0.287, 804595158,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,36,6,4,2,7000,2517,4483,0.475,1112,23,1.875,0.36, 714826758,Existing Customer,37,F,3,Uneducated,Single,Less than $40K,Blue,29,4,4,2,7038,1801,5237,0.751,2339,57,0.966,0.256, 779058108,Existing Customer,49,M,3,Graduate,Divorced,$60K - $80K,Blue,30,6,1,2,2536,1823,713,0.703,1468,23,0.353,0.719, 710790258,Existing Customer,47,M,2,Graduate,Married,$80K - $120K,Blue,38,6,3,2,28904,1899,27005,0.85,1334,35,0.4,0.066, 715623483,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,37,4,4,0,8567,1695,6872,1.242,1457,41,1.412,0.198, 715156383,Existing Customer,44,M,1,Unknown,Unknown,$120K +,Blue,36,6,2,2,34516,1533,32983,0.924,1603,29,0.526,0.044, 711013983,Attrited Customer,55,F,4,Unknown,Married,$40K - $60K,Blue,45,2,4,3,2158,0,2158,0.585,615,12,0.714,0, 755420433,Existing Customer,59,F,1,Graduate,Married,Unknown,Blue,52,2,3,3,10133,1417,8716,0.383,1068,20,0.818,0.14, 794543958,Existing Customer,53,M,1,Graduate,Divorced,$80K - $120K,Blue,35,5,4,2,34516,1219,33297,1.129,1590,27,2,0.035, 716396358,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,47,5,3,0,3085,1910,1175,0.921,1531,35,0.667,0.619, 715398033,Existing Customer,53,M,2,High School,Single,$120K +,Blue,35,4,2,1,19040,2056,16984,0.607,1212,31,0.722,0.108, 711743883,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,35,5,2,3,4026,0,4026,0.483,1237,32,0.6,0, 719720058,Existing Customer,44,M,3,High School,Single,$60K - $80K,Blue,31,4,3,1,12756,837,11919,1.932,1413,14,1.8,0.066, 778992108,Existing Customer,57,M,2,Unknown,Married,$120K +,Blue,45,5,3,3,5266,0,5266,1.702,1516,29,1.636,0, 717539808,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,36,3,2,2,9930,0,9930,0.731,1276,21,1.333,0, 714070758,Existing Customer,49,M,4,High School,Single,$80K - $120K,Blue,38,4,3,0,31302,1953,29349,0.875,1564,35,2.182,0.062, 714107958,Existing Customer,45,M,1,Graduate,Single,$40K - $60K,Blue,36,4,4,3,6576,0,6576,0.579,1465,34,0.619,0, 789140283,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,42,5,4,1,2664,2037,627,0.85,1286,29,0.933,0.765, 715550508,Existing Customer,45,F,3,Unknown,Married,Unknown,Blue,28,5,1,2,2535,2440,95,1.705,1312,20,1.222,0.963, 719712633,Existing Customer,64,M,1,Graduate,Married,Less than $40K,Blue,52,6,4,3,1709,895,814,1.656,1673,32,0.882,0.524, 772629333,Existing Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,35,5,4,2,3454,1200,2254,0.597,1313,30,0.304,0.347, 720336708,Existing Customer,53,M,3,Doctorate,Married,$40K - $60K,Blue,35,5,3,2,3789,1706,2083,1.047,1609,42,0.68,0.45, 802013583,Existing Customer,56,M,3,College,Married,$120K +,Blue,50,3,2,0,9689,2250,7439,0.576,1158,19,0.727,0.232, 711887583,Attrited Customer,47,M,2,Unknown,Married,$80K - $120K,Blue,37,2,3,3,5449,1628,3821,0.696,836,18,0.385,0.299, 714778833,Existing Customer,49,F,3,College,Single,Unknown,Blue,43,4,4,0,23032,1960,21072,0.619,1289,22,1,0.085, 713843283,Existing Customer,41,F,3,Unknown,Married,Unknown,Silver,34,5,3,3,34516,2053,32463,1.034,1487,26,0.733,0.059, 779155158,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,34,6,2,2,2940,1264,1676,0.562,1259,33,0.5,0.43, 721091583,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,32,3,3,3,3031,1879,1152,0.788,1298,15,1.5,0.62, 713572683,Existing Customer,44,M,3,High School,Unknown,$60K - $80K,Blue,25,3,3,0,1862,0,1862,0.883,1226,34,0.789,0, 716657058,Existing Customer,43,F,4,Post-Graduate,Married,Less than $40K,Blue,33,2,3,3,8358,926,7432,0.762,1566,37,0.542,0.111, 779509983,Existing Customer,53,M,2,Post-Graduate,Single,$120K +,Blue,36,6,1,2,34516,931,33585,0.828,1022,21,1.1,0.027, 717929133,Existing Customer,44,M,1,Uneducated,Married,$60K - $80K,Blue,36,5,2,3,14450,2440,12010,1.283,1235,30,0.667,0.169, 808284783,Existing Customer,62,F,1,Unknown,Married,Less than $40K,Blue,56,6,0,0,1438.3,0,1438.3,0.813,1951,44,1.095,0, 708476808,Existing Customer,54,M,4,Unknown,Divorced,$120K +,Blue,36,6,3,2,33791,1960,31831,0.618,1047,31,0.824,0.058, 710916408,Existing Customer,57,M,4,Graduate,Married,$60K - $80K,Blue,39,4,3,0,8466,1886,6580,0.56,1342,32,0.391,0.223, 708492558,Existing Customer,42,M,3,Unknown,Married,$60K - $80K,Blue,36,5,3,3,15088,865,14223,0.939,1107,21,1.625,0.057, 799825758,Existing Customer,42,M,4,High School,Divorced,$60K - $80K,Blue,36,5,1,2,3263,1674,1589,0.588,1251,35,0.346,0.513, 718619883,Existing Customer,54,F,0,Uneducated,Married,Less than $40K,Blue,36,2,2,2,1494,706,788,1.674,1305,24,3,0.473, 711844758,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,6,1,0,13551,1294,12257,0.791,1388,37,1.056,0.095, 714798783,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,36,6,2,2,18886,895,17991,1.826,1235,18,1.571,0.047, 826762908,Existing Customer,52,M,3,High School,Unknown,$80K - $120K,Blue,48,3,2,0,11976,1273,10703,1.024,2089,36,1.118,0.106, 771894558,Existing Customer,50,M,3,High School,Single,$80K - $120K,Blue,39,4,1,4,9964,1559,8405,1.873,1626,25,0.786,0.156, 721074183,Existing Customer,49,M,1,Doctorate,Married,$60K - $80K,Blue,36,4,6,3,24159,1196,22963,0.712,1111,24,1,0.05, 715259583,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,44,3,2,3,5362,1901,3461,0.816,1553,38,1,0.355, 718414008,Existing Customer,50,M,2,Graduate,Single,$120K +,Blue,36,3,2,2,34516,1023,33493,1.004,1064,13,0.625,0.03, 719666283,Existing Customer,55,F,1,Doctorate,Married,Less than $40K,Blue,36,4,1,0,3174,1951,1223,0.766,1243,29,0.611,0.615, 714877233,Existing Customer,53,M,1,High School,Married,$80K - $120K,Blue,47,3,2,2,12262,1836,10426,1.584,1659,38,1.533,0.15, 785387883,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,41,4,3,3,3788,1540,2248,0.566,1594,47,0.382,0.407, 771075258,Existing Customer,55,M,2,College,Single,$120K +,Silver,42,2,3,2,34516,1527,32989,0.526,1268,42,0.355,0.044, 711318033,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Blue,36,4,2,2,2926,0,2926,0.676,1304,24,0.846,0, 783554958,Existing Customer,58,M,4,Graduate,Single,$120K +,Blue,52,6,1,0,32090,0,32090,0.567,1368,30,0.364,0, 720201033,Attrited Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,3,2,11669,2227,9442,0.622,720,23,0.353,0.191, 718039683,Existing Customer,52,M,2,High School,Single,$40K - $60K,Blue,45,3,1,2,13532,1300,12232,0.846,1521,29,1.417,0.096, 710806083,Existing Customer,50,F,1,Uneducated,Unknown,Less than $40K,Silver,36,4,2,2,11888,2090,9798,0.7,1137,30,0.765,0.176, 714752208,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,2,2393,1985,408,0.788,978,16,0.778,0.83, 822063408,Existing Customer,43,M,4,Unknown,Married,$40K - $60K,Blue,39,5,1,2,6111,2517,3594,0.632,1221,16,2.2,0.412, 714490308,Existing Customer,57,M,4,Graduate,Married,$80K - $120K,Blue,46,3,2,3,19270,1662,17608,1.186,1565,28,1.545,0.086, 713356833,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,3,1,4,3710,2517,1193,1.541,1578,34,0.7,0.678, 711402333,Existing Customer,47,M,2,Doctorate,Single,Less than $40K,Blue,37,2,1,3,3235,797,2438,0.541,1493,32,1,0.246, 708296883,Existing Customer,44,F,3,Graduate,Single,$40K - $60K,Blue,38,3,1,0,11749,788,10961,0.688,1178,27,0.929,0.067, 719154483,Existing Customer,53,M,2,High School,Divorced,$60K - $80K,Blue,36,5,3,2,7753,2100,5653,0.839,991,26,0.733,0.271, 717721458,Existing Customer,45,M,4,College,Divorced,$60K - $80K,Blue,40,5,1,0,10408,1186,9222,1.689,2560,42,1.211,0.114, 711112683,Existing Customer,63,F,1,College,Married,Unknown,Blue,36,6,2,3,3967,1568,2399,1.236,1657,29,1.231,0.395, 715674483,Existing Customer,39,F,2,Post-Graduate,Single,Less than $40K,Blue,27,4,2,2,6205,2517,3688,0.939,1204,19,0.727,0.406, 789322833,Attrited Customer,48,F,5,High School,Married,Less than $40K,Blue,38,1,3,3,8025,0,8025,0.654,673,18,0.8,0, 789968058,Existing Customer,51,M,1,Unknown,Single,$120K +,Blue,42,6,2,3,9036,2327,6709,0.649,1131,18,0.636,0.258, 709919283,Existing Customer,54,M,4,Graduate,Married,$80K - $120K,Blue,34,2,3,2,14926,2517,12409,1.996,1576,25,1.5,0.169, 718744008,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,3,6335,1128,5207,0.397,1217,20,0.667,0.178, 767712558,Attrited Customer,59,M,1,College,Single,$60K - $80K,Blue,53,2,3,3,14979,0,14979,0.71,530,10,1,0, 712950783,Attrited Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,38,3,2,3,2732,0,2732,0.76,739,16,0.455,0, 716104983,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,32,6,3,2,2250,2117,133,1.162,1617,31,2.875,0.941, 818839983,Existing Customer,55,M,2,Graduate,Married,$120K +,Blue,50,3,2,0,10916,1536,9380,1.317,1592,34,1,0.141, 772288758,Existing Customer,47,F,4,Graduate,Married,Unknown,Blue,36,4,1,3,5349,1228,4121,0.728,1343,30,1.308,0.23, 712350858,Existing Customer,41,M,2,High School,Married,$80K - $120K,Blue,24,4,1,3,9366,1104,8262,0.572,1303,39,0.625,0.118, 711009708,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,28,5,1,0,21617,0,21617,1.047,1351,22,0.467,0, 712720158,Existing Customer,68,M,1,Graduate,Married,Unknown,Blue,56,5,2,3,13860,1652,12208,1.255,1910,32,1.909,0.119, 712215258,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Silver,31,2,2,3,18386,0,18386,0.868,1298,22,0.571,0, 773827008,Existing Customer,47,M,4,Uneducated,Single,$60K - $80K,Blue,41,6,2,2,2405,1540,865,0.469,1087,29,1.231,0.64, 795232683,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,47,4,2,3,2154,930,1224,2.121,1439,26,1.364,0.432, 713786508,Existing Customer,42,F,5,Unknown,Married,$40K - $60K,Blue,36,3,3,3,2038,0,2038,0.786,1238,28,0.75,0, 713539833,Existing Customer,48,F,4,High School,Single,$40K - $60K,Blue,38,6,1,3,8135,0,8135,1.373,1716,29,0.812,0, 712454058,Existing Customer,49,M,1,Doctorate,Married,$120K +,Blue,38,6,1,3,9364,618,8746,0.554,1099,27,0.8,0.066, 718759833,Existing Customer,44,F,2,Uneducated,Married,Unknown,Silver,35,4,3,2,32643,0,32643,1.3,1058,24,2.429,0, 718803333,Existing Customer,43,F,4,Graduate,Divorced,Less than $40K,Blue,34,2,3,1,3195,1954,1241,0.971,1285,29,0.706,0.612, 720253908,Existing Customer,56,M,0,High School,Married,$80K - $120K,Blue,43,5,2,1,2852,1024,1828,1.009,1651,28,1,0.359, 714133158,Existing Customer,59,F,1,College,Single,Unknown,Blue,36,2,3,3,4224,1305,2919,0.852,1152,31,0.824,0.309, 713187033,Existing Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,36,3,2,2,20459,2071,18388,1.248,1767,38,2.167,0.101, 714791208,Existing Customer,47,F,4,Unknown,Divorced,Less than $40K,Blue,41,6,5,3,3482,2114,1368,0.508,1039,24,0.263,0.607, 772426383,Existing Customer,50,F,4,Uneducated,Married,$40K - $60K,Blue,40,5,2,3,3065,1570,1495,1.077,1130,28,1.333,0.512, 710975883,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,43,3,1,2,2185,1761,424,0.682,1645,30,0.429,0.806, 714264408,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,4,1,0,1611,746,865,0.993,1413,29,0.706,0.463, 715827858,Existing Customer,58,F,4,Uneducated,Married,Less than $40K,Blue,47,3,3,3,2822,2173,649,1.456,1218,23,2.286,0.77, 713741358,Attrited Customer,46,M,5,Graduate,Single,$80K - $120K,Blue,33,6,3,3,32975,2517,30458,0.658,597,17,0.7,0.076, 709531908,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,47,5,2,2,1438.3,0,1438.3,0.776,2184,53,0.828,0, 716493408,Existing Customer,45,F,4,Uneducated,Divorced,Unknown,Blue,36,4,3,3,15875,1719,14156,0.86,1592,37,1.467,0.108, 714141108,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,45,6,3,3,6703,893,5810,0.567,1388,28,0.75,0.133, 708953883,Attrited Customer,53,M,2,Unknown,Married,$80K - $120K,Blue,36,2,2,1,3212,0,3212,0.713,757,20,0.25,0, 712608783,Existing Customer,50,M,2,High School,Married,$80K - $120K,Silver,45,3,1,3,34516,1260,33256,0.588,1504,34,0.789,0.037, 820353558,Existing Customer,41,F,3,High School,Married,$40K - $60K,Blue,36,4,1,2,9797,1434,8363,0.644,1503,34,0.478,0.146, 714964758,Existing Customer,45,F,5,Graduate,Divorced,$40K - $60K,Blue,36,5,2,2,10400,1777,8623,0.791,1105,28,0.867,0.171, 716264358,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,42,2,1,2,26792,1836,24956,1.432,2398,47,0.88,0.069, 717296808,Existing Customer,67,F,1,Graduate,Married,Less than $40K,Blue,56,4,3,2,3006,2517,489,2.053,1661,32,1,0.837, 712977183,Existing Customer,57,F,2,Uneducated,Single,$40K - $60K,Silver,36,6,3,0,19482,1072,18410,0.706,1421,22,1.444,0.055, 710829108,Existing Customer,59,F,1,Uneducated,Married,$40K - $60K,Blue,36,4,2,3,3356,985,2371,0.35,999,28,0.556,0.294, 779562633,Existing Customer,45,M,2,Uneducated,Married,$40K - $60K,Blue,34,3,2,1,5771,2248,3523,1.791,1387,18,0.8,0.39, 715315833,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,36,6,2,3,11106,2107,8999,0.948,1243,24,1,0.19, 815500983,Existing Customer,59,F,1,Uneducated,Married,Less than $40K,Blue,54,5,3,0,2890,2001,889,1.334,1860,36,1,0.692, 719360583,Existing Customer,53,M,1,Graduate,Married,$60K - $80K,Blue,45,6,2,2,3380,1701,1679,0.747,1502,25,1.273,0.503, 709701558,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,36,2,1,2,21331,1251,20080,0.949,1460,50,1.083,0.059, 721148358,Existing Customer,49,F,3,Uneducated,Single,Unknown,Blue,38,6,2,1,12860,0,12860,0.646,1348,27,0.286,0, 779862408,Existing Customer,49,M,3,Post-Graduate,Single,$80K - $120K,Blue,33,3,1,0,6278,462,5816,1.161,1087,33,0.941,0.074, 812627208,Existing Customer,60,F,0,College,Single,Less than $40K,Blue,55,5,1,3,1438.3,738,700.3,0.782,1226,33,0.571,0.513, 711033408,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,5,1,2,9355,1626,7729,0.701,1230,28,0.867,0.174, 779956608,Existing Customer,41,F,2,Post-Graduate,Married,Unknown,Blue,31,6,1,3,20758,0,20758,0.688,1555,32,0.684,0, 780376683,Existing Customer,57,M,1,Graduate,Married,$80K - $120K,Blue,47,5,3,1,14612,1976,12636,1.768,1827,24,3,0.135, 717912483,Existing Customer,43,M,4,Graduate,Unknown,$80K - $120K,Blue,27,5,2,0,27259,0,27259,0.731,1376,35,0.591,0, 714454758,Existing Customer,57,F,3,Graduate,Married,Less than $40K,Blue,47,4,2,3,6347,1594,4753,0.896,1771,37,0.762,0.251, 780466533,Existing Customer,54,M,3,Doctorate,Married,$120K +,Blue,41,3,3,0,21592,1676,19916,1.097,1873,52,0.529,0.078, 715735233,Existing Customer,51,F,5,Post-Graduate,Married,Less than $40K,Blue,44,5,1,1,3449,1598,1851,0.971,1679,42,0.556,0.463, 720476733,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,34,2,1,2,6028,799,5229,0.819,1002,22,0.571,0.133, 715872333,Existing Customer,41,M,0,High School,Unknown,$120K +,Blue,36,3,2,3,18214,1998,16216,0.829,1344,21,1.1,0.11, 712375758,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,43,3,3,1,16393,1423,14970,1.642,1461,42,0.75,0.087, 708868233,Attrited Customer,68,M,0,High School,Married,Less than $40K,Blue,52,1,3,2,1438.3,900,538.3,0.743,760,21,0.615,0.626, 718030083,Existing Customer,59,M,1,College,Married,$60K - $80K,Blue,36,4,1,2,7871,1687,6184,1.242,1428,22,1.444,0.214, 720707283,Existing Customer,48,M,4,Unknown,Married,$80K - $120K,Blue,36,5,3,0,5288,866,4422,0.869,1777,42,0.75,0.164, 771698658,Existing Customer,44,M,5,Graduate,Married,$60K - $80K,Blue,32,4,5,3,11376,2006,9370,0.619,1302,27,0.8,0.176, 748326258,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,41,4,5,3,12302,1632,10670,1.509,1483,41,0.519,0.133, 770817783,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,33,3,2,1,34516,1679,32837,0.623,1060,27,0.5,0.049, 779353083,Existing Customer,47,M,2,Graduate,Married,$60K - $80K,Silver,32,4,2,2,34516,1468,33048,0.505,1330,32,0.684,0.043, 711441333,Existing Customer,43,F,1,High School,Divorced,Less than $40K,Silver,35,3,2,2,10514,1580,8934,0.504,1229,27,0.8,0.15, 719808558,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Blue,43,2,4,3,1438.3,0,1438.3,0.707,886,27,0.421,0, 711551958,Attrited Customer,59,M,2,Post-Graduate,Married,$60K - $80K,Blue,46,3,3,3,1438.3,0,1438.3,0.688,844,24,0.5,0, 809164083,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,56,2,1,2,2619,1779,840,1.259,1450,37,0.947,0.679, 820596183,Existing Customer,58,M,2,College,Married,$120K +,Blue,53,2,3,0,24407,2395,22012,1.071,2311,48,0.714,0.098, 715999608,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,4,1,2,2377,1649,728,0.93,1378,26,1.167,0.694, 710565408,Existing Customer,59,M,0,Unknown,Unknown,$80K - $120K,Silver,40,3,2,3,34516,1359,33157,1.327,1033,26,1.364,0.039, 805543158,Existing Customer,52,M,3,Graduate,Married,$120K +,Blue,47,5,3,3,11086,2207,8879,0.869,1523,40,1.105,0.199, 709752183,Existing Customer,48,M,3,High School,Single,$60K - $80K,Blue,36,4,2,2,11432,2517,8915,0.615,1374,37,0.762,0.22, 716479233,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,36,5,3,2,13258,1721,11537,0.908,1080,21,1.333,0.13, 713837058,Existing Customer,48,M,2,College,Single,Less than $40K,Blue,36,3,2,3,2571,1955,616,0.531,1234,24,0.714,0.76, 718876683,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,31,5,2,0,5781,1168,4613,0.638,1600,32,0.455,0.202, 770746908,Existing Customer,44,M,4,Unknown,Married,$60K - $80K,Blue,30,5,1,2,7872,2509,5363,0.971,1155,32,0.882,0.319, 794843883,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,1,2,34516,1202,33314,0.603,1353,33,0.737,0.035, 803043933,Existing Customer,44,F,3,Uneducated,Divorced,Less than $40K,Silver,38,4,1,3,11127,1835,9292,2.368,1546,25,1.273,0.165, 758076408,Existing Customer,50,M,2,Unknown,Single,$40K - $60K,Blue,43,2,1,3,1857,1603,254,0.579,1590,43,1.263,0.863, 714606558,Existing Customer,60,F,1,Uneducated,Married,Less than $40K,Blue,36,5,1,0,1913,1272,641,1.008,1448,22,1,0.665, 778425408,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,24,5,3,0,3839,2295,1544,0.569,1271,24,0.714,0.598, 714171108,Existing Customer,48,F,3,Graduate,Divorced,$40K - $60K,Blue,39,6,2,3,2115,1141,974,0.616,1223,20,0.538,0.539, 719662458,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,27,5,2,2,1438.3,679,759.3,0.859,1117,29,1.071,0.472, 713137233,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,28,4,3,0,27756,1789,25967,0.75,994,24,0.846,0.064, 769425858,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,32,4,1,2,1438.3,0,1438.3,0.81,1468,26,0.625,0, 711297483,Existing Customer,47,F,2,Uneducated,Divorced,Less than $40K,Silver,34,6,4,2,13878,2222,11656,0.853,1658,38,0.357,0.16, 788900883,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,36,3,1,3,3106,1304,1802,0.604,1368,38,0.407,0.42, 758348808,Existing Customer,51,M,2,Graduate,Married,$120K +,Blue,44,4,3,3,34516,1666,32850,0.613,1218,18,0.8,0.048, 772336458,Attrited Customer,60,F,1,Uneducated,Married,$40K - $60K,Blue,50,4,4,3,1438.3,1025,413.3,0.838,702,12,0.714,0.713, 708711483,Existing Customer,57,M,2,Unknown,Married,$80K - $120K,Blue,46,2,3,0,18871,1740,17131,1.727,1516,21,2,0.092, 717906783,Existing Customer,41,M,5,Graduate,Single,$120K +,Blue,29,5,2,2,5207,1748,3459,1.073,1310,26,1,0.336, 719437908,Existing Customer,44,M,3,Post-Graduate,Divorced,$80K - $120K,Blue,36,6,2,2,17965,1644,16321,0.921,1767,50,0.923,0.092, 769433508,Existing Customer,43,M,1,College,Single,$60K - $80K,Blue,37,6,3,3,2733,1819,914,0.767,933,25,0.923,0.666, 790096533,Existing Customer,55,M,2,College,Married,$60K - $80K,Blue,48,4,3,2,8863,1301,7562,1.207,1512,27,1.455,0.147, 720997383,Attrited Customer,52,M,1,Uneducated,Married,$80K - $120K,Blue,36,2,3,3,1857,1833,24,0.723,829,17,0.7,0.987, 787541883,Existing Customer,44,M,3,Graduate,Unknown,$80K - $120K,Blue,33,3,3,3,34516,0,34516,0.483,1120,27,0.35,0, 709930758,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,30,5,3,3,11107,1222,9885,0.538,1506,33,0.941,0.11, 789830058,Existing Customer,44,M,4,Unknown,Single,$80K - $120K,Blue,34,4,1,2,21573,1585,19988,0.621,1384,36,2.273,0.073, 710299608,Attrited Customer,53,F,2,Unknown,Married,Less than $40K,Blue,33,2,3,3,2859,2517,342,0.993,817,30,0.667,0.88, 710741208,Existing Customer,39,M,2,High School,Single,$80K - $120K,Blue,36,4,2,2,5269,1475,3794,1.148,2094,25,0.667,0.28, 821797008,Attrited Customer,49,M,5,College,Married,$40K - $60K,Blue,45,2,2,3,1438.3,0,1438.3,0.734,815,21,0.615,0, 708874533,Attrited Customer,45,F,2,College,Married,Less than $40K,Blue,36,1,3,2,3387,0,3387,0.789,510,24,0.6,0, 715341858,Existing Customer,54,M,2,Graduate,Married,$80K - $120K,Blue,46,6,2,3,1982,1289,693,0.939,1377,49,0.69,0.65, 793636308,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Blue,43,2,2,2,4645,1650,2995,0.912,1193,33,0.65,0.355, 713779908,Existing Customer,46,F,3,Doctorate,Single,Unknown,Blue,36,6,3,2,2189,1666,523,0.343,1287,36,0.636,0.761, 712125258,Attrited Customer,46,M,4,High School,Married,$120K +,Blue,30,3,3,3,2442,0,2442,0.98,701,19,0.727,0, 709703433,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,38,4,1,2,21304,1532,19772,1.018,1770,25,0.923,0.072, 721022433,Existing Customer,44,M,2,Doctorate,Single,$60K - $80K,Blue,36,5,1,2,7577,2480,5097,0.435,1409,35,0.167,0.327, 710103558,Existing Customer,50,M,3,Post-Graduate,Single,$120K +,Blue,31,4,1,2,3234,1486,1748,0.868,1354,28,0.647,0.459, 715952883,Existing Customer,73,M,0,High School,Married,$40K - $60K,Blue,36,5,3,2,4469,1125,3344,1.363,1765,34,1.615,0.252, 719731458,Existing Customer,56,M,3,Unknown,Unknown,$40K - $60K,Blue,46,6,3,4,2910,709,2201,0.538,1192,27,0.588,0.244, 772390908,Attrited Customer,59,M,0,High School,Single,$40K - $60K,Blue,48,2,4,3,3616,1054,2562,0.616,687,17,0.545,0.291, 787348608,Existing Customer,70,M,0,High School,Married,Less than $40K,Blue,56,3,2,3,3252,1495,1757,0.581,1227,15,0.875,0.46, 709485033,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,36,4,3,3,2358,1152,1206,0.969,1737,26,1.6,0.489, 715432608,Existing Customer,43,M,4,Unknown,Single,$60K - $80K,Blue,36,4,1,0,22322,953,21369,0.769,1348,34,1.125,0.043, 799471833,Existing Customer,45,M,1,Uneducated,Single,$120K +,Blue,39,4,2,2,3133,1510,1623,0.609,1435,38,0.462,0.482, 714187533,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,2,3,0,3540,849,2691,0.456,1321,28,0.75,0.24, 779656908,Existing Customer,40,M,1,Graduate,Married,$40K - $60K,Blue,23,6,3,2,6990,1378,5612,0.73,1479,29,0.611,0.197, 788950158,Existing Customer,36,M,2,College,Unknown,$80K - $120K,Blue,22,2,2,3,34516,1652,32864,0.854,1283,39,1.294,0.048, 778867533,Attrited Customer,59,F,0,Post-Graduate,Married,$40K - $60K,Blue,40,1,4,1,1438.3,0,1438.3,1.038,689,23,0.353,0, 710620383,Existing Customer,43,M,4,Unknown,Married,$60K - $80K,Blue,35,6,3,2,24396,1171,23225,0.655,965,17,1.125,0.048, 778661358,Existing Customer,46,F,1,Unknown,Married,Less than $40K,Blue,36,2,3,2,2474,2143,331,1.53,1541,40,1,0.866, 789483333,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,32,5,1,3,5214,795,4419,0.707,1258,23,1.3,0.152, 809855808,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,46,5,2,2,5207,1650,3557,0.708,1339,20,0.538,0.317, 718464258,Existing Customer,51,F,3,Unknown,Unknown,Less than $40K,Blue,25,2,2,2,9512,1082,8430,0.701,1007,22,1.444,0.114, 708528483,Existing Customer,43,F,4,Graduate,Divorced,Unknown,Blue,23,6,3,2,3187,2430,757,0.617,1387,33,1.357,0.762, 771809733,Attrited Customer,64,F,0,High School,Married,$40K - $60K,Blue,53,1,3,3,3353,0,3353,1.021,960,18,0.385,0, 719942883,Existing Customer,54,M,5,Graduate,Married,$60K - $80K,Blue,38,3,3,3,2290,1434,856,0.923,1119,18,3.5,0.626, 807226683,Existing Customer,48,M,3,Unknown,Single,$40K - $60K,Blue,43,6,1,3,5279,1115,4164,0.549,1642,41,0.519,0.211, 717806133,Existing Customer,40,M,2,Uneducated,Divorced,$60K - $80K,Blue,29,5,3,0,23603,0,23603,0.795,1382,31,1.067,0, 720615708,Existing Customer,57,M,0,Uneducated,Married,$40K - $60K,Blue,45,6,2,2,2601,0,2601,0.814,1232,32,0.684,0, 714511758,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,40,4,3,0,6363,1029,5334,0.838,1542,16,1.286,0.162, 715050408,Existing Customer,41,M,3,High School,Single,$80K - $120K,Blue,36,4,3,3,8029,1576,6453,0.826,1094,32,0.524,0.196, 721132233,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2410,1769,641,0.759,1217,30,1.143,0.734, 719211558,Attrited Customer,45,M,2,Graduate,Single,$60K - $80K,Blue,36,1,1,2,3401,0,3401,0.898,744,18,1,0, 712069008,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,23,4,2,0,2260,1007,1253,0.84,1614,33,0.737,0.446, 715996983,Existing Customer,47,M,4,Uneducated,Divorced,$80K - $120K,Blue,30,5,2,2,17682,2481,15201,1.302,1747,31,1.214,0.14, 773466258,Existing Customer,48,F,4,High School,Married,$40K - $60K,Blue,42,3,1,3,4206,1100,3106,0.587,1144,22,1,0.262, 798983508,Existing Customer,43,M,1,Graduate,Single,$80K - $120K,Silver,37,4,3,2,34516,1440,33076,1.117,1575,34,2.4,0.042, 719117433,Existing Customer,41,M,4,High School,Unknown,$80K - $120K,Blue,36,4,3,0,23018,2168,20850,0.859,1463,24,1.667,0.094, 716451183,Existing Customer,54,F,1,Uneducated,Married,$40K - $60K,Blue,44,5,2,3,5556,1711,3845,1.434,1706,21,1.625,0.308, 718621608,Attrited Customer,54,F,2,High School,Married,Unknown,Blue,44,3,3,1,6094,0,6094,1.129,909,14,0.273,0, 715085733,Existing Customer,61,M,0,Graduate,Married,$40K - $60K,Blue,52,3,1,2,2939,1999,940,2.145,2434,33,1.538,0.68, 788977833,Existing Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,48,2,1,0,5362,1274,4088,1.015,1876,41,0.783,0.238, 720272958,Attrited Customer,48,M,2,High School,Married,$120K +,Blue,36,3,3,3,27126,0,27126,0.953,1000,25,0.786,0, 708421833,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,6,3,2,3342,2517,825,0.771,1139,30,0.765,0.753, 709173108,Attrited Customer,54,F,4,Graduate,Married,Unknown,Blue,40,6,2,2,2532,2221,311,0.491,799,21,0.235,0.877, 709879458,Existing Customer,54,F,3,Doctorate,Married,Unknown,Blue,46,2,2,3,1900,1376,524,0.89,1881,45,0.607,0.724, 715120608,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,2,14546,1703,12843,0.955,1273,27,0.588,0.117, 770632758,Existing Customer,50,F,4,Doctorate,Single,Unknown,Blue,36,2,3,2,2521,1608,913,0.587,1328,33,0.571,0.638, 779078733,Existing Customer,55,M,2,Doctorate,Married,$60K - $80K,Blue,36,3,4,3,16427,1682,14745,0.631,1579,36,1.118,0.102, 771742533,Existing Customer,48,M,2,Graduate,Unknown,$40K - $60K,Blue,36,5,1,2,13068,1718,11350,0.607,937,28,0.556,0.131, 720250158,Existing Customer,45,M,2,College,Single,$60K - $80K,Blue,33,6,3,0,23218,1814,21404,1.178,1749,37,2.083,0.078, 716458983,Existing Customer,60,M,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3281,837,2444,1.859,1424,29,1.417,0.255, 713747733,Existing Customer,55,M,2,High School,Married,$40K - $60K,Blue,47,5,3,2,3096,2217,879,0.799,2011,41,0.783,0.716, 712270158,Existing Customer,62,F,0,High School,Married,$40K - $60K,Blue,52,5,2,3,2052,1250,802,0.728,1208,31,0.632,0.609, 789562383,Existing Customer,38,F,1,High School,Unknown,Less than $40K,Blue,30,2,3,0,1438.3,583,855.3,0.888,1259,24,1,0.405, 754897008,Existing Customer,46,M,3,High School,Single,$40K - $60K,Blue,39,2,3,2,9432,1418,8014,0.612,1319,26,0.368,0.15, 819700533,Existing Customer,50,M,0,High School,Single,$120K +,Silver,45,5,2,3,14938,2303,12635,0.804,949,27,2,0.154, 712890408,Existing Customer,45,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,2,2221,1343,878,0.869,1338,30,1.308,0.605, 720248208,Existing Customer,47,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,37,6,3,0,5731,1577,4154,0.657,1554,26,0.444,0.275, 779749908,Existing Customer,48,M,4,College,Married,$60K - $80K,Gold,33,2,2,3,34516,2061,32455,0.722,1350,32,0.455,0.06, 717401883,Existing Customer,35,M,3,Uneducated,Married,$60K - $80K,Blue,22,5,2,2,6985,1130,5855,0.963,1694,44,0.76,0.162, 721509558,Existing Customer,51,M,2,Graduate,Married,$120K +,Blue,42,3,3,0,24221,1707,22514,0.816,1678,40,0.538,0.07, 710572458,Existing Customer,36,F,3,High School,Married,Unknown,Blue,24,4,1,1,15439,0,15439,0.742,2069,43,0.536,0, 714576183,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,36,6,3,2,21637,2030,19607,0.776,1222,23,0.438,0.094, 721425558,Existing Customer,52,M,2,Graduate,Single,$120K +,Blue,37,2,3,2,14543,0,14543,0.788,1536,37,0.423,0, 711109908,Existing Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,2,1,1,9684,2475,7209,0.697,1400,31,2.1,0.256, 715203108,Existing Customer,63,M,2,High School,Married,$40K - $60K,Blue,36,2,2,2,5007,930,4077,0.885,1050,28,1.154,0.186, 710027508,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,54,3,2,0,1616,1047,569,0.984,1389,33,1.2,0.648, 787464408,Existing Customer,53,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,2,19116,0,19116,0.656,1184,29,0.611,0, 783542133,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,47,5,6,2,2759,2223,536,1.32,2093,42,1,0.806, 708330858,Attrited Customer,57,M,3,Graduate,Married,$120K +,Blue,38,2,3,3,8249,1381,6868,0.798,678,11,0.833,0.167, 714426783,Existing Customer,38,F,2,Graduate,Single,Unknown,Blue,31,2,3,2,14041,2154,11887,1.084,1467,29,1.417,0.153, 712701333,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,43,5,3,2,5264,2169,3095,0.374,1219,27,0.5,0.412, 709494483,Existing Customer,63,F,0,Unknown,Married,Less than $40K,Blue,54,4,2,1,2420,1912,508,1.256,1730,36,0.565,0.79, 773373108,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,4,2,0,2826,2070,756,0.541,1025,28,0.647,0.732, 715812258,Existing Customer,45,M,2,High School,Married,$80K - $120K,Blue,34,5,5,2,12518,1539,10979,0.645,1165,33,0.833,0.123, 778286433,Existing Customer,67,M,0,Graduate,Married,$40K - $60K,Blue,56,4,2,1,5876,1297,4579,1.012,2133,55,0.719,0.221, 789270033,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Silver,37,3,2,3,34516,0,34516,0.448,1122,13,0.182,0, 711569433,Existing Customer,51,F,2,Uneducated,Divorced,Less than $40K,Blue,38,4,1,2,9648,1926,7722,0.549,1083,22,1.75,0.2, 720214833,Existing Customer,52,M,2,High School,Single,$80K - $120K,Silver,40,3,3,3,34516,2177,32339,1.32,1234,23,1.875,0.063, 709346133,Existing Customer,55,F,2,Uneducated,Married,Unknown,Blue,35,3,3,0,3025,2376,649,1.252,1277,23,1.875,0.785, 788194458,Existing Customer,34,M,3,High School,Married,$60K - $80K,Blue,26,4,3,3,3265,2517,748,0.952,1843,35,0.944,0.771, 720779733,Existing Customer,56,M,1,Uneducated,Married,$120K +,Blue,36,3,2,2,6041,1355,4686,0.685,1747,49,0.581,0.224, 717424458,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,36,3,3,2,2293,1823,470,0.617,1166,22,1.444,0.795, 708820308,Existing Customer,47,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,36,6,2,2,13399,2505,10894,0.627,1326,31,0.824,0.187, 710558058,Existing Customer,46,F,3,Unknown,Married,Less than $40K,Blue,38,4,3,3,4317,2517,1800,0.944,1619,36,1,0.583, 770590758,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,29,5,2,0,3378,1069,2309,0.581,1285,16,0.333,0.316, 718490658,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,4,1,3,5012,2242,2770,0.816,1142,28,1,0.447, 711985833,Existing Customer,38,F,4,Uneducated,Single,Less than $40K,Blue,30,4,1,0,2569,1605,964,0.574,1190,46,0.643,0.625, 708967608,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,45,3,1,2,3471,1785,1686,1.051,1052,24,0.714,0.514, 718505958,Existing Customer,43,M,5,Graduate,Divorced,$120K +,Silver,31,5,3,3,34516,1699,32817,0.771,1628,38,0.727,0.049, 715024233,Existing Customer,53,M,1,High School,Married,$120K +,Blue,36,6,3,2,3312,1844,1468,0.986,1740,32,0.882,0.557, 779249583,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,38,4,3,3,2578,2462,116,1.707,1378,29,0.812,0.955, 709278258,Attrited Customer,54,M,2,Unknown,Married,$40K - $60K,Blue,44,4,3,2,2902,2517,385,0.821,996,26,0.444,0.867, 778928283,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,39,3,2,1,2742,2321,421,1.315,1389,32,0.6,0.846, 712299858,Existing Customer,62,M,1,High School,Married,Less than $40K,Blue,53,5,3,3,2077,1571,506,1.031,1365,38,1,0.756, 799224108,Existing Customer,46,F,4,Graduate,Single,Less than $40K,Blue,40,5,1,2,6265,1942,4323,1.027,1715,43,0.87,0.31, 809976033,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,44,6,3,0,7819,1560,6259,0.827,1582,25,0.786,0.2, 716203308,Existing Customer,52,M,3,Graduate,Single,$80K - $120K,Blue,42,6,3,3,2731,1692,1039,0.62,1220,22,0.692,0.62, 714871683,Attrited Customer,58,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,4,3,1438.3,537,901.3,0.819,715,13,0.182,0.373, 716139933,Existing Customer,54,M,0,High School,Married,$80K - $120K,Blue,36,3,1,2,16286,1710,14576,1.223,2552,49,1.227,0.105, 716984658,Existing Customer,49,M,1,Graduate,Married,$120K +,Blue,39,3,2,3,34516,0,34516,0.507,1106,31,0.938,0, 713086008,Existing Customer,58,F,3,High School,Married,Less than $40K,Blue,47,6,1,0,2609,2439,170,1.269,1731,34,1.833,0.935, 713773458,Existing Customer,52,M,2,High School,Single,$60K - $80K,Blue,45,5,3,2,7567,1173,6394,0.541,1435,32,0.6,0.155, 719242533,Existing Customer,41,M,5,High School,Married,$60K - $80K,Blue,33,5,3,3,22770,2517,20253,0.994,1882,38,0.652,0.111, 772712658,Existing Customer,62,F,0,Uneducated,Married,Less than $40K,Blue,50,5,1,2,3791,1648,2143,1.227,2058,34,0.789,0.435, 788868858,Existing Customer,54,M,2,Graduate,Married,Less than $40K,Blue,39,4,4,2,2702,2517,185,1.019,1658,32,1.462,0.932, 811898133,Existing Customer,40,F,3,High School,Divorced,Less than $40K,Blue,35,3,1,3,2555,2117,438,1.049,1334,32,0.6,0.829, 788808633,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,26,5,3,2,2355,1090,1265,0.751,1441,29,0.812,0.463, 779804208,Existing Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,42,6,2,0,5332,0,5332,0.939,1371,39,1.167,0, 781391058,Existing Customer,55,M,1,Uneducated,Single,$40K - $60K,Blue,49,6,3,2,1443,1375,68,0.683,1991,38,0.583,0.953, 790134408,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,39,6,2,3,10741,755,9986,1.166,1278,22,1.444,0.07, 788853258,Existing Customer,41,M,1,Uneducated,Married,$60K - $80K,Blue,25,3,2,0,7984,1503,6481,0.797,1734,39,1.167,0.188, 711857733,Existing Customer,49,M,3,Uneducated,Single,$60K - $80K,Blue,32,3,2,2,18584,2517,16067,0.703,1330,34,1.125,0.135, 822969858,Existing Customer,61,F,0,Graduate,Married,Unknown,Blue,56,4,1,3,5585,1465,4120,1.503,1787,31,0.722,0.262, 719554758,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,6,3,2,34516,2165,32351,0.837,1672,32,0.524,0.063, 711643458,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,43,6,3,4,1438.3,0,1438.3,1.068,1439,41,1.05,0, 788830683,Existing Customer,40,M,2,Graduate,Single,$80K - $120K,Blue,24,5,1,0,2478,2031,447,1.284,1558,31,0.938,0.82, 807030858,Existing Customer,51,M,4,High School,Single,$120K +,Blue,46,6,3,3,34516,2274,32242,0.788,1795,47,0.679,0.066, 793059108,Existing Customer,50,F,2,Graduate,Married,$40K - $60K,Blue,44,6,2,3,2339,1440,899,0.431,893,22,0.375,0.616, 716568708,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2726,0,2726,0.844,1099,27,0.588,0, 828281733,Existing Customer,43,M,4,Unknown,Married,$120K +,Blue,39,3,3,3,14881,848,14033,0.762,1408,23,1.091,0.057, 717229158,Existing Customer,36,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1628,969,659,0.999,1893,15,2.75,0.595, 715915458,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,5,2,2,3156,1644,1512,1.052,1151,31,1.385,0.521, 819129858,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,41,5,3,0,4745,1270,3475,0.93,1519,31,0.938,0.268, 713441958,Existing Customer,46,M,2,High School,Married,$120K +,Blue,36,5,3,2,19727,1785,17942,0.572,1245,25,0.786,0.09, 719091333,Existing Customer,52,M,0,Uneducated,Married,$60K - $80K,Blue,36,3,3,2,22720,793,21927,0.685,1102,27,0.286,0.035, 708666258,Existing Customer,43,M,4,Unknown,Married,$40K - $60K,Blue,36,5,3,0,8129,1799,6330,0.566,1402,33,0.737,0.221, 714914583,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,27,6,2,3,3751,1521,2230,0.974,1060,30,1.308,0.405, 714363858,Existing Customer,54,F,4,High School,Married,Less than $40K,Blue,36,3,5,3,1594,1411,183,0.817,1459,35,1.188,0.885, 721347408,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,43,4,2,0,2569,1403,1166,0.886,1456,39,0.444,0.546, 809608533,Existing Customer,49,F,4,Post-Graduate,Single,Unknown,Blue,44,6,3,2,18206,1586,16620,0.921,1439,48,1,0.087, 772047183,Existing Customer,45,M,4,High School,Married,$40K - $60K,Blue,34,6,3,3,3104,1766,1338,0.828,1353,24,1.182,0.569, 714217908,Existing Customer,49,M,3,Graduate,Married,$40K - $60K,Blue,41,5,3,2,2406,1560,846,0.751,1173,32,0.391,0.648, 714819183,Existing Customer,63,M,1,Uneducated,Married,$80K - $120K,Blue,36,5,2,3,24571,1955,22616,1.174,1746,28,1,0.08, 716455683,Existing Customer,40,F,3,High School,Single,Less than $40K,Gold,36,3,2,3,15534,726,14808,0.556,1279,28,0.867,0.047, 710865633,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Silver,33,4,2,0,12301,2250,10051,0.484,1307,29,0.261,0.183, 752952108,Existing Customer,37,M,4,Graduate,Married,$80K - $120K,Blue,26,6,2,3,2846,1818,1028,0.711,1473,37,1.176,0.639, 712595433,Existing Customer,58,M,2,Uneducated,Unknown,$120K +,Blue,49,6,2,3,9788,1794,7994,0.778,1805,37,0.762,0.183, 714982383,Existing Customer,55,M,2,High School,Married,$60K - $80K,Blue,36,4,3,3,7231,2381,4850,0.996,1421,23,1.3,0.329, 813814008,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,6,3,2,2324,1576,748,0.728,1272,37,1.312,0.678, 794545983,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,3,12208,1980,10228,0.616,1409,34,0.619,0.162, 708288108,Attrited Customer,43,M,4,Post-Graduate,Unknown,$80K - $120K,Blue,30,2,5,3,5639,1547,4092,1.087,647,15,0.364,0.274, 715585158,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,46,3,3,2,10021,1617,8404,0.578,1275,25,0.667,0.161, 810449883,Existing Customer,64,M,0,Unknown,Married,Less than $40K,Blue,56,6,1,0,2215,1915,300,0.794,1270,27,0.588,0.865, 789863208,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,44,3,2,3,2027,1480,547,0.979,1702,37,0.947,0.73, 715022133,Existing Customer,53,M,2,Graduate,Married,$60K - $80K,Blue,47,6,2,2,6363,1162,5201,0.644,1256,26,1,0.183, 712506708,Existing Customer,39,F,3,College,Single,Less than $40K,Blue,25,6,1,2,3920,2008,1912,0.944,3178,53,0.656,0.512, 715699983,Existing Customer,56,M,3,High School,Married,$60K - $80K,Blue,36,5,1,3,9226,1233,7993,1.521,1626,29,1.636,0.134, 818942433,Existing Customer,54,F,4,Unknown,Divorced,Less than $40K,Blue,49,6,1,1,9376,1288,8088,0.597,1562,33,0.5,0.137, 712459233,Existing Customer,59,F,1,Post-Graduate,Married,$40K - $60K,Blue,46,5,3,3,1944,1346,598,1.052,1960,57,0.727,0.692, 716545383,Existing Customer,42,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,1,0,9599,1554,8045,1.087,1154,38,1.235,0.162, 721144383,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Silver,28,5,1,2,28202,843,27359,0.637,1629,38,0.727,0.03, 821837958,Existing Customer,43,M,3,College,Unknown,$80K - $120K,Blue,39,3,3,1,24850,1662,23188,0.693,1226,25,0.923,0.067, 804359133,Existing Customer,55,M,0,High School,Married,$120K +,Blue,49,5,3,3,3805,2233,1572,1.095,1743,27,0.929,0.587, 713308683,Existing Customer,52,M,1,Uneducated,Single,$80K - $120K,Blue,37,5,2,2,2733,1306,1427,0.791,1139,39,0.444,0.478, 788780958,Existing Customer,46,M,1,Uneducated,Unknown,$40K - $60K,Blue,27,6,3,3,12781,1253,11528,0.638,1073,21,0.4,0.098, 717354558,Attrited Customer,57,M,2,Uneducated,Married,$120K +,Blue,40,3,3,3,3106,1120,1986,1.045,683,17,0.7,0.361, 798473808,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,42,3,3,0,7477,0,7477,0.511,1159,32,0.684,0, 712372158,Existing Customer,45,M,4,Unknown,Married,$120K +,Blue,33,6,1,3,34516,2086,32430,0.986,1859,47,0.958,0.06, 715192308,Existing Customer,48,M,2,High School,Married,$120K +,Blue,36,6,5,2,29963,2094,27869,0.648,1205,28,0.867,0.07, 708813033,Existing Customer,47,M,1,Graduate,Single,$40K - $60K,Blue,36,5,3,0,6509,2033,4476,0.83,1409,37,0.37,0.312, 714639783,Attrited Customer,42,M,3,College,Married,$60K - $80K,Blue,34,3,3,3,13450,0,13450,0.742,1000,18,0.059,0, 709311633,Existing Customer,41,M,2,Graduate,Unknown,$60K - $80K,Silver,36,6,2,0,27000,0,27000,0.61,1209,39,0.3,0, 709470858,Existing Customer,51,M,4,College,Married,$120K +,Silver,31,5,2,1,34516,1254,33262,0.869,1366,25,0.786,0.036, 717292758,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,47,5,3,2,6347,0,6347,0.466,1161,44,0.375,0, 779241783,Existing Customer,67,M,1,Uneducated,Married,$40K - $60K,Blue,49,4,3,2,3106,1675,1431,0.781,1512,38,0.407,0.539, 715205358,Existing Customer,39,M,1,Graduate,Married,$60K - $80K,Blue,31,4,1,1,2536,913,1623,1.059,1750,35,1.333,0.36, 778871508,Existing Customer,54,M,3,Post-Graduate,Single,$60K - $80K,Blue,35,6,3,0,13048,1954,11094,1.139,1170,24,0.846,0.15, 779462433,Existing Customer,55,F,2,Unknown,Married,Less than $40K,Blue,37,3,3,1,2453,968,1485,1.081,2218,50,0.613,0.395, 710147958,Existing Customer,47,M,3,High School,Married,$40K - $60K,Silver,36,3,2,2,16138,1249,14889,1.01,1198,33,0.833,0.077, 709864833,Existing Customer,49,M,2,Post-Graduate,Married,$60K - $80K,Blue,38,3,2,0,8077,1965,6112,0.637,1329,26,0.444,0.243, 778868958,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,23,3,3,3,1929,1673,256,0.835,857,36,1.118,0.867, 717276708,Existing Customer,57,M,2,Unknown,Single,$80K - $120K,Blue,36,3,3,2,3127,2517,610,0.589,1470,30,1.143,0.805, 710004933,Existing Customer,44,M,5,Uneducated,Married,$60K - $80K,Blue,36,3,3,2,8645,1454,7191,0.708,1435,25,1.778,0.168, 753606108,Existing Customer,56,M,3,Unknown,Single,$60K - $80K,Blue,49,3,1,3,1438.3,0,1438.3,0.503,1093,22,0.833,0, 710940183,Attrited Customer,49,F,3,Graduate,Married,Less than $40K,Blue,38,6,3,2,2185,0,2185,0.727,715,20,0.818,0, 718927533,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,32,5,2,2,24487,2517,21970,0.912,1512,42,0.909,0.103, 719337408,Existing Customer,63,M,0,High School,Married,$60K - $80K,Blue,36,6,2,3,2567,0,2567,1.636,2399,43,0.955,0, 772308408,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Blue,33,6,3,3,4131,785,3346,0.543,906,22,1.2,0.19, 712981383,Existing Customer,44,F,4,College,Married,Less than $40K,Silver,37,3,2,2,10790,1930,8860,0.75,1052,16,1.286,0.179, 790099758,Existing Customer,40,M,3,High School,Married,$40K - $60K,Blue,33,4,3,3,6884,1001,5883,0.786,975,11,0.833,0.145, 709547658,Attrited Customer,39,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,3,3,13961,1299,12662,0.842,783,20,0.667,0.093, 778770783,Existing Customer,42,M,4,High School,Married,$80K - $120K,Blue,30,6,1,0,29801,1916,27885,0.781,990,21,0.909,0.064, 713134458,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,4,1,1,13219,0,13219,0.576,1097,24,0.5,0, 712159083,Attrited Customer,58,F,4,Unknown,Married,Less than $40K,Blue,46,2,3,3,2536,0,2536,0.917,901,35,0.522,0, 713639958,Existing Customer,46,F,4,Graduate,Divorced,Less than $40K,Blue,36,5,3,1,9478,820,8658,0.64,1327,41,0.864,0.087, 771180033,Existing Customer,47,F,4,Unknown,Divorced,$40K - $60K,Blue,34,6,1,2,3502,1851,1651,2.023,1814,31,0.722,0.529, 717916758,Existing Customer,67,F,0,Unknown,Married,Unknown,Blue,56,4,3,3,10509,2388,8121,0.777,1365,34,1.429,0.227, 711089733,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,3,0,1491,0,1491,0.876,1058,34,0.889,0, 716988633,Existing Customer,55,M,0,High School,Divorced,$60K - $80K,Blue,46,6,1,2,9734,0,9734,0.785,1476,38,0.9,0, 779031033,Existing Customer,46,F,2,Graduate,Married,$40K - $60K,Blue,22,6,1,3,2305,1627,678,0.747,1230,36,0.565,0.706, 716302383,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,14241,2081,12160,0.909,1581,44,0.833,0.146, 718281408,Existing Customer,36,F,2,Unknown,Married,$40K - $60K,Blue,25,3,1,2,4789,1257,3532,1.134,1534,29,0.933,0.262, 721333233,Existing Customer,40,M,4,Doctorate,Divorced,$60K - $80K,Blue,34,4,2,3,23138,1727,21411,0.693,1612,39,1.438,0.075, 794496033,Existing Customer,57,M,2,Unknown,Single,$80K - $120K,Blue,38,6,1,3,23008,2280,20728,0.674,1302,36,0.636,0.099, 710519433,Existing Customer,48,M,1,Unknown,Divorced,$80K - $120K,Blue,36,3,1,0,3131,2517,614,0.602,1439,40,0.481,0.804, 814995933,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,53,5,3,2,5798,1794,4004,0.564,1724,45,0.452,0.309, 721469433,Existing Customer,48,M,3,Graduate,Single,$40K - $60K,Blue,36,5,2,3,6880,1390,5490,1.205,1784,35,0.944,0.202, 788386908,Existing Customer,48,M,3,Graduate,Unknown,$80K - $120K,Platinum,41,3,2,2,34516,1531,32985,0.862,1156,29,1.071,0.044, 717198633,Existing Customer,53,F,2,College,Married,$40K - $60K,Blue,34,6,2,1,2075,1469,606,1.322,2556,49,1.13,0.708, 767695083,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,44,3,3,0,4589,0,4589,0.845,1590,37,0.37,0, 711791583,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,40,1,2,2,2317,0,2317,1.005,884,19,0.727,0, 712315683,Attrited Customer,53,F,2,Uneducated,Single,Less than $40K,Blue,45,1,1,1,1981,1518,463,1.019,973,25,0.923,0.766, 710038008,Existing Customer,56,F,1,Graduate,Single,$40K - $60K,Blue,47,3,2,1,6038,0,6038,0.741,1447,30,0.875,0, 789129033,Existing Customer,44,M,5,Unknown,Single,$80K - $120K,Blue,32,5,3,2,14910,877,14033,0.772,1150,26,0.625,0.059, 718349058,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,39,3,3,2,29659,1143,28516,0.512,1193,21,0.615,0.039, 789842283,Attrited Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,42,3,3,2,4320,0,4320,0.967,706,21,0.5,0, 714513033,Existing Customer,39,F,1,Unknown,Single,$40K - $60K,Blue,36,6,1,3,11213,0,11213,0.563,1257,23,0.643,0, 714717483,Existing Customer,39,F,3,Uneducated,Divorced,Unknown,Blue,29,5,1,2,26181,0,26181,0.913,1303,35,0.75,0, 714900408,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,31,3,1,0,5773,0,5773,0.67,1306,39,0.5,0, 719418933,Attrited Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,36,1,3,3,4503,0,4503,0.659,748,20,0.429,0, 720115683,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,2,2,29770,1565,28205,0.674,1774,42,2,0.053, 779504058,Existing Customer,46,F,2,Post-Graduate,Married,Less than $40K,Blue,28,5,1,1,5014,1910,3104,0.863,1209,25,1.5,0.381, 795979833,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,47,6,1,2,3445,1074,2371,0.67,1074,31,0.632,0.312, 717392358,Existing Customer,60,M,1,Graduate,Married,$80K - $120K,Blue,50,6,2,2,23412,1078,22334,0.79,1786,50,0.786,0.046, 718640508,Existing Customer,59,F,0,Graduate,Single,Less than $40K,Blue,46,4,1,2,3044,1611,1433,0.74,1456,36,0.714,0.529, 803366358,Existing Customer,38,M,1,Unknown,Single,$60K - $80K,Blue,29,5,2,1,14596,2192,12404,0.898,1300,25,1.083,0.15, 709230708,Existing Customer,56,M,4,Uneducated,Single,Less than $40K,Blue,36,3,2,2,3864,1654,2210,0.491,1470,42,0.235,0.428, 781794708,Attrited Customer,35,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,29,2,1,3,17030,1911,15119,0.528,715,25,0.562,0.112, 801383808,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,44,4,2,3,23090,839,22251,1.326,1198,24,1,0.036, 710677608,Existing Customer,53,M,2,Post-Graduate,Unknown,$80K - $120K,Blue,36,4,2,0,29205,1208,27997,0.957,1556,43,1.048,0.041, 708217758,Existing Customer,63,M,2,Graduate,Married,$60K - $80K,Blue,49,5,2,3,14035,2061,11974,2.271,1606,30,1.5,0.147, 714272658,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,24,2,3,2,2962,2517,445,1.046,929,31,0.409,0.85, 717469158,Existing Customer,46,M,2,Unknown,Married,$80K - $120K,Blue,30,6,3,0,18578,1385,17193,0.565,1606,54,0.421,0.075, 711864783,Existing Customer,61,M,1,Uneducated,Single,$60K - $80K,Blue,46,5,3,2,2201,1138,1063,0.675,1199,32,0.6,0.517, 719407983,Existing Customer,37,F,0,Post-Graduate,Married,Less than $40K,Blue,25,4,3,2,2061,1483,578,1.362,2400,60,0.622,0.72, 710665533,Existing Customer,42,F,5,Doctorate,Married,Unknown,Blue,23,4,2,2,24602,1660,22942,0.588,1337,44,0.76,0.067, 716804283,Existing Customer,41,M,2,Uneducated,Divorced,$120K +,Blue,29,3,2,2,15911,896,15015,0.954,1270,33,0.833,0.056, 767294658,Attrited Customer,56,M,2,College,Single,$120K +,Blue,50,2,2,3,16867,0,16867,0.885,654,14,0.4,0, 709122483,Existing Customer,56,M,3,Graduate,Married,$60K - $80K,Blue,37,3,3,0,2783,1526,1257,0.942,1909,54,0.688,0.548, 708241233,Attrited Customer,52,F,3,Post-Graduate,Single,Less than $40K,Blue,47,3,3,2,2972,0,2972,1.035,922,25,0.562,0, 717860358,Existing Customer,40,F,3,High School,Single,$40K - $60K,Blue,36,5,3,2,5124,2235,2889,0.542,1158,42,0.355,0.436, 789337233,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,53,6,6,2,2880,2362,518,0.89,1323,26,0.444,0.82, 720902133,Existing Customer,58,M,1,High School,Single,$40K - $60K,Blue,46,4,1,0,5579,0,5579,0.481,1025,35,0.667,0, 721043058,Existing Customer,58,M,4,Unknown,Married,$60K - $80K,Blue,44,5,1,3,12010,2149,9861,0.801,1700,35,1.5,0.179, 711870333,Existing Customer,46,M,2,Uneducated,Divorced,$80K - $120K,Blue,36,6,3,3,34516,1597,32919,0.858,1628,51,1.217,0.046, 708398283,Existing Customer,37,F,1,Graduate,Married,$40K - $60K,Blue,29,5,2,2,4394,885,3509,1.04,1377,32,0.684,0.201, 715878183,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,4,3,3,18325,723,17602,0.815,1517,33,0.65,0.039, 719451483,Existing Customer,46,F,4,Post-Graduate,Married,Less than $40K,Blue,37,5,3,2,3773,1972,1801,0.783,1528,25,1.083,0.523, 709110633,Existing Customer,41,M,1,Graduate,Single,$80K - $120K,Blue,29,5,1,3,21684,1748,19936,0.715,1329,24,0.6,0.081, 721059033,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,4,1,2,1919,774,1145,0.965,1505,33,0.737,0.403, 779912283,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,33,5,3,2,9995,1713,8282,0.96,1172,38,0.462,0.171, 717701733,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,35,3,2,2,11910,2098,9812,1.16,1646,39,1.294,0.176, 709913733,Existing Customer,39,F,3,College,Married,Less than $40K,Blue,36,4,2,0,2279,1529,750,1.26,1693,32,1.286,0.671, 718768158,Existing Customer,57,M,1,College,Single,$40K - $60K,Blue,48,3,1,2,3539,0,3539,0.781,1336,23,0.211,0, 721375308,Existing Customer,48,M,3,High School,Married,$80K - $120K,Blue,36,5,1,3,30579,1351,29228,0.759,1289,19,0.727,0.044, 711374283,Existing Customer,47,M,3,High School,Single,$80K - $120K,Blue,42,4,1,0,24480,1923,22557,0.505,1416,32,0.778,0.079, 822893133,Existing Customer,56,F,1,Uneducated,Divorced,Unknown,Blue,52,6,1,2,17561,0,17561,0.94,1608,33,1.2,0, 778465533,Existing Customer,54,F,0,College,Married,Less than $40K,Blue,40,3,1,2,1638,0,1638,0.75,1885,51,0.545,0, 712138983,Existing Customer,54,M,1,Graduate,Married,$60K - $80K,Blue,36,3,3,2,2947,2216,731,0.76,1744,53,0.606,0.752, 716920908,Existing Customer,52,M,4,High School,Married,$80K - $120K,Blue,42,6,1,0,5738,1112,4626,1.519,1922,48,0.655,0.194, 708095133,Existing Customer,43,M,4,Unknown,Unknown,$120K +,Blue,34,5,2,2,33304,1833,31471,0.428,1448,29,0.381,0.055, 711195558,Existing Customer,59,M,1,College,Single,$40K - $60K,Blue,48,6,3,3,7251,1603,5648,0.591,1300,36,0.8,0.221, 772735758,Existing Customer,44,M,1,Unknown,Married,Unknown,Blue,34,6,2,0,2885,1895,990,0.387,1366,31,0.632,0.657, 712024908,Existing Customer,56,F,1,College,Married,Less than $40K,Blue,36,6,2,3,2641,1257,1384,0.891,1439,39,1.053,0.476, 778239933,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,35,6,3,0,2801,2043,758,0.583,1241,46,0.643,0.729, 714893733,Existing Customer,55,M,1,High School,Married,$80K - $120K,Blue,45,3,3,3,16794,809,15985,1.566,1917,33,0.941,0.048, 754886958,Existing Customer,48,F,3,College,Divorced,$40K - $60K,Blue,41,4,1,3,9336,1672,7664,0.696,1391,39,0.625,0.179, 710104908,Existing Customer,56,F,5,College,Single,Less than $40K,Blue,43,4,1,0,2763,2517,246,0.938,1246,31,0.824,0.911, 710558883,Existing Customer,41,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,3,2,17391,1044,16347,1.08,1248,27,0.688,0.06, 713827383,Existing Customer,65,F,1,High School,Married,Less than $40K,Blue,36,3,2,0,3198,2493,705,0.665,1936,44,1.316,0.78, 720267033,Existing Customer,34,M,4,Post-Graduate,Single,$80K - $120K,Blue,26,3,3,2,5100,1786,3314,1.06,2375,63,0.575,0.35, 712049208,Existing Customer,56,M,3,Post-Graduate,Married,$60K - $80K,Blue,39,3,1,2,3955,2517,1438,0.484,1238,25,1.083,0.636, 708688608,Existing Customer,62,F,1,High School,Married,Less than $40K,Blue,48,5,3,1,3140,1985,1155,1.346,1626,41,0.864,0.632, 716223708,Attrited Customer,45,F,3,Uneducated,Single,Unknown,Blue,36,3,3,3,4028,710,3318,0.731,791,22,0.833,0.176, 713217858,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,32,5,3,3,2264,0,2264,0.479,1204,28,0.333,0, 819352983,Existing Customer,49,M,3,Unknown,Unknown,$120K +,Blue,44,5,2,2,21620,2008,19612,0.691,1300,33,0.5,0.093, 711019308,Existing Customer,58,M,2,High School,Single,$60K - $80K,Blue,45,3,2,0,6385,1535,4850,1.138,1612,47,0.88,0.24, 768600558,Existing Customer,41,F,4,Graduate,Single,$40K - $60K,Blue,31,4,2,3,2375,1658,717,0.638,1071,28,1,0.698, 710202783,Existing Customer,33,M,2,Graduate,Married,$60K - $80K,Blue,13,3,3,3,1963,1721,242,0.68,1378,37,0.762,0.877, 712899333,Existing Customer,47,F,4,College,Single,Less than $40K,Blue,37,6,2,2,4256,1084,3172,0.63,1100,29,0.381,0.255, 767036433,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,49,5,1,0,5097,1152,3945,0.94,2052,45,0.607,0.226, 793473033,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,45,3,2,3,3228,2517,711,0.949,1349,33,1.357,0.78, 721232058,Existing Customer,49,M,1,Graduate,Unknown,$40K - $60K,Silver,41,6,1,3,20231,977,19254,0.893,1215,36,0.714,0.048, 719443683,Attrited Customer,50,M,1,Unknown,Single,$120K +,Blue,39,3,2,3,27512,2137,25375,1.048,1149,25,0.562,0.078, 715449333,Existing Customer,55,F,3,Unknown,Married,$40K - $60K,Blue,47,5,2,0,1929,1540,389,1.142,2354,50,0.786,0.798, 717998058,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,6,3,2,2585,2019,566,0.525,2644,40,0.481,0.781, 779610033,Attrited Customer,58,M,1,College,Married,$80K - $120K,Blue,47,3,3,3,12151,1799,10352,1.022,918,14,0.556,0.148, 827332983,Existing Customer,46,M,3,High School,Single,$80K - $120K,Gold,42,3,2,2,34516,2113,32403,0.618,1362,31,1.214,0.061, 721183983,Existing Customer,48,M,4,High School,Married,$120K +,Blue,31,6,3,1,34516,1013,33503,0.575,1222,37,0.85,0.029, 718426533,Existing Customer,42,M,4,Uneducated,Divorced,$60K - $80K,Blue,32,4,1,2,5504,0,5504,0.62,1364,32,0.684,0, 710698233,Existing Customer,37,M,4,Graduate,Married,$80K - $120K,Blue,28,4,1,2,10021,1203,8818,0.93,1463,40,1,0.12, 780253533,Existing Customer,63,F,0,Unknown,Married,Less than $40K,Blue,49,5,3,0,3558,2318,1240,1.265,1631,31,0.824,0.651, 793581933,Existing Customer,50,M,3,High School,Single,$40K - $60K,Silver,44,4,3,4,19853,1513,18340,0.802,1878,55,0.41,0.076, 719229708,Existing Customer,41,F,1,High School,Single,$40K - $60K,Blue,31,6,3,2,4969,838,4131,0.591,1489,32,0.455,0.169, 715158483,Existing Customer,48,F,3,Graduate,Divorced,Less than $40K,Blue,40,3,2,3,3117,1603,1514,1.167,1437,37,0.609,0.514, 809296308,Existing Customer,46,M,2,College,Single,$80K - $120K,Blue,41,4,2,0,21526,2332,19194,0.755,1313,37,0.609,0.108, 778176108,Existing Customer,61,M,0,High School,Single,$60K - $80K,Blue,51,4,2,2,5504,1412,4092,0.722,1290,38,0.462,0.257, 796532958,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,53,4,3,2,5512,1124,4388,1.391,1975,49,1.579,0.204, 709345008,Attrited Customer,53,F,2,Doctorate,Married,Unknown,Blue,39,1,2,3,1438.3,0,1438.3,0.644,807,22,0.692,0, 717049533,Existing Customer,39,F,3,Doctorate,Unknown,$40K - $60K,Blue,28,5,3,0,7262,1466,5796,0.512,1438,28,0.556,0.202, 719366358,Existing Customer,51,M,3,High School,Married,$120K +,Blue,40,6,3,2,7319,1692,5627,0.701,1233,29,0.611,0.231, 721417233,Attrited Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,25,3,5,3,1438.3,0,1438.3,0.676,709,27,0.421,0, 711622683,Existing Customer,48,M,4,Unknown,Single,$60K - $80K,Blue,30,4,3,3,7712,1387,6325,0.861,1597,39,0.56,0.18, 714578283,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,37,6,3,0,2053,0,2053,0.865,1283,28,1.154,0, 769574883,Existing Customer,41,M,2,High School,Married,$40K - $60K,Blue,32,3,1,3,12804,2517,10287,0.892,1101,37,0.276,0.197, 717643608,Existing Customer,48,M,4,College,Married,$80K - $120K,Blue,36,3,3,2,26443,1601,24842,0.493,1593,36,0.333,0.061, 709198158,Existing Customer,50,F,4,Graduate,Single,Less than $40K,Blue,36,6,2,0,3125,1928,1197,0.412,1631,46,0.533,0.617, 712419708,Existing Customer,56,F,2,Post-Graduate,Married,Less than $40K,Blue,48,6,1,2,4930,2259,2671,1.134,2194,53,0.606,0.458, 709103358,Existing Customer,39,F,2,College,Single,Less than $40K,Blue,36,6,3,3,9476,0,9476,0.605,1128,27,0.929,0, 716966808,Existing Customer,47,M,1,Graduate,Married,$80K - $120K,Blue,37,6,3,3,11722,1667,10055,0.566,1497,35,0.25,0.142, 772264383,Existing Customer,44,M,2,Graduate,Single,$120K +,Blue,33,4,1,3,13301,0,13301,1.058,1385,50,0.515,0, 721057758,Existing Customer,61,F,1,Unknown,Married,Unknown,Blue,47,4,2,3,1438.3,0,1438.3,1.337,1449,27,1.455,0, 769137108,Attrited Customer,43,F,2,Post-Graduate,Married,Less than $40K,Blue,37,3,3,1,1438.3,0,1438.3,1.004,974,28,0.273,0, 717640083,Attrited Customer,59,M,1,High School,Married,$60K - $80K,Blue,36,3,2,3,6705,0,6705,0.749,731,18,0.5,0, 716445783,Existing Customer,42,F,2,Uneducated,Married,Unknown,Blue,31,4,2,0,22718,0,22718,0.791,1191,37,1.176,0, 708579633,Existing Customer,40,M,4,Unknown,Divorced,$40K - $60K,Gold,28,4,2,2,23981,1788,22193,0.631,1421,34,0.308,0.075, 718715583,Existing Customer,65,M,2,Unknown,Married,Less than $40K,Blue,56,4,2,4,2318,1010,1308,0.81,1256,35,0.591,0.436, 778686408,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,29,4,3,2,19324,1040,18284,0.904,1744,50,0.852,0.054, 715015683,Existing Customer,44,M,2,Graduate,Single,$40K - $60K,Blue,34,5,3,1,5331,1993,3338,0.777,1766,39,0.625,0.374, 805254708,Existing Customer,36,F,4,Unknown,Married,Unknown,Blue,31,5,2,0,15700,1276,14424,1.389,2229,48,0.778,0.081, 710462433,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Blue,30,6,2,2,17625,894,16731,1.285,1773,39,1.053,0.051, 721342383,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,34,6,3,2,17438,0,17438,1.078,1860,37,0.85,0, 720179883,Existing Customer,40,M,4,College,Unknown,$80K - $120K,Blue,25,3,3,1,1962,0,1962,0.684,1179,27,0.688,0, 794977533,Attrited Customer,62,M,0,High School,Married,$60K - $80K,Blue,56,3,3,2,8077,0,8077,0.749,906,16,0.333,0, 779445108,Existing Customer,26,M,0,Graduate,Single,$40K - $60K,Blue,13,6,1,2,3290,1616,1674,0.466,2781,54,0.35,0.491, 718193958,Existing Customer,60,M,0,Uneducated,Single,Less than $40K,Blue,53,5,3,2,2402,1728,674,0.652,1650,53,0.606,0.719, 710955633,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,42,6,1,0,9256,1999,7257,0.812,1446,37,0.762,0.216, 716149383,Existing Customer,62,M,0,Graduate,Married,$60K - $80K,Blue,36,6,3,3,3674,895,2779,0.658,1703,48,0.371,0.244, 752604633,Attrited Customer,57,M,2,College,Married,$40K - $60K,Blue,50,2,5,3,6462,0,6462,0.856,761,17,0.214,0, 713889933,Existing Customer,59,M,0,Graduate,Single,$40K - $60K,Blue,48,4,2,2,1638,0,1638,0.533,1536,44,0.63,0, 709446783,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,38,3,3,2,4335,2480,1855,0.543,1373,36,1.118,0.572, 789115833,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,32,5,3,2,3233,1034,2199,0.759,1256,29,0.706,0.32, 711242058,Attrited Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,36,1,3,1,11862,2517,9345,0.766,643,16,0.231,0.212, 787623858,Existing Customer,43,M,2,Uneducated,Divorced,$120K +,Silver,24,4,2,0,34516,1938,32578,0.426,1215,45,0.406,0.056, 709040508,Existing Customer,57,M,4,Uneducated,Married,$120K +,Blue,38,6,6,2,19802,1961,17841,1.125,2244,58,0.706,0.099, 708864708,Existing Customer,46,M,3,College,Unknown,$80K - $120K,Blue,36,4,2,2,24869,1729,23140,0.408,1409,36,0.5,0.07, 717758583,Existing Customer,40,M,3,High School,Unknown,$60K - $80K,Blue,36,4,2,1,3624,1975,1649,0.708,1469,23,1.091,0.545, 715416633,Existing Customer,54,M,1,Unknown,Married,$80K - $120K,Blue,36,4,1,2,6175,960,5215,0.709,1847,59,0.405,0.155, 717956283,Existing Customer,57,F,1,Graduate,Single,$40K - $60K,Blue,48,5,1,0,10953,1945,9008,0.886,1277,29,0.526,0.178, 721379433,Existing Customer,44,M,4,Graduate,Married,$60K - $80K,Blue,28,6,2,3,11338,0,11338,0.695,1227,24,0.5,0, 712027683,Existing Customer,47,F,2,Doctorate,Married,Less than $40K,Blue,35,3,2,2,5544,1184,4360,0.85,1336,38,0.652,0.214, 716027208,Existing Customer,47,M,4,Doctorate,Married,$60K - $80K,Blue,36,4,1,1,19665,706,18959,1.317,1110,58,0.349,0.036, 720475233,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,43,6,2,3,2927,1412,1515,0.763,1474,26,0.857,0.482, 712275108,Existing Customer,53,F,3,College,Married,$40K - $60K,Blue,33,4,3,3,5146,1618,3528,1.073,1955,44,0.76,0.314, 718121658,Attrited Customer,56,M,1,College,Married,$60K - $80K,Blue,44,5,3,3,1704,0,1704,0.701,660,17,0.308,0, 711593808,Attrited Customer,55,M,1,High School,Married,$60K - $80K,Blue,46,2,2,3,1438.3,0,1438.3,1.037,888,18,1.25,0, 716222808,Existing Customer,53,F,4,High School,Married,Less than $40K,Blue,36,6,1,3,2974,1170,1804,1.297,1785,45,1.143,0.393, 718731183,Attrited Customer,61,M,1,Unknown,Married,$40K - $60K,Blue,49,1,2,2,5472,788,4684,0.526,705,14,0.273,0.144, 788779008,Existing Customer,57,M,2,High School,Married,$60K - $80K,Blue,38,3,1,2,2736,1822,914,0.593,1211,25,0.923,0.666, 710404533,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,37,6,2,1,1438.3,862,576.3,0.65,1391,40,0.212,0.599, 711173058,Existing Customer,56,F,2,Unknown,Married,Unknown,Blue,45,4,3,0,5406,1782,3624,0.976,1407,29,0.812,0.33, 715383108,Existing Customer,52,M,2,Graduate,Single,$120K +,Blue,44,5,1,1,34516,2174,32342,0.426,1616,50,0.515,0.063, 711697158,Existing Customer,60,M,0,Graduate,Married,Less than $40K,Blue,36,6,2,2,1976,1311,665,0.995,1498,43,0.536,0.663, 709186983,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,40,3,1,1,8714,2252,6462,0.831,1536,38,0.652,0.258, 808964433,Existing Customer,46,F,4,Doctorate,Divorced,Less than $40K,Blue,41,4,1,1,8693,1378,7315,0.799,1594,45,0.452,0.159, 711948333,Existing Customer,42,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,1,2,9247,710,8537,0.735,1190,30,0.5,0.077, 710541858,Existing Customer,45,M,3,High School,Married,Less than $40K,Blue,33,6,5,0,7717,1430,6287,0.822,1248,37,0.85,0.185, 713865333,Attrited Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,38,3,4,3,4908,0,4908,0.993,827,21,0.75,0, 797707008,Attrited Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,38,6,1,3,7222,0,7222,0.685,920,18,0.5,0, 713490483,Existing Customer,61,M,0,Uneducated,Single,$80K - $120K,Blue,48,6,2,2,21740,0,21740,0.676,1755,54,0.543,0, 720370533,Attrited Customer,55,M,3,Uneducated,Married,$60K - $80K,Blue,44,3,2,2,2323,0,2323,0.737,804,15,0.5,0, 779743908,Existing Customer,44,M,4,Unknown,Divorced,$60K - $80K,Blue,29,4,2,2,7788,0,7788,0.296,1196,30,0.429,0, 718675158,Attrited Customer,55,F,1,Unknown,Married,Less than $40K,Blue,36,4,1,3,1438.3,361,1077.3,0.963,850,22,0.692,0.251, 710784333,Existing Customer,57,M,2,Unknown,Married,$120K +,Blue,36,3,2,2,23700,1314,22386,1.487,1644,28,0.647,0.055, 816596583,Existing Customer,45,M,2,Doctorate,Married,$80K - $120K,Blue,40,6,3,1,11710,693,11017,0.914,1749,50,0.429,0.059, 717517758,Existing Customer,57,F,0,High School,Married,$40K - $60K,Blue,45,3,2,2,2278,845,1433,1.328,2307,45,0.8,0.371, 712880283,Existing Customer,31,M,0,Uneducated,Married,$40K - $60K,Blue,22,3,3,0,4048,1113,2935,0.717,1757,45,0.607,0.275, 753226158,Existing Customer,34,F,2,Graduate,Married,Less than $40K,Blue,24,6,2,2,3663,1853,1810,0.963,1826,35,1.059,0.506, 720605808,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,36,2,2,3,1438.3,0,1438.3,0.672,799,17,0.214,0, 758317233,Existing Customer,35,F,1,College,Single,Unknown,Blue,28,4,5,2,3518,1575,1943,0.625,2121,60,0.579,0.448, 711028308,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,4,1,0,1717,0,1717,0.619,1468,29,0.381,0, 814852533,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,45,3,2,2,16813,1185,15628,0.552,1482,46,0.643,0.07, 711526533,Existing Customer,33,M,3,Post-Graduate,Married,$80K - $120K,Blue,25,4,2,3,16434,2104,14330,0.955,1726,37,0.85,0.128, 804403908,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,45,4,2,3,21872,1118,20754,0.658,1806,31,0.409,0.051, 716999883,Existing Customer,51,M,4,High School,Married,$80K - $120K,Blue,41,5,2,0,15897,1437,14460,0.584,1405,43,0.387,0.09, 716452083,Existing Customer,56,F,4,Unknown,Married,Less than $40K,Blue,46,5,3,2,4271,1150,3121,1.064,2052,50,0.724,0.269, 787599258,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,29,6,1,2,7361,1309,6052,0.504,1175,34,0.7,0.178, 714495258,Existing Customer,26,M,0,College,Single,Less than $40K,Blue,36,4,1,3,1438.3,479,959.3,0.553,1786,37,0.37,0.333, 717713283,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,3,8628,1077,7551,0.872,1675,58,0.415,0.125, 789317883,Existing Customer,54,M,2,College,Married,$80K - $120K,Blue,44,4,3,3,18750,1705,17045,0.807,1200,36,0.895,0.091, 714500883,Existing Customer,44,F,3,Graduate,Married,Unknown,Blue,36,4,2,3,21242,819,20423,0.499,1283,37,0.542,0.039, 789467508,Existing Customer,65,F,0,Graduate,Married,$40K - $60K,Blue,56,5,3,0,2961,1570,1391,0.908,1937,57,0.781,0.53, 710317758,Existing Customer,38,F,3,High School,Married,Unknown,Blue,29,4,2,2,11327,1528,9799,1.142,2033,38,0.727,0.135, 711231558,Existing Customer,58,M,3,High School,Married,$60K - $80K,Blue,40,6,1,3,8308,2517,5791,1.455,1915,37,1.056,0.303, 716829483,Existing Customer,39,F,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,2,2,3249,2217,1032,1.06,1988,36,0.895,0.682, 779713608,Existing Customer,52,M,2,High School,Married,$120K +,Blue,36,5,1,2,2981,1358,1623,1.242,1648,30,1.5,0.456, 711628458,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,31,4,1,0,8829,901,7928,0.825,1902,45,0.667,0.102, 718943508,Existing Customer,42,M,3,Unknown,Single,$80K - $120K,Blue,33,3,3,2,3714,2170,1544,0.524,1454,35,0.522,0.584, 770724558,Attrited Customer,42,M,2,College,Married,$60K - $80K,Blue,28,6,1,3,7340,0,7340,0.65,838,24,0.412,0, 783561558,Existing Customer,57,M,4,Post-Graduate,Married,$120K +,Blue,51,4,2,3,16952,0,16952,0.709,1918,61,0.649,0, 719309958,Attrited Customer,55,M,3,Doctorate,Single,$80K - $120K,Blue,35,4,1,3,20865,0,20865,0.881,837,25,0.667,0, 788785083,Existing Customer,44,F,3,College,Unknown,Less than $40K,Blue,25,6,3,2,3083,1040,2043,0.729,4311,78,0.56,0.337, 780481308,Existing Customer,37,F,3,Graduate,Married,Unknown,Blue,24,3,2,2,10584,1550,9034,0.692,1567,33,0.32,0.146, 711757383,Existing Customer,50,F,3,Unknown,Married,Less than $40K,Blue,42,4,1,2,2240,0,2240,0.668,1905,39,0.345,0, 787550808,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,40,5,1,2,12240,1566,10674,0.539,1422,26,0.529,0.128, 779863533,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,21,6,2,0,5120,0,5120,0.867,1680,32,0.778,0, 714529233,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,24,3,1,3,3124,1593,1531,0.869,1652,41,0.367,0.51, 708177333,Existing Customer,51,F,2,High School,Married,Less than $40K,Silver,36,5,3,0,11261,2485,8776,0.736,1158,26,0.857,0.221, 812019933,Existing Customer,65,M,1,Uneducated,Married,$40K - $60K,Blue,56,3,3,2,2468,2021,447,0.906,1797,46,0.586,0.819, 708557358,Existing Customer,43,M,2,College,Married,$60K - $80K,Blue,28,4,2,3,22157,1355,20802,0.69,1911,55,0.571,0.061, 713580633,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,32,6,2,3,11477,0,11477,0.767,1260,27,0.688,0, 711466533,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,33,5,2,2,3933,852,3081,0.433,1489,45,0.324,0.217, 802276683,Existing Customer,56,M,3,Graduate,Married,$80K - $120K,Blue,50,3,3,3,8022,1372,6650,0.896,1794,31,1.385,0.171, 780913308,Existing Customer,43,M,3,Unknown,Single,$60K - $80K,Blue,34,6,2,0,13771,2517,11254,0.501,1510,42,0.75,0.183, 808897683,Attrited Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,48,3,3,3,30271,1406,28865,1.336,3231,47,0.306,0.046, 719428308,Existing Customer,50,M,2,High School,Unknown,$60K - $80K,Blue,41,6,2,2,3244,1762,1482,0.661,1274,32,1,0.543, 713010483,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,36,6,1,3,2936,2379,557,0.694,1572,57,0.676,0.81, 717006333,Existing Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,6,1,2,1438.3,1133,305.3,0.759,1935,41,0.708,0.788, 787621158,Existing Customer,33,M,2,Unknown,Married,$60K - $80K,Blue,25,6,3,3,6242,491,5751,1.054,2187,59,0.405,0.079, 716924058,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,49,3,1,3,6175,1166,5009,0.803,1417,25,0.25,0.189, 720916683,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,26,4,3,2,11806,1811,9995,0.754,1465,31,0.476,0.153, 720923658,Existing Customer,48,M,3,Post-Graduate,Single,$60K - $80K,Blue,39,5,2,2,4734,954,3780,0.6,1570,45,0.452,0.202, 712710708,Existing Customer,55,M,2,High School,Single,$40K - $60K,Blue,36,5,2,0,6244,2517,3727,0.607,1445,40,0.29,0.403, 718939083,Attrited Customer,54,F,2,Graduate,Married,Less than $40K,Blue,45,3,1,3,1438.3,306,1132.3,1.035,694,15,0.364,0.213, 779519058,Existing Customer,51,F,3,Post-Graduate,Divorced,Unknown,Platinum,34,3,1,2,34516,1578,32938,0.725,1929,40,0.481,0.046, 719085933,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,24,4,1,2,23561,864,22697,1.373,2447,64,1,0.037, 715124958,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,24742,1676,23066,0.566,1306,31,0.55,0.068, 712979133,Attrited Customer,55,M,4,High School,Married,$80K - $120K,Blue,41,2,2,2,27560,900,26660,1.031,646,10,0.25,0.033, 712006308,Existing Customer,45,F,0,College,Divorced,Less than $40K,Blue,35,6,1,3,5923,1686,4237,0.702,1236,35,0.591,0.285, 710801133,Existing Customer,34,M,2,Uneducated,Married,$60K - $80K,Blue,36,6,1,2,8581,2326,6255,1.226,2513,63,0.615,0.271, 712490283,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,4,3,3,3156,2517,639,1.516,2091,48,0.778,0.798, 720071583,Attrited Customer,48,F,2,Unknown,Married,Less than $40K,Blue,36,5,1,3,7151,800,6351,0.986,854,22,0.375,0.112, 717958833,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,35,5,1,2,1535,700,835,2.282,1848,25,1.083,0.456, 812420358,Attrited Customer,61,F,0,Graduate,Married,Less than $40K,Blue,56,3,3,3,2122,554,1568,0.857,949,17,0.133,0.261, 712370208,Existing Customer,48,M,1,Uneducated,Unknown,$60K - $80K,Blue,35,3,2,2,17131,1213,15918,0.604,1371,37,0.423,0.071, 715940358,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,42,6,2,2,5822,2387,3435,0.76,1804,49,0.75,0.41, 715041333,Existing Customer,39,M,3,Doctorate,Married,$60K - $80K,Blue,29,3,1,3,3537,2517,1020,1.021,1605,43,0.344,0.712, 712797258,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,33,3,1,3,34516,2129,32387,0.587,1463,38,0.583,0.062, 769170558,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,47,6,4,3,16320,0,16320,0.757,1279,41,0.708,0, 715884858,Existing Customer,38,M,2,High School,Married,$80K - $120K,Blue,36,5,3,3,2407,843,1564,1.008,1470,28,0.4,0.35, 796343058,Existing Customer,49,F,2,High School,Single,Less than $40K,Blue,43,4,1,2,3538,0,3538,0.481,1265,38,0.462,0, 783910008,Existing Customer,37,F,0,Unknown,Married,Less than $40K,Blue,31,5,2,2,2684,1381,1303,0.794,2002,60,0.429,0.515, 718888308,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,36,4,3,2,34516,2517,31999,0.741,1475,33,0.833,0.073, 785114808,Existing Customer,46,M,2,Post-Graduate,Single,$40K - $60K,Silver,40,4,2,2,15459,0,15459,0.789,1419,30,0.667,0, 709852908,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,3,4307,0,4307,0.745,1628,37,0.542,0, 823528833,Existing Customer,50,F,1,Unknown,Single,Less than $40K,Blue,46,4,2,3,2081,1235,846,1.485,1337,29,1.071,0.593, 719679858,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,47,3,2,2,2848,1468,1380,0.517,1135,27,0.421,0.515, 827108583,Existing Customer,55,M,3,High School,Single,$120K +,Blue,51,3,1,3,34516,1266,33250,0.846,1161,26,0.368,0.037, 787833333,Existing Customer,44,M,3,College,Unknown,$80K - $120K,Blue,35,6,1,2,6361,1292,5069,1.027,1571,38,0.52,0.203, 719781183,Existing Customer,57,M,4,High School,Married,$80K - $120K,Blue,38,4,1,3,15428,1553,13875,0.747,1916,40,0.538,0.101, 710429358,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,48,5,1,3,2544,1927,617,0.939,1346,30,0.364,0.757, 798792408,Attrited Customer,48,M,3,High School,Married,$80K - $120K,Blue,42,1,1,3,9959,0,9959,0.688,805,24,0.143,0, 710280558,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,39,3,3,2,8796,2517,6279,0.492,1195,18,0.8,0.286, 809825358,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,48,6,1,3,3428,1566,1862,0.557,1155,34,0.545,0.457, 714451833,Existing Customer,45,F,1,Doctorate,Single,Less than $40K,Blue,36,6,2,2,1438.3,0,1438.3,0.597,1431,34,0.545,0, 713943783,Existing Customer,41,M,4,Post-Graduate,Married,$60K - $80K,Blue,32,5,3,2,18001,906,17095,0.62,1194,25,0.471,0.05, 710706558,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,42,3,1,3,2680,1753,927,0.32,1154,33,0.571,0.654, 713620308,Existing Customer,46,F,2,High School,Married,Less than $40K,Blue,35,6,4,3,4675,1734,2941,0.413,1232,34,0.545,0.371, 813453408,Existing Customer,40,F,5,College,Married,Less than $40K,Blue,35,3,1,3,2448,1693,755,0.502,1269,30,0.875,0.692, 818248383,Existing Customer,33,M,2,Doctorate,Married,$60K - $80K,Blue,28,3,3,3,4049,0,4049,0.898,1742,35,1.5,0, 780106908,Existing Customer,53,M,1,High School,Single,$80K - $120K,Blue,38,6,2,2,8154,996,7158,0.594,1379,26,1,0.122, 708938508,Existing Customer,63,M,1,High School,Married,$40K - $60K,Blue,36,5,3,2,4559,1571,2988,1.441,1870,35,0.842,0.345, 709671708,Existing Customer,61,M,0,Uneducated,Single,$80K - $120K,Blue,36,4,2,1,19354,984,18370,0.956,1207,32,0.684,0.051, 711204483,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,46,3,3,3,2340,1930,410,0.987,781,15,0.364,0.825, 801728658,Existing Customer,53,M,2,Graduate,Single,$60K - $80K,Blue,47,6,3,0,13848,1389,12459,1.178,1773,38,0.407,0.1, 713945883,Attrited Customer,62,F,2,Graduate,Married,Less than $40K,Blue,52,4,2,2,2490,513,1977,0.678,864,20,0.333,0.206, 779558733,Existing Customer,50,F,4,Unknown,Married,Unknown,Silver,36,6,1,2,32156,1791,30365,0.906,1559,39,1.167,0.056, 788370258,Existing Customer,37,M,4,Graduate,Married,$60K - $80K,Blue,30,5,3,2,2578,2517,61,0.896,1830,64,0.524,0.976, 714927333,Existing Customer,62,F,0,Graduate,Married,Unknown,Blue,52,6,3,2,9050,1538,7512,0.77,1542,43,0.654,0.17, 710383158,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Silver,41,4,1,2,34516,0,34516,0.499,1506,47,0.516,0, 798007308,Existing Customer,57,F,3,High School,Married,Unknown,Blue,51,6,1,0,8362,0,8362,0.528,1175,41,0.464,0, 711768858,Existing Customer,55,M,2,High School,Married,$80K - $120K,Blue,36,3,2,3,6514,2258,4256,0.785,1383,20,1.857,0.347, 714888633,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,42,3,3,4,4051,1183,2868,0.794,1837,57,0.629,0.292, 712650333,Existing Customer,48,M,3,College,Married,$60K - $80K,Blue,37,3,3,2,11959,1665,10294,0.675,1191,40,0.481,0.139, 719945433,Existing Customer,60,F,1,Uneducated,Divorced,$40K - $60K,Blue,48,3,2,2,2070,0,2070,0.708,1793,53,0.963,0, 720310458,Existing Customer,46,M,1,Unknown,Single,$120K +,Blue,32,5,2,1,11840,1295,10545,0.84,1560,49,0.4,0.109, 718344033,Existing Customer,47,M,2,College,Married,$120K +,Blue,35,4,3,2,3636,1010,2626,0.596,1564,59,0.686,0.278, 715442958,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,36,3,3,3,11067,2517,8550,1.048,1843,38,1.235,0.227, 780326883,Existing Customer,53,M,2,Doctorate,Married,$60K - $80K,Blue,40,3,3,3,11262,1435,9827,0.735,2165,61,0.649,0.127, 711157833,Existing Customer,56,F,3,Graduate,Single,$40K - $60K,Blue,36,4,1,0,5108,1656,3452,0.711,1631,41,0.323,0.324, 719704308,Existing Customer,56,F,4,High School,Married,$40K - $60K,Blue,36,5,1,1,2072,1543,529,0.486,1265,32,0.391,0.745, 708772308,Existing Customer,41,M,3,Uneducated,Married,$80K - $120K,Blue,24,4,3,3,4119,1656,2463,0.561,1455,35,0.667,0.402, 817663908,Existing Customer,60,F,1,Graduate,Married,$40K - $60K,Blue,42,5,3,3,5903,1335,4568,0.914,1137,27,0.929,0.226, 780054258,Existing Customer,40,M,5,Graduate,Unknown,$40K - $60K,Blue,25,6,2,3,7860,541,7319,0.764,1367,35,0.75,0.069, 709990983,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,5918,842,5076,0.56,1292,26,0.733,0.142, 818045958,Existing Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,41,5,3,2,6741,1745,4996,0.559,1682,46,0.438,0.259, 716380683,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,36,6,1,2,3880,1542,2338,1.015,1598,39,0.5,0.397, 787480158,Existing Customer,57,F,2,Unknown,Married,Less than $40K,Blue,45,4,2,0,2494,1639,855,0.858,1555,39,0.625,0.657, 778461408,Existing Customer,38,M,1,High School,Married,$80K - $120K,Blue,23,4,3,2,22149,987,21162,1.633,2409,36,0.8,0.045, 713861733,Existing Customer,50,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,3,1,34516,1542,32974,0.869,1770,65,0.585,0.045, 789291633,Existing Customer,62,M,0,Graduate,Married,$60K - $80K,Blue,51,3,2,0,5450,967,4483,0.701,1526,45,0.8,0.177, 789513858,Attrited Customer,43,M,3,Unknown,Married,$40K - $60K,Blue,35,2,2,3,1438.3,0,1438.3,0.694,891,28,0.4,0, 778357458,Existing Customer,44,F,5,Unknown,Single,Less than $40K,Blue,24,4,3,3,2003,1224,779,0.646,1756,42,0.355,0.611, 718325883,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,32,6,3,2,7723,1902,5821,1.181,1241,22,1,0.246, 720344658,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,23,4,1,1,18226,1847,16379,0.845,1681,43,0.87,0.101, 809292483,Existing Customer,44,F,4,College,Married,Less than $40K,Blue,39,4,2,2,8128,1846,6282,0.857,1224,32,0.778,0.227, 779791008,Existing Customer,43,M,3,High School,Married,$80K - $120K,Blue,32,6,2,3,5851,1660,4191,0.786,1572,38,0.52,0.284, 779557533,Existing Customer,54,M,1,Post-Graduate,Single,$80K - $120K,Blue,40,6,3,3,10260,942,9318,1.042,1566,50,0.562,0.092, 795904233,Existing Customer,38,F,3,Unknown,Single,Unknown,Blue,32,5,1,0,26945,727,26218,0.687,1579,40,0.6,0.027, 710573808,Existing Customer,55,M,2,Unknown,Single,$60K - $80K,Blue,36,6,3,3,2243,1418,825,0.39,1334,31,0.409,0.632, 717418158,Existing Customer,42,M,5,Unknown,Unknown,$120K +,Blue,36,4,1,2,34516,1839,32677,0.69,1230,34,0.889,0.053, 771963708,Attrited Customer,56,M,3,Unknown,Married,$60K - $80K,Blue,45,5,3,2,12248,0,12248,0.894,767,25,0.562,0, 712433508,Attrited Customer,59,F,1,Unknown,Married,Unknown,Blue,50,3,2,3,1438.3,0,1438.3,0.57,724,16,0.231,0, 779320983,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,28,4,3,2,19843,1178,18665,0.909,1638,49,0.633,0.059, 718093233,Existing Customer,55,F,2,Post-Graduate,Married,Less than $40K,Blue,45,3,3,3,2163,0,2163,0.816,1349,47,0.88,0, 719459358,Existing Customer,52,M,1,Doctorate,Married,$120K +,Blue,41,4,2,2,33864,989,32875,1.219,1751,48,0.92,0.029, 717728808,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,26,3,1,2,4531,1214,3317,0.813,1414,40,0.333,0.268, 788701608,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,26,5,2,3,2950,1705,1245,0.605,1260,32,0.6,0.578, 778506633,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,23,6,2,3,7706,392,7314,0.764,965,27,0.421,0.051, 719989008,Existing Customer,47,F,1,High School,Unknown,Unknown,Blue,36,5,1,0,25657,2216,23441,0.856,1121,25,0.667,0.086, 791839233,Existing Customer,42,F,4,Unknown,Divorced,Unknown,Blue,36,5,3,2,17536,1525,16011,0.859,1411,28,0.474,0.087, 716918508,Existing Customer,39,M,1,College,Single,$40K - $60K,Blue,24,4,3,3,3770,1197,2573,0.621,1602,49,0.441,0.318, 717321783,Existing Customer,50,M,1,Uneducated,Single,$60K - $80K,Blue,45,5,2,2,10344,1274,9070,0.445,1617,47,0.424,0.123, 799000008,Existing Customer,57,M,2,Post-Graduate,Divorced,$120K +,Blue,51,4,1,1,26437,1472,24965,0.742,1244,36,0.5,0.056, 721517208,Existing Customer,41,M,4,Unknown,Married,Less than $40K,Blue,30,4,6,1,2450,1967,483,0.589,1263,29,0.611,0.803, 719068683,Existing Customer,52,F,1,High School,Married,$40K - $60K,Blue,36,5,1,2,3136,1864,1272,0.693,1036,25,0.25,0.594, 709120008,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,36,4,3,2,6976,0,6976,0.519,1217,39,1.438,0, 709117533,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,36,4,3,1,21134,1508,19626,0.505,1556,35,0.842,0.071, 816594183,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,53,6,2,3,2019,1380,639,1.158,2005,62,0.59,0.684, 789485433,Existing Customer,42,M,4,College,Married,$80K - $120K,Blue,34,3,2,3,34516,668,33848,0.678,1698,67,0.763,0.019, 712881483,Existing Customer,55,M,1,Post-Graduate,Married,$80K - $120K,Blue,45,5,3,3,9959,1890,8069,1.043,2041,45,0.875,0.19, 712689333,Existing Customer,38,M,2,Unknown,Single,$80K - $120K,Blue,28,4,3,2,20241,1203,19038,0.66,1102,31,0.632,0.059, 771492408,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,28,3,1,2,2421,1747,674,0.691,1346,30,1.308,0.722, 711668283,Existing Customer,48,M,4,Uneducated,Married,$80K - $120K,Blue,37,5,6,3,30948,2404,28544,0.609,1511,35,0.207,0.078, 772684833,Existing Customer,32,F,1,Unknown,Married,Less than $40K,Blue,22,3,3,2,2642,2035,607,1.119,1761,42,0.909,0.77, 712960308,Existing Customer,33,F,2,High School,Single,Less than $40K,Blue,36,4,1,1,8070,2350,5720,1.03,2117,61,0.649,0.291, 713530833,Attrited Customer,58,M,2,Graduate,Married,$40K - $60K,Blue,48,2,3,3,4085,2238,1847,0.568,596,15,0.5,0.548, 756065433,Existing Customer,26,M,0,Unknown,Single,$40K - $60K,Blue,19,5,2,2,2187,1597,590,0.777,2560,46,0.314,0.73, 710997183,Existing Customer,46,M,0,Unknown,Married,$60K - $80K,Gold,36,3,3,2,34516,1092,33424,0.737,1409,39,0.345,0.032, 711146358,Existing Customer,39,F,1,Graduate,Married,Unknown,Blue,29,4,3,2,3358,1758,1600,0.723,1759,33,0.737,0.524, 716144058,Existing Customer,36,F,1,College,Single,$40K - $60K,Blue,25,6,3,3,1888,0,1888,0.928,1886,66,0.65,0, 778699908,Attrited Customer,43,M,2,Uneducated,Married,$60K - $80K,Blue,24,2,3,3,14447,0,14447,0.856,915,29,2.222,0, 713571258,Existing Customer,45,M,2,Unknown,Single,$60K - $80K,Silver,26,6,3,2,32349,1630,30719,0.646,1343,41,0.519,0.05, 711676908,Existing Customer,51,F,3,College,Married,Unknown,Blue,36,3,2,3,12605,1449,11156,0.703,1870,56,0.647,0.115, 719315508,Existing Customer,62,F,0,Unknown,Married,$40K - $60K,Blue,36,4,2,2,2964,2400,564,1.296,1557,25,1.778,0.81, 778623858,Existing Customer,58,M,0,Uneducated,Married,$80K - $120K,Blue,38,6,3,3,3785,1935,1850,1.558,1824,49,1.45,0.511, 714665733,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,36,5,1,0,2727,834,1893,0.568,1294,26,0.444,0.306, 816089433,Existing Customer,49,M,4,Doctorate,Married,$60K - $80K,Blue,44,3,1,1,3343,1581,1762,1.146,1545,31,0.824,0.473, 716991933,Attrited Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,35,6,3,1,9786,0,9786,0.701,820,25,0.562,0, 714534108,Existing Customer,45,F,2,High School,Married,$40K - $60K,Blue,36,4,1,3,6407,1884,4523,0.678,1675,47,0.469,0.294, 787456608,Existing Customer,29,M,2,High School,Married,$80K - $120K,Blue,15,6,2,2,4158,1635,2523,0.778,1678,37,0.542,0.393, 717090183,Existing Customer,60,M,1,Doctorate,Married,$120K +,Blue,50,6,1,2,21697,2144,19553,0.654,2117,48,0.655,0.099, 772782708,Existing Customer,50,M,3,Post-Graduate,Single,$80K - $120K,Blue,40,5,2,2,31383,1688,29695,0.765,1721,56,0.75,0.054, 710722908,Existing Customer,53,M,3,Doctorate,Single,$120K +,Blue,36,3,1,0,30883,1694,29189,0.86,1267,23,0.533,0.055, 795155433,Existing Customer,45,M,3,Unknown,Married,$80K - $120K,Blue,38,6,3,1,12918,1345,11573,1.061,1562,33,1.2,0.104, 715271733,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,3,3,0,8520,814,7706,0.504,1193,35,0.346,0.096, 771706308,Existing Customer,46,M,2,Doctorate,Single,$80K - $120K,Blue,34,4,3,2,14310,694,13616,0.558,1254,34,0.478,0.048, 713989233,Existing Customer,61,M,0,Post-Graduate,Married,Unknown,Blue,53,6,2,3,14434,1927,12507,2.675,1731,32,3.571,0.134, 780198258,Existing Customer,46,M,4,College,Single,$120K +,Blue,36,5,2,1,7793,1705,6088,0.597,1099,39,0.696,0.219, 802002858,Attrited Customer,62,F,1,High School,Married,Unknown,Blue,56,2,1,2,8990,0,8990,0.935,747,19,0.583,0, 716290233,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,33,6,2,3,4343,0,4343,0.563,1352,35,0.944,0, 828298908,Existing Customer,54,M,4,Graduate,Married,$120K +,Blue,50,4,2,0,2872,2035,837,0.613,1770,47,0.741,0.709, 788946783,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,36,5,1,3,9697,0,9697,0.759,1812,50,0.923,0, 720697908,Existing Customer,35,M,2,High School,Married,$40K - $60K,Blue,21,3,3,1,2967,1843,1124,0.681,1673,58,0.526,0.621, 780598383,Existing Customer,35,M,3,Doctorate,Single,$40K - $60K,Blue,23,4,3,2,2148,1545,603,0.682,2167,65,0.512,0.719, 715345833,Existing Customer,36,F,1,High School,Single,Less than $40K,Blue,36,6,3,1,6116,2517,3599,0.691,2369,56,0.75,0.412, 710831133,Existing Customer,42,M,3,Unknown,Married,$80K - $120K,Blue,36,5,2,2,18085,1487,16598,0.792,1582,47,1.043,0.082, 766706358,Existing Customer,39,F,2,Unknown,Married,Less than $40K,Blue,32,6,3,0,2524,1395,1129,1.048,1800,33,0.5,0.553, 816533733,Existing Customer,50,M,1,Unknown,Married,$80K - $120K,Blue,45,5,2,2,33951,0,33951,0.822,1567,44,0.467,0, 712373208,Attrited Customer,43,M,3,Doctorate,Single,$60K - $80K,Blue,35,3,3,2,3312,0,3312,0.698,647,19,0.462,0, 721433283,Existing Customer,39,F,1,High School,Single,$40K - $60K,Blue,20,3,2,2,9956,1117,8839,0.515,1447,39,0.696,0.112, 720680058,Existing Customer,47,M,2,Post-Graduate,Married,Less than $40K,Blue,36,6,1,3,3888,1663,2225,0.664,1145,37,0.423,0.428, 716909283,Existing Customer,60,M,1,Post-Graduate,Single,$80K - $120K,Blue,48,3,1,3,30655,0,30655,0.475,3280,78,0.625,0, 754654383,Existing Customer,30,M,2,High School,Married,Less than $40K,Blue,23,4,2,0,2997,1393,1604,1.12,1577,35,0.522,0.465, 719226333,Existing Customer,44,M,4,Unknown,Single,$60K - $80K,Blue,24,5,3,2,11042,2211,8831,0.897,1140,25,0.786,0.2, 779759058,Existing Customer,52,M,0,Graduate,Single,$120K +,Blue,41,6,3,2,3386,1794,1592,0.671,1736,40,1.105,0.53, 718206783,Existing Customer,45,F,4,Unknown,Single,Less than $40K,Gold,36,6,1,3,15987,1648,14339,0.732,1436,36,1.25,0.103, 715783758,Existing Customer,40,M,4,Graduate,Divorced,$120K +,Blue,30,5,3,3,25188,1295,23893,0.557,1513,38,0.583,0.051, 771190083,Existing Customer,36,F,3,Post-Graduate,Single,Less than $40K,Blue,23,6,2,1,2410,1705,705,0.798,2505,69,0.568,0.707, 713135883,Existing Customer,65,F,0,High School,Married,Unknown,Blue,53,4,3,0,4315,717,3598,0.808,1723,51,0.5,0.166, 778799583,Existing Customer,35,F,0,Unknown,Married,Less than $40K,Blue,24,6,1,1,2592,2227,365,0.633,1695,48,0.548,0.859, 808796208,Existing Customer,54,F,2,Unknown,Divorced,$40K - $60K,Blue,49,5,3,2,5476,2517,2959,0.967,1532,44,0.692,0.46, 708313608,Existing Customer,53,M,3,Unknown,Married,$80K - $120K,Blue,43,5,3,0,2464,2116,348,0.744,2110,43,1.048,0.859, 779330208,Existing Customer,62,F,1,College,Married,Less than $40K,Blue,44,3,2,3,2378,1610,768,0.448,1807,45,0.607,0.677, 794498733,Existing Customer,40,M,2,Unknown,Single,$120K +,Blue,21,6,4,3,20056,1602,18454,0.466,1687,46,0.533,0.08, 807964908,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,36,4,2,2,8013,2025,5988,0.789,1481,45,0.452,0.253, 823845783,Existing Customer,53,M,2,Unknown,Married,$120K +,Blue,49,6,2,3,3386,1984,1402,0.573,1318,37,0.194,0.586, 711748983,Existing Customer,30,M,1,High School,Married,$60K - $80K,Blue,17,3,3,2,7906,1631,6275,0.889,1946,45,0.552,0.206, 718064283,Existing Customer,46,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,4,3,0,11501,713,10788,0.84,1481,41,0.519,0.062, 710492733,Existing Customer,29,M,0,Post-Graduate,Single,$40K - $60K,Blue,19,4,1,2,13632,1482,12150,0.893,2168,42,2.5,0.109, 779016408,Existing Customer,37,F,3,Uneducated,Married,Less than $40K,Blue,27,6,1,3,2229,1791,438,1.139,1583,32,0.6,0.803, 717787533,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,40,4,1,1,5158,2190,2968,0.426,1229,34,0.478,0.425, 714851058,Existing Customer,31,M,0,Graduate,Married,$40K - $60K,Blue,21,3,3,0,2158,1729,429,1.1,1718,42,0.448,0.801, 823535133,Existing Customer,45,M,2,Uneducated,Unknown,$80K - $120K,Blue,41,6,2,2,23271,1262,22009,0.718,1402,34,0.889,0.054, 708455883,Attrited Customer,57,M,1,Graduate,Single,$80K - $120K,Blue,36,2,3,2,10244,861,9383,0.78,1127,29,0.381,0.084, 780095808,Existing Customer,43,M,3,Unknown,Divorced,$60K - $80K,Blue,30,3,2,1,2588,1669,919,0.788,1053,31,0.55,0.645, 709207458,Existing Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,27,4,2,3,10747,1603,9144,0.471,1340,25,0.923,0.149, 763895958,Attrited Customer,53,M,2,High School,Married,$120K +,Blue,46,4,3,1,7474,0,7474,0.858,732,21,0.615,0, 715942683,Existing Customer,32,F,3,Graduate,Single,Less than $40K,Blue,36,3,1,3,3555,0,3555,0.813,2346,71,0.651,0, 721301733,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,38,6,3,2,22140,733,21407,0.987,1580,45,0.667,0.033, 711927108,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,9457,350,9107,1.024,1196,28,0.333,0.037, 718083483,Existing Customer,42,M,3,Uneducated,Unknown,Less than $40K,Blue,35,4,5,0,6218,2134,4084,1.25,2086,50,0.786,0.343, 717548358,Existing Customer,38,F,1,College,Married,Less than $40K,Blue,25,3,3,1,2580,2265,315,0.824,1665,57,0.629,0.878, 816829608,Existing Customer,44,M,2,Unknown,Married,$80K - $120K,Blue,39,6,2,2,1438.3,0,1438.3,0.871,1495,39,0.393,0, 713936583,Existing Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,43,6,3,1,6224,1892,4332,0.983,2187,58,0.657,0.304, 709682658,Existing Customer,37,F,4,High School,Single,$40K - $60K,Blue,36,5,3,1,3093,2517,576,0.855,1371,23,0.917,0.814, 793889508,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Blue,42,4,3,3,4076,0,4076,0.808,1235,37,0.682,0, 714648933,Existing Customer,55,F,3,Graduate,Married,Unknown,Blue,36,3,2,0,4861,1123,3738,0.938,1556,40,0.538,0.231, 711556533,Existing Customer,43,F,1,Graduate,Unknown,Unknown,Blue,36,6,3,3,9851,0,9851,1.034,1212,24,0.6,0, 717420333,Existing Customer,37,M,1,High School,Single,$60K - $80K,Blue,26,4,3,2,7349,2517,4832,0.877,2701,60,0.714,0.342, 768921933,Existing Customer,34,M,2,High School,Married,$60K - $80K,Blue,28,3,3,3,2853,2420,433,0.858,1750,47,0.808,0.848, 714311583,Existing Customer,46,F,4,Graduate,Single,Unknown,Blue,36,4,3,2,17023,1084,15939,0.928,1610,43,0.387,0.064, 717707133,Existing Customer,32,M,1,Unknown,Single,$40K - $60K,Blue,24,6,2,3,10060,2322,7738,0.894,2184,63,1.032,0.231, 716043258,Existing Customer,53,M,3,Unknown,Married,$40K - $60K,Blue,41,6,1,2,1595,870,725,0.694,1745,41,0.577,0.545, 716343408,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,38,3,2,1,8475,1385,7090,0.611,1381,40,0.481,0.163, 718909158,Existing Customer,38,M,1,College,Married,Less than $40K,Blue,25,6,3,3,5559,658,4901,0.627,1793,37,0.947,0.118, 719471433,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,22,3,3,2,2917,2127,790,1.074,1831,36,1,0.729, 712763808,Existing Customer,38,M,2,Unknown,Single,$60K - $80K,Blue,36,3,3,3,6692,2037,4655,0.401,1468,36,0.241,0.304, 711147483,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,28,2,2,3,8551,1067,7484,0.931,1097,32,0.778,0.125, 719788833,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,10569,0,10569,0.838,1682,44,1,0, 715168983,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,5,2,2,7051,0,7051,0.527,1451,37,0.194,0, 714306258,Existing Customer,56,M,1,College,Married,$60K - $80K,Blue,46,3,2,1,10117,2242,7875,0.662,1509,44,0.467,0.222, 713828208,Existing Customer,47,M,2,Uneducated,Unknown,$60K - $80K,Blue,36,6,2,1,8311,0,8311,0.584,1895,57,0.425,0, 710574558,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,41,5,3,2,26442,1642,24800,0.651,1403,40,0.429,0.062, 710947683,Existing Customer,64,F,0,Graduate,Married,Less than $40K,Blue,51,6,3,1,4920,1142,3778,0.507,1420,31,0.348,0.232, 711113958,Existing Customer,37,F,3,Unknown,Married,Less than $40K,Blue,25,6,2,1,1438.3,674,764.3,2.18,1717,31,0.722,0.469, 718923858,Existing Customer,42,M,1,College,Married,$60K - $80K,Silver,29,5,2,2,26750,1204,25546,0.428,1131,29,0.318,0.045, 752666508,Existing Customer,41,M,4,College,Married,$80K - $120K,Silver,34,4,3,3,34516,1347,33169,0.801,1005,22,1,0.039, 712672083,Existing Customer,65,F,0,High School,Married,Less than $40K,Blue,36,3,3,2,1438.3,747,691.3,0.491,948,24,0.714,0.519, 719863758,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,1869,758,1111,0.91,1549,34,0.478,0.406, 720990183,Attrited Customer,54,M,5,High School,Married,$60K - $80K,Blue,36,5,2,3,14539,0,14539,0.907,965,26,0.529,0, 720718908,Existing Customer,46,M,3,Uneducated,Single,$120K +,Blue,36,5,1,3,26977,1961,25016,0.641,1958,41,1.05,0.073, 721250358,Existing Customer,50,M,2,Unknown,Married,$40K - $60K,Blue,36,3,1,3,5426,1478,3948,0.664,1266,22,0.571,0.272, 779773533,Existing Customer,50,F,3,Unknown,Married,Less than $40K,Blue,34,6,1,3,7623,2517,5106,1.007,1367,29,1.071,0.33, 708249708,Existing Customer,48,F,1,Doctorate,Married,Less than $40K,Blue,39,3,3,3,4844,1576,3268,0.809,1489,48,0.6,0.325, 713967783,Existing Customer,62,F,0,Unknown,Married,Unknown,Blue,52,6,1,1,2683,1707,976,1.254,1582,33,0.941,0.636, 779506158,Existing Customer,39,F,1,College,Married,Less than $40K,Blue,22,3,1,2,3214,2257,957,1.279,2516,42,0.75,0.702, 759823158,Existing Customer,46,M,1,Unknown,Married,$60K - $80K,Blue,39,4,3,3,5374,2324,3050,0.423,1557,49,0.4,0.432, 716608608,Attrited Customer,41,M,2,Uneducated,Married,$80K - $120K,Blue,33,5,3,3,8004,1452,6552,0.929,1084,32,0.524,0.181, 789528183,Existing Customer,39,F,2,Graduate,Married,Unknown,Blue,31,4,2,3,1438.3,997,441.3,1.867,2583,47,0.958,0.693, 708895158,Existing Customer,46,M,2,Unknown,Married,$80K - $120K,Blue,34,3,3,3,2925,2365,560,0.691,1371,30,0.579,0.809, 824805858,Existing Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,35,5,3,3,9235,1479,7756,0.843,1537,49,0.581,0.16, 720840108,Existing Customer,44,M,0,Uneducated,Married,Less than $40K,Blue,24,5,3,0,8837,2103,6734,0.559,3753,60,0.875,0.238, 787595658,Existing Customer,57,F,3,Unknown,Single,Less than $40K,Blue,29,6,1,1,8801,1421,7380,0.568,1104,31,0.292,0.161, 720244983,Existing Customer,40,M,3,Unknown,Single,$40K - $60K,Blue,28,4,1,1,3563,1707,1856,0.506,1482,42,0.312,0.479, 713220258,Existing Customer,65,F,0,High School,Married,Unknown,Blue,36,4,3,2,8138,2104,6034,0.837,1299,29,0.812,0.259, 813469458,Existing Customer,26,F,1,Graduate,Single,$40K - $60K,Blue,20,6,3,3,1438.3,673,765.3,0.595,2167,48,0.412,0.468, 788939358,Existing Customer,47,M,2,High School,Unknown,$60K - $80K,Blue,33,4,2,2,2458,1399,1059,0.739,1563,40,1.222,0.569, 718870158,Existing Customer,47,M,4,High School,Married,$60K - $80K,Blue,34,5,2,3,4592,1635,2957,0.952,1772,52,0.486,0.356, 788673708,Attrited Customer,57,F,2,High School,Married,$40K - $60K,Blue,45,2,1,3,1438.3,0,1438.3,1.036,1254,35,0.842,0, 711809283,Existing Customer,31,M,1,Unknown,Married,Less than $40K,Blue,36,3,3,3,1868,1515,353,1.359,2229,35,0.667,0.811, 816513108,Existing Customer,54,M,4,Graduate,Married,$60K - $80K,Blue,49,3,1,2,5269,1099,4170,1.178,2195,63,0.969,0.209, 718594608,Existing Customer,43,F,2,Post-Graduate,Married,Unknown,Blue,36,3,3,3,20156,1759,18397,0.476,1362,28,0.556,0.087, 823606983,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,35,4,3,2,7410,2517,4893,1.924,2398,37,1.176,0.34, 717028158,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,44,3,2,3,12163,2082,10081,1.554,2649,56,0.697,0.171, 788485908,Existing Customer,44,M,3,Unknown,Married,$60K - $80K,Blue,37,3,2,3,6224,0,6224,0.738,1463,34,0.889,0, 714472608,Existing Customer,59,M,0,College,Married,Less than $40K,Blue,49,3,3,3,4250,1095,3155,0.947,1174,27,0.8,0.258, 710793783,Existing Customer,53,F,3,Graduate,Married,Unknown,Blue,40,6,3,1,12059,1978,10081,0.877,1836,36,0.895,0.164, 794340033,Existing Customer,34,F,3,Uneducated,Married,$40K - $60K,Blue,28,5,1,3,2799,1762,1037,0.986,1817,39,0.56,0.63, 716462658,Existing Customer,47,M,4,Doctorate,Single,$80K - $120K,Blue,36,3,1,1,18037,0,18037,0.74,1387,36,0.333,0, 718050033,Existing Customer,54,M,2,College,Married,$120K +,Blue,43,3,2,3,5657,1719,3938,0.606,2028,55,0.667,0.304, 714023808,Existing Customer,42,F,2,Graduate,Married,Unknown,Blue,33,6,1,1,13770,2517,11253,0.788,1582,36,0.385,0.183, 716341833,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,44,6,2,3,4646,1730,2916,0.683,1774,37,0.85,0.372, 719648358,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,35,3,3,1,2514,1521,993,0.638,1636,36,0.385,0.605, 816600933,Attrited Customer,56,M,0,College,Married,$80K - $120K,Blue,51,3,2,3,14501,0,14501,0.854,1031,25,0.389,0, 714208533,Attrited Customer,43,M,3,High School,Married,$60K - $80K,Blue,36,1,3,3,8663,288,8375,0.639,916,33,0.32,0.033, 713095533,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,36,5,3,3,2333,1485,848,0.692,1198,31,0.722,0.637, 809967783,Existing Customer,34,F,4,Graduate,Divorced,$40K - $60K,Blue,26,5,5,3,3038,1539,1499,0.707,2189,54,0.688,0.507, 715848408,Existing Customer,61,M,1,Graduate,Unknown,$80K - $120K,Blue,52,6,6,1,8851,0,8851,0.731,1257,36,0.44,0, 714414483,Existing Customer,54,F,0,Unknown,Married,Less than $40K,Blue,44,6,3,1,2945,2206,739,0.983,1503,35,0.842,0.749, 708655983,Existing Customer,49,F,3,High School,Divorced,Unknown,Blue,40,3,3,2,5267,0,5267,0.442,1353,24,0.263,0, 720426708,Attrited Customer,56,M,3,High School,Single,$60K - $80K,Blue,45,2,1,3,8512,0,8512,1.038,811,27,1.25,0, 713743158,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,36,4,3,2,19063,1714,17349,0.786,1270,21,0.615,0.09, 721279083,Existing Customer,53,M,4,Graduate,Single,$80K - $120K,Blue,33,5,3,3,5376,1177,4199,0.939,1840,53,0.606,0.219, 779149683,Existing Customer,30,F,0,Graduate,Divorced,Unknown,Blue,13,5,1,2,7772,1890,5882,0.754,2585,75,0.829,0.243, 714970458,Existing Customer,39,F,2,High School,Married,$40K - $60K,Blue,29,6,1,1,9173,2047,7126,1.419,1807,33,0.737,0.223, 719070108,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Silver,35,4,1,3,34516,1726,32790,0.867,1729,52,0.677,0.05, 715490733,Existing Customer,54,F,3,Uneducated,Single,Unknown,Blue,36,5,1,2,11975,1542,10433,0.77,1211,35,0.4,0.129, 714989583,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15405,1691,13714,0.814,1763,44,0.189,0.11, 820355433,Existing Customer,43,M,3,Unknown,Single,$40K - $60K,Blue,38,6,1,1,2615,0,2615,0.589,1395,34,0.259,0, 715901508,Existing Customer,35,M,1,High School,Married,$80K - $120K,Blue,25,6,1,2,23991,2307,21684,0.912,1843,43,0.72,0.096, 710370483,Existing Customer,39,F,4,College,Married,Less than $40K,Blue,31,4,3,3,1888,1292,596,0.772,1517,33,1.357,0.684, 778573233,Existing Customer,61,F,1,Graduate,Married,Less than $40K,Blue,54,3,2,2,3102,2091,1011,0.704,1977,50,1,0.674, 708833133,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,29,5,2,2,3170,2517,653,1.301,2027,49,0.815,0.794, 719885883,Existing Customer,53,M,3,College,Single,$120K +,Blue,36,6,2,0,34516,1901,32615,0.914,1497,43,1.15,0.055, 712523283,Existing Customer,55,M,2,Unknown,Married,$120K +,Blue,41,4,3,2,14938,0,14938,0.49,1134,31,0.632,0, 711309033,Existing Customer,41,M,2,Unknown,Single,$60K - $80K,Blue,24,6,2,2,17298,2310,14988,0.844,3663,65,0.806,0.134, 708134283,Existing Customer,35,M,2,Uneducated,Married,Less than $40K,Blue,36,4,3,3,3131,629,2502,0.749,1483,31,0.632,0.201, 720147633,Existing Customer,61,M,1,Unknown,Single,$40K - $60K,Blue,47,3,2,2,11915,1631,10284,0.748,1956,63,0.537,0.137, 708983658,Attrited Customer,51,M,2,Uneducated,Single,$120K +,Blue,39,3,3,1,16868,0,16868,0.938,940,25,0.471,0, 766285608,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,35,4,3,3,3266,1900,1366,1.568,2183,56,0.75,0.582, 779715108,Existing Customer,46,M,2,Unknown,Divorced,$80K - $120K,Blue,30,3,3,3,2770,1286,1484,1.068,2920,74,0.721,0.464, 798035358,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,40,3,2,2,3556,2172,1384,0.402,1221,41,0.708,0.611, 719391783,Existing Customer,46,M,4,Uneducated,Married,$40K - $60K,Blue,35,3,2,2,9149,1566,7583,0.971,1790,60,0.765,0.171, 809342208,Existing Customer,26,M,0,Graduate,Single,Unknown,Blue,19,4,1,2,1438.3,0,1438.3,0.472,2005,47,0.469,0, 780713058,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,35,4,3,3,14701,1635,13066,0.618,3490,69,0.533,0.111, 779338683,Existing Customer,62,M,1,Graduate,Married,$60K - $80K,Blue,44,5,2,2,14825,962,13863,0.76,1904,49,0.531,0.065, 783387783,Existing Customer,55,M,2,Uneducated,Divorced,$60K - $80K,Blue,49,4,5,3,10127,1873,8254,0.573,1647,53,0.472,0.185, 787800108,Existing Customer,55,M,2,College,Married,$80K - $120K,Blue,45,5,1,2,2929,2431,498,1.632,1903,39,0.625,0.83, 721397808,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,24,5,2,0,3735,1176,2559,1.184,1564,41,0.708,0.315, 778698408,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,18,5,1,2,2930,2024,906,0.903,1686,34,0.7,0.691, 709545333,Existing Customer,33,F,4,High School,Single,Unknown,Blue,29,6,2,3,12716,1496,11220,1.032,2412,64,0.6,0.118, 716032233,Existing Customer,42,M,2,College,Married,$80K - $120K,Blue,32,5,2,2,22120,1805,20315,0.65,3981,65,0.667,0.082, 717835908,Existing Customer,33,M,2,Post-Graduate,Married,$80K - $120K,Blue,22,3,3,3,1438.3,681,757.3,1.542,2730,48,0.778,0.473, 719466558,Existing Customer,60,F,0,High School,Single,Unknown,Blue,36,3,2,2,4546,0,4546,0.66,1361,34,0.308,0, 778663458,Attrited Customer,65,M,1,High School,Married,Less than $40K,Blue,47,3,2,1,1759,0,1759,1.058,821,18,0.5,0, 716024808,Attrited Customer,57,M,1,Graduate,Married,$80K - $120K,Blue,36,3,3,3,4829,2418,2411,0.601,938,21,0.4,0.501, 713008308,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,47,5,3,2,7692,1678,6014,1.423,1861,42,0.5,0.218, 794831733,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,4,3,2,2156,1208,948,0.569,1345,28,0.647,0.56, 713854608,Existing Customer,62,M,1,Uneducated,Married,$60K - $80K,Blue,36,6,3,3,9521,1669,7852,1.308,2444,63,0.4,0.175, 715993608,Existing Customer,51,M,2,College,Single,$120K +,Blue,41,6,3,2,26714,2517,24197,0.758,1686,50,0.724,0.094, 789368658,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,47,6,2,3,2092,1387,705,0.731,1468,30,0.304,0.663, 802817358,Existing Customer,38,F,3,High School,Married,Unknown,Blue,32,4,2,1,11594,2072,9522,0.983,2320,51,0.594,0.179, 708098133,Existing Customer,32,F,0,Graduate,Married,Less than $40K,Blue,19,6,1,0,2834,1418,1416,1.458,1598,39,0.773,0.5, 801499908,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,37,4,3,2,4724,2056,2668,0.423,1232,31,0.55,0.435, 824770683,Existing Customer,51,F,0,Unknown,Divorced,Less than $40K,Blue,47,6,4,3,3049,1151,1898,0.533,4027,76,0.52,0.378, 718310733,Existing Customer,50,M,2,Unknown,Divorced,$80K - $120K,Blue,36,4,3,1,20614,0,20614,0.926,1922,48,0.6,0, 708162558,Existing Customer,64,F,0,Uneducated,Married,Unknown,Blue,54,6,1,2,3250,1992,1258,0.715,1355,36,0.565,0.613, 721129383,Existing Customer,53,F,1,Doctorate,Married,Less than $40K,Blue,36,3,1,2,3128,2517,611,0.696,2361,42,0.826,0.805, 721249158,Attrited Customer,42,M,2,Uneducated,Single,$60K - $80K,Blue,30,2,2,3,6414,0,6414,0.718,708,14,0.4,0, 721049658,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,34,6,3,0,2506,0,2506,0.598,1687,62,0.59,0, 806392908,Existing Customer,52,F,4,High School,Single,Unknown,Blue,47,6,2,3,7469,2338,5131,0.441,1212,33,0.32,0.313, 714886533,Existing Customer,60,F,2,High School,Married,Less than $40K,Blue,36,4,3,2,3460,2517,943,1.144,1752,34,1.125,0.727, 772375533,Existing Customer,30,M,1,Graduate,Married,$80K - $120K,Blue,19,5,3,2,9959,2377,7582,1.1,1560,39,0.696,0.239, 826775058,Existing Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,39,4,1,2,4175,2517,1658,0.551,1520,36,0.44,0.603, 711878733,Existing Customer,60,M,1,Uneducated,Married,$60K - $80K,Blue,48,3,1,3,10264,2073,8191,0.62,1685,45,0.364,0.202, 714550383,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,36,4,3,3,4129,0,4129,0.96,1678,40,1,0, 712636308,Existing Customer,65,F,2,High School,Married,$40K - $60K,Blue,45,6,2,2,2658,1514,1144,1.193,1627,26,1,0.57, 772139433,Existing Customer,44,F,2,College,Single,$40K - $60K,Blue,33,4,2,3,4589,1240,3349,0.856,1637,61,0.906,0.27, 709058808,Existing Customer,56,F,2,College,Married,Less than $40K,Blue,36,6,1,2,2781,1035,1746,0.816,1707,42,1.211,0.372, 813240408,Existing Customer,45,F,4,High School,Married,Unknown,Blue,39,4,3,2,24880,836,24044,0.701,1208,25,1.083,0.034, 767753958,Existing Customer,37,M,3,Graduate,Unknown,$40K - $60K,Blue,31,6,1,2,8504,1956,6548,0.963,1881,51,0.417,0.23, 710111733,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,39,5,1,3,8091,1996,6095,0.646,1360,28,0.647,0.247, 761544333,Existing Customer,37,F,4,College,Married,$40K - $60K,Blue,30,4,4,3,3417,2517,900,0.992,1641,32,0.882,0.737, 788814783,Existing Customer,39,M,1,Uneducated,Single,$60K - $80K,Blue,22,4,3,3,9204,845,8359,0.673,1820,58,0.611,0.092, 715034358,Existing Customer,41,M,2,Graduate,Married,$120K +,Blue,32,5,2,3,14302,2097,12205,0.407,1505,35,0.591,0.147, 709624533,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,45,5,2,0,3187,2517,670,1.144,1627,38,0.652,0.79, 709942383,Existing Customer,34,M,1,Graduate,Married,$80K - $120K,Blue,36,5,3,2,6313,782,5531,0.931,1703,34,0.889,0.124, 803957508,Existing Customer,52,M,2,Unknown,Single,$80K - $120K,Blue,47,6,1,3,15904,1024,14880,0.369,1433,33,0.5,0.064, 713378133,Existing Customer,54,F,0,Post-Graduate,Single,Less than $40K,Silver,39,6,2,3,11696,2288,9408,0.973,2445,60,0.765,0.196, 709217358,Existing Customer,40,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,5,3,2,20371,1832,18539,0.907,1665,45,0.8,0.09, 720998358,Existing Customer,52,M,0,High School,Married,$120K +,Silver,41,3,3,1,34516,1043,33473,0.562,1489,38,0.357,0.03, 721051908,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7552,0,7552,0.463,1393,32,0.455,0, 715232058,Existing Customer,61,M,0,Post-Graduate,Married,$40K - $60K,Blue,53,5,1,2,5561,1434,4127,1.423,1820,42,0.826,0.258, 806250783,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,52,6,3,2,1441,0,1441,1.364,2742,58,0.758,0, 817245183,Existing Customer,51,M,2,Unknown,Unknown,$120K +,Blue,33,6,2,2,19715,1014,18701,1.437,1979,40,0.667,0.051, 713670333,Existing Customer,60,M,1,Unknown,Single,Less than $40K,Blue,52,5,3,2,2486,1464,1022,0.731,1378,27,0.421,0.589, 826477083,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,44,5,1,3,4570,2439,2131,0.693,1520,34,0.7,0.534, 788728608,Existing Customer,34,M,0,High School,Married,$40K - $60K,Blue,13,3,3,2,3870,1394,2476,0.827,1588,36,0.714,0.36, 717190533,Existing Customer,49,M,4,High School,Married,$60K - $80K,Blue,36,6,3,2,12938,661,12277,0.725,1282,32,0.778,0.051, 716580033,Existing Customer,53,M,3,High School,Married,$120K +,Blue,36,3,1,3,21178,1796,19382,1.182,1872,59,1.107,0.085, 711644508,Existing Customer,34,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,2,0,12182,1136,11046,0.753,2295,63,0.5,0.093, 714334383,Existing Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,42,6,2,0,3583,0,3583,1.088,1065,28,1.545,0, 720611058,Existing Customer,40,M,3,Graduate,Single,$120K +,Blue,27,4,2,3,17018,0,17018,0.69,1550,47,0.621,0, 712420833,Existing Customer,49,F,5,College,Single,Unknown,Blue,41,6,3,2,16031,2245,13786,0.635,1527,57,0.462,0.14, 713845083,Attrited Customer,41,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,4203,2517,1686,0.771,1489,43,0.536,0.599, 713756508,Existing Customer,46,M,3,Graduate,Divorced,Less than $40K,Blue,36,5,1,3,4213,997,3216,0.668,1264,30,0.667,0.237, 735565158,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,33,6,2,2,21548,1180,20368,0.52,1582,38,0.652,0.055, 714131058,Existing Customer,30,M,0,Graduate,Unknown,$60K - $80K,Blue,36,3,5,3,18513,2517,15996,0.524,1567,33,0.941,0.136, 717180633,Existing Customer,59,M,1,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,2,2483,1372,1111,1.642,1704,35,0.458,0.553, 717295683,Existing Customer,50,M,0,Doctorate,Single,$80K - $120K,Blue,38,5,2,2,3460,1881,1579,0.622,1546,35,1.059,0.544, 713128833,Existing Customer,49,M,2,Unknown,Unknown,$60K - $80K,Blue,36,5,3,2,6511,1790,4721,0.397,1478,38,0.267,0.275, 813499458,Attrited Customer,45,M,5,High School,Unknown,$60K - $80K,Blue,40,3,3,1,1438.3,0,1438.3,1.23,2132,31,0.107,0, 710070183,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,36,3,2,2,2615,1772,843,0.611,1419,38,0.357,0.678, 789605658,Existing Customer,42,F,1,Doctorate,Married,$40K - $60K,Blue,35,4,3,2,2985,2355,630,0.602,1065,27,0.588,0.789, 710045058,Existing Customer,46,M,5,High School,Married,$40K - $60K,Silver,28,5,1,3,18797,2158,16639,0.446,1364,40,0.538,0.115, 710164683,Existing Customer,33,M,1,Graduate,Married,$60K - $80K,Blue,22,3,1,3,2859,2517,342,1.254,2247,36,0.636,0.88, 710802258,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,38,4,3,0,2888,2245,643,0.772,1111,26,0.368,0.777, 721036233,Existing Customer,61,M,0,High School,Married,$60K - $80K,Blue,36,4,3,3,9172,1567,7605,1.451,1836,42,0.75,0.171, 710036508,Existing Customer,42,M,5,Uneducated,Married,$40K - $60K,Blue,34,5,3,2,14281,1519,12762,0.256,1164,35,0.522,0.106, 717776808,Existing Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,3,7353,1450,5903,0.739,2005,54,0.459,0.197, 714906033,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,5145,0,5145,0.693,1588,35,0.944,0, 714273708,Existing Customer,53,F,4,Graduate,Married,$40K - $60K,Blue,36,3,2,3,4753,2472,2281,1.274,2242,49,0.815,0.52, 721117533,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,26,3,3,3,2171,1418,753,0.505,1415,45,0.406,0.653, 715374558,Existing Customer,26,M,0,College,Divorced,Less than $40K,Blue,36,5,2,3,4150,456,3694,1.126,2483,74,0.542,0.11, 824807658,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,41,6,3,3,9106,2477,6629,0.515,1239,33,0.737,0.272, 714940608,Existing Customer,36,M,2,High School,Divorced,$40K - $60K,Blue,36,3,3,2,2686,1733,953,0.706,2057,53,0.71,0.645, 824782008,Existing Customer,42,M,3,High School,Unknown,$60K - $80K,Blue,38,5,1,2,10239,510,9729,0.344,1228,26,0.529,0.05, 717561108,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,36,4,3,2,34516,549,33967,0.78,1629,32,0.778,0.016, 717127083,Existing Customer,37,M,3,Graduate,Married,$120K +,Blue,25,3,3,0,15017,1733,13284,0.635,2076,58,0.487,0.115, 772460508,Existing Customer,53,M,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,2,4426,1530,2896,0.518,1231,34,0.214,0.346, 720484908,Existing Customer,65,F,1,Post-Graduate,Married,$40K - $60K,Blue,52,5,3,3,2155,0,2155,1.423,1655,27,1.25,0, 771237933,Existing Customer,47,M,1,Uneducated,Unknown,$80K - $120K,Blue,34,4,1,3,20620,1085,19535,1.276,1477,23,0.533,0.053, 794664183,Existing Customer,38,M,0,Uneducated,Married,$60K - $80K,Blue,19,3,1,3,3238,2146,1092,0.673,1501,45,0.667,0.663, 797488158,Existing Customer,52,M,2,High School,Married,$60K - $80K,Blue,46,5,3,0,14316,1081,13235,0.67,1313,36,0.636,0.076, 708543258,Existing Customer,36,M,3,High School,Married,$80K - $120K,Blue,36,5,3,2,2607,1880,727,1.464,2045,39,0.95,0.721, 778706508,Existing Customer,43,M,4,College,Married,$60K - $80K,Blue,24,3,5,4,6231,0,6231,1.054,1448,30,0.875,0, 712240083,Attrited Customer,38,F,3,Unknown,Single,Less than $40K,Blue,30,6,2,2,3730,2517,1213,0.853,858,22,0.467,0.675, 713650683,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,56,4,1,4,3094,2266,828,0.724,1591,37,0.321,0.732, 772532208,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Blue,41,2,2,3,6630,916,5714,0.927,842,24,0.5,0.138, 778929783,Attrited Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,22,2,2,3,1925,0,1925,0.672,781,28,0.75,0, 714244383,Existing Customer,39,M,3,College,Unknown,$80K - $120K,Blue,36,4,2,3,33406,1692,31714,1.242,1529,30,0.875,0.051, 718797558,Existing Customer,39,F,1,Graduate,Married,Unknown,Blue,30,3,2,3,2917,1357,1560,1.593,2422,46,0.438,0.465, 712821333,Existing Customer,60,M,0,Uneducated,Married,$60K - $80K,Blue,47,3,3,3,9452,2517,6935,0.73,1825,50,0.613,0.266, 721120008,Existing Customer,43,F,2,Uneducated,Single,$40K - $60K,Blue,29,6,3,2,2162,1377,785,0.6,1555,29,0.706,0.637, 709633533,Existing Customer,31,M,2,Uneducated,Married,Less than $40K,Blue,18,3,2,4,1438.3,0,1438.3,1.561,2789,50,1.083,0, 710789058,Existing Customer,55,M,1,Graduate,Single,$120K +,Blue,42,4,2,3,34516,1478,33038,0.967,1308,41,0.414,0.043, 716174433,Existing Customer,65,F,1,College,Married,Less than $40K,Blue,54,3,3,3,2888,1134,1754,1.479,2489,54,0.742,0.393, 789886533,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,44,3,3,3,3947,1746,2201,0.478,1110,21,0.4,0.442, 715210308,Existing Customer,40,F,1,High School,Married,Unknown,Blue,31,3,3,4,15970,1212,14758,0.542,1260,32,0.524,0.076, 721038408,Existing Customer,38,F,2,High School,Married,Less than $40K,Blue,27,4,1,2,1830,0,1830,0.736,1741,43,0.654,0, 713325108,Existing Customer,36,M,2,Post-Graduate,Married,$60K - $80K,Blue,29,5,3,3,7712,2517,5195,0.676,1845,40,0.739,0.326, 720352533,Existing Customer,43,M,3,High School,Unknown,$60K - $80K,Blue,36,5,3,3,20811,1425,19386,0.382,1483,38,0.52,0.068, 708431433,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,31,3,3,2,11789,1420,10369,0.659,1463,32,0.684,0.12, 716996583,Existing Customer,50,M,3,High School,Divorced,$120K +,Blue,37,3,1,2,3073,1792,1281,1.099,1734,35,1.188,0.583, 718699683,Existing Customer,48,M,3,College,Married,$80K - $120K,Silver,36,6,2,2,34516,0,34516,0.691,1733,54,0.636,0, 771359958,Existing Customer,39,M,4,Unknown,Single,$120K +,Silver,26,6,2,2,34516,2517,31999,0.887,1689,42,1.1,0.073, 716604633,Existing Customer,55,F,2,Post-Graduate,Married,$40K - $60K,Blue,46,6,2,2,6725,2025,4700,0.604,1865,53,0.767,0.301, 813952233,Existing Customer,44,M,3,Graduate,Unknown,Less than $40K,Blue,39,5,2,4,2978,2134,844,0.579,1413,46,0.394,0.717, 713053383,Attrited Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,3,34516,781,33735,0.803,853,12,0.091,0.023, 709979583,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,46,3,1,3,34516,854,33662,0.928,1999,54,0.8,0.025, 709380333,Existing Customer,57,M,1,Uneducated,Married,$120K +,Blue,36,6,2,3,24545,1735,22810,0.664,1671,45,0.5,0.071, 778574283,Existing Customer,53,F,1,Uneducated,Married,$40K - $60K,Blue,46,5,2,3,1438.3,0,1438.3,0.743,2118,64,0.455,0, 789875883,Existing Customer,41,F,4,Uneducated,Single,Less than $40K,Blue,31,5,1,2,2490,627,1863,0.345,1391,45,0.364,0.252, 714661233,Existing Customer,39,M,1,Graduate,Single,$120K +,Blue,24,6,2,4,10074,2517,7557,0.77,1729,52,0.926,0.25, 813915933,Existing Customer,45,M,2,Graduate,Divorced,$40K - $60K,Blue,40,3,3,2,2259,954,1305,0.695,1393,35,0.842,0.422, 708358683,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Silver,35,6,3,2,34516,1236,33280,0.549,1665,40,0.667,0.036, 824761458,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,50,4,2,3,9519,1936,7583,0.929,2489,62,1,0.203, 715362183,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,36,3,1,2,3706,1043,2663,0.384,1688,38,0.583,0.281, 721194858,Existing Customer,48,M,4,Graduate,Unknown,$80K - $120K,Blue,40,6,2,2,4438,2472,1966,0.69,1725,60,0.622,0.557, 803595858,Attrited Customer,56,F,3,High School,Married,$40K - $60K,Blue,51,5,2,1,1438.3,0,1438.3,0.597,594,14,0.556,0, 716198358,Existing Customer,33,F,4,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,3,2372,1887,485,0.8,1852,55,0.618,0.796, 714173808,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,34,5,1,2,4214,1249,2965,0.542,1389,34,0.478,0.296, 709465758,Existing Customer,62,F,1,Post-Graduate,Married,Less than $40K,Blue,53,3,1,3,1438.3,0,1438.3,0.699,902,31,0.409,0, 714081558,Existing Customer,33,F,0,Graduate,Married,Unknown,Blue,36,4,2,4,2613,1599,1014,0.749,1387,31,0.722,0.612, 717364458,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,26,6,1,4,4331,1445,2886,1.07,2053,33,1.75,0.334, 778755858,Existing Customer,46,M,3,Graduate,Unknown,$80K - $120K,Blue,27,5,1,3,3665,1725,1940,0.495,1881,55,0.618,0.471, 710754933,Attrited Customer,61,F,0,Graduate,Married,Less than $40K,Blue,49,6,2,3,1438.3,0,1438.3,0.94,840,20,0.818,0, 720007383,Attrited Customer,41,F,2,Unknown,Single,Unknown,Blue,28,2,1,3,4411,2517,1894,0.988,803,15,0.875,0.571, 810220833,Existing Customer,42,M,4,Graduate,Unknown,$40K - $60K,Silver,37,3,6,2,15871,2086,13785,0.745,1562,43,0.955,0.131, 718362783,Attrited Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,27,3,2,3,12643,0,12643,0.393,787,21,0.167,0, 708267858,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,36,5,2,3,6088,2145,3943,1.371,2098,52,0.733,0.352, 708856983,Attrited Customer,36,M,3,Post-Graduate,Married,$120K +,Blue,27,2,1,2,13873,0,13873,0.233,694,18,0.286,0, 715588908,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,32,3,2,3,6158,0,6158,1.411,3132,66,0.784,0, 772674933,Existing Customer,51,M,1,Uneducated,Married,$80K - $120K,Blue,41,5,3,3,5638,808,4830,0.781,2036,50,0.613,0.143, 720148983,Existing Customer,54,F,1,Uneducated,Married,Less than $40K,Blue,40,5,2,4,2178,1144,1034,1.585,1724,47,1.043,0.525, 720650208,Existing Customer,40,F,3,College,Unknown,$40K - $60K,Blue,22,3,3,3,12588,2005,10583,0.996,1561,26,1,0.159, 769732233,Existing Customer,40,M,5,Graduate,Married,$80K - $120K,Blue,34,6,2,4,11942,1651,10291,0.598,1085,29,0.208,0.138, 713030958,Existing Customer,57,F,2,College,Married,Less than $40K,Blue,44,6,3,2,3914,0,3914,0.524,1964,54,0.8,0, 711320508,Existing Customer,57,M,4,Graduate,Married,$80K - $120K,Blue,49,4,2,4,3038,1410,1628,0.644,1762,34,0.7,0.464, 795795408,Existing Customer,53,M,2,Uneducated,Married,$40K - $60K,Blue,47,3,1,3,5579,1423,4156,0.503,1514,47,1.136,0.255, 717904383,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,31,5,1,2,18693,2052,16641,0.5,1516,44,0.63,0.11, 714115533,Existing Customer,28,M,0,Graduate,Married,Less than $40K,Blue,18,5,1,3,2943,1789,1154,1.271,2591,55,0.897,0.608, 712475733,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,28,4,2,3,2435,1888,547,0.922,1847,39,0.696,0.775, 718996758,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,30,5,2,2,2077,1392,685,1.553,1629,36,1.25,0.67, 713049933,Existing Customer,65,F,1,High School,Married,Unknown,Blue,36,5,2,2,5756,0,5756,1.046,2144,44,0.63,0, 709961958,Attrited Customer,58,F,4,High School,Divorced,Unknown,Blue,45,4,1,1,21065,2517,18548,0.84,1060,32,0.333,0.119, 718301508,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,30,6,3,2,9428,1765,7663,0.587,1457,43,0.593,0.187, 714831033,Existing Customer,54,M,5,Graduate,Married,$80K - $120K,Blue,47,4,1,3,6065,1728,4337,0.417,1114,27,0.688,0.285, 710653158,Existing Customer,39,F,4,Graduate,Married,Unknown,Blue,21,6,1,4,5024,1613,3411,0.758,1925,40,0.667,0.321, 721265883,Existing Customer,26,M,1,Graduate,Single,Less than $40K,Blue,13,3,3,2,2174,1514,660,0.607,2510,44,0.294,0.696, 715049583,Existing Customer,60,M,1,Unknown,Married,$60K - $80K,Blue,54,5,3,3,3398,2341,1057,0.714,1169,31,0.409,0.689, 715394883,Existing Customer,35,F,2,High School,Married,Unknown,Blue,36,3,2,4,4319,1151,3168,0.594,1852,47,0.424,0.266, 773448558,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,40,6,3,3,3673,2292,1381,0.637,1257,34,0.545,0.624, 717249783,Existing Customer,47,M,4,Unknown,Unknown,$60K - $80K,Blue,39,5,2,2,1815,740,1075,1.124,1931,67,0.718,0.408, 708344358,Existing Customer,53,F,3,High School,Married,Unknown,Blue,45,5,1,3,2495,1354,1141,0.623,1311,31,0.476,0.543, 712003083,Existing Customer,55,M,1,Graduate,Married,$80K - $120K,Blue,36,3,2,4,34516,2102,32414,0.912,1612,33,0.737,0.061, 754282908,Existing Customer,50,F,1,Post-Graduate,Married,Less than $40K,Blue,43,3,1,3,3368,844,2524,0.838,2022,59,0.686,0.251, 717412608,Attrited Customer,38,F,2,High School,Married,$40K - $60K,Blue,28,3,2,2,7225,0,7225,0.419,738,16,0.231,0, 719412258,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,30,5,3,4,5202,815,4387,1.108,1558,48,0.778,0.157, 788675658,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,29,6,2,4,1923,845,1078,0.587,1670,37,0.682,0.439, 717683583,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,36,4,2,3,6929,1691,5238,0.534,1388,27,0.929,0.244, 820584408,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,44,3,3,2,4364,1507,2857,1.05,1392,38,1.375,0.345, 719392833,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,38,3,3,2,2400,1613,787,0.629,1311,34,0.417,0.672, 718595583,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,36,3,2,3,25878,1733,24145,0.438,1777,54,0.862,0.067, 778508883,Existing Customer,44,M,5,Graduate,Married,$120K +,Blue,24,4,1,4,11876,1926,9950,0.51,1367,33,0.737,0.162, 715511658,Existing Customer,49,F,5,Post-Graduate,Unknown,$40K - $60K,Blue,39,3,1,4,4568,0,4568,0.979,1431,27,0.688,0, 711999783,Existing Customer,41,M,3,Uneducated,Married,$80K - $120K,Blue,31,4,2,2,4740,1348,3392,0.472,1406,23,0.533,0.284, 753856008,Existing Customer,49,F,2,Unknown,Unknown,$40K - $60K,Blue,42,6,1,4,4949,1495,3454,0.791,3597,64,0.684,0.302, 789920883,Existing Customer,45,F,3,Graduate,Single,Unknown,Blue,36,3,3,4,11189,2517,8672,2.041,2959,58,1.231,0.225, 788677533,Existing Customer,44,M,4,Unknown,Married,$120K +,Blue,31,4,3,4,34516,1197,33319,0.669,1594,43,1.15,0.035, 716284308,Existing Customer,65,M,2,Graduate,Married,Unknown,Blue,55,3,2,2,6099,2175,3924,0.582,1319,34,0.545,0.357, 712120608,Attrited Customer,35,M,3,College,Married,$80K - $120K,Blue,27,3,2,3,3575,1884,1691,0.384,861,15,1.5,0.527, 715482483,Existing Customer,26,M,0,High School,Single,Unknown,Blue,36,5,2,3,3184,1421,1763,0.712,2253,59,0.439,0.446, 720848733,Existing Customer,38,M,1,High School,Married,$80K - $120K,Blue,24,4,3,2,13363,1230,12133,0.688,1815,33,0.435,0.092, 708480333,Existing Customer,65,M,0,Unknown,Single,$40K - $60K,Blue,36,5,2,3,2163,932,1231,1.127,2229,57,0.839,0.431, 826723308,Existing Customer,58,M,3,College,Married,$120K +,Blue,54,5,1,4,3452,2088,1364,0.768,1008,21,0.4,0.605, 801369258,Existing Customer,47,F,5,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,4466,777,3689,1.02,1757,59,0.595,0.174, 709584483,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,25,4,1,4,3030,2517,513,0.785,1805,44,0.467,0.831, 715708308,Existing Customer,54,F,3,Doctorate,Married,$40K - $60K,Blue,39,3,1,3,2112,1594,518,1.204,1338,29,2.222,0.755, 779707308,Existing Customer,35,F,1,Graduate,Married,Less than $40K,Blue,18,5,1,2,7583,1619,5964,1.468,2229,53,1.208,0.214, 711688158,Existing Customer,47,M,5,Graduate,Single,$120K +,Blue,27,5,3,4,11760,2306,9454,0.616,1498,49,0.96,0.196, 711848658,Existing Customer,35,M,3,College,Married,$60K - $80K,Blue,17,3,3,2,2259,1776,483,1.292,1790,31,0.824,0.786, 715855083,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,6,2,4,19762,507,19255,0.85,2793,67,0.595,0.026, 778971408,Existing Customer,36,M,4,Doctorate,Married,$60K - $80K,Blue,17,5,2,4,2803,1848,955,0.614,1968,64,0.524,0.659, 711648708,Existing Customer,44,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,2,25666,756,24910,0.69,4088,84,0.867,0.029, 713149683,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,24,5,1,4,9297,1668,7629,0.521,1264,31,0.632,0.179, 771903033,Existing Customer,36,F,1,Graduate,Married,Less than $40K,Blue,25,5,1,2,2999,1247,1752,0.962,2017,40,0.6,0.416, 737925558,Existing Customer,64,M,0,Doctorate,Married,$40K - $60K,Blue,56,3,2,2,4234,1893,2341,0.585,1439,42,0.355,0.447, 803347908,Existing Customer,34,F,1,Graduate,Single,Less than $40K,Gold,28,4,3,2,15987,0,15987,1.494,2327,65,0.806,0, 817285758,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,33,5,5,3,16435,0,16435,0.676,1721,56,0.514,0, 711480108,Existing Customer,37,M,4,High School,Married,$60K - $80K,Blue,24,3,1,4,5335,2145,3190,0.879,1888,43,0.433,0.402, 709662708,Existing Customer,65,M,1,High School,Married,$40K - $60K,Blue,53,3,3,3,3506,1604,1902,0.574,1953,61,0.649,0.458, 709224858,Existing Customer,53,M,2,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,2,3610,1629,1981,0.821,1652,40,0.481,0.451, 821771508,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,28,5,1,2,3172,2055,1117,0.663,1939,36,0.636,0.648, 712216533,Existing Customer,44,M,5,Unknown,Single,$80K - $120K,Blue,34,6,2,3,8206,763,7443,0.87,1715,43,0.72,0.093, 710522433,Existing Customer,65,M,0,Graduate,Married,Less than $40K,Blue,46,3,2,2,2416,1499,917,0.905,2372,53,0.514,0.62, 779046408,Existing Customer,60,M,0,Graduate,Married,$40K - $60K,Blue,41,3,2,4,2458,1880,578,0.759,1238,30,0.579,0.765, 708595158,Existing Customer,27,F,0,Graduate,Single,Less than $40K,Blue,36,6,1,2,1677,1598,79,0.994,2389,43,0.536,0.953, 757266933,Existing Customer,52,M,2,Post-Graduate,Married,$60K - $80K,Blue,45,4,1,4,11819,929,10890,0.773,2431,46,0.484,0.079, 816776283,Existing Customer,42,M,4,High School,Unknown,$80K - $120K,Gold,37,5,1,2,34516,1797,32719,1.314,1534,30,0.875,0.052, 719904333,Existing Customer,29,M,0,Graduate,Married,$40K - $60K,Blue,36,3,3,4,1459,590,869,1.164,2229,52,1.08,0.404, 718264233,Existing Customer,29,M,0,High School,Married,$40K - $60K,Blue,13,4,1,4,1458,671,787,1.583,2449,56,0.931,0.46, 784798683,Existing Customer,38,M,2,High School,Married,$40K - $60K,Blue,32,3,2,2,1438.3,0,1438.3,0.846,1999,39,0.56,0, 710899833,Attrited Customer,36,M,2,Graduate,Married,$40K - $60K,Blue,18,3,1,3,7758,1408,6350,0.365,569,23,0.643,0.181, 780025908,Existing Customer,40,F,2,Post-Graduate,Married,Less than $40K,Silver,30,4,2,2,10836,1932,8904,0.563,1293,31,0.824,0.178, 713610033,Existing Customer,47,M,3,Post-Graduate,Single,$60K - $80K,Blue,36,5,3,3,5062,1996,3066,0.591,1314,40,0.429,0.394, 709364433,Existing Customer,36,F,3,High School,Married,Unknown,Blue,30,6,2,2,3399,2173,1226,0.795,1571,34,1,0.639, 713086908,Existing Customer,26,M,0,High School,Single,$40K - $60K,Blue,36,5,2,2,2212,1670,542,0.777,2520,51,0.545,0.755, 709793133,Existing Customer,43,F,2,Unknown,Single,$40K - $60K,Blue,36,6,1,4,3186,2470,716,0.58,1531,37,0.233,0.775, 710032608,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,32,3,1,3,5927,2320,3607,0.544,1558,46,0.643,0.391, 779351208,Existing Customer,49,M,2,Unknown,Single,$60K - $80K,Blue,34,4,1,4,5176,0,5176,0.838,1902,56,0.931,0, 719776608,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,37,3,1,3,3126,0,3126,0.824,1388,41,0.464,0, 709220583,Existing Customer,34,M,3,Graduate,Divorced,$80K - $120K,Blue,21,6,4,2,4670,0,4670,0.883,2256,56,0.6,0, 719555733,Existing Customer,53,F,2,Uneducated,Married,Unknown,Blue,36,4,3,3,2162,1592,570,0.547,1736,42,0.615,0.736, 740852733,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,42,4,1,2,10155,1805,8350,0.673,1685,49,0.815,0.178, 709528308,Existing Customer,53,M,4,High School,Married,$80K - $120K,Blue,46,4,2,3,15242,1170,14072,0.496,1876,57,0.5,0.077, 715127208,Existing Customer,48,M,3,Doctorate,Divorced,$120K +,Blue,36,4,3,2,34516,2517,31999,0.697,1699,48,0.846,0.073, 817144458,Existing Customer,32,F,2,Graduate,Single,Less than $40K,Blue,17,5,1,2,1438.3,1228,210.3,1.132,2580,67,0.971,0.854, 710628783,Existing Customer,38,M,4,High School,Single,$80K - $120K,Gold,36,6,1,3,34516,1140,33376,0.815,1445,45,0.957,0.033, 772145658,Existing Customer,43,M,4,Uneducated,Single,$80K - $120K,Blue,32,4,1,3,16043,2036,14007,0.7,1394,28,0.75,0.127, 739594758,Attrited Customer,51,F,2,Graduate,Single,Less than $40K,Blue,44,6,3,2,3181,2517,664,0.595,818,16,0.455,0.791, 789198708,Existing Customer,58,M,3,Graduate,Married,$120K +,Blue,47,3,1,2,27088,0,27088,0.581,1135,24,0.846,0, 720953658,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,36,5,3,4,5688,914,4774,1.099,1824,53,1.038,0.161, 771330558,Existing Customer,51,M,4,High School,Married,$60K - $80K,Blue,38,5,2,3,10462,1824,8638,0.736,1267,31,0.55,0.174, 714078558,Attrited Customer,62,F,1,High School,Married,$40K - $60K,Blue,53,2,1,1,5249,0,5249,0.758,1315,31,0.722,0, 712207683,Existing Customer,38,M,0,Unknown,Divorced,Less than $40K,Blue,36,3,3,2,5155,684,4471,0.588,1555,37,0.48,0.133, 788826408,Existing Customer,33,M,1,Uneducated,Married,$120K +,Blue,16,6,1,3,10705,1352,9353,1.171,2434,58,0.812,0.126, 790128033,Existing Customer,54,M,3,High School,Single,$80K - $120K,Blue,47,3,1,2,16494,1348,15146,0.759,1302,36,0.385,0.082, 718082208,Existing Customer,37,F,1,Graduate,Married,$40K - $60K,Blue,30,5,3,4,6469,2351,4118,1.018,1717,50,0.667,0.363, 712037358,Existing Customer,30,M,0,Unknown,Married,$60K - $80K,Blue,23,3,3,2,5146,1773,3373,0.879,1509,45,0.667,0.345, 711711483,Existing Customer,61,M,0,High School,Married,$80K - $120K,Blue,50,4,1,3,2800,2448,352,0.549,1433,40,0.481,0.874, 718861458,Existing Customer,49,M,5,Unknown,Single,$60K - $80K,Blue,36,6,1,2,5159,1532,3627,0.787,1826,37,0.609,0.297, 709426608,Existing Customer,56,M,1,Doctorate,Married,$60K - $80K,Blue,46,5,2,4,5248,1816,3432,0.696,2305,45,0.731,0.346, 811457058,Existing Customer,51,F,3,Post-Graduate,Married,Less than $40K,Blue,46,5,3,2,5881,2005,3876,0.659,1931,56,0.806,0.341, 773073558,Existing Customer,44,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,3,3,1467,896,571,0.692,1731,54,0.5,0.611, 715937133,Existing Customer,64,F,1,Uneducated,Married,$40K - $60K,Blue,52,6,2,2,4999,2299,2700,0.716,1601,48,0.5,0.46, 713480583,Existing Customer,46,F,3,High School,Married,Unknown,Blue,36,5,2,2,4668,0,4668,0.89,1612,47,1.474,0, 716383683,Existing Customer,39,F,2,Post-Graduate,Unknown,Less than $40K,Blue,36,4,3,4,1438.3,0,1438.3,0.7,1338,28,0.867,0, 713693958,Existing Customer,38,F,1,Uneducated,Single,Less than $40K,Blue,27,6,3,4,8638,0,8638,0.489,1295,29,0.381,0, 715443708,Existing Customer,53,M,1,Uneducated,Married,$120K +,Blue,45,5,1,3,9343,1286,8057,0.712,1385,31,0.722,0.138, 770769483,Existing Customer,35,M,2,Post-Graduate,Married,$40K - $60K,Blue,21,3,1,3,2256,775,1481,0.879,1749,33,0.435,0.344, 789326808,Existing Customer,26,M,0,College,Single,$60K - $80K,Blue,15,5,1,2,8267,1720,6547,0.633,1917,37,0.48,0.208, 712105533,Existing Customer,32,M,2,High School,Single,$40K - $60K,Blue,20,6,3,4,2235,1638,597,0.912,2905,56,0.806,0.733, 720674133,Existing Customer,36,M,1,Uneducated,Married,$40K - $60K,Blue,16,5,3,2,3735,2027,1708,0.79,1672,48,0.655,0.543, 779216358,Attrited Customer,48,M,2,College,Married,$80K - $120K,Blue,38,2,2,3,2111,0,2111,0.531,773,17,0.133,0, 717322833,Existing Customer,55,M,2,Unknown,Single,$80K - $120K,Blue,36,5,2,2,10604,1988,8616,0.644,1578,30,0.579,0.187, 710279508,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,42,5,3,2,21782,1006,20776,0.654,1537,35,0.591,0.046, 712168833,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,36,6,3,3,2133,1469,664,0.831,1426,37,0.682,0.689, 780581508,Existing Customer,58,F,1,Doctorate,Single,$40K - $60K,Silver,47,5,2,4,16677,1590,15087,0.885,1410,37,0.609,0.095, 711957708,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,4,2717,1591,1126,1.596,2064,33,1.062,0.586, 778782858,Existing Customer,60,M,1,Graduate,Single,Less than $40K,Blue,48,5,3,3,3980,930,3050,0.72,4449,82,0.608,0.234, 712924383,Attrited Customer,55,M,3,Unknown,Single,$60K - $80K,Blue,36,3,2,2,8411,979,7432,1.029,990,22,0.375,0.116, 709366458,Existing Customer,43,F,3,College,Married,Less than $40K,Blue,36,3,2,4,2227,1394,833,1.481,1972,41,0.864,0.626, 796990908,Existing Customer,35,M,3,Post-Graduate,Single,$80K - $120K,Silver,29,5,3,2,34516,1872,32644,1.068,2227,61,1.103,0.054, 715702758,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,36,4,3,3,1860,0,1860,0.992,1731,29,0.611,0, 788974608,Existing Customer,48,M,3,Graduate,Unknown,$60K - $80K,Blue,35,5,1,3,2829,2342,487,0.991,1561,41,1.05,0.828, 714790008,Existing Customer,38,F,1,Unknown,Single,Less than $40K,Blue,36,3,2,3,3764,0,3764,0.583,1572,57,0.357,0, 787438983,Existing Customer,43,M,3,College,Single,$40K - $60K,Blue,23,6,2,2,4559,1664,2895,0.871,1652,37,0.609,0.365, 713834358,Existing Customer,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,3,4,4701,1492,3209,0.805,1679,32,0.455,0.317, 710084883,Existing Customer,34,M,2,College,Married,$80K - $120K,Blue,22,4,2,4,1631,0,1631,1.893,2962,57,1.111,0, 710736558,Existing Customer,39,F,2,Unknown,Married,Unknown,Blue,36,4,3,4,8096,1474,6622,0.789,1794,41,0.783,0.182, 788915283,Existing Customer,43,F,2,College,Single,Less than $40K,Blue,29,5,1,2,2304,1589,715,0.872,1273,36,0.895,0.69, 714916758,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,5210,0,5210,0.531,1309,45,0.607,0, 789611283,Existing Customer,44,M,4,Graduate,Married,$40K - $60K,Blue,38,5,2,3,5452,2091,3361,0.813,1347,30,0.5,0.384, 773288958,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,31,6,3,3,7475,1473,6002,0.775,1592,30,0.429,0.197, 811721133,Existing Customer,62,M,1,High School,Married,$40K - $60K,Blue,56,5,3,3,2359,1242,1117,1.043,2021,50,0.613,0.526, 813961233,Existing Customer,30,M,0,Unknown,Single,$80K - $120K,Blue,25,5,2,2,4237,1676,2561,0.786,2465,88,0.725,0.396, 783020958,Existing Customer,39,M,3,Unknown,Married,$80K - $120K,Blue,33,6,6,4,18582,794,17788,0.717,1836,46,0.586,0.043, 715764483,Existing Customer,53,F,3,High School,Unknown,Less than $40K,Blue,37,3,2,4,7202,974,6228,0.517,1397,33,0.5,0.135, 798110358,Existing Customer,64,F,1,High School,Married,$40K - $60K,Blue,56,4,2,4,1438.3,0,1438.3,0.693,1417,35,0.591,0, 715745508,Existing Customer,51,F,4,Graduate,Single,Unknown,Blue,34,3,1,2,11221,1279,9942,1.116,1564,45,1.647,0.114, 714350658,Existing Customer,32,M,1,Graduate,Single,Unknown,Blue,26,6,3,4,18889,1880,17009,0.702,2979,55,0.774,0.1, 826478958,Existing Customer,52,M,1,College,Married,$80K - $120K,Blue,48,4,3,3,2066,1601,465,0.742,1578,41,0.414,0.775, 719127558,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,31,6,2,4,34516,1075,33441,0.727,3015,65,0.477,0.031, 712454958,Existing Customer,40,M,5,Graduate,Single,$60K - $80K,Blue,27,6,1,2,2742,1416,1326,0.761,1539,38,1.111,0.516, 718561458,Existing Customer,54,M,1,High School,Married,$60K - $80K,Blue,36,4,1,4,20050,1225,18825,0.907,1306,26,0.238,0.061, 822984108,Existing Customer,34,F,4,High School,Single,Less than $40K,Blue,30,4,1,3,3046,2279,767,0.611,2330,69,0.643,0.748, 719469333,Existing Customer,33,F,1,High School,Single,Less than $40K,Blue,25,6,3,4,6193,695,5498,0.632,2456,69,0.725,0.112, 720871383,Existing Customer,36,M,2,Graduate,Married,$80K - $120K,Blue,28,5,3,3,5634,1996,3638,1.589,2366,49,0.69,0.354, 788827308,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,50,6,2,4,4507,1574,2933,0.744,1793,38,0.652,0.349, 710180958,Existing Customer,43,M,3,High School,Single,$40K - $60K,Blue,33,5,2,3,3040,2517,523,0.493,1598,31,0.476,0.828, 778346283,Existing Customer,53,M,0,Graduate,Married,$120K +,Blue,33,4,3,3,21006,1905,19101,0.701,1856,57,0.781,0.091, 787547208,Existing Customer,48,F,3,College,Single,Less than $40K,Blue,38,3,3,4,7326,1710,5616,1.171,1852,62,1,0.233, 714983283,Attrited Customer,39,F,3,High School,Single,Less than $40K,Blue,36,6,1,3,3651,0,3651,0.977,862,19,1.111,0, 789344358,Existing Customer,57,F,1,Unknown,Married,Less than $40K,Blue,47,4,1,3,3416,2468,948,0.598,1536,42,0.556,0.722, 710406633,Attrited Customer,51,F,3,Uneducated,Married,Unknown,Blue,36,3,3,2,3664,0,3664,0.839,1168,31,0.409,0, 767653233,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,42,6,1,3,6085,930,5155,1.307,3154,59,0.967,0.153, 719461008,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,38,5,3,2,22332,1748,20584,0.841,1318,28,0.647,0.078, 789731433,Existing Customer,26,F,0,Unknown,Single,Less than $40K,Blue,13,4,2,4,2063,1390,673,0.877,2602,42,0.556,0.674, 775198608,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,32,5,3,3,4429,0,4429,1.065,1970,40,0.818,0, 717567333,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,26,6,3,2,3991,1982,2009,0.748,1661,35,0.944,0.497, 772794108,Existing Customer,46,F,3,Doctorate,Single,Less than $40K,Blue,36,5,1,4,2201,651,1550,0.825,3165,65,0.585,0.296, 712072908,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,36,4,3,2,2852,736,2116,0.386,1382,40,0.29,0.258, 709328733,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,37,6,3,3,9723,2459,7264,0.444,1258,24,1,0.253, 788107683,Existing Customer,35,M,4,High School,Married,$40K - $60K,Blue,27,6,2,3,5325,1318,4007,1.045,1814,43,0.593,0.248, 713757633,Existing Customer,65,F,0,Unknown,Married,$40K - $60K,Blue,56,3,2,4,7427,1303,6124,0.61,1596,42,0.909,0.175, 713279808,Existing Customer,53,M,2,Unknown,Married,$60K - $80K,Blue,36,6,3,3,5619,1310,4309,1.276,1816,30,1.143,0.233, 712440483,Existing Customer,54,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,3,5413,1836,3577,0.766,1164,43,0.593,0.339, 715078383,Existing Customer,64,F,0,Graduate,Married,Unknown,Blue,36,3,1,3,7646,1010,6636,0.421,1667,47,0.469,0.132, 709214358,Existing Customer,39,F,3,Graduate,Divorced,Unknown,Blue,30,3,3,2,2420,1422,998,0.731,1362,24,0.714,0.588, 778399008,Existing Customer,50,M,0,High School,Married,$80K - $120K,Blue,30,3,4,2,4252,0,4252,0.478,1598,45,0.324,0, 811534983,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,5,2,4,2031,1069,962,0.87,1943,47,0.621,0.526, 719728383,Existing Customer,38,F,4,Graduate,Married,Unknown,Blue,28,4,1,2,6861,1598,5263,2.103,2228,39,0.95,0.233, 718726833,Existing Customer,39,M,1,High School,Married,$80K - $120K,Blue,28,4,2,4,3327,0,3327,1.089,1665,36,0.636,0, 780605508,Existing Customer,53,M,1,Unknown,Married,$40K - $60K,Blue,41,5,1,3,2885,1433,1452,1.017,1170,23,0.769,0.497, 719450508,Existing Customer,53,M,2,High School,Married,$120K +,Blue,41,4,3,3,7272,2037,5235,0.795,2333,56,0.697,0.28, 711213108,Existing Customer,32,M,1,College,Divorced,$80K - $120K,Blue,36,5,3,4,34516,0,34516,0.845,2305,60,0.714,0, 708488208,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,47,5,3,3,2515,1922,593,1.181,2231,58,0.611,0.764, 717206508,Existing Customer,65,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,2798,1806,992,0.765,1543,35,0.591,0.645, 821836008,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,53,5,2,4,34516,2099,32417,0.629,1233,26,0.857,0.061, 807244983,Existing Customer,65,F,0,College,Married,Less than $40K,Blue,56,6,1,2,1438.3,680,758.3,0.512,2283,55,0.571,0.473, 821872758,Existing Customer,65,M,0,High School,Single,Less than $40K,Silver,56,4,2,4,12609,2517,10092,0.833,2121,49,0.531,0.2, 809959683,Existing Customer,55,M,2,College,Married,$80K - $120K,Blue,50,4,2,4,19159,2108,17051,0.69,1813,52,0.576,0.11, 715079208,Existing Customer,54,M,1,College,Married,$80K - $120K,Blue,42,4,1,4,9642,2517,7125,0.614,1401,35,0.458,0.261, 767049258,Existing Customer,44,M,4,High School,Single,$120K +,Blue,37,5,3,3,8396,1672,6724,0.602,1475,35,0.75,0.199, 709579383,Existing Customer,58,M,1,Uneducated,Married,$80K - $120K,Blue,50,5,3,2,6978,1148,5830,1.645,1362,26,1,0.165, 781923483,Existing Customer,53,F,1,College,Married,$40K - $60K,Blue,47,3,3,4,2459,1733,726,1.216,2309,62,0.632,0.705, 718654533,Existing Customer,33,F,1,High School,Single,Less than $40K,Silver,24,5,2,2,12956,0,12956,1.053,2492,56,0.931,0, 716169258,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,39,3,3,4,7128,1560,5568,0.573,1468,44,0.76,0.219, 713908683,Existing Customer,51,M,1,Unknown,Single,$80K - $120K,Blue,41,6,2,2,18749,1314,17435,0.711,1381,33,0.435,0.07, 708212658,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,18,6,3,2,2193,1260,933,0.886,1799,47,0.567,0.575, 756013833,Existing Customer,57,M,3,Doctorate,Married,$80K - $120K,Blue,50,3,2,3,4522,1861,2661,0.957,1806,38,0.727,0.412, 719358333,Existing Customer,36,M,4,Uneducated,Married,$40K - $60K,Blue,28,3,1,4,2157,574,1583,0.825,1663,33,0.32,0.266, 713735508,Existing Customer,35,M,3,Uneducated,Married,$80K - $120K,Blue,25,3,1,2,11927,675,11252,0.574,1986,36,0.636,0.057, 805259733,Existing Customer,55,F,2,Unknown,Married,Unknown,Blue,50,6,1,4,11341,0,11341,0.412,1731,46,0.586,0, 738749733,Existing Customer,57,F,4,Doctorate,Married,Unknown,Blue,47,4,3,3,7345,1814,5531,0.472,1390,30,0.25,0.247, 814833408,Existing Customer,56,M,2,Doctorate,Married,$60K - $80K,Blue,51,3,3,4,6036,1409,4627,0.56,1741,45,0.364,0.233, 719182308,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,27,6,1,3,2096,1567,529,0.778,1559,49,1.042,0.748, 818497758,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,4,1,3,1906,1271,635,0.574,1343,37,0.682,0.667, 719518308,Existing Customer,48,M,2,Unknown,Unknown,$80K - $120K,Blue,35,5,2,4,5039,0,5039,0.757,1390,23,0.769,0, 709991883,Attrited Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,42,2,1,2,6214,1147,5067,0.861,938,35,0.75,0.185, 770901258,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,17,3,1,3,1512,810,702,1.294,2558,44,0.571,0.536, 711499158,Existing Customer,47,M,2,Uneducated,Married,$80K - $120K,Silver,38,4,3,4,34516,733,33783,1.229,3018,60,0.538,0.021, 720445533,Existing Customer,60,F,1,College,Married,Less than $40K,Blue,53,4,3,3,3346,922,2424,0.913,1276,21,0.75,0.276, 809951133,Attrited Customer,54,M,3,College,Single,$120K +,Blue,49,3,2,3,34516,0,34516,1.203,2115,24,0.263,0, 714657108,Existing Customer,37,F,2,Uneducated,Married,Less than $40K,Blue,28,5,2,4,6660,1362,5298,1.36,2660,51,0.759,0.205, 789048858,Existing Customer,32,F,1,Post-Graduate,Married,Less than $40K,Blue,20,5,2,3,2234,1865,369,0.732,2115,59,0.439,0.835, 771816408,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,33,5,4,2,9671,704,8967,0.699,2955,66,0.941,0.073, 798158808,Existing Customer,53,F,1,College,Single,$40K - $60K,Blue,47,5,3,2,6605,1479,5126,0.739,2017,47,0.679,0.224, 787685658,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,33,4,3,2,3083,1898,1185,1.042,1448,30,2,0.616, 720141408,Attrited Customer,49,F,2,Graduate,Single,Less than $40K,Blue,31,5,1,2,5456,951,4505,0.737,1096,27,0.588,0.174, 788699808,Existing Customer,38,F,4,Unknown,Single,Unknown,Blue,14,4,1,2,4394,0,4394,0.889,1538,43,0.536,0, 708216108,Existing Customer,56,F,1,College,Married,$40K - $60K,Blue,44,5,1,4,4088,1557,2531,1.248,2250,39,0.857,0.381, 715074258,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,36,5,3,3,3930,0,3930,0.758,2067,42,0.355,0, 771653583,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,46,3,2,4,4188,1147,3041,1.042,1276,25,1.083,0.274, 717374358,Existing Customer,33,M,1,Unknown,Married,$60K - $80K,Blue,22,3,3,0,3637,1998,1639,1.412,2161,56,0.931,0.549, 720836808,Existing Customer,35,M,3,High School,Single,$80K - $120K,Blue,28,4,2,2,11521,1147,10374,1.023,2260,68,1.125,0.1, 818701383,Existing Customer,37,M,3,High School,Married,$60K - $80K,Blue,32,6,2,2,2253,1667,586,0.884,1641,45,0.667,0.74, 717277833,Existing Customer,27,F,1,Graduate,Single,Unknown,Blue,13,6,2,4,2339,2080,259,1.067,2294,45,0.452,0.889, 778137108,Existing Customer,43,M,4,High School,Single,$80K - $120K,Blue,37,6,1,2,30503,2517,27986,0.462,1860,47,0.306,0.083, 720973833,Existing Customer,49,M,2,Graduate,Divorced,$60K - $80K,Blue,36,5,3,2,4596,0,4596,0.93,2872,62,0.722,0, 768490458,Attrited Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,43,1,3,3,5701,2517,3184,0.716,961,32,0.524,0.442, 751487358,Existing Customer,39,F,3,Graduate,Married,Less than $40K,Blue,32,5,6,3,3221,0,3221,0.678,1765,40,0.6,0, 712742808,Existing Customer,41,F,3,Uneducated,Married,Less than $40K,Blue,29,5,3,3,3022,1142,1880,0.403,1184,21,0.615,0.378, 712820208,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,36,5,2,4,2699,1609,1090,0.893,2141,56,0.806,0.596, 794649858,Existing Customer,58,F,1,Uneducated,Married,Less than $40K,Blue,39,3,3,3,2210,1624,586,0.627,1287,37,0.48,0.735, 755262933,Existing Customer,56,M,2,Post-Graduate,Married,$60K - $80K,Blue,49,5,3,4,1438.3,0,1438.3,0.77,1446,38,0.81,0, 709541433,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,36,3,3,4,2041,1687,354,0.677,1555,45,0.552,0.827, 820622433,Existing Customer,39,M,1,High School,Married,$120K +,Blue,34,4,2,2,3250,1698,1552,0.767,2006,58,0.568,0.522, 712586583,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,13,6,3,4,1643,1101,542,0.713,2152,50,0.471,0.67, 709816158,Existing Customer,31,F,1,Unknown,Single,Unknown,Silver,36,4,3,2,34516,0,34516,0.791,2183,60,1.069,0, 712196508,Attrited Customer,46,F,3,High School,Single,Unknown,Blue,34,4,3,3,29543,1164,28379,0.717,1015,27,0.35,0.039, 767269908,Existing Customer,36,M,2,College,Married,$120K +,Blue,29,6,3,2,3158,0,3158,1.209,2973,63,0.969,0, 710927733,Existing Customer,39,M,1,Unknown,Married,$80K - $120K,Blue,36,6,2,3,2899,1999,900,0.832,1687,35,0.591,0.69, 711310908,Existing Customer,53,F,4,College,Married,Less than $40K,Blue,36,4,1,3,2972,2160,812,0.956,2552,62,0.676,0.727, 788862333,Existing Customer,38,F,3,Uneducated,Married,Less than $40K,Blue,23,6,2,2,5645,0,5645,1.05,1527,32,0.455,0, 713194608,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2463,1751,712,0.854,2171,58,0.758,0.711, 793550958,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,41,5,3,4,1438.3,0,1438.3,0.8,1501,40,0.739,0, 712607583,Existing Customer,56,M,1,College,Divorced,$80K - $120K,Blue,36,3,3,3,34516,1477,33039,1.234,2395,50,0.724,0.043, 713921058,Existing Customer,55,F,3,High School,Married,Less than $40K,Blue,48,6,2,2,2897,1601,1296,0.878,1337,25,0.471,0.553, 709183683,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,36,4,2,0,5391,0,5391,1.075,1971,56,0.6,0, 713407458,Existing Customer,62,F,0,Graduate,Single,Unknown,Blue,36,5,2,4,2870,2284,586,0.661,3946,74,0.574,0.796, 715241583,Existing Customer,34,M,3,High School,Married,$120K +,Blue,25,3,2,4,23959,2517,21442,0.926,1870,45,0.667,0.105, 710475408,Existing Customer,33,M,3,High School,Married,$60K - $80K,Blue,25,5,2,2,14918,2028,12890,1.342,2171,35,1.059,0.136, 708971583,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,29,3,3,2,3590,1924,1666,0.573,1472,37,0.762,0.536, 714547458,Existing Customer,65,M,0,Graduate,Married,$40K - $60K,Blue,56,3,3,2,2297,0,2297,0.511,1941,51,0.417,0, 827631483,Existing Customer,57,M,1,High School,Married,$80K - $120K,Blue,53,3,2,4,25058,1710,23348,0.613,2053,55,0.528,0.068, 711159108,Attrited Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,7418,396,7022,0.826,911,26,1,0.053, 789262683,Existing Customer,60,M,1,Unknown,Divorced,$40K - $60K,Blue,49,4,3,2,3012,0,3012,0.538,1315,23,0.278,0, 712940508,Existing Customer,39,M,3,Unknown,Single,$40K - $60K,Blue,24,3,1,4,4562,1721,2841,0.896,1896,50,1.5,0.377, 789733008,Existing Customer,39,F,2,High School,Married,Unknown,Blue,27,6,2,2,10723,1529,9194,1.426,2938,63,0.703,0.143, 714703158,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,36,6,2,3,1578,760,818,0.709,2017,43,0.955,0.482, 710255208,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,49,4,2,4,2094,1560,534,0.537,1969,41,0.367,0.745, 779236083,Existing Customer,37,F,3,High School,Married,Less than $40K,Blue,19,5,1,3,4138,0,4138,1.168,2420,50,0.613,0, 713438358,Existing Customer,41,F,4,Graduate,Married,Unknown,Blue,30,3,1,2,5417,1904,3513,0.496,1768,56,0.556,0.351, 715973583,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,36,6,3,3,34516,1047,33469,0.61,1378,30,0.429,0.03, 794113758,Existing Customer,60,M,0,High School,Married,$60K - $80K,Blue,54,6,1,2,9592,1968,7624,0.61,1821,55,0.447,0.205, 709452633,Existing Customer,56,F,4,High School,Single,Less than $40K,Blue,36,3,1,3,8881,2145,6736,0.705,2027,49,0.815,0.242, 788210583,Existing Customer,62,M,0,College,Married,$40K - $60K,Blue,54,3,3,4,1438.3,0,1438.3,0.795,1843,49,0.581,0, 717784983,Existing Customer,41,F,2,Uneducated,Married,Less than $40K,Blue,33,3,3,3,3893,1157,2736,1.169,1536,39,0.773,0.297, 786557358,Existing Customer,44,F,1,Unknown,Married,Less than $40K,Blue,38,5,2,4,3242,799,2443,0.459,1424,37,0.028,0.246, 768460908,Existing Customer,59,M,1,Graduate,Single,$40K - $60K,Blue,53,3,3,3,6035,1392,4643,0.361,1551,32,0.6,0.231, 718899708,Existing Customer,55,F,1,College,Married,Unknown,Blue,36,6,3,2,17642,1846,15796,0.72,2148,54,0.862,0.105, 714697533,Existing Customer,26,M,1,High School,Single,$60K - $80K,Blue,15,6,3,3,4327,0,4327,0.624,2344,48,0.297,0, 713206683,Attrited Customer,40,M,4,Graduate,Single,$80K - $120K,Silver,22,3,1,3,34516,0,34516,0.64,1028,26,0.3,0, 708679383,Existing Customer,44,F,2,Unknown,Unknown,Less than $40K,Blue,32,5,1,3,4852,1777,3075,0.667,1775,55,1.037,0.366, 713067033,Existing Customer,37,M,2,Uneducated,Single,Unknown,Blue,28,5,3,3,7147,1424,5723,0.821,2539,50,1.273,0.199, 789314133,Existing Customer,37,M,1,High School,Married,$60K - $80K,Blue,27,6,3,3,10320,1799,8521,0.75,1754,45,0.5,0.174, 713956308,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,49,4,2,2,3297,2297,1000,0.744,1894,56,0.556,0.697, 711595833,Existing Customer,46,M,3,College,Married,$60K - $80K,Blue,36,5,2,2,9981,807,9174,0.655,1456,30,0.667,0.081, 779521533,Existing Customer,53,M,2,High School,Married,$120K +,Blue,36,5,3,3,3329,1092,2237,1.466,1978,33,0.833,0.328, 715225458,Existing Customer,56,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,4,5991,1993,3998,0.673,1867,53,0.767,0.333, 716487408,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,30,3,1,3,3235,2517,718,1.091,1637,43,0.87,0.778, 719338383,Existing Customer,34,M,2,High School,Married,$120K +,Blue,21,3,3,3,6259,1063,5196,0.668,1836,50,0.515,0.17, 710523333,Existing Customer,65,M,0,Graduate,Married,Less than $40K,Blue,56,6,3,2,2541,1616,925,0.417,1416,27,0.588,0.636, 787489083,Existing Customer,55,M,4,Post-Graduate,Married,$80K - $120K,Blue,43,6,2,4,21351,2517,18834,0.818,1887,32,0.882,0.118, 720747633,Existing Customer,32,M,1,Unknown,Married,$40K - $60K,Blue,36,3,2,4,8998,1471,7527,0.844,1931,48,0.371,0.163, 779480658,Existing Customer,58,F,4,Graduate,Married,Unknown,Blue,42,3,3,4,10247,1600,8647,0.63,1754,44,0.692,0.156, 711498258,Existing Customer,54,M,3,High School,Married,$120K +,Blue,42,6,3,2,20311,1655,18656,0.431,1266,34,0.308,0.081, 709316433,Existing Customer,52,M,2,High School,Single,$60K - $80K,Silver,33,6,1,4,33182,1997,31185,0.755,1630,43,0.87,0.06, 778734108,Existing Customer,36,M,3,Uneducated,Married,$60K - $80K,Blue,16,4,5,4,1686,1252,434,0.575,1758,42,1.1,0.743, 778388358,Attrited Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,36,2,2,3,4742,855,3887,0.635,870,24,0.5,0.18, 716773533,Existing Customer,33,M,3,Graduate,Married,$60K - $80K,Blue,36,5,1,3,1726,1215,511,1.175,1712,48,0.548,0.704, 822130683,Existing Customer,61,M,0,Graduate,Married,$80K - $120K,Blue,56,4,2,4,8420,1389,7031,0.522,1114,34,0.545,0.165, 717268458,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,49,4,3,4,3352,1713,1639,0.657,1952,50,0.667,0.511, 827888433,Existing Customer,43,M,4,Uneducated,Single,$40K - $60K,Blue,39,5,2,2,6648,2242,4406,0.79,2089,60,0.579,0.337, 716522583,Existing Customer,48,F,3,College,Divorced,Less than $40K,Blue,36,4,3,3,2335,1845,490,0.537,1362,33,0.269,0.79, 789415983,Existing Customer,36,M,3,Graduate,Married,$60K - $80K,Blue,27,4,3,2,12397,1001,11396,0.756,1888,42,0.448,0.081, 719819958,Existing Customer,34,M,2,Uneducated,Married,$40K - $60K,Blue,26,5,1,4,1438.3,708,730.3,1.212,2243,43,0.483,0.492, 769579608,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,46,3,6,4,2240,1601,639,0.833,3795,70,0.75,0.715, 772353408,Existing Customer,43,F,5,Unknown,Single,$40K - $60K,Blue,33,4,3,4,5330,1161,4169,0.558,1441,43,0.387,0.218, 716615583,Existing Customer,61,F,1,High School,Married,Less than $40K,Blue,51,3,3,3,1795,794,1001,0.953,1834,59,1.107,0.442, 781131483,Existing Customer,55,M,2,High School,Married,$80K - $120K,Blue,47,3,1,4,5741,1894,3847,1.111,2170,51,0.962,0.33, 719101908,Existing Customer,51,F,1,Graduate,Married,Unknown,Blue,39,4,3,3,2002,1248,754,0.502,1585,40,0.905,0.623, 720521808,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,19,6,3,2,25662,1515,24147,0.556,1484,36,0.636,0.059, 718136283,Existing Customer,52,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,1,4,22103,1515,20588,0.506,1541,29,0.318,0.069, 778855383,Existing Customer,36,F,5,High School,Married,Less than $40K,Blue,17,3,1,3,1438.3,0,1438.3,1.028,1975,40,0.6,0, 779722308,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,30,5,2,2,12355,0,12355,0.912,1044,28,0.273,0, 818926833,Existing Customer,34,F,3,College,Married,$40K - $60K,Blue,29,4,1,2,2000,0,2000,0.782,1944,42,0.75,0, 721217283,Existing Customer,27,M,0,Graduate,Single,$120K +,Blue,17,6,2,2,8713,1354,7359,0.558,2094,36,0.333,0.155, 717167283,Existing Customer,49,F,5,Unknown,Divorced,Less than $40K,Blue,36,4,1,4,9165,0,9165,0.597,1846,56,0.647,0, 713371233,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Silver,31,5,1,2,11583,631,10952,0.714,3320,55,0.774,0.054, 778426608,Existing Customer,52,M,4,Graduate,Married,$80K - $120K,Blue,32,4,3,3,1438.3,702,736.3,0.805,1805,53,0.606,0.488, 713823033,Attrited Customer,31,F,2,Unknown,Married,Unknown,Blue,20,3,1,2,8149,0,8149,0.331,808,30,0.111,0, 787515333,Attrited Customer,40,M,3,Uneducated,Married,$80K - $120K,Blue,29,3,2,3,3616,1151,2465,0.687,820,21,0.75,0.318, 710944608,Existing Customer,39,M,3,Graduate,Unknown,$80K - $120K,Blue,31,6,2,4,8434,2222,6212,0.691,1414,27,0.929,0.263, 718444233,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,25,3,3,2,9791,1311,8480,0.704,1649,59,0.513,0.134, 771099183,Existing Customer,37,F,2,Graduate,Single,Less than $40K,Blue,24,5,2,3,8444,1945,6499,0.703,2497,74,0.609,0.23, 770241333,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,43,3,1,4,2228,1003,1225,1.119,2104,44,0.467,0.45, 710819733,Attrited Customer,56,M,3,Graduate,Married,$120K +,Blue,36,5,1,1,12211,0,12211,0.642,903,29,0.526,0, 772155108,Existing Customer,62,F,0,High School,Married,Less than $40K,Blue,51,6,3,4,1438.3,0,1438.3,0.702,1445,38,0.31,0, 798796233,Existing Customer,37,F,3,High School,Married,$40K - $60K,Blue,31,5,3,3,1586,1038,548,0.973,1724,24,0.714,0.654, 815472108,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,37,3,3,3,2247,1045,1202,0.952,1300,31,0.55,0.465, 769145733,Existing Customer,36,M,3,Graduate,Single,$60K - $80K,Blue,30,3,4,3,2789,1584,1205,0.996,2688,60,0.714,0.568, 783364233,Existing Customer,59,M,0,Graduate,Married,$40K - $60K,Blue,53,3,2,3,4241,0,4241,0.607,1798,45,0.731,0, 772236108,Existing Customer,40,F,1,Graduate,Married,Unknown,Blue,29,5,1,3,8398,1892,6506,0.861,1489,29,0.526,0.225, 715640358,Existing Customer,43,M,3,High School,Single,$40K - $60K,Blue,36,6,3,3,4112,768,3344,0.413,1334,40,0.429,0.187, 713529858,Existing Customer,29,M,2,Graduate,Divorced,$40K - $60K,Silver,22,6,2,3,15578,1383,14195,0.794,2492,71,0.614,0.089, 715684308,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,36,6,2,2,4008,1636,2372,0.637,1395,43,0.955,0.408, 709451508,Existing Customer,63,F,1,High School,Married,Unknown,Blue,50,6,1,3,12766,0,12766,0.668,1191,28,0.647,0, 709204158,Existing Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,24,5,2,4,3438,1129,2309,0.605,2331,56,0.436,0.328, 713182458,Existing Customer,53,M,4,High School,Married,$80K - $120K,Blue,43,3,1,2,16692,2446,14246,0.853,1288,29,0.45,0.147, 710624658,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,36,4,2,2,4066,1639,2427,1.749,3040,56,0.931,0.403, 716355783,Existing Customer,36,M,3,Unknown,Married,$60K - $80K,Blue,30,5,2,3,13080,0,13080,0.685,1999,44,0.571,0, 716793108,Existing Customer,26,M,0,College,Single,Less than $40K,Blue,36,4,1,2,1934,1070,864,0.448,2334,61,0.452,0.553, 716162583,Existing Customer,45,F,0,Unknown,Single,Less than $40K,Blue,36,6,2,3,3230,2517,713,0.615,1931,57,0.425,0.779, 714051033,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,36,6,2,4,3615,1699,1916,0.576,1967,40,0.538,0.47, 715007583,Existing Customer,61,F,0,Unknown,Unknown,Unknown,Blue,36,4,2,2,1801,0,1801,1.234,3193,62,1.48,0, 719139558,Existing Customer,26,M,0,Uneducated,Single,Less than $40K,Blue,36,4,3,4,2665,1567,1098,0.586,2514,64,0.455,0.588, 794632308,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Silver,25,5,3,2,28822,2517,26305,0.492,1504,35,0.296,0.087, 770662383,Existing Customer,38,M,2,Graduate,Single,$40K - $60K,Blue,24,6,3,2,14632,1158,13474,0.501,1399,36,0.5,0.079, 714787383,Existing Customer,32,F,0,College,Married,Unknown,Blue,36,5,3,3,6715,1314,5401,0.987,1731,41,0.519,0.196, 714700158,Existing Customer,53,M,2,Unknown,Married,$60K - $80K,Blue,46,3,2,3,6658,1761,4897,0.489,1309,40,0.6,0.264, 710581758,Existing Customer,52,F,2,Graduate,Single,$40K - $60K,Blue,44,6,2,3,3360,1219,2141,0.412,1309,30,1,0.363, 720497958,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Blue,14,5,3,2,14853,0,14853,1.025,1800,41,0.519,0, 720920058,Existing Customer,38,M,2,Graduate,Married,$60K - $80K,Blue,25,3,3,4,4800,1212,3588,1.254,2935,62,0.879,0.252, 710872233,Existing Customer,27,M,0,Unknown,Single,$40K - $60K,Blue,17,5,1,2,4610,0,4610,0.794,2280,49,0.4,0, 709855608,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,36,3,3,4,1438.3,981,457.3,0.663,1114,33,0.65,0.682, 815484783,Existing Customer,57,M,0,Uneducated,Single,$60K - $80K,Blue,42,6,4,3,8377,1211,7166,0.813,1797,44,1.2,0.145, 771602883,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,30,4,5,4,4147,1719,2428,0.875,1776,44,0.571,0.415, 755953308,Existing Customer,62,F,0,Post-Graduate,Married,$40K - $60K,Blue,55,6,1,4,2644,2207,437,0.866,1194,30,0.765,0.835, 758408883,Existing Customer,37,F,1,Graduate,Unknown,$40K - $60K,Blue,30,5,3,4,13355,1631,11724,1.113,1921,37,0.85,0.122, 717940008,Existing Customer,57,F,2,Unknown,Divorced,$40K - $60K,Blue,36,5,2,2,3251,1887,1364,1.007,3228,67,0.763,0.58, 720917808,Existing Customer,35,M,2,High School,Single,$40K - $60K,Blue,36,5,3,4,2100,950,1150,0.764,2623,74,1.114,0.452, 812801958,Existing Customer,55,F,1,Unknown,Married,Less than $40K,Blue,50,5,3,4,3566,1401,2165,0.903,2425,54,0.8,0.393, 714997683,Existing Customer,56,F,4,Graduate,Married,Unknown,Blue,49,5,1,3,14915,1111,13804,0.846,1388,35,0.667,0.074, 709379283,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,27,3,1,4,13003,0,13003,0.877,1697,40,1.105,0, 711840408,Existing Customer,64,M,0,College,Married,Less than $40K,Blue,55,5,3,4,2492,1424,1068,0.485,1375,30,0.364,0.571, 785328408,Existing Customer,37,F,4,Graduate,Married,Less than $40K,Blue,31,5,2,3,1758,1180,578,0.744,2013,41,0.367,0.671, 719873808,Existing Customer,34,M,1,College,Married,$60K - $80K,Blue,23,3,2,2,5510,1604,3906,0.551,1995,53,0.262,0.291, 715528983,Existing Customer,46,M,5,Uneducated,Divorced,$60K - $80K,Blue,36,3,1,2,17196,1646,15550,0.542,1466,41,1.278,0.096, 720254883,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,46,6,1,3,5877,1697,4180,1.058,2494,58,0.706,0.289, 811980858,Existing Customer,36,M,0,Graduate,Married,$60K - $80K,Blue,31,5,1,2,7667,0,7667,0.632,1501,35,0.667,0, 711330408,Existing Customer,35,F,2,College,Married,$40K - $60K,Blue,24,4,1,3,2939,1865,1074,0.932,2077,47,0.679,0.635, 718465458,Existing Customer,49,M,1,Unknown,Single,$80K - $120K,Blue,31,6,1,4,5898,1348,4550,0.64,1002,21,1.333,0.229, 710616183,Existing Customer,46,F,3,Uneducated,Single,Unknown,Blue,33,5,3,4,19995,0,19995,0.65,1879,34,0.7,0, 714580158,Existing Customer,26,M,0,Post-Graduate,Married,$40K - $60K,Blue,36,6,1,4,2773,2080,693,0.695,3567,73,0.622,0.75, 710798883,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,44,4,2,4,3323,2310,1013,0.749,1599,47,0.808,0.695, 720511608,Existing Customer,38,F,0,Graduate,Married,Unknown,Blue,28,5,3,3,16049,799,15250,0.777,1989,33,0.571,0.05, 708913233,Existing Customer,37,M,1,High School,Married,$40K - $60K,Blue,28,3,4,2,3601,1236,2365,0.726,1802,34,0.478,0.343, 788038383,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,25,3,2,2,2307,1385,922,1.515,2440,48,0.846,0.6, 719905908,Existing Customer,59,M,1,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,3742,1175,2567,0.514,1505,31,0.824,0.314, 807044958,Existing Customer,34,M,3,High School,Married,$40K - $60K,Blue,29,6,3,3,2937,869,2068,1.493,2171,45,0.875,0.296, 719514783,Existing Customer,39,F,3,Post-Graduate,Unknown,Unknown,Blue,26,6,1,4,3209,2517,692,0.431,1292,37,0.762,0.784, 787643658,Existing Customer,59,M,0,Graduate,Married,$60K - $80K,Blue,53,6,1,4,12554,2169,10385,0.529,1422,30,0.579,0.173, 779138883,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Blue,34,6,3,4,4702,0,4702,0.578,1673,44,0.257,0, 708173433,Existing Customer,26,F,1,Unknown,Single,$40K - $60K,Blue,14,4,2,4,5645,2324,3321,0.655,2482,57,0.727,0.412, 778401033,Existing Customer,32,M,0,High School,Married,$60K - $80K,Blue,13,3,3,4,14308,1889,12419,1.053,1659,39,1.167,0.132, 818375733,Attrited Customer,51,F,2,College,Married,$40K - $60K,Blue,46,3,1,3,4882,695,4187,0.508,1544,44,0.517,0.142, 711048783,Existing Customer,41,M,4,Doctorate,Married,$80K - $120K,Blue,29,3,3,3,33405,0,33405,0.535,1345,34,0.619,0, 721415658,Existing Customer,39,F,1,Graduate,Married,$40K - $60K,Blue,27,3,1,2,2700,2220,480,1.595,2901,59,1.36,0.822, 717961458,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,37,5,1,4,2934,2381,553,0.762,3396,64,0.778,0.812, 718563483,Existing Customer,30,M,2,Unknown,Divorced,$120K +,Blue,14,3,2,3,1548,0,1548,0.828,2611,64,0.455,0, 717128283,Existing Customer,40,F,3,High School,Unknown,Less than $40K,Blue,36,5,2,2,5525,2409,3116,0.929,2305,33,0.941,0.436, 718068933,Existing Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,4,5750,1521,4229,0.837,2155,61,0.605,0.265, 718623783,Existing Customer,56,M,2,College,Married,$120K +,Blue,36,6,3,2,27157,1547,25610,0.487,1535,38,0.267,0.057, 716565258,Existing Customer,37,M,3,Doctorate,Single,$80K - $120K,Blue,36,5,2,4,12830,0,12830,0.774,2526,54,0.588,0, 712505658,Existing Customer,51,F,4,Unknown,Single,Less than $40K,Blue,41,3,1,3,5530,1999,3531,1.018,1766,45,0.667,0.361, 792565908,Existing Customer,36,F,2,Uneducated,Single,Less than $40K,Blue,30,6,2,3,2684,1474,1210,1.042,2346,51,1.04,0.549, 709267308,Existing Customer,62,M,1,Graduate,Married,$80K - $120K,Blue,49,3,1,2,2437,1400,1037,0.779,1651,32,1,0.574, 710035008,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,24,3,2,4,3827,1397,2430,0.88,2491,64,1,0.365, 790082508,Existing Customer,42,M,4,High School,Single,$120K +,Blue,35,5,2,2,34516,1658,32858,1.095,2935,65,0.711,0.048, 716866308,Existing Customer,38,M,2,High School,Married,$60K - $80K,Blue,33,6,3,4,5940,1101,4839,0.942,1872,34,1.125,0.185, 709707033,Attrited Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,32,2,3,2,13162,0,13162,0.512,1424,38,0.583,0, 718346658,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,37,3,2,4,1963,1357,606,0.689,1861,51,0.7,0.691, 824157858,Existing Customer,58,M,3,Graduate,Married,$80K - $120K,Blue,54,4,3,3,18713,1022,17691,0.682,1524,42,0.615,0.055, 709735008,Existing Customer,35,M,2,High School,Married,$80K - $120K,Blue,22,3,1,4,3023,1435,1588,0.62,1920,34,0.619,0.475, 814593858,Existing Customer,58,M,3,High School,Single,$120K +,Blue,53,4,1,2,6103,1798,4305,0.705,1468,34,0.619,0.295, 718416858,Existing Customer,42,M,5,Graduate,Married,$60K - $80K,Blue,34,3,3,3,10607,2517,8090,1.197,1903,40,0.538,0.237, 710307933,Existing Customer,32,F,0,College,Single,Less than $40K,Blue,24,3,3,4,2917,2517,400,0.833,2471,60,0.875,0.863, 715870758,Existing Customer,35,M,4,Graduate,Married,$120K +,Blue,30,4,3,4,34516,1018,33498,1.129,2350,55,0.774,0.029, 713819283,Existing Customer,51,M,1,Uneducated,Married,$80K - $120K,Blue,42,6,2,2,25197,2517,22680,0.721,3002,58,0.812,0.1, 710424408,Existing Customer,63,M,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,2743,1815,928,0.567,1210,25,1.273,0.662, 709493283,Existing Customer,42,M,2,Unknown,Single,$120K +,Blue,32,5,2,4,4111,1233,2878,0.478,1289,36,0.5,0.3, 712489158,Existing Customer,36,F,0,Uneducated,Single,Unknown,Blue,18,5,3,2,3667,948,2719,0.641,2781,59,0.844,0.259, 719013108,Existing Customer,42,M,3,Graduate,Divorced,$40K - $60K,Blue,33,4,2,4,3178,1800,1378,0.89,4605,86,0.623,0.566, 721178583,Attrited Customer,37,F,3,Graduate,Unknown,Unknown,Blue,22,2,3,2,5674,0,5674,0.906,1096,29,0.526,0, 717769008,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,36,5,3,4,11444,1278,10166,1.31,2493,44,0.913,0.112, 709986633,Existing Customer,29,M,1,High School,Married,$40K - $60K,Blue,36,3,1,3,1438.3,0,1438.3,0.742,2144,41,0.577,0, 721062408,Existing Customer,54,M,2,Uneducated,Divorced,$40K - $60K,Blue,34,4,3,4,6387,1597,4790,0.689,1294,26,0.529,0.25, 771349458,Existing Customer,33,M,2,Graduate,Married,$40K - $60K,Blue,20,4,3,3,5657,1792,3865,0.904,1914,46,0.769,0.317, 780557658,Existing Customer,63,F,0,Uneducated,Married,Unknown,Blue,54,5,3,2,11827,0,11827,0.921,1395,37,0.609,0, 771441558,Existing Customer,49,M,2,Post-Graduate,Married,$60K - $80K,Blue,37,5,3,3,2608,1589,1019,0.982,2073,47,0.516,0.609, 756409758,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,37,4,5,4,3203,2076,1127,0.543,1433,38,1,0.648, 720009558,Existing Customer,33,F,2,College,Single,Unknown,Gold,36,3,1,3,34516,1540,32976,1.038,2574,72,0.756,0.045, 778885158,Existing Customer,57,M,3,Uneducated,Married,$80K - $120K,Blue,38,5,3,3,2472,2457,15,0.693,1392,33,0.737,0.994, 715543908,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,43,4,3,3,2147,1173,974,0.653,1352,37,0.37,0.546, 717591483,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,44,4,1,3,3416,2044,1372,0.994,1924,48,0.92,0.598, 715042608,Existing Customer,39,F,2,Doctorate,Married,Unknown,Blue,36,5,2,4,8058,791,7267,1.787,2742,42,2,0.098, 755959683,Existing Customer,50,F,5,Unknown,Unknown,Unknown,Blue,43,5,1,2,3410,2281,1129,0.518,1296,31,0.348,0.669, 715367058,Existing Customer,43,M,3,College,Unknown,$60K - $80K,Blue,37,5,2,3,19044,0,19044,0.721,1780,44,0.76,0, 714573258,Existing Customer,36,M,2,Post-Graduate,Single,$60K - $80K,Blue,30,4,2,4,1606,798,808,0.59,2229,45,1.045,0.497, 712281183,Existing Customer,55,M,4,Graduate,Married,$120K +,Blue,36,4,2,2,24336,856,23480,0.459,1425,33,0.65,0.035, 717670758,Existing Customer,30,F,1,Graduate,Single,Less than $40K,Blue,20,5,2,3,5030,1327,3703,0.803,2523,71,0.775,0.264, 720666333,Existing Customer,36,M,3,Unknown,Married,$120K +,Blue,24,6,3,2,24577,0,24577,0.75,1897,39,0.393,0, 771556308,Existing Customer,26,F,0,High School,Single,Less than $40K,Blue,13,6,3,4,3517,1195,2322,0.556,2255,48,0.5,0.34, 708931908,Existing Customer,48,M,3,High School,Single,$40K - $60K,Blue,36,3,2,3,7400,636,6764,0.972,1568,51,0.5,0.086, 718894233,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,36,6,2,4,2956,1391,1565,0.698,2116,63,0.575,0.471, 771544533,Attrited Customer,42,F,5,High School,Married,Unknown,Blue,30,3,1,4,3578,0,3578,0.759,1015,36,0.44,0, 708927108,Attrited Customer,53,M,2,Graduate,Married,$120K +,Blue,36,1,3,2,12778,507,12271,0.967,1133,28,0.4,0.04, 717831783,Existing Customer,58,F,2,Uneducated,Married,Less than $40K,Blue,45,3,3,4,1942,1536,406,0.615,1371,38,0.407,0.791, 709288383,Existing Customer,32,M,2,Graduate,Divorced,$80K - $120K,Blue,26,5,1,3,29961,789,29172,0.833,2337,69,0.605,0.026, 710813733,Existing Customer,48,M,4,Uneducated,Married,$60K - $80K,Silver,35,5,3,4,33791,0,33791,0.712,1546,41,0.577,0, 721084833,Existing Customer,48,M,5,High School,Married,$40K - $60K,Silver,34,5,0,2,17657,2018,15639,0.55,1682,39,0.95,0.114, 711258108,Existing Customer,54,M,1,College,Married,$120K +,Blue,44,4,3,2,2821,2415,406,0.441,1419,36,0.8,0.856, 710149008,Existing Customer,59,M,0,High School,Married,Less than $40K,Blue,47,6,3,4,1479,787,692,0.865,2139,70,0.556,0.532, 711902058,Existing Customer,35,M,2,Graduate,Married,$60K - $80K,Blue,36,3,3,2,1438.3,0,1438.3,1.623,2492,55,0.897,0, 716757033,Existing Customer,37,M,4,Post-Graduate,Married,$40K - $60K,Blue,27,5,1,4,6859,1766,5093,1.186,3045,56,0.697,0.257, 712688433,Existing Customer,36,M,3,High School,Divorced,$120K +,Blue,36,3,2,3,3404,1568,1836,1.055,2406,65,0.857,0.461, 713203908,Existing Customer,26,M,0,Uneducated,Single,$40K - $60K,Blue,15,4,1,3,2158,1695,463,0.766,1833,27,0.588,0.785, 711772008,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,22,1,2,1,1890,666,1224,0.691,1483,36,0.5,0.352, 708799983,Attrited Customer,40,M,1,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,4,18386,890,17496,0.361,1698,43,0.483,0.048, 778882758,Existing Customer,55,F,2,Unknown,Married,Unknown,Blue,36,5,5,4,3602,2013,1589,0.839,1935,47,1.474,0.559, 709157133,Existing Customer,39,M,1,Unknown,Divorced,$80K - $120K,Blue,34,6,1,3,3766,1049,2717,0.666,1514,51,0.645,0.279, 741344808,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,32,4,2,4,5634,2057,3577,1.399,2905,63,0.969,0.365, 739692933,Existing Customer,46,F,2,Unknown,Single,$40K - $60K,Blue,29,4,2,4,3126,2517,609,1.235,1638,41,0.519,0.805, 766429908,Existing Customer,49,M,2,High School,Unknown,$60K - $80K,Blue,42,6,1,2,3017,786,2231,1.081,1640,37,0.762,0.261, 802087683,Existing Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,26,6,2,3,5478,1491,3987,1.304,2456,55,0.571,0.272, 712491108,Existing Customer,35,M,1,Post-Graduate,Married,$80K - $120K,Blue,20,6,3,4,13046,1177,11869,1.214,2601,52,0.733,0.09, 714767508,Existing Customer,39,M,2,Graduate,Married,$40K - $60K,Blue,31,5,3,2,8687,1146,7541,1.8,2279,33,1.357,0.132, 720376008,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,40,6,2,4,6174,1421,4753,0.669,2043,52,0.793,0.23, 779126658,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,13,5,1,2,5655,0,5655,0.842,2312,61,0.649,0, 793222008,Existing Customer,32,M,0,High School,Married,$60K - $80K,Blue,26,5,2,3,5397,1784,3613,0.904,2056,49,0.633,0.331, 720812433,Existing Customer,54,M,2,College,Married,$120K +,Blue,46,6,1,2,28465,0,28465,0.696,1693,37,1.056,0, 717623583,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,27,4,2,4,3444,2441,1003,1.563,2668,51,0.545,0.709, 708878508,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,37,4,1,3,2104,1267,837,0.677,1732,35,1.059,0.602, 710043408,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,37,4,1,4,15610,2048,13562,0.657,1916,58,0.526,0.131, 789079758,Existing Customer,44,M,4,Doctorate,Unknown,$120K +,Blue,32,3,2,3,34516,1356,33160,1.169,1531,48,0.655,0.039, 721311333,Existing Customer,32,M,1,High School,Married,Unknown,Blue,22,3,1,4,16912,1590,15322,1.274,2413,41,0.708,0.094, 710749458,Existing Customer,64,F,0,Doctorate,Married,Less than $40K,Blue,53,4,1,3,5462,1864,3598,0.67,1523,35,0.667,0.341, 778275783,Existing Customer,37,F,2,Unknown,Unknown,Less than $40K,Blue,27,5,1,2,2868,1434,1434,0.777,2909,64,0.488,0.5, 799498158,Existing Customer,31,M,1,Post-Graduate,Married,$60K - $80K,Blue,22,5,1,3,2685,1580,1105,0.727,1642,36,0.636,0.588, 716334258,Existing Customer,49,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,5,1,2,5238,1365,3873,1.027,1834,43,1.263,0.261, 716075208,Existing Customer,32,F,3,High School,Married,Less than $40K,Blue,22,4,2,4,4561,2029,2532,0.768,1874,38,0.52,0.445, 780276258,Existing Customer,53,M,2,High School,Married,$120K +,Blue,39,3,2,3,13091,985,12106,0.322,1452,37,0.276,0.075, 789282333,Existing Customer,62,F,0,Graduate,Married,Unknown,Blue,51,3,3,3,10826,1274,9552,0.602,1355,34,0.619,0.118, 811571733,Existing Customer,26,F,0,Unknown,Single,Unknown,Blue,13,4,2,2,2600,1876,724,0.606,2625,45,0.364,0.722, 709429533,Existing Customer,49,F,5,Graduate,Divorced,Unknown,Blue,35,6,3,4,2561,0,2561,1.021,2047,41,0.864,0, 715247508,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,3,2,2,7087,1060,6027,0.709,1712,37,0.609,0.15, 718784358,Existing Customer,34,M,4,Uneducated,Single,$120K +,Blue,36,6,3,2,34516,2517,31999,0.975,1969,46,1.3,0.073, 751450008,Existing Customer,41,M,1,Post-Graduate,Single,$40K - $60K,Blue,32,3,2,4,10266,1390,8876,0.593,1720,42,0.556,0.135, 719227233,Existing Customer,27,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,3,1553,723,830,0.666,1954,43,0.344,0.466, 711050058,Existing Customer,33,F,2,Uneducated,Married,$40K - $60K,Blue,23,4,2,4,6732,0,6732,0.856,1644,45,0.731,0, 779040408,Existing Customer,56,M,2,High School,Married,$120K +,Blue,37,3,1,2,12181,1702,10479,0.834,1478,33,0.5,0.14, 714024858,Existing Customer,36,M,3,High School,Married,$80K - $120K,Blue,27,3,1,2,7056,0,7056,0.815,1739,35,0.842,0, 789849108,Existing Customer,35,M,1,Graduate,Single,$60K - $80K,Blue,25,6,1,2,14365,0,14365,0.61,2290,62,0.632,0, 710391258,Existing Customer,27,M,0,Graduate,Married,$40K - $60K,Blue,36,3,2,4,11473,829,10644,0.707,2147,41,0.519,0.072, 718830183,Existing Customer,46,M,1,High School,Single,$60K - $80K,Blue,38,5,2,4,23996,2517,21479,0.488,1339,29,0.381,0.105, 779696883,Existing Customer,48,M,2,Graduate,Divorced,$60K - $80K,Blue,33,4,2,4,2998,1789,1209,0.807,1825,31,0.348,0.597, 719249733,Existing Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,36,6,2,2,30011,1232,28779,0.944,1676,41,0.783,0.041, 737971833,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,31,6,3,3,2405,1553,852,1.156,2503,40,0.667,0.646, 772468983,Existing Customer,36,M,1,Post-Graduate,Married,$80K - $120K,Blue,26,3,4,2,21927,1291,20636,0.864,1946,37,0.542,0.059, 710990283,Existing Customer,56,M,1,High School,Married,$80K - $120K,Blue,36,4,1,2,3906,1851,2055,0.73,1839,33,0.833,0.474, 808750458,Existing Customer,32,M,1,Doctorate,Single,$60K - $80K,Blue,27,5,3,3,10029,606,9423,0.727,2192,58,0.657,0.06, 719692983,Existing Customer,36,M,2,Doctorate,Married,$60K - $80K,Blue,30,3,3,4,4934,1504,3430,1.52,2747,42,0.448,0.305, 719125158,Existing Customer,35,F,2,High School,Single,Less than $40K,Silver,15,5,2,2,13882,1452,12430,0.771,2685,71,0.511,0.105, 787509408,Existing Customer,26,M,0,College,Single,Unknown,Blue,13,6,3,2,2347,0,2347,0.863,2595,56,0.333,0, 719206308,Existing Customer,32,M,1,High School,Married,$60K - $80K,Blue,24,4,2,2,4116,1223,2893,0.73,1657,38,0.52,0.297, 717141858,Existing Customer,56,F,2,High School,Single,$40K - $60K,Blue,36,4,1,2,13904,625,13279,0.673,3151,67,0.595,0.045, 713172408,Existing Customer,54,M,1,Unknown,Married,$80K - $120K,Blue,43,4,2,4,32558,2016,30542,0.506,1440,37,0.423,0.062, 720314583,Existing Customer,54,M,2,Unknown,Married,$80K - $120K,Blue,44,4,1,2,12902,1860,11042,0.492,1273,33,0.375,0.144, 708347583,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,4,2509,1144,1365,0.692,1804,38,0.583,0.456, 711006783,Existing Customer,38,F,1,Graduate,Single,Less than $40K,Blue,22,3,3,3,2484,2149,335,0.669,1200,28,0.647,0.865, 718274283,Existing Customer,35,M,3,College,Single,$60K - $80K,Blue,36,5,1,3,2780,0,2780,0.565,2469,67,0.811,0, 803977008,Existing Customer,39,M,2,Unknown,Married,$60K - $80K,Blue,34,6,2,4,5219,1826,3393,1.011,1715,35,1.188,0.35, 715216908,Existing Customer,48,M,4,Doctorate,Single,$80K - $120K,Blue,36,6,3,4,18102,1381,16721,0.513,1486,32,0.143,0.076, 779611008,Existing Customer,29,M,0,Graduate,Married,$40K - $60K,Blue,18,4,3,4,4532,0,4532,0.734,1885,55,0.528,0, 811467708,Existing Customer,33,M,2,Graduate,Married,$80K - $120K,Blue,28,4,2,2,22399,1431,20968,1.019,2390,62,0.722,0.064, 812597508,Existing Customer,39,F,1,High School,Married,$40K - $60K,Blue,34,6,5,3,4489,2498,1991,0.779,2153,58,0.568,0.556, 718651083,Existing Customer,35,F,2,Graduate,Single,Unknown,Blue,25,4,1,4,10329,514,9815,0.708,2461,68,0.838,0.05, 708577308,Existing Customer,43,F,1,Unknown,Divorced,Less than $40K,Blue,36,4,2,3,2637,1272,1365,0.728,1569,39,1.053,0.482, 813990483,Existing Customer,27,F,0,High School,Married,Less than $40K,Blue,22,4,1,2,1864,1384,480,0.904,1662,32,0.391,0.742, 816319008,Existing Customer,52,F,2,Graduate,Single,Unknown,Blue,47,6,3,3,13276,1917,11359,1.075,1901,33,0.833,0.144, 789627258,Existing Customer,31,M,1,Graduate,Single,$40K - $60K,Blue,25,5,3,3,1935,1033,902,0.623,2498,60,1,0.534, 713346558,Existing Customer,45,M,4,Graduate,Divorced,$60K - $80K,Blue,37,5,2,4,6784,891,5893,1.047,1900,28,0.556,0.131, 708744933,Existing Customer,35,M,2,High School,Married,$60K - $80K,Blue,36,4,2,4,19127,1880,17247,0.788,1859,33,0.571,0.098, 708828258,Existing Customer,55,M,2,College,Married,$120K +,Blue,37,5,2,3,32641,1551,31090,0.488,1327,30,0.304,0.048, 713511108,Existing Customer,61,M,1,Uneducated,Married,$40K - $60K,Blue,47,5,3,4,1438.3,847,591.3,0.436,1397,43,0.483,0.589, 710208633,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,31,5,2,2,2417,1929,488,0.886,1773,42,0.556,0.798, 824165658,Existing Customer,38,M,2,Unknown,Married,$80K - $120K,Blue,34,4,1,3,19259,2266,16993,0.92,1388,27,0.929,0.118, 826513233,Existing Customer,54,F,3,Unknown,Married,Less than $40K,Blue,50,6,2,2,3796,2396,1400,0.569,2069,54,0.742,0.631, 788789658,Existing Customer,40,M,5,Unknown,Unknown,$80K - $120K,Blue,22,6,1,4,4042,1744,2298,0.582,1471,37,0.542,0.431, 717837858,Existing Customer,47,M,5,College,Married,$120K +,Blue,34,3,1,2,17603,1063,16540,1.065,2902,64,0.641,0.06, 709382958,Existing Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,46,6,1,4,2894,2077,817,0.574,1017,25,0.562,0.718, 716253858,Existing Customer,37,M,5,Post-Graduate,Married,$80K - $120K,Blue,26,2,1,2,16730,1956,14774,0.675,1740,43,0.536,0.117, 713725683,Existing Customer,36,F,0,College,Single,Less than $40K,Blue,27,6,3,2,3282,1843,1439,0.625,2614,79,0.646,0.562, 710364258,Existing Customer,53,F,2,Uneducated,Married,Unknown,Blue,41,4,2,2,15815,1217,14598,1.266,2135,48,0.846,0.077, 816033783,Existing Customer,26,M,0,High School,Single,$60K - $80K,Blue,21,6,2,3,1672,957,715,0.576,2099,34,0.417,0.572, 715065483,Existing Customer,45,F,3,Graduate,Divorced,Less than $40K,Blue,36,4,3,3,8121,1595,6526,0.743,1914,45,0.5,0.196, 718751133,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,26,4,1,4,3182,2435,747,0.868,1670,30,0.765,0.765, 713983308,Existing Customer,60,M,0,Post-Graduate,Married,$60K - $80K,Blue,49,5,1,4,3182,1928,1254,0.509,1233,35,0.4,0.606, 718418958,Attrited Customer,30,M,1,Post-Graduate,Divorced,Less than $40K,Blue,36,6,2,4,5061,0,5061,0.911,1309,38,0.462,0, 779367858,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,28,5,3,3,6224,1898,4326,1.103,3014,58,0.706,0.305, 711285633,Existing Customer,33,F,0,Unknown,Single,Unknown,Blue,36,6,1,3,2735,1769,966,1.465,3306,71,0.972,0.647, 714974658,Existing Customer,48,F,4,College,Married,Less than $40K,Blue,36,6,1,4,2464,1867,597,0.6,1219,35,1.333,0.758, 716374308,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,33,4,3,2,3477,1875,1602,0.907,1897,50,1.083,0.539, 713416233,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,24,5,2,2,3242,2076,1166,0.612,1841,46,0.533,0.64, 797643708,Existing Customer,47,M,1,High School,Married,$120K +,Blue,41,3,1,4,27858,1314,26544,0.676,1772,53,0.559,0.047, 808292958,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,20,6,2,3,1438.3,495,943.3,1.062,2546,40,0.333,0.344, 719831958,Existing Customer,49,M,3,College,Single,$120K +,Blue,36,5,2,4,34516,0,34516,0.646,1793,44,0.833,0, 708860358,Existing Customer,38,M,3,High School,Married,$80K - $120K,Blue,22,4,2,3,6361,694,5667,0.844,1499,31,0.938,0.109, 717385983,Existing Customer,30,M,0,Graduate,Married,Less than $40K,Blue,21,6,6,2,2490,0,2490,0.859,1645,30,0.667,0, 719049033,Existing Customer,53,M,3,High School,Married,$120K +,Blue,44,5,6,4,14057,1655,12402,0.676,2073,60,0.333,0.118, 717581658,Existing Customer,49,M,2,Unknown,Single,$60K - $80K,Blue,38,4,1,2,2461,1586,875,1.676,1729,35,0.75,0.644, 714347508,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,21,4,3,3,7766,1278,6488,0.806,2423,74,0.609,0.165, 803833608,Existing Customer,40,M,3,Uneducated,Single,$40K - $60K,Silver,33,4,1,3,21308,564,20744,0.448,1322,38,0.652,0.026, 712576908,Existing Customer,30,M,0,High School,Married,$60K - $80K,Blue,36,5,2,4,4516,2252,2264,0.889,1819,24,0.846,0.499, 778511733,Existing Customer,42,F,3,College,Single,$40K - $60K,Blue,30,6,3,2,5424,1812,3612,0.513,1634,44,0.76,0.334, 721464783,Existing Customer,62,F,0,Graduate,Married,Less than $40K,Blue,36,3,2,2,1764,1540,224,0.937,2094,47,0.958,0.873, 821179233,Attrited Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,1,3,3,1493,932,561,0.466,1554,43,0.344,0.624, 713126733,Existing Customer,56,M,3,College,Married,$120K +,Blue,43,6,2,2,17539,2517,15022,0.743,1220,30,0.765,0.144, 719688408,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Silver,36,6,2,3,34516,0,34516,0.534,3530,68,0.659,0, 779811183,Existing Customer,35,F,3,Uneducated,Married,Less than $40K,Blue,25,4,1,2,2149,1118,1031,0.903,1581,30,1,0.52, 771086208,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,44,3,4,4,6256,1530,4726,0.647,1629,43,0.344,0.245, 715217733,Existing Customer,33,F,2,High School,Single,Unknown,Blue,25,5,1,4,11922,792,11130,0.667,2154,61,0.525,0.066, 813752433,Attrited Customer,43,F,3,Graduate,Single,Less than $40K,Blue,38,5,2,4,4075,1986,2089,1.214,2449,27,0.038,0.487, 711876333,Existing Customer,53,M,3,Graduate,Married,$80K - $120K,Blue,36,5,1,4,7290,2151,5139,0.583,1312,29,0.526,0.295, 715256658,Existing Customer,50,M,2,College,Single,$60K - $80K,Blue,36,5,3,2,5965,688,5277,0.673,3382,58,1.071,0.115, 711329658,Existing Customer,30,M,0,High School,Married,$120K +,Blue,13,3,1,4,9007,1965,7042,0.698,1925,42,0.448,0.218, 710227908,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,36,3,2,3,6077,1397,4680,0.834,2837,74,0.609,0.23, 716362008,Existing Customer,37,M,2,Doctorate,Married,$40K - $60K,Blue,29,3,3,2,1808,1009,799,0.796,1744,35,0.944,0.558, 714939708,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,36,6,1,3,12810,0,12810,1.363,3174,74,1.114,0, 708083283,Attrited Customer,58,M,0,Unknown,Single,$40K - $60K,Blue,45,3,1,3,3421,2517,904,0.992,992,21,0.4,0.736, 719431608,Existing Customer,63,F,0,College,Married,$40K - $60K,Blue,53,6,1,4,3118,1528,1590,0.604,1291,24,0.6,0.49, 769411758,Existing Customer,43,M,1,Graduate,Single,$60K - $80K,Blue,37,4,3,4,20013,922,19091,0.655,1518,39,0.625,0.046, 714248733,Existing Customer,26,F,0,Unknown,Single,Unknown,Blue,13,4,1,2,4395,1240,3155,0.662,2272,46,0.438,0.282, 804481608,Existing Customer,37,F,1,Unknown,Single,Less than $40K,Blue,32,6,3,3,9661,0,9661,0.926,2825,60,0.818,0, 714631833,Existing Customer,53,M,4,Graduate,Married,$60K - $80K,Blue,44,3,2,4,1973,1324,649,0.805,1587,38,0.52,0.671, 769751958,Existing Customer,55,M,3,Unknown,Married,$120K +,Blue,49,3,2,4,9926,2018,7908,0.618,2235,57,0.357,0.203, 717999183,Existing Customer,36,M,3,High School,Married,$60K - $80K,Blue,36,6,3,3,4108,1659,2449,1.202,2275,58,0.871,0.404, 713075283,Existing Customer,51,M,3,High School,Single,$120K +,Blue,36,5,1,4,20741,2504,18237,0.8,1818,51,1.04,0.121, 711561108,Existing Customer,36,M,4,Graduate,Single,$80K - $120K,Blue,24,6,1,2,16335,892,15443,0.673,2733,71,0.919,0.055, 709854483,Existing Customer,35,F,1,High School,Married,Unknown,Blue,17,5,3,3,4588,2517,2071,1.525,2442,62,0.632,0.549, 713630733,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,24,5,3,3,5712,1955,3757,0.969,2617,54,0.8,0.342, 717599283,Existing Customer,57,M,0,Doctorate,Married,$60K - $80K,Blue,36,3,1,2,5335,1206,4129,0.69,1844,49,0.75,0.226, 806407308,Attrited Customer,54,F,3,College,Single,Unknown,Blue,49,6,2,3,13184,0,13184,1.166,2047,33,0.179,0, 712730583,Existing Customer,29,M,0,Uneducated,Married,$60K - $80K,Blue,20,5,2,3,8592,1201,7391,0.778,1842,50,0.852,0.14, 712142733,Existing Customer,37,F,3,Post-Graduate,Married,Less than $40K,Blue,26,5,3,2,1910,1164,746,0.744,2028,39,1.053,0.609, 720153258,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,45,6,3,3,6210,1083,5127,0.621,3095,62,0.59,0.174, 814086333,Existing Customer,36,M,3,College,Married,$40K - $60K,Blue,31,6,2,4,2220,1337,883,0.768,1685,44,0.375,0.602, 715524708,Existing Customer,49,M,5,Unknown,Single,$40K - $60K,Silver,41,4,2,2,20756,1710,19046,0.816,1502,31,0.824,0.082, 713307708,Existing Customer,64,F,0,Unknown,Married,$40K - $60K,Blue,55,6,3,2,2895,2517,378,0.322,1541,37,0.609,0.869, 714069858,Existing Customer,53,M,3,Graduate,Married,$60K - $80K,Blue,36,4,3,2,3539,2517,1022,0.569,1677,45,0.5,0.711, 712789383,Existing Customer,52,M,1,Graduate,Married,$120K +,Blue,44,6,1,4,9274,2097,7177,0.776,2048,59,0.639,0.226, 787983633,Existing Customer,35,F,3,Uneducated,Married,Less than $40K,Blue,26,6,1,3,3187,2517,670,1.214,2072,33,0.833,0.79, 758583708,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,24,2,1,4,2802,2460,342,1.029,1406,28,0.077,0.878, 717130383,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,2334,707,1627,0.561,1386,30,0.5,0.303, 720770883,Existing Customer,65,F,0,Graduate,Single,Less than $40K,Blue,56,5,3,3,1438.3,0,1438.3,0.76,2249,61,0.564,0, 716797758,Existing Customer,53,F,2,Unknown,Married,Less than $40K,Blue,44,3,2,4,3519,0,3519,0.548,1670,33,0.65,0, 713835258,Existing Customer,53,M,1,Unknown,Married,$120K +,Blue,48,3,2,3,3088,2083,1005,0.633,1561,40,0.538,0.675, 720677733,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Silver,36,6,3,0,34516,1002,33514,1.345,2579,68,0.7,0.029, 718587858,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,31,3,1,4,11906,2032,9874,0.465,1642,39,0.625,0.171, 710263608,Existing Customer,53,F,3,High School,Married,Unknown,Blue,36,4,2,4,11098,821,10277,0.896,2156,46,0.586,0.074, 715055433,Existing Customer,36,M,3,Uneducated,Married,$60K - $80K,Blue,22,6,3,4,2224,1772,452,0.81,2004,44,0.419,0.797, 715498308,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,36,4,3,4,3454,1603,1851,1.078,1575,41,0.519,0.464, 708099183,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,4,2,2,5723,1873,3850,0.851,2732,63,0.853,0.327, 716452908,Existing Customer,36,F,1,Unknown,Single,Less than $40K,Blue,36,4,2,3,9239,1421,7818,0.823,2246,44,0.833,0.154, 789959283,Existing Customer,39,M,2,College,Single,$80K - $120K,Blue,24,4,3,2,4061,1775,2286,0.686,1602,40,0.667,0.437, 713536158,Existing Customer,65,M,1,College,Married,Less than $40K,Blue,56,5,3,2,4189,0,4189,0.715,1597,31,0.722,0, 716750358,Existing Customer,45,F,1,Unknown,Married,Less than $40K,Blue,32,4,1,3,6373,1562,4811,0.573,3483,82,0.64,0.245, 815299833,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,33,5,2,3,2228,1717,511,1.625,2334,61,0.848,0.771, 721003008,Attrited Customer,36,F,4,Graduate,Married,Less than $40K,Blue,24,3,2,2,3261,2517,744,0.378,856,18,0.059,0.772, 779883933,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,24,3,3,2,8014,1402,6612,0.873,1596,34,0.789,0.175, 716612958,Existing Customer,35,F,2,College,Married,$40K - $60K,Blue,29,6,1,3,10980,1726,9254,0.856,1830,36,0.636,0.157, 715859058,Existing Customer,54,M,3,Post-Graduate,Married,$120K +,Blue,42,6,3,4,3092,2165,927,0.676,1369,37,0.542,0.7, 772031733,Existing Customer,40,M,4,Graduate,Single,$80K - $120K,Blue,29,5,1,2,14315,690,13625,1.32,2603,56,0.806,0.048, 720668358,Existing Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,46,3,3,3,1648,997,651,0.776,1776,36,0.565,0.605, 778708533,Attrited Customer,26,F,0,High School,Single,$40K - $60K,Blue,13,2,2,4,1730,1616,114,0.331,869,27,0.286,0.934, 719649408,Existing Customer,46,M,2,High School,Married,$60K - $80K,Blue,35,6,3,3,13768,763,13005,0.712,1390,44,0.76,0.055, 715457658,Existing Customer,29,F,1,Graduate,Married,Unknown,Blue,19,3,3,4,1709,1465,244,0.558,1757,48,0.548,0.857, 711934308,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,19,5,2,3,1705,0,1705,0.604,3342,62,0.824,0, 781326483,Existing Customer,31,M,0,Graduate,Divorced,$60K - $80K,Blue,25,6,1,2,8673,0,8673,0.876,2457,58,0.933,0, 712557708,Existing Customer,35,M,1,High School,Married,$60K - $80K,Blue,21,5,2,2,6391,2317,4074,0.831,2274,61,1.033,0.363, 789187908,Existing Customer,56,M,2,Uneducated,Married,$80K - $120K,Blue,45,4,2,2,11102,1946,9156,0.625,1448,36,1,0.175, 773297508,Existing Customer,34,M,3,College,Married,$80K - $120K,Blue,28,3,1,3,24765,1999,22766,1.013,1544,36,0.714,0.081, 716529258,Existing Customer,42,M,4,Doctorate,Married,$80K - $120K,Blue,27,5,3,4,31864,0,31864,1.009,1591,35,0.75,0, 708242283,Existing Customer,29,M,1,College,Single,$60K - $80K,Blue,36,5,3,2,5346,0,5346,0.928,3253,80,0.818,0, 789247458,Existing Customer,32,M,0,Graduate,Single,$40K - $60K,Blue,21,6,2,3,2801,1472,1329,1.027,2467,54,0.8,0.526, 717100833,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,27,6,6,2,3148,0,3148,0.498,1401,31,0.722,0, 716870583,Existing Customer,36,F,3,Unknown,Married,Less than $40K,Blue,36,6,5,3,2786,1628,1158,1.314,2853,55,0.667,0.584, 719999508,Existing Customer,37,M,3,Unknown,Married,$60K - $80K,Blue,24,3,1,2,11894,816,11078,1.561,2438,45,0.607,0.069, 721236408,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,29,5,3,3,7535,2517,5018,0.813,1655,41,0.577,0.334, 720122808,Attrited Customer,52,M,2,High School,Married,$60K - $80K,Silver,35,4,4,3,33180,511,32669,0.681,797,14,0.273,0.015, 716882658,Existing Customer,62,F,2,Graduate,Married,Less than $40K,Blue,51,6,2,4,2986,1632,1354,0.883,2141,55,0.667,0.547, 713734758,Existing Customer,35,F,2,Graduate,Married,Unknown,Blue,23,4,2,2,6729,2375,4354,0.579,2080,50,0.351,0.353, 709085358,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,36,3,3,4,2601,1817,784,0.663,2542,67,0.675,0.699, 715785933,Existing Customer,54,M,3,College,Married,$80K - $120K,Blue,45,4,3,0,3380,1655,1725,0.636,1636,58,0.706,0.49, 717159858,Existing Customer,27,M,1,High School,Single,$60K - $80K,Blue,18,5,2,2,2730,1351,1379,0.623,2319,61,0.743,0.495, 713259858,Attrited Customer,26,M,0,High School,Single,$40K - $60K,Blue,15,3,1,3,3324,0,3324,0.537,982,22,0.692,0, 787516908,Existing Customer,56,F,2,Graduate,Married,Less than $40K,Blue,45,4,3,3,2665,1844,821,0.554,1880,58,0.758,0.692, 711145008,Existing Customer,60,F,1,Graduate,Married,$40K - $60K,Blue,47,4,3,2,5015,2053,2962,0.442,1325,29,0.381,0.409, 715013733,Existing Customer,54,M,4,Graduate,Married,$60K - $80K,Blue,36,4,3,3,6905,2303,4602,0.712,1370,25,0.786,0.334, 717098208,Existing Customer,48,M,3,Unknown,Married,$80K - $120K,Blue,41,5,2,2,5848,950,4898,0.726,1961,51,0.545,0.162, 737982408,Existing Customer,33,M,1,College,Single,$80K - $120K,Blue,26,4,3,4,19136,1608,17528,0.728,2501,55,0.528,0.084, 713216883,Existing Customer,64,F,0,Unknown,Married,Less than $40K,Blue,55,4,3,4,3500,1904,1596,1.182,2003,41,0.952,0.544, 709361058,Existing Customer,35,M,2,Graduate,Married,$60K - $80K,Blue,24,5,1,3,7453,0,7453,0.712,1691,47,0.516,0, 710312658,Existing Customer,54,F,2,Unknown,Married,Less than $40K,Blue,43,4,3,3,6266,1819,4447,0.744,1456,27,1.077,0.29, 773383158,Existing Customer,29,F,1,College,Single,Less than $40K,Blue,23,4,3,4,4945,0,4945,1.033,2743,69,0.769,0, 716053083,Attrited Customer,33,M,2,Graduate,Married,$120K +,Blue,21,2,2,4,27992,0,27992,0.433,837,18,1,0, 717667833,Existing Customer,34,M,1,Graduate,Married,$40K - $60K,Blue,36,6,2,3,3735,1285,2450,1.034,1877,33,1.2,0.344, 716998608,Existing Customer,48,M,3,Graduate,Unknown,$60K - $80K,Blue,36,3,3,2,6703,1252,5451,0.625,1843,44,0.63,0.187, 772086408,Existing Customer,38,M,3,High School,Single,$80K - $120K,Blue,27,4,1,4,6162,943,5219,0.484,1527,35,0.207,0.153, 708597558,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,36,4,4,3,3337,795,2542,0.524,3951,68,0.619,0.238, 718011783,Existing Customer,55,M,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,2205,1337,868,0.65,1591,38,0.727,0.606, 714360033,Existing Customer,62,M,1,High School,Married,$40K - $60K,Blue,43,5,1,3,4450,1444,3006,0.465,1326,44,0.419,0.324, 811005858,Existing Customer,33,F,0,Unknown,Married,Less than $40K,Blue,28,4,2,4,1438.3,0,1438.3,0.916,2914,70,0.591,0, 794485158,Existing Customer,38,M,2,Unknown,Married,$80K - $120K,Blue,18,6,1,2,2172,1475,697,1.158,2447,46,1.3,0.679, 708513183,Existing Customer,39,M,1,Uneducated,Married,$40K - $60K,Blue,29,4,2,2,4323,1267,3056,1.102,3078,58,0.611,0.293, 719353158,Existing Customer,56,M,1,College,Married,$80K - $120K,Blue,45,5,1,3,4145,1468,2677,0.579,1238,36,0.5,0.354, 711436083,Existing Customer,36,M,1,Graduate,Married,Less than $40K,Blue,18,6,3,3,2032,1003,1029,1.005,2454,46,0.586,0.494, 780374133,Existing Customer,29,M,1,College,Single,$80K - $120K,Blue,19,5,3,3,7010,2103,4907,1.007,2413,48,1.087,0.3, 739117233,Existing Customer,57,M,3,High School,Married,$120K +,Blue,50,3,3,2,3205,1530,1675,0.673,2126,58,0.657,0.477, 708486033,Existing Customer,55,F,3,Post-Graduate,Married,Unknown,Blue,36,3,2,3,16547,1521,15026,0.555,1782,48,0.333,0.092, 795237183,Existing Customer,51,F,2,Graduate,Married,$40K - $60K,Blue,45,3,2,4,5930,0,5930,1.19,2041,32,0.684,0, 788788758,Existing Customer,57,F,3,College,Single,Unknown,Blue,39,4,1,2,7469,1752,5717,0.923,2050,46,0.917,0.235, 709635858,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,6,2,3,2235,0,2235,0.556,1229,27,0.35,0, 789701658,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,13,5,2,2,2047,1196,851,0.623,2180,33,0.941,0.584, 713484483,Existing Customer,36,F,4,Uneducated,Single,Unknown,Silver,21,3,1,2,34516,907,33609,0.572,2298,55,0.719,0.026, 711954558,Existing Customer,53,F,3,Graduate,Married,$40K - $60K,Blue,44,3,3,4,2636,2357,279,0.654,1333,34,0.545,0.894, 712655583,Existing Customer,41,M,3,Graduate,Married,$40K - $60K,Blue,32,3,3,2,6425,915,5510,0.958,2036,44,0.692,0.142, 779686683,Existing Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,13,5,3,2,2902,1668,1234,0.621,2088,34,0.478,0.575, 711226758,Existing Customer,51,F,1,College,Divorced,Less than $40K,Blue,42,3,2,3,4002,1669,2333,0.702,2024,53,1.12,0.417, 713241033,Existing Customer,34,M,0,Graduate,Married,$60K - $80K,Blue,26,4,3,3,5175,977,4198,1.705,2405,49,0.885,0.189, 788754108,Existing Customer,65,F,1,Unknown,Single,$40K - $60K,Blue,48,4,2,4,4599,637,3962,0.622,2608,78,0.592,0.139, 717013383,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,43,4,3,4,31258,1518,29740,0.917,2866,53,0.893,0.049, 712634133,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,45,5,2,4,2683,1671,1012,0.784,1406,37,0.423,0.623, 709537683,Attrited Customer,37,M,3,College,Married,$80K - $120K,Blue,30,3,4,3,11638,926,10712,0.262,563,15,0.364,0.08, 778627983,Existing Customer,40,F,3,Graduate,Married,Unknown,Blue,20,3,1,3,1829,1140,689,0.325,1610,49,0.4,0.623, 720241758,Existing Customer,55,M,0,Doctorate,Married,$80K - $120K,Blue,36,3,1,3,8276,1671,6605,0.359,1409,25,0.25,0.202, 720814233,Existing Customer,45,M,4,High School,Unknown,$80K - $120K,Blue,34,4,3,3,23539,1261,22278,0.484,1485,38,0.462,0.054, 785080308,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,31,5,3,3,2352,0,2352,1.467,2344,48,0.92,0, 713358633,Existing Customer,30,M,1,Graduate,Single,$60K - $80K,Blue,36,6,1,2,11371,1015,10356,1.483,2768,68,0.889,0.089, 720392433,Existing Customer,55,F,1,Unknown,Married,Less than $40K,Blue,36,6,6,2,2857,2517,340,0.871,1869,47,0.567,0.881, 720282558,Existing Customer,36,M,2,Graduate,Single,$80K - $120K,Silver,27,5,2,4,34516,1568,32948,0.878,2873,73,0.659,0.045, 821370858,Existing Customer,39,M,1,Graduate,Married,$40K - $60K,Blue,35,5,3,4,6690,1884,4806,0.791,1734,39,0.625,0.282, 799249833,Existing Customer,34,M,2,Graduate,Single,Less than $40K,Blue,28,5,1,4,4439,844,3595,0.863,2858,71,0.69,0.19, 713016633,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,36,4,3,2,5344,1582,3762,0.537,1984,36,1,0.296, 814471983,Existing Customer,42,M,3,High School,Divorced,$80K - $120K,Blue,37,6,3,3,27310,0,27310,0.919,1537,41,1.05,0, 779612808,Existing Customer,61,M,1,Graduate,Married,$40K - $60K,Blue,50,6,2,4,2531,2360,171,0.955,1263,35,0.591,0.932, 716692683,Existing Customer,31,M,1,College,Single,$40K - $60K,Blue,22,4,1,3,9096,0,9096,0.768,2318,54,0.688,0, 790145733,Attrited Customer,40,M,3,College,Single,$80K - $120K,Silver,33,1,3,4,34516,0,34516,0.927,1112,26,0.368,0, 716038533,Existing Customer,42,F,3,Graduate,Unknown,Less than $40K,Blue,32,3,1,2,7169,902,6267,0.834,1438,35,0.591,0.126, 714421233,Existing Customer,54,F,0,Graduate,Married,Less than $40K,Blue,36,5,3,4,5399,1723,3676,0.765,1292,34,0.889,0.319, 709783908,Existing Customer,52,F,3,Unknown,Married,Less than $40K,Blue,47,6,3,2,2280,1170,1110,0.603,1924,50,0.667,0.513, 812788233,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,21,4,1,4,6315,1305,5010,0.542,2205,43,0.265,0.207, 772452783,Existing Customer,43,M,3,Unknown,Married,$40K - $60K,Blue,33,6,1,2,4402,1640,2762,0.719,1774,46,1,0.373, 714002658,Existing Customer,49,M,2,Unknown,Married,$120K +,Blue,34,5,4,2,27732,1623,26109,0.452,1413,31,0.722,0.059, 713464983,Existing Customer,45,F,2,Graduate,Unknown,$40K - $60K,Blue,36,4,3,4,4947,1053,3894,1.195,3479,76,0.81,0.213, 713910108,Existing Customer,38,M,1,Graduate,Married,$80K - $120K,Blue,28,3,2,3,3946,2375,1571,0.921,1646,43,0.536,0.602, 808169358,Existing Customer,57,M,2,Uneducated,Single,$40K - $60K,Blue,52,5,3,4,12291,2289,10002,0.685,1683,50,0.471,0.186, 714013083,Existing Customer,63,F,2,Graduate,Married,$40K - $60K,Blue,53,4,2,4,3067,1874,1193,0.791,1420,32,0.455,0.611, 715381533,Existing Customer,42,F,4,Post-Graduate,Single,Less than $40K,Blue,36,6,2,3,1438.3,674,764.3,1.769,2451,55,1.292,0.469, 717678408,Existing Customer,61,F,1,Doctorate,Married,$40K - $60K,Blue,47,4,2,4,8633,2517,6116,0.681,2066,51,0.457,0.292, 719143308,Existing Customer,37,M,2,Unknown,Single,$40K - $60K,Blue,28,4,4,3,2394,0,2394,1.059,2805,85,0.667,0, 711509658,Attrited Customer,61,M,2,Graduate,Married,$120K +,Blue,49,3,0,4,11374,2517,8857,1.015,1088,26,1.167,0.221, 757481283,Existing Customer,35,M,3,College,Married,$60K - $80K,Blue,28,4,3,4,6921,2159,4762,0.895,1931,35,0.75,0.312, 808681158,Existing Customer,57,M,0,Graduate,Married,$80K - $120K,Blue,52,4,6,4,2564,2379,185,0.358,1343,35,0.296,0.928, 718867683,Existing Customer,64,M,1,Unknown,Married,Less than $40K,Blue,55,4,3,4,2720,1904,816,0.634,1613,43,0.344,0.7, 714618333,Existing Customer,39,F,2,Doctorate,Married,Unknown,Blue,36,3,2,4,9843,2154,7689,0.733,1402,35,0.667,0.219, 794562783,Existing Customer,28,F,0,Unknown,Single,Unknown,Blue,13,5,3,2,21691,661,21030,0.767,2534,51,0.962,0.03, 708208758,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,45,6,3,2,1826,883,943,0.953,2199,48,1,0.484, 794504658,Existing Customer,39,M,1,Unknown,Married,$60K - $80K,Blue,24,6,3,0,5746,1829,3917,0.649,1562,44,0.913,0.318, 714772758,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,27,6,2,4,2926,1346,1580,0.834,1851,48,0.455,0.46, 713830233,Existing Customer,47,F,5,High School,Married,$40K - $60K,Blue,36,5,3,2,7061,1813,5248,0.744,1831,60,0.5,0.257, 713577483,Existing Customer,47,M,4,Unknown,Married,$80K - $120K,Blue,35,3,3,4,5589,1430,4159,0.632,1570,31,0.722,0.256, 814513008,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,33,5,3,3,9620,2033,7587,0.667,1735,43,0.387,0.211, 712765158,Existing Customer,26,F,1,High School,Single,Less than $40K,Blue,15,5,3,3,2539,2162,377,0.635,2386,47,0.382,0.852, 714411108,Existing Customer,37,F,3,Graduate,Single,Unknown,Blue,28,4,2,3,3642,610,3032,0.676,2790,68,0.581,0.167, 720231108,Existing Customer,57,M,2,Graduate,Single,Less than $40K,Blue,39,3,4,3,3451,0,3451,0.744,3031,57,0.676,0, 709035708,Existing Customer,38,F,0,Unknown,Married,Less than $40K,Blue,36,4,2,3,1841,1246,595,0.759,1819,35,0.522,0.677, 720662508,Existing Customer,39,M,1,Graduate,Married,$120K +,Blue,25,6,3,2,5764,1529,4235,1.356,1972,38,0.52,0.265, 708623283,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,16,6,3,2,18278,0,18278,0.798,2084,61,1.103,0, 813247083,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,33,4,3,2,16059,618,15441,0.824,1357,26,1,0.038, 780078333,Existing Customer,56,M,2,Unknown,Married,$60K - $80K,Blue,41,3,2,2,5887,659,5228,0.65,1193,26,0.3,0.112, 811915383,Existing Customer,36,M,3,Uneducated,Married,$40K - $60K,Blue,31,6,2,2,3152,1986,1166,1.328,2530,50,0.724,0.63, 719818983,Attrited Customer,39,M,1,College,Divorced,$80K - $120K,Blue,28,1,3,4,12464,0,12464,0.864,1195,35,0.522,0, 716349183,Existing Customer,58,F,1,Uneducated,Married,Unknown,Blue,36,5,2,3,4784,0,4784,0.905,2160,54,0.929,0, 710067183,Existing Customer,28,M,1,High School,Single,Less than $40K,Blue,36,5,2,3,1950,0,1950,0.803,2074,81,0.8,0, 771234558,Existing Customer,65,F,0,Graduate,Single,Less than $40K,Blue,56,6,3,2,7478,0,7478,0.847,2213,62,0.771,0, 820288233,Existing Customer,26,F,0,Uneducated,Single,Less than $40K,Blue,20,4,3,4,1438.3,0,1438.3,0.764,2731,39,0.5,0, 717511533,Existing Customer,28,M,0,Graduate,Single,Less than $40K,Blue,36,4,2,4,1707,1191,516,0.669,2950,87,0.977,0.698, 711642108,Existing Customer,30,F,1,Uneducated,Married,Unknown,Blue,13,5,2,2,4016,917,3099,1.246,2572,35,0.591,0.228, 712495233,Existing Customer,31,F,0,Uneducated,Married,Less than $40K,Blue,19,5,3,2,2370,1699,671,0.889,2411,53,0.656,0.717, 718484283,Existing Customer,57,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,6,1,4,3478,2517,961,0.685,1409,49,0.75,0.724, 717413658,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,6,2,2,1539,989,550,0.86,1987,47,0.808,0.643, 804668658,Attrited Customer,26,F,0,Uneducated,Single,Less than $40K,Blue,20,3,2,4,1438.3,0,1438.3,0.506,947,20,0.053,0, 715934283,Existing Customer,39,F,2,High School,Single,$40K - $60K,Blue,26,6,3,2,3142,1639,1503,0.986,3046,56,1.154,0.522, 717499083,Existing Customer,35,M,0,Unknown,Single,$60K - $80K,Blue,36,3,1,2,17236,0,17236,0.958,3013,78,0.696,0, 715279683,Existing Customer,52,F,2,Uneducated,Married,$40K - $60K,Blue,36,5,1,4,1438.3,0,1438.3,0.529,1679,39,0.5,0, 718971333,Existing Customer,33,M,1,Graduate,Single,$80K - $120K,Blue,20,5,3,2,13206,925,12281,0.766,2342,51,1.318,0.07, 709219533,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,41,3,1,0,2480,1351,1129,0.522,1359,36,0.565,0.545, 709150608,Existing Customer,30,F,0,Unknown,Married,Less than $40K,Blue,19,5,1,4,2898,0,2898,1.154,2632,64,0.778,0, 788259558,Existing Customer,59,M,0,Unknown,Married,Less than $40K,Blue,51,5,3,4,1570,1028,542,0.742,1430,28,1.333,0.655, 802464033,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,56,6,3,3,4460,1262,3198,0.898,1877,41,0.783,0.283, 712757808,Existing Customer,33,F,2,Uneducated,Married,Less than $40K,Blue,22,4,2,4,1544,0,1544,0.677,1731,40,0.739,0, 714457083,Existing Customer,52,F,2,High School,Married,Unknown,Blue,44,6,3,2,3456,2219,1237,0.636,1332,24,0.5,0.642, 713413758,Existing Customer,26,F,1,College,Single,Unknown,Blue,16,4,3,3,2751,1599,1152,0.694,2270,44,0.333,0.581, 708741633,Existing Customer,52,M,4,High School,Married,$60K - $80K,Blue,44,6,3,4,4153,0,4153,0.434,1771,41,0.367,0, 714043833,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,4,3685,1396,2289,0.974,3016,85,0.809,0.379, 789577833,Existing Customer,56,M,2,Graduate,Married,$120K +,Blue,49,4,1,4,8902,1932,6970,0.781,969,29,1.071,0.217, 787570758,Existing Customer,35,M,2,Uneducated,Married,$120K +,Blue,26,3,3,4,2944,1596,1348,0.737,2070,44,0.467,0.542, 720371733,Existing Customer,58,F,0,Graduate,Married,Less than $40K,Blue,47,5,3,2,2232,786,1446,0.435,1395,39,0.345,0.352, 819117183,Existing Customer,34,F,3,Unknown,Married,$40K - $60K,Blue,29,3,2,4,1569,909,660,1.288,2169,48,1.182,0.579, 711776433,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,26,4,2,2,23622,1153,22469,0.666,2574,65,0.625,0.049, 709583133,Existing Customer,53,M,3,Uneducated,Married,$40K - $60K,Blue,40,6,3,3,3326,1442,1884,0.711,1627,54,1.077,0.434, 719521983,Existing Customer,38,M,2,Uneducated,Married,$40K - $60K,Blue,31,4,3,3,6116,1698,4418,0.937,1592,32,1,0.278, 718415133,Existing Customer,38,M,1,Uneducated,Married,$80K - $120K,Blue,25,6,1,3,11352,0,11352,1.324,1601,34,1.125,0, 710594358,Existing Customer,28,F,0,Unknown,Single,Less than $40K,Silver,36,4,3,4,14910,873,14037,0.737,2560,72,0.674,0.059, 709730508,Existing Customer,39,F,0,High School,Single,Unknown,Blue,27,6,3,3,17531,0,17531,0.8,4563,61,0.743,0, 720462633,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,29,3,2,3,4138,643,3495,0.681,1827,49,0.581,0.155, 715005558,Existing Customer,36,M,2,College,Single,$80K - $120K,Blue,36,6,2,2,8374,2147,6227,1.113,2472,65,1.167,0.256, 779993208,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,28,3,3,3,7049,0,7049,0.988,1475,27,1.7,0, 787543008,Existing Customer,37,M,1,Graduate,Single,$40K - $60K,Blue,27,5,3,4,3851,1695,2156,0.717,2349,61,0.968,0.44, 743265108,Existing Customer,37,M,4,College,Single,$60K - $80K,Blue,30,5,1,4,15936,827,15109,1.085,2477,49,1.042,0.052, 713770383,Existing Customer,29,F,0,Uneducated,Divorced,Less than $40K,Blue,19,5,4,4,2926,0,2926,0.84,2775,74,1.114,0, 712392108,Existing Customer,51,M,3,High School,Married,$60K - $80K,Blue,36,3,2,4,10305,691,9614,0.485,1451,25,0.667,0.067, 720145683,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,42,3,2,2,2987,2517,470,0.479,1617,35,0.75,0.843, 714832383,Existing Customer,35,M,0,High School,Single,$80K - $120K,Gold,29,6,2,3,34516,1965,32551,1.044,2949,70,1,0.057, 772706283,Existing Customer,38,F,2,College,Married,$40K - $60K,Blue,28,3,3,4,6275,1579,4696,0.996,1585,43,0.72,0.252, 795920358,Existing Customer,33,F,2,High School,Married,Less than $40K,Blue,27,3,2,3,7185,0,7185,1.504,2679,45,0.8,0, 716277558,Existing Customer,45,F,1,Uneducated,Single,Less than $40K,Blue,36,4,3,4,3281,1961,1320,0.744,1779,47,0.808,0.598, 764776833,Existing Customer,61,M,0,Graduate,Married,$40K - $60K,Blue,54,3,3,2,3077,1646,1431,0.456,1523,30,0.579,0.535, 710795883,Existing Customer,33,F,3,Uneducated,Married,Less than $40K,Blue,16,6,1,4,2042,1864,178,1.318,2758,50,0.852,0.913, 710428308,Existing Customer,55,M,4,High School,Single,$60K - $80K,Blue,51,4,1,4,2001,1553,448,0.482,1910,51,0.7,0.776, 721096983,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,36,4,3,4,3625,2517,1108,1.158,2616,46,1.3,0.694, 715760733,Existing Customer,58,M,4,High School,Married,$40K - $60K,Blue,47,6,3,4,7803,1885,5918,0.531,1199,25,0.316,0.242, 718227033,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,30,3,1,2,5951,1702,4249,1.264,2565,53,0.71,0.286, 720610008,Attrited Customer,59,M,1,College,Married,$120K +,Blue,50,1,5,4,15796,812,14984,0.719,1339,23,0.15,0.051, 719517258,Existing Customer,57,M,4,Unknown,Single,$80K - $120K,Blue,36,5,3,4,7558,1364,6194,0.719,3676,67,0.558,0.18, 714111333,Existing Customer,55,M,1,High School,Married,$60K - $80K,Blue,46,6,1,3,5381,0,5381,0.746,1910,38,1,0, 717551358,Existing Customer,63,M,0,Graduate,Married,$60K - $80K,Blue,55,4,1,4,3556,2517,1039,0.983,2279,56,0.6,0.708, 813573333,Existing Customer,60,M,1,High School,Married,Less than $40K,Blue,55,5,1,4,2661,1466,1195,0.631,1354,25,0.316,0.551, 711709683,Existing Customer,53,F,2,Uneducated,Married,Less than $40K,Blue,36,6,1,4,3506,1405,2101,0.766,1999,48,0.655,0.401, 712902483,Existing Customer,35,M,3,High School,Married,$60K - $80K,Blue,24,3,2,2,2066,1699,367,0.624,1895,43,0.536,0.822, 710893533,Existing Customer,53,M,1,Unknown,Married,$120K +,Blue,42,4,1,4,8329,877,7452,0.432,1570,56,0.333,0.105, 719883858,Existing Customer,58,M,2,Graduate,Married,Less than $40K,Blue,48,4,1,0,2774,0,2774,0.721,1258,33,0.435,0, 719628033,Existing Customer,33,F,1,Post-Graduate,Married,Unknown,Blue,36,5,3,3,4134,1130,3004,1.222,2475,52,0.926,0.273, 712043433,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,36,5,2,2,11329,1180,10149,0.648,1213,33,0.571,0.104, 769095558,Existing Customer,59,M,1,Doctorate,Single,$60K - $80K,Blue,53,3,2,2,9055,1560,7495,0.696,1755,45,0.8,0.172, 816094233,Existing Customer,37,M,1,High School,Married,$120K +,Blue,32,6,2,2,17393,1409,15984,0.608,1692,38,0.652,0.081, 758417508,Existing Customer,50,F,4,High School,Divorced,Less than $40K,Blue,43,6,3,4,5908,0,5908,0.822,3313,72,0.756,0, 721234308,Existing Customer,35,F,2,Uneducated,Married,Less than $40K,Blue,21,6,2,3,5825,1815,4010,1.132,2820,62,0.879,0.312, 717138558,Existing Customer,28,M,0,Post-Graduate,Married,$40K - $60K,Blue,16,5,1,3,3665,0,3665,0.737,1813,31,0.409,0, 798120858,Existing Customer,37,M,3,Uneducated,Married,$80K - $120K,Blue,31,4,2,2,3797,1425,2372,1.505,2555,44,0.833,0.375, 709997958,Existing Customer,39,M,3,Graduate,Married,$40K - $60K,Blue,28,4,3,4,3478,0,3478,0.65,2133,54,0.543,0, 712617408,Existing Customer,31,M,1,Post-Graduate,Single,$40K - $60K,Blue,20,5,3,3,13734,0,13734,0.855,2566,74,0.762,0, 720158208,Existing Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,23,4,3,2,3034,2167,867,0.711,2058,49,0.485,0.714, 716548083,Existing Customer,39,M,4,Graduate,Married,Less than $40K,Blue,32,4,1,4,2973,2360,613,1.257,2593,57,0.781,0.794, 717631008,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,31,4,1,2,24296,0,24296,0.781,1886,48,0.5,0, 813964383,Existing Customer,35,M,3,Graduate,Single,$40K - $60K,Blue,30,3,1,3,8969,1226,7743,0.84,2568,59,0.735,0.137, 719952408,Existing Customer,30,M,0,Graduate,Married,Less than $40K,Blue,36,3,3,2,2550,1623,927,0.65,1870,51,0.275,0.636, 771028533,Attrited Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,35,5,1,3,10357,0,10357,0.506,911,25,0.19,0, 771823308,Existing Customer,33,F,2,Uneducated,Unknown,Less than $40K,Blue,21,5,1,4,1475,986,489,0.896,1896,33,0.833,0.668, 719854008,Existing Customer,47,M,3,Unknown,Single,$40K - $60K,Blue,36,3,6,2,5154,1407,3747,0.666,1694,32,0.778,0.273, 713998233,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,6,2,4,3586,1414,2172,0.745,2780,57,0.727,0.394, 714746358,Existing Customer,38,M,3,Unknown,Married,$60K - $80K,Blue,28,3,1,2,4646,1680,2966,1.238,2234,35,0.667,0.362, 713574708,Existing Customer,39,M,3,College,Single,$40K - $60K,Blue,28,6,2,2,1640,1177,463,0.695,3124,66,0.784,0.718, 714753258,Existing Customer,34,M,2,Unknown,Married,$60K - $80K,Blue,36,5,2,4,2379,1982,397,1.194,2966,50,1.381,0.833, 712004208,Existing Customer,65,M,0,Graduate,Single,Less than $40K,Blue,56,3,3,2,3422,0,3422,0.929,1973,59,0.686,0, 719621958,Existing Customer,43,M,3,Graduate,Unknown,$60K - $80K,Blue,28,3,2,3,4365,0,4365,0.32,1720,40,0.379,0, 819610908,Attrited Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,33,1,4,4,32938,2089,30849,0.72,1137,26,0.238,0.063, 823948308,Existing Customer,48,M,4,Post-Graduate,Unknown,$40K - $60K,Blue,44,6,2,4,6710,1942,4768,0.777,1727,37,0.85,0.289, 712064358,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,36,6,3,4,2507,1544,963,0.906,1999,34,0.789,0.616, 816013383,Attrited Customer,65,F,0,Graduate,Divorced,Less than $40K,Blue,56,3,6,3,6184,0,6184,1.016,1712,27,0.286,0, 758765808,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,29,6,3,4,2029,1190,839,0.628,1802,40,0.481,0.586, 780881358,Existing Customer,35,M,3,Graduate,Single,$40K - $60K,Silver,17,6,3,2,16659,0,16659,1.012,2551,74,0.609,0, 709422183,Existing Customer,58,F,1,Graduate,Married,Less than $40K,Blue,46,4,2,2,2203,1394,809,0.57,1788,45,0.364,0.633, 779951058,Existing Customer,54,F,3,High School,Married,Unknown,Blue,38,4,2,4,5122,1642,3480,0.935,1908,39,0.696,0.321, 809941233,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,48,4,1,3,3074,2390,684,0.421,1377,38,0.583,0.777, 710844408,Existing Customer,38,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,4,3,2,2584,0,2584,0.593,1843,28,0.647,0, 819002508,Existing Customer,31,M,1,Unknown,Single,$40K - $60K,Blue,26,4,1,2,2037,0,2037,0.88,2563,64,0.641,0, 807141183,Existing Customer,34,M,1,Graduate,Married,$120K +,Blue,29,4,3,2,14938,1412,13526,0.677,1930,36,0.636,0.095, 711119358,Existing Customer,38,M,3,Unknown,Married,$60K - $80K,Blue,31,6,1,2,2014,896,1118,1.055,2460,52,0.857,0.445, 808273533,Attrited Customer,39,M,2,High School,Single,$60K - $80K,Blue,34,3,4,3,1818,0,1818,0.651,2054,55,0.774,0, 716297658,Existing Customer,37,M,2,Graduate,Single,$80K - $120K,Blue,36,4,1,4,14926,0,14926,0.635,2405,55,0.667,0, 716532258,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,43,4,3,2,2827,1308,1519,0.79,3291,55,0.618,0.463, 720540708,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,42,3,2,4,2773,1507,1266,1.06,1197,25,1.083,0.543, 720904233,Existing Customer,53,M,0,Graduate,Married,$80K - $120K,Blue,41,3,3,2,16033,560,15473,0.963,1158,31,1.067,0.035, 720863133,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,54,5,3,4,3213,2517,696,0.507,1855,39,0.773,0.783, 714957108,Existing Customer,33,F,3,High School,Divorced,Less than $40K,Blue,26,5,1,3,3616,0,3616,0.912,3133,72,1,0, 790102008,Existing Customer,37,M,3,Doctorate,Single,$60K - $80K,Blue,30,6,1,3,5924,1023,4901,0.765,3305,80,0.778,0.173, 781933983,Existing Customer,47,M,4,Graduate,Married,$40K - $60K,Blue,41,5,3,4,14535,0,14535,0.711,2970,76,0.689,0, 712643358,Existing Customer,59,F,0,High School,Married,Less than $40K,Blue,49,6,2,4,2833,1609,1224,0.78,1335,23,1.3,0.568, 716686158,Existing Customer,59,F,0,Post-Graduate,Married,Less than $40K,Blue,49,5,2,3,1479,601,878,0.607,1621,32,0.6,0.406, 806894133,Existing Customer,34,F,3,Post-Graduate,Single,Unknown,Blue,29,3,1,4,1617,1347,270,0.73,2546,55,0.719,0.833, 721344858,Existing Customer,26,M,0,Uneducated,Single,Less than $40K,Blue,13,4,4,4,2237,451,1786,0.837,2192,36,0.44,0.202, 813230208,Existing Customer,45,M,4,College,Single,$120K +,Blue,40,3,3,3,2900,1782,1118,1.351,4686,64,0.561,0.614, 716835033,Existing Customer,54,F,2,Graduate,Married,Unknown,Blue,45,4,3,2,13126,2086,11040,0.659,1836,37,0.762,0.159, 787500333,Existing Customer,52,M,2,Post-Graduate,Single,$80K - $120K,Blue,40,6,1,3,8695,1407,7288,0.634,2030,58,0.706,0.162, 768582033,Existing Customer,47,M,3,High School,Married,$40K - $60K,Blue,41,6,3,4,6692,1897,4795,1.035,3902,76,0.689,0.283, 713992158,Existing Customer,57,F,4,Unknown,Married,Less than $40K,Blue,36,3,1,2,2159,1004,1155,0.603,1353,30,0.111,0.465, 719916408,Existing Customer,34,M,5,Graduate,Married,$60K - $80K,Blue,27,5,2,2,2501,1909,592,0.956,1850,34,1.125,0.763, 789433758,Existing Customer,36,M,0,College,Married,$80K - $120K,Blue,27,3,3,2,6338,2379,3959,0.624,1715,39,0.5,0.375, 785011383,Attrited Customer,36,F,0,Uneducated,Divorced,$40K - $60K,Blue,30,1,3,4,2190,0,2190,0.908,1412,38,0.583,0, 719283633,Existing Customer,57,F,3,Uneducated,Married,$40K - $60K,Blue,49,4,2,3,7578,1628,5950,0.721,1325,29,1.231,0.215, 710816358,Existing Customer,29,M,1,Post-Graduate,Married,Less than $40K,Blue,18,4,3,2,2963,1466,1497,1.378,2523,48,0.846,0.495, 779653458,Existing Customer,37,M,3,Graduate,Married,$80K - $120K,Blue,20,3,3,3,8260,2077,6183,1.167,2323,47,0.621,0.251, 716382708,Attrited Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,3,4,3,8309,858,7451,0.888,1165,35,0.4,0.103, 710387583,Existing Customer,55,M,0,High School,Married,$80K - $120K,Blue,35,5,1,4,3864,1901,1963,0.289,1018,32,0.391,0.492, 718772133,Existing Customer,56,M,3,Graduate,Married,$80K - $120K,Blue,47,6,3,3,10230,1082,9148,0.658,1484,34,0.545,0.106, 711224733,Attrited Customer,32,M,0,High School,Married,$120K +,Blue,27,3,3,4,22382,0,22382,0.418,695,10,0.25,0, 718360083,Existing Customer,39,M,4,Uneducated,Married,$120K +,Blue,36,6,3,2,25790,1798,23992,0.973,2443,70,0.556,0.07, 716102583,Existing Customer,63,F,1,Graduate,Married,Less than $40K,Blue,53,6,1,3,2675,2517,158,0.957,1959,56,1,0.941, 720673008,Existing Customer,49,F,3,Unknown,Divorced,Less than $40K,Blue,38,3,3,4,1652,812,840,0.548,1771,47,0.516,0.492, 708459633,Existing Customer,38,M,2,High School,Married,$60K - $80K,Blue,26,4,1,3,5815,1698,4117,0.896,1604,42,0.448,0.292, 712868733,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,52,5,1,2,2595,2189,406,0.276,1562,27,0.174,0.844, 713790708,Existing Customer,38,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,2,3,3421,2308,1113,2.037,2269,39,1.053,0.675, 717648783,Existing Customer,63,M,2,High School,Married,$80K - $120K,Blue,51,4,2,3,6922,1704,5218,0.278,1449,28,0.217,0.246, 714709983,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,36,6,2,4,6979,898,6081,0.565,1665,44,0.375,0.129, 819409608,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,34,4,3,4,2594,0,2594,0.526,1457,43,0.387,0, 717585858,Existing Customer,35,F,4,High School,Single,Unknown,Blue,24,5,2,4,16915,1679,15236,0.834,2795,55,0.833,0.099, 791856033,Attrited Customer,45,M,2,College,Divorced,$80K - $120K,Blue,39,3,4,4,34516,0,34516,1.014,1041,27,0.35,0, 714474483,Existing Customer,35,F,1,Graduate,Married,$40K - $60K,Blue,29,4,2,2,2523,1877,646,1.631,2005,50,1.174,0.744, 716448783,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,39,2,4,3,6235,0,6235,0.848,1225,34,0.478,0, 711065133,Existing Customer,26,M,1,High School,Single,$40K - $60K,Blue,13,6,2,4,1473,0,1473,0.813,2099,39,0.857,0, 713769258,Existing Customer,36,M,3,College,Married,$120K +,Blue,26,3,2,3,17116,939,16177,1.575,2547,45,0.731,0.055, 712288158,Existing Customer,37,M,2,College,Married,$80K - $120K,Blue,17,5,3,2,4631,1991,2640,1.669,2864,37,0.947,0.43, 714130233,Existing Customer,39,M,2,Unknown,Married,$60K - $80K,Blue,19,3,3,2,3047,2150,897,0.882,1602,37,1.312,0.706, 789127533,Existing Customer,49,M,4,High School,Divorced,$80K - $120K,Blue,37,5,2,2,32338,1664,30674,0.919,3013,83,0.766,0.051, 717038733,Existing Customer,56,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2253,1375,878,0.388,1324,38,0.31,0.61, 804840033,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,38,4,6,4,16611,0,16611,0.954,1960,48,0.6,0, 709363383,Existing Customer,34,M,2,High School,Single,Unknown,Blue,36,3,4,2,22886,836,22050,0.889,2652,61,0.743,0.037, 789760233,Existing Customer,29,M,0,Unknown,Divorced,$80K - $120K,Blue,14,6,3,3,3544,0,3544,0.718,2435,63,1.032,0, 712058958,Existing Customer,28,M,0,High School,Single,Less than $40K,Blue,19,3,3,4,3480,0,3480,0.731,2744,75,0.829,0, 708295533,Existing Customer,65,F,0,Post-Graduate,Married,Less than $40K,Blue,56,5,3,2,3549,1880,1669,0.624,1215,22,0.571,0.53, 817686633,Existing Customer,26,F,1,College,Single,Less than $40K,Blue,15,5,2,4,1438.3,737,701.3,0.806,2856,39,0.5,0.512, 713738883,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,3,3136,1422,1714,0.591,1260,34,0.889,0.453, 721310283,Existing Customer,47,M,3,Graduate,Single,$120K +,Blue,36,6,2,4,34516,933,33583,0.946,1804,32,0.6,0.027, 803132733,Existing Customer,54,F,1,Graduate,Married,Less than $40K,Blue,48,4,3,2,6814,1570,5244,0.653,1339,30,0.364,0.23, 779852133,Existing Customer,48,M,2,Unknown,Married,$120K +,Silver,32,3,2,4,34516,2098,32418,0.741,3093,66,0.784,0.061, 716210283,Existing Customer,36,F,1,High School,Married,Unknown,Blue,36,6,3,4,8500,2517,5983,0.445,1618,37,1.312,0.296, 711615933,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,33,3,3,2,28170,1859,26311,0.568,1013,28,0.75,0.066, 785311158,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,48,6,1,4,6610,928,5682,0.894,3328,69,0.683,0.14, 717267108,Existing Customer,37,M,1,College,Single,$60K - $80K,Blue,26,6,3,2,15755,1410,14345,0.839,2061,61,0.649,0.089, 711636558,Existing Customer,33,M,3,Graduate,Married,$80K - $120K,Blue,36,5,3,4,2711,2073,638,0.711,1567,42,0.75,0.765, 717504258,Existing Customer,38,M,2,College,Married,$40K - $60K,Blue,25,4,1,4,3735,1199,2536,0.886,1573,35,0.75,0.321, 718242333,Existing Customer,36,M,4,Graduate,Single,$80K - $120K,Blue,36,5,3,2,10216,1822,8394,0.778,2568,69,0.683,0.178, 771844458,Existing Customer,40,F,3,Graduate,Married,Unknown,Blue,28,6,1,2,20420,1657,18763,1.038,1804,41,0.864,0.081, 708892833,Attrited Customer,37,M,2,Graduate,Married,$120K +,Blue,30,2,4,4,13662,0,13662,0.153,725,22,0,0, 779465358,Existing Customer,26,F,0,High School,Single,Unknown,Blue,13,4,3,3,3038,1460,1578,0.98,2243,38,0.462,0.481, 720191883,Existing Customer,45,M,3,High School,Single,$60K - $80K,Blue,35,5,3,3,7050,659,6391,0.52,1236,36,1,0.093, 710934033,Existing Customer,26,M,0,High School,Single,Less than $40K,Blue,13,6,1,4,1775,1162,613,0.93,2169,43,0.536,0.655, 714473658,Existing Customer,42,M,3,Graduate,Single,$40K - $60K,Blue,30,6,2,2,8960,1054,7906,0.414,1488,26,0.368,0.118, 716569983,Existing Customer,33,M,2,College,Married,$80K - $120K,Blue,36,3,1,2,2355,1773,582,0.774,1765,27,0.929,0.753, 789833583,Existing Customer,57,F,4,High School,Married,$40K - $60K,Blue,47,5,2,4,6803,1332,5471,0.809,1476,30,0.579,0.196, 818923158,Existing Customer,55,M,2,Graduate,Married,$60K - $80K,Blue,50,5,2,4,2145,1207,938,0.521,1275,31,0.476,0.563, 716596308,Existing Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,3919,1640,2279,0.8,1872,51,0.5,0.418, 716620458,Existing Customer,32,M,1,High School,Single,Less than $40K,Blue,23,3,2,3,4500,0,4500,0.626,2439,63,0.703,0, 710251608,Existing Customer,62,F,1,High School,Married,Less than $40K,Blue,54,3,3,4,2941,1173,1768,0.436,1453,27,0.35,0.399, 710633808,Existing Customer,26,M,0,Graduate,Single,$60K - $80K,Blue,13,3,3,3,7102,0,7102,0.537,2411,41,0.281,0, 719318583,Attrited Customer,37,M,3,High School,Married,Less than $40K,Blue,26,3,3,4,6866,2389,4477,0.395,862,13,0.182,0.348, 819202533,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,52,3,2,3,10378,1540,8838,0.547,1306,32,0.28,0.148, 827360883,Existing Customer,47,F,3,High School,Married,Unknown,Blue,43,4,3,2,13473,1335,12138,0.814,1593,46,0.484,0.099, 771196083,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,34,6,3,3,18178,0,18178,0.922,1837,37,0.682,0, 809962908,Existing Customer,48,F,2,Graduate,Single,Unknown,Blue,43,5,3,4,8171,852,7319,0.639,1909,52,0.733,0.104, 788965683,Existing Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1438.3,0,1438.3,0.782,2170,41,0.464,0, 817142433,Existing Customer,35,M,3,Graduate,Married,$80K - $120K,Blue,20,5,3,4,8082,2307,5775,0.637,1725,29,1.071,0.285, 716993058,Existing Customer,57,M,3,Unknown,Divorced,$60K - $80K,Blue,48,5,2,3,24589,1640,22949,0.4,4291,78,0.625,0.067, 771040758,Existing Customer,62,F,0,Graduate,Single,Unknown,Silver,49,5,1,2,30310,0,30310,0.777,3703,91,0.492,0, 713309583,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,36,6,3,4,2967,2129,838,1.075,2177,59,0.788,0.718, 710273658,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,17,5,2,3,3092,1825,1267,1.46,2883,61,0.488,0.59, 771429408,Existing Customer,54,M,1,High School,Married,$80K - $120K,Blue,42,5,3,2,1618,668,950,0.552,1515,31,0.476,0.413, 719452308,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,23,5,2,3,2498,1632,866,0.712,2048,35,1.188,0.653, 818908833,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,41,5,2,2,2564,0,2564,1.026,2038,45,0.364,0, 780998133,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,34,3,4,4,10540,1489,9051,1.029,1980,45,0.607,0.141, 801726933,Existing Customer,34,M,2,Graduate,Married,$120K +,Blue,28,4,3,3,13384,1853,11531,0.807,1899,33,0.833,0.138, 788474658,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,48,5,2,4,16208,1278,14930,0.543,1842,56,0.436,0.079, 708438033,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,27,3,3,4,3049,2198,851,1.546,2617,48,1,0.721, 710562258,Existing Customer,44,M,1,Graduate,Married,$80K - $120K,Blue,33,5,4,3,19214,0,19214,0.998,3407,47,1.136,0, 770764908,Existing Customer,39,M,2,Unknown,Married,$60K - $80K,Blue,25,5,2,3,3071,2517,554,0.583,1765,36,0.565,0.82, 814776033,Existing Customer,34,M,2,Graduate,Single,$80K - $120K,Blue,29,3,1,3,13395,1678,11717,1.006,2650,69,0.865,0.125, 715057383,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,31,6,3,4,17126,1201,15925,0.802,3891,79,0.881,0.07, 717970158,Existing Customer,42,M,2,College,Single,$60K - $80K,Blue,36,5,3,2,8083,0,8083,1.076,3942,84,0.75,0, 715168008,Existing Customer,36,M,3,Graduate,Divorced,$40K - $60K,Blue,28,4,2,3,8995,1547,7448,0.923,2398,61,0.794,0.172, 720802833,Existing Customer,26,F,1,High School,Single,Less than $40K,Blue,13,3,2,3,2404,1198,1206,0.501,2692,63,0.5,0.498, 789370383,Existing Customer,42,M,1,High School,Married,$40K - $60K,Blue,32,4,2,2,2807,1845,962,1.027,1346,26,1,0.657, 711782733,Existing Customer,55,M,0,Graduate,Married,$40K - $60K,Blue,36,3,3,2,3097,827,2270,0.511,1390,24,0.263,0.267, 709000008,Existing Customer,45,M,3,Unknown,Single,$80K - $120K,Blue,37,6,2,2,10651,672,9979,0.767,2073,54,0.543,0.063, 719381733,Existing Customer,61,M,2,High School,Single,$60K - $80K,Blue,47,5,2,3,2175,1404,771,0.633,3994,64,0.778,0.646, 771169458,Existing Customer,41,M,4,College,Married,$120K +,Blue,28,5,3,0,28020,1470,26550,1.226,1723,36,1.25,0.052, 709974108,Existing Customer,35,F,1,Graduate,Single,Less than $40K,Blue,23,4,3,3,2640,1051,1589,0.833,3116,80,0.6,0.398, 757024233,Existing Customer,34,M,2,Graduate,Single,$120K +,Blue,27,3,1,4,31313,2152,29161,0.679,2555,62,0.676,0.069, 768928833,Existing Customer,37,M,2,High School,Married,$80K - $120K,Blue,31,3,2,4,7304,0,7304,1.144,2717,63,0.703,0, 720504633,Attrited Customer,46,M,2,Uneducated,Unknown,$60K - $80K,Blue,32,6,2,3,3254,0,3254,0.733,967,24,1.182,0, 812441358,Existing Customer,26,M,1,College,Divorced,$40K - $60K,Blue,21,3,3,2,1438.3,0,1438.3,0.745,2660,89,0.712,0, 713287608,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,41,5,4,4,3161,1220,1941,0.82,2412,62,0.824,0.386, 711357858,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,4,7246,0,7246,0.612,777,13,0.625,0, 715478733,Existing Customer,56,F,5,Graduate,Married,Less than $40K,Blue,36,5,4,4,3088,2517,571,0.848,2292,54,0.862,0.815, 780382008,Existing Customer,42,F,4,Unknown,Single,Less than $40K,Silver,32,6,3,2,13719,1384,12335,1.201,3774,63,0.658,0.101, 715749858,Existing Customer,30,M,1,Unknown,Married,$40K - $60K,Blue,18,5,1,3,4726,1380,3346,0.622,1723,31,0.55,0.292, 710951808,Existing Customer,32,M,1,Unknown,Married,Less than $40K,Blue,36,5,3,3,6100,1520,4580,0.853,1668,32,0.882,0.249, 713469333,Existing Customer,40,M,2,High School,Single,$80K - $120K,Blue,28,6,2,4,19279,1427,17852,0.892,1777,56,0.647,0.074, 719243808,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,20,3,2,4,3792,1625,2167,0.618,1888,39,0.625,0.429, 772202058,Existing Customer,64,M,0,Graduate,Married,Less than $40K,Blue,53,3,3,4,2084,1647,437,0.664,1597,37,0.542,0.79, 711346383,Existing Customer,33,M,1,High School,Single,$80K - $120K,Blue,28,4,3,3,34516,0,34516,0.636,2804,70,0.842,0, 711405333,Existing Customer,52,M,3,Post-Graduate,Married,$80K - $120K,Blue,43,5,2,2,6849,2126,4723,0.611,1651,43,0.344,0.31, 778407033,Existing Customer,59,F,0,Uneducated,Married,Less than $40K,Blue,39,6,3,4,2417,1932,485,1.044,2367,50,0.786,0.799, 714862083,Existing Customer,41,F,4,Uneducated,Single,Unknown,Blue,33,6,4,3,5802,2490,3312,0.849,3386,53,1.038,0.429, 711199008,Existing Customer,38,M,2,Unknown,Married,$40K - $60K,Blue,31,3,2,2,2919,2192,727,1.073,2399,57,0.966,0.751, 709858533,Existing Customer,29,M,2,Graduate,Divorced,Less than $40K,Blue,20,4,1,2,2462,2021,441,0.966,2320,57,0.676,0.821, 718627458,Existing Customer,43,F,3,Doctorate,Married,Unknown,Blue,38,3,4,2,1947,0,1947,0.838,2119,52,1,0, 711816108,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,29,2,2,4,18563,0,18563,0.729,2395,45,0.552,0, 717105258,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,3,3992,1289,2703,1.008,2181,32,0.6,0.323, 715822008,Existing Customer,32,M,1,High School,Married,Less than $40K,Blue,14,4,2,2,3568,2175,1393,1.368,1913,35,0.667,0.61, 714971583,Existing Customer,36,M,2,Graduate,Single,$60K - $80K,Blue,27,3,3,2,7776,831,6945,1.007,3063,87,0.891,0.107, 713663508,Attrited Customer,58,M,0,High School,Unknown,$40K - $60K,Blue,42,3,2,3,1438.3,0,1438.3,0.835,1088,22,1.444,0, 709025583,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,36,3,3,3,9355,715,8640,0.422,1138,38,0.727,0.076, 812809083,Existing Customer,37,F,3,Unknown,Single,Unknown,Blue,32,3,4,4,19636,1566,18070,0.649,2595,58,0.611,0.08, 714073983,Existing Customer,47,M,2,Unknown,Single,$40K - $60K,Blue,36,6,3,3,7327,0,7327,0.857,1788,46,0.586,0, 789297558,Existing Customer,36,M,1,Uneducated,Single,$120K +,Blue,25,6,3,2,7049,1932,5117,0.804,2602,51,0.545,0.274, 710375283,Existing Customer,26,F,0,Uneducated,Single,$40K - $60K,Blue,18,4,3,2,2033,1471,562,0.672,2236,55,0.41,0.724, 712189233,Existing Customer,38,F,1,Graduate,Married,$40K - $60K,Blue,20,5,1,3,5153,2517,2636,1.488,3095,63,0.969,0.488, 713767383,Existing Customer,32,F,0,High School,Married,$40K - $60K,Blue,22,4,2,2,2062,1665,397,1.276,2397,41,0.64,0.807, 797414733,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,31,3,3,4,2005,1517,488,0.729,2439,61,0.848,0.757, 712452033,Existing Customer,26,M,1,Unknown,Single,Less than $40K,Blue,13,6,2,3,2479,828,1651,0.44,2225,44,0.294,0.334, 714151533,Existing Customer,55,F,1,Graduate,Married,$40K - $60K,Blue,46,5,4,4,4589,1622,2967,0.425,1569,33,0.269,0.353, 720440583,Existing Customer,35,M,2,Unknown,Married,$80K - $120K,Blue,36,6,2,2,2263,1188,1075,0.84,1927,47,0.382,0.525, 787494783,Existing Customer,58,M,3,High School,Married,$60K - $80K,Blue,46,5,3,2,8184,1205,6979,0.965,2140,49,0.69,0.147, 819966033,Existing Customer,32,M,0,Graduate,Single,Unknown,Blue,27,6,3,3,9238,0,9238,0.809,2522,68,0.478,0, 710297133,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,30210,1194,29016,0.948,3503,65,0.667,0.04, 793355508,Existing Customer,32,M,0,Graduate,Single,Less than $40K,Blue,26,6,3,3,6942,0,6942,0.544,2657,71,0.69,0, 708580908,Existing Customer,56,M,3,High School,Married,$60K - $80K,Blue,37,3,3,3,14551,2517,12034,0.92,1373,35,0.591,0.173, 719826333,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,13,5,1,2,1438.3,0,1438.3,0.946,2557,67,0.763,0, 780689733,Existing Customer,65,M,0,Unknown,Single,Unknown,Blue,56,3,2,2,11332,633,10699,1.514,2758,56,1.24,0.056, 744764433,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,5,2,3,30967,817,30150,0.378,1473,35,0.522,0.026, 714902283,Existing Customer,43,M,0,High School,Married,$80K - $120K,Blue,36,5,3,3,7866,0,7866,0.747,2843,53,0.828,0, 789309558,Existing Customer,31,M,2,College,Married,Less than $40K,Blue,21,6,2,4,2718,1920,798,1.604,2570,49,1.042,0.706, 713188383,Existing Customer,54,F,1,College,Married,Less than $40K,Blue,36,4,2,4,3084,2517,567,0.651,1446,22,0.833,0.816, 719506983,Existing Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,42,5,2,4,17302,1339,15963,0.631,1181,30,1,0.077, 714804483,Existing Customer,48,M,3,College,Divorced,$40K - $60K,Blue,36,3,3,3,12159,1665,10494,0.608,1426,34,0.545,0.137, 748503708,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,47,6,4,3,2797,1627,1170,0.413,1566,36,0.714,0.582, 803587533,Existing Customer,33,M,1,Uneducated,Single,$60K - $80K,Blue,28,6,3,4,2618,1812,806,0.706,3319,86,0.911,0.692, 789777408,Attrited Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,15,3,2,3,1442,1428,14,0.496,1134,26,0.238,0.99, 716811483,Existing Customer,30,F,2,Uneducated,Married,Less than $40K,Blue,24,4,2,1,2063,0,2063,0.553,1859,43,0.536,0, 714118383,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Blue,43,4,2,3,8154,0,8154,0.964,2223,72,0.946,0, 720532908,Existing Customer,36,F,2,Unknown,Divorced,$40K - $60K,Blue,20,4,3,2,9735,1245,8490,1.079,2967,80,0.739,0.128, 765055833,Existing Customer,56,M,4,Unknown,Married,$80K - $120K,Blue,49,3,4,2,4310,2229,2081,0.643,1645,33,0.941,0.517, 715310208,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,36,3,3,1,11450,2129,9321,0.956,2197,45,0.957,0.186, 718577958,Attrited Customer,39,M,2,Uneducated,Married,$120K +,Blue,26,2,3,4,8906,0,8906,0.315,809,15,0.25,0, 789167658,Existing Customer,34,M,3,College,Married,$60K - $80K,Blue,23,5,3,2,4245,1815,2430,0.846,1534,34,0.545,0.428, 789987183,Existing Customer,53,M,2,College,Married,$80K - $120K,Blue,45,4,4,4,21953,1311,20642,0.443,1413,37,0.37,0.06, 717730533,Existing Customer,32,M,0,Graduate,Single,$40K - $60K,Blue,21,6,1,3,1614,925,689,0.598,2659,63,0.75,0.573, 708668283,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,22,5,4,2,5140,2517,2623,0.876,1842,36,0.714,0.49, 772360683,Existing Customer,57,M,1,High School,Married,$120K +,Blue,46,3,3,4,31762,2517,29245,0.735,1515,36,0.714,0.079, 712500933,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,40,4,4,4,11692,648,11044,1.265,2997,56,0.867,0.055, 804867183,Existing Customer,37,M,3,Unknown,Married,$60K - $80K,Blue,30,6,2,4,16043,0,16043,1.509,2599,47,1.136,0, 826068183,Existing Customer,36,M,1,Graduate,Married,$80K - $120K,Blue,32,4,4,3,15488,1463,14025,1.28,2916,50,0.724,0.094, 820044333,Existing Customer,39,M,3,College,Divorced,$40K - $60K,Blue,34,3,3,2,2503,2185,318,0.5,4157,58,0.758,0.873, 714211533,Existing Customer,31,M,0,Graduate,Divorced,Less than $40K,Blue,36,4,3,2,3312,2491,821,0.62,2670,50,0.667,0.752, 710287533,Existing Customer,31,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,4,6269,1169,5100,0.743,2221,57,0.727,0.186, 720603558,Existing Customer,36,M,4,Graduate,Single,$60K - $80K,Blue,36,3,2,1,20337,1605,18732,0.805,2460,74,1.312,0.079, 819258408,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,42,4,2,4,2224,1106,1118,0.501,1698,41,0.367,0.497, 717664008,Attrited Customer,37,M,3,College,Married,$60K - $80K,Blue,19,2,3,4,3100,2517,583,0.35,694,12,0.2,0.812, 717437058,Existing Customer,38,M,2,Unknown,Divorced,$60K - $80K,Silver,26,4,2,0,26437,681,25756,1.021,2167,57,0.727,0.026, 717327783,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,27,4,2,2,9959,1476,8483,0.952,2760,44,1,0.148, 712887633,Existing Customer,39,M,1,Unknown,Single,$80K - $120K,Blue,36,5,3,3,25008,876,24132,0.859,1753,43,1.048,0.035, 716129208,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,2031,0,2031,0.752,1678,36,0.8,0, 718037433,Existing Customer,58,M,1,Graduate,Married,$80K - $120K,Blue,49,6,4,2,1654,1253,401,0.508,1887,60,0.538,0.758, 709839858,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,39,3,4,3,4608,1077,3531,0.694,1535,31,0.632,0.234, 719686458,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,6,4,1,3908,1629,2279,0.775,1903,30,0.5,0.417, 721434483,Existing Customer,54,M,3,Graduate,Married,$80K - $120K,Blue,46,4,3,2,2798,1256,1542,1.132,2631,55,0.774,0.449, 716096358,Existing Customer,45,F,3,Uneducated,Single,Less than $40K,Blue,39,5,4,1,2551,2253,298,0.688,3753,63,0.909,0.883, 718244958,Existing Customer,36,F,2,Graduate,Married,Unknown,Blue,26,5,2,2,8621,1251,7370,0.696,1989,37,0.48,0.145, 711315783,Existing Customer,53,M,3,Graduate,Married,$40K - $60K,Blue,43,6,4,2,7451,683,6768,0.924,2165,49,0.96,0.092, 821296083,Existing Customer,34,F,1,College,Married,Less than $40K,Blue,30,3,3,3,2617,1010,1607,0.659,2003,47,0.679,0.386, 711562833,Attrited Customer,35,M,4,Graduate,Married,$80K - $120K,Blue,24,6,3,4,12634,0,12634,0.323,717,18,0.286,0, 716447733,Existing Customer,32,M,3,Graduate,Married,$40K - $60K,Blue,18,5,3,3,6407,963,5444,1.052,1921,43,0.72,0.15, 719591283,Existing Customer,38,M,2,Uneducated,Married,Less than $40K,Blue,27,6,2,4,1438.3,0,1438.3,0.945,2412,58,0.657,0, 789911808,Existing Customer,37,M,3,Uneducated,Married,$80K - $120K,Blue,28,6,2,2,2672,1259,1413,1.375,2487,52,0.625,0.471, 713195808,Existing Customer,37,F,3,High School,Married,Unknown,Blue,36,6,3,4,11948,1281,10667,1.159,2792,51,0.889,0.107, 717866133,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,3,3,3,2677,1390,1287,0.732,2170,63,0.465,0.519, 716670783,Existing Customer,52,F,3,Doctorate,Single,Unknown,Blue,36,3,2,1,24703,1085,23618,0.998,4776,63,0.575,0.044, 789197508,Existing Customer,54,M,3,High School,Married,$60K - $80K,Blue,43,6,3,4,2240,1580,660,0.745,1518,36,0.8,0.705, 713108433,Existing Customer,53,M,3,College,Married,$80K - $120K,Blue,40,4,4,4,6052,1720,4332,0.683,1476,37,0.423,0.284, 711403383,Existing Customer,33,F,3,College,Single,Less than $40K,Blue,23,6,4,1,2562,1968,594,0.546,2256,70,0.591,0.768, 768212583,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,43,4,4,4,15377,1516,13861,0.627,1848,49,1.042,0.099, 720181758,Attrited Customer,37,M,0,Doctorate,Married,$120K +,Blue,22,3,3,4,8654,0,8654,0.446,850,18,0.385,0, 710632683,Existing Customer,31,M,1,Uneducated,Married,$40K - $60K,Blue,24,5,2,3,1438.3,0,1438.3,0.665,2308,49,0.4,0, 711836733,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,31,3,3,3,1438.3,0,1438.3,0.663,1867,45,0.875,0, 771183933,Existing Customer,39,M,1,Uneducated,Married,$80K - $120K,Blue,26,6,2,3,16040,1220,14820,0.862,1923,49,0.4,0.076, 711327558,Existing Customer,38,M,2,High School,Married,$40K - $60K,Blue,36,3,3,1,2801,1980,821,0.882,1600,45,0.406,0.707, 788971308,Existing Customer,62,F,1,Uneducated,Married,Less than $40K,Blue,49,5,4,2,2658,1158,1500,0.476,1809,41,0.464,0.436, 718950483,Existing Customer,58,F,1,Unknown,Married,$40K - $60K,Blue,48,3,3,2,12423,1910,10513,0.405,1208,38,0.357,0.154, 714278958,Existing Customer,39,F,2,High School,Married,Unknown,Blue,27,6,1,3,9347,1988,7359,1.173,2201,46,1.091,0.213, 711817158,Existing Customer,30,M,2,College,Divorced,$40K - $60K,Blue,22,3,3,4,3143,1075,2068,0.643,2510,57,0.629,0.342, 765824058,Existing Customer,46,M,4,Doctorate,Married,$80K - $120K,Blue,39,3,3,1,5106,1539,3567,0.907,3784,74,0.609,0.301, 710109633,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,31,6,3,2,9871,1061,8810,0.545,1683,34,0.478,0.107, 713643858,Existing Customer,53,F,1,College,Married,$40K - $60K,Blue,43,4,4,2,1525,1411,114,0.66,1911,47,0.958,0.925, 716399583,Existing Customer,34,M,1,Uneducated,Married,$120K +,Blue,36,6,2,1,19630,1251,18379,1.399,2286,39,0.696,0.064, 714516783,Existing Customer,54,F,0,Graduate,Divorced,Less than $40K,Silver,36,4,3,1,12547,1378,11169,1.12,3360,56,0.75,0.11, 710490708,Existing Customer,54,M,3,High School,Single,$80K - $120K,Blue,36,4,1,3,17686,0,17686,0.733,2047,46,0.533,0, 780662133,Existing Customer,39,M,2,Uneducated,Married,$60K - $80K,Blue,28,6,3,5,3257,2517,740,0.539,1534,35,0.591,0.773, 715389708,Existing Customer,36,F,3,Graduate,Married,Less than $40K,Blue,28,4,3,2,4824,2517,2307,0.838,1516,32,0.391,0.522, 789607983,Existing Customer,38,M,3,High School,Married,$40K - $60K,Blue,32,6,6,2,8603,1046,7557,0.826,1758,40,0.739,0.122, 720171033,Existing Customer,45,M,4,Unknown,Married,$60K - $80K,Blue,36,6,1,1,11498,1577,9921,0.756,4014,70,0.489,0.137, 815104608,Existing Customer,28,F,0,Graduate,Divorced,Less than $40K,Blue,23,5,1,3,3818,584,3234,0.7,2947,87,0.706,0.153, 719660658,Existing Customer,37,F,1,High School,Single,Unknown,Blue,36,6,2,2,16594,1931,14663,0.702,2134,47,0.808,0.116, 714159858,Existing Customer,57,M,0,Graduate,Married,$40K - $60K,Blue,48,4,2,2,5387,2047,3340,0.579,1546,36,0.5,0.38, 714225333,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,5,1,1,2930,773,2157,0.661,1545,21,0.909,0.264, 712204308,Existing Customer,33,M,0,Unknown,Single,$40K - $60K,Blue,36,6,1,1,10023,504,9519,0.942,2878,65,0.625,0.05, 718468158,Existing Customer,38,M,1,Uneducated,Married,$60K - $80K,Blue,25,6,2,3,9303,1599,7704,1.408,2261,37,0.542,0.172, 711575058,Existing Customer,36,M,3,Unknown,Married,$60K - $80K,Blue,36,4,2,2,2956,2411,545,0.971,1896,31,0.824,0.816, 735417408,Existing Customer,37,M,2,High School,Married,$60K - $80K,Blue,30,4,1,2,2218,1266,952,0.709,1941,58,0.568,0.571, 717171408,Existing Customer,36,M,1,Unknown,Married,$80K - $120K,Blue,26,6,2,1,9959,0,9959,0.57,2021,41,0.783,0, 814312308,Existing Customer,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,5,3,2,5335,1373,3962,0.558,1435,29,0.611,0.257, 711786108,Existing Customer,52,M,1,Graduate,Married,$60K - $80K,Blue,43,3,3,2,7187,2014,5173,0.649,1159,26,0.733,0.28, 712905708,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,39,5,2,4,2590,1564,1026,0.386,1188,40,0.6,0.604, 720050208,Existing Customer,27,F,1,High School,Single,Less than $40K,Blue,19,4,1,3,4255,1748,2507,0.516,2236,57,0.541,0.411, 793952133,Existing Customer,32,F,0,High School,Married,Less than $40K,Blue,26,6,2,3,2778,2312,466,0.727,1680,33,1.062,0.832, 798140283,Existing Customer,57,M,4,Graduate,Married,$120K +,Blue,51,4,3,1,10711,1970,8741,0.71,1180,29,1.417,0.184, 720427683,Attrited Customer,58,M,2,Uneducated,Single,$120K +,Blue,46,2,3,4,16163,0,16163,0.542,2171,48,0.778,0, 789970233,Existing Customer,54,F,2,High School,Married,Less than $40K,Blue,45,6,1,1,2513,1126,1387,0.324,1454,30,0.25,0.448, 713893308,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,37,4,1,1,3291,1607,1684,1.26,1984,38,0.652,0.488, 718843608,Existing Customer,36,F,2,Post-Graduate,Divorced,Less than $40K,Blue,25,5,2,4,8917,1091,7826,1.152,3327,80,0.86,0.122, 752085108,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,29,3,5,2,4955,1157,3798,0.896,1824,38,0.727,0.234, 789435783,Existing Customer,39,F,1,Graduate,Married,$40K - $60K,Blue,30,6,1,2,2909,1274,1635,0.593,1532,26,0.3,0.438, 711032058,Existing Customer,34,M,3,High School,Single,$80K - $120K,Silver,21,6,4,3,34516,2517,31999,0.791,2901,75,0.923,0.073, 784719708,Existing Customer,54,F,2,Uneducated,Married,$40K - $60K,Blue,43,5,1,1,1438.3,0,1438.3,0.531,1707,41,0.783,0, 804663258,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,49,3,1,4,14015,2065,11950,0.704,1903,49,0.633,0.147, 716900433,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,28,6,2,2,2540,1402,1138,1.127,2384,61,0.794,0.552, 720909408,Existing Customer,37,M,2,High School,Divorced,$120K +,Blue,24,4,2,2,3497,1665,1832,0.627,2337,61,0.564,0.476, 712187808,Existing Customer,27,M,0,Uneducated,Married,$40K - $60K,Blue,15,4,3,4,3682,0,3682,0.685,1826,35,0.75,0, 718428033,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,41,6,2,1,4430,1543,2887,0.752,3395,70,0.628,0.348, 714892533,Existing Customer,26,M,0,Unknown,Single,Unknown,Blue,16,5,3,2,3877,0,3877,0.773,2473,33,0.833,0, 714985458,Existing Customer,56,M,1,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15124,1974,13150,0.826,1850,44,0.571,0.131, 716647983,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,53,5,3,1,7712,962,6750,0.418,1574,34,0.062,0.125, 712340733,Existing Customer,42,F,2,Graduate,Unknown,Unknown,Blue,34,5,2,2,19373,1142,18231,0.655,1792,48,0.455,0.059, 719293533,Existing Customer,30,M,1,College,Single,Unknown,Blue,13,3,3,3,21590,2517,19073,0.813,2567,70,0.795,0.117, 715257708,Existing Customer,38,M,1,High School,Married,$60K - $80K,Blue,32,4,2,1,3657,1687,1970,1.357,2758,55,0.833,0.461, 708331758,Existing Customer,47,F,2,Uneducated,Divorced,Unknown,Silver,35,3,1,4,32444,1843,30601,1.127,3725,60,0.622,0.057, 709501683,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,24,5,1,2,5830,1665,4165,0.684,2263,60,0.714,0.286, 711692508,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,47,3,4,3,1438.3,0,1438.3,1.053,1154,22,0.375,0, 715612983,Existing Customer,65,F,1,Graduate,Single,Unknown,Blue,55,5,2,4,6463,1660,4803,0.995,2336,49,1.722,0.257, 709674333,Existing Customer,33,M,2,High School,Single,$60K - $80K,Blue,23,4,2,1,2400,0,2400,1.064,2677,70,0.892,0, 805522758,Existing Customer,44,F,1,Doctorate,Divorced,Less than $40K,Blue,39,5,2,4,2311,1830,481,1.289,1701,33,1.357,0.792, 781013958,Existing Customer,57,F,3,Unknown,Married,$40K - $60K,Blue,48,4,2,2,3585,1244,2341,0.507,1344,37,0.85,0.347, 717495258,Existing Customer,34,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,2,9131,916,8215,0.863,1893,36,0.565,0.1, 795052083,Existing Customer,63,F,0,Uneducated,Single,$40K - $60K,Blue,56,3,6,4,1438.3,0,1438.3,0.864,3630,71,0.578,0, 773389908,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,31,5,1,3,1438.3,0,1438.3,0.79,2075,66,0.692,0, 719320833,Existing Customer,39,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,2,5471,2056,3415,0.465,1992,46,0.704,0.376, 816843933,Existing Customer,39,M,2,High School,Married,$80K - $120K,Blue,34,6,3,3,8823,1541,7282,1.06,1961,32,1,0.175, 789196158,Existing Customer,55,M,1,Graduate,Married,$60K - $80K,Blue,44,6,2,4,2173,1520,653,0.652,1485,26,0.529,0.699, 717930483,Attrited Customer,37,M,2,Graduate,Single,$120K +,Blue,25,3,3,0,5616,0,5616,0.995,1564,31,0.476,0, 773442258,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,51,5,2,2,8571,1616,6955,0.6,1397,28,0.647,0.189, 719872833,Existing Customer,45,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,6,3,2803,0,2803,0.565,3347,71,0.732,0, 721491258,Existing Customer,53,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,2,3924,2517,1407,0.511,1417,30,0.667,0.641, 770575233,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,23,6,1,2,5663,1149,4514,0.767,2553,61,0.794,0.203, 715800708,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,49,3,1,2,3955,2000,1955,0.425,1560,43,0.483,0.506, 719996958,Existing Customer,29,F,0,Uneducated,Single,Less than $40K,Blue,23,5,3,4,7997,0,7997,0.935,2208,56,0.806,0, 719889408,Existing Customer,56,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,5,3652,1351,2301,0.836,1561,39,0.625,0.37, 708811233,Existing Customer,37,M,2,Graduate,Married,$80K - $120K,Blue,27,4,2,1,12702,2008,10694,0.51,1992,40,0.667,0.158, 794627208,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,23,4,3,2,7189,1550,5639,0.538,1935,52,0.368,0.216, 719020983,Existing Customer,58,M,1,Graduate,Married,$80K - $120K,Blue,42,4,3,1,12421,2517,9904,0.73,1913,49,0.69,0.203, 719131533,Existing Customer,29,F,0,Post-Graduate,Divorced,Less than $40K,Blue,17,3,2,4,2585,2008,577,1.266,3519,73,0.622,0.777, 710449983,Existing Customer,38,M,2,High School,Married,$120K +,Blue,29,4,1,2,2818,1656,1162,1.404,2916,45,0.957,0.588, 715651833,Attrited Customer,65,M,1,Unknown,Single,Less than $40K,Blue,36,3,4,4,2351,0,2351,0.881,1593,35,0.591,0, 720714933,Existing Customer,62,F,1,Graduate,Married,Less than $40K,Blue,49,4,2,2,3143,2517,626,0.625,1323,25,0.923,0.801, 789170283,Existing Customer,53,M,1,Graduate,Unknown,$80K - $120K,Blue,42,5,5,4,6514,978,5536,0.843,3084,63,0.658,0.15, 810201783,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,17,5,3,3,3119,1328,1791,0.722,2740,62,0.512,0.426, 715517733,Attrited Customer,46,F,3,High School,Single,Less than $40K,Silver,39,1,0,4,13092,1962,11130,0.686,936,25,0.25,0.15, 709042908,Existing Customer,51,F,1,College,Married,$40K - $60K,Blue,44,4,2,1,1438.3,0,1438.3,0.803,2207,68,0.511,0, 715023333,Existing Customer,39,M,2,Uneducated,Married,Less than $40K,Blue,34,4,2,4,3702,1118,2584,1.04,2585,64,0.778,0.302, 720801033,Existing Customer,51,F,1,High School,Married,Unknown,Blue,36,3,2,3,9095,2517,6578,0.37,1347,27,0.421,0.277, 714345783,Existing Customer,59,M,2,High School,Married,$40K - $60K,Blue,50,6,3,2,2701,1572,1129,0.475,1469,36,0.5,0.582, 779209083,Existing Customer,56,M,3,Unknown,Married,$40K - $60K,Blue,45,6,2,4,1813,1387,426,0.406,1468,32,0.231,0.765, 713972658,Existing Customer,56,F,2,Graduate,Married,Unknown,Blue,36,3,3,2,5335,996,4339,0.469,1454,43,0.433,0.187, 710782458,Existing Customer,31,M,1,Graduate,Married,$40K - $60K,Blue,20,6,2,5,2469,1695,774,0.842,1615,36,0.333,0.687, 711142308,Existing Customer,37,M,0,High School,Divorced,$40K - $60K,Blue,36,3,1,5,3091,0,3091,0.665,2572,65,0.548,0, 824789283,Existing Customer,36,M,2,High School,Single,$40K - $60K,Blue,32,3,5,2,2683,1533,1150,0.821,2373,73,0.659,0.571, 715187733,Existing Customer,26,F,1,Unknown,Single,Unknown,Blue,15,3,4,3,5464,0,5464,0.7,2473,46,0.484,0, 721014858,Existing Customer,61,F,0,Graduate,Married,Less than $40K,Blue,53,4,1,2,2942,2022,920,0.537,1479,28,0.217,0.687, 710363433,Existing Customer,26,M,0,High School,Single,Less than $40K,Blue,36,6,3,3,2735,1348,1387,0.805,2441,58,0.45,0.493, 715479483,Existing Customer,35,M,2,College,Married,$80K - $120K,Blue,36,5,2,4,15279,1496,13783,0.997,2079,57,0.425,0.098, 708243483,Existing Customer,53,M,3,College,Married,$120K +,Blue,43,4,2,5,14938,1155,13783,0.995,2248,51,0.645,0.077, 714770808,Existing Customer,59,M,2,High School,Married,Less than $40K,Blue,42,3,3,5,4328,670,3658,0.396,1580,54,0.543,0.155, 720626058,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,4,4,4,34516,934,33582,0.681,1768,52,0.576,0.027, 709185108,Existing Customer,38,M,3,High School,Married,$60K - $80K,Blue,26,5,4,2,5824,1542,4282,0.827,1801,44,0.571,0.265, 719596908,Existing Customer,56,F,5,Doctorate,Married,Unknown,Blue,48,4,2,2,11281,2118,9163,0.534,1255,30,0.304,0.188, 719273733,Existing Customer,37,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,5,7959,998,6961,0.773,1855,29,0.318,0.125, 717348258,Existing Customer,33,M,1,Graduate,Married,$120K +,Blue,21,4,1,3,4459,1899,2560,1.349,2502,48,1,0.426, 770882508,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,24,4,1,5,17162,773,16389,1.238,2457,54,1,0.045, 799026633,Existing Customer,56,M,1,Uneducated,Married,$120K +,Blue,50,4,3,5,16254,1518,14736,1.256,2502,55,0.571,0.093, 718777008,Existing Customer,59,M,0,High School,Married,$80K - $120K,Blue,47,5,1,2,3278,1306,1972,0.399,1374,32,0.391,0.398, 713352183,Existing Customer,30,M,1,Post-Graduate,Married,Less than $40K,Blue,17,5,1,2,7173,1227,5946,0.646,1793,33,0.737,0.171, 716128083,Existing Customer,56,M,2,High School,Married,$40K - $60K,Blue,36,5,2,3,3295,2002,1293,0.599,1191,34,0.545,0.608, 721288158,Existing Customer,33,M,2,Unknown,Single,$120K +,Blue,15,4,2,2,25033,2300,22733,0.716,2529,71,0.578,0.092, 757881258,Existing Customer,31,M,0,Graduate,Divorced,$60K - $80K,Blue,24,6,2,2,4232,2092,2140,0.604,2565,69,0.865,0.494, 715843533,Existing Customer,26,M,1,College,Single,$40K - $60K,Blue,36,3,4,3,2703,1256,1447,0.949,2111,29,0.706,0.465, 717234183,Existing Customer,29,M,1,Graduate,Married,Less than $40K,Blue,18,4,1,4,2710,629,2081,0.771,1718,37,0.762,0.232, 717260058,Existing Customer,53,F,2,Uneducated,Married,Less than $40K,Blue,42,6,1,5,2322,1284,1038,0.673,1573,27,0.929,0.553, 709710783,Existing Customer,35,F,0,High School,Single,Less than $40K,Blue,36,4,3,4,5931,0,5931,0.668,2730,71,0.614,0, 787284858,Existing Customer,35,M,2,Uneducated,Unknown,$120K +,Blue,29,5,1,2,3300,1731,1569,0.689,1745,27,0.929,0.525, 815845758,Existing Customer,56,F,4,High School,Married,Less than $40K,Blue,51,4,2,3,1438.3,0,1438.3,0.472,1354,24,0.714,0, 720639783,Existing Customer,35,F,1,Uneducated,Single,Unknown,Silver,27,4,3,2,34516,0,34516,0.682,2562,62,0.722,0, 713331408,Existing Customer,35,M,3,Uneducated,Married,$40K - $60K,Blue,36,6,2,5,8682,1647,7035,0.971,1792,36,0.8,0.19, 778693458,Attrited Customer,32,M,1,High School,Divorced,$60K - $80K,Blue,13,3,3,3,12616,0,12616,1.054,1376,29,0.611,0, 788610258,Existing Customer,49,M,4,College,Unknown,Less than $40K,Blue,43,5,2,4,9652,2517,7135,0.889,3762,73,0.587,0.261, 711173883,Existing Customer,36,M,4,Graduate,Divorced,$120K +,Blue,29,3,2,2,1651,770,881,0.736,2516,54,0.385,0.466, 717628608,Existing Customer,37,M,3,Unknown,Married,$60K - $80K,Blue,29,5,1,5,2576,1640,936,1.128,2568,34,0.889,0.637, 789261558,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,47,3,1,4,2212,1392,820,0.573,1387,34,0.7,0.629, 770647233,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,21,5,6,3,2157,1188,969,0.847,2111,59,0.639,0.551, 712826208,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,26,5,1,2,2575,1424,1151,0.543,1487,33,0.737,0.553, 718181433,Existing Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,56,6,1,2,8705,1453,7252,1.11,2688,88,0.956,0.167, 714460683,Existing Customer,65,M,0,High School,Married,Less than $40K,Blue,56,3,3,5,3838,1736,2102,0.445,1467,29,0.706,0.452, 716460933,Existing Customer,51,M,2,Unknown,Married,$120K +,Blue,42,4,1,4,10306,1427,8879,0.709,1456,44,0.294,0.138, 710787708,Existing Customer,56,F,1,Uneducated,Married,$40K - $60K,Blue,40,4,2,5,5366,1271,4095,0.558,1748,38,0.9,0.237, 713800158,Existing Customer,58,M,0,High School,Married,$80K - $120K,Blue,36,6,3,2,2994,2351,643,0.469,1540,32,0.185,0.785, 712551258,Attrited Customer,39,M,1,Uneducated,Married,Less than $40K,Blue,36,3,3,3,4247,0,4247,0.405,847,17,0.133,0, 715379133,Existing Customer,51,F,1,College,Single,Less than $40K,Blue,36,4,4,2,1737,1145,592,0.809,1954,42,1.333,0.659, 712091433,Existing Customer,58,M,4,Uneducated,Single,$40K - $60K,Silver,50,5,2,3,18431,902,17529,1.296,2950,61,0.848,0.049, 771756333,Existing Customer,34,F,3,Graduate,Married,Less than $40K,Blue,23,5,3,3,2263,1794,469,0.794,2154,37,0.542,0.793, 779895108,Existing Customer,39,M,3,Unknown,Single,$80K - $120K,Blue,23,6,1,4,2718,2156,562,0.668,1711,36,0.44,0.793, 771976683,Existing Customer,54,F,1,College,Married,Unknown,Blue,43,3,3,2,5839,2130,3709,0.687,1640,44,0.333,0.365, 716800908,Existing Customer,26,F,2,High School,Single,Unknown,Blue,13,5,0,3,5137,0,5137,0.699,2496,49,0.581,0, 789413958,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,43,4,2,3,11909,1018,10891,1.006,1938,53,0.656,0.085, 711574008,Existing Customer,32,M,3,College,Single,$80K - $120K,Blue,21,4,3,5,21390,0,21390,0.946,2477,59,0.341,0, 714138408,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,39,4,1,4,9264,629,8635,0.659,4107,79,0.58,0.068, 709334658,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,26,4,2,5,5484,2517,2967,0.489,2025,51,0.378,0.459, 709564683,Attrited Customer,32,M,2,Graduate,Married,$40K - $60K,Blue,22,3,3,5,4739,0,4739,0.363,886,21,0.4,0, 772292358,Attrited Customer,30,M,1,College,Divorced,Less than $40K,Blue,19,4,3,3,7970,0,7970,0.776,1284,30,0.429,0, 712933083,Existing Customer,37,M,1,Uneducated,Single,$80K - $120K,Blue,36,6,1,2,3127,2378,749,0.862,2292,49,0.441,0.76, 710497608,Existing Customer,38,M,2,Uneducated,Single,$40K - $60K,Blue,36,5,1,2,7756,1670,6086,0.78,1858,51,0.545,0.215, 721443408,Existing Customer,46,M,2,Uneducated,Single,$120K +,Blue,33,6,2,3,34516,676,33840,0.814,3508,58,0.871,0.02, 709149408,Existing Customer,36,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,4,5605,1322,4283,1.204,2338,41,0.952,0.236, 708446808,Existing Customer,33,M,1,Post-Graduate,Married,$80K - $120K,Blue,36,4,3,2,2946,1359,1587,0.746,2017,48,0.455,0.461, 824192658,Existing Customer,58,F,3,Post-Graduate,Single,Less than $40K,Blue,54,4,2,3,8886,0,8886,0.694,4148,79,0.756,0, 711625683,Existing Customer,46,M,4,Doctorate,Married,$120K +,Blue,36,3,2,5,3104,862,2242,1.057,2781,74,0.682,0.278, 717487983,Existing Customer,39,M,5,Unknown,Married,$80K - $120K,Blue,36,4,3,3,19435,2120,17315,0.625,2062,55,0.486,0.109, 717301908,Existing Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,46,3,3,3,3312,1624,1688,0.573,1973,55,0.667,0.49, 718435158,Existing Customer,50,M,3,High School,Married,$120K +,Blue,40,5,1,4,34516,0,34516,0.986,1930,36,0.44,0, 714797733,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,33,6,1,4,5246,0,5246,0.969,3189,56,0.556,0, 719213133,Existing Customer,53,M,1,Graduate,Unknown,$60K - $80K,Blue,41,4,1,2,2432,1554,878,1.158,3670,60,0.818,0.639, 798962058,Existing Customer,36,F,5,Graduate,Married,Less than $40K,Blue,30,3,3,3,3103,2399,704,0.581,1836,48,0.655,0.773, 718970058,Existing Customer,38,M,3,Unknown,Married,$120K +,Blue,33,5,3,4,30746,1168,29578,0.653,1519,43,0.72,0.038, 713021208,Attrited Customer,55,F,2,College,Single,Unknown,Silver,36,2,3,3,34516,0,34516,0.399,1353,40,0.212,0, 810856833,Existing Customer,45,M,4,College,Unknown,$120K +,Blue,40,3,2,2,11962,1025,10937,0.694,1907,52,0.926,0.086, 787868958,Existing Customer,36,M,2,High School,Single,$80K - $120K,Blue,27,5,3,3,14690,979,13711,0.811,2746,68,0.511,0.067, 708161133,Existing Customer,45,M,1,Graduate,Single,$40K - $60K,Blue,32,5,1,2,6629,1389,5240,0.828,3891,69,0.643,0.21, 708174708,Existing Customer,38,M,4,Graduate,Married,$40K - $60K,Blue,27,6,2,4,5535,1276,4259,0.636,1764,38,0.9,0.231, 708735183,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,22,4,3,3,2544,1848,696,0.804,2289,49,0.441,0.726, 708445608,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,37,4,3,3,3305,2517,788,0.766,2027,57,1.036,0.762, 778943883,Existing Customer,51,M,2,Uneducated,Single,$120K +,Blue,36,5,2,4,34516,888,33628,1.299,1959,42,0.909,0.026, 788810658,Existing Customer,37,F,1,College,Single,Unknown,Blue,20,3,2,5,9466,0,9466,0.818,2503,70,0.489,0, 789050883,Existing Customer,33,F,2,Doctorate,Single,Unknown,Blue,21,4,3,4,5297,0,5297,0.779,2655,62,0.55,0, 714531108,Existing Customer,31,M,1,College,Married,$80K - $120K,Blue,36,4,3,3,4260,1775,2485,1.239,2109,52,0.625,0.417, 711635358,Existing Customer,40,F,4,College,Single,Less than $40K,Blue,26,6,1,2,7291,2517,4774,0.83,2198,56,0.697,0.345, 803648508,Existing Customer,43,M,4,High School,Unknown,$80K - $120K,Blue,37,4,2,3,13882,758,13124,0.5,1646,42,0.75,0.055, 813200058,Existing Customer,63,M,0,Graduate,Married,$40K - $60K,Blue,56,4,2,5,6500,1786,4714,0.524,1497,27,0.35,0.275, 805261983,Existing Customer,35,F,4,Unknown,Married,Less than $40K,Blue,30,6,3,4,1626,979,647,1.467,2847,61,0.968,0.602, 715206408,Existing Customer,31,F,1,High School,Single,Less than $40K,Blue,22,5,1,5,6662,0,6662,0.934,3264,83,0.766,0, 788684508,Existing Customer,36,M,4,Uneducated,Married,$80K - $120K,Blue,25,4,3,3,5846,1732,4114,0.611,2056,41,0.64,0.296, 737933883,Existing Customer,34,M,1,High School,Married,$60K - $80K,Blue,27,3,1,2,8063,2149,5914,0.722,2042,49,0.69,0.267, 768655158,Existing Customer,29,M,0,Unknown,Married,$60K - $80K,Blue,23,3,3,2,6224,1092,5132,0.919,2222,39,0.56,0.175, 774437583,Existing Customer,55,M,1,Doctorate,Married,$60K - $80K,Blue,49,6,2,4,4597,2442,2155,0.512,1504,38,0.357,0.531, 713104458,Attrited Customer,46,M,2,Graduate,Single,$40K - $60K,Blue,31,3,3,5,7869,0,7869,0.692,998,25,0.562,0, 715462008,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,35,6,3,2,17884,2096,15788,0.477,2031,49,0.633,0.117, 715366083,Attrited Customer,52,F,0,Doctorate,Single,Less than $40K,Blue,36,2,2,3,1438.3,978,460.3,0.773,947,33,0.571,0.68, 712322058,Existing Customer,40,F,3,High School,Married,Less than $40K,Blue,32,5,1,3,2046,1694,352,0.853,3432,49,0.96,0.828, 719737833,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,4,2,2,6370,0,6370,0.855,1783,40,0.667,0, 789530208,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,2,2737,2517,220,0.533,1619,37,0.48,0.92, 717885183,Existing Customer,36,M,1,Graduate,Single,Less than $40K,Blue,25,6,1,2,2622,2489,133,0.84,2717,79,0.549,0.949, 716244033,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,33,2,3,3,7266,906,6360,0.676,1741,27,0.421,0.125, 711614658,Existing Customer,37,F,2,Uneducated,Single,Less than $40K,Blue,30,6,3,3,2258,1338,920,0.86,2511,55,0.774,0.593, 804598908,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,25,3,2,3,6510,2055,4455,1.042,2238,49,0.531,0.316, 719161683,Existing Customer,64,F,0,Unknown,Married,Unknown,Blue,55,4,1,4,2508,1580,928,0.44,1607,44,0.419,0.63, 719327808,Existing Customer,52,F,2,Uneducated,Married,Unknown,Blue,36,5,1,2,4006,2517,1489,0.557,1157,34,0.619,0.628, 714038433,Existing Customer,37,F,5,High School,Single,$40K - $60K,Blue,19,4,1,2,3252,1987,1265,0.658,2953,72,0.714,0.611, 710129283,Existing Customer,45,F,4,Uneducated,Married,Unknown,Blue,26,4,3,1,16317,0,16317,0.742,2944,71,0.972,0, 709367433,Existing Customer,28,M,1,Unknown,Single,$40K - $60K,Blue,15,3,3,1,2109,1542,567,0.67,2261,56,0.6,0.731, 719729433,Existing Customer,65,F,1,Graduate,Married,Less than $40K,Blue,56,4,2,0,7023,1726,5297,1.178,2535,51,0.759,0.246, 717192933,Existing Customer,55,M,0,Graduate,Married,$120K +,Blue,42,3,2,1,8302,2517,5785,0.661,1576,34,0.789,0.303, 711734508,Existing Customer,55,M,2,Graduate,Married,$80K - $120K,Blue,47,3,3,3,9959,1209,8750,0.548,1584,28,0.273,0.121, 715153158,Existing Customer,41,M,4,Uneducated,Single,$40K - $60K,Blue,36,4,3,4,3636,1884,1752,0.924,4254,79,0.491,0.518, 712149033,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,46,5,1,1,5184,1856,3328,0.553,1834,55,0.571,0.358, 713901108,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,6,1,4,14575,0,14575,1.251,3444,80,0.702,0, 719415858,Existing Customer,29,M,0,College,Divorced,Unknown,Blue,15,6,3,2,3107,1720,1387,0.661,2460,71,0.69,0.554, 719385558,Existing Customer,62,F,0,College,Married,$40K - $60K,Blue,49,6,1,2,1438.3,0,1438.3,0.757,1281,32,1,0, 779528658,Existing Customer,42,M,4,College,Unknown,$60K - $80K,Blue,25,4,3,3,3092,1115,1977,0.802,2133,41,0.783,0.361, 721508283,Existing Customer,47,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,1,8322,0,8322,0.86,3700,62,1,0, 757753083,Existing Customer,44,F,0,Graduate,Married,Less than $40K,Silver,36,5,3,2,10110,1229,8881,0.65,4063,74,0.48,0.122, 797753283,Existing Customer,34,F,1,High School,Married,Less than $40K,Blue,28,4,3,4,2707,2036,671,0.827,1926,33,0.941,0.752, 807523008,Existing Customer,37,M,1,Graduate,Single,Unknown,Blue,32,4,1,3,4397,2007,2390,0.892,2473,47,1.136,0.456, 711416958,Existing Customer,33,F,2,Graduate,Single,Unknown,Blue,21,3,3,2,5795,0,5795,0.746,2322,65,0.585,0, 780865308,Existing Customer,40,M,4,Uneducated,Married,$80K - $120K,Blue,23,6,3,2,9760,1657,8103,1.134,4542,86,0.87,0.17, 708423933,Existing Customer,51,M,2,Doctorate,Single,$40K - $60K,Blue,40,3,2,0,6103,0,6103,0.532,3203,64,0.829,0, 714321408,Existing Customer,65,M,1,High School,Married,$40K - $60K,Blue,56,6,2,2,2246,1326,920,0.543,1429,32,0.455,0.59, 771852483,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,35,6,3,4,4930,0,4930,1.019,3343,77,0.638,0, 708185208,Existing Customer,27,M,0,Graduate,Single,$40K - $60K,Blue,16,4,1,2,3178,1118,2060,0.643,2010,31,0.55,0.352, 714920208,Existing Customer,37,F,1,High School,Unknown,Less than $40K,Blue,30,3,5,0,3003,1810,1193,0.719,3148,68,0.789,0.603, 789952158,Existing Customer,34,F,1,Doctorate,Married,Unknown,Blue,25,4,3,3,2318,2069,249,1.399,2689,57,0.781,0.893, 713237958,Existing Customer,34,M,0,Graduate,Married,$40K - $60K,Blue,17,4,1,4,2638,2092,546,0.591,1868,43,0.344,0.793, 715956258,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,2004,0,2004,0.681,1974,60,0.364,0, 769196433,Existing Customer,55,F,2,Post-Graduate,Married,Less than $40K,Blue,49,4,1,1,2414,2276,138,0.567,2000,62,0.59,0.943, 778942233,Existing Customer,60,F,0,Doctorate,Married,Less than $40K,Blue,45,5,2,4,1438.3,648,790.3,0.477,1267,27,1.077,0.451, 708651933,Existing Customer,56,M,2,Graduate,Married,$60K - $80K,Blue,44,3,1,2,2043,1928,115,0.791,2311,57,0.839,0.944, 720467583,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,46,3,3,2,34516,2517,31999,0.685,3072,67,0.675,0.073, 716549058,Existing Customer,45,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,3111,2290,821,1.612,1998,41,0.464,0.736, 713533983,Existing Customer,56,M,1,Graduate,Married,$120K +,Blue,48,6,3,4,2585,1207,1378,0.44,1590,33,0.32,0.467, 787463508,Attrited Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,5,2,4,2469,2410,59,0.544,1027,20,0.176,0.976, 710256708,Existing Customer,30,M,1,Unknown,Single,Less than $40K,Blue,19,5,2,0,8744,1712,7032,0.895,2579,68,0.659,0.196, 708980283,Existing Customer,34,M,3,High School,Married,$80K - $120K,Blue,23,5,1,4,4185,2517,1668,0.861,2179,55,0.774,0.601, 719484408,Existing Customer,39,M,3,Uneducated,Married,$60K - $80K,Blue,36,6,2,4,4759,1459,3300,1.24,2903,57,0.9,0.307, 710023233,Existing Customer,36,M,3,Graduate,Single,$120K +,Blue,36,6,2,4,24457,1300,23157,0.914,2739,65,0.912,0.053, 789101883,Existing Customer,32,M,3,Unknown,Single,$120K +,Blue,20,6,2,2,14244,1673,12571,0.699,2729,66,0.535,0.117, 778381608,Attrited Customer,48,M,4,Doctorate,Single,$80K - $120K,Blue,28,3,3,4,6572,417,6155,0.584,1766,46,0.533,0.063, 787492908,Existing Customer,50,F,2,Uneducated,Married,Unknown,Blue,34,5,3,2,23381,905,22476,0.645,4357,73,0.521,0.039, 709932558,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,26,5,3,2,3471,2517,954,0.743,1771,34,0.889,0.725, 780219483,Existing Customer,61,F,0,Graduate,Married,Less than $40K,Blue,51,4,2,1,2250,1041,1209,0.678,1339,28,0.867,0.463, 708590658,Existing Customer,65,F,1,Unknown,Married,Unknown,Blue,53,5,3,2,15965,2312,13653,0.59,1619,40,0.538,0.145, 715143333,Existing Customer,45,F,1,High School,Divorced,Less than $40K,Blue,36,6,2,2,9433,1578,7855,0.66,3910,81,0.653,0.167, 801048483,Existing Customer,34,M,3,Uneducated,Divorced,$120K +,Blue,28,4,3,3,9180,1814,7366,0.628,2646,49,0.633,0.198, 711913833,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,4,2,4,8818,1437,7381,0.649,1865,31,0.938,0.163, 715413483,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,3,4066,1028,3038,0.972,3888,77,0.604,0.253, 715750758,Existing Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,1,1,9031,1535,7496,0.69,1602,35,0.591,0.17, 714062958,Existing Customer,36,M,4,Unknown,Single,$40K - $60K,Blue,36,6,1,2,9887,994,8893,0.488,2552,64,0.455,0.101, 710458758,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,53,5,3,5,4161,2491,1670,0.41,1203,30,0.579,0.599, 719494983,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,15,6,3,3,2740,2069,671,0.418,1997,44,0.419,0.755, 710586483,Attrited Customer,26,F,0,High School,Single,Unknown,Blue,13,1,2,4,6152,0,6152,0.391,968,23,0.533,0, 772637058,Existing Customer,34,M,3,Uneducated,Married,$60K - $80K,Blue,24,3,1,4,8167,1740,6427,1.455,2141,51,0.7,0.213, 718229133,Existing Customer,51,M,2,College,Married,$120K +,Blue,41,6,2,4,23742,0,23742,0.769,3783,57,0.676,0, 718423533,Existing Customer,57,M,3,College,Unknown,$60K - $80K,Blue,50,6,3,4,16791,1181,15610,0.55,2983,74,0.682,0.07, 781089708,Existing Customer,30,M,0,Graduate,Divorced,$80K - $120K,Blue,23,6,1,2,26783,1285,25498,0.59,2495,46,0.769,0.048, 773082033,Existing Customer,35,M,1,Post-Graduate,Married,$80K - $120K,Blue,27,3,3,4,25516,1363,24153,1.172,2317,38,0.727,0.053, 815288583,Existing Customer,32,M,0,Graduate,Married,$40K - $60K,Blue,27,3,3,2,4815,1591,3224,1.409,2501,36,0.714,0.33, 720431433,Existing Customer,62,M,1,Graduate,Married,Unknown,Blue,36,5,2,2,3198,2308,890,0.724,1402,35,0.842,0.722, 709164408,Attrited Customer,32,M,1,Uneducated,Married,Less than $40K,Blue,23,1,3,3,2218,1696,522,0.367,730,20,0.429,0.765, 710567508,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,44,4,2,3,23462,2202,21260,0.571,1387,33,0.65,0.094, 719427333,Existing Customer,55,M,3,College,Married,$60K - $80K,Blue,36,5,4,4,2252,1737,515,0.685,1291,27,0.5,0.771, 714765408,Existing Customer,26,F,1,Unknown,Single,Less than $40K,Blue,36,4,3,3,2557,1990,567,0.575,2266,57,0.357,0.778, 709785783,Attrited Customer,35,F,0,Graduate,Single,Less than $40K,Blue,25,5,3,4,2300,0,2300,0.877,1485,34,0.478,0, 809290308,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,26,3,1,1,3540,1173,2367,1.106,1912,45,0.667,0.331, 779598183,Existing Customer,53,M,3,Unknown,Single,$60K - $80K,Blue,42,6,1,2,22938,1700,21238,0.636,3428,54,0.5,0.074, 779783508,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,34,5,1,3,13129,901,12228,0.825,2564,56,0.474,0.069, 719568333,Existing Customer,39,M,3,Unknown,Single,$80K - $120K,Silver,36,5,3,2,34516,1900,32616,1.002,1668,36,0.714,0.055, 719207733,Existing Customer,61,F,0,High School,Married,Less than $40K,Blue,53,5,2,0,3396,802,2594,0.548,1418,36,0.5,0.236, 715533108,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,20,4,3,4,4712,955,3757,0.855,2568,62,0.59,0.203, 714816258,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,36,4,2,2,7638,947,6691,0.682,2336,58,0.611,0.124, 787573683,Existing Customer,41,M,3,Post-Graduate,Married,$60K - $80K,Blue,34,4,2,2,2624,1319,1305,0.768,4189,74,0.609,0.503, 804310758,Existing Customer,58,M,3,Graduate,Married,$120K +,Blue,52,5,2,5,17934,1578,16356,0.593,2005,48,0.778,0.088, 792912708,Existing Customer,45,M,5,Graduate,Married,$40K - $60K,Silver,39,3,1,5,15198,2098,13100,0.8,3183,64,0.73,0.138, 719078283,Existing Customer,57,F,4,High School,Married,Less than $40K,Blue,47,5,3,4,3191,2517,674,0.719,1501,35,0.591,0.789, 708620283,Existing Customer,35,M,1,Unknown,Single,$60K - $80K,Blue,25,6,3,2,6053,2001,4052,0.743,2208,59,0.595,0.331, 770985633,Existing Customer,39,M,2,Unknown,Married,$40K - $60K,Blue,26,6,1,2,5510,2027,3483,0.898,1980,42,0.68,0.368, 780094008,Existing Customer,55,M,3,Doctorate,Married,$120K +,Blue,40,4,3,1,12875,1119,11756,0.401,1624,40,0.429,0.087, 716420358,Existing Customer,41,F,2,High School,Married,$40K - $60K,Blue,36,5,2,4,2602,1490,1112,0.66,3151,78,0.66,0.573, 825756333,Existing Customer,55,F,0,Uneducated,Married,Less than $40K,Blue,51,4,3,1,2041,1885,156,0.587,2118,48,0.778,0.924, 755273658,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,45,3,3,3,2548,1683,865,0.75,2055,54,0.636,0.661, 709096908,Existing Customer,57,M,2,Graduate,Married,$120K +,Blue,49,6,3,1,4698,984,3714,0.373,1865,35,0.458,0.209, 714840858,Existing Customer,40,F,3,High School,Unknown,Less than $40K,Blue,31,5,2,4,2222,1551,671,0.932,3302,65,0.585,0.698, 721205508,Existing Customer,47,M,4,High School,Married,$80K - $120K,Blue,36,3,3,4,8217,0,8217,0.678,1848,56,0.514,0, 786493908,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Silver,36,4,3,3,10091,0,10091,1.121,3347,64,0.778,0, 803963808,Existing Customer,39,M,3,Graduate,Single,$80K - $120K,Blue,34,4,3,5,19074,0,19074,0.804,3762,74,1,0, 806170158,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Gold,34,3,3,2,34516,542,33974,0.866,3899,78,0.857,0.016, 751469808,Existing Customer,36,M,3,Graduate,Married,$120K +,Blue,29,5,2,4,12852,1945,10907,0.659,1606,33,0.941,0.151, 721055058,Existing Customer,36,M,2,Uneducated,Married,$60K - $80K,Blue,21,4,1,5,12763,2517,10246,1.631,2599,46,0.917,0.197, 709794333,Existing Customer,29,M,0,Graduate,Married,Less than $40K,Blue,19,6,2,4,2827,1430,1397,0.885,1608,30,1.308,0.506, 718361583,Existing Customer,56,F,2,Uneducated,Married,Unknown,Blue,36,3,3,5,8242,0,8242,0.434,1559,44,0.467,0, 714327183,Existing Customer,37,F,4,Graduate,Married,Less than $40K,Blue,28,4,3,1,1825,1389,436,1.595,2878,54,0.636,0.761, 808909008,Existing Customer,61,M,0,Post-Graduate,Married,Less than $40K,Blue,56,6,3,4,1438.3,0,1438.3,0.589,1448,31,0.292,0, 716207508,Existing Customer,36,M,3,High School,Married,$60K - $80K,Blue,36,5,2,4,5497,1517,3980,0.624,1981,38,0.357,0.276, 768965208,Existing Customer,51,F,1,Graduate,Married,$40K - $60K,Blue,45,5,2,2,6778,865,5913,0.992,3158,71,0.775,0.128, 720185058,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,4,4267,0,4267,0.862,1067,23,0.769,0, 715220508,Existing Customer,31,F,0,High School,Married,Less than $40K,Blue,22,4,2,1,3273,2517,756,1.465,2726,57,0.727,0.769, 712112733,Existing Customer,33,M,2,Doctorate,Single,$40K - $60K,Blue,25,5,2,2,9371,1541,7830,0.781,2518,67,0.971,0.164, 712298883,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,38,3,3,1,1438.3,663,775.3,0.384,2987,73,0.622,0.461, 717813558,Attrited Customer,57,F,3,High School,Single,Unknown,Blue,36,1,4,2,8389,1960,6429,0.384,1334,38,0.407,0.234, 716823408,Existing Customer,65,M,0,Doctorate,Single,Unknown,Blue,56,3,2,2,28410,1608,26802,0.913,2278,77,1.139,0.057, 719089383,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,29,3,2,1,6168,2371,3797,0.668,4303,80,0.509,0.384, 710039208,Existing Customer,57,F,3,Unknown,Single,Unknown,Blue,40,3,3,1,2111,966,1145,0.923,3871,87,0.706,0.458, 780237033,Existing Customer,63,F,1,Unknown,Married,$40K - $60K,Blue,49,3,1,3,3141,1819,1322,0.497,1539,35,0.522,0.579, 720986958,Existing Customer,50,F,2,Graduate,Divorced,$40K - $60K,Blue,40,6,2,5,8307,2517,5790,1.743,2293,36,0.8,0.303, 709473708,Existing Customer,39,M,3,Graduate,Married,$80K - $120K,Blue,31,4,2,3,30753,1661,29092,0.681,1780,33,0.941,0.054, 708593883,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,26,3,1,4,2731,1573,1158,0.943,1813,38,0.727,0.576, 710241858,Existing Customer,39,F,4,Unknown,Married,Less than $40K,Blue,31,6,1,4,2890,0,2890,0.545,2040,36,0.44,0, 715392558,Existing Customer,52,M,1,Unknown,Single,$120K +,Blue,44,6,1,2,34516,0,34516,1.03,2848,56,0.75,0, 717399183,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,26,6,3,1,8058,1176,6882,1.164,2774,52,0.625,0.146, 817925058,Existing Customer,50,F,2,Uneducated,Married,Unknown,Blue,45,6,1,4,5660,2401,3259,0.779,1932,35,0.346,0.424, 716029158,Existing Customer,59,M,0,Unknown,Married,$60K - $80K,Blue,36,6,4,5,4230,1366,2864,0.63,1480,35,0.458,0.323, 715043508,Existing Customer,38,M,2,Graduate,Unknown,$40K - $60K,Blue,36,4,3,4,9515,0,9515,0.79,4642,61,0.605,0, 716610558,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,36,3,3,3,10962,1559,9403,0.708,2724,71,0.651,0.142, 716768808,Existing Customer,57,M,1,Unknown,Married,$120K +,Blue,36,6,2,4,23848,1967,21881,0.462,1591,43,0.72,0.082, 795810633,Existing Customer,65,M,0,Uneducated,Married,Unknown,Blue,56,3,3,2,10144,1295,8849,0.758,1234,24,1.182,0.128, 779925033,Existing Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,22,4,3,4,2997,1969,1028,1.235,2807,60,0.714,0.657, 790225758,Existing Customer,41,M,2,College,Single,$80K - $120K,Blue,35,6,3,3,2647,620,2027,0.664,2262,47,0.424,0.234, 713879283,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,47,3,1,2,4580,1300,3280,0.519,1694,34,0.7,0.284, 715968858,Existing Customer,28,M,0,Post-Graduate,Married,Unknown,Blue,13,4,1,2,2608,1630,978,0.521,1822,33,0.32,0.625, 767687208,Existing Customer,31,M,2,Unknown,Single,$80K - $120K,Blue,24,6,3,3,34516,1180,33336,0.801,2329,69,0.605,0.034, 778728783,Existing Customer,39,F,2,Unknown,Married,Less than $40K,Blue,19,5,3,1,3156,2095,1061,1.281,2739,56,0.75,0.664, 713637783,Existing Customer,44,F,3,Graduate,Married,Unknown,Blue,31,5,2,0,24936,2053,22883,0.716,1810,38,0.727,0.082, 718162908,Existing Customer,55,M,3,College,Married,$80K - $120K,Blue,42,3,2,1,26101,614,25487,0.397,1472,48,0.412,0.024, 708664008,Existing Customer,57,M,3,College,Married,$80K - $120K,Blue,45,6,3,4,14270,0,14270,0.398,1222,37,0.423,0, 711929058,Existing Customer,28,M,0,High School,Married,Unknown,Blue,21,5,3,5,25618,1209,24409,1.228,2157,49,1.882,0.047, 770781558,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,21,5,1,2,3230,2517,713,0.677,1914,31,0.348,0.779, 790048158,Existing Customer,46,F,4,College,Married,Less than $40K,Blue,38,3,3,3,8881,1865,7016,1.279,2632,54,1.077,0.21, 721258158,Existing Customer,65,F,1,Uneducated,Single,Unknown,Blue,51,3,3,5,11037,1491,9546,0.651,2429,63,0.75,0.135, 786480183,Existing Customer,50,F,2,Uneducated,Married,Unknown,Blue,44,6,2,5,16763,0,16763,0.88,3626,69,0.683,0, 721378008,Existing Customer,31,M,0,Uneducated,Divorced,$40K - $60K,Blue,21,6,2,2,2621,1461,1160,0.775,2718,71,0.775,0.557, 786566733,Existing Customer,49,M,2,Unknown,Single,$80K - $120K,Blue,43,3,3,5,4939,1190,3749,0.557,3764,64,0.524,0.241, 794551383,Existing Customer,50,F,3,College,Single,Less than $40K,Blue,32,5,3,4,4419,1218,3201,0.879,4535,75,0.562,0.276, 820981383,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,39,5,1,4,9235,1796,7439,0.958,1739,42,0.448,0.194, 713366583,Existing Customer,63,F,1,High School,Married,Less than $40K,Blue,56,6,1,3,3055,1685,1370,0.541,1405,40,0.481,0.552, 767311008,Existing Customer,41,M,1,Graduate,Divorced,$80K - $120K,Blue,35,6,2,3,19412,770,18642,0.755,1576,41,0.952,0.04, 716624133,Existing Customer,56,M,1,Unknown,Married,$80K - $120K,Blue,36,6,1,3,12786,1880,10906,0.702,1205,19,0.462,0.147, 712727283,Existing Customer,55,M,1,Graduate,Married,$60K - $80K,Blue,36,4,2,3,4666,1275,3391,0.397,1281,28,0.75,0.273, 716059608,Existing Customer,48,F,4,College,Single,Less than $40K,Blue,38,4,3,3,4894,1505,3389,0.78,3277,67,0.558,0.308, 708292833,Existing Customer,35,M,2,High School,Single,$120K +,Blue,36,4,2,3,27389,1250,26139,0.641,2754,60,0.463,0.046, 720013083,Existing Customer,30,F,0,Post-Graduate,Single,Less than $40K,Blue,18,6,3,2,2132,797,1335,0.779,3265,74,0.574,0.374, 710540883,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,24,5,3,2,6590,0,6590,0.714,2449,67,0.634,0, 709212183,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,36,6,1,3,3176,1470,1706,0.388,1634,53,0.472,0.463, 713424108,Existing Customer,37,M,1,Graduate,Single,$60K - $80K,Blue,27,4,1,3,4288,2349,1939,0.718,2591,57,0.541,0.548, 718476033,Existing Customer,65,F,0,Uneducated,Single,Unknown,Blue,56,5,3,5,20130,2355,17775,0.716,2444,49,0.633,0.117, 815001108,Existing Customer,48,M,2,Doctorate,Single,Less than $40K,Blue,43,3,3,2,5945,1685,4260,0.9,3598,67,0.718,0.283, 709802208,Existing Customer,37,M,1,Graduate,Married,$40K - $60K,Blue,17,3,1,4,3350,0,3350,1.316,2849,61,0.694,0, 713445183,Existing Customer,35,M,1,High School,Married,$60K - $80K,Blue,26,4,3,2,4008,1841,2167,1.504,2794,58,1.148,0.459, 717310458,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,27,3,3,2,5780,938,4842,0.988,2960,65,0.757,0.162, 789158433,Existing Customer,49,F,2,High School,Unknown,$40K - $60K,Blue,38,4,1,2,2497,1674,823,0.701,2922,53,0.963,0.67, 788761608,Existing Customer,26,F,0,High School,Single,Unknown,Blue,13,3,3,4,10286,2286,8000,0.671,2564,57,0.462,0.222, 709916058,Existing Customer,58,M,1,Unknown,Married,$60K - $80K,Blue,36,3,1,3,2347,2163,184,0.615,1631,40,0.29,0.922, 789804933,Existing Customer,29,F,2,Uneducated,Single,Unknown,Blue,18,4,1,2,23125,1236,21889,0.995,2536,69,0.865,0.053, 780070833,Existing Customer,58,F,2,Unknown,Married,Less than $40K,Blue,43,6,2,2,3034,2517,517,0.63,1617,29,1.417,0.83, 772776033,Existing Customer,33,M,2,College,Single,$80K - $120K,Blue,23,3,4,3,7081,1874,5207,0.699,2249,47,1.35,0.265, 719804208,Existing Customer,36,M,2,Graduate,Married,$40K - $60K,Blue,28,5,1,3,6824,1873,4951,0.563,1933,48,0.655,0.274, 715077483,Existing Customer,47,F,3,Doctorate,Married,Less than $40K,Blue,36,4,3,4,1438.3,772,666.3,1.451,2250,40,0.905,0.537, 717000858,Existing Customer,41,M,2,Graduate,Married,Less than $40K,Blue,29,3,2,2,2683,1738,945,0.745,2274,52,0.733,0.648, 792402483,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,40,5,2,1,12280,985,11295,0.841,4263,70,1,0.08, 712973733,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,3,2,2,14607,1480,13127,0.346,1393,38,0.462,0.101, 813213558,Existing Customer,53,F,1,Doctorate,Single,Less than $40K,Blue,48,4,3,3,2267,1469,798,0.716,3709,64,0.684,0.648, 718215033,Existing Customer,54,F,3,Unknown,Married,Less than $40K,Blue,36,6,2,4,2556,2260,296,0.487,1401,30,0.579,0.884, 717207408,Existing Customer,39,F,1,Uneducated,Divorced,Unknown,Blue,34,4,1,2,12512,666,11846,0.914,2995,60,0.875,0.053, 711426033,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Blue,39,3,2,2,11332,946,10386,0.857,3806,65,0.667,0.083, 719233833,Existing Customer,35,F,3,High School,Married,Less than $40K,Blue,23,3,3,4,3073,526,2547,0.702,1944,55,0.618,0.171, 716864733,Existing Customer,47,M,3,College,Married,$120K +,Silver,27,6,3,3,34516,2315,32201,0.599,1805,46,0.704,0.067, 821168733,Existing Customer,38,M,3,Graduate,Married,$60K - $80K,Blue,34,6,3,3,5323,2301,3022,0.68,1783,33,0.65,0.432, 710135058,Existing Customer,56,M,1,Graduate,Married,$80K - $120K,Blue,44,3,1,0,9078,1501,7577,0.51,1543,34,0.545,0.165, 720228708,Existing Customer,56,M,2,High School,Married,$120K +,Blue,46,4,1,3,27029,1347,25682,0.381,1302,27,0.421,0.05, 718618458,Existing Customer,38,M,3,High School,Single,$60K - $80K,Blue,25,5,1,4,9859,1305,8554,0.722,4345,72,0.674,0.132, 719470458,Attrited Customer,46,M,3,College,Single,$80K - $120K,Blue,39,1,4,3,4026,243,3783,0.738,1102,27,0.8,0.06, 719587158,Existing Customer,37,M,1,High School,Single,$40K - $60K,Blue,25,3,2,3,2608,1799,809,0.732,2565,72,0.636,0.69, 715499808,Existing Customer,63,F,0,Unknown,Married,Less than $40K,Blue,36,4,1,4,3552,2517,1035,0.465,1342,26,1,0.709, 718589133,Existing Customer,65,F,1,Graduate,Single,Less than $40K,Blue,56,6,2,2,4613,1619,2994,0.697,2328,62,0.722,0.351, 789235383,Existing Customer,38,M,4,College,Married,$80K - $120K,Blue,27,5,2,4,10386,1909,8477,1.43,2119,52,1.08,0.184, 773364483,Existing Customer,45,F,4,Doctorate,Unknown,Unknown,Silver,39,4,1,2,34516,1298,33218,0.757,1906,39,0.773,0.038, 713548158,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,36,5,2,3,2657,1611,1046,0.599,2349,41,0.464,0.606, 720264783,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,44,4,2,3,5031,1327,3704,0.553,1433,34,0.889,0.264, 715319958,Attrited Customer,48,M,3,Uneducated,Married,$120K +,Blue,36,5,2,4,34516,787,33729,0.763,1312,32,0.6,0.023, 710528583,Existing Customer,26,F,0,Unknown,Single,$40K - $60K,Blue,16,6,2,4,1612,835,777,0.588,2148,40,0.379,0.518, 809990883,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,43,6,2,2,2423,1773,650,0.574,2038,64,0.362,0.732, 714412308,Attrited Customer,33,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,5,7140,0,7140,0.401,916,18,0.2,0, 772303458,Existing Customer,62,F,0,Doctorate,Married,$40K - $60K,Blue,51,3,3,2,3377,948,2429,0.461,1407,44,0.467,0.281, 721243083,Attrited Customer,55,M,3,Uneducated,Divorced,$80K - $120K,Blue,41,1,3,4,34516,2408,32108,0.796,1187,40,0.6,0.07, 711990933,Existing Customer,40,F,2,Graduate,Single,Less than $40K,Blue,29,4,3,2,2295,0,2295,0.699,3292,62,0.824,0, 819977058,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,41,3,3,2,3150,1543,1607,0.998,3432,71,0.972,0.49, 721467258,Existing Customer,58,M,1,High School,Married,$40K - $60K,Blue,36,3,2,5,2165,1135,1030,0.707,1541,33,0.833,0.524, 719976558,Existing Customer,47,M,2,Graduate,Unknown,$60K - $80K,Blue,34,3,2,4,4249,1562,2687,0.773,1881,49,0.815,0.368, 718824783,Existing Customer,50,M,2,Unknown,Divorced,$60K - $80K,Blue,41,6,1,3,2966,1433,1533,0.49,1986,50,0.613,0.483, 713303733,Existing Customer,53,M,1,Graduate,Married,$120K +,Blue,41,6,3,2,1612,744,868,0.636,1564,33,0.5,0.462, 711129483,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,36,3,1,3,14593,1504,13089,0.668,3447,72,0.895,0.103, 779618433,Existing Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,38,6,3,2,8327,1551,6776,0.463,4428,82,0.822,0.186, 797757333,Existing Customer,43,M,3,Post-Graduate,Married,$60K - $80K,Gold,37,6,1,2,34516,1580,32936,0.707,4149,86,0.755,0.046, 814497483,Existing Customer,60,M,0,Uneducated,Married,$60K - $80K,Blue,55,6,1,2,6479,1393,5086,0.468,1618,47,0.958,0.215, 709623483,Existing Customer,56,M,2,High School,Married,$120K +,Blue,41,4,1,3,18442,1470,16972,0.491,1281,36,0.8,0.08, 709056558,Existing Customer,43,F,3,College,Married,$40K - $60K,Blue,31,5,3,2,2800,2517,283,0.816,1994,41,0.64,0.899, 708238833,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3032,2215,817,0.408,1387,30,0.579,0.731, 813261408,Existing Customer,52,F,1,Uneducated,Married,$40K - $60K,Blue,47,6,3,3,2151,1338,813,0.926,3446,58,1,0.622, 720424608,Existing Customer,56,F,1,Unknown,Married,Unknown,Blue,36,6,3,2,24073,1084,22989,0.847,1341,37,1.176,0.045, 798022683,Attrited Customer,43,M,1,Graduate,Married,$80K - $120K,Blue,37,4,2,3,25517,321,25196,0.769,2508,44,0.294,0.013, 769756983,Existing Customer,38,M,3,Graduate,Married,$60K - $80K,Blue,32,3,1,2,7709,2227,5482,1.295,2520,61,0.848,0.289, 712674183,Existing Customer,53,M,2,College,Married,$40K - $60K,Blue,33,3,3,1,4065,2180,1885,0.321,1271,36,0.2,0.536, 708900408,Existing Customer,52,F,1,Graduate,Divorced,Unknown,Blue,35,3,2,4,13169,1499,11670,0.603,4370,83,0.537,0.114, 713625483,Existing Customer,58,M,2,College,Married,$80K - $120K,Blue,44,3,2,2,11811,2508,9303,0.476,1469,29,0.812,0.212, 716869458,Existing Customer,34,F,3,College,Single,Less than $40K,Blue,36,3,6,1,7440,704,6736,0.551,2251,63,0.537,0.095, 788723133,Existing Customer,36,M,1,High School,Single,$40K - $60K,Blue,20,5,1,2,12714,976,11738,0.649,2240,53,0.395,0.077, 794462133,Existing Customer,55,F,0,Graduate,Single,$40K - $60K,Blue,35,5,1,3,3735,1978,1757,0.675,1749,41,0.577,0.53, 712604133,Existing Customer,54,M,1,Uneducated,Married,$80K - $120K,Blue,43,3,1,4,25882,1699,24183,0.428,1736,48,0.371,0.066, 714397983,Existing Customer,36,M,2,College,Married,$40K - $60K,Blue,36,4,3,1,3877,1495,2382,0.783,1942,42,0.75,0.386, 788269158,Existing Customer,35,F,2,Graduate,Single,Unknown,Blue,27,4,3,0,3280,1806,1474,0.963,2534,78,0.95,0.551, 715898058,Existing Customer,53,M,2,Graduate,Married,$120K +,Blue,36,5,1,3,11023,0,11023,0.539,1656,41,0.367,0, 711906033,Existing Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,36,4,2,2,6182,1131,5051,0.566,3546,63,0.615,0.183, 711367308,Existing Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,19,3,3,4,2186,1185,1001,0.998,2614,67,0.861,0.542, 790186458,Existing Customer,45,M,3,Uneducated,Single,$80K - $120K,Blue,39,3,1,0,17996,864,17132,0.597,1589,30,0.667,0.048, 712040433,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,43,6,2,3,2306,2200,106,0.697,2097,57,0.541,0.954, 709616958,Existing Customer,38,M,2,High School,Single,$60K - $80K,Silver,30,4,3,4,26556,1583,24973,0.694,3168,73,0.738,0.06, 714633858,Existing Customer,35,F,2,College,Married,Less than $40K,Blue,18,3,3,2,5779,2517,3262,1.201,2102,32,1.133,0.436, 794818833,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,30,6,1,2,5494,2078,3416,0.79,2661,58,0.871,0.378, 711219333,Existing Customer,33,M,1,Post-Graduate,Married,$120K +,Blue,14,6,1,0,7571,2264,5307,0.696,2273,49,0.485,0.299, 713384508,Existing Customer,28,M,1,High School,Single,Less than $40K,Blue,14,4,3,1,2897,1398,1499,0.907,2698,73,0.872,0.483, 772514808,Existing Customer,36,F,2,Uneducated,Single,$40K - $60K,Blue,26,3,2,4,3131,2379,752,0.748,2315,63,0.853,0.76, 710808108,Existing Customer,34,F,3,College,Divorced,Less than $40K,Blue,27,3,3,2,4274,2517,1757,0.666,2257,54,0.8,0.589, 778973658,Existing Customer,55,M,0,Doctorate,Married,$60K - $80K,Blue,36,4,6,4,4980,906,4074,0.721,2273,66,0.886,0.182, 712005108,Existing Customer,61,F,0,Post-Graduate,Married,Less than $40K,Blue,48,3,3,3,3156,2155,1001,0.438,1376,44,0.571,0.683, 804577833,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,39,5,1,0,6861,2101,4760,0.464,3974,63,0.909,0.306, 715028283,Existing Customer,54,M,1,Graduate,Married,$80K - $120K,Blue,46,3,3,2,15554,2497,13057,1.027,2836,61,0.605,0.161, 789786258,Existing Customer,39,M,2,High School,Married,$80K - $120K,Blue,28,3,2,4,26570,1915,24655,1.454,2118,33,1.062,0.072, 715421058,Existing Customer,51,M,1,Unknown,Married,$60K - $80K,Blue,36,3,2,4,22224,979,21245,1.255,3346,69,1.156,0.044, 797166633,Existing Customer,47,M,2,Unknown,Single,$80K - $120K,Blue,41,6,2,4,10606,1713,8893,0.899,2694,61,0.906,0.162, 711041508,Existing Customer,37,F,1,High School,Married,$40K - $60K,Blue,25,4,3,4,5865,2517,3348,1.348,2623,47,1.35,0.429, 712847208,Existing Customer,47,F,3,Graduate,Unknown,$40K - $60K,Blue,36,5,2,3,5369,1854,3515,0.959,1898,50,0.786,0.345, 779174133,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,43,5,1,5,5188,753,4435,0.591,1540,30,0.429,0.145, 715680933,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,36,4,2,4,17742,1463,16279,0.803,3369,55,0.774,0.082, 770871708,Existing Customer,62,M,0,Graduate,Married,$40K - $60K,Blue,48,5,1,5,2591,0,2591,0.601,2123,56,0.697,0, 772643058,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,48,6,2,3,2800,1834,966,0.615,1571,36,0.636,0.655, 718199133,Existing Customer,57,M,1,High School,Married,$80K - $120K,Blue,36,3,2,2,6543,2260,4283,0.448,1519,31,0.632,0.345, 721475133,Existing Customer,54,F,1,Doctorate,Single,Unknown,Blue,36,6,3,4,26053,829,25224,0.669,2768,70,0.628,0.032, 766322883,Existing Customer,33,F,3,College,Single,$40K - $60K,Blue,26,6,3,5,6316,1344,4972,0.823,2401,71,0.732,0.213, 771197433,Existing Customer,54,F,1,Graduate,Married,Less than $40K,Blue,41,3,2,4,4658,588,4070,0.856,1351,30,1.5,0.126, 709516458,Existing Customer,30,M,0,Graduate,Divorced,$60K - $80K,Blue,22,3,3,3,6476,0,6476,0.551,2723,66,0.65,0, 716456808,Existing Customer,36,F,2,High School,Single,Less than $40K,Blue,36,6,2,5,8087,1263,6824,0.615,2429,69,0.643,0.156, 716819958,Existing Customer,60,M,2,Graduate,Married,$60K - $80K,Blue,50,3,1,2,9033,845,8188,0.663,1661,35,0.4,0.094, 779449308,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,28,6,3,4,3206,0,3206,1.065,3253,72,0.532,0, 784891458,Existing Customer,55,M,1,Graduate,Married,$80K - $120K,Blue,49,4,3,3,28751,2158,26593,0.536,1502,34,0.789,0.075, 790004883,Existing Customer,55,M,1,High School,Married,$80K - $120K,Blue,47,3,3,3,2938,1995,943,0.514,1352,30,0.429,0.679, 770262183,Existing Customer,31,M,0,Uneducated,Single,Less than $40K,Blue,25,5,2,2,5715,1741,3974,0.816,2324,67,1.03,0.305, 715277583,Existing Customer,55,F,3,Uneducated,Divorced,Less than $40K,Blue,36,3,2,1,2111,1209,902,0.594,2803,61,0.605,0.573, 815510883,Existing Customer,36,M,2,Post-Graduate,Single,$40K - $60K,Blue,31,3,2,5,11862,2282,9580,0.837,2576,74,0.85,0.192, 713997183,Existing Customer,34,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,2,2791,2160,631,0.825,2214,56,0.6,0.774, 715107033,Existing Customer,33,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,4,6551,1440,5111,0.629,2429,77,0.453,0.22, 720706008,Existing Customer,30,M,2,Post-Graduate,Single,$40K - $60K,Blue,16,5,3,5,4533,1977,2556,0.664,2679,69,0.605,0.436, 710108133,Existing Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,0,1854,1528,326,0.444,1307,39,0.393,0.824, 718983333,Existing Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,43,6,1,3,6704,1354,5350,0.411,1331,30,0.364,0.202, 714030183,Existing Customer,59,M,0,Graduate,Single,$80K - $120K,Silver,36,5,3,3,34516,1494,33022,1.229,3259,65,0.585,0.043, 710496708,Existing Customer,41,M,2,College,Single,$120K +,Blue,32,6,3,2,5489,1513,3976,0.87,4085,65,0.548,0.276, 714935883,Existing Customer,45,M,3,Uneducated,Married,$40K - $60K,Blue,36,3,1,1,10619,607,10012,0.883,4074,65,0.477,0.057, 718972758,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,40,5,3,3,2481,1287,1194,0.465,1825,51,0.821,0.519, 711827958,Existing Customer,57,M,2,Uneducated,Married,$60K - $80K,Blue,47,4,4,1,5100,1970,3130,0.371,1032,26,0.368,0.386, 778724058,Existing Customer,63,M,0,Doctorate,Single,$40K - $60K,Blue,49,5,4,3,5905,726,5179,0.85,3982,65,0.857,0.123, 809620833,Existing Customer,35,F,3,Unknown,Single,Unknown,Blue,30,3,3,2,9293,0,9293,0.897,2314,59,1.034,0, 718920708,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,25,5,3,3,5240,1451,3789,1.198,2172,38,0.81,0.277, 771051783,Existing Customer,53,M,3,High School,Married,$120K +,Blue,40,6,2,5,4182,741,3441,0.885,1297,24,1.182,0.177, 715970133,Existing Customer,33,F,4,College,Divorced,Less than $40K,Blue,24,6,2,2,9857,0,9857,0.699,3448,103,0.635,0, 806889633,Existing Customer,38,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,4,20117,1226,18891,1.4,2906,58,1,0.061, 717338733,Existing Customer,31,M,0,High School,Divorced,Less than $40K,Blue,22,3,2,3,6012,0,6012,0.968,2801,72,0.674,0, 779223858,Existing Customer,37,M,2,Graduate,Married,$60K - $80K,Blue,27,4,2,4,6369,0,6369,1.454,2675,47,1.136,0, 769980333,Existing Customer,36,M,1,Uneducated,Single,$80K - $120K,Blue,30,4,2,5,13005,2152,10853,1.424,3023,53,0.767,0.165, 716112933,Attrited Customer,39,F,3,Graduate,Married,Unknown,Blue,36,3,2,3,1575,592,983,0.236,644,15,0.154,0.376, 788783133,Existing Customer,58,F,0,Post-Graduate,Married,Less than $40K,Blue,39,5,3,3,6679,1207,5472,0.538,1649,29,0.381,0.181, 816325533,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,34,6,3,5,6458,1802,4656,0.923,2315,49,0.581,0.279, 720113433,Existing Customer,61,M,0,Unknown,Single,$60K - $80K,Blue,48,3,2,4,20803,1446,19357,0.736,2073,43,0.654,0.07, 717233058,Existing Customer,34,M,4,Unknown,Married,$40K - $60K,Blue,26,3,2,4,5540,1240,4300,0.843,1524,31,0.824,0.224, 710233683,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,36,4,3,4,2801,2403,398,0.884,1526,44,1,0.858, 778327908,Existing Customer,50,M,2,Uneducated,Single,Less than $40K,Blue,40,4,3,5,2419,2380,39,0.695,4099,73,0.659,0.984, 716400633,Existing Customer,33,M,3,High School,Single,$40K - $60K,Blue,24,6,3,3,5156,1427,3729,0.48,2057,54,0.421,0.277, 787488108,Existing Customer,48,F,1,High School,Married,Unknown,Blue,36,6,4,4,14228,1953,12275,0.651,1970,51,0.645,0.137, 771649083,Existing Customer,63,M,0,High School,Married,$80K - $120K,Blue,51,3,3,4,10257,1021,9236,0.467,1508,30,0.429,0.1, 789853533,Attrited Customer,54,M,3,High School,Married,$40K - $60K,Blue,44,2,1,5,3032,0,3032,0.949,1037,14,2.5,0, 806256333,Attrited Customer,41,M,4,Graduate,Unknown,$60K - $80K,Blue,36,2,3,5,1438.3,312,1126.3,0.657,1786,26,0.733,0.217, 796336833,Existing Customer,51,M,3,Doctorate,Married,$80K - $120K,Blue,45,5,2,4,32096,0,32096,0.766,2619,69,0.917,0, 713763633,Existing Customer,54,F,2,Graduate,Married,Unknown,Blue,46,5,3,2,3014,794,2220,0.5,1488,30,0.579,0.263, 710942358,Existing Customer,47,M,4,Unknown,Single,$40K - $60K,Blue,36,3,3,3,5762,1890,3872,0.938,3814,88,0.66,0.328, 713974533,Existing Customer,52,F,3,Post-Graduate,Single,Less than $40K,Blue,45,5,1,3,2555,1701,854,1.492,3127,45,1.25,0.666, 787231233,Existing Customer,34,M,5,Post-Graduate,Single,$80K - $120K,Silver,28,3,3,2,34516,1731,32785,0.605,2421,63,0.575,0.05, 719810583,Existing Customer,64,M,0,High School,Married,Less than $40K,Blue,54,4,3,2,2140,1361,779,0.46,1280,34,1,0.636, 717124983,Existing Customer,62,F,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,1,4760,0,4760,0.564,1459,20,0.538,0, 787523283,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,27,6,2,5,26372,1365,25007,1.394,2291,56,1,0.052, 719493858,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,43,5,2,2,8203,654,7549,0.588,2910,63,0.909,0.08, 709897983,Existing Customer,35,F,2,Doctorate,Married,$40K - $60K,Blue,24,5,2,3,2655,1527,1128,0.715,1921,26,0.444,0.575, 717225258,Existing Customer,35,M,2,Graduate,Single,$120K +,Blue,27,6,2,2,13655,1048,12607,0.509,2383,59,0.595,0.077, 803148033,Existing Customer,54,M,1,College,Married,$80K - $120K,Blue,48,6,1,5,12169,1935,10234,0.435,1599,38,0.652,0.159, 779474958,Existing Customer,35,F,3,Unknown,Single,Less than $40K,Blue,17,6,1,1,2956,1823,1133,0.969,2144,58,0.812,0.617, 712060158,Existing Customer,35,M,0,Doctorate,Single,$60K - $80K,Blue,18,6,2,3,2598,1645,953,0.765,2483,59,0.903,0.633, 713292933,Existing Customer,36,F,3,Graduate,Single,Unknown,Blue,36,5,2,2,10566,726,9840,0.893,2156,64,1.207,0.069, 710982858,Existing Customer,33,F,3,Graduate,Single,$40K - $60K,Blue,36,6,1,2,8232,2259,5973,1.158,2849,67,1.31,0.274, 714542058,Existing Customer,53,M,1,Graduate,Unknown,$60K - $80K,Silver,44,5,2,1,26365,680,25685,0.498,3411,68,0.789,0.026, 712319058,Existing Customer,37,F,1,Uneducated,Married,Less than $40K,Blue,29,5,3,0,4671,1933,2738,0.986,2468,58,0.706,0.414, 744483633,Existing Customer,35,M,3,Graduate,Married,$120K +,Blue,28,4,3,2,14869,0,14869,1.624,2753,48,1.087,0, 714947883,Existing Customer,59,M,1,Graduate,Married,$40K - $60K,Blue,36,6,2,2,2300,1965,335,0.596,1693,27,0.688,0.854, 788776908,Existing Customer,47,M,1,Unknown,Unknown,$80K - $120K,Blue,28,6,1,4,2797,1802,995,0.675,3525,63,0.75,0.644, 714802458,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,30,5,2,1,2657,2115,542,0.688,3580,77,0.711,0.796, 721485708,Existing Customer,58,M,2,Uneducated,Married,$80K - $120K,Blue,46,6,1,3,9149,1806,7343,0.35,1220,36,0.333,0.197, 716378658,Existing Customer,55,F,2,Unknown,Married,Less than $40K,Blue,36,5,2,3,2629,1476,1153,0.537,1725,41,0.414,0.561, 713375658,Existing Customer,37,M,2,Graduate,Divorced,$40K - $60K,Blue,17,6,3,3,3176,0,3176,0.652,2298,67,0.457,0, 717828108,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,42,6,1,0,21875,2517,19358,0.409,1327,31,0.409,0.115, 788784258,Existing Customer,60,M,2,High School,Married,Unknown,Blue,41,5,2,4,3007,1664,1343,0.34,1475,31,0.632,0.553, 718875483,Existing Customer,50,M,1,College,Married,$60K - $80K,Blue,40,4,2,4,17404,1745,15659,0.54,4491,78,0.66,0.1, 811111083,Existing Customer,56,M,2,High School,Married,$60K - $80K,Blue,51,5,6,3,2863,2517,346,0.583,1458,39,0.696,0.879, 715749108,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Gold,37,5,1,2,34516,2429,32087,0.742,3205,57,0.727,0.07, 780197133,Existing Customer,40,M,4,Graduate,Single,$60K - $80K,Blue,30,4,1,1,13919,1266,12653,0.438,3699,67,0.523,0.091, 719146008,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,39,4,4,3,18672,2517,16155,0.799,1126,35,0.591,0.135, 717727308,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,36,6,2,2,4204,499,3705,0.635,4740,67,0.523,0.119, 718445883,Existing Customer,61,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,6859,2489,4370,0.65,1617,26,1,0.363, 795997908,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,30,6,3,3,16050,1480,14570,1.326,3215,56,0.806,0.092, 710159658,Existing Customer,46,M,5,High School,Married,$120K +,Blue,32,5,2,2,34516,1024,33492,0.72,2436,71,0.651,0.03, 716068683,Existing Customer,28,M,0,Uneducated,Divorced,Unknown,Blue,36,3,3,3,16766,1535,15231,1.042,3093,77,0.878,0.092, 778844433,Existing Customer,49,M,5,Unknown,Single,$80K - $120K,Blue,30,3,2,1,20895,1808,19087,0.572,3210,65,0.667,0.087, 715161633,Existing Customer,44,F,4,High School,Single,$40K - $60K,Blue,38,6,3,3,7881,2517,5364,0.738,3068,77,0.711,0.319, 773270058,Existing Customer,57,M,5,High School,Married,$80K - $120K,Blue,50,4,2,3,13427,0,13427,0.521,1337,27,0.588,0, 714120258,Existing Customer,37,M,2,Uneducated,Divorced,$80K - $120K,Blue,36,3,3,2,2281,1677,604,1.027,2735,58,1.071,0.735, 720076458,Existing Customer,57,M,2,Uneducated,Married,$80K - $120K,Blue,52,6,2,4,10974,0,10974,0.591,1327,26,1,0, 720693033,Attrited Customer,33,M,1,Unknown,Married,$60K - $80K,Blue,36,1,3,4,8925,168,8757,0.447,741,10,0.429,0.019, 719978583,Existing Customer,46,M,2,High School,Married,$60K - $80K,Blue,40,4,1,3,5265,0,5265,0.524,3281,68,0.744,0, 712784058,Attrited Customer,45,F,2,High School,Divorced,Unknown,Blue,36,6,4,3,17156,2517,14639,0.717,1142,33,0.32,0.147, 717261708,Existing Customer,53,M,1,Unknown,Married,$80K - $120K,Blue,36,4,2,3,13457,1248,12209,0.512,1548,41,0.519,0.093, 803665983,Existing Customer,52,M,0,Unknown,Married,$60K - $80K,Blue,46,3,2,4,2742,2184,558,0.592,3829,72,0.532,0.796, 815838633,Existing Customer,34,M,1,Unknown,Married,$60K - $80K,Blue,29,3,2,3,3890,2286,1604,0.633,1889,51,0.457,0.588, 826706208,Existing Customer,55,M,3,Graduate,Single,$80K - $120K,Blue,51,6,2,3,17198,0,17198,0.803,4042,62,0.722,0, 721218408,Existing Customer,53,M,4,High School,Married,$120K +,Blue,41,6,3,4,3401,1713,1688,0.773,1924,54,0.317,0.504, 779484408,Existing Customer,37,M,1,Unknown,Married,$60K - $80K,Blue,19,6,1,2,18951,1243,17708,1.148,2874,58,0.657,0.066, 710416533,Existing Customer,58,F,3,Unknown,Single,$40K - $60K,Blue,52,4,1,1,1454,888,566,1.19,3060,56,0.647,0.611, 719706483,Existing Customer,33,M,3,High School,Married,$120K +,Blue,20,6,3,2,27499,1188,26311,0.544,2202,46,0.394,0.043, 712206858,Existing Customer,39,M,3,Graduate,Married,$120K +,Blue,36,3,3,2,32964,2231,30733,1.731,3094,45,1.647,0.068, 709886583,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,28,5,2,1,7411,633,6778,0.762,2761,77,0.604,0.085, 711040758,Existing Customer,32,M,0,Uneducated,Single,$40K - $60K,Blue,36,4,3,3,7200,0,7200,0.894,3006,83,0.93,0, 817197333,Existing Customer,26,F,1,Uneducated,Single,Unknown,Blue,13,6,2,3,12007,956,11051,0.832,2678,50,0.471,0.08, 718929708,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,50,4,2,2,3147,1602,1545,0.569,1558,23,0.643,0.509, 721150833,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,18,6,2,5,5110,1942,3168,0.749,3028,76,0.583,0.38, 714514983,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Blue,35,3,6,4,5438,2214,3224,0.668,5029,75,0.562,0.407, 779888658,Existing Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,40,6,1,1,17450,2193,15257,0.419,1426,38,0.462,0.126, 715883358,Existing Customer,52,M,3,College,Married,$80K - $120K,Blue,39,3,3,2,18352,1509,16843,0.898,1454,29,1.071,0.082, 713363583,Existing Customer,34,M,2,Uneducated,Single,$120K +,Blue,17,3,1,2,5030,2326,2704,0.856,3345,69,1.3,0.462, 772935108,Existing Customer,47,M,1,Unknown,Divorced,$80K - $120K,Silver,38,3,2,3,34516,802,33714,0.899,1823,27,0.8,0.023, 820075983,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,21,4,3,2,1585,1535,50,0.462,2299,49,0.485,0.968, 721502958,Existing Customer,54,M,1,High School,Married,$120K +,Blue,42,5,3,3,3251,1919,1332,0.56,1406,31,0.24,0.59, 708596283,Existing Customer,35,F,3,Uneducated,Single,Less than $40K,Blue,23,3,2,2,2858,1251,1607,0.576,2844,73,0.622,0.438, 710325258,Existing Customer,52,M,1,Unknown,Married,$80K - $120K,Silver,36,6,1,0,34516,1847,32669,0.527,3284,65,0.477,0.054, 708823908,Existing Customer,41,M,3,Graduate,Single,$60K - $80K,Blue,28,4,1,3,16443,1363,15080,0.688,4252,64,0.684,0.083, 826401858,Existing Customer,36,F,0,Uneducated,Divorced,Less than $40K,Blue,32,3,2,3,3687,1655,2032,0.742,2448,63,0.5,0.449, 709554483,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,3,4840,2517,2323,0.445,1637,22,1,0.52, 710545158,Existing Customer,42,M,3,Unknown,Single,$120K +,Blue,36,6,3,2,15108,0,15108,1.015,3738,68,0.744,0, 788621658,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,37,6,3,2,1909,1753,156,0.788,1457,24,0.6,0.918, 716713533,Existing Customer,53,M,3,Post-Graduate,Single,$80K - $120K,Blue,44,5,2,2,19063,1236,17827,0.542,3393,58,0.871,0.065, 712338033,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,26,4,2,4,15982,1691,14291,0.808,1687,40,0.739,0.106, 711639708,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,32,6,2,2,1438.3,0,1438.3,0.66,1794,45,0.875,0, 720216108,Existing Customer,27,F,2,College,Divorced,Less than $40K,Blue,14,4,3,3,2549,2130,419,0.693,2605,61,0.794,0.836, 718708908,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,6,2,4,5967,2350,3617,0.543,1426,29,0.812,0.394, 802890333,Existing Customer,59,M,1,Uneducated,Married,$40K - $60K,Blue,53,5,1,3,2182,1558,624,0.457,1660,34,0.789,0.714, 712965183,Existing Customer,63,F,2,Graduate,Married,Less than $40K,Blue,52,5,2,3,2689,2101,588,0.416,1188,35,0.75,0.781, 796170933,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,51,6,2,4,30622,0,30622,1.329,3600,66,0.784,0, 712816833,Existing Customer,56,F,0,High School,Married,Unknown,Blue,48,4,1,2,4203,1965,2238,0.441,1425,32,0.778,0.468, 814829583,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,37,6,1,3,6453,0,6453,0.76,4822,74,0.609,0, 798769458,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,23,3,1,2,3318,927,2391,0.934,3011,83,0.804,0.279, 818034558,Existing Customer,44,M,2,Unknown,Unknown,$60K - $80K,Blue,39,5,3,3,22075,1506,20569,0.794,2337,40,0.818,0.068, 719483358,Existing Customer,33,M,1,College,Married,$40K - $60K,Blue,14,3,2,2,6746,1750,4996,0.962,2962,54,0.862,0.259, 719647383,Existing Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,36,5,2,2,4408,1463,2945,0.728,2001,49,0.485,0.332, 714909108,Existing Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,4838,1338,3500,0.707,2641,67,0.595,0.277, 793678608,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Silver,40,5,1,4,34516,0,34516,0.938,3568,57,0.676,0, 720854358,Existing Customer,27,M,0,Unknown,Married,$40K - $60K,Blue,14,4,1,4,3823,2130,1693,0.371,2026,49,0.441,0.557, 709126833,Existing Customer,42,M,3,College,Unknown,$120K +,Blue,36,3,2,1,21670,2183,19487,0.995,4121,81,0.761,0.101, 788896983,Existing Customer,53,M,2,Graduate,Married,$60K - $80K,Blue,38,6,3,2,7928,1228,6700,0.632,1537,37,0.682,0.155, 715731033,Existing Customer,50,M,3,Graduate,Single,$120K +,Blue,42,3,1,3,33996,949,33047,0.846,3569,77,0.571,0.028, 717636933,Existing Customer,48,F,5,College,Divorced,$40K - $60K,Blue,40,3,1,1,4365,0,4365,0.598,3542,57,1.111,0, 772658658,Existing Customer,57,M,2,High School,Single,$60K - $80K,Blue,47,6,3,4,2248,0,2248,0.735,4439,77,0.54,0, 755943033,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,27,4,1,1,1901,1176,725,0.612,2450,52,0.857,0.619, 772399983,Existing Customer,55,M,2,College,Single,$80K - $120K,Silver,45,3,1,4,34516,1433,33083,0.728,1966,31,0.55,0.042, 826130133,Existing Customer,58,M,2,Graduate,Married,$120K +,Blue,54,6,2,4,31680,1812,29868,0.483,1121,25,0.562,0.057, 719238183,Existing Customer,55,F,3,Graduate,Married,Less than $40K,Blue,35,3,2,3,1872,1167,705,0.517,2238,45,0.607,0.623, 802666083,Existing Customer,48,F,2,Uneducated,Unknown,Less than $40K,Blue,42,3,2,2,2055,0,2055,1.064,3656,63,0.75,0, 713682708,Existing Customer,45,M,2,College,Divorced,$40K - $60K,Blue,37,5,1,2,10991,1328,9663,1.027,3692,60,0.714,0.121, 712774008,Existing Customer,59,M,0,Uneducated,Married,Less than $40K,Blue,46,6,1,2,3939,2517,1422,0.376,1489,34,0.545,0.639, 717627333,Existing Customer,53,F,2,Post-Graduate,Married,$40K - $60K,Blue,40,5,1,4,2127,1995,132,0.374,1363,37,0.37,0.938, 779542608,Existing Customer,47,M,4,Uneducated,Single,$80K - $120K,Blue,32,3,3,2,34010,1340,32670,0.744,1739,39,0.5,0.039, 715322958,Existing Customer,43,F,3,Unknown,Married,Unknown,Blue,36,4,2,1,6971,1506,5465,0.57,3575,67,0.675,0.216, 779100408,Existing Customer,33,F,1,Post-Graduate,Married,Less than $40K,Blue,15,6,2,0,1741,1328,413,0.69,2629,61,0.649,0.763, 715352883,Existing Customer,49,F,2,Post-Graduate,Single,Unknown,Blue,36,3,3,2,24904,0,24904,0.636,5176,71,0.479,0, 789963033,Attrited Customer,54,F,1,Graduate,Single,Less than $40K,Blue,45,3,5,5,1438.3,0,1438.3,0.647,1603,39,0.444,0, 710687508,Existing Customer,65,M,0,High School,Married,Less than $40K,Blue,56,6,3,1,2621,1858,763,0.987,2148,47,1.043,0.709, 789656358,Existing Customer,49,F,5,Graduate,Married,$40K - $60K,Blue,35,5,2,1,11115,1292,9823,0.797,3956,74,0.609,0.116, 715720083,Existing Customer,47,M,5,Unknown,Single,$80K - $120K,Blue,39,6,2,3,13241,0,13241,1.002,3157,76,0.551,0, 716584158,Existing Customer,51,M,4,High School,Married,$80K - $120K,Blue,42,6,1,2,14438,2517,11921,0.853,2090,47,0.88,0.174, 815727183,Existing Customer,36,M,3,High School,Single,$80K - $120K,Blue,31,6,1,1,5228,1443,3785,0.934,2683,62,0.938,0.276, 717066408,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,36,3,1,4,5550,1518,4032,1.182,2540,62,0.771,0.274, 708104658,Existing Customer,46,M,1,Graduate,Unknown,$40K - $60K,Blue,36,4,3,2,1438.3,890,548.3,1.143,2928,48,1.4,0.619, 718016808,Existing Customer,62,F,0,Unknown,Married,Less than $40K,Blue,55,3,1,0,2064,1282,782,0.455,1475,27,0.929,0.621, 814571058,Existing Customer,30,F,1,College,Single,Less than $40K,Blue,24,4,3,0,3450,2517,933,0.652,2545,64,0.778,0.73, 714757908,Existing Customer,46,M,4,Graduate,Married,$120K +,Silver,36,4,1,3,34516,1380,33136,0.66,2163,56,0.4,0.04, 710345808,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,6,2,2,30030,2028,28002,0.601,1828,38,1.111,0.068, 814752558,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,45,5,3,3,2151,1163,988,0.849,2513,62,0.59,0.541, 721284258,Existing Customer,53,M,2,Unknown,Married,$80K - $120K,Blue,44,4,1,3,7181,2517,4664,0.545,1636,39,0.56,0.351, 719336583,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,44,3,3,3,27745,1300,26445,0.482,1525,21,0.5,0.047, 797638383,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,4,3,2,4852,2016,2836,0.576,3561,73,0.622,0.415, 708434733,Existing Customer,56,M,1,Graduate,Married,$60K - $80K,Blue,50,6,3,3,6735,2289,4446,0.661,1249,28,0.75,0.34, 711802758,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,53,4,1,2,6128,1895,4233,0.583,1700,42,0.355,0.309, 720620058,Existing Customer,41,M,4,High School,Unknown,$80K - $120K,Blue,36,4,3,2,23124,1746,21378,0.807,1959,50,0.724,0.076, 819169683,Existing Customer,34,M,2,Unknown,Married,$40K - $60K,Blue,29,3,2,2,3436,1650,1786,0.788,1972,37,0.947,0.48, 709757583,Existing Customer,35,M,0,Unknown,Married,$120K +,Blue,36,5,2,1,3176,1510,1666,0.885,2074,48,0.92,0.475, 789307833,Existing Customer,44,M,4,College,Unknown,$120K +,Blue,34,5,3,3,8874,1590,7284,0.698,1849,56,0.647,0.179, 823912308,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,34,5,1,0,3402,1813,1589,0.653,1767,28,0.647,0.533, 720746208,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,6,1,1,2689,2077,612,0.378,1356,33,0.435,0.772, 709121283,Existing Customer,54,M,3,Uneducated,Married,Less than $40K,Blue,36,3,3,2,1556,1278,278,0.46,1615,35,0.591,0.821, 714093108,Existing Customer,58,F,2,High School,Single,$40K - $60K,Blue,36,3,3,3,7372,1210,6162,0.946,1707,56,0.514,0.164, 718368333,Existing Customer,26,M,0,College,Unknown,Less than $40K,Blue,13,6,1,2,5713,789,4924,0.678,3323,61,0.525,0.138, 806752533,Existing Customer,27,F,1,Post-Graduate,Single,Less than $40K,Blue,22,4,1,3,2965,1635,1330,0.7,2553,59,0.553,0.551, 758521983,Existing Customer,33,M,1,Unknown,Married,$80K - $120K,Blue,26,3,2,2,9819,1200,8619,0.602,2198,40,0.538,0.122, 779473308,Existing Customer,32,M,0,Uneducated,Single,$60K - $80K,Blue,14,4,3,3,8186,0,8186,0.737,2411,67,0.426,0, 709376508,Existing Customer,58,F,1,College,Married,Less than $40K,Blue,49,3,3,2,3846,1285,2561,0.608,1815,47,0.621,0.334, 712589658,Existing Customer,45,F,4,Uneducated,Unknown,Less than $40K,Silver,30,5,2,2,13131,1965,11166,0.695,1795,37,0.48,0.15, 712141683,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,28,4,2,1,2944,753,2191,0.707,3457,61,0.848,0.256, 712494108,Existing Customer,38,M,2,Post-Graduate,Single,$60K - $80K,Silver,36,3,3,4,34516,1954,32562,0.436,1872,52,0.486,0.057, 721350783,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,38,6,3,4,5660,2006,3654,0.779,1569,39,0.773,0.354, 710133858,Existing Customer,40,F,1,Graduate,Unknown,Less than $40K,Blue,30,5,1,1,7554,1848,5706,0.767,4150,64,0.524,0.245, 719152383,Existing Customer,35,F,4,Uneducated,Married,Less than $40K,Blue,26,5,1,4,2494,1316,1178,1.486,2946,57,1.036,0.528, 715174158,Existing Customer,31,M,1,College,Married,$80K - $120K,Blue,36,4,1,0,25215,1445,23770,1.033,2588,48,1,0.057, 780040758,Existing Customer,40,F,4,College,Married,$40K - $60K,Blue,24,5,3,2,2606,1818,788,0.703,1999,50,1.174,0.698, 719525358,Existing Customer,52,M,0,Graduate,Single,$80K - $120K,Blue,43,4,3,3,8133,1942,6191,0.572,3310,76,0.583,0.239, 710892408,Existing Customer,57,F,1,High School,Married,Less than $40K,Blue,36,6,2,2,3101,1257,1844,0.416,1681,32,0.524,0.405, 713295183,Existing Customer,48,M,2,Graduate,Divorced,$80K - $120K,Blue,29,6,2,3,24446,1854,22592,0.782,3897,75,0.786,0.076, 789871233,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,39,5,3,2,2361,1342,1019,0.6,4316,78,0.529,0.568, 712663533,Existing Customer,40,M,4,High School,Single,$40K - $60K,Blue,32,6,4,2,2441,1656,785,0.762,3903,62,0.824,0.678, 820906233,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,2,8532,2165,6367,0.707,3242,63,0.75,0.254, 821163408,Existing Customer,41,M,3,Unknown,Married,$80K - $120K,Blue,37,5,3,3,16954,1588,15366,0.878,3411,60,0.875,0.094, 708947208,Existing Customer,36,M,2,Graduate,Single,$80K - $120K,Blue,17,4,3,1,2900,2029,871,0.846,2631,72,0.6,0.7, 715261458,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,36,6,2,4,6827,0,6827,0.754,2621,49,0.815,0, 789310833,Existing Customer,44,F,3,College,Divorced,$40K - $60K,Blue,34,5,2,5,4513,1950,2563,0.83,3164,62,0.59,0.432, 818294958,Existing Customer,52,M,2,College,Married,$120K +,Blue,47,3,3,2,27347,719,26628,0.695,4040,77,0.674,0.026, 713902983,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,1676,1372,304,0.522,4381,77,0.571,0.819, 771693933,Existing Customer,62,F,1,Graduate,Married,Less than $40K,Blue,50,6,6,4,2802,1977,825,0.431,1757,33,0.833,0.706, 827984658,Attrited Customer,49,M,3,Post-Graduate,Married,$80K - $120K,Blue,45,3,0,4,23870,0,23870,0.604,1885,39,0.345,0, 789012633,Existing Customer,30,F,0,Graduate,Single,Less than $40K,Blue,17,3,2,1,4868,1090,3778,0.679,2907,69,0.816,0.224, 807237783,Existing Customer,50,M,3,Uneducated,Single,$60K - $80K,Blue,45,5,3,5,20437,1020,19417,0.563,4166,66,0.737,0.05, 803408733,Existing Customer,32,M,2,High School,Divorced,$60K - $80K,Blue,26,6,1,4,2239,1338,901,0.567,2466,60,0.579,0.598, 824667708,Existing Customer,32,F,1,Graduate,Single,Less than $40K,Blue,28,6,3,3,2428,1027,1401,0.824,3007,84,0.867,0.423, 807165033,Existing Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,44,3,1,5,15027,0,15027,0.811,3533,59,0.788,0, 809984133,Existing Customer,37,M,2,Doctorate,Single,$120K +,Blue,32,3,3,5,32056,1887,30169,0.831,2730,68,0.7,0.059, 718949433,Existing Customer,42,F,3,College,Single,Unknown,Silver,31,3,2,2,34516,919,33597,0.919,3415,79,0.756,0.027, 751227183,Existing Customer,36,M,2,Unknown,Single,$80K - $120K,Blue,29,3,3,5,5346,1539,3807,0.777,2283,51,0.889,0.288, 716331408,Attrited Customer,52,F,4,Unknown,Married,Less than $40K,Blue,36,1,4,5,2143,0,2143,0.853,1353,36,0.333,0, 714199983,Existing Customer,48,M,3,Uneducated,Single,$60K - $80K,Gold,40,5,2,5,34516,2317,32199,0.699,3927,68,0.7,0.067, 774172158,Existing Customer,29,M,1,Unknown,Single,$60K - $80K,Blue,19,3,1,2,23507,1990,21517,0.631,2650,65,0.912,0.085, 708171858,Existing Customer,33,F,3,Post-Graduate,Married,$40K - $60K,Blue,28,5,2,3,1864,1081,783,1.416,2607,44,1.75,0.58, 709074108,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,24,5,2,5,23032,840,22192,0.739,2787,73,0.698,0.036, 721304133,Existing Customer,36,F,4,High School,Married,Less than $40K,Blue,36,4,1,3,4277,1578,2699,0.84,1855,49,1.042,0.369, 787430733,Existing Customer,56,F,2,High School,Married,$40K - $60K,Blue,41,5,3,2,2771,1446,1325,0.686,1706,27,0.227,0.522, 711225933,Existing Customer,28,M,1,High School,Divorced,Less than $40K,Blue,36,5,3,4,2265,1935,330,0.653,2306,61,0.525,0.854, 717478983,Existing Customer,31,F,2,Uneducated,Divorced,Less than $40K,Blue,19,6,2,0,2853,1961,892,0.866,2697,68,0.789,0.687, 720949083,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,5,3075,2517,558,0.922,3534,53,0.71,0.819, 712851108,Existing Customer,51,F,3,High School,Married,Unknown,Blue,31,5,1,5,15340,2331,13009,0.565,2965,51,0.594,0.152, 713151258,Existing Customer,55,M,3,Graduate,Single,$40K - $60K,Blue,35,4,1,4,3065,0,3065,0.716,3524,69,0.605,0, 799731033,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,28,3,3,2,1438.3,0,1438.3,0.892,3044,91,0.896,0, 822138333,Existing Customer,61,F,0,Graduate,Single,$40K - $60K,Blue,56,4,3,5,7118,813,6305,0.475,3964,66,0.65,0.114, 708532308,Existing Customer,37,M,2,Uneducated,Single,$60K - $80K,Blue,36,4,2,2,11419,2517,8902,1.211,3000,70,1.059,0.22, 713718558,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,37,6,2,5,2403,0,2403,0.727,3393,64,0.882,0, 778939683,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,32,4,3,2,2821,951,1870,0.577,1452,38,1.923,0.337, 713322633,Existing Customer,54,M,1,Graduate,Married,$40K - $60K,Blue,43,4,3,3,2706,2517,189,0.506,1682,39,0.625,0.93, 754671558,Existing Customer,50,F,3,Unknown,Single,Less than $40K,Blue,43,6,1,4,2999,1958,1041,0.611,2073,48,0.714,0.653, 719291283,Existing Customer,36,F,4,High School,Single,Less than $40K,Blue,28,5,1,2,2226,1607,619,0.656,2660,62,1,0.722, 720659283,Existing Customer,37,M,5,Graduate,Married,$60K - $80K,Blue,31,5,3,4,3351,1847,1504,0.67,1910,43,0.593,0.551, 719535558,Existing Customer,47,M,4,College,Divorced,$40K - $60K,Blue,36,5,1,1,5570,1858,3712,0.783,4129,72,0.636,0.334, 771032658,Existing Customer,54,M,3,Unknown,Married,$80K - $120K,Blue,41,3,3,2,10448,1569,8879,0.482,1604,39,0.444,0.15, 709468683,Existing Customer,64,F,0,High School,Married,Less than $40K,Blue,56,6,2,2,2174,1397,777,0.62,1755,39,0.5,0.643, 719455908,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,38,3,3,3,31501,0,31501,0.698,3742,75,0.786,0, 816890883,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,30,6,3,3,21695,1257,20438,0.793,2266,74,0.48,0.058, 709826058,Existing Customer,49,M,2,Unknown,Married,$80K - $120K,Blue,36,3,1,1,34516,2435,32081,0.732,1805,34,0.619,0.071, 735008958,Existing Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,35,6,3,2,13650,1253,12397,0.743,1703,53,0.71,0.092, 713766183,Existing Customer,49,M,0,Uneducated,Single,$80K - $120K,Blue,36,5,3,4,16156,2517,13639,0.804,4160,81,0.653,0.156, 719148633,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,4,2413,2015,398,0.47,1398,24,0.714,0.835, 789266208,Existing Customer,56,M,2,High School,Married,$80K - $120K,Blue,45,3,2,3,5920,1589,4331,0.512,1408,28,0.273,0.268, 718373658,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,28,6,3,0,5841,2463,3378,1.047,3817,81,0.761,0.422, 712255458,Existing Customer,37,M,3,High School,Single,$60K - $80K,Blue,36,3,1,5,8418,2051,6367,0.847,2879,63,0.703,0.244, 789494133,Existing Customer,30,M,0,High School,Married,Less than $40K,Blue,21,5,4,3,2490,1259,1231,1.079,2441,53,0.514,0.506, 714178458,Existing Customer,45,M,3,Post-Graduate,Married,$80K - $120K,Blue,35,3,3,2,20640,1603,19037,0.532,1792,53,0.395,0.078, 717595908,Existing Customer,54,M,1,High School,Married,$60K - $80K,Blue,37,5,1,1,9453,2188,7265,0.572,1688,45,0.452,0.231, 798114033,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,40,4,2,4,7949,1514,6435,0.857,3355,58,0.657,0.19, 709479558,Existing Customer,36,F,4,College,Single,Less than $40K,Blue,36,3,2,1,2758,2168,590,1.046,3073,86,0.792,0.786, 778148283,Existing Customer,48,M,2,Doctorate,Single,$120K +,Blue,41,5,2,1,20148,1084,19064,0.79,3921,74,0.542,0.054, 719363283,Existing Customer,59,F,0,Doctorate,Single,Less than $40K,Blue,36,3,1,2,1438.3,0,1438.3,0.691,1904,47,0.382,0, 716225433,Existing Customer,60,M,1,Uneducated,Single,$80K - $120K,Blue,51,6,3,4,26566,2517,24049,0.985,3103,65,0.625,0.095, 719882583,Existing Customer,44,M,5,Graduate,Single,$60K - $80K,Blue,34,3,3,5,13477,2057,11420,0.684,3866,67,0.634,0.153, 711076533,Existing Customer,65,M,0,College,Divorced,Less than $40K,Blue,42,5,3,2,9706,1968,7738,1.022,3435,58,0.706,0.203, 820651908,Existing Customer,46,F,3,Graduate,Single,$40K - $60K,Blue,41,5,2,4,7457,0,7457,0.717,3162,64,0.73,0, 710884683,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Silver,40,6,2,5,34516,807,33709,0.967,3937,80,1.051,0.023, 797468658,Existing Customer,53,M,3,High School,Married,$120K +,Blue,47,5,1,3,19081,2431,16650,0.37,1536,31,0.476,0.127, 716375883,Existing Customer,53,F,3,Uneducated,Married,Unknown,Blue,36,6,2,2,2447,1558,889,0.511,1716,38,0.462,0.637, 711534183,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,36,4,2,4,28830,0,28830,0.786,3533,57,0.966,0, 721083258,Existing Customer,37,F,4,High School,Divorced,$40K - $60K,Blue,22,5,1,3,2563,1638,925,0.681,2064,46,0.917,0.639, 717986058,Existing Customer,29,F,0,High School,Single,Less than $40K,Blue,13,6,3,5,5240,1608,3632,1.243,2712,64,0.778,0.307, 804610908,Existing Customer,49,F,2,Doctorate,Married,Less than $40K,Blue,44,4,3,0,3397,1962,1435,0.483,3295,66,0.61,0.578, 717602733,Existing Customer,47,M,3,Doctorate,Single,Less than $40K,Blue,35,4,3,2,1842,0,1842,0.726,4165,67,0.634,0, 770952933,Existing Customer,53,F,1,Unknown,Married,Less than $40K,Blue,40,4,2,4,2383,1938,445,0.597,1616,37,0.682,0.813, 713233908,Existing Customer,33,M,2,Graduate,Divorced,$60K - $80K,Blue,21,5,3,3,20791,0,20791,0.744,2883,93,0.755,0, 755365233,Existing Customer,34,M,1,Graduate,Unknown,$60K - $80K,Blue,27,5,2,4,19900,1581,18319,0.838,3948,96,0.846,0.079, 715105908,Existing Customer,28,F,0,Graduate,Single,Unknown,Silver,15,3,3,3,32024,1232,30792,1.04,2507,64,0.882,0.038, 712658283,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,28,3,2,3,3701,969,2732,1.079,3222,86,0.623,0.262, 708796458,Existing Customer,30,F,2,Graduate,Single,Less than $40K,Blue,18,3,1,4,4199,1903,2296,1.059,3016,67,0.763,0.453, 713557533,Existing Customer,34,M,3,High School,Single,$40K - $60K,Blue,21,4,1,3,4353,1655,2698,0.806,2664,81,0.884,0.38, 710524533,Attrited Customer,38,F,4,College,Married,$40K - $60K,Blue,36,4,4,4,4913,2517,2396,0.348,899,28,0.273,0.512, 713412558,Existing Customer,39,F,4,Post-Graduate,Married,Less than $40K,Blue,22,3,3,1,5454,1108,4346,1.021,2674,67,0.675,0.203, 720000708,Existing Customer,32,F,0,Graduate,Married,Unknown,Blue,26,3,3,2,2172,1381,791,1.145,2945,69,0.408,0.636, 718934058,Existing Customer,36,M,2,Doctorate,Single,$40K - $60K,Blue,26,4,3,2,2845,2517,328,0.686,2396,51,0.5,0.885, 710607408,Existing Customer,37,F,3,High School,Single,Unknown,Blue,28,3,1,4,18570,1524,17046,1.385,3999,96,0.846,0.082, 717613233,Existing Customer,45,M,4,Uneducated,Married,$60K - $80K,Silver,33,5,2,4,25907,745,25162,0.607,2058,56,0.806,0.029, 821710308,Existing Customer,38,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,2,2206,2018,188,0.648,1739,35,0.667,0.915, 716089983,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,24,3,1,4,12050,1732,10318,0.804,2015,46,0.704,0.144, 720430083,Existing Customer,65,M,0,High School,Unknown,Less than $40K,Blue,36,3,3,2,2107,1008,1099,0.953,3913,67,0.523,0.478, 712071708,Existing Customer,63,F,0,Graduate,Married,Less than $40K,Blue,36,6,3,4,2107,1351,756,0.521,1320,35,0.522,0.641, 770721858,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,56,3,2,5,3539,2517,1022,0.346,1463,31,0.632,0.711, 751381458,Existing Customer,43,F,3,College,Married,Unknown,Blue,36,3,3,4,27175,775,26400,0.543,3814,72,0.8,0.029, 715629783,Existing Customer,51,M,1,Graduate,Married,$40K - $60K,Silver,36,6,2,2,17905,980,16925,0.731,4399,64,0.778,0.055, 768886533,Existing Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,31,3,1,3,4940,1199,3741,1.57,3246,57,0.9,0.243, 711023508,Existing Customer,55,F,1,Graduate,Married,Unknown,Blue,43,5,4,2,3161,1389,1772,0.307,1547,30,0.429,0.439, 711291558,Existing Customer,27,M,0,Uneducated,Single,$60K - $80K,Blue,36,4,3,3,2464,0,2464,0.502,2636,50,0.429,0, 714929283,Existing Customer,34,F,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3203,2229,974,1.146,2625,52,0.625,0.696, 716285358,Existing Customer,32,F,1,College,Divorced,Less than $40K,Blue,36,3,5,4,1835,1017,818,0.82,2801,79,0.519,0.554, 710958033,Existing Customer,49,F,5,Uneducated,Single,Less than $40K,Blue,39,3,2,2,1993,0,1993,0.539,4075,76,0.689,0, 711368283,Existing Customer,39,M,2,Unknown,Married,$80K - $120K,Blue,27,3,3,2,34516,1629,32887,1.078,3448,53,1.038,0.047, 807275733,Existing Customer,27,M,0,Post-Graduate,Single,Unknown,Blue,22,5,2,2,7130,873,6257,0.53,2498,37,0.321,0.122, 708231183,Existing Customer,30,M,1,Uneducated,Divorced,Unknown,Blue,22,5,3,4,12539,910,11629,0.856,2643,72,0.674,0.073, 789690483,Existing Customer,39,M,4,High School,Married,$80K - $120K,Blue,25,6,2,3,8208,0,8208,1.568,3135,39,1.167,0, 789338583,Existing Customer,42,M,2,Doctorate,Married,$80K - $120K,Blue,32,4,2,2,26222,1073,25149,1.288,1988,30,0.579,0.041, 717411483,Existing Customer,55,M,4,College,Divorced,$80K - $120K,Blue,36,4,2,3,34173,1194,32979,1.056,3731,69,0.816,0.035, 720799608,Existing Customer,57,F,2,Graduate,Married,$40K - $60K,Blue,49,5,1,2,3377,1720,1657,0.491,1621,32,0.391,0.509, 714112383,Existing Customer,53,M,2,Graduate,Married,$120K +,Blue,43,6,3,2,5882,2335,3547,0.579,1380,30,0.667,0.397, 717994608,Existing Customer,51,M,0,Graduate,Married,$80K - $120K,Blue,40,4,3,2,7158,0,7158,0.904,2113,60,0.875,0, 798558783,Existing Customer,47,M,3,Graduate,Married,Less than $40K,Blue,41,6,1,4,5833,1747,4086,0.551,3732,75,0.531,0.3, 716875083,Existing Customer,26,F,0,High School,Single,$40K - $60K,Blue,36,6,3,4,4152,0,4152,0.804,2351,42,0.312,0, 714603558,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,24,6,2,3,11699,1758,9941,0.869,2007,46,1,0.15, 789903708,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,6,3,2,4505,1562,2943,0.604,3968,68,0.619,0.347, 801989733,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,48,6,3,2,7667,1193,6474,1.101,3915,76,0.617,0.156, 789504183,Existing Customer,37,M,4,Graduate,Single,$120K +,Blue,28,3,3,4,34516,0,34516,0.572,2574,62,0.771,0, 714574083,Existing Customer,36,F,3,Graduate,Single,Less than $40K,Blue,31,3,2,3,2937,2159,778,0.67,2511,51,0.7,0.735, 717978033,Existing Customer,36,F,1,High School,Single,Less than $40K,Blue,36,5,3,4,5257,1572,3685,0.732,2822,73,0.659,0.299, 711256908,Existing Customer,39,M,2,High School,Single,$60K - $80K,Blue,28,6,3,3,10331,957,9374,0.699,3695,81,0.653,0.093, 721023708,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,36,3,3,3,17557,0,17557,0.667,2142,62,0.378,0, 714522258,Existing Customer,56,F,2,Graduate,Married,Less than $40K,Blue,48,6,3,2,4366,1590,2776,0.475,1596,37,0.423,0.364, 714247458,Existing Customer,56,F,4,Uneducated,Single,Unknown,Blue,46,6,2,2,8037,2276,5761,0.406,3271,71,0.543,0.283, 780416433,Existing Customer,38,M,2,Unknown,Married,Less than $40K,Blue,25,4,1,3,8740,734,8006,1.072,2169,38,0.652,0.084, 713644758,Existing Customer,49,M,3,Graduate,Single,$120K +,Blue,36,6,2,3,8514,2013,6501,0.664,4098,74,0.542,0.236, 712700358,Existing Customer,36,F,4,Uneducated,Single,Less than $40K,Blue,26,4,3,2,2002,1377,625,0.671,2411,60,0.714,0.688, 779873508,Existing Customer,51,F,0,High School,Married,Less than $40K,Blue,35,5,3,4,3132,1815,1317,1.018,3607,60,0.935,0.58, 779342958,Existing Customer,26,F,0,College,Married,$40K - $60K,Blue,13,2,3,3,2010,1070,940,0.906,3625,85,0.635,0.532, 711738333,Existing Customer,34,M,2,Graduate,Married,$80K - $120K,Blue,23,6,2,3,7567,1776,5791,1.275,2361,45,0.875,0.235, 709413933,Attrited Customer,56,M,2,High School,Single,$40K - $60K,Blue,40,2,6,4,2381,651,1730,0.592,1920,46,0.586,0.273, 720323208,Existing Customer,43,M,2,Graduate,Married,$120K +,Silver,31,6,2,4,34516,2398,32118,0.917,4976,88,0.692,0.069, 708132783,Existing Customer,47,F,3,Uneducated,Single,Unknown,Blue,42,6,2,2,16411,1179,15232,0.849,3929,71,0.732,0.072, 713372583,Existing Customer,42,F,4,High School,Single,Less than $40K,Blue,19,3,2,0,1438.3,0,1438.3,0.676,3786,67,0.523,0, 710092683,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,30,2,3,2,3735,1421,2314,0.57,1837,47,0.741,0.38, 779284833,Existing Customer,55,M,2,Post-Graduate,Single,$60K - $80K,Blue,37,3,3,1,22127,1799,20328,0.758,3591,63,0.75,0.081, 713426358,Existing Customer,28,F,0,College,Married,Unknown,Blue,36,3,2,3,5685,0,5685,1.334,2395,62,1,0, 717132633,Existing Customer,62,M,0,Uneducated,Single,$40K - $60K,Blue,50,3,2,2,7348,1466,5882,1.236,3066,61,0.694,0.2, 714967233,Attrited Customer,52,M,2,Doctorate,Married,$120K +,Blue,34,3,2,3,11188,0,11188,0.658,2109,47,0.621,0, 767587833,Existing Customer,44,M,3,Unknown,Single,$120K +,Blue,37,3,1,5,3650,2512,1138,0.739,4599,75,0.471,0.688, 714954033,Existing Customer,29,F,0,Post-Graduate,Single,Less than $40K,Blue,36,5,2,3,5076,1223,3853,0.83,2675,57,0.629,0.241, 716154258,Existing Customer,48,M,4,Doctorate,Unknown,$60K - $80K,Silver,38,3,2,2,32658,1482,31176,0.941,2023,37,0.542,0.045, 755399433,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,1,2,28634,926,27708,0.622,4549,68,0.659,0.032, 709876008,Existing Customer,49,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,3414,1473,1941,0.597,1803,49,1.13,0.431, 709918158,Existing Customer,43,M,3,High School,Married,$80K - $120K,Blue,23,5,6,1,12315,0,12315,0.895,2028,51,0.545,0, 713350908,Existing Customer,41,F,2,Uneducated,Married,$40K - $60K,Blue,36,5,3,3,2690,1912,778,0.692,3636,68,0.7,0.711, 715759458,Existing Customer,43,M,3,Graduate,Single,$80K - $120K,Blue,31,6,2,4,12165,0,12165,1.16,4066,74,0.682,0, 713976258,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,46,4,1,3,1792,989,803,1.202,3102,63,0.703,0.552, 790174608,Existing Customer,37,M,1,Doctorate,Single,$80K - $120K,Blue,30,6,3,2,19300,1181,18119,0.764,2660,70,0.795,0.061, 771335358,Existing Customer,37,M,2,College,Divorced,$40K - $60K,Blue,24,3,3,4,8120,2098,6022,0.826,3161,54,0.688,0.258, 708382083,Existing Customer,49,M,5,High School,Married,$80K - $120K,Blue,36,6,2,2,2292,0,2292,0.976,2584,60,0.5,0, 771829758,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,3,21434,1345,20089,0.603,2143,46,0.586,0.063, 767333808,Existing Customer,50,F,2,Graduate,Unknown,Less than $40K,Blue,43,5,3,4,3424,0,3424,0.765,4929,74,0.574,0, 721385433,Existing Customer,64,M,0,Unknown,Married,Less than $40K,Blue,51,3,3,4,2787,1201,1586,0.372,1662,39,0.625,0.431, 794293908,Existing Customer,36,F,3,College,Single,Unknown,Blue,30,3,2,3,8696,1482,7214,1.002,2847,67,0.971,0.17, 720409608,Existing Customer,45,M,3,High School,Married,$120K +,Blue,35,6,2,3,32446,1974,30472,0.621,1717,39,0.696,0.061, 717830583,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,9133,2140,6993,0.649,4101,88,0.63,0.234, 715455708,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,2,5116,1468,3648,0.91,2361,49,0.633,0.287, 719108358,Existing Customer,39,M,2,Post-Graduate,Married,$80K - $120K,Blue,31,5,2,1,18974,2517,16457,1.369,2783,56,1,0.133, 769323183,Existing Customer,51,M,4,Uneducated,Single,$120K +,Blue,45,6,2,3,12101,2517,9584,0.733,2086,44,0.76,0.208, 820020258,Existing Customer,55,F,1,High School,Single,$40K - $60K,Blue,46,5,3,4,5379,962,4417,0.827,1778,40,0.29,0.179, 719234883,Existing Customer,57,M,3,Graduate,Single,$120K +,Blue,49,5,3,3,32676,2134,30542,0.797,3990,88,0.76,0.065, 807349158,Existing Customer,36,M,4,Doctorate,Divorced,$120K +,Blue,31,4,3,4,34516,1491,33025,0.93,2243,60,0.935,0.043, 710799783,Existing Customer,35,M,2,Unknown,Married,$120K +,Blue,36,4,3,4,15202,1779,13423,1.392,3143,60,0.579,0.117, 778456983,Existing Customer,38,F,2,Unknown,Single,Less than $40K,Blue,23,5,3,3,2222,1205,1017,0.395,1823,49,0.361,0.542, 708644208,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,5,2,4,5858,0,5858,0.853,3355,77,0.604,0, 711659958,Existing Customer,65,F,0,Graduate,Married,$40K - $60K,Blue,56,4,2,1,2692,1869,823,0.744,1594,36,0.895,0.694, 798988983,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,45,6,3,2,7165,2037,5128,0.83,3553,78,0.902,0.284, 710760258,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,38,4,3,4,1438.3,0,1438.3,1.084,4740,81,0.653,0, 799700208,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Silver,32,5,1,1,26988,1587,25401,0.968,3732,70,0.795,0.059, 772401933,Existing Customer,36,F,1,Unknown,Single,Less than $40K,Blue,26,3,3,2,2517,0,2517,0.946,3569,62,0.771,0, 787460883,Attrited Customer,41,M,3,Uneducated,Married,$40K - $60K,Blue,28,3,3,4,11091,0,11091,0.522,1234,34,0.308,0, 770937183,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Silver,27,3,1,2,10745,2084,8661,0.847,3502,87,0.933,0.194, 715468083,Existing Customer,40,F,2,Doctorate,Married,Unknown,Silver,36,3,2,4,34516,1686,32830,0.562,3146,66,0.65,0.049, 807161508,Existing Customer,26,M,1,Unknown,Single,Less than $40K,Blue,20,6,3,2,2590,1748,842,0.626,2804,52,0.486,0.675, 772268058,Existing Customer,46,F,4,Uneducated,Single,Less than $40K,Blue,35,5,2,3,2722,1473,1249,0.737,3129,69,0.683,0.541, 710166783,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,0,8228,0,8228,0.942,4277,80,0.702,0, 804820233,Existing Customer,38,M,2,Unknown,Divorced,$80K - $120K,Blue,33,6,3,2,11777,1781,9996,0.565,2763,62,0.879,0.151, 708758658,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,39,5,1,1,34516,543,33973,0.745,3951,76,0.9,0.016, 714011358,Existing Customer,38,M,3,Graduate,Divorced,$80K - $120K,Blue,24,5,1,3,14821,0,14821,0.661,2876,60,0.622,0, 712401033,Existing Customer,36,M,1,Unknown,Single,Less than $40K,Blue,23,4,3,1,1438.3,928,510.3,0.851,2186,59,0.686,0.645, 771212508,Existing Customer,34,F,2,Unknown,Single,Less than $40K,Blue,21,6,3,4,6131,1270,4861,0.913,2825,93,0.824,0.207, 821150958,Existing Customer,52,M,5,Graduate,Single,$80K - $120K,Blue,47,3,1,1,2047,665,1382,0.605,3452,66,0.692,0.325, 792272658,Existing Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,34,3,3,4,22380,1220,21160,0.884,3756,73,0.78,0.055, 809818008,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,31,3,3,5,12893,1620,11273,0.576,2300,60,0.463,0.126, 803231058,Existing Customer,53,M,3,High School,Single,Less than $40K,Blue,47,5,1,1,3351,1474,1877,0.393,4294,66,0.737,0.44, 715698633,Existing Customer,40,F,2,Unknown,Married,Less than $40K,Blue,36,3,1,1,5093,2376,2717,0.822,2341,57,0.541,0.467, 720450108,Existing Customer,54,M,1,Graduate,Married,$40K - $60K,Blue,44,5,1,1,1438.3,0,1438.3,0.576,1585,37,0.609,0, 719076858,Existing Customer,34,M,4,College,Single,$60K - $80K,Blue,20,5,1,2,2165,1952,213,0.822,2651,81,0.841,0.902, 720016308,Existing Customer,62,F,1,Unknown,Single,Less than $40K,Blue,54,4,2,2,1927,1319,608,0.672,4199,77,0.75,0.684, 712443558,Existing Customer,39,F,1,College,Single,Unknown,Blue,36,6,1,1,22125,0,22125,0.645,1994,57,0.727,0, 711835758,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,42,4,5,3,34516,2099,32417,0.449,1756,35,0.25,0.061, 709284333,Existing Customer,36,M,1,Uneducated,Divorced,$120K +,Blue,28,6,3,2,5260,1116,4144,0.664,2546,62,0.879,0.212, 788122533,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,48,6,2,2,1438.3,0,1438.3,0.706,1336,32,0.882,0, 709206333,Attrited Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,30,3,4,4,4333,0,4333,0.463,1558,40,0.538,0, 713039808,Existing Customer,45,M,4,College,Married,Less than $40K,Blue,32,3,2,1,6637,0,6637,0.675,1801,48,0.6,0, 801700233,Existing Customer,36,M,2,Graduate,Single,$120K +,Blue,28,4,3,0,3174,2462,712,0.772,3140,74,0.721,0.776, 716815308,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,36,4,2,5,4396,1489,2907,1.258,3942,69,0.816,0.339, 821149008,Attrited Customer,52,M,2,Graduate,Single,$80K - $120K,Blue,48,6,2,4,34516,0,34516,0.539,1661,40,0.6,0, 720580383,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,37,3,2,4,1438.3,0,1438.3,0.868,3637,80,0.86,0, 780202908,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,43,3,3,4,6853,1480,5373,0.513,2833,70,0.556,0.216, 787504158,Existing Customer,36,F,0,Unknown,Married,Less than $40K,Blue,24,4,3,2,2570,2230,340,0.686,1755,42,0.448,0.868, 716183283,Existing Customer,27,F,1,College,Divorced,Less than $40K,Blue,15,5,3,2,2166,890,1276,1.024,3563,70,0.892,0.411, 824168808,Existing Customer,31,F,1,College,Divorced,Unknown,Blue,27,4,6,3,3647,1480,2167,0.76,2271,60,0.364,0.406, 712936908,Existing Customer,36,M,3,Unknown,Single,$60K - $80K,Blue,36,3,1,1,11684,1786,9898,0.806,2969,88,0.796,0.153, 719855958,Existing Customer,41,M,4,High School,Single,$60K - $80K,Blue,28,6,1,4,4475,0,4475,0.706,3367,66,0.737,0, 710112933,Existing Customer,28,M,1,Uneducated,Single,$60K - $80K,Blue,18,6,3,2,16604,1716,14888,1.025,2580,61,0.649,0.103, 768364233,Existing Customer,59,M,1,High School,Married,$40K - $60K,Blue,53,6,2,5,5446,1885,3561,0.643,1505,33,0.32,0.346, 771725808,Existing Customer,43,M,3,Uneducated,Unknown,$80K - $120K,Blue,31,5,1,4,28700,769,27931,0.901,3395,71,0.578,0.027, 780686358,Existing Customer,41,M,3,Unknown,Married,$60K - $80K,Blue,30,3,1,1,2888,1676,1212,0.534,3798,58,0.812,0.58, 712762758,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,34,4,2,0,9451,1280,8171,0.681,3179,79,0.975,0.135, 714392808,Existing Customer,51,M,3,Unknown,Married,$80K - $120K,Blue,43,3,4,5,13933,1019,12914,0.875,3504,62,0.771,0.073, 713089458,Existing Customer,44,M,1,High School,Married,Less than $40K,Blue,33,5,2,2,6130,808,5322,0.747,3411,78,0.592,0.132, 826780683,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,36,6,2,2,15008,0,15008,0.784,3943,85,0.771,0, 780251658,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,18,4,1,4,4583,1586,2997,0.828,2395,57,0.781,0.346, 772273983,Attrited Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,37,1,3,4,5268,2191,3077,0.622,2138,40,0.429,0.416, 737944908,Existing Customer,58,M,2,Unknown,Married,$60K - $80K,Blue,51,4,2,2,14976,1463,13513,0.635,1599,36,0.565,0.098, 720688158,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,25,3,2,4,2282,0,2282,0.741,2751,68,0.659,0, 719902908,Attrited Customer,51,M,3,Unknown,Married,$80K - $120K,Blue,36,3,3,3,5130,0,5130,0.407,1434,31,0.292,0, 771682533,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,31,4,3,2,5702,0,5702,0.773,3928,75,0.744,0, 708193008,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,30,3,3,4,14480,0,14480,0.703,1616,43,0.654,0, 772449858,Existing Customer,51,M,3,Graduate,Divorced,$40K - $60K,Blue,41,5,3,4,7570,1388,6182,0.909,3849,70,0.591,0.183, 715992558,Existing Customer,52,M,2,Doctorate,Married,$80K - $120K,Blue,38,4,2,2,12878,1628,11250,0.542,1968,59,0.735,0.126, 708502908,Existing Customer,61,M,2,High School,Single,$60K - $80K,Silver,48,5,2,3,26218,0,26218,0.74,3925,88,0.833,0, 720132258,Existing Customer,49,M,3,Post-Graduate,Single,$120K +,Silver,36,6,1,5,34516,1323,33193,0.934,3422,78,0.529,0.038, 708704433,Existing Customer,36,F,3,High School,Single,Unknown,Blue,23,6,3,4,2804,2090,714,1.248,2812,77,1.081,0.745, 720906033,Existing Customer,35,M,1,Graduate,Married,$40K - $60K,Blue,25,5,4,4,5801,1176,4625,1.12,2987,52,0.857,0.203, 719961183,Existing Customer,63,F,0,High School,Married,Less than $40K,Blue,53,5,3,2,2271,1278,993,0.375,1550,33,0.65,0.563, 718838808,Existing Customer,36,F,1,Post-Graduate,Married,Less than $40K,Blue,23,6,3,3,3107,2354,753,1.248,2720,48,1.182,0.758, 710268858,Existing Customer,33,F,4,Graduate,Single,Less than $40K,Blue,22,5,1,2,2001,1217,784,0.775,3162,99,0.707,0.608, 788360283,Existing Customer,33,M,1,Graduate,Single,$80K - $120K,Blue,26,4,1,0,1438.3,0,1438.3,0.865,2557,55,0.618,0, 717914808,Existing Customer,65,M,1,High School,Single,Unknown,Blue,36,4,3,5,4465,703,3762,1.026,4044,66,0.65,0.157, 802884933,Existing Customer,61,M,1,Graduate,Married,$60K - $80K,Blue,55,6,2,3,3264,1348,1916,0.756,1665,32,0.524,0.413, 714436383,Existing Customer,44,M,4,Graduate,Unknown,$80K - $120K,Blue,34,4,3,2,26856,0,26856,0.581,4222,75,0.471,0, 718785483,Existing Customer,38,M,1,Doctorate,Single,$80K - $120K,Silver,29,6,3,3,34516,1435,33081,1.13,4238,85,0.809,0.042, 708816408,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,32,4,6,3,21756,0,21756,0.817,3063,71,0.511,0, 715363908,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,26,4,1,2,4726,1551,3175,0.544,3658,70,0.628,0.328, 709163358,Attrited Customer,41,M,5,Unknown,Single,$60K - $80K,Gold,32,2,3,4,34516,2517,31999,0.465,1727,35,0.458,0.073, 827643858,Existing Customer,45,F,2,Unknown,Single,Less than $40K,Blue,41,6,2,2,5596,0,5596,0.833,3212,64,0.422,0, 711251133,Existing Customer,37,M,0,Post-Graduate,Single,$80K - $120K,Blue,27,5,2,3,15326,0,15326,1.159,2990,55,0.964,0, 716896833,Existing Customer,51,M,1,Unknown,Single,$80K - $120K,Blue,38,3,1,4,11373,1319,10054,0.693,1976,35,0.75,0.116, 789193383,Existing Customer,65,M,0,Uneducated,Single,Less than $40K,Blue,54,3,1,5,2644,1691,953,0.755,3495,70,0.628,0.64, 712801758,Existing Customer,37,F,1,Graduate,Single,$40K - $60K,Blue,27,6,1,2,2673,2517,156,0.714,3052,63,0.75,0.942, 719836083,Existing Customer,54,M,4,Unknown,Married,$60K - $80K,Blue,36,3,4,2,7477,1752,5725,0.294,1543,34,0.172,0.234, 718291233,Existing Customer,46,M,4,Graduate,Married,$80K - $120K,Blue,33,5,1,3,16227,917,15310,0.479,4314,67,0.634,0.057, 718682883,Existing Customer,41,M,2,Unknown,Single,$80K - $120K,Blue,34,3,3,1,19110,2449,16661,1,4478,76,0.727,0.128, 771503958,Existing Customer,49,M,2,Unknown,Single,$40K - $60K,Blue,37,5,1,3,2993,1265,1728,0.579,4089,72,0.674,0.423, 771960708,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,4,3290,2461,829,0.797,3591,80,0.739,0.748, 717427983,Existing Customer,50,F,3,High School,Single,Less than $40K,Silver,39,4,3,4,11176,2422,8754,1.003,2682,64,0.641,0.217, 712737108,Existing Customer,48,F,4,High School,Married,Unknown,Blue,36,4,1,2,21416,0,21416,0.702,4221,75,0.923,0, 771599283,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,2,5,2492,1668,824,0.651,1606,32,0.882,0.669, 717237708,Existing Customer,54,M,2,Post-Graduate,Single,$60K - $80K,Blue,38,3,3,5,14265,1878,12387,0.847,3982,58,0.871,0.132, 710703708,Existing Customer,46,F,4,Unknown,Single,$40K - $60K,Silver,35,6,3,2,16985,968,16017,0.455,2961,56,0.647,0.057, 712513458,Existing Customer,47,F,4,High School,Single,Less than $40K,Blue,38,4,1,4,7469,1899,5570,0.999,3150,70,0.489,0.254, 709690158,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,2,4592,2517,2075,0.572,1470,33,0.737,0.548, 709959858,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,32,6,3,4,4341,0,4341,0.613,3825,63,0.537,0, 720683958,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Gold,36,6,2,2,34516,0,34516,0.742,4077,67,0.763,0, 780704358,Existing Customer,34,M,3,Post-Graduate,Unknown,$60K - $80K,Silver,23,4,3,0,27710,0,27710,0.777,4014,73,0.659,0, 717843783,Existing Customer,33,F,1,College,Single,Less than $40K,Silver,17,4,3,2,13431,1583,11848,0.621,2338,71,0.69,0.118, 718318383,Existing Customer,49,M,1,High School,Unknown,$60K - $80K,Blue,36,6,3,4,2645,1499,1146,0.67,4251,69,0.533,0.567, 708849858,Existing Customer,44,M,3,Doctorate,Single,$120K +,Blue,35,4,1,5,14028,1435,12593,0.57,3683,73,0.738,0.102, 712652283,Existing Customer,36,M,1,Uneducated,Divorced,$80K - $120K,Blue,28,4,1,3,34516,774,33742,0.989,3030,74,0.805,0.022, 793461933,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,31,4,2,4,5699,1006,4693,0.734,2835,57,0.9,0.177, 720084183,Existing Customer,46,M,3,Unknown,Divorced,$120K +,Blue,34,5,2,4,16284,0,16284,0.889,3018,75,0.5,0, 767114958,Existing Customer,65,M,0,Uneducated,Single,Less than $40K,Blue,56,4,2,2,3226,2073,1153,1.035,3250,70,0.591,0.643, 709216533,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,36,6,3,4,2803,778,2025,0.55,3142,64,0.561,0.278, 720897783,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,30,6,2,5,34516,2010,32506,0.594,2776,59,0.735,0.058, 773503308,Existing Customer,59,M,1,Uneducated,Single,Less than $40K,Blue,53,5,5,4,2192,1569,623,0.706,4010,79,0.717,0.716, 719963433,Existing Customer,37,F,3,Unknown,Single,Unknown,Blue,29,3,2,2,8318,1945,6373,1.487,3676,77,1.139,0.234, 708139833,Attrited Customer,40,M,3,Graduate,Unknown,$60K - $80K,Blue,30,4,2,3,6391,0,6391,0.632,2323,44,0.419,0, 710664558,Existing Customer,40,F,3,High School,Married,Less than $40K,Blue,31,5,2,4,4736,945,3791,0.835,3927,73,0.659,0.2, 713687508,Existing Customer,59,M,1,Doctorate,Single,$60K - $80K,Blue,49,5,2,4,9944,1606,8338,0.62,3159,69,0.568,0.162, 816312633,Existing Customer,52,F,3,College,Married,$40K - $60K,Blue,47,6,3,3,4717,0,4717,0.563,2349,66,0.347,0, 712019883,Existing Customer,43,F,4,Unknown,Unknown,Unknown,Blue,34,5,3,3,12778,1528,11250,0.777,3337,69,0.769,0.12, 718216008,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,38,5,2,3,16920,2157,14763,0.629,3275,60,0.5,0.127, 718345233,Existing Customer,45,F,2,Graduate,Unknown,Less than $40K,Blue,35,6,3,3,3240,2517,723,0.636,1904,41,0.519,0.777, 771228183,Existing Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,17,4,1,3,4704,0,4704,1.177,3294,87,0.891,0, 789430083,Existing Customer,41,F,5,High School,Single,$40K - $60K,Blue,32,6,1,2,14987,1425,13562,0.8,4470,83,0.844,0.095, 779524833,Existing Customer,51,M,1,Unknown,Single,$80K - $120K,Blue,34,4,3,3,3554,1563,1991,0.893,3640,59,0.735,0.44, 823621083,Existing Customer,46,M,3,Graduate,Married,$120K +,Blue,42,3,3,4,9227,938,8289,0.735,3948,74,0.721,0.102, 715563558,Existing Customer,50,M,1,Unknown,Married,$120K +,Blue,40,3,3,2,7522,1057,6465,1.197,2533,62,1.138,0.141, 715424283,Existing Customer,31,F,0,College,Married,Less than $40K,Blue,21,5,2,2,1677,0,1677,1.369,3059,50,0.613,0, 807209808,Existing Customer,48,M,1,High School,Single,$60K - $80K,Blue,40,6,2,2,2319,1630,689,0.846,3739,68,0.659,0.703, 716578158,Existing Customer,39,F,1,Unknown,Married,Less than $40K,Blue,29,6,2,5,2722,1592,1130,1.319,3205,49,0.633,0.585, 708911508,Existing Customer,50,F,2,Unknown,Married,Less than $40K,Blue,39,3,3,2,2046,0,2046,0.936,3446,71,0.578,0, 717332733,Existing Customer,47,M,4,Unknown,Single,$80K - $120K,Silver,37,5,2,4,34516,0,34516,1.06,2851,80,0.739,0, 710681808,Existing Customer,53,M,3,High School,Single,$80K - $120K,Blue,42,6,3,3,18531,1548,16983,0.833,2484,52,0.857,0.084, 708740808,Existing Customer,45,M,4,Graduate,Married,$40K - $60K,Blue,36,5,3,4,4112,0,4112,0.777,2949,54,1.25,0, 711728208,Existing Customer,46,M,4,Graduate,Single,$120K +,Blue,34,4,1,2,34516,0,34516,0.991,4143,68,0.659,0, 720562008,Existing Customer,34,M,2,Graduate,Single,$80K - $120K,Silver,22,4,3,3,34516,1263,33253,0.603,2759,65,0.806,0.037, 709012083,Existing Customer,39,M,1,Uneducated,Married,Less than $40K,Blue,28,3,3,4,4683,2514,2169,0.58,2010,45,0.731,0.537, 771073908,Existing Customer,62,M,0,Unknown,Married,$40K - $60K,Blue,48,4,1,2,1438.3,0,1438.3,0.425,1406,27,0.5,0, 718174908,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,36,4,3,2,4224,2417,1807,0.522,1458,29,1.071,0.572, 709550958,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,32,3,1,4,7133,0,7133,0.612,2689,62,0.59,0, 720411183,Existing Customer,34,F,1,High School,Single,Unknown,Blue,22,6,1,0,10253,1857,8396,1.193,3042,66,0.941,0.181, 720776508,Existing Customer,44,F,2,Doctorate,Single,$40K - $60K,Blue,25,4,3,2,4210,0,4210,1.224,4248,65,0.857,0, 755615208,Existing Customer,49,M,3,High School,Single,$120K +,Blue,42,5,3,2,12630,1822,10808,0.947,4084,66,0.571,0.144, 708147108,Existing Customer,26,M,0,Graduate,Divorced,Unknown,Blue,36,6,1,3,21084,2517,18567,0.763,2309,71,0.543,0.119, 827476983,Attrited Customer,56,F,2,College,Single,Less than $40K,Blue,52,3,5,1,3639,2178,1461,0.451,1865,42,0.5,0.599, 716682258,Existing Customer,52,M,1,High School,Divorced,$120K +,Blue,36,4,3,5,31945,1591,30354,0.711,3650,62,0.676,0.05, 708563433,Attrited Customer,65,F,0,High School,Single,Unknown,Blue,56,3,6,3,5894,477,5417,1.015,1616,32,0.455,0.081, 772277508,Existing Customer,65,F,1,Unknown,Single,Less than $40K,Blue,54,4,2,2,2209,0,2209,1.299,3292,52,0.857,0, 712515558,Existing Customer,35,M,1,College,Single,$60K - $80K,Blue,26,3,2,3,23447,1515,21932,0.622,2834,77,0.638,0.065, 719342808,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,30,4,2,3,4180,688,3492,0.747,3750,76,0.727,0.165, 788957358,Existing Customer,53,F,1,Graduate,Single,$40K - $60K,Blue,39,3,3,2,4930,2227,2703,0.801,4224,77,0.791,0.452, 778386033,Existing Customer,38,M,3,Uneducated,Married,$60K - $80K,Blue,18,6,3,4,3417,1749,1668,0.57,2068,34,0.619,0.512, 820060758,Existing Customer,50,F,1,College,Single,Less than $40K,Blue,45,4,2,4,4785,1965,2820,0.8,3651,59,0.553,0.411, 713271708,Existing Customer,46,M,3,Uneducated,Married,Less than $40K,Silver,33,5,2,2,12685,0,12685,0.674,4454,74,0.574,0, 720555483,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,3,3,3,21374,0,21374,0.631,4100,79,0.681,0, 709405758,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,28,4,3,2,1911,1217,694,0.363,1965,49,0.256,0.637, 769463433,Existing Customer,41,F,2,Post-Graduate,Single,Less than $40K,Blue,35,6,3,2,8666,0,8666,0.682,3593,71,0.578,0, 786087633,Existing Customer,60,M,0,Unknown,Married,$60K - $80K,Blue,54,4,1,0,2759,2501,258,0.505,1650,34,0.7,0.906, 738627708,Attrited Customer,49,F,2,Unknown,Single,Unknown,Blue,41,5,3,4,5984,0,5984,0.551,1838,42,0.556,0, 719527833,Existing Customer,45,F,4,High School,Unknown,Unknown,Blue,36,6,3,3,23000,1097,21903,1.095,3886,70,0.667,0.048, 715921758,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,25,5,3,2,1438.3,0,1438.3,0.579,2882,68,0.619,0, 717280158,Existing Customer,49,M,3,Graduate,Married,Less than $40K,Blue,36,3,3,5,2976,1817,1159,0.739,3332,60,0.667,0.611, 714179658,Existing Customer,43,M,3,High School,Single,$120K +,Blue,36,3,1,3,34516,0,34516,0.852,1996,48,0.548,0, 806637558,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,53,5,2,5,1438.3,0,1438.3,0.425,1539,40,0.6,0, 714828708,Existing Customer,46,M,0,High School,Divorced,$80K - $120K,Blue,36,3,1,4,16099,0,16099,0.562,3656,88,0.76,0, 711989358,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,36,4,2,1,19595,1187,18408,0.875,3811,62,0.824,0.061, 720188508,Existing Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,25,3,2,4,13193,1749,11444,0.671,4071,64,0.73,0.133, 719528958,Existing Customer,57,F,3,College,Single,$40K - $60K,Blue,36,3,1,3,8184,1508,6676,0.789,4134,71,0.821,0.184, 713110908,Existing Customer,30,M,1,Unknown,Married,Less than $40K,Blue,13,3,6,5,2607,1966,641,0.65,1719,45,0.607,0.754, 721179708,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,37,4,2,3,5758,0,5758,0.433,4422,76,0.407,0, 716363658,Existing Customer,51,M,2,Doctorate,Single,$120K +,Blue,36,4,2,5,25873,582,25291,0.769,3920,84,0.647,0.022, 711443808,Existing Customer,46,M,2,Unknown,Divorced,$60K - $80K,Blue,37,6,1,1,2695,1657,1038,0.813,4068,53,0.963,0.615, 778952058,Existing Customer,46,M,3,College,Married,$80K - $120K,Blue,32,4,2,5,20860,1496,19364,0.816,3435,56,0.697,0.072, 713642133,Existing Customer,45,M,4,Unknown,Married,$40K - $60K,Blue,30,6,3,3,1892,1049,843,1.122,4558,60,1.609,0.554, 778908783,Existing Customer,52,M,3,College,Married,$80K - $120K,Blue,33,3,3,4,27751,1018,26733,0.426,1427,25,0.667,0.037, 778170633,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,38,6,2,2,34516,657,33859,0.723,3661,71,0.868,0.019, 714670533,Existing Customer,47,M,3,Unknown,Single,$80K - $120K,Blue,37,3,1,5,24580,2517,22063,0.509,3069,62,0.771,0.102, 771833433,Attrited Customer,49,M,2,High School,Married,$80K - $120K,Blue,38,3,2,4,29893,0,29893,0.519,2063,48,0.846,0, 772758783,Existing Customer,43,M,1,Unknown,Married,$80K - $120K,Blue,33,5,1,5,21165,735,20430,0.624,3343,60,0.667,0.035, 788959758,Existing Customer,47,F,4,Uneducated,Single,$40K - $60K,Blue,33,3,2,1,9148,561,8587,0.774,3451,59,0.967,0.061, 716878533,Existing Customer,55,M,2,Unknown,Married,$80K - $120K,Blue,46,4,1,1,10979,1889,9090,0.475,1425,33,0.5,0.172, 713267133,Existing Customer,41,F,5,Post-Graduate,Married,Less than $40K,Blue,33,3,1,2,6519,851,5668,0.679,3088,65,0.711,0.131, 716263533,Existing Customer,44,M,5,High School,Married,$80K - $120K,Blue,36,3,2,2,2509,1464,1045,1.25,3166,72,0.946,0.583, 719026383,Existing Customer,35,F,2,Uneducated,Married,Less than $40K,Blue,36,3,1,3,2664,0,2664,1.071,3135,59,0.903,0, 821755233,Existing Customer,40,F,2,Unknown,Married,Unknown,Blue,28,5,5,2,14999,1123,13876,0.539,3441,69,0.468,0.075, 709683633,Existing Customer,32,F,1,High School,Single,Less than $40K,Silver,13,4,1,2,10332,948,9384,0.843,2914,67,0.763,0.092, 714318033,Existing Customer,50,M,4,Unknown,Married,$60K - $80K,Blue,36,5,1,4,10226,1638,8588,1.053,3321,57,1.036,0.16, 828291858,Attrited Customer,38,M,3,College,Single,$60K - $80K,Blue,34,6,3,4,12050,1821,10229,0.63,2381,40,0.481,0.151, 779647608,Existing Customer,39,M,2,High School,Single,$120K +,Blue,22,5,2,2,26124,0,26124,0.735,4199,92,0.586,0, 787605558,Existing Customer,48,F,3,Graduate,Divorced,Less than $40K,Blue,31,6,2,2,9816,0,9816,0.673,3489,81,0.528,0, 771534408,Existing Customer,52,F,2,College,Single,Less than $40K,Blue,40,4,3,3,2783,2379,404,0.912,3897,74,1,0.855, 716219808,Existing Customer,49,M,3,Graduate,Unknown,$60K - $80K,Blue,36,5,2,3,15942,0,15942,0.723,1742,41,0.323,0, 715690908,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Silver,39,4,3,2,12222,1260,10962,1.138,3418,78,0.733,0.103, 789125733,Existing Customer,38,F,4,Doctorate,Married,Less than $40K,Blue,26,4,2,4,4002,1402,2600,0.579,2114,53,0.514,0.35, 717271983,Existing Customer,60,M,0,College,Single,$80K - $120K,Silver,53,6,3,2,34516,1388,33128,0.791,3261,64,0.684,0.04, 709695333,Existing Customer,48,M,2,High School,Single,$80K - $120K,Blue,36,3,2,4,10227,1695,8532,0.875,3577,82,0.783,0.166, 712233183,Existing Customer,45,F,2,Graduate,Single,Less than $40K,Blue,34,3,3,1,4265,1622,2643,0.708,3244,62,0.879,0.38, 716645883,Existing Customer,47,M,2,Unknown,Unknown,$60K - $80K,Blue,36,3,2,2,13867,0,13867,0.659,4297,68,0.744,0, 711762408,Existing Customer,43,M,2,Doctorate,Divorced,$40K - $60K,Blue,34,4,1,2,2243,0,2243,0.697,4023,63,0.75,0, 818305008,Existing Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,6,1,3,11239,1375,9864,0.94,3978,89,0.78,0.122, 788159433,Existing Customer,53,M,2,Unknown,Single,$60K - $80K,Blue,45,5,1,2,22558,818,21740,0.987,3855,70,0.591,0.036, 709104333,Existing Customer,50,M,5,Post-Graduate,Married,$120K +,Silver,36,5,2,4,34516,891,33625,0.926,2687,64,0.778,0.026, 708112008,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,36,4,2,3,23510,1049,22461,0.438,1661,35,0.296,0.045, 714731208,Existing Customer,63,F,0,Uneducated,Unknown,$40K - $60K,Blue,55,6,2,2,1651,1433,218,0.985,4050,58,0.611,0.868, 710006958,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,41,6,2,2,8693,796,7897,0.864,4755,69,0.533,0.092, 815062383,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,30,3,3,1,4549,1193,3356,0.445,1914,33,0.5,0.262, 778447908,Existing Customer,51,M,2,College,Married,$80K - $120K,Blue,33,3,1,2,3558,0,3558,0.57,4136,65,0.912,0, 720725058,Attrited Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,1,3,4,7176,0,7176,0.45,1375,33,0.65,0, 803415183,Existing Customer,44,M,3,Unknown,Single,$80K - $120K,Silver,38,3,3,1,34516,657,33859,0.641,4614,76,0.689,0.019, 708582858,Existing Customer,38,M,3,Graduate,Single,$60K - $80K,Blue,25,3,3,4,18293,0,18293,0.571,2958,63,0.432,0, 779833908,Existing Customer,40,F,2,Graduate,Divorced,Unknown,Blue,23,6,2,1,18332,1376,16956,0.6,4095,67,0.675,0.075, 818687958,Existing Customer,48,M,2,Graduate,Divorced,$80K - $120K,Blue,43,5,3,2,6383,1436,4947,0.845,4462,88,0.66,0.225, 708714108,Existing Customer,42,F,3,High School,Single,Less than $40K,Silver,31,5,2,3,13441,2517,10924,0.734,1894,49,0.633,0.187, 754872333,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,43,3,1,3,20114,0,20114,0.82,4740,88,0.796,0, 718637208,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,43,3,2,1,2019,1387,632,0.56,1689,36,0.714,0.687, 816772908,Existing Customer,38,M,3,High School,Single,$60K - $80K,Silver,33,6,1,2,34516,1793,32723,0.767,4533,78,0.472,0.052, 711935283,Attrited Customer,55,M,5,Post-Graduate,Single,$80K - $120K,Blue,47,3,1,4,1438.3,0,1438.3,0.414,1427,36,0.333,0, 716950758,Attrited Customer,46,M,4,High School,Married,$60K - $80K,Blue,36,1,3,2,8017,0,8017,0.559,1657,43,0.654,0, 716497908,Existing Customer,49,F,1,Doctorate,Married,Unknown,Blue,36,3,1,2,8519,0,8519,0.873,3698,65,0.625,0, 809358708,Existing Customer,38,M,3,Unknown,Single,$80K - $120K,Blue,33,6,2,2,34516,2135,32381,0.488,3514,63,0.703,0.062, 716037708,Existing Customer,50,M,0,Uneducated,Divorced,$60K - $80K,Blue,39,6,3,3,9474,1021,8453,0.557,3240,54,0.588,0.108, 717804783,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,27,5,3,4,6587,824,5763,1.262,4160,70,0.842,0.125, 715338783,Existing Customer,32,M,1,High School,Single,$60K - $80K,Blue,36,4,2,2,2999,0,2999,0.812,3018,80,0.778,0, 779645658,Existing Customer,49,M,3,Graduate,Single,$60K - $80K,Blue,32,3,1,4,7154,1472,5682,1.002,3607,59,0.735,0.206, 787565433,Existing Customer,53,M,2,Post-Graduate,Married,$80K - $120K,Blue,43,4,2,4,4039,1397,2642,0.396,1494,36,0.286,0.346, 717287883,Existing Customer,57,M,3,Graduate,Married,$80K - $120K,Blue,46,6,2,3,5516,2517,2999,0.473,1532,24,0.5,0.456, 715746633,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,54,3,1,2,5577,689,4888,0.985,4256,70,1.121,0.124, 720635883,Existing Customer,34,M,3,Unknown,Unknown,$80K - $120K,Blue,24,6,3,3,8628,1500,7128,0.688,2902,60,0.818,0.174, 710077008,Existing Customer,43,M,2,Uneducated,Single,$120K +,Blue,33,5,3,1,30137,1368,28769,0.721,3522,74,0.897,0.045, 804437658,Existing Customer,42,F,3,Doctorate,Married,Less than $40K,Blue,36,4,2,1,9778,2154,7624,0.5,3413,66,0.692,0.22, 780000258,Existing Customer,48,M,3,Uneducated,Single,$120K +,Blue,38,4,2,5,20912,0,20912,0.725,4172,84,0.787,0, 825785508,Existing Customer,49,M,3,High School,Single,$120K +,Blue,45,3,2,2,14699,1049,13650,0.534,4890,64,0.561,0.071, 720252858,Existing Customer,57,M,3,College,Single,$60K - $80K,Blue,36,6,3,2,10350,0,10350,0.826,3396,63,0.8,0, 710017758,Existing Customer,44,M,4,Graduate,Single,$40K - $60K,Blue,36,5,2,3,11346,0,11346,0.665,3784,67,0.457,0, 711750183,Existing Customer,63,F,2,Graduate,Single,Less than $40K,Gold,55,4,1,3,15987,1345,14642,0.729,3640,56,0.867,0.084, 718364283,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,30,3,2,4,19711,0,19711,1.037,3602,72,1,0, 711638658,Existing Customer,33,M,4,High School,Single,$40K - $60K,Blue,25,4,1,1,8650,1929,6721,0.777,2878,63,1.032,0.223, 711046383,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Silver,36,5,1,1,34516,1316,33200,0.818,3542,60,0.714,0.038, 720877083,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,2,9748,1354,8394,0.893,3323,66,0.833,0.139, 715662258,Existing Customer,49,F,3,Unknown,Unknown,Less than $40K,Blue,36,3,1,2,2454,2060,394,0.804,3777,75,0.596,0.839, 715570533,Attrited Customer,48,M,3,Post-Graduate,Unknown,$120K +,Blue,35,2,2,6,34516,0,34516,0.464,1632,44,0.333,0, 758202858,Existing Customer,47,F,3,High School,Unknown,Less than $40K,Blue,40,4,2,4,4255,1681,2574,0.65,3453,72,0.5,0.395, 712872183,Existing Customer,35,F,4,Uneducated,Single,Less than $40K,Blue,24,4,2,2,3271,1367,1904,0.704,2464,92,1,0.418, 710014683,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,20,3,3,2,3480,724,2756,0.722,2807,65,0.806,0.208, 716934333,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,40,3,1,4,13306,2458,10848,0.516,3556,68,0.581,0.185, 778523733,Existing Customer,38,M,3,Graduate,Single,$80K - $120K,Blue,31,6,1,2,13637,0,13637,0.566,3625,73,0.659,0, 716353083,Existing Customer,39,M,3,Graduate,Single,$60K - $80K,Blue,29,4,2,3,6733,1028,5705,0.553,4444,72,0.565,0.153, 753642933,Existing Customer,52,F,3,High School,Single,Less than $40K,Blue,45,3,3,0,2728,1365,1363,0.648,4293,83,0.976,0.5, 708151008,Existing Customer,49,F,4,Graduate,Married,$40K - $60K,Blue,41,5,1,2,6250,644,5606,1.06,2433,41,1.158,0.103, 789646158,Existing Customer,49,M,4,Uneducated,Married,$40K - $60K,Blue,33,5,1,3,3653,881,2772,0.846,3297,66,0.692,0.241, 712423233,Existing Customer,44,M,3,High School,Divorced,$60K - $80K,Blue,36,4,3,1,22919,1368,21551,0.942,3752,71,0.919,0.06, 719806233,Existing Customer,36,M,1,Graduate,Single,$120K +,Blue,20,3,2,2,34516,0,34516,0.531,2686,59,0.788,0, 786509358,Existing Customer,44,M,3,Unknown,Married,$80K - $120K,Blue,38,3,1,4,4198,1782,2416,1.526,2051,36,1,0.424, 711502908,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,39,6,2,2,7532,0,7532,0.476,3550,68,0.619,0, 748617858,Existing Customer,35,M,5,Uneducated,Single,$60K - $80K,Blue,28,4,2,3,4587,1704,2883,0.903,2968,65,0.806,0.371, 721532583,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,4,12250,2165,10085,0.641,1995,39,0.696,0.177, 789244308,Existing Customer,56,M,4,College,Single,$80K - $120K,Blue,41,6,1,4,17753,1899,15854,0.851,3986,64,0.73,0.107, 709330383,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Silver,19,4,3,3,12535,2049,10486,0.683,3283,74,0.609,0.163, 719136183,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,6,1,3,3541,1444,2097,0.664,3410,69,0.683,0.408, 716939358,Existing Customer,43,F,3,Graduate,Divorced,Unknown,Blue,33,6,3,4,14622,0,14622,0.959,4632,67,0.457,0, 778155558,Existing Customer,45,M,3,Unknown,Married,$80K - $120K,Blue,38,3,1,2,23973,0,23973,0.779,3560,71,0.511,0, 713461533,Existing Customer,54,M,3,Graduate,Single,$80K - $120K,Blue,38,4,2,1,29200,1310,27890,1.092,3042,73,1.028,0.045, 803776533,Existing Customer,46,M,2,Post-Graduate,Single,$60K - $80K,Blue,41,3,3,2,10077,0,10077,0.639,2118,52,0.576,0, 714857508,Existing Customer,44,F,4,Doctorate,Married,Unknown,Blue,36,5,2,4,8667,1775,6892,0.729,3939,69,0.533,0.205, 720348933,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,31,4,3,4,12871,758,12113,0.778,3060,60,1.069,0.059, 721158108,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Blue,30,3,2,4,2346,0,2346,0.394,3982,72,0.532,0, 789043008,Existing Customer,55,F,2,Post-Graduate,Divorced,Less than $40K,Blue,43,4,2,4,9919,0,9919,0.496,2058,70,0.842,0, 713362158,Existing Customer,50,M,3,Unknown,Single,$120K +,Blue,33,4,1,4,17087,0,17087,0.761,3519,70,0.591,0, 712623258,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,3,5505,2517,2988,0.729,2272,42,0.448,0.457, 708494583,Existing Customer,49,F,3,Uneducated,Divorced,Less than $40K,Blue,36,4,1,3,1902,0,1902,0.693,3731,53,0.893,0, 718394658,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,22,3,1,1,4254,2464,1790,0.764,2366,62,0.722,0.579, 719398158,Existing Customer,51,M,2,Unknown,Unknown,$80K - $120K,Blue,39,6,1,3,9854,1886,7968,0.921,3912,76,0.949,0.191, 711885258,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,31,5,3,4,7711,988,6723,0.884,2078,42,0.68,0.128, 789161358,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,19,3,1,4,3213,2517,696,1.275,2666,46,1,0.783, 787581858,Existing Customer,46,M,2,Unknown,Unknown,$120K +,Blue,37,3,2,4,3132,1466,1666,0.689,3612,59,0.595,0.468, 779198133,Existing Customer,45,F,3,High School,Divorced,Less than $40K,Blue,33,3,3,2,9977,2088,7889,0.65,3530,61,0.743,0.209, 708314808,Existing Customer,53,F,2,College,Married,Unknown,Blue,41,5,1,3,5659,1393,4266,0.436,1570,40,0.6,0.246, 720508233,Attrited Customer,62,M,0,Unknown,Single,$40K - $60K,Silver,42,3,4,4,17161,0,17161,0.552,1898,42,0.556,0, 717134058,Existing Customer,65,F,1,Unknown,Single,Unknown,Blue,36,5,1,2,5018,1131,3887,0.624,4028,81,0.8,0.225, 783366483,Existing Customer,44,F,3,Unknown,Married,Unknown,Blue,38,4,3,3,11474,1063,10411,0.686,3242,74,0.451,0.093, 715412583,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,1,4,7925,1445,6480,0.75,3815,65,0.806,0.182, 719562108,Existing Customer,28,F,0,Uneducated,Single,Less than $40K,Silver,20,6,3,3,12793,1650,11143,0.783,2671,67,0.763,0.129, 754457883,Existing Customer,49,M,2,Unknown,Single,Less than $40K,Blue,42,4,2,2,4834,0,4834,0.998,1876,35,1.059,0, 742552683,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,6,2,5,1438.3,688,750.3,0.976,4208,86,0.72,0.478, 711455133,Existing Customer,55,M,3,College,Single,$120K +,Blue,36,5,3,3,12948,1839,11109,1.113,2481,42,0.68,0.142, 716387733,Attrited Customer,49,M,4,Graduate,Single,$60K - $80K,Blue,36,1,4,5,5662,1484,4178,0.434,1693,25,0.25,0.262, 772571508,Existing Customer,34,F,2,High School,Single,Less than $40K,Blue,24,4,1,0,2799,0,2799,0.696,2311,43,0.654,0, 718815108,Existing Customer,50,M,2,Unknown,Married,$80K - $120K,Blue,38,3,3,1,6030,1315,4715,0.623,3420,81,0.841,0.218, 719266158,Existing Customer,42,M,2,Graduate,Divorced,$80K - $120K,Blue,35,5,3,1,6779,1359,5420,0.737,3434,65,0.512,0.2, 720708183,Existing Customer,53,F,1,Uneducated,Divorced,$40K - $60K,Silver,36,5,1,1,15248,1242,14006,0.725,4758,83,0.456,0.081, 767523933,Existing Customer,53,M,3,High School,Single,$60K - $80K,Blue,45,4,1,0,15583,0,15583,0.873,3938,69,1.091,0, 797466033,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,26,3,2,3,2576,1754,822,1.027,2880,69,0.468,0.681, 771886233,Existing Customer,48,M,1,Unknown,Married,$60K - $80K,Silver,37,6,3,5,25270,1090,24180,0.819,1941,51,1.318,0.043, 712612233,Existing Customer,35,M,4,Graduate,Single,$60K - $80K,Blue,22,3,3,3,8717,719,7998,0.556,2067,59,0.595,0.082, 716516208,Existing Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,4,2,3,1438.3,0,1438.3,0.674,3748,64,0.829,0, 709950858,Existing Customer,45,M,5,College,Single,$80K - $120K,Blue,35,4,2,1,33755,2301,31454,0.751,3458,71,0.651,0.068, 779882508,Existing Customer,53,F,2,Unknown,Single,$40K - $60K,Blue,37,5,3,4,7282,0,7282,0.74,3364,69,0.816,0, 717472833,Existing Customer,42,M,4,Unknown,Single,$80K - $120K,Blue,32,6,3,5,7260,713,6547,0.833,4253,73,0.78,0.098, 712665633,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Silver,30,6,1,4,12952,1864,11088,0.414,3472,51,0.457,0.144, 709562358,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,43,6,1,5,5353,1594,3759,0.973,4456,79,0.837,0.298, 715391433,Existing Customer,38,M,0,Graduate,Married,$60K - $80K,Blue,33,5,4,4,11741,1560,10181,0.773,2143,41,0.783,0.133, 708722583,Existing Customer,39,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,1,2609,1656,953,0.657,3024,64,0.6,0.635, 720452508,Existing Customer,51,F,1,College,Married,Unknown,Blue,37,4,3,1,11167,0,11167,0.622,3848,74,0.762,0, 714566958,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,4,2,5,20882,1420,19462,0.857,2291,40,0.6,0.068, 816084333,Existing Customer,42,M,2,Unknown,Single,$120K +,Gold,37,5,2,2,34516,1230,33286,0.72,3260,63,1.1,0.036, 806179683,Existing Customer,63,F,1,College,Single,$40K - $60K,Blue,56,5,3,2,3071,2044,1027,0.91,4433,68,0.659,0.666, 806244183,Existing Customer,39,M,2,Graduate,Divorced,$60K - $80K,Blue,34,5,1,4,2267,0,2267,0.875,4544,84,0.75,0, 787999533,Existing Customer,52,M,2,High School,Single,$120K +,Blue,44,4,2,2,6617,2517,4100,0.459,3595,68,0.659,0.38, 718358808,Existing Customer,57,F,2,High School,Divorced,Less than $40K,Blue,50,5,3,5,3276,0,3276,0.972,3758,61,0.694,0, 718474683,Existing Customer,36,M,0,High School,Married,$120K +,Blue,24,3,3,2,10097,2139,7958,1.408,3092,67,0.763,0.212, 716908158,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,36,6,2,1,8260,2517,5743,1.049,3299,64,0.73,0.305, 713984208,Existing Customer,52,M,4,Graduate,Married,$40K - $60K,Blue,33,5,2,1,5776,874,4902,0.894,4029,72,0.636,0.151, 713013483,Existing Customer,40,F,4,Graduate,Divorced,Less than $40K,Blue,36,5,3,3,1438.3,915,523.3,0.464,3754,58,0.611,0.636, 754599558,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,33,5,3,1,7207,2002,5205,0.828,3825,70,0.707,0.278, 788739633,Attrited Customer,38,M,1,Unknown,Married,$120K +,Blue,16,3,1,4,2106,238,1868,0.61,2136,40,0.905,0.113, 712411908,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,34,4,2,5,21158,0,21158,0.633,4071,67,0.811,0, 717538683,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,36,3,2,2,22906,1132,21774,0.942,3204,64,0.73,0.049, 709447908,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,33,4,3,4,2648,2309,339,1.006,3281,63,0.853,0.872, 816834933,Existing Customer,34,F,4,Graduate,Single,Unknown,Silver,29,6,2,2,30702,673,30029,0.721,2652,64,0.524,0.022, 718963158,Existing Customer,49,M,1,Unknown,Single,$120K +,Blue,40,5,3,1,34516,0,34516,0.759,3230,64,0.561,0, 714358008,Existing Customer,53,F,1,College,Divorced,Unknown,Blue,36,3,1,3,17054,0,17054,0.673,4659,72,0.6,0, 720758808,Attrited Customer,38,M,3,College,Single,$60K - $80K,Blue,18,5,1,5,16317,0,16317,0.566,1995,54,0.929,0, 708255633,Existing Customer,36,M,1,Graduate,Single,$80K - $120K,Blue,27,3,2,4,3761,1710,2051,0.627,3240,65,0.585,0.455, 716101308,Existing Customer,48,M,3,Unknown,Married,$40K - $60K,Blue,35,6,3,4,2173,0,2173,0.857,4251,60,0.714,0, 715986258,Existing Customer,53,F,1,Uneducated,Single,$40K - $60K,Silver,41,3,3,2,15845,1675,14170,0.514,4037,68,0.447,0.106, 715858008,Attrited Customer,49,F,1,Uneducated,Married,$40K - $60K,Blue,39,2,3,3,8061,2517,5544,0.352,1224,31,0.409,0.312, 806226933,Existing Customer,37,M,2,High School,Unknown,$120K +,Blue,32,6,1,1,34516,0,34516,0.928,3660,59,1.107,0, 708361833,Existing Customer,44,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,3,19430,0,19430,1.012,3650,80,0.633,0, 778422933,Existing Customer,42,F,1,Unknown,Single,Unknown,Blue,22,4,2,2,19127,985,18142,0.966,3323,56,0.931,0.051, 708957183,Existing Customer,48,M,0,Unknown,Divorced,$40K - $60K,Blue,36,3,1,0,2708,2517,191,0.568,2198,41,0.864,0.929, 718000383,Existing Customer,60,F,1,Graduate,Single,Unknown,Blue,51,3,3,4,23566,1147,22419,0.629,4274,64,0.641,0.049, 714466458,Existing Customer,49,F,2,High School,Married,Unknown,Blue,35,4,3,2,2532,2124,408,0.715,3400,76,0.727,0.839, 719608308,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,3,2,3,9829,2517,7312,0.59,2927,73,1.212,0.256, 792995808,Existing Customer,57,F,3,Post-Graduate,Single,$40K - $60K,Blue,51,5,4,5,7226,1689,5537,0.83,3474,67,0.763,0.234, 716211258,Existing Customer,59,F,1,College,Unknown,Less than $40K,Blue,49,6,5,4,4072,0,4072,0.464,1966,43,1.15,0, 779289033,Existing Customer,46,F,3,Uneducated,Single,Unknown,Blue,28,4,1,5,21646,1778,19868,1.071,3328,61,0.794,0.082, 719356008,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,4,1438.3,0,1438.3,1.022,4548,69,0.917,0, 718503108,Existing Customer,40,M,3,Unknown,Married,$120K +,Blue,26,3,3,1,14046,1994,12052,0.437,3792,77,0.604,0.142, 779661033,Existing Customer,49,M,4,Unknown,Married,$60K - $80K,Silver,32,5,2,3,25620,1107,24513,0.971,3503,66,0.65,0.043, 813053733,Attrited Customer,53,M,4,Unknown,Single,$120K +,Blue,48,3,3,4,34516,278,34238,0.817,3029,49,0.4,0.008, 718354683,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Silver,45,6,3,3,21358,1225,20133,0.681,3646,77,0.75,0.057, 720529308,Attrited Customer,63,M,0,High School,Single,$60K - $80K,Blue,48,5,3,1,1856,0,1856,0.5,1805,46,0.769,0, 787578183,Existing Customer,36,M,3,High School,Single,$80K - $120K,Blue,28,5,3,2,1438.3,0,1438.3,1.041,3204,68,0.838,0, 737952333,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,56,3,1,5,2586,0,2586,0.631,3435,65,0.585,0, 779498058,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,21,5,3,3,3281,1272,2009,0.799,2006,34,0.545,0.388, 799707858,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,42,6,1,2,7115,2000,5115,0.769,3584,57,0.966,0.281, 719543208,Existing Customer,38,F,3,Uneducated,Single,Unknown,Blue,36,5,3,3,13220,848,12372,0.825,3789,72,0.565,0.064, 797743233,Existing Customer,45,M,3,Uneducated,Unknown,$60K - $80K,Blue,39,3,2,3,5996,865,5131,0.511,4542,77,0.481,0.144, 710658483,Attrited Customer,47,M,4,Graduate,Unknown,$40K - $60K,Blue,34,2,3,6,9080,2174,6906,0.653,2098,46,0.586,0.239, 715399908,Existing Customer,54,F,2,High School,Single,Unknown,Blue,45,5,3,5,7563,1465,6098,0.511,4175,67,0.718,0.194, 710288883,Existing Customer,40,F,1,Graduate,Married,Less than $40K,Blue,32,4,1,5,8749,1654,7095,0.695,5054,73,0.553,0.189, 719912808,Existing Customer,52,M,2,High School,Single,$60K - $80K,Blue,39,3,3,4,14973,0,14973,0.706,4288,72,0.6,0, 720247158,Existing Customer,63,M,0,Graduate,Single,Unknown,Blue,36,6,3,2,7108,600,6508,0.813,3787,68,0.619,0.084, 718672233,Existing Customer,48,F,1,Graduate,Single,Unknown,Blue,38,3,2,2,23007,1239,21768,0.713,3395,63,0.465,0.054, 789593058,Existing Customer,46,M,5,College,Married,$60K - $80K,Blue,39,3,2,3,24248,1020,23228,1.19,3311,84,0.75,0.042, 710278458,Attrited Customer,52,M,2,High School,Single,$80K - $120K,Blue,43,4,3,3,11617,2517,9100,0.457,1643,43,0.483,0.217, 714467733,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Silver,36,3,2,3,30428,1721,28707,0.717,4178,69,0.605,0.057, 803026008,Existing Customer,48,M,3,Unknown,Married,$80K - $120K,Blue,42,3,6,2,6805,1448,5357,0.836,3463,65,0.711,0.213, 772000533,Existing Customer,59,M,1,Graduate,Married,$60K - $80K,Blue,48,4,3,2,14257,1113,13144,0.406,1809,23,0.278,0.078, 811035483,Attrited Customer,47,M,3,Uneducated,Divorced,$120K +,Silver,42,2,4,5,34516,0,34516,0.521,1641,35,0.591,0, 715480983,Existing Customer,55,F,2,College,Single,Less than $40K,Blue,36,5,2,3,5719,892,4827,0.589,3403,68,0.417,0.156, 819997983,Existing Customer,53,M,5,Unknown,Married,$80K - $120K,Blue,48,6,1,0,9517,1869,7648,0.821,1453,26,0.857,0.196, 807593058,Attrited Customer,41,F,3,Unknown,Single,$40K - $60K,Blue,36,3,2,4,5317,0,5317,0.699,2003,29,0.318,0, 720437358,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,32,5,1,2,2526,2303,223,0.836,3596,69,0.568,0.912, 719465733,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,44,6,3,3,2971,0,2971,1.154,4458,63,0.615,0, 711978858,Existing Customer,59,M,2,Graduate,Single,Less than $40K,Blue,49,6,3,2,6834,900,5934,0.605,4422,70,0.628,0.132, 814364808,Existing Customer,36,F,2,Uneducated,Married,Unknown,Blue,31,5,3,1,3002,1002,2000,1.033,2624,46,1,0.334, 788820933,Existing Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,42,3,2,2,16727,1380,15347,0.605,3511,73,0.622,0.083, 713316558,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,29,3,2,2,4573,0,4573,0.703,3776,70,0.944,0, 779856483,Existing Customer,38,M,2,Post-Graduate,Single,$80K - $120K,Blue,22,4,1,2,15410,0,15410,0.638,3368,69,0.533,0, 717085983,Existing Customer,44,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,3299,2517,782,0.981,4312,84,0.787,0.763, 788030208,Attrited Customer,42,F,2,Uneducated,Single,Less than $40K,Silver,33,1,2,3,13453,2517,10936,0.619,1904,42,0.448,0.187, 709914858,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,36,4,1,2,6362,1705,4657,0.644,5169,84,0.474,0.268, 716111808,Existing Customer,57,F,2,Unknown,Married,Less than $40K,Blue,49,5,3,1,2679,2011,668,0.466,1723,28,0.75,0.751, 708618933,Existing Customer,34,M,2,Uneducated,Single,$120K +,Blue,13,6,3,2,4369,2049,2320,0.865,3259,80,0.6,0.469, 720446508,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,1721,1037,684,0.721,2681,57,0.727,0.603, 756488883,Existing Customer,41,M,2,Uneducated,Single,$80K - $120K,Blue,34,6,2,2,2196,1619,577,0.656,2040,65,0.711,0.737, 708414033,Existing Customer,50,M,4,Graduate,Married,$40K - $60K,Blue,38,6,3,3,2845,1153,1692,0.836,3730,66,0.941,0.405, 756727233,Existing Customer,49,M,2,High School,Single,$120K +,Blue,42,3,2,4,21144,1190,19954,0.5,4895,66,0.784,0.056, 720379533,Attrited Customer,47,M,3,Unknown,Unknown,$120K +,Blue,36,1,3,4,3952,0,3952,0.809,2066,37,0.233,0, 720340383,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,2,3518,2035,1483,0.567,4034,82,0.673,0.578, 771453033,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,35,5,1,2,17343,1280,16063,1.314,3170,57,0.629,0.074, 708747708,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,33,4,1,2,3498,0,3498,1.109,2512,56,0.867,0, 712460433,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,25,4,1,3,9121,1426,7695,0.666,4112,80,0.481,0.156, 719801508,Existing Customer,36,M,1,Uneducated,Unknown,$120K +,Blue,23,6,3,3,20230,798,19432,0.592,4314,82,0.708,0.039, 720983733,Attrited Customer,44,M,3,Unknown,Single,$60K - $80K,Blue,36,2,3,3,15422,864,14558,0.578,2136,54,0.8,0.056, 713657733,Existing Customer,47,M,4,Unknown,Single,$60K - $80K,Blue,36,5,3,1,9132,800,8332,0.62,3809,71,0.511,0.088, 709955958,Existing Customer,41,F,1,High School,Single,Less than $40K,Blue,33,4,2,0,8054,1023,7031,0.75,3374,45,0.875,0.127, 719099583,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,34,3,2,3,1640,1444,196,0.423,1360,33,0.222,0.88, 719513733,Existing Customer,48,M,3,Doctorate,Married,$80K - $120K,Blue,41,3,3,4,8739,0,8739,0.715,4276,69,0.769,0, 710654808,Attrited Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,36,3,1,4,1818,0,1818,0.672,2308,44,0.467,0, 719651358,Existing Customer,46,F,4,Uneducated,Single,Unknown,Blue,33,3,3,3,24949,1749,23200,0.626,4092,77,0.54,0.07, 718917408,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,38,4,3,3,3115,1136,1979,0.499,3704,70,0.458,0.365, 808753758,Existing Customer,52,M,2,Uneducated,Divorced,$120K +,Blue,47,5,2,2,29695,1525,28170,0.529,4109,71,0.614,0.051, 711699183,Existing Customer,56,M,2,Uneducated,Divorced,$60K - $80K,Blue,50,4,1,2,7261,1079,6182,1.312,3723,58,1.071,0.149, 711196458,Attrited Customer,38,F,1,Unknown,Married,Less than $40K,Blue,20,2,2,3,1621,580,1041,0.421,1893,41,0.171,0.358, 772565883,Existing Customer,41,M,0,High School,Single,$80K - $120K,Blue,31,3,5,2,33472,2517,30955,0.633,4719,70,0.667,0.075, 717203958,Existing Customer,51,M,3,Graduate,Married,$40K - $60K,Blue,36,6,3,2,11512,988,10524,0.569,1842,32,1.133,0.086, 769701258,Existing Customer,26,F,0,Unknown,Unknown,Unknown,Blue,18,3,3,3,12463,1319,11144,0.655,3996,71,0.543,0.106, 714933783,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,37,5,1,4,8511,0,8511,0.88,3775,62,0.676,0, 717650133,Existing Customer,41,M,5,Graduate,Single,$60K - $80K,Blue,28,5,1,4,4821,1426,3395,0.898,3571,58,0.933,0.296, 708707808,Existing Customer,57,M,2,Graduate,Unknown,$60K - $80K,Blue,45,4,1,2,2480,1584,896,0.874,3438,66,0.784,0.639, 717331758,Existing Customer,44,M,4,Graduate,Married,$120K +,Blue,32,6,3,4,34516,2517,31999,0.765,4228,83,0.596,0.073, 801385458,Existing Customer,52,M,1,Uneducated,Married,$120K +,Blue,46,5,2,4,8596,2019,6577,0.677,4017,80,0.6,0.235, 710605458,Existing Customer,49,M,2,High School,Married,$60K - $80K,Blue,39,6,3,2,7223,1963,5260,0.852,4127,70,0.842,0.272, 719570733,Existing Customer,52,M,2,Unknown,Single,$60K - $80K,Blue,39,3,2,3,1629,978,651,0.552,3766,83,0.694,0.6, 708646233,Existing Customer,44,F,1,Unknown,Divorced,Unknown,Blue,36,3,2,1,17116,1289,15827,0.559,3632,50,0.923,0.075, 766006758,Existing Customer,63,M,1,High School,Married,$60K - $80K,Blue,56,3,2,4,7216,2321,4895,0.491,1734,38,0.583,0.322, 710695083,Existing Customer,44,M,3,College,Single,$60K - $80K,Silver,32,4,1,3,28397,1421,26976,0.635,1635,31,0.824,0.05, 709224033,Attrited Customer,53,M,4,Uneducated,Single,$60K - $80K,Blue,43,1,3,2,13720,0,13720,0.671,1830,36,0.241,0, 795991758,Existing Customer,47,F,3,Unknown,Married,$40K - $60K,Blue,41,5,3,3,7553,660,6893,0.549,4079,67,0.457,0.087, 709381383,Existing Customer,49,M,4,Graduate,Married,$60K - $80K,Blue,36,4,6,2,2952,2517,435,0.809,3830,77,0.51,0.853, 810321933,Existing Customer,35,M,3,High School,Unknown,$80K - $120K,Blue,30,5,3,3,11229,1054,10175,0.552,1898,36,1.571,0.094, 716235783,Existing Customer,45,M,3,College,Married,$40K - $60K,Blue,39,3,2,4,7109,866,6243,0.572,4047,75,0.667,0.122, 758833758,Existing Customer,45,M,4,Unknown,Married,$40K - $60K,Blue,38,4,3,3,1862,845,1017,0.604,3520,68,0.889,0.454, 713579733,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,22,5,3,3,4511,754,3757,0.905,2597,71,0.919,0.167, 804649833,Existing Customer,42,M,3,Post-Graduate,Married,$40K - $60K,Blue,29,3,3,4,2533,1126,1407,0.788,3436,74,0.574,0.445, 780971583,Existing Customer,46,M,1,Graduate,Divorced,$120K +,Blue,30,6,2,2,2016,797,1219,1.108,3772,62,0.879,0.395, 804673308,Attrited Customer,49,M,5,Uneducated,Married,$40K - $60K,Blue,44,2,3,4,3893,0,3893,0.662,1866,37,0.947,0, 788747358,Existing Customer,50,M,0,High School,Divorced,$40K - $60K,Blue,29,5,3,2,5530,2034,3496,0.647,4836,68,0.744,0.368, 713199558,Existing Customer,57,F,3,Doctorate,Single,Less than $40K,Blue,44,5,3,2,1737,813,924,0.756,3669,58,0.812,0.468, 713777883,Existing Customer,46,F,0,Graduate,Divorced,Unknown,Blue,36,3,3,2,6853,1679,5174,0.975,3543,52,1,0.245, 771081558,Existing Customer,55,M,2,High School,Divorced,$120K +,Blue,42,3,2,2,34516,1190,33326,0.832,2862,78,0.733,0.034, 710229333,Existing Customer,38,M,2,College,Single,$40K - $60K,Blue,20,6,1,3,11068,1254,9814,0.418,3812,64,0.641,0.113, 720406233,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,5546,1829,3717,0.673,1770,46,1,0.33, 767784708,Attrited Customer,48,M,0,Doctorate,Married,$60K - $80K,Blue,41,2,3,4,7277,504,6773,0.582,2356,40,0.29,0.069, 712052058,Existing Customer,57,M,3,Graduate,Single,$40K - $60K,Blue,48,3,3,0,9426,1574,7852,0.791,4212,75,0.531,0.167, 715278708,Existing Customer,55,M,2,Unknown,Single,$60K - $80K,Blue,36,5,3,1,1594,927,667,0.985,3851,65,0.806,0.582, 827049558,Existing Customer,47,M,2,Graduate,Unknown,$80K - $120K,Blue,43,3,2,2,2158,1170,988,0.73,4421,89,0.679,0.542, 710248233,Existing Customer,37,M,3,College,Single,$40K - $60K,Blue,28,5,2,3,3490,1421,2069,1.125,3392,80,0.86,0.407, 712146558,Existing Customer,48,F,5,Uneducated,Married,Less than $40K,Blue,30,3,2,3,2364,1619,745,0.585,3230,65,0.711,0.685, 715179933,Existing Customer,49,F,2,High School,Married,Unknown,Blue,36,6,2,3,15704,0,15704,0.924,4253,91,0.685,0, 709215708,Existing Customer,49,M,2,Post-Graduate,Unknown,$60K - $80K,Blue,36,4,2,5,18253,2517,15736,0.91,3737,73,0.587,0.138, 710668458,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,5,3,0,3696,0,3696,0.916,3405,76,0.727,0, 718828083,Existing Customer,52,M,1,Graduate,Single,$40K - $60K,Blue,43,4,3,3,8748,2284,6464,0.839,3533,73,0.587,0.261, 720781158,Existing Customer,44,F,2,Uneducated,Divorced,$40K - $60K,Blue,27,4,2,3,5608,1243,4365,0.497,3829,74,0.396,0.222, 716938383,Existing Customer,41,M,4,Unknown,Married,$80K - $120K,Blue,28,3,2,3,34516,0,34516,0.743,3811,61,0.743,0, 709976358,Existing Customer,51,F,1,Unknown,Single,Less than $40K,Blue,42,4,3,3,3236,0,3236,0.797,3952,80,0.739,0, 715688958,Existing Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,2736,2043,693,0.801,4550,84,0.75,0.747, 721493883,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,35,5,2,2,5195,0,5195,1.135,3313,69,0.769,0, 709830783,Existing Customer,47,M,5,Unknown,Single,$120K +,Silver,36,5,2,2,34516,1686,32830,0.937,4039,72,0.756,0.049, 715354983,Existing Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,35,6,3,1,6327,0,6327,0.666,3653,77,0.674,0, 713532858,Existing Customer,42,M,2,Doctorate,Unknown,$80K - $120K,Blue,36,6,1,2,4728,1386,3342,0.756,4077,70,0.628,0.293, 721295658,Existing Customer,62,M,1,Unknown,Single,$80K - $120K,Blue,55,6,1,4,34516,2517,31999,0.945,3975,63,0.537,0.073, 720313083,Existing Customer,32,M,1,Unknown,Single,$120K +,Blue,18,5,3,2,6276,2289,3987,0.637,2637,68,0.388,0.365, 720724008,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,36,4,1,4,13430,2356,11074,0.718,3717,67,0.675,0.175, 712828533,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,2,2796,0,2796,0.563,4820,74,0.644,0, 717007458,Existing Customer,46,M,2,Graduate,Married,$40K - $60K,Blue,38,4,3,3,2457,1051,1406,0.982,3256,71,0.919,0.428, 710728458,Existing Customer,62,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,2,7075,1396,5679,0.532,4409,75,0.531,0.197, 717720108,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,4,2,3,12386,980,11406,0.656,3274,69,0.568,0.079, 720648483,Existing Customer,39,M,4,College,Single,$80K - $120K,Blue,31,4,3,2,32210,1115,31095,0.62,1821,53,0.514,0.035, 770146008,Existing Customer,59,M,1,Graduate,Single,$40K - $60K,Blue,53,4,3,2,2136,1502,634,0.648,1908,37,0.37,0.703, 714829683,Existing Customer,43,M,2,Doctorate,Single,$80K - $120K,Blue,36,3,3,3,10851,1101,9750,0.702,3688,65,0.757,0.101, 717015333,Existing Customer,52,M,1,Unknown,Divorced,$120K +,Blue,41,6,1,2,2717,1953,764,0.809,3974,70,0.556,0.719, 757837458,Existing Customer,59,F,2,High School,Single,Unknown,Blue,52,4,2,4,3578,663,2915,0.674,4065,79,0.646,0.185, 719240358,Existing Customer,60,M,1,Unknown,Single,$60K - $80K,Blue,50,4,3,0,10698,1790,8908,0.981,4095,67,0.914,0.167, 719036883,Existing Customer,48,F,1,Uneducated,Divorced,Less than $40K,Blue,38,3,3,2,4668,0,4668,0.896,4163,77,0.453,0, 714000108,Existing Customer,40,F,3,College,Divorced,Unknown,Blue,36,5,2,4,6772,0,6772,0.483,3658,66,0.65,0, 720786033,Existing Customer,55,M,1,College,Single,$80K - $120K,Blue,42,5,2,4,10696,1206,9490,0.958,2489,38,0.9,0.113, 708917133,Existing Customer,48,M,3,High School,Single,$80K - $120K,Blue,35,3,3,4,11851,0,11851,0.43,4498,73,0.622,0, 818929158,Existing Customer,36,M,2,Doctorate,Single,$40K - $60K,Blue,31,3,3,2,11558,0,11558,0.545,2220,53,0.828,0, 709513458,Existing Customer,49,M,3,High School,Unknown,$60K - $80K,Blue,36,3,2,2,9551,1833,7718,1.675,3213,52,1.476,0.192, 717705858,Existing Customer,40,M,2,High School,Unknown,$80K - $120K,Blue,32,4,3,3,29923,0,29923,0.937,2528,52,0.793,0, 716573058,Attrited Customer,54,F,3,Doctorate,Unknown,Less than $40K,Blue,36,3,3,4,1438.3,0,1438.3,0.499,1598,40,0.29,0, 827695683,Existing Customer,40,M,3,Uneducated,Single,$120K +,Blue,36,4,2,5,34516,1329,33187,0.574,3906,77,0.51,0.039, 819189108,Existing Customer,63,M,0,College,Single,$80K - $120K,Blue,56,6,2,2,9033,0,9033,0.78,4456,85,0.635,0, 716977758,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,1,3675,2517,1158,0.766,1913,35,0.667,0.685, 714901383,Existing Customer,44,M,2,High School,Married,$80K - $120K,Blue,38,6,3,3,9183,2191,6992,0.582,4503,69,0.643,0.239, 718500633,Existing Customer,45,F,4,Unknown,Married,Less than $40K,Blue,36,5,1,1,7924,1896,6028,1.161,3270,58,0.933,0.239, 713516433,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,6,1,0,5383,737,4646,0.956,2934,80,0.633,0.137, 715140933,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Silver,39,5,2,4,21425,1459,19966,1.061,3704,60,0.538,0.068, 712642533,Existing Customer,38,M,3,Unknown,Unknown,$80K - $120K,Blue,26,6,1,3,32866,2098,30768,0.549,3788,76,0.689,0.064, 721498008,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,35,5,2,2,1438.3,0,1438.3,0.978,3966,57,0.781,0, 717189183,Existing Customer,35,M,1,Doctorate,Single,$40K - $60K,Blue,24,6,3,2,10467,1961,8506,0.713,2665,65,0.667,0.187, 708902883,Existing Customer,55,M,2,Graduate,Single,$120K +,Blue,36,5,2,2,12856,0,12856,0.51,3364,61,0.564,0, 817889583,Attrited Customer,61,F,0,Graduate,Single,$40K - $60K,Blue,56,3,3,4,9721,0,9721,0.826,2260,46,1,0, 717242058,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Blue,39,2,3,4,3981,0,3981,0.764,2134,42,0.355,0, 715628733,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,36,6,3,4,7587,0,7587,0.82,3157,59,0.844,0, 716613933,Existing Customer,51,F,3,High School,Single,$40K - $60K,Blue,36,6,5,2,3417,1482,1935,0.705,3651,60,0.818,0.434, 712709508,Existing Customer,48,F,2,Unknown,Single,Unknown,Blue,40,3,3,4,8012,0,8012,0.596,2645,63,0.8,0, 716306583,Attrited Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,3,3,5,3812,2517,1295,0.586,2325,45,0.731,0.66, 720026058,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,36,6,1,3,21378,1284,20094,1.101,3526,64,0.684,0.06, 756397458,Existing Customer,54,F,1,Graduate,Single,Less than $40K,Silver,47,6,3,4,12873,0,12873,1.005,3170,70,0.842,0, 712644483,Existing Customer,46,M,3,High School,Single,$60K - $80K,Blue,39,5,3,1,20229,1217,19012,0.741,4270,62,0.55,0.06, 814489683,Existing Customer,34,F,2,Unknown,Single,Less than $40K,Blue,29,3,1,0,5387,795,4592,0.837,2596,59,1.034,0.148, 789111483,Existing Customer,46,M,3,Graduate,Unknown,$80K - $120K,Blue,34,5,3,4,16546,1850,14696,0.729,4255,75,0.562,0.112, 709573533,Existing Customer,48,M,3,Uneducated,Married,$40K - $60K,Blue,34,5,1,2,11191,0,11191,0.58,3914,71,0.775,0, 807137808,Existing Customer,45,M,3,High School,Divorced,$60K - $80K,Blue,40,4,1,2,17576,0,17576,0.667,3494,67,0.718,0, 711861258,Existing Customer,65,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,3,4182,0,4182,0.691,4046,57,0.629,0, 716660583,Existing Customer,45,M,0,Graduate,Single,$40K - $60K,Blue,37,4,5,2,10271,1746,8525,0.661,3696,72,0.6,0.17, 717222033,Existing Customer,40,F,3,Unknown,Single,Less than $40K,Blue,28,3,1,4,1647,1198,449,0.76,4272,76,0.81,0.727, 716617608,Existing Customer,50,F,1,High School,Single,Less than $40K,Blue,36,6,3,3,1560,995,565,0.615,1936,58,0.657,0.638, 716786808,Existing Customer,40,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,3,2,2,1659,0,1659,0.585,3838,66,0.692,0, 718882008,Existing Customer,38,M,1,High School,Single,$120K +,Blue,27,6,2,2,22487,889,21598,0.528,4960,73,0.46,0.04, 770975133,Existing Customer,36,M,0,Graduate,Unknown,Less than $40K,Blue,23,5,2,4,5403,1854,3549,0.712,4382,74,0.542,0.343, 715234008,Existing Customer,54,F,1,High School,Single,$40K - $60K,Blue,36,6,3,3,4717,1590,3127,0.802,4216,67,0.595,0.337, 709326183,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,6,2,2,5180,1211,3969,0.809,3447,74,0.85,0.234, 721233033,Attrited Customer,50,M,2,High School,Single,$80K - $120K,Blue,38,1,2,3,4915,464,4451,0.242,1474,36,0.091,0.094, 712319958,Existing Customer,41,M,4,High School,Married,$80K - $120K,Blue,29,4,2,1,12154,2517,9637,0.864,3853,71,0.775,0.207, 712198983,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,36,3,3,3,3258,0,3258,0.784,3169,67,0.489,0, 772103208,Existing Customer,44,F,5,High School,Unknown,Unknown,Blue,33,4,3,2,13349,0,13349,0.882,3534,78,0.902,0, 779502333,Attrited Customer,50,M,4,Graduate,Single,$120K +,Silver,32,5,3,2,34516,0,34516,0.321,1480,37,0.276,0, 718737708,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,33,3,5,3,31458,1202,30256,0.673,4202,66,0.61,0.038, 821351958,Existing Customer,40,F,4,College,Married,Less than $40K,Blue,36,6,1,2,1438.3,0,1438.3,0.785,3308,54,1,0, 716142858,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Silver,36,3,1,4,10961,1391,9570,0.662,3914,77,0.75,0.127, 826079508,Existing Customer,48,M,2,Unknown,Unknown,$60K - $80K,Blue,44,4,3,3,8904,1886,7018,0.945,3654,65,0.757,0.212, 773236983,Existing Customer,47,M,4,High School,Married,$40K - $60K,Blue,40,4,2,3,2498,2258,240,0.992,1839,29,0.706,0.904, 826717533,Existing Customer,42,M,3,Graduate,Unknown,$80K - $120K,Blue,38,6,1,1,16105,724,15381,0.949,4631,76,0.767,0.045, 789334458,Existing Customer,43,F,3,Graduate,Unknown,Unknown,Silver,33,3,1,3,34516,1858,32658,0.622,4197,67,0.523,0.054, 814092858,Existing Customer,49,F,3,Graduate,Unknown,Unknown,Blue,44,5,2,1,2222,694,1528,0.903,4372,65,0.711,0.312, 708355683,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,38,3,2,3,16815,0,16815,0.938,2976,65,0.512,0, 803124408,Attrited Customer,41,F,3,Unknown,Married,Unknown,Blue,35,2,3,5,11538,0,11538,0.507,1926,53,0.432,0, 789964983,Attrited Customer,45,M,2,Graduate,Divorced,$40K - $60K,Blue,36,2,2,4,9569,0,9569,0.598,1724,35,0.25,0, 720303933,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,3,3340,1282,2058,0.724,4526,82,0.547,0.384, 708665133,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,28,6,2,3,3654,1172,2482,0.938,4003,67,0.595,0.321, 828236133,Existing Customer,49,M,2,Graduate,Married,$40K - $60K,Blue,45,4,2,0,10541,1387,9154,0.72,4269,92,0.614,0.132, 712000758,Existing Customer,51,M,4,Uneducated,Single,$120K +,Silver,39,5,2,1,34516,1959,32557,0.888,3997,54,0.929,0.057, 715378383,Existing Customer,43,F,4,Graduate,Single,Unknown,Silver,36,4,3,4,34516,1893,32623,0.748,3639,76,1,0.055, 769985883,Existing Customer,45,M,2,Graduate,Single,$80K - $120K,Blue,39,6,3,3,1613,0,1613,0.635,3549,65,0.444,0, 709297608,Attrited Customer,38,M,3,College,Single,$80K - $120K,Blue,26,3,3,2,1438.3,0,1438.3,0.399,1585,32,0.455,0, 716971833,Existing Customer,40,F,2,Uneducated,Married,Unknown,Blue,29,5,3,3,13126,0,13126,0.725,4496,61,0.848,0, 801373833,Existing Customer,49,M,4,College,Divorced,$40K - $60K,Blue,43,3,2,3,1922,710,1212,0.951,2920,46,1.421,0.369, 716040783,Existing Customer,45,F,3,Graduate,Unknown,Less than $40K,Silver,36,3,2,2,14521,0,14521,0.41,4178,66,0.467,0, 817977933,Attrited Customer,63,F,0,Graduate,Single,Less than $40K,Blue,56,5,6,3,1931,1531,400,0.778,2288,48,0.714,0.793, 827055333,Existing Customer,43,M,3,Graduate,Single,$40K - $60K,Blue,39,5,3,5,8513,1042,7471,0.702,2015,37,0.682,0.122, 772116408,Existing Customer,50,M,1,High School,Single,$40K - $60K,Blue,39,4,1,1,2421,1029,1392,0.675,2377,56,0.75,0.425, 734924658,Existing Customer,47,F,5,High School,Married,Less than $40K,Blue,36,5,3,1,1478,792,686,0.873,4123,67,0.489,0.536, 711775383,Existing Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,36,6,1,4,2466,0,2466,1.077,4059,66,0.65,0, 715019058,Existing Customer,30,F,2,Post-Graduate,Divorced,Less than $40K,Blue,36,3,1,2,2501,1845,656,0.668,2933,65,0.806,0.738, 780715683,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,30,4,1,3,13602,0,13602,0.699,3582,69,0.683,0, 827341383,Existing Customer,38,M,3,Graduate,Single,Less than $40K,Blue,34,5,3,2,3094,1317,1777,0.957,3607,81,0.884,0.426, 708757233,Existing Customer,44,F,2,High School,Married,Less than $40K,Blue,32,4,2,3,2485,1489,996,0.779,3697,77,0.833,0.599, 710504283,Existing Customer,50,M,1,Uneducated,Married,$80K - $120K,Blue,39,6,3,4,14817,1463,13354,0.795,4014,70,0.628,0.099, 713919183,Existing Customer,50,M,3,Unknown,Married,$80K - $120K,Blue,39,5,3,4,13824,1582,12242,0.522,4630,74,0.644,0.114, 713171358,Existing Customer,46,F,4,College,Single,Less than $40K,Blue,36,6,1,2,1438.3,0,1438.3,0.749,3880,74,0.721,0, 773140683,Existing Customer,51,M,0,Unknown,Married,$60K - $80K,Blue,43,4,1,2,3797,1202,2595,0.695,4191,65,0.757,0.317, 716358033,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,4,6189,0,6189,0.538,5004,65,0.806,0, 826410708,Existing Customer,40,M,4,Unknown,Married,$60K - $80K,Blue,36,3,2,3,22956,1407,21549,0.709,5554,64,0.6,0.061, 789717708,Existing Customer,49,F,1,Unknown,Married,$40K - $60K,Blue,37,5,2,4,3943,1135,2808,0.672,4180,82,0.783,0.288, 711679533,Existing Customer,54,M,2,Post-Graduate,Divorced,$120K +,Blue,43,3,2,2,5569,968,4601,0.949,2600,60,0.714,0.174, 711342483,Existing Customer,50,M,1,College,Married,$80K - $120K,Blue,36,5,2,3,2418,1720,698,1.019,3896,58,0.812,0.711, 720242733,Existing Customer,45,M,4,Unknown,Single,Less than $40K,Blue,36,5,2,3,1963,1549,414,0.778,3718,75,0.596,0.789, 721213833,Existing Customer,46,F,2,High School,Unknown,Unknown,Blue,32,4,1,3,7966,1423,6543,0.987,3780,75,0.923,0.179, 756624183,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,44,6,1,3,7742,2024,5718,0.929,3507,69,0.568,0.261, 717622308,Existing Customer,63,F,0,High School,Single,Less than $40K,Blue,36,4,3,3,2074,1688,386,0.62,4232,75,0.5,0.814, 714629358,Attrited Customer,54,F,3,Graduate,Divorced,$40K - $60K,Blue,34,2,3,4,4948,0,4948,0.392,1796,41,0.519,0, 744307008,Existing Customer,51,M,1,Uneducated,Married,$60K - $80K,Blue,44,4,2,3,4988,0,4988,0.619,3890,74,0.644,0, 708871158,Existing Customer,60,M,1,Graduate,Single,$60K - $80K,Silver,42,4,3,4,28701,0,28701,1.165,3516,57,0.727,0, 710979033,Existing Customer,30,M,0,Unknown,Single,$40K - $60K,Blue,20,3,1,3,6607,2517,4090,0.854,3046,73,0.78,0.381, 818903583,Existing Customer,44,M,5,Uneducated,Divorced,$60K - $80K,Blue,39,5,2,0,16034,1597,14437,0.775,3628,59,0.903,0.1, 712980333,Existing Customer,33,M,3,Graduate,Divorced,$60K - $80K,Blue,36,6,3,3,24149,1848,22301,0.731,2584,66,0.833,0.077, 717655458,Existing Customer,40,F,2,Uneducated,Unknown,$40K - $60K,Silver,28,5,3,4,16903,1507,15396,0.97,3819,61,0.525,0.089, 822112383,Existing Customer,52,M,3,College,Married,$60K - $80K,Blue,48,5,1,2,1438.3,0,1438.3,0.618,3769,73,0.659,0, 711538758,Attrited Customer,39,M,5,Graduate,Single,$60K - $80K,Blue,36,1,3,3,24657,633,24024,0.358,1954,46,0.394,0.026, 719987733,Attrited Customer,51,F,3,Unknown,Single,$40K - $60K,Blue,38,3,3,3,5026,0,5026,0.564,1844,37,0.609,0, 719184783,Existing Customer,51,F,1,Graduate,Single,Unknown,Blue,41,3,2,2,9352,1429,7923,0.728,3536,71,0.69,0.153, 715857183,Existing Customer,46,M,2,College,Single,$60K - $80K,Blue,36,3,3,2,4939,1296,3643,0.911,2150,43,0.87,0.262, 719657583,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,40,2,2,6,9502,2457,7045,0.915,2310,57,0.676,0.259, 789713208,Attrited Customer,62,F,0,Doctorate,Single,Less than $40K,Blue,50,6,3,5,2936,326,2610,0.935,2692,29,0.526,0.111, 802031583,Existing Customer,53,M,2,Uneducated,Single,$80K - $120K,Blue,47,6,1,1,22855,0,22855,0.741,3711,83,0.804,0, 711529383,Existing Customer,47,F,3,Graduate,Married,$40K - $60K,Blue,41,4,1,4,6602,1224,5378,0.665,3163,73,0.825,0.185, 715371108,Attrited Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,40,3,3,2,3728,0,3728,0.358,1632,42,0.448,0, 712988958,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,33,5,2,0,2021,1731,290,0.986,3253,62,0.722,0.857, 713005908,Existing Customer,47,F,2,Graduate,Married,$40K - $60K,Blue,36,5,2,3,2255,1733,522,0.903,4772,83,0.729,0.769, 712236483,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Gold,36,5,3,4,15704,1991,13713,0.699,4487,71,0.543,0.127, 711852783,Existing Customer,46,M,2,Unknown,Married,$60K - $80K,Blue,36,3,2,2,5746,1572,4174,0.937,3446,56,1,0.274, 780056733,Existing Customer,36,M,3,Unknown,Single,$40K - $60K,Blue,22,3,6,3,8436,2517,5919,0.807,2627,63,1.032,0.298, 796903083,Attrited Customer,47,F,1,Doctorate,Married,$40K - $60K,Blue,36,2,3,2,1438.3,0,1438.3,0.838,2584,42,0.448,0, 716014983,Existing Customer,56,F,3,High School,Single,Less than $40K,Blue,48,6,5,3,8340,1902,6438,0.81,3755,77,0.833,0.228, 712521783,Existing Customer,54,M,3,Graduate,Unknown,$80K - $120K,Blue,47,6,2,4,15108,1288,13820,0.684,3713,65,0.512,0.085, 780045708,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Silver,26,6,2,2,15104,1204,13900,0.824,4259,79,0.58,0.08, 719488008,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,1,2490,1281,1209,0.551,1902,34,0.619,0.514, 771575058,Existing Customer,45,M,1,Graduate,Married,Less than $40K,Blue,33,4,3,4,2009,1795,214,0.645,3172,55,0.719,0.893, 772137183,Attrited Customer,52,M,2,Graduate,Single,$120K +,Blue,41,1,3,1,31668,810,30858,0.643,1822,36,0.5,0.026, 779709033,Existing Customer,46,M,4,Unknown,Married,$60K - $80K,Blue,29,6,3,2,5735,2410,3325,0.616,3908,75,0.63,0.42, 709716258,Existing Customer,48,M,3,High School,Unknown,$80K - $120K,Blue,36,3,1,3,7633,1707,5926,0.529,1807,58,0.657,0.224, 737986083,Existing Customer,46,M,3,High School,Single,$60K - $80K,Blue,39,4,1,4,23642,2049,21593,0.719,3139,54,0.636,0.087, 713343333,Existing Customer,42,M,3,Unknown,Married,$40K - $60K,Blue,29,4,3,4,6698,1327,5371,0.798,4065,77,0.711,0.198, 779331558,Existing Customer,45,F,2,Unknown,Single,Less than $40K,Blue,27,6,3,3,1438.3,0,1438.3,0.683,2598,59,0.595,0, 714973758,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,2,1438.3,1002,436.3,1.306,2004,25,0.667,0.697, 718009158,Existing Customer,50,F,3,Uneducated,Single,Less than $40K,Blue,41,4,2,2,2563,1860,703,0.68,3774,83,0.804,0.726, 789597408,Existing Customer,39,F,1,Post-Graduate,Single,$40K - $60K,Silver,32,5,2,3,17814,0,17814,0.82,4712,76,0.689,0, 712165308,Existing Customer,45,F,2,Doctorate,Single,Unknown,Blue,36,4,2,4,7738,947,6791,0.845,4255,61,0.694,0.122, 821768658,Attrited Customer,52,M,0,Unknown,Single,$120K +,Blue,48,4,5,5,13114,2247,10867,1.003,2474,51,0.417,0.171, 719341683,Existing Customer,42,M,2,Unknown,Married,$120K +,Blue,31,3,2,4,34516,1067,33449,0.487,4281,72,0.636,0.031, 708637758,Existing Customer,49,F,3,Graduate,Single,Unknown,Blue,37,4,3,4,17345,545,16800,0.905,3523,64,0.829,0.031, 779974758,Existing Customer,51,M,2,College,Single,$120K +,Blue,40,6,3,3,8706,868,7838,0.991,3203,54,0.929,0.1, 821815458,Existing Customer,48,M,3,High School,Single,$60K - $80K,Blue,44,5,1,1,19272,1519,17753,0.557,3398,67,0.763,0.079, 711708408,Existing Customer,52,F,3,High School,Married,Unknown,Blue,43,4,3,2,4798,0,4798,0.583,3967,72,0.636,0, 812449758,Attrited Customer,43,M,3,High School,Single,$60K - $80K,Blue,38,2,3,2,12254,0,12254,0.705,2129,42,0.355,0, 715682208,Existing Customer,49,M,3,Doctorate,Married,$80K - $120K,Blue,36,4,1,4,9549,0,9549,0.712,4629,76,0.652,0, 719914908,Existing Customer,37,M,2,Uneducated,Divorced,Less than $40K,Silver,36,3,3,2,11568,1846,9722,0.755,1701,44,1.095,0.16, 714744783,Existing Customer,48,F,3,Unknown,Married,Less than $40K,Blue,36,3,1,4,6197,1219,4978,0.552,3825,67,0.675,0.197, 710809833,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Silver,27,3,1,2,34516,0,34516,0.834,3193,53,0.559,0, 720942333,Existing Customer,49,M,2,Unknown,Married,$40K - $60K,Blue,36,4,3,4,5137,0,5137,0.612,2043,52,1,0, 709423158,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,26,4,3,0,1791,1337,454,0.763,3592,46,0.917,0.747, 718307433,Existing Customer,50,F,0,Graduate,Single,Less than $40K,Blue,36,5,1,4,7238,2111,5127,1.085,2025,36,1.118,0.292, 772607433,Existing Customer,50,M,3,High School,Married,$80K - $120K,Blue,40,6,2,4,4514,2016,2498,0.313,4107,59,0.639,0.447, 801709308,Existing Customer,44,F,4,Uneducated,Married,Unknown,Blue,38,6,1,2,5366,968,4398,0.992,4558,56,0.75,0.18, 778502958,Existing Customer,47,M,3,Unknown,Divorced,$60K - $80K,Silver,35,4,2,5,29812,2031,27781,0.767,2385,50,0.515,0.068, 806656083,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Blue,43,3,2,4,9559,1514,8045,0.716,4064,70,0.556,0.158, 823635033,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,45,6,2,5,8353,1535,6818,1.323,4200,83,0.804,0.184, 718739508,Existing Customer,51,F,5,Unknown,Married,Less than $40K,Blue,39,6,2,4,5455,1217,4238,0.66,3863,67,0.811,0.223, 709272333,Existing Customer,59,F,1,Uneducated,Unknown,Less than $40K,Blue,45,6,3,3,9899,2023,7876,0.445,4579,73,0.622,0.204, 721538883,Existing Customer,45,M,4,Graduate,Single,$40K - $60K,Silver,37,4,3,4,15578,0,15578,0.716,4449,81,0.723,0, 718835583,Existing Customer,50,F,1,Graduate,Married,Unknown,Blue,41,6,2,2,15641,2379,13262,0.816,3769,76,0.617,0.152, 827970933,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,42,4,2,0,3504,1698,1806,0.575,4439,70,0.628,0.485, 719888358,Existing Customer,47,M,1,Unknown,Divorced,$80K - $120K,Blue,38,5,3,5,18432,1422,17010,1.357,2748,58,0.933,0.077, 717030633,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,34,5,3,4,2369,1405,964,0.624,3034,51,0.889,0.593, 815085708,Attrited Customer,60,F,0,High School,Single,$40K - $60K,Blue,55,1,5,5,10882,2517,8365,0.266,1861,46,0.278,0.231, 716332533,Existing Customer,38,F,3,Unknown,Unknown,$40K - $60K,Blue,36,6,1,3,3509,1819,1690,0.894,4712,84,0.909,0.518, 822964683,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,47,6,3,4,2469,1491,978,0.869,4351,62,0.632,0.604, 719335233,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Silver,27,5,3,4,14335,938,13397,0.445,3610,75,0.531,0.065, 779683683,Existing Customer,47,M,3,High School,Single,$40K - $60K,Blue,31,6,3,2,4005,1985,2020,1.356,2344,34,0.7,0.496, 712653183,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,36,4,1,4,1976,1694,282,1.054,3675,81,0.841,0.857, 715485483,Attrited Customer,39,F,5,Graduate,Married,Less than $40K,Blue,36,3,3,3,3664,0,3664,0.419,1479,44,0.913,0, 788912658,Existing Customer,44,F,2,Unknown,Married,Less than $40K,Blue,30,3,1,4,3734,0,3734,0.954,3144,62,0.722,0, 711396483,Existing Customer,40,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,3,6033,0,6033,0.834,4505,74,0.721,0, 789220008,Existing Customer,56,M,3,High School,Married,$80K - $120K,Blue,45,5,2,2,4531,0,4531,0.491,1425,27,1.077,0, 716436483,Existing Customer,45,F,3,Uneducated,Unknown,Less than $40K,Blue,36,4,4,3,6245,0,6245,0.554,2521,50,0.667,0, 717661908,Existing Customer,37,M,5,Doctorate,Single,$80K - $120K,Silver,36,4,1,1,34516,0,34516,0.711,2681,55,0.618,0, 778459833,Existing Customer,42,M,5,Graduate,Married,$60K - $80K,Blue,27,3,2,3,11880,2025,9855,0.835,1789,42,1.471,0.17, 769448658,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,37,5,2,3,4188,0,4188,0.565,3492,69,0.683,0, 820346133,Existing Customer,59,F,2,Uneducated,Single,Less than $40K,Blue,54,5,1,2,9344,1334,8010,0.375,4154,60,0.818,0.143, 720119808,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,3,2,2,24126,948,23178,0.616,3342,52,0.677,0.039, 721523658,Existing Customer,46,M,5,High School,Unknown,$120K +,Blue,26,4,3,3,34516,772,33744,0.979,3699,77,0.878,0.022, 711176133,Existing Customer,28,M,0,High School,Single,Less than $40K,Blue,36,6,3,4,2295,1015,1280,1.04,3366,82,0.708,0.442, 794560833,Attrited Customer,47,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,6,5496,0,5496,0.548,1913,34,0.308,0, 718197108,Attrited Customer,54,M,2,Graduate,Single,$80K - $120K,Blue,36,5,3,3,12342,0,12342,0.431,1430,37,0.423,0, 713750583,Existing Customer,55,F,1,College,Unknown,Less than $40K,Blue,36,4,2,4,1928,1125,803,0.911,2190,30,0.667,0.584, 769576608,Existing Customer,62,M,1,Uneducated,Single,$60K - $80K,Blue,49,4,1,2,12814,1010,11804,0.869,3566,76,0.551,0.079, 708626058,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,4,5242,1465,3777,1.025,4098,68,0.789,0.279, 710333883,Attrited Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,37,5,2,2,8808,390,8418,0.628,1905,42,0.448,0.044, 715401633,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,3,1,2,4469,2002,2467,0.669,2111,38,0.462,0.448, 755220783,Existing Customer,51,M,1,Doctorate,Married,$80K - $120K,Blue,44,5,2,4,8031,1167,6864,0.549,3576,77,0.791,0.145, 789603183,Existing Customer,48,M,4,High School,Unknown,$60K - $80K,Blue,41,4,1,3,9728,0,9728,0.806,3756,57,0.727,0, 767564358,Existing Customer,47,F,5,Doctorate,Married,$40K - $60K,Blue,40,6,1,1,4748,1008,3740,0.484,3197,70,0.707,0.212, 789744033,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,38,4,1,1,19999,1007,18992,0.987,3183,69,0.5,0.05, 709887483,Existing Customer,56,M,2,Uneducated,Divorced,$40K - $60K,Blue,45,3,1,3,6331,1420,4911,0.529,3527,69,0.438,0.224, 779765058,Existing Customer,43,M,2,Unknown,Single,$40K - $60K,Blue,31,6,1,1,9662,817,8845,0.679,3817,70,0.489,0.085, 789177333,Attrited Customer,47,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,1693,1088,605,0.532,2104,40,0.739,0.643, 717262833,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Blue,36,5,2,4,2964,2043,921,0.692,4345,69,0.468,0.689, 714878508,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,36,3,3,3,5483,535,4948,0.681,2051,49,0.633,0.098, 711079308,Attrited Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,27,4,2,3,15186,0,15186,0.483,1884,33,0.435,0, 794510358,Existing Customer,41,M,3,Graduate,Married,$80K - $120K,Blue,26,6,3,3,33408,0,33408,0.816,3754,77,0.878,0, 715033533,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,37,4,2,2,3125,2517,608,0.73,4422,71,0.732,0.805, 779400183,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,31,3,3,4,2934,2517,417,0.868,2484,55,0.774,0.858, 716636808,Existing Customer,39,M,3,Graduate,Single,$120K +,Blue,36,4,2,2,34516,0,34516,0.754,3572,55,0.667,0, 708733983,Attrited Customer,50,F,1,Doctorate,Single,$40K - $60K,Blue,36,6,3,2,5349,2391,2958,0.671,2122,46,0.394,0.447, 710521383,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,38,6,2,0,9810,1838,7972,0.661,2247,41,0.64,0.187, 720075558,Existing Customer,50,M,4,College,Married,$120K +,Blue,36,6,1,4,7084,0,7084,0.889,3838,66,0.737,0, 716468658,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,36,3,1,3,3537,0,3537,0.647,4101,80,0.702,0, 717569283,Existing Customer,47,M,5,Doctorate,Single,Less than $40K,Blue,36,3,1,2,8896,1338,7558,0.741,4252,70,0.591,0.15, 787491483,Existing Customer,41,M,3,Unknown,Divorced,$80K - $120K,Blue,29,5,2,3,30733,1153,29580,0.987,3455,80,0.702,0.038, 779995833,Existing Customer,49,M,0,Unknown,Married,$60K - $80K,Blue,39,6,2,4,10177,1748,8429,0.622,3557,64,0.939,0.172, 714215058,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,33,5,2,4,6848,0,6848,0.962,4006,82,0.822,0, 789407958,Existing Customer,42,M,1,Graduate,Married,$60K - $80K,Blue,33,6,2,3,17165,1153,16012,0.578,4063,62,0.676,0.067, 715118058,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,1,20274,2100,18174,0.584,5274,66,0.61,0.104, 713672208,Existing Customer,50,M,1,Doctorate,Divorced,$60K - $80K,Blue,33,3,5,2,19939,0,19939,1.03,3342,76,0.462,0, 720865383,Existing Customer,53,M,3,Graduate,Single,$120K +,Blue,45,4,3,1,3378,1852,1526,0.483,4437,50,1,0.548, 713701533,Existing Customer,51,M,2,Unknown,Married,$80K - $120K,Blue,39,4,3,2,9773,1998,7775,0.782,3578,71,0.775,0.204, 778895883,Existing Customer,50,F,1,Unknown,Married,Unknown,Blue,31,5,3,1,3668,0,3668,0.62,4430,76,0.617,0, 719655258,Existing Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,3,2,4,3196,0,3196,0.578,3412,72,0.674,0, 711205758,Attrited Customer,45,M,3,College,Single,$80K - $120K,Silver,33,1,3,3,34516,0,34516,1.492,2534,43,0.433,0, 806264958,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,47,5,2,3,7030,994,6036,0.725,3211,69,0.725,0.141, 714659133,Attrited Customer,47,M,5,High School,Married,$80K - $120K,Blue,37,2,2,2,9410,0,9410,0.586,2178,41,0.864,0, 716425833,Attrited Customer,38,M,2,Graduate,Single,$120K +,Blue,36,5,2,1,34516,1229,33287,0.427,1797,35,0.296,0.036, 712166583,Existing Customer,45,F,0,Graduate,Married,Less than $40K,Blue,38,4,3,3,4096,1468,2628,0.627,3490,66,0.737,0.358, 713124558,Existing Customer,43,F,2,Graduate,Married,Unknown,Blue,34,6,1,4,7210,782,6428,0.733,4249,75,0.5,0.108, 714048783,Existing Customer,57,M,2,High School,Single,$80K - $120K,Blue,36,6,3,0,8026,2202,5824,0.586,4072,72,0.6,0.274, 708784908,Existing Customer,47,F,3,Graduate,Unknown,Unknown,Blue,34,5,1,4,18064,2039,16025,0.89,4435,88,0.796,0.113, 714332658,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,35,5,2,4,5596,1086,4510,0.587,3896,65,0.757,0.194, 719169783,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,43,3,3,3,6897,640,6257,1.052,2781,57,0.839,0.093, 718270833,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,40,6,3,3,13991,1580,12411,0.864,4100,74,0.721,0.113, 721268133,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,2,11366,2109,9257,0.993,3495,70,0.795,0.186, 795343683,Existing Customer,40,F,3,High School,Single,Less than $40K,Blue,34,5,1,3,1707,989,718,0.555,3935,76,0.52,0.579, 715611933,Existing Customer,50,F,4,Doctorate,Married,Unknown,Blue,38,6,4,2,23692,2402,21290,0.942,3632,62,0.676,0.101, 711184983,Existing Customer,41,M,5,Unknown,Unknown,$80K - $120K,Blue,29,6,2,1,11191,0,11191,0.808,3839,73,0.78,0, 779601783,Existing Customer,42,F,5,College,Married,Less than $40K,Blue,31,3,1,2,3476,700,2776,0.604,4364,88,0.517,0.201, 784263558,Existing Customer,43,M,2,Uneducated,Single,$60K - $80K,Silver,37,4,3,3,27781,0,27781,1,3184,61,0.743,0, 720795858,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,25,3,3,2,10534,0,10534,0.985,3456,72,0.636,0, 756629133,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,54,3,2,2,2721,0,2721,0.734,2088,37,0.682,0, 714387108,Existing Customer,51,M,3,Graduate,Single,$80K - $120K,Blue,43,4,2,3,10458,0,10458,0.587,3481,51,0.5,0, 712164333,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,29,3,3,2,12544,1636,10908,0.503,1758,51,0.457,0.13, 714429258,Existing Customer,46,M,5,Doctorate,Single,$60K - $80K,Blue,39,4,3,3,11464,0,11464,1.02,3660,55,1.037,0, 796791258,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,44,5,2,4,3104,1791,1313,1.048,4006,76,0.81,0.577, 711220683,Existing Customer,48,M,1,Unknown,Married,$60K - $80K,Blue,36,4,1,3,11770,1813,9957,0.623,3280,70,0.667,0.154, 717582558,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,40,4,2,3,34516,1185,33331,0.725,3874,72,0.714,0.034, 714779733,Existing Customer,44,M,4,Unknown,Single,$60K - $80K,Blue,36,3,1,4,10998,1586,9412,0.907,2237,33,0.435,0.144, 817965858,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,37,3,1,3,2757,1785,972,0.735,3766,69,0.605,0.647, 717358158,Existing Customer,46,M,3,Uneducated,Single,$60K - $80K,Blue,36,5,1,2,5489,1189,4300,0.95,3215,64,0.882,0.217, 720301458,Existing Customer,52,M,1,High School,Single,$120K +,Blue,38,3,1,2,19709,1924,17785,0.468,3000,64,0.641,0.098, 826471458,Attrited Customer,42,M,3,Graduate,Married,Less than $40K,Blue,38,2,3,3,6967,1767,5200,0.54,1919,38,0.52,0.254, 794579658,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,32,3,2,2,23424,2517,20907,0.762,3537,73,0.738,0.107, 717052158,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,32,3,2,2,21718,2386,19332,0.743,3492,66,0.692,0.11, 818311533,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,48,5,3,1,4908,1429,3479,0.745,3535,65,0.667,0.291, 716156508,Existing Customer,52,M,2,High School,Single,$40K - $60K,Blue,36,3,1,3,1470,0,1470,0.64,4095,63,0.75,0, 711191808,Existing Customer,39,M,0,Graduate,Single,$80K - $120K,Gold,32,3,1,4,34516,1793,32723,0.545,4256,82,0.783,0.052, 712084383,Existing Customer,63,M,1,Graduate,Single,Less than $40K,Blue,56,4,2,2,7936,2081,5855,0.941,4247,81,0.841,0.262, 788641758,Existing Customer,53,M,4,College,Single,$60K - $80K,Blue,45,5,3,2,14366,888,13478,0.638,3868,66,0.61,0.062, 788768883,Existing Customer,54,F,0,Unknown,Single,$40K - $60K,Blue,35,4,1,3,9231,1642,7589,0.416,4676,68,0.659,0.178, 713277783,Existing Customer,45,F,4,Uneducated,Married,$40K - $60K,Silver,36,6,2,2,18679,905,17774,0.541,2168,55,0.486,0.048, 717451833,Existing Customer,45,F,3,Uneducated,Divorced,Unknown,Blue,36,6,3,2,20356,2517,17839,0.607,4547,67,0.861,0.124, 712291308,Existing Customer,52,F,1,Uneducated,Single,Unknown,Blue,40,5,1,3,2259,1721,538,0.682,1852,38,0.81,0.762, 712852233,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,53,5,3,4,6663,765,5898,1.129,4583,78,0.857,0.115, 712312908,Existing Customer,47,F,4,Unknown,Unknown,Less than $40K,Blue,34,6,2,4,2424,0,2424,0.662,3890,66,0.65,0, 773457558,Existing Customer,45,F,5,College,Single,$40K - $60K,Silver,39,3,2,2,15677,1227,14450,0.76,3818,81,0.588,0.078, 716194683,Existing Customer,41,M,4,Graduate,Divorced,$40K - $60K,Blue,30,4,2,3,2334,1138,1196,0.826,2155,48,0.714,0.488, 720563058,Existing Customer,56,F,3,College,Single,Unknown,Blue,43,6,1,3,1816,1052,764,0.547,4175,65,0.667,0.579, 719502183,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,3,1,3,4950,1829,3121,0.671,4529,73,0.872,0.369, 712287333,Existing Customer,39,M,1,Uneducated,Single,$80K - $120K,Blue,30,3,1,4,34516,2055,32461,0.589,4048,74,0.51,0.06, 716944983,Existing Customer,61,M,0,Uneducated,Married,$120K +,Blue,36,4,3,4,24172,2517,21655,0.424,1658,27,0.5,0.104, 718115733,Existing Customer,57,M,1,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9037,1544,7493,0.321,1627,27,0.5,0.171, 827691858,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,42,3,2,4,7616,1251,6365,0.581,2006,52,0.405,0.164, 716431833,Existing Customer,38,M,2,Unknown,Divorced,$40K - $60K,Blue,28,3,3,4,11209,1165,10044,0.966,4614,96,0.714,0.104, 717265983,Existing Customer,44,F,4,Uneducated,Divorced,Unknown,Blue,36,3,2,0,9908,2066,7842,0.463,3749,80,0.667,0.209, 769578858,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Silver,33,4,3,1,18737,0,18737,0.797,4010,76,0.767,0, 712815858,Existing Customer,57,F,1,High School,Single,Less than $40K,Blue,45,5,2,4,5330,0,5330,0.515,3525,79,0.837,0, 815851233,Attrited Customer,52,M,3,High School,Single,$120K +,Blue,47,6,1,3,19032,0,19032,0.417,1726,42,0.312,0, 779425608,Existing Customer,50,F,1,Unknown,Single,Unknown,Blue,32,6,1,4,5916,983,4933,0.761,3752,75,0.974,0.166, 811532208,Existing Customer,51,M,4,Graduate,Married,$40K - $60K,Silver,46,3,5,2,16277,1170,15107,0.95,3634,62,0.676,0.072, 713896533,Existing Customer,42,M,4,High School,Single,$60K - $80K,Blue,33,5,1,3,9442,838,8604,0.654,3157,63,0.853,0.089, 712546233,Existing Customer,51,F,3,Unknown,Single,Less than $40K,Blue,39,5,1,3,2990,0,2990,0.598,4065,76,0.767,0, 772148058,Existing Customer,45,M,3,Graduate,Unknown,$80K - $120K,Blue,34,6,6,3,2210,759,1451,0.892,2755,53,0.559,0.343, 771776808,Attrited Customer,44,M,4,Uneducated,Married,$40K - $60K,Blue,33,5,4,3,1527,0,1527,0.531,1877,38,0.462,0, 715905633,Existing Customer,45,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,3,6022,1433,4589,0.955,3433,68,0.943,0.238, 778282758,Existing Customer,55,M,2,College,Divorced,$120K +,Blue,45,6,2,1,26729,1052,25677,1.034,4140,69,0.816,0.039, 717886008,Existing Customer,63,M,1,High School,Single,Less than $40K,Blue,51,5,3,2,6102,0,6102,0.639,4527,67,0.558,0, 709985133,Existing Customer,33,F,2,Graduate,Divorced,Less than $40K,Blue,24,3,1,2,6803,2296,4507,0.754,2603,47,1.043,0.337, 709289358,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,38,4,1,2,8101,1266,6835,0.615,3226,53,0.71,0.156, 720457608,Existing Customer,41,F,4,Graduate,Married,Less than $40K,Blue,36,4,1,1,4632,0,4632,0.637,4306,63,0.75,0, 780612558,Existing Customer,58,F,1,Graduate,Single,$40K - $60K,Blue,46,3,3,3,1996,1850,146,0.952,3421,55,0.719,0.927, 714216033,Existing Customer,51,M,3,Doctorate,Married,$120K +,Blue,42,4,1,2,11600,738,10862,0.692,3488,80,0.778,0.064, 710577708,Existing Customer,35,M,1,Unknown,Single,$40K - $60K,Blue,25,5,3,3,2657,1983,674,0.831,2591,59,0.903,0.746, 719462433,Existing Customer,42,F,5,Graduate,Single,Less than $40K,Blue,36,4,2,2,8464,1002,7462,0.598,4227,92,0.84,0.118, 769063308,Existing Customer,45,M,3,Post-Graduate,Married,$80K - $120K,Blue,39,6,2,2,29003,2323,26680,0.671,1676,36,0.714,0.08, 715136583,Existing Customer,51,M,3,High School,Single,$40K - $60K,Blue,36,4,3,4,5000,942,4058,0.604,4077,81,0.653,0.188, 710915358,Existing Customer,63,F,0,College,Single,Unknown,Blue,55,5,1,2,14963,1616,13347,0.755,3242,58,1,0.108, 709841433,Existing Customer,45,F,2,Graduate,Divorced,Less than $40K,Blue,33,6,3,3,3855,1188,2667,0.927,3885,83,0.627,0.308, 710509758,Existing Customer,36,M,4,College,Single,$120K +,Blue,36,5,3,3,28200,765,27435,0.68,2507,64,0.641,0.027, 720527058,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,24,4,3,3,2310,1306,1004,0.525,4343,74,0.682,0.565, 711787383,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,40,3,1,3,1960,1428,532,0.57,3782,64,0.641,0.729, 715824108,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,38,3,1,3,3773,1291,2482,0.878,4697,75,0.667,0.342, 719474583,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,30,6,2,3,9771,1776,7995,0.46,2778,53,0.472,0.182, 719282433,Existing Customer,60,F,0,Graduate,Single,Unknown,Blue,48,3,3,4,6417,1372,5045,1.154,3280,71,0.69,0.214, 772669833,Existing Customer,43,M,3,Post-Graduate,Single,$60K - $80K,Blue,33,4,3,2,16037,0,16037,0.558,3048,70,0.75,0, 789365508,Attrited Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,39,2,3,4,14839,512,14327,0.176,1453,26,0.13,0.035, 806641683,Existing Customer,44,M,3,Uneducated,Married,$80K - $120K,Silver,39,5,2,2,34516,1461,33055,0.646,3416,70,0.707,0.042, 805534608,Existing Customer,54,F,2,College,Single,$40K - $60K,Blue,49,4,3,3,8769,1314,7455,0.477,3817,60,0.818,0.15, 781117533,Existing Customer,50,M,1,Unknown,Married,$120K +,Blue,36,6,3,2,20968,0,20968,0.64,2823,61,0.794,0, 710294808,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,4,1,2,2188,1241,947,0.782,4509,67,0.675,0.567, 718788258,Existing Customer,52,M,5,Unknown,Married,$80K - $120K,Blue,40,3,3,4,30314,776,29538,0.705,3290,82,0.64,0.026, 716404383,Attrited Customer,47,F,2,Graduate,Married,Unknown,Blue,36,1,3,2,18799,2517,16282,0.813,2315,52,0.625,0.134, 824795358,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,0,1638,1038,600,0.718,4150,70,0.591,0.634, 715196508,Existing Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,35,5,3,2,3538,0,3538,0.653,4123,74,0.762,0, 779051808,Existing Customer,35,F,1,Graduate,Single,$40K - $60K,Blue,16,3,2,2,2546,1348,1198,0.877,4145,75,0.596,0.529, 720695583,Existing Customer,65,M,1,Graduate,Single,Unknown,Blue,53,6,2,3,10775,1787,8988,0.648,3432,70,0.75,0.166, 826414083,Existing Customer,47,F,4,Unknown,Married,$40K - $60K,Blue,43,4,3,4,4798,1017,3781,0.458,4225,79,0.681,0.212, 708426483,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,36,4,6,1,5816,716,5100,0.923,3534,73,1.147,0.123, 787472283,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Blue,36,4,2,2,20533,1321,19212,0.716,3918,78,0.5,0.064, 716948283,Existing Customer,58,M,1,College,Single,$80K - $120K,Blue,49,3,3,2,9890,0,9890,0.653,3497,69,0.683,0, 778375458,Existing Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,32,6,3,3,30820,1724,29096,0.948,3402,75,0.923,0.056, 718504983,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,37,6,2,2,6091,0,6091,0.56,3340,60,0.579,0, 709625733,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,5,2,3,9690,1115,8575,0.542,4620,64,0.488,0.115, 719357058,Existing Customer,62,F,2,Doctorate,Single,$40K - $60K,Blue,56,5,3,2,6797,1428,5369,0.747,3962,70,0.795,0.21, 709626858,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,3,3,4,4985,1379,3606,0.896,4222,61,0.605,0.277, 711843708,Attrited Customer,61,F,0,Graduate,Divorced,Less than $40K,Blue,36,2,3,3,2125,0,2125,0.654,2860,38,0.727,0, 711349083,Existing Customer,47,F,4,Doctorate,Married,Less than $40K,Blue,28,3,2,4,4012,0,4012,1.073,2962,60,0.765,0, 721462458,Existing Customer,52,F,3,High School,Married,Unknown,Blue,42,3,2,1,23858,1179,22679,0.671,3784,69,0.683,0.049, 780833058,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,32,4,3,2,2619,2271,348,0.61,3835,60,0.818,0.867, 769962933,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,34,4,1,4,6728,1192,5536,0.687,5244,75,0.471,0.177, 719095533,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,39,3,3,3,2680,1652,1028,1.132,3382,58,0.758,0.616, 709718058,Existing Customer,52,F,4,Uneducated,Single,Less than $40K,Blue,36,5,1,4,2936,2181,755,0.478,4650,78,0.625,0.743, 819151083,Existing Customer,46,M,5,High School,Single,$60K - $80K,Blue,41,3,3,4,7478,1775,5703,0.54,4042,79,0.491,0.237, 770778108,Existing Customer,49,M,4,Post-Graduate,Married,$60K - $80K,Blue,35,4,2,3,2527,1419,1108,0.797,3585,68,0.943,0.562, 718877883,Attrited Customer,44,F,3,Unknown,Single,Less than $40K,Blue,36,3,1,1,5644,2517,3127,0.86,2440,44,0.76,0.446, 710376708,Existing Customer,50,F,5,Uneducated,Single,Less than $40K,Blue,33,4,3,3,2837,1377,1460,0.564,3928,54,0.8,0.485, 718366983,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Blue,31,6,2,4,18584,2446,16138,0.76,3504,64,0.882,0.132, 719604858,Attrited Customer,45,F,3,Unknown,Married,Less than $40K,Blue,31,4,3,3,5941,0,5941,0.522,2196,37,0.233,0, 714549558,Attrited Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,32,3,2,2,9576,0,9576,0.817,2362,49,0.4,0, 822955008,Attrited Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,56,3,3,2,9569,0,9569,0.94,2287,49,0.581,0, 712986483,Existing Customer,32,M,3,College,Unknown,$80K - $120K,Blue,36,3,5,2,15412,0,15412,0.589,3993,73,0.659,0, 779597133,Existing Customer,55,M,1,Graduate,Single,$80K - $120K,Blue,44,4,3,2,2663,1784,879,0.785,4317,81,0.929,0.67, 758426583,Existing Customer,51,F,2,Post-Graduate,Married,Less than $40K,Blue,44,3,3,4,1438.3,1031,407.3,0.582,3308,72,0.674,0.717, 716805408,Existing Customer,52,M,3,Doctorate,Married,$60K - $80K,Blue,40,6,2,2,5376,804,4572,0.51,4511,74,0.682,0.15, 711275433,Attrited Customer,47,M,4,Uneducated,Unknown,Unknown,Blue,36,3,3,3,18873,0,18873,0.636,2021,38,0.52,0, 778968408,Existing Customer,39,M,2,Doctorate,Single,$60K - $80K,Blue,27,4,1,3,5341,0,5341,0.771,1955,47,0.808,0, 827117808,Attrited Customer,45,M,1,Graduate,Single,$60K - $80K,Blue,41,2,3,2,9904,2513,7391,0,1152,28,0,0.254, 804462633,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,38,3,3,3,7084,0,7084,0.523,2287,44,0.294,0, 709321908,Attrited Customer,47,M,3,High School,Single,$80K - $120K,Blue,29,2,2,3,7498,2319,5179,0.484,1676,51,0.759,0.309, 714907908,Existing Customer,51,F,0,High School,Married,$40K - $60K,Blue,40,6,2,2,5450,1674,3776,0.588,3722,77,0.711,0.307, 818336508,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,45,6,2,4,32719,1650,31069,0.717,4037,60,0.714,0.05, 712597233,Attrited Customer,37,M,2,Uneducated,Unknown,$40K - $60K,Blue,36,2,3,2,3250,1721,1529,0.446,1714,32,0.391,0.53, 711964533,Existing Customer,44,M,3,College,Married,$40K - $60K,Blue,36,3,3,2,6111,2517,3594,0.733,4155,68,0.659,0.412, 716705433,Existing Customer,62,F,1,Uneducated,Unknown,Less than $40K,Silver,36,6,1,3,12590,931,11659,1.068,4182,78,0.696,0.074, 717983058,Existing Customer,41,F,3,Graduate,Married,$40K - $60K,Blue,29,5,1,3,1982,1068,914,0.881,3058,58,0.871,0.539, 709587783,Existing Customer,39,M,4,Post-Graduate,Single,$60K - $80K,Silver,36,6,3,3,25133,0,25133,0.461,4033,73,0.327,0, 709804533,Existing Customer,40,M,4,Uneducated,Single,$120K +,Blue,34,3,1,3,17818,1451,16367,0.632,3973,74,0.451,0.081, 712076358,Existing Customer,46,M,3,High School,Single,$120K +,Blue,34,5,3,2,5155,868,4287,0.882,3535,57,1.111,0.168, 711670308,Existing Customer,51,F,3,Unknown,Married,Less than $40K,Blue,30,3,2,0,6006,1576,4430,0.504,3199,65,0.548,0.262, 720717108,Existing Customer,64,M,1,Uneducated,Single,Unknown,Blue,51,6,3,1,2571,1210,1361,0.972,3647,59,0.686,0.471, 784789758,Existing Customer,40,M,2,Unknown,Married,$60K - $80K,Blue,34,6,3,0,3269,1601,1668,1.168,3966,74,0.947,0.49, 779689233,Existing Customer,50,M,3,Graduate,Single,$40K - $60K,Blue,33,3,1,2,2798,1291,1507,0.708,2903,69,0.683,0.461, 788792583,Existing Customer,44,F,3,Unknown,Single,$40K - $60K,Blue,26,4,3,0,7277,0,7277,0.758,4458,71,0.578,0, 710657508,Existing Customer,32,M,0,College,Unknown,Less than $40K,Blue,36,3,3,4,3788,1325,2463,0.607,3975,65,0.477,0.35, 716393958,Existing Customer,43,M,3,High School,Single,$80K - $120K,Blue,34,4,2,0,28262,1483,26779,0.668,3855,66,0.61,0.052, 770708133,Existing Customer,47,F,5,High School,Single,Less than $40K,Blue,33,5,2,2,2169,1330,839,0.905,3833,64,1.065,0.613, 766131033,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,29,6,3,3,3767,976,2791,1.021,3163,60,0.818,0.259, 719816583,Attrited Customer,46,M,3,Doctorate,Married,$120K +,Blue,38,3,2,2,8989,552,8437,0.699,2309,49,0.633,0.061, 715376508,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,42,3,5,1,2838,2517,321,0.625,3493,65,0.711,0.887, 709300458,Existing Customer,48,M,1,Graduate,Unknown,Less than $40K,Blue,43,5,3,3,7199,1031,6168,1.212,4041,73,0.698,0.143, 778340733,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,24,3,1,4,8495,1537,6958,0.919,1950,31,0.938,0.181, 708195633,Existing Customer,40,M,2,High School,Unknown,$80K - $120K,Silver,32,5,2,3,34516,1182,33334,0.613,2440,54,0.543,0.034, 714729933,Existing Customer,46,M,2,Unknown,Married,$80K - $120K,Blue,36,6,1,2,14164,1525,12639,0.543,3749,59,0.686,0.108, 794514108,Existing Customer,50,F,2,Unknown,Married,Unknown,Blue,31,4,2,2,3604,0,3604,0.934,4051,65,0.667,0, 812501358,Existing Customer,46,F,4,Post-Graduate,Divorced,Less than $40K,Blue,41,4,1,1,1752,611,1141,0.465,4864,76,0.462,0.349, 718961208,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,32,5,3,3,4204,0,4204,1.073,3799,85,0.604,0, 814459833,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,37,5,3,4,8017,0,8017,0.539,3042,55,0.528,0, 720363258,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,29,3,3,3,2778,1640,1138,0.82,4007,75,0.705,0.59, 714496083,Existing Customer,51,M,3,Unknown,Single,$60K - $80K,Blue,43,4,2,3,6649,1781,4868,0.546,1609,28,0.474,0.268, 713004933,Attrited Customer,40,M,3,High School,Married,$60K - $80K,Blue,27,3,2,1,6813,2332,4481,0.58,2634,51,0.378,0.342, 712011633,Existing Customer,40,F,2,Doctorate,Single,$40K - $60K,Blue,36,6,1,3,2797,850,1947,0.953,3652,64,1.37,0.304, 772466508,Attrited Customer,45,M,3,Unknown,Single,$60K - $80K,Blue,35,6,2,1,18004,2517,15487,0.569,2030,45,0.452,0.14, 708225483,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,4,11242,1561,9681,0.829,4246,81,0.8,0.139, 788923758,Existing Customer,26,F,1,High School,Unknown,Unknown,Blue,13,3,1,3,10693,2517,8176,0.88,4138,76,0.727,0.235, 789150633,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,38,6,3,2,3026,1888,1138,0.762,3687,58,0.812,0.624, 710809083,Existing Customer,37,F,4,College,Married,Less than $40K,Blue,36,6,3,1,1438.3,787,651.3,0.914,4587,58,0.568,0.547, 787669233,Existing Customer,51,M,2,Doctorate,Single,$80K - $120K,Blue,41,3,3,2,34516,1046,33470,1.001,3435,76,0.727,0.03, 708119658,Existing Customer,49,F,4,Graduate,Married,$40K - $60K,Blue,38,4,2,1,12836,1034,11802,0.663,2519,53,0.472,0.081, 737921733,Attrited Customer,62,F,1,Unknown,Single,Less than $40K,Blue,55,3,3,3,1892,1604,288,0.476,1581,34,0.417,0.848, 765940683,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,30,5,2,2,11277,1747,9530,0.503,2033,56,0.867,0.155, 719732433,Existing Customer,54,M,2,Graduate,Single,$60K - $80K,Blue,36,5,3,1,12815,1017,11798,0.532,3771,78,0.66,0.079, 715491483,Existing Customer,44,M,2,Graduate,Divorced,$120K +,Blue,36,5,2,0,24016,0,24016,0.748,3693,62,0.722,0, 783381933,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,37,4,1,3,3482,1942,1540,0.926,3512,63,0.853,0.558, 811554708,Existing Customer,44,F,3,High School,Married,Unknown,Blue,38,4,6,4,26516,1434,25082,0.472,3609,76,0.551,0.054, 719536608,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,4,5,1,2285,1931,354,0.69,4944,78,0.66,0.845, 720753183,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,9617,2035,7582,1.004,4247,76,0.854,0.212, 714505683,Existing Customer,51,M,4,Uneducated,Divorced,$80K - $120K,Blue,38,5,3,2,34516,0,34516,0.506,3250,63,0.658,0, 711942783,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,28,3,1,3,2354,1909,445,0.833,4048,61,0.848,0.811, 714031983,Existing Customer,41,F,3,High School,Single,Less than $40K,Silver,36,6,1,3,11533,1418,10115,0.546,4038,63,0.615,0.123, 711372258,Existing Customer,59,M,1,College,Single,$40K - $60K,Blue,51,4,2,2,5042,1002,4040,1.108,2897,62,0.632,0.199, 710825658,Existing Customer,37,F,3,Uneducated,Single,Less than $40K,Blue,29,5,3,2,2584,1614,970,0.675,4045,78,0.733,0.625, 716575758,Attrited Customer,50,F,2,College,Unknown,Unknown,Blue,39,2,3,2,1438.3,0,1438.3,0.588,1859,41,0.464,0, 714732183,Existing Customer,47,M,4,Uneducated,Unknown,$40K - $60K,Blue,36,6,3,2,3402,1607,1795,0.432,3188,65,0.667,0.472, 714097683,Attrited Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,49,3,3,4,1809,0,1809,0.569,2123,44,0.571,0, 720568083,Existing Customer,40,M,2,Graduate,Divorced,$60K - $80K,Blue,36,5,2,4,8624,0,8624,0.574,2428,53,0.893,0, 708121908,Attrited Customer,48,M,4,Unknown,Married,$80K - $120K,Blue,36,2,3,2,22917,0,22917,0.574,2045,45,0.5,0, 778710783,Existing Customer,45,M,3,High School,Divorced,$80K - $120K,Blue,26,3,2,2,18410,974,17436,0.857,3778,83,0.694,0.053, 713745783,Existing Customer,29,F,0,Post-Graduate,Single,Unknown,Gold,36,4,1,4,34516,1452,33064,0.887,2336,49,1.13,0.042, 711043983,Existing Customer,44,M,3,High School,Single,$80K - $120K,Blue,29,6,3,1,34516,1259,33257,0.547,3275,67,0.595,0.036, 716438433,Existing Customer,41,M,1,Doctorate,Married,$80K - $120K,Blue,32,4,3,3,10130,1449,8681,0.819,4002,66,0.571,0.143, 709435533,Attrited Customer,53,F,1,Unknown,Single,Less than $40K,Blue,41,2,3,2,3099,0,3099,0.279,1401,44,0.419,0, 711080358,Existing Customer,55,M,1,Unknown,Unknown,$120K +,Blue,46,4,1,2,19849,2205,17644,0.796,3657,66,0.737,0.111, 718677858,Existing Customer,39,M,1,College,Married,Less than $40K,Blue,27,4,2,2,2283,1053,1230,0.854,4571,72,0.756,0.461, 720259308,Existing Customer,39,M,3,High School,Single,$80K - $120K,Blue,30,5,3,3,6347,569,5778,0.668,3927,82,0.577,0.09, 719346708,Existing Customer,41,F,1,Unknown,Divorced,Less than $40K,Blue,30,5,2,4,2758,1675,1083,0.882,3820,72,0.636,0.607, 719874633,Attrited Customer,44,M,1,High School,Unknown,$80K - $120K,Gold,36,2,2,3,34516,0,34516,0.596,1891,34,0.214,0, 720286908,Existing Customer,50,M,3,Uneducated,Married,$40K - $60K,Blue,40,5,2,2,3469,0,3469,0.956,3680,80,0.951,0, 719168883,Attrited Customer,45,F,5,Unknown,Single,Less than $40K,Blue,34,1,4,1,5155,0,5155,1.014,2753,45,0.607,0, 789893808,Existing Customer,52,M,3,Graduate,Divorced,$120K +,Silver,42,6,2,3,34516,1230,33286,0.608,2100,38,0.407,0.036, 772472208,Existing Customer,50,M,1,Uneducated,Married,$60K - $80K,Blue,40,6,1,4,4092,996,3096,0.644,2298,48,0.655,0.243, 710402508,Existing Customer,52,M,0,Unknown,Married,$80K - $120K,Blue,36,4,3,4,4675,0,4675,0.863,3487,69,0.683,0, 710218233,Existing Customer,43,F,3,High School,Single,$40K - $60K,Blue,35,4,3,3,2297,1044,1253,0.591,3161,65,0.711,0.455, 714212358,Attrited Customer,38,F,3,High School,Single,Unknown,Blue,36,1,3,2,5260,1706,3554,0.359,2142,57,0.676,0.324, 812956983,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,6,3,3,3458,1989,1469,0.707,3409,59,1.034,0.575, 780241758,Existing Customer,59,M,1,High School,Single,$60K - $80K,Blue,45,4,2,4,3943,2517,1426,0.467,3527,59,0.788,0.638, 711580908,Existing Customer,52,F,3,Unknown,Single,$40K - $60K,Blue,42,6,3,2,3028,2258,770,1.058,4119,81,0.884,0.746, 712835433,Existing Customer,49,F,3,Uneducated,Married,Unknown,Blue,36,5,3,3,1438.3,0,1438.3,0.806,4869,73,0.825,0, 716461683,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Silver,36,5,3,1,11884,1339,10545,0.556,4134,72,1,0.113, 713617608,Existing Customer,43,M,3,Unknown,Married,$120K +,Silver,33,5,2,3,34516,1844,32672,1.051,4217,79,0.795,0.053, 714622833,Existing Customer,47,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,3,2,26058,1664,24394,0.916,3489,58,0.611,0.064, 712115958,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,38,5,3,4,2808,2264,544,0.544,3562,74,0.682,0.806, 712033833,Existing Customer,42,F,4,Unknown,Unknown,Less than $40K,Blue,34,5,3,2,1874,1341,533,0.952,3899,70,0.75,0.716, 714548733,Existing Customer,35,M,0,College,Single,$80K - $120K,Silver,16,6,3,3,34516,0,34516,0.524,2655,64,0.829,0, 719523108,Existing Customer,61,M,0,Post-Graduate,Single,$60K - $80K,Blue,36,6,2,3,11236,576,10660,0.637,4253,80,0.6,0.051, 710881008,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,29,3,1,1,6380,1238,5142,0.903,4119,66,0.61,0.194, 715098333,Existing Customer,52,M,2,High School,Single,$120K +,Blue,43,3,2,3,34516,761,33755,0.916,4313,82,0.547,0.022, 708211383,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,27,3,3,3,2664,0,2664,0.731,3906,74,0.574,0, 715054683,Existing Customer,50,M,2,Uneducated,Single,$80K - $120K,Blue,42,3,3,4,1645,0,1645,0.771,3838,60,0.463,0, 710670633,Existing Customer,40,M,4,High School,Married,$60K - $80K,Blue,36,6,3,3,5797,1779,4018,0.785,2131,33,0.571,0.307, 784560258,Existing Customer,45,M,1,Uneducated,Divorced,$60K - $80K,Blue,39,4,2,0,21721,1247,20474,0.657,3937,63,0.658,0.057, 710871108,Existing Customer,45,M,5,Uneducated,Divorced,$60K - $80K,Silver,36,4,2,4,31756,1459,30297,0.687,4759,70,0.556,0.046, 787770858,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,32,3,2,3,8333,774,7559,0.984,3889,81,0.723,0.093, 721104708,Attrited Customer,41,F,3,Post-Graduate,Single,Less than $40K,Blue,36,1,3,1,2067,1966,101,0.91,3033,41,0.708,0.951, 717461283,Attrited Customer,38,F,2,Graduate,Single,Unknown,Blue,24,3,2,3,2214,570,1644,0.688,2066,45,0.25,0.257, 803028858,Attrited Customer,38,F,2,Graduate,Single,Less than $40K,Blue,32,2,3,3,3775,0,3775,0.581,2031,36,0.385,0, 716628633,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,33,6,3,3,4388,1519,2869,0.787,4406,74,0.574,0.346, 813380058,Existing Customer,64,F,0,Graduate,Single,Unknown,Blue,56,3,2,4,4100,863,3237,0.992,3593,51,0.821,0.21, 770135358,Existing Customer,46,F,1,Graduate,Married,Less than $40K,Blue,40,6,2,2,5157,1485,3672,0.699,4417,77,0.711,0.288, 719301258,Existing Customer,61,M,0,Post-Graduate,Single,$40K - $60K,Silver,42,4,3,2,15939,0,15939,0.791,3982,68,0.943,0, 711340233,Existing Customer,46,F,0,Graduate,Single,Unknown,Blue,34,6,1,2,9216,2059,7157,0.763,3630,78,0.56,0.223, 710002833,Existing Customer,32,F,1,High School,Married,Unknown,Blue,22,3,2,3,3413,2517,896,0.984,4355,71,0.919,0.737, 808705758,Existing Customer,43,M,3,Unknown,Unknown,$80K - $120K,Blue,38,6,2,3,20348,1732,18616,0.674,1624,27,0.688,0.085, 710839308,Existing Customer,34,F,2,High School,Single,Less than $40K,Blue,21,6,1,3,5015,1671,3344,0.689,3161,77,0.878,0.333, 768687183,Existing Customer,54,F,1,College,Single,Less than $40K,Blue,48,3,1,4,2440,1083,1357,0.907,3017,53,0.71,0.444, 720541758,Existing Customer,45,F,4,College,Divorced,Less than $40K,Blue,39,5,1,2,4948,1655,3293,0.562,3711,64,0.524,0.334, 712263258,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,38,6,3,3,2468,0,2468,1.057,3371,62,0.676,0, 712751133,Attrited Customer,42,M,3,Doctorate,Single,$60K - $80K,Blue,35,3,3,3,11328,1369,9959,0.585,1829,42,0.312,0.121, 779662308,Existing Customer,49,F,2,Unknown,Married,Less than $40K,Blue,32,3,1,3,1438.3,710,728.3,0.683,3808,80,0.569,0.494, 719260608,Existing Customer,38,M,3,Uneducated,Single,$60K - $80K,Silver,31,5,3,2,34516,1566,32950,1.106,3961,53,0.893,0.045, 803319633,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,45,4,3,2,3183,1358,1825,0.657,3988,81,0.688,0.427, 708170508,Attrited Customer,38,M,2,Graduate,Married,$60K - $80K,Blue,36,2,3,2,1438.3,0,1438.3,0.461,1651,42,0.5,0, 711891933,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,40,3,3,3,12945,1582,11363,0.496,3369,59,0.788,0.122, 802875333,Existing Customer,51,M,1,High School,Single,$60K - $80K,Blue,45,3,3,4,2458,0,2458,0.819,3377,54,0.929,0, 719991783,Existing Customer,40,M,2,High School,Married,$80K - $120K,Silver,36,5,3,0,34516,2183,32333,0.739,3644,67,0.634,0.063, 745435533,Existing Customer,44,M,2,Unknown,Married,$80K - $120K,Blue,37,6,1,3,2617,2517,100,0.78,3104,70,0.75,0.962, 718063083,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,31,6,1,2,6500,2025,4475,0.656,4738,82,0.673,0.312, 710713608,Existing Customer,60,M,0,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,24528,2396,22132,0.81,4070,67,0.718,0.098, 720487308,Existing Customer,49,M,1,High School,Unknown,$60K - $80K,Blue,38,3,3,2,15898,0,15898,1.049,4184,54,1.077,0, 719770158,Attrited Customer,54,F,3,Post-Graduate,Single,Less than $40K,Blue,49,1,4,3,8516,0,8516,0.549,2189,37,0.276,0, 712283808,Existing Customer,50,F,3,High School,Married,Less than $40K,Silver,40,5,2,2,10062,1149,8913,0.76,1964,44,0.467,0.114, 779737233,Existing Customer,51,M,1,Graduate,Married,$60K - $80K,Blue,35,3,3,2,9589,628,8961,0.695,3971,66,0.784,0.065, 751076058,Existing Customer,44,F,4,Unknown,Married,Unknown,Blue,37,4,3,3,5826,0,5826,0.689,3756,73,0.921,0, 736552308,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,41,3,1,3,3521,672,2849,0.655,3291,65,0.757,0.191, 720578058,Existing Customer,53,M,4,Unknown,Single,$60K - $80K,Blue,42,3,3,4,8386,2375,6011,0.539,4101,67,0.718,0.283, 714932658,Existing Customer,42,F,4,College,Single,Unknown,Blue,34,5,3,2,15449,0,15449,0.783,4098,81,0.588,0, 804708633,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,39,3,2,2,7323,0,7323,0.518,4666,87,0.776,0, 716271183,Attrited Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,37,3,2,2,8924,0,8924,0.547,1720,42,0.4,0, 712442508,Existing Customer,52,F,4,Post-Graduate,Married,Less than $40K,Blue,37,6,3,4,1438.3,783,655.3,0.733,3464,70,0.795,0.544, 719165508,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Silver,40,5,3,4,18965,2262,16703,0.592,3066,69,0.816,0.119, 826467333,Existing Customer,57,M,1,High School,Single,$80K - $120K,Blue,53,4,1,3,7976,585,7391,0.925,4082,74,0.682,0.073, 721027083,Existing Customer,47,F,4,Post-Graduate,Single,Unknown,Blue,36,6,1,0,3054,1862,1192,0.589,3543,87,0.812,0.61, 713764458,Existing Customer,53,M,2,Graduate,Single,$120K +,Blue,36,5,2,3,10620,2090,8530,0.88,3453,68,0.838,0.197, 816261858,Attrited Customer,61,M,0,Graduate,Single,$40K - $60K,Blue,56,2,5,4,3984,2245,1739,0.612,1821,39,0.696,0.564, 710850633,Existing Customer,65,M,0,High School,Single,$40K - $60K,Blue,53,3,2,2,2507,1613,894,1.082,3325,67,0.675,0.643, 805282908,Existing Customer,43,M,5,Graduate,Unknown,$40K - $60K,Blue,38,3,3,2,7599,1100,6499,0.365,4401,71,0.651,0.145, 771246708,Existing Customer,40,M,5,Graduate,Unknown,$120K +,Blue,27,5,2,3,31954,2297,29657,0.516,4371,82,0.64,0.072, 785119833,Existing Customer,40,M,3,College,Divorced,$60K - $80K,Blue,34,3,3,3,19666,1180,18486,0.898,3391,54,0.636,0.06, 716780283,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,19,4,3,3,6628,1735,4893,0.587,4050,89,0.935,0.262, 716546283,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,36,6,3,4,13049,943,12106,0.686,3944,72,0.674,0.072, 721308033,Attrited Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,37,3,3,1,3036,2517,519,0.882,2609,42,0.615,0.829, 779270883,Existing Customer,48,M,4,High School,Married,$60K - $80K,Blue,30,6,3,3,16575,0,16575,0.76,3982,77,0.878,0, 822061683,Existing Customer,38,M,1,Graduate,Single,$60K - $80K,Blue,34,5,3,4,23391,1977,21414,0.558,4106,85,0.809,0.085, 710058033,Existing Customer,51,M,0,Uneducated,Divorced,$120K +,Blue,41,4,1,0,23898,0,23898,0.486,3781,66,0.61,0, 710678658,Existing Customer,47,F,4,Unknown,Unknown,Less than $40K,Blue,36,5,3,2,4944,1151,3793,0.801,3684,64,0.829,0.233, 712943508,Existing Customer,48,F,5,Graduate,Married,Less than $40K,Blue,36,5,3,0,6921,1023,5898,0.816,4608,79,0.927,0.148, 816263808,Existing Customer,47,M,1,Graduate,Single,$80K - $120K,Blue,31,4,1,2,18026,755,17271,0.931,2760,56,1,0.042, 714162033,Existing Customer,45,F,3,Post-Graduate,Divorced,Less than $40K,Blue,28,3,4,3,5216,1519,3697,0.887,3434,49,0.69,0.291, 711238908,Existing Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,54,6,5,2,7699,1758,5941,0.641,5103,62,0.771,0.228, 713971608,Existing Customer,49,M,4,Uneducated,Married,Less than $40K,Blue,39,6,1,4,7232,1830,5402,1.002,4337,71,0.543,0.253, 715193433,Existing Customer,61,F,0,High School,Single,Unknown,Blue,51,4,2,2,8476,0,8476,0.675,3889,67,0.489,0, 713111883,Existing Customer,51,M,1,Unknown,Married,$120K +,Blue,31,5,1,2,25837,1812,24025,0.686,3783,70,0.75,0.07, 716911608,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,4,1,4,1536,1017,519,0.589,3816,71,0.449,0.662, 822898758,Existing Customer,44,F,5,Post-Graduate,Married,Less than $40K,Blue,40,3,3,4,4453,973,3480,0.908,3239,66,0.65,0.219, 712085733,Existing Customer,45,M,4,Graduate,Married,$120K +,Blue,36,5,2,3,34516,880,33636,0.687,3491,64,0.455,0.025, 718583133,Existing Customer,49,F,3,Graduate,Unknown,Less than $40K,Blue,39,4,2,0,4389,981,3408,0.65,3598,75,0.705,0.224, 772095858,Existing Customer,38,F,2,Graduate,Single,Unknown,Blue,27,4,2,3,13429,1246,12183,1.055,3929,66,0.737,0.093, 780074733,Existing Customer,42,F,1,Doctorate,Married,Less than $40K,Blue,27,5,3,3,1840,1565,275,0.95,4518,72,0.5,0.851, 710182383,Existing Customer,44,M,3,Uneducated,Divorced,$80K - $120K,Blue,13,4,2,3,17846,1568,16278,1.064,3626,77,0.878,0.088, 713418558,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,37,6,1,0,9013,0,9013,0.597,3819,71,0.614,0, 715445883,Existing Customer,40,F,2,Graduate,Married,Unknown,Blue,29,5,2,2,18862,2105,16757,0.832,4449,86,0.686,0.112, 718599108,Existing Customer,50,F,3,Graduate,Married,Unknown,Blue,39,5,3,2,3230,1172,2058,0.514,4419,64,0.73,0.363, 711546333,Existing Customer,46,M,3,Uneducated,Married,Less than $40K,Blue,38,4,3,1,7958,1559,6399,0.726,4962,72,0.714,0.196, 721513833,Existing Customer,35,M,0,High School,Divorced,$40K - $60K,Blue,36,6,3,2,5619,1504,4115,0.775,2808,72,0.6,0.268, 771669183,Existing Customer,49,M,1,Graduate,Married,$60K - $80K,Blue,37,5,1,4,4854,1212,3642,0.308,3651,70,0.556,0.25, 774760458,Attrited Customer,62,F,1,High School,Unknown,$40K - $60K,Blue,56,3,5,1,3807,2517,1290,0.506,1739,36,0.5,0.661, 713453733,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,37,6,1,3,2529,1654,875,0.528,3428,84,0.68,0.654, 804415083,Attrited Customer,45,M,3,Unknown,Married,$60K - $80K,Blue,40,3,5,3,4097,655,3442,1.084,2611,51,0.545,0.16, 711419133,Existing Customer,56,M,4,Graduate,Single,Less than $40K,Blue,36,3,2,3,3057,1077,1980,0.934,4449,77,0.878,0.352, 710691633,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,43,4,1,4,1957,1152,805,0.899,4546,78,0.5,0.589, 715008858,Existing Customer,51,F,3,Unknown,Single,Less than $40K,Blue,41,5,1,2,2941,655,2286,0.616,4099,66,0.571,0.223, 771424908,Attrited Customer,38,M,2,Unknown,Unknown,$60K - $80K,Blue,26,2,2,3,11252,1129,10123,0.462,1766,31,0.476,0.1, 771215583,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,26,6,1,4,24534,1475,23059,0.528,3505,60,0.935,0.06, 711012783,Attrited Customer,43,M,4,Graduate,Single,$120K +,Blue,36,1,3,4,33384,0,33384,0.631,2066,46,0.769,0, 827408058,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,6,2,2,2232,2002,230,1.107,3803,68,0.511,0.897, 713904708,Existing Customer,40,F,3,Graduate,Married,Less than $40K,Blue,36,6,1,3,7582,1942,5640,0.823,4926,85,0.635,0.256, 807596358,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,44,6,2,2,13884,1204,12680,0.575,4650,70,0.556,0.087, 708788583,Attrited Customer,64,F,1,College,Unknown,Less than $40K,Blue,56,3,1,2,6167,0,6167,0.422,1648,43,0.536,0, 713446083,Existing Customer,49,F,4,Uneducated,Unknown,Unknown,Blue,39,5,2,3,11545,1732,9813,0.871,3996,65,0.548,0.15, 717888108,Existing Customer,47,F,3,Doctorate,Single,$40K - $60K,Blue,35,3,3,2,2872,2517,355,0.606,3635,62,0.824,0.876, 819714408,Attrited Customer,44,F,2,Graduate,Married,Unknown,Blue,39,6,3,3,5666,2386,3280,0.564,1981,42,1,0.421, 716853258,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,45,5,3,2,4417,0,4417,0.904,4253,72,0.895,0, 719455083,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,39,4,3,4,2991,1508,1483,0.703,3734,64,0.882,0.504, 779299233,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Silver,34,3,2,2,13109,1375,11734,0.742,3563,73,0.553,0.105, 771922008,Existing Customer,57,F,2,Unknown,Single,Less than $40K,Blue,46,5,2,2,5443,1889,3554,0.421,4416,64,0.6,0.347, 708887433,Existing Customer,65,M,0,Graduate,Single,Less than $40K,Blue,56,6,1,3,2717,0,2717,0.736,3150,59,0.475,0, 713214558,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,41,4,3,3,2628,2195,433,0.635,3608,68,0.417,0.835, 718038483,Existing Customer,42,M,3,Uneducated,Single,$80K - $120K,Blue,35,5,1,4,16054,0,16054,0.446,3449,75,0.705,0, 714053358,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,31,6,3,4,3216,0,3216,0.683,4039,81,1.077,0, 713730933,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,36,2,3,5,1438.3,0,1438.3,0.314,1739,44,0.467,0, 762775908,Existing Customer,46,F,2,High School,Married,Unknown,Blue,39,3,1,2,12295,1292,11003,0.537,4177,63,0.75,0.105, 713181558,Existing Customer,55,F,2,Doctorate,Married,Unknown,Blue,47,6,1,3,5794,0,5794,0.732,4201,73,0.587,0, 713079108,Existing Customer,51,F,0,Graduate,Married,Less than $40K,Blue,42,5,3,2,1858,925,933,1.056,3660,72,0.6,0.498, 804426858,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,30,3,2,1,2593,1660,933,0.562,1974,33,1.062,0.64, 788379933,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,34,5,3,2,12420,0,12420,0.709,4422,70,0.628,0, 713740533,Existing Customer,41,M,3,Graduate,Single,$60K - $80K,Blue,29,5,3,3,2775,1664,1111,0.809,2478,52,0.926,0.6, 712235433,Attrited Customer,43,F,1,Graduate,Single,Less than $40K,Blue,36,2,3,2,2886,0,2886,0.587,2326,50,0.429,0, 811705233,Existing Customer,45,M,2,Unknown,Single,$40K - $60K,Blue,40,6,4,3,7037,0,7037,0.583,4099,71,0.69,0, 714594933,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,3,0,7065,990,6075,0.503,3758,65,0.711,0.14, 714377058,Attrited Customer,63,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,4,1896,0,1896,0.747,2186,50,0.562,0, 827114058,Existing Customer,46,M,4,Post-Graduate,Married,$60K - $80K,Blue,42,6,2,1,11634,0,11634,0.52,4447,74,0.574,0, 708654933,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987,193,15794,0.435,2021,46,0.394,0.012, 720283758,Attrited Customer,44,F,2,Uneducated,Married,Unknown,Blue,36,1,3,3,13735,1733,12002,0.614,1783,43,0.654,0.126, 801994458,Existing Customer,58,M,1,Unknown,Single,$40K - $60K,Blue,52,3,2,3,3880,2517,1363,0.673,3163,65,0.97,0.649, 718834233,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,21,4,1,2,6899,0,6899,0.771,3848,71,0.69,0, 719196858,Existing Customer,50,M,2,Graduate,Married,$60K - $80K,Blue,39,4,1,4,6508,2276,4232,1.008,4254,77,0.711,0.35, 708451233,Existing Customer,46,F,3,Graduate,Unknown,Less than $40K,Blue,36,5,3,4,5090,1650,3440,0.58,3707,72,0.44,0.324, 718735908,Attrited Customer,47,M,4,Graduate,Single,$120K +,Blue,35,3,4,3,7015,0,7015,0.456,1799,51,0.645,0, 789339633,Existing Customer,51,M,2,Uneducated,Divorced,$120K +,Blue,41,4,2,3,30560,0,30560,0.721,3736,55,0.719,0, 804833058,Attrited Customer,49,M,3,Unknown,Single,$80K - $120K,Blue,44,1,3,4,4384,0,4384,0.684,1832,49,0.581,0, 712542258,Existing Customer,47,F,5,Unknown,Married,Less than $40K,Blue,40,5,1,3,2950,2000,950,0.882,4742,79,0.837,0.678, 713639058,Attrited Customer,49,M,3,High School,Married,$60K - $80K,Blue,34,6,3,3,1511,0,1511,0.432,1329,35,0.591,0, 709560258,Attrited Customer,49,F,3,Graduate,Single,Unknown,Blue,31,2,3,4,4946,0,4946,0.54,2239,38,0.407,0, 718317258,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,47,3,3,3,7477,1960,5517,1.008,3618,76,0.583,0.262, 720362058,Attrited Customer,57,M,2,Uneducated,Single,$60K - $80K,Silver,49,4,3,3,32182,0,32182,0.52,1937,46,0.704,0, 712606158,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,42,4,1,2,5715,1214,4501,0.858,3685,63,0.658,0.212, 713162358,Existing Customer,49,F,4,Unknown,Single,$40K - $60K,Blue,36,4,3,2,9595,509,9086,0.625,4050,72,0.5,0.053, 710673558,Existing Customer,37,M,1,High School,Single,$60K - $80K,Blue,21,3,2,2,21952,1600,20352,0.878,4087,70,0.628,0.073, 710096658,Existing Customer,45,F,3,Unknown,Married,Less than $40K,Blue,39,4,3,3,2606,1978,628,0.443,2191,42,0.5,0.759, 721313808,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,6,1,2,2826,1741,1085,0.669,4488,73,0.825,0.616, 778924158,Existing Customer,45,F,2,High School,Single,Less than $40K,Blue,26,4,3,4,1438.3,0,1438.3,0.71,3749,77,0.604,0, 719602908,Attrited Customer,42,F,2,Post-Graduate,Single,$40K - $60K,Blue,34,3,3,3,5667,812,4855,0.62,2064,42,0.4,0.143, 820383558,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,40,6,2,3,6366,1344,5022,0.492,3258,58,0.758,0.211, 717953283,Existing Customer,41,M,3,Graduate,Married,$60K - $80K,Blue,31,5,2,2,2122,1189,933,0.398,4379,45,1.143,0.56, 710327508,Existing Customer,44,F,4,Uneducated,Single,Less than $40K,Blue,36,5,2,4,1687,1290,397,0.709,4247,87,0.706,0.765, 785134758,Existing Customer,41,M,2,College,Unknown,$80K - $120K,Blue,24,3,2,4,14320,0,14320,0.754,4077,77,0.791,0, 811970808,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,48,4,3,3,5972,1885,4087,0.973,3491,65,0.711,0.316, 718676283,Existing Customer,43,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,3,8771,1662,7109,0.555,3779,72,0.756,0.189, 720439533,Existing Customer,64,F,0,Uneducated,Single,Less than $40K,Blue,36,3,1,3,7112,1358,5754,0.553,4951,73,0.587,0.191, 793720908,Existing Customer,46,M,5,Uneducated,Single,$40K - $60K,Blue,40,6,2,2,7333,875,6458,0.807,3636,48,1.286,0.119, 708937608,Existing Customer,37,F,4,High School,Single,Less than $40K,Blue,18,4,1,2,2001,1366,635,0.86,4590,66,0.571,0.683, 769189083,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,40,4,2,4,1438.3,639,799.3,0.768,4427,85,0.735,0.444, 713455233,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,1,34516,1416,33100,0.491,4026,65,0.512,0.041, 719563158,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,36,6,3,2,4207,1921,2286,0.766,3850,75,0.562,0.457, 753118533,Existing Customer,38,F,2,Doctorate,Single,Less than $40K,Blue,31,6,3,2,1555,986,569,0.865,4686,75,0.667,0.634, 713265858,Existing Customer,44,M,3,Graduate,Married,$120K +,Blue,32,4,2,2,34516,1344,33172,0.523,4795,92,0.673,0.039, 709713033,Attrited Customer,55,M,1,College,Single,$80K - $120K,Blue,48,3,3,3,6846,0,6846,0.62,1735,35,0.522,0, 711608958,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,36,5,1,4,2071,1035,1036,0.754,4092,74,0.947,0.5, 708633783,Attrited Customer,43,M,3,Uneducated,Single,$80K - $120K,Blue,30,3,2,4,11336,0,11336,0.691,1809,39,0.345,0, 714532158,Existing Customer,55,M,1,Doctorate,Single,$60K - $80K,Blue,36,3,3,3,15221,1166,14055,0.839,3848,68,0.619,0.077, 720950283,Attrited Customer,47,M,3,High School,Married,$80K - $120K,Blue,34,3,3,3,21359,0,21359,0.551,2064,63,0.853,0, 809797158,Existing Customer,42,M,2,Uneducated,Single,$80K - $120K,Blue,37,3,3,4,19366,1592,17774,0.679,3627,66,1,0.082, 713692683,Existing Customer,41,M,2,Uneducated,Married,$60K - $80K,Blue,13,4,2,2,2243,1944,299,0.942,3216,77,0.674,0.867, 710748483,Existing Customer,56,F,1,High School,Single,Less than $40K,Blue,43,3,2,2,2923,1934,989,0.577,3861,68,0.7,0.662, 720868683,Existing Customer,50,F,4,Uneducated,Single,$40K - $60K,Blue,22,5,2,3,7853,1343,6510,0.491,1814,37,0.37,0.171, 787532808,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,30,6,3,3,16386,2236,14150,1.004,3293,66,0.833,0.136, 709453833,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,40,3,2,2,11164,859,10305,0.915,4227,67,0.634,0.077, 712114458,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,31,6,3,3,2960,1835,1125,0.532,3941,64,0.455,0.62, 811013658,Existing Customer,41,M,2,High School,Married,$120K +,Blue,36,4,3,2,10816,871,9945,0.606,3221,68,0.581,0.081, 789180933,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,26,3,1,2,2917,2216,701,0.81,4524,67,0.489,0.76, 717151383,Existing Customer,44,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,3,2568,1603,965,0.432,3616,85,0.545,0.624, 712470033,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,30,6,3,3,4539,2053,2486,0.705,2960,67,0.861,0.452, 717840108,Attrited Customer,48,M,4,Unknown,Married,$80K - $120K,Blue,41,2,3,6,4806,1357,3449,0.573,1771,35,0.346,0.282, 709131033,Existing Customer,65,F,0,Graduate,Unknown,Unknown,Blue,36,3,3,4,2025,1701,324,0.628,4056,71,0.578,0.84, 721506708,Existing Customer,54,M,1,Uneducated,Unknown,$80K - $120K,Blue,46,4,1,4,6249,2517,3732,0.751,3988,68,0.789,0.403, 716039433,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,35,4,6,1,1686,1271,415,1.087,3445,64,0.73,0.754, 710874933,Existing Customer,41,M,1,Graduate,Married,$80K - $120K,Blue,31,5,3,4,10239,2224,8015,0.545,2149,40,1.105,0.217, 794682483,Existing Customer,43,F,3,Post-Graduate,Unknown,Less than $40K,Blue,23,5,3,3,4284,1094,3190,0.63,3095,64,0.524,0.255, 709229358,Existing Customer,46,F,5,Uneducated,Single,Less than $40K,Blue,38,6,1,4,2601,1604,997,0.853,4835,80,0.702,0.617, 772177308,Existing Customer,47,F,2,Unknown,Unknown,Less than $40K,Blue,36,4,2,2,1738,0,1738,1.124,2572,62,0.938,0, 715016508,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,36,1,3,4,4527,0,4527,0.801,2441,37,0.37,0, 716071233,Existing Customer,42,M,0,High School,Unknown,$80K - $120K,Silver,35,5,2,3,34516,1934,32582,0.626,4613,73,0.553,0.056, 818308533,Existing Customer,47,M,5,Post-Graduate,Married,Less than $40K,Blue,41,4,2,1,3532,0,3532,0.82,3162,56,0.6,0, 711000933,Existing Customer,50,F,2,Graduate,Single,Unknown,Blue,41,5,2,4,4846,2490,2356,0.788,3724,61,0.605,0.514, 760104333,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Silver,36,6,2,2,11392,0,11392,0.821,3246,63,0.703,0, 718201383,Existing Customer,49,M,1,College,Married,$60K - $80K,Blue,43,6,3,4,22036,1560,20476,0.555,2139,48,0.714,0.071, 779450958,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,2772,1782,990,0.718,4739,88,0.796,0.643, 717990183,Existing Customer,52,M,4,Uneducated,Married,$80K - $120K,Blue,36,5,2,2,7474,2444,5030,0.619,5100,79,0.717,0.327, 721252683,Existing Customer,40,M,5,Unknown,Married,$80K - $120K,Blue,33,4,2,4,34516,1501,33015,0.813,3368,64,0.641,0.043, 710505483,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,11117,0,11117,0.814,3099,69,0.816,0, 711587433,Existing Customer,47,F,4,Graduate,Married,Unknown,Blue,33,6,3,1,10714,2407,8307,0.378,4328,71,0.543,0.225, 720964683,Existing Customer,60,M,0,High School,Single,$40K - $60K,Blue,36,5,3,2,5420,0,5420,0.81,3477,60,0.622,0, 711478233,Existing Customer,38,F,1,Post-Graduate,Single,Less than $40K,Blue,26,4,1,3,2652,2496,156,0.561,3691,58,1.071,0.941, 717096858,Existing Customer,51,M,2,Doctorate,Single,$40K - $60K,Blue,40,4,3,3,6492,719,5773,0.711,4828,78,0.529,0.111, 719739108,Existing Customer,62,F,0,Graduate,Divorced,$40K - $60K,Blue,50,3,2,4,11352,2517,8835,0.751,4021,56,0.806,0.222, 717432933,Existing Customer,52,F,5,Unknown,Single,Unknown,Blue,36,3,1,3,3167,1387,1780,0.899,4587,76,0.551,0.438, 721501308,Existing Customer,41,M,3,High School,Single,Less than $40K,Blue,33,6,3,1,7015,918,6097,0.957,4410,70,0.591,0.131, 714169083,Existing Customer,48,M,4,Post-Graduate,Single,$120K +,Blue,38,5,2,0,34516,1639,32877,0.688,4959,74,0.805,0.047, 710194683,Existing Customer,43,M,3,Graduate,Unknown,$80K - $120K,Blue,30,3,1,4,3244,2260,984,0.711,2313,39,0.857,0.697, 715365183,Existing Customer,51,F,1,College,Married,Less than $40K,Blue,42,4,2,2,2431,0,2431,0.886,3323,65,1.097,0, 715448058,Existing Customer,42,F,1,College,Married,Less than $40K,Blue,36,6,4,1,3050,1824,1226,0.771,1973,50,1.381,0.598, 779008158,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,43,3,1,4,2191,1655,536,1.008,4961,71,0.821,0.755, 712822758,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,33,6,3,3,5677,1403,4274,0.951,2730,58,0.758,0.247, 717466158,Existing Customer,48,F,2,Doctorate,Married,Less than $40K,Blue,40,3,4,3,4176,1248,2928,0.434,4889,62,0.632,0.299, 798687258,Existing Customer,40,M,4,Graduate,Married,Less than $40K,Blue,34,3,1,2,2577,1812,765,0.666,4134,62,0.824,0.703, 717380133,Existing Customer,65,M,0,High School,Single,$40K - $60K,Blue,36,6,4,1,3305,1909,1396,0.371,4218,72,0.636,0.578, 709693833,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Blue,34,6,3,0,9261,1605,7656,0.571,2468,44,0.419,0.173, 804847308,Existing Customer,64,F,0,Graduate,Single,$40K - $60K,Blue,56,6,2,1,1564,0,1564,0.516,4018,69,0.605,0, 716321583,Existing Customer,50,F,3,Unknown,Single,$40K - $60K,Blue,36,5,3,3,12740,1173,11567,1.04,3441,55,0.719,0.092, 712685733,Existing Customer,57,F,3,Unknown,Single,Unknown,Silver,36,6,3,2,34516,1698,32818,0.823,3498,68,0.619,0.049, 781306758,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,52,1,2,4,3091,2517,574,0.602,1844,49,0.633,0.814, 743912958,Existing Customer,39,F,1,Graduate,Single,$40K - $60K,Blue,32,3,3,1,3812,1103,2709,0.757,4080,65,0.625,0.289, 712294083,Attrited Customer,54,F,2,High School,Single,Unknown,Blue,44,4,3,4,3778,0,3778,0.739,2367,45,0.452,0, 716630508,Existing Customer,58,M,3,High School,Married,$120K +,Blue,50,6,2,4,12698,2361,10337,0.799,4425,75,0.63,0.186, 711334983,Attrited Customer,41,F,3,High School,Married,Unknown,Blue,32,1,2,4,26229,0,26229,0.504,2077,46,0.643,0, 717442758,Existing Customer,51,F,4,High School,Married,$40K - $60K,Blue,43,5,3,2,8346,1452,6894,1.194,4141,79,0.612,0.174, 709137558,Existing Customer,52,M,0,Uneducated,Unknown,$80K - $120K,Blue,36,6,4,4,5395,2084,3311,0.798,4689,69,0.725,0.386, 714366708,Existing Customer,58,M,2,Unknown,Divorced,$60K - $80K,Blue,36,6,1,1,1490,1069,421,0.84,3790,85,0.889,0.717, 711925608,Existing Customer,42,M,4,Graduate,Divorced,$80K - $120K,Blue,35,3,2,2,18274,1623,16651,0.681,3886,81,0.8,0.089, 721202058,Existing Customer,62,F,0,High School,Unknown,$40K - $60K,Blue,49,4,1,1,4409,785,3624,0.838,4160,61,0.649,0.178, 716931183,Existing Customer,45,M,5,Uneducated,Single,$80K - $120K,Blue,38,3,4,4,7560,788,6772,1.193,4296,68,0.7,0.104, 800164083,Existing Customer,53,M,1,Uneducated,Unknown,$120K +,Blue,47,4,2,2,20783,1257,19526,0.724,3819,76,0.617,0.06, 719682183,Existing Customer,53,F,2,Unknown,Single,$40K - $60K,Blue,43,3,4,4,6188,2517,3671,0.713,1997,43,1.048,0.407, 710984133,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,5,3,4,27876,557,27319,0.768,4654,88,0.66,0.02, 780307233,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,30,5,2,3,1924,1471,453,1.485,3521,58,1,0.765, 716434533,Attrited Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,29149,0,29149,0.615,2106,56,0.697,0, 828215508,Attrited Customer,55,F,2,Graduate,Unknown,Less than $40K,Blue,50,4,4,3,1438.3,0,1438.3,0.639,1785,33,0.32,0, 716138958,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,33,6,4,4,3160,1180,1980,1,3740,68,0.7,0.373, 709276908,Existing Customer,38,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,1438.3,0,1438.3,0.783,3990,75,0.596,0, 815767983,Existing Customer,45,M,0,Graduate,Married,$60K - $80K,Blue,40,4,3,3,1438.3,0,1438.3,0.555,4869,66,0.737,0, 712812408,Attrited Customer,40,F,3,Unknown,Married,Less than $40K,Blue,28,2,3,3,1535,0,1535,0.544,1921,41,0.464,0, 712403358,Existing Customer,55,F,2,College,Single,$40K - $60K,Blue,35,4,4,4,1438.3,696,742.3,0.888,4307,76,0.9,0.484, 717826308,Existing Customer,49,F,5,Uneducated,Married,Less than $40K,Blue,36,6,2,4,2331,1798,533,0.847,4061,66,0.692,0.771, 753443583,Existing Customer,43,F,1,High School,Single,$40K - $60K,Blue,36,5,2,1,8156,0,8156,0.663,3992,73,0.553,0, 721428333,Existing Customer,47,F,3,Unknown,Unknown,Less than $40K,Blue,34,4,2,1,8109,541,7568,0.958,3609,77,0.604,0.067, 719910333,Existing Customer,43,F,3,Unknown,Unknown,Less than $40K,Blue,36,4,4,2,5853,1190,4663,0.936,3595,80,0.667,0.203, 713585958,Attrited Customer,48,F,4,College,Married,Less than $40K,Blue,36,2,3,2,5997,0,5997,0.406,1457,42,0.5,0, 712866933,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,32,6,3,4,10824,0,10824,0.962,3700,73,0.738,0, 719219883,Existing Customer,47,M,2,Uneducated,Married,$60K - $80K,Blue,36,4,1,2,9300,769,8531,0.68,3651,67,0.718,0.083, 779170008,Existing Customer,51,F,2,High School,Single,$40K - $60K,Blue,32,4,1,2,5351,0,5351,0.763,4596,78,0.5,0, 779727558,Existing Customer,49,F,4,College,Single,Less than $40K,Blue,33,4,2,3,2097,1250,847,0.699,4148,71,0.543,0.596, 714373308,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,46,6,4,4,2266,0,2266,0.565,3634,66,0.65,0, 715000383,Existing Customer,55,M,3,Uneducated,Single,$80K - $120K,Blue,46,4,2,3,13598,852,12746,0.785,4047,76,0.81,0.063, 710493558,Attrited Customer,46,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,3,2,2,1803,0,1803,0.415,1979,37,0.321,0, 778839108,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,31,3,1,4,6292,0,6292,0.515,3687,74,0.644,0, 715548183,Existing Customer,65,M,1,Graduate,Single,Unknown,Blue,56,4,3,3,23566,1670,21896,0.735,3129,79,0.837,0.071, 712545183,Existing Customer,51,F,4,Uneducated,Single,Less than $40K,Blue,37,4,4,2,1765,1487,278,0.738,3333,66,1,0.842, 779032308,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,27,4,2,3,4964,2316,2648,0.793,3279,66,0.941,0.467, 721500108,Existing Customer,42,M,1,Graduate,Unknown,$60K - $80K,Blue,32,5,3,2,3741,0,3741,0.959,4402,55,0.833,0, 713389233,Existing Customer,49,F,3,High School,Single,Unknown,Silver,36,3,2,2,31631,0,31631,0.632,3418,58,0.758,0, 718811058,Existing Customer,40,M,3,Unknown,Married,$80K - $120K,Blue,36,6,2,2,5014,1887,3127,0.806,4391,66,0.571,0.376, 717084708,Existing Customer,45,F,4,High School,Married,Less than $40K,Blue,34,6,4,1,2484,1543,941,0.703,3802,68,0.447,0.621, 778247358,Existing Customer,65,M,1,Graduate,Single,Less than $40K,Blue,56,5,3,2,7636,0,7636,0.801,3880,67,0.811,0, 710702733,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,6,3,3,11096,0,11096,0.881,3949,69,0.683,0, 815240358,Existing Customer,47,F,3,Uneducated,Married,Unknown,Blue,42,4,1,4,25027,1501,23526,1.063,3357,62,0.771,0.06, 715165758,Existing Customer,44,M,3,Post-Graduate,Married,$120K +,Blue,35,3,4,1,27391,587,26804,0.821,2862,56,1.24,0.021, 827964858,Attrited Customer,58,F,1,Uneducated,Divorced,Unknown,Blue,54,3,5,3,3266,859,2407,0.74,2151,46,0.438,0.263, 773667708,Attrited Customer,50,M,1,Graduate,Divorced,$60K - $80K,Blue,44,3,4,3,7050,1008,6042,0.639,2176,39,0.56,0.143, 717400533,Existing Customer,54,F,0,High School,Married,Less than $40K,Blue,45,5,2,2,2704,789,1915,1.039,4839,92,0.769,0.292, 713586858,Existing Customer,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,25,4,3,4,11721,1175,10546,0.779,4187,73,0.825,0.1, 711393483,Existing Customer,49,F,4,Unknown,Divorced,Less than $40K,Blue,36,4,3,1,2432,0,2432,1.293,4340,76,0.767,0, 812979408,Attrited Customer,39,F,0,Unknown,Married,$40K - $60K,Silver,34,3,0,3,15142,0,15142,0.761,2458,41,0.577,0, 711877458,Existing Customer,51,F,3,College,Married,Less than $40K,Blue,36,6,2,2,1936,0,1936,0.705,4072,72,0.756,0, 714351558,Existing Customer,64,F,0,Uneducated,Single,Less than $40K,Blue,36,3,2,1,1829,0,1829,0.576,3950,65,0.548,0, 828343083,Existing Customer,43,F,4,High School,Unknown,Less than $40K,Blue,39,3,3,3,2786,1793,993,0.803,3646,68,0.659,0.644, 790002783,Existing Customer,38,F,2,Graduate,Single,Unknown,Blue,30,4,1,4,19595,610,18985,0.582,4079,65,0.585,0.031, 708615183,Existing Customer,44,M,2,Unknown,Married,$60K - $80K,Blue,34,4,4,4,3828,1146,2682,0.681,4558,90,0.636,0.299, 718509858,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,37,3,1,4,4786,0,4786,0.789,4347,69,0.683,0, 718540308,Existing Customer,44,M,2,High School,Single,$80K - $120K,Blue,36,5,3,0,22143,730,21413,0.871,4263,62,0.632,0.033, 778180158,Existing Customer,44,M,4,Doctorate,Divorced,$80K - $120K,Blue,34,5,1,4,7150,1887,5263,0.455,3636,69,0.643,0.264, 778242708,Existing Customer,63,M,1,Unknown,Single,$60K - $80K,Silver,53,5,4,4,25502,1450,24052,0.797,4323,81,0.688,0.057, 806947308,Attrited Customer,40,M,4,Post-Graduate,Married,$60K - $80K,Blue,35,3,4,3,20178,1553,18625,0.324,1735,44,0.375,0.077, 714899283,Existing Customer,46,F,2,Unknown,Married,Less than $40K,Blue,36,5,2,3,5258,1994,3264,0.725,3972,73,0.587,0.379, 708386958,Attrited Customer,47,F,3,Unknown,Married,Less than $40K,Blue,34,3,3,2,1561,0,1561,0.502,1947,28,0.556,0, 710986758,Existing Customer,43,M,3,High School,Single,$60K - $80K,Blue,30,6,2,4,11550,1505,10045,1.034,3891,76,0.9,0.13, 718220358,Attrited Customer,58,M,1,Graduate,Single,$120K +,Blue,36,2,3,4,28618,0,28618,0.685,1712,41,0.414,0, 710568333,Existing Customer,47,M,4,College,Unknown,$60K - $80K,Blue,35,4,2,3,6623,1823,4800,0.811,2293,47,0.567,0.275, 712656783,Attrited Customer,49,M,1,Graduate,Single,$120K +,Blue,36,3,4,3,8136,2517,5619,0.674,2179,40,0.429,0.309, 717483558,Existing Customer,42,M,3,High School,Married,$120K +,Blue,36,3,1,2,19156,1353,17803,1.41,3547,61,0.649,0.071, 721440633,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,36,5,2,3,7982,897,7085,0.778,4387,71,0.511,0.112, 738899658,Attrited Customer,45,F,2,Graduate,Single,Unknown,Blue,38,6,2,3,3120,2517,603,0.736,2468,43,0.536,0.807, 711423558,Existing Customer,60,F,1,Post-Graduate,Single,$40K - $60K,Blue,50,4,1,2,4606,0,4606,0.857,4181,63,1.032,0, 721522533,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,35,6,3,2,2005,1143,862,0.824,4311,70,0.591,0.57, 708558408,Existing Customer,50,M,3,High School,Single,$40K - $60K,Blue,31,5,3,3,9949,1597,8352,0.659,3776,83,0.596,0.161, 714727833,Attrited Customer,41,F,2,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2892,2517,375,0.777,2257,48,0.714,0.87, 714365883,Existing Customer,51,F,4,Uneducated,Unknown,Less than $40K,Blue,40,3,3,4,7093,918,6175,0.56,3877,75,0.744,0.129, 715856208,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Blue,36,5,4,3,1896,1119,777,0.671,4028,76,0.767,0.59, 708944958,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,4,3569,1030,2539,1.09,4612,75,0.923,0.289, 771516333,Existing Customer,41,F,2,Graduate,Unknown,$40K - $60K,Blue,29,6,2,3,4663,0,4663,0.892,3831,81,0.761,0, 772051308,Existing Customer,55,F,3,Graduate,Single,Unknown,Blue,44,6,6,3,2553,1823,730,0.574,3853,69,0.683,0.714, 788350908,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,31,3,1,3,5362,1110,4252,0.651,3548,69,0.5,0.207, 818322033,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,6,6,4,2873,1247,1626,0.889,3943,80,0.702,0.434, 716288958,Existing Customer,40,M,2,College,Married,$80K - $120K,Blue,36,3,4,3,7840,0,7840,0.726,4062,71,0.578,0, 712347258,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,35,3,3,2,2209,0,2209,0.749,4419,68,0.619,0, 779072733,Existing Customer,36,F,2,College,Married,Less than $40K,Blue,17,5,2,2,1971,0,1971,0.613,4979,77,0.571,0, 710003958,Existing Customer,48,F,5,Post-Graduate,Married,Less than $40K,Blue,40,3,3,3,1438.3,665,773.3,0.75,4100,84,0.615,0.462, 715287708,Existing Customer,41,F,4,Graduate,Married,$40K - $60K,Blue,33,6,3,2,6230,1173,5057,0.607,3769,77,0.54,0.188, 708774708,Existing Customer,47,F,4,Graduate,Unknown,$40K - $60K,Blue,29,6,1,3,2636,1589,1047,0.864,3858,70,0.522,0.603, 713535033,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,3,3,2,22243,1377,20866,0.567,3200,91,0.717,0.062, 719314683,Existing Customer,50,F,2,Unknown,Divorced,Less than $40K,Blue,36,3,2,4,2855,527,2328,0.678,3645,69,0.605,0.185, 789293358,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,35,3,3,4,7578,1794,5784,0.62,5328,78,0.625,0.237, 787638408,Existing Customer,47,F,1,High School,Single,Unknown,Blue,40,5,4,4,8440,2087,6353,0.804,4161,74,0.644,0.247, 715974783,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,40,4,3,3,4186,0,4186,0.888,4590,69,0.816,0, 716134533,Existing Customer,44,M,4,College,Single,$80K - $120K,Blue,34,4,4,3,22074,0,22074,1.199,4406,80,0.739,0, 708834483,Attrited Customer,46,M,2,Doctorate,Married,$80K - $120K,Blue,29,1,2,5,17667,0,17667,0.569,1775,42,0.556,0, 780168333,Existing Customer,39,M,4,Graduate,Married,$120K +,Blue,28,3,2,3,26548,1829,24719,0.685,3450,83,1.024,0.069, 711557508,Existing Customer,51,M,2,Graduate,Single,$60K - $80K,Blue,40,4,3,0,3532,764,2768,0.681,4066,74,0.574,0.216, 772506858,Existing Customer,45,F,4,High School,Single,Unknown,Blue,35,3,4,2,8795,2517,6278,0.625,4552,81,0.588,0.286, 765692658,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,42,4,3,4,2162,1882,280,0.934,3825,70,0.75,0.87, 720598308,Attrited Customer,47,M,4,Uneducated,Single,$120K +,Blue,37,3,2,6,34516,1126,33390,0.575,1736,35,0.4,0.033, 709912683,Existing Customer,53,F,4,Graduate,Single,Unknown,Gold,41,5,1,2,34516,2374,32142,0.81,4390,77,0.604,0.069, 815353083,Attrited Customer,44,M,1,College,Divorced,$80K - $120K,Silver,39,2,3,2,34516,2361,32155,0.529,1853,36,0.385,0.068, 720093333,Existing Customer,41,M,3,Post-Graduate,Divorced,$120K +,Blue,29,6,1,3,3491,2506,985,0.873,4855,79,0.58,0.718, 717281658,Existing Customer,52,F,3,Graduate,Divorced,Less than $40K,Blue,41,3,3,4,6060,1687,4373,0.563,3953,65,0.711,0.278, 765731433,Existing Customer,48,F,3,Graduate,Divorced,Unknown,Blue,41,3,4,3,7860,0,7860,0.598,3512,76,0.617,0, 712050933,Attrited Customer,48,M,4,College,Married,$80K - $120K,Blue,32,5,2,3,25190,0,25190,0.467,1533,41,0.323,0, 787361583,Existing Customer,50,M,4,College,Divorced,$60K - $80K,Blue,44,4,2,3,13911,2160,11751,0.73,2204,60,0.667,0.155, 709921158,Existing Customer,51,M,1,High School,Single,$60K - $80K,Blue,36,6,4,4,2281,1751,530,0.761,4241,76,0.854,0.768, 714781908,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,35,3,3,2,5652,548,5104,0.647,3710,70,0.458,0.097, 717592758,Attrited Customer,44,F,3,Unknown,Single,Less than $40K,Blue,36,3,2,2,1606,1578,28,0.85,2418,44,0.467,0.983, 821339433,Existing Customer,45,F,3,Graduate,Married,Unknown,Blue,41,5,4,2,2777,2118,659,1.036,4442,64,0.829,0.763, 715174983,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,36,4,4,4,2223,597,1626,0.572,3331,67,0.675,0.269, 710863308,Existing Customer,48,M,4,Post-Graduate,Married,$40K - $60K,Blue,29,6,1,2,2916,1074,1842,0.774,4020,84,0.68,0.368, 806824908,Existing Customer,45,M,2,Unknown,Married,$120K +,Blue,40,4,4,4,16476,1374,15102,0.459,4717,71,0.69,0.083, 710592933,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,30,3,2,3,9598,1092,8506,0.6,2216,54,0.588,0.114, 771881283,Existing Customer,42,M,1,Uneducated,Divorced,$60K - $80K,Blue,30,3,2,2,18570,1892,16678,0.748,4036,78,0.773,0.102, 708687483,Attrited Customer,54,F,4,Graduate,Single,Less than $40K,Silver,36,3,2,3,13626,0,13626,0.411,1711,30,0.25,0, 719147208,Existing Customer,29,F,2,Unknown,Single,Less than $40K,Blue,21,4,3,2,2298,0,2298,0.776,4814,88,0.63,0, 709607733,Existing Customer,40,F,3,College,Married,Unknown,Blue,36,4,2,4,9191,1666,7525,0.815,4275,83,0.766,0.181, 713184858,Existing Customer,58,F,2,High School,Single,Less than $40K,Blue,50,4,3,4,1438.3,818,620.3,0.917,4196,71,1.088,0.569, 719929758,Existing Customer,50,F,1,Doctorate,Married,Unknown,Blue,37,6,4,3,4181,0,4181,0.912,3057,54,0.688,0, 759127158,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,35,3,1,3,2592,0,2592,0.767,4177,85,0.771,0, 780717483,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,40,6,3,3,7540,773,6767,0.688,4755,58,0.706,0.103, 708507483,Existing Customer,43,F,3,College,Divorced,Less than $40K,Blue,31,6,4,3,1477,0,1477,0.756,4802,82,0.864,0, 787617483,Existing Customer,58,F,0,Uneducated,Single,Less than $40K,Blue,48,6,2,4,2628,1542,1086,0.93,4335,76,0.727,0.587, 816608808,Existing Customer,46,M,1,Graduate,Single,$80K - $120K,Blue,41,4,2,3,8916,0,8916,0.631,2773,62,0.676,0, 716727258,Existing Customer,52,F,1,Post-Graduate,Married,Unknown,Blue,42,5,1,2,1481,0,1481,0.698,4435,67,0.718,0, 813890883,Existing Customer,44,F,1,Uneducated,Unknown,Less than $40K,Blue,39,4,2,1,1555,0,1555,0.583,3811,65,0.711,0, 768256908,Attrited Customer,45,M,3,Uneducated,Married,Less than $40K,Blue,39,3,3,4,8580,1636,6944,0.393,1880,37,0.233,0.191, 811095483,Existing Customer,48,F,4,Graduate,Married,$40K - $60K,Silver,43,3,1,0,21163,2517,18646,0.569,1732,35,0.458,0.119, 720168558,Existing Customer,39,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,2936,0,2936,0.842,4876,74,0.542,0, 719309133,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,51,3,3,4,1438.3,0,1438.3,0.798,3877,70,0.556,0, 721451208,Attrited Customer,54,M,2,Graduate,Single,$60K - $80K,Silver,45,2,3,2,30540,0,30540,0.602,1980,36,0.8,0, 772879158,Existing Customer,47,M,5,High School,Married,$60K - $80K,Blue,38,4,1,2,7357,1069,6288,0.77,3943,64,0.641,0.145, 712934583,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Silver,36,6,3,0,11879,0,11879,0.735,3490,62,0.938,0, 710088483,Existing Customer,52,M,3,Uneducated,Married,$80K - $120K,Blue,40,4,1,3,21877,1073,20804,0.908,3283,56,1,0.049, 753534633,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,35,4,3,3,7255,0,7255,0.9,3148,62,0.824,0, 710932683,Existing Customer,55,F,2,High School,Single,Less than $40K,Blue,36,2,1,2,6394,0,6394,0.656,3470,69,0.917,0, 714751158,Attrited Customer,49,M,2,High School,Divorced,$80K - $120K,Blue,36,4,2,4,34516,2517,31999,0.376,1789,48,0.455,0.073, 718109808,Existing Customer,38,M,5,College,Single,$60K - $80K,Blue,25,4,3,0,5597,1118,4479,0.753,4599,89,0.648,0.2, 713227233,Existing Customer,42,M,4,Graduate,Single,$80K - $120K,Blue,33,4,2,2,32535,0,32535,0.792,4374,79,0.795,0, 718342158,Attrited Customer,38,F,4,Graduate,Single,Less than $40K,Blue,26,2,2,2,4391,1933,2458,0.579,1849,36,0.385,0.44, 804606033,Existing Customer,46,M,4,High School,Unknown,$40K - $60K,Blue,41,6,1,2,8738,1172,7566,0.65,3121,60,0.395,0.134, 720755658,Existing Customer,42,F,2,Doctorate,Married,Less than $40K,Blue,32,6,6,0,1592,0,1592,0.745,4172,70,0.75,0, 711795633,Existing Customer,65,M,0,Doctorate,Single,Less than $40K,Blue,52,3,3,4,3675,0,3675,0.664,3798,53,0.472,0, 716654808,Attrited Customer,48,M,4,High School,Single,$120K +,Blue,39,3,4,4,24593,0,24593,0.777,2084,31,0.55,0, 817616433,Existing Customer,55,F,2,College,Unknown,Unknown,Blue,41,6,2,2,7613,0,7613,0.68,4268,69,0.725,0, 716390958,Attrited Customer,45,M,4,Unknown,Married,$120K +,Blue,31,1,4,3,26107,0,26107,0.55,1697,47,0.424,0, 716564433,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,4,4287,0,4287,0.294,1635,41,0.242,0, 719530158,Existing Customer,57,M,1,Graduate,Single,$60K - $80K,Blue,44,3,3,2,9843,1273,8570,0.563,3677,66,0.571,0.129, 710621283,Existing Customer,50,M,2,High School,Married,$60K - $80K,Blue,32,3,1,3,10733,783,9950,0.732,3910,66,0.65,0.073, 716714733,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,30,3,2,0,3460,955,2505,0.644,3642,69,0.769,0.276, 720921408,Existing Customer,46,F,2,College,Single,Less than $40K,Blue,36,6,1,4,1996,1544,452,0.919,3760,69,0.683,0.774, 789185508,Existing Customer,49,M,2,High School,Married,$60K - $80K,Blue,38,5,2,1,5536,756,4780,0.635,3918,70,0.628,0.137, 807014583,Existing Customer,31,F,0,Graduate,Divorced,Unknown,Blue,26,3,3,3,1469,0,1469,0.915,4331,89,0.935,0, 721388283,Existing Customer,54,M,2,Post-Graduate,Single,$120K +,Blue,45,3,1,4,5597,0,5597,0.596,4844,58,0.871,0, 716022258,Attrited Customer,51,F,3,College,Single,Less than $40K,Blue,36,3,3,3,8960,2222,6738,0.382,1853,40,0.333,0.248, 789362058,Existing Customer,52,M,4,Uneducated,Married,$60K - $80K,Blue,42,3,2,0,5693,0,5693,0.928,4003,64,0.684,0, 771460158,Existing Customer,43,M,3,Graduate,Single,Less than $40K,Blue,31,3,1,2,4098,1776,2322,0.673,3939,84,0.647,0.433, 714147858,Existing Customer,44,M,3,High School,Single,$80K - $120K,Blue,35,3,3,4,18358,1044,17314,0.524,3920,85,0.491,0.057, 708394908,Existing Customer,44,M,0,High School,Single,$40K - $60K,Blue,33,5,1,3,2337,1442,895,0.659,3945,65,0.548,0.617, 778433283,Attrited Customer,51,M,3,High School,Married,$60K - $80K,Blue,31,3,3,3,8989,0,8989,0.47,2031,53,1.038,0, 720637008,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,43,6,2,3,2124,1426,698,0.966,3210,52,0.733,0.671, 716877258,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,48,4,3,2,3968,1374,2594,0.703,4641,65,0.711,0.346, 812973708,Existing Customer,42,M,3,High School,Unknown,$40K - $60K,Blue,37,6,2,4,2793,1661,1132,1.117,3247,69,0.865,0.595, 788760633,Existing Customer,53,M,3,Uneducated,Divorced,$60K - $80K,Blue,33,4,2,2,13513,1495,12018,0.505,3503,68,0.511,0.111, 718602708,Existing Customer,43,M,3,Graduate,Single,$80K - $120K,Blue,33,3,3,2,16351,1541,14810,0.763,3475,82,0.673,0.094, 712365483,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,43,5,2,4,9619,1731,7888,0.712,3690,76,0.52,0.18, 789154833,Existing Customer,56,M,3,High School,Single,$80K - $120K,Blue,44,5,2,0,19030,912,18118,0.894,4137,72,0.532,0.048, 715849983,Existing Customer,44,F,4,Unknown,Married,Less than $40K,Blue,36,4,1,4,2107,0,2107,0.975,4007,82,0.952,0, 780336258,Existing Customer,55,F,1,Graduate,Single,Less than $40K,Blue,42,6,3,2,2517,1257,1260,0.834,4528,75,0.786,0.499, 716567433,Existing Customer,41,F,4,Graduate,Married,$40K - $60K,Blue,36,3,2,3,3179,1229,1950,0.781,4337,82,1.05,0.387, 713057658,Existing Customer,48,F,3,Unknown,Divorced,Less than $40K,Blue,36,5,1,4,3968,935,3033,0.649,4128,72,0.674,0.236, 718191483,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,35,6,3,2,5065,1362,3703,0.68,3555,75,0.471,0.269, 811527933,Attrited Customer,65,F,0,College,Single,Less than $40K,Silver,56,3,4,3,10885,1758,9127,0.8,2291,39,0.773,0.162, 778617708,Attrited Customer,46,M,3,College,Married,$80K - $120K,Blue,26,6,2,3,1438.3,864,574.3,0.766,2299,40,0.481,0.601, 785055108,Existing Customer,52,M,0,Graduate,Single,$60K - $80K,Blue,46,4,2,4,10817,1142,9675,0.722,3889,60,0.818,0.106, 822961533,Existing Customer,65,F,0,College,Divorced,Unknown,Blue,56,5,2,3,13666,0,13666,0.808,3998,70,1,0, 709124883,Existing Customer,49,M,3,College,Married,$80K - $120K,Blue,37,5,1,2,2149,1796,353,0.628,5228,93,0.661,0.836, 772574283,Attrited Customer,50,F,2,Graduate,Married,$40K - $60K,Blue,40,3,1,4,7191,0,7191,0.565,1654,30,0.579,0, 761240358,Existing Customer,52,F,2,Unknown,Single,Less than $40K,Blue,45,5,2,2,2155,1219,936,0.805,4295,77,0.791,0.566, 708469533,Existing Customer,42,F,3,Unknown,Married,Unknown,Blue,34,6,3,2,5395,1439,3956,0.781,3523,79,0.717,0.267, 769927533,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,44,4,2,1,3222,1422,1800,0.662,4613,72,0.6,0.441, 718545033,Existing Customer,27,F,0,Graduate,Married,Less than $40K,Blue,17,4,2,2,2042,1567,475,0.744,5146,78,0.733,0.767, 714972558,Attrited Customer,37,F,2,Graduate,Single,Less than $40K,Blue,36,2,3,0,1610,0,1610,0.889,2729,45,0.406,0, 772204758,Existing Customer,42,F,2,Post-Graduate,Unknown,Less than $40K,Blue,31,3,2,2,3809,1165,2644,0.634,2306,46,0.643,0.306, 709039533,Existing Customer,43,F,3,Unknown,Unknown,Less than $40K,Blue,24,6,1,4,5544,1095,4449,0.572,3829,55,0.964,0.198, 716492583,Existing Customer,37,F,1,Uneducated,Single,Less than $40K,Blue,28,6,3,4,2388,1708,680,0.903,4539,89,0.745,0.715, 766381908,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,42,4,1,4,2473,1263,1210,0.71,4597,80,0.6,0.511, 719109783,Existing Customer,42,M,3,Uneducated,Married,$40K - $60K,Blue,32,3,3,2,13103,1809,11294,0.724,4323,72,0.5,0.138, 796236258,Existing Customer,48,F,5,High School,Single,$40K - $60K,Blue,42,5,1,2,2465,1128,1337,0.613,4030,86,0.483,0.458, 709700058,Existing Customer,52,F,2,Graduate,Single,$40K - $60K,Blue,33,5,2,2,6081,989,5092,1.222,4451,70,0.429,0.163, 716905158,Existing Customer,45,M,2,Unknown,Single,$60K - $80K,Blue,30,3,1,3,21815,0,21815,0.807,3904,72,1.118,0, 718851783,Existing Customer,49,M,1,High School,Married,$80K - $120K,Silver,37,4,3,2,34516,2386,32130,0.698,3924,65,0.512,0.069, 709709283,Attrited Customer,38,M,3,College,Single,$40K - $60K,Blue,19,1,2,4,3458,321,3137,0.586,2256,40,0.29,0.093, 711993258,Existing Customer,50,F,0,High School,Single,$40K - $60K,Blue,39,5,3,2,8264,2057,6207,0.821,4240,73,0.587,0.249, 780105483,Attrited Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,50,3,4,4,1697,377,1320,1.048,2799,49,0.485,0.222, 718350033,Existing Customer,50,M,3,College,Single,$40K - $60K,Blue,36,3,2,2,3069,1881,1188,1.111,2909,58,1.522,0.613, 715294083,Attrited Customer,46,M,2,College,Single,$80K - $120K,Blue,38,2,3,2,10309,0,10309,0.451,1760,40,0.6,0, 710905908,Existing Customer,43,M,4,High School,Single,$60K - $80K,Blue,36,4,3,3,4983,1355,3628,0.66,1939,30,0.5,0.272, 721387008,Existing Customer,42,M,4,Graduate,Married,$120K +,Blue,24,3,2,3,3103,1783,1320,0.479,4792,69,0.643,0.575, 715411608,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,3,1,1,1663,1112,551,0.588,2978,61,0.906,0.669, 710598408,Existing Customer,55,F,0,Graduate,Single,Less than $40K,Blue,36,6,1,1,2695,0,2695,0.816,4557,94,0.843,0, 718521258,Existing Customer,50,F,4,Post-Graduate,Married,Unknown,Blue,41,6,3,4,18178,0,18178,0.744,3445,76,0.767,0, 713138433,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,42,4,2,3,14782,1020,13762,0.683,3206,54,0.8,0.069, 718819158,Existing Customer,54,F,3,Uneducated,Single,$40K - $60K,Blue,41,3,1,3,2488,2196,292,0.733,4361,75,0.63,0.883, 718871358,Existing Customer,45,F,2,Graduate,Single,Unknown,Blue,36,4,1,1,1785,0,1785,0.649,4964,82,0.907,0, 720186258,Existing Customer,45,F,4,High School,Divorced,$40K - $60K,Blue,31,5,2,4,4701,1170,3531,0.547,4136,77,0.604,0.249, 710197308,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,28,4,3,0,1438.3,0,1438.3,1.017,4089,73,0.872,0, 817086783,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,27,4,3,2,2826,2162,664,0.924,2005,32,0.684,0.765, 749211483,Existing Customer,52,F,0,College,Married,$40K - $60K,Blue,45,4,2,1,4597,1905,2692,0.906,4932,67,0.914,0.414, 789749433,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,21,5,3,2,2591,2340,251,0.608,4730,82,0.708,0.903, 715082133,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,36,5,2,2,2494,1492,1002,0.744,3407,61,0.694,0.598, 714946908,Existing Customer,61,M,1,Uneducated,Single,$40K - $60K,Blue,36,6,1,1,5039,1352,3687,0.797,3300,68,0.545,0.268, 716711433,Attrited Customer,48,M,5,High School,Married,$40K - $60K,Blue,39,3,3,1,7897,157,7740,0.699,2270,46,0.394,0.02, 712429458,Existing Customer,50,M,2,Graduate,Unknown,$60K - $80K,Blue,38,5,3,3,4772,1770,3002,0.545,4054,72,0.674,0.371, 708406083,Existing Customer,35,F,0,Unknown,Married,Less than $40K,Blue,24,5,3,1,3436,2493,943,0.824,5211,90,0.765,0.726, 720029508,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Blue,37,3,1,0,12064,1312,10752,0.462,4100,67,0.675,0.109, 709227033,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,46,5,2,3,9065,1548,7517,0.872,4030,73,0.78,0.171, 720846558,Existing Customer,49,M,1,Unknown,Single,$80K - $120K,Blue,36,6,3,4,34516,0,34516,0.665,2512,45,0.324,0, 716475183,Existing Customer,45,M,3,Graduate,Unknown,$60K - $80K,Blue,35,3,3,3,10290,753,9537,0.858,4326,81,0.761,0.073, 714296358,Existing Customer,52,F,2,College,Unknown,Less than $40K,Blue,44,4,1,3,3433,2486,947,0.838,4831,78,0.529,0.724, 719998233,Existing Customer,40,M,3,Unknown,Married,$120K +,Silver,30,6,3,2,34516,964,33552,0.521,2922,71,0.775,0.028, 719217483,Existing Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,36,5,1,2,3240,1775,1465,0.754,4200,67,0.675,0.548, 720479058,Existing Customer,50,F,1,Post-Graduate,Single,Less than $40K,Blue,39,4,2,2,1438.3,851,587.3,0.983,4379,64,0.829,0.592, 779192283,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,39,3,1,2,6462,2517,3945,0.842,4156,77,0.833,0.39, 716385033,Existing Customer,60,F,1,Graduate,Single,Unknown,Blue,36,6,1,3,4408,1201,3207,0.77,4157,71,0.651,0.272, 711588708,Attrited Customer,50,F,2,Uneducated,Married,$40K - $60K,Blue,36,1,3,1,1438.3,458,980.3,0.613,1863,42,0.312,0.318, 714492783,Attrited Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.346,1517,38,0.407,0, 709192233,Attrited Customer,50,F,2,Unknown,Married,Unknown,Blue,39,3,2,1,1773,0,1773,0.228,1764,30,0.111,0, 797998158,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,46,4,1,2,4555,0,4555,1.031,3646,66,1.2,0, 714021183,Existing Customer,54,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,3,30666,1046,29620,0.801,3709,66,0.886,0.034, 780710433,Existing Customer,53,M,2,College,Single,$80K - $120K,Blue,42,4,2,2,1575,0,1575,1.32,4241,77,0.974,0, 780068283,Existing Customer,53,M,1,Graduate,Single,$120K +,Blue,38,4,3,3,1891,922,969,0.812,3822,69,0.533,0.488, 719930658,Existing Customer,40,M,4,Uneducated,Married,$120K +,Blue,24,4,2,2,16634,1946,14688,0.926,3455,72,1,0.117, 755593983,Existing Customer,50,F,1,Graduate,Married,Unknown,Blue,43,6,1,2,7985,0,7985,1.032,3873,72,0.674,0, 770938533,Existing Customer,45,M,1,College,Unknown,$120K +,Blue,32,3,1,3,3304,1370,1934,0.954,3914,70,0.667,0.415, 714121083,Existing Customer,40,F,3,Graduate,Married,$40K - $60K,Blue,20,5,2,2,6247,1508,4739,1.01,5158,68,0.447,0.241, 779210283,Existing Customer,36,M,3,Uneducated,Married,$40K - $60K,Blue,25,6,2,4,3645,2517,1128,0.749,4142,74,0.644,0.691, 709739283,Existing Customer,62,M,0,High School,Single,Unknown,Blue,36,3,3,3,21329,2119,19210,0.644,4206,75,1.027,0.099, 716230158,Existing Customer,35,F,3,Graduate,Married,$40K - $60K,Blue,36,4,1,4,7234,2000,5234,0.754,4272,83,0.596,0.276, 708724908,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,35,4,2,3,2262,0,2262,0.806,4113,83,0.627,0, 789025083,Existing Customer,40,M,4,Unknown,Unknown,Less than $40K,Blue,27,5,3,0,1438.3,860,578.3,0.79,4655,82,0.864,0.598, 713804058,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,5,2,3,4187,2199,1988,0.908,4647,81,0.884,0.525, 718791708,Attrited Customer,48,M,2,High School,Married,$80K - $120K,Blue,32,1,2,4,16362,2268,14094,0.841,2228,37,0.85,0.139, 785529708,Existing Customer,59,M,1,Graduate,Single,$120K +,Blue,53,6,2,2,34516,0,34516,0.711,4333,70,0.628,0, 794528283,Existing Customer,44,M,4,College,Married,$60K - $80K,Blue,28,4,2,2,2748,878,1870,0.633,3383,67,0.558,0.32, 794856033,Existing Customer,38,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,2,3,5242,470,4772,0.805,4306,77,0.604,0.09, 712939533,Existing Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,35,4,3,0,21585,986,20599,0.631,3789,70,0.75,0.046, 708178608,Existing Customer,31,F,0,Graduate,Married,Unknown,Blue,36,4,2,2,2488,0,2488,1.05,4226,73,0.521,0, 716556258,Existing Customer,50,F,3,Doctorate,Single,Less than $40K,Blue,39,6,1,3,9966,0,9966,0.966,4401,60,1.069,0, 708404883,Existing Customer,45,F,2,High School,Single,Unknown,Blue,37,4,2,4,27804,0,27804,1.301,2761,57,0.966,0, 709742958,Existing Customer,45,M,5,High School,Married,$60K - $80K,Blue,37,3,1,3,15626,1148,14478,1.028,3386,65,0.711,0.073, 772695033,Attrited Customer,47,M,5,High School,Single,$80K - $120K,Blue,37,3,4,4,18800,2517,16283,0.482,1575,23,0.211,0.134, 714850158,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,36,5,1,3,1963,1516,447,0.872,4150,75,0.744,0.772, 708831858,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,30,1,3,4,4579,1506,3073,0.443,1915,44,0.375,0.329, 718076733,Existing Customer,43,M,1,Graduate,Single,$60K - $80K,Silver,31,4,3,3,25824,1170,24654,0.684,3101,73,0.78,0.045, 714336333,Existing Customer,48,M,4,Doctorate,Unknown,$80K - $120K,Blue,40,3,2,2,3429,1268,2161,0.703,4422,64,1.783,0.37, 780006783,Attrited Customer,59,M,1,Uneducated,Single,$40K - $60K,Silver,49,3,2,2,15809,0,15809,0.992,3109,48,0.412,0, 779741883,Existing Customer,47,F,2,Unknown,Single,Less than $40K,Blue,32,6,1,3,2493,831,1662,0.581,4274,68,0.581,0.333, 780657708,Existing Customer,48,M,2,Unknown,Married,$80K - $120K,Blue,37,4,3,3,6593,0,6593,0.667,3520,69,0.769,0, 771342183,Attrited Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,40,6,3,2,1625,0,1625,0.689,2314,43,0.433,0, 712901283,Attrited Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,36,2,3,2,2121,0,2121,0.618,1464,32,0.778,0, 802101858,Existing Customer,40,F,2,Unknown,Married,Less than $40K,Blue,34,3,3,3,4757,1978,2779,0.959,4220,71,0.775,0.416, 718473558,Attrited Customer,42,F,3,Doctorate,Single,Less than $40K,Blue,18,5,3,4,8668,0,8668,0.275,1402,38,0.31,0, 743590608,Existing Customer,50,M,2,High School,Married,$60K - $80K,Blue,43,6,3,4,21869,950,20919,0.866,4233,71,0.775,0.043, 720146733,Existing Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,34,5,4,2,2480,1890,590,0.652,4114,66,0.737,0.762, 788252358,Existing Customer,49,M,3,High School,Single,$60K - $80K,Blue,40,3,4,2,8190,1716,6474,0.781,3529,84,0.787,0.21, 717740658,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,45,5,2,4,1850,942,908,0.757,4134,78,0.625,0.509, 714567708,Existing Customer,46,F,1,Uneducated,Divorced,Less than $40K,Blue,36,5,3,3,2483,2049,434,0.69,4421,74,0.51,0.825, 711208083,Existing Customer,40,F,4,Unknown,Married,Less than $40K,Blue,30,6,3,2,2925,1447,1478,0.563,4455,77,0.604,0.495, 709708233,Attrited Customer,49,F,3,Doctorate,Married,Less than $40K,Blue,29,3,4,2,7066,0,7066,0.479,1695,38,0.31,0, 709957158,Existing Customer,48,M,4,High School,Married,$40K - $60K,Blue,40,5,1,2,2514,2251,263,0.852,3942,65,0.625,0.895, 828288333,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,46,4,1,3,3640,659,2981,0.938,3756,70,0.842,0.181, 709178733,Attrited Customer,50,F,2,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,3,5527,1120,4407,0.442,2281,37,0.48,0.203, 721325133,Existing Customer,45,M,2,College,Married,$80K - $120K,Blue,36,6,1,3,31625,0,31625,0.559,4503,77,0.674,0, 816606333,Existing Customer,57,M,2,High School,Single,$80K - $120K,Blue,52,6,3,4,32409,0,32409,0.943,4218,66,0.571,0, 720454158,Existing Customer,44,M,2,Unknown,Single,$60K - $80K,Blue,30,6,2,2,9827,600,9227,0.477,2840,63,0.537,0.061, 717444558,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,38,4,1,3,2623,1714,909,0.807,5237,76,0.81,0.653, 816756783,Existing Customer,42,M,2,High School,Unknown,$40K - $60K,Blue,37,6,2,3,2993,2249,744,0.863,4106,81,0.528,0.751, 715474833,Existing Customer,37,M,2,College,Single,$80K - $120K,Blue,36,3,2,2,12944,1399,11545,0.507,4389,84,0.68,0.108, 718271958,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,34,5,1,4,6401,1471,4930,0.655,4465,63,0.703,0.23, 708924783,Existing Customer,43,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,1,0,5506,2129,3377,0.705,4024,62,0.55,0.387, 717669483,Existing Customer,52,M,1,Graduate,Single,$80K - $120K,Blue,44,3,3,1,34516,0,34516,0.551,1737,38,0.9,0, 809360883,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,41,3,1,1,17673,1783,15890,1.003,3160,59,1.36,0.101, 717176508,Existing Customer,43,F,3,Unknown,Single,$40K - $60K,Blue,34,5,3,4,2656,1166,1490,0.586,4171,80,0.818,0.439, 711571383,Existing Customer,46,M,2,High School,Unknown,Less than $40K,Blue,37,3,1,1,6118,1092,5026,0.757,4434,81,0.62,0.178, 713444058,Existing Customer,45,M,1,Unknown,Divorced,$40K - $60K,Silver,31,3,1,1,17437,2225,15212,0.814,3381,51,0.594,0.128, 713253858,Attrited Customer,50,F,1,College,Married,Unknown,Blue,37,2,2,3,1461,0,1461,0.563,2176,40,0.379,0, 719609433,Existing Customer,55,F,4,Uneducated,Divorced,$40K - $60K,Blue,43,5,3,2,1965,1525,440,0.855,4671,69,0.816,0.776, 797234508,Existing Customer,51,M,3,Unknown,Single,$60K - $80K,Silver,45,3,2,4,30899,0,30899,0.502,1481,20,0.333,0, 714537258,Existing Customer,48,M,3,Doctorate,Married,$60K - $80K,Blue,36,3,2,1,8876,1132,7744,0.844,3779,78,0.814,0.128, 793412958,Existing Customer,44,M,4,Unknown,Married,$60K - $80K,Blue,38,3,1,3,2440,1501,939,0.744,4382,88,0.66,0.615, 714680208,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,45,5,3,4,1652,1318,334,0.593,4533,69,0.533,0.798, 715240683,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,37,3,2,3,15535,1302,14233,0.461,3718,66,0.61,0.084, 803796708,Attrited Customer,52,M,3,Uneducated,Unknown,$120K +,Blue,46,2,4,4,13354,0,13354,0.018,1097,28,0.077,0, 717368208,Attrited Customer,49,M,1,Graduate,Single,$120K +,Blue,36,6,2,4,26723,0,26723,0.716,2138,43,0.593,0, 802662858,Existing Customer,55,F,2,Graduate,Divorced,Less than $40K,Blue,49,5,1,4,3949,2024,1925,0.667,3495,64,0.882,0.513, 780206958,Existing Customer,49,M,4,Graduate,Married,$60K - $80K,Blue,39,3,2,2,5937,2120,3817,0.654,4228,70,0.75,0.357, 779906658,Existing Customer,40,M,4,Doctorate,Single,Unknown,Blue,24,3,2,4,18806,1192,17614,0.745,3142,62,0.824,0.063, 772341783,Attrited Customer,45,F,3,High School,Single,Unknown,Blue,35,3,2,6,3512,2517,995,0.597,1801,48,0.548,0.717, 711491283,Existing Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,36,4,3,0,1975,1264,711,0.671,2959,63,0.8,0.64, 720211533,Existing Customer,41,F,4,Uneducated,Married,Less than $40K,Blue,33,5,2,3,2888,821,2067,0.931,4713,77,1.026,0.284, 715409733,Attrited Customer,47,F,4,College,Single,Less than $40K,Blue,36,2,2,3,2263,0,2263,0.752,2385,33,0.375,0, 710974308,Existing Customer,38,M,1,Graduate,Unknown,$80K - $120K,Blue,36,3,3,4,26792,1671,25121,0.938,3587,66,0.571,0.062, 715732533,Attrited Customer,52,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9375,1625,7750,0.532,2108,51,0.5,0.173, 713722608,Attrited Customer,48,F,2,Unknown,Divorced,Less than $40K,Blue,35,3,1,4,2806,2514,292,0.341,1757,35,0.4,0.896, 709101258,Attrited Customer,41,F,2,High School,Divorced,Less than $40K,Blue,28,4,2,2,1478,524,954,0.751,2180,46,0.643,0.355, 708588408,Existing Customer,53,M,3,Uneducated,Single,$60K - $80K,Blue,36,6,2,2,6836,1607,5229,0.524,4421,74,0.542,0.235, 721427358,Attrited Customer,47,M,4,Unknown,Divorced,$80K - $120K,Blue,28,6,1,3,8757,0,8757,0.507,2108,47,0.516,0, 717099408,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,29,6,3,2,10529,0,10529,0.729,4583,87,0.851,0, 715155033,Existing Customer,61,M,0,High School,Single,$40K - $60K,Blue,49,6,1,4,2122,975,1147,0.807,5224,85,0.667,0.459, 789586833,Existing Customer,45,F,3,Post-Graduate,Married,Unknown,Blue,38,5,2,1,2883,1732,1151,0.638,4053,85,0.635,0.601, 709338633,Attrited Customer,56,F,1,Graduate,Single,$40K - $60K,Blue,37,2,4,3,2339,0,2339,0.493,1542,45,0.607,0, 714106833,Existing Customer,57,F,3,Graduate,Unknown,Less than $40K,Blue,47,6,3,1,5225,2290,2935,0.962,4239,69,0.683,0.438, 741116058,Existing Customer,48,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,4,2582,1399,1183,0.559,2144,42,0.909,0.542, 813755658,Existing Customer,60,M,1,Graduate,Single,$80K - $120K,Blue,55,6,2,1,11524,0,11524,0.682,3598,72,0.532,0, 718855983,Existing Customer,49,F,4,High School,Single,Unknown,Blue,36,3,3,4,13039,1840,11199,0.793,4010,69,0.5,0.141, 711245433,Attrited Customer,50,F,4,Graduate,Single,Unknown,Blue,41,5,3,3,2509,0,2509,0.702,2281,41,0.367,0, 814219008,Existing Customer,65,M,1,Doctorate,Single,$40K - $60K,Blue,56,5,2,2,1456,867,589,0.725,3953,69,0.725,0.595, 711916533,Existing Customer,57,M,2,Unknown,Single,$120K +,Blue,44,5,1,2,5612,1884,3728,0.77,4734,83,0.886,0.336, 715182108,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,35,6,1,3,3025,1912,1113,0.674,4626,78,0.773,0.632, 717078933,Existing Customer,40,F,5,Graduate,Single,Less than $40K,Blue,29,3,2,4,4205,2517,1688,0.652,4256,69,0.725,0.599, 719491233,Existing Customer,55,M,1,College,Single,$120K +,Blue,42,6,2,3,3515,2517,998,1.051,4313,72,0.8,0.716, 789520533,Existing Customer,52,M,2,Uneducated,Single,$120K +,Blue,44,6,3,2,26174,1864,24310,0.684,4551,65,0.667,0.071, 714738033,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,1602,1044,558,0.781,5428,85,0.635,0.652, 718576908,Existing Customer,49,F,4,Uneducated,Married,Unknown,Blue,36,4,1,3,29939,0,29939,0.963,4305,63,0.658,0, 715093383,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,41,3,1,3,2115,1598,517,0.934,4450,68,0.545,0.756, 717195933,Attrited Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,30,2,2,3,5298,0,5298,0.857,2431,37,0.542,0, 747107508,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,49,4,3,1,2433,1947,486,0.816,4269,88,0.76,0.8, 717920583,Existing Customer,60,F,1,Uneducated,Divorced,Less than $40K,Blue,49,5,2,2,1443,0,1443,0.875,4673,59,0.735,0, 710516283,Existing Customer,50,M,1,High School,Single,$120K +,Blue,37,4,1,4,9758,1792,7966,0.626,4134,60,0.765,0.184, 787593558,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,34,6,3,0,4562,2258,2304,0.861,3740,55,0.833,0.495, 778747608,Existing Customer,65,F,1,Unknown,Single,Unknown,Blue,46,3,3,2,1438.3,0,1438.3,0.907,4022,61,0.649,0, 714431058,Existing Customer,41,F,3,College,Single,Unknown,Blue,36,4,2,4,4210,1597,2613,0.733,4342,72,0.674,0.379, 708801108,Attrited Customer,57,F,3,Uneducated,Single,Less than $40K,Blue,51,3,0,3,1438.3,0,1438.3,0.429,2113,38,0.267,0, 715948833,Existing Customer,48,M,4,Graduate,Married,$120K +,Blue,39,4,2,4,24931,1353,23578,0.612,5031,79,0.646,0.054, 770667408,Existing Customer,47,M,4,College,Married,$80K - $120K,Blue,33,3,1,3,8854,2382,6472,0.67,4768,81,0.929,0.269, 823590483,Existing Customer,62,F,0,Graduate,Divorced,Less than $40K,Blue,56,3,1,1,2230,1716,514,0.811,4027,75,0.5,0.77, 710635083,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,38,5,1,2,28327,582,27745,0.912,3475,52,0.733,0.021, 716408058,Existing Customer,56,F,2,Uneducated,Single,Unknown,Blue,36,5,3,4,2500,1298,1202,0.626,3673,72,0.565,0.519, 713803158,Existing Customer,41,M,3,High School,Single,$60K - $80K,Blue,33,4,1,3,9246,0,9246,0.658,4611,91,0.569,0, 713593683,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,28,5,3,3,11155,1583,9572,1.061,3504,60,0.765,0.142, 709339758,Existing Customer,43,M,3,Unknown,Single,$120K +,Blue,30,4,2,3,11926,1766,10160,0.875,3778,84,0.75,0.148, 789382758,Attrited Customer,54,M,3,Graduate,Single,$40K - $60K,Blue,44,6,3,3,5501,0,5501,0.519,2050,51,0.821,0, 813427833,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,40,3,2,1,2110,844,1266,1.109,4812,77,0.604,0.4, 717846108,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,34,5,3,2,12994,904,12090,0.627,3734,74,0.85,0.07, 720968583,Existing Customer,52,F,2,Unknown,Married,Unknown,Blue,45,3,1,2,29551,2095,27456,1.1,3226,63,0.853,0.071, 721437333,Attrited Customer,46,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,2,5054,2517,2537,0.605,2027,39,0.393,0.498, 709134333,Existing Customer,45,F,2,Graduate,Unknown,Less than $40K,Blue,28,6,2,3,3136,2253,883,0.722,4674,67,0.763,0.718, 712630608,Existing Customer,43,F,2,High School,Unknown,Unknown,Blue,35,3,3,4,6109,1549,4560,0.683,4430,69,0.865,0.254, 712404483,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,36,4,3,1,3989,2514,1475,0.469,5189,82,0.519,0.63, 717812133,Existing Customer,33,F,1,Graduate,Unknown,Less than $40K,Blue,13,3,1,3,3315,1243,2072,0.709,4006,65,0.548,0.375, 714926508,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Silver,45,5,4,2,34516,1938,32578,0.807,2275,46,0.438,0.056, 771474108,Existing Customer,40,F,2,Uneducated,Married,Less than $40K,Blue,28,3,2,2,1794,1019,775,0.692,4455,63,0.658,0.568, 709774608,Existing Customer,51,M,3,Unknown,Married,$60K - $80K,Blue,36,4,3,4,5993,1582,4411,0.44,3464,64,0.684,0.264, 718802283,Existing Customer,44,F,3,Post-Graduate,Divorced,Less than $40K,Blue,31,3,2,1,8320,0,8320,0.421,4128,82,0.491,0, 711626658,Attrited Customer,62,F,1,High School,Single,Less than $40K,Blue,36,2,3,4,1930,0,1930,0.331,1971,45,0.25,0, 789354783,Existing Customer,45,F,3,Unknown,Single,Less than $40K,Blue,32,5,3,0,2329,1465,864,0.815,4286,86,0.72,0.629, 720486408,Existing Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,36,3,3,0,1438.3,756,682.3,1.012,4436,73,0.622,0.526, 717793983,Attrited Customer,55,M,3,Graduate,Single,$40K - $60K,Silver,45,2,3,1,18128,0,18128,0.71,2503,49,0.885,0, 718582158,Existing Customer,48,M,2,Unknown,Married,$120K +,Blue,35,3,3,4,10642,1715,8927,0.705,4183,74,0.762,0.161, 713127708,Existing Customer,38,F,0,Uneducated,Married,Less than $40K,Blue,26,5,1,4,2230,0,2230,0.896,3766,63,0.909,0, 717112533,Existing Customer,52,F,1,Graduate,Unknown,Less than $40K,Blue,42,6,2,0,6946,0,6946,0.745,4058,88,0.725,0, 713681433,Existing Customer,50,F,2,High School,Divorced,Unknown,Blue,39,5,2,4,9716,874,8842,0.775,5007,91,0.655,0.09, 718846008,Existing Customer,58,F,0,Unknown,Married,Unknown,Blue,36,6,3,1,4377,1500,2877,0.789,3900,62,0.938,0.343, 714119283,Attrited Customer,42,F,2,Unknown,Single,$40K - $60K,Blue,34,3,3,3,2516,0,2516,0.53,2257,51,0.545,0, 713056083,Existing Customer,52,M,2,High School,Single,$120K +,Blue,46,4,2,4,34516,0,34516,0.775,4037,87,0.706,0, 718538958,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,43,6,3,4,1844,0,1844,0.729,4564,82,0.608,0, 710353233,Existing Customer,48,M,3,College,Divorced,$60K - $80K,Blue,39,4,3,2,13233,1106,12127,0.882,4288,47,0.621,0.084, 713853858,Existing Customer,41,M,4,Unknown,Married,$80K - $120K,Silver,31,5,2,2,34516,1433,33083,0.758,2589,57,0.676,0.042, 710342508,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,4,1593,0,1593,0.718,4004,76,0.652,0, 787563858,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,41,4,2,3,8589,685,7904,0.858,3553,63,0.909,0.08, 799239033,Attrited Customer,53,F,3,High School,Single,$40K - $60K,Blue,47,1,3,4,1714,0,1714,0.661,2279,46,0.533,0, 710733183,Existing Customer,46,M,3,Post-Graduate,Unknown,$120K +,Blue,36,6,1,2,1438.3,845,593.3,0.642,3631,67,0.763,0.587, 718489608,Existing Customer,50,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,2,2433,1948,485,0.752,4668,69,0.643,0.801, 758824608,Existing Customer,47,M,4,Uneducated,Married,$80K - $120K,Blue,40,5,2,4,21148,1746,19402,0.853,3370,69,0.769,0.083, 780984408,Existing Customer,65,F,0,Unknown,Divorced,Less than $40K,Blue,50,3,3,3,7487,1953,5534,0.891,4070,63,0.658,0.261, 814483608,Attrited Customer,47,F,4,Graduate,Divorced,Less than $40K,Blue,42,1,3,3,5798,2517,3281,0.58,1860,43,0.433,0.434, 708848208,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,40,6,3,2,34516,1757,32759,0.786,4223,81,0.653,0.051, 719713683,Existing Customer,52,F,0,Graduate,Married,Unknown,Blue,37,6,2,2,7608,2373,5235,0.95,4921,81,0.62,0.312, 715514133,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,31,3,3,4,2184,0,2184,0.671,1973,42,0.556,0, 715955208,Existing Customer,35,F,1,High School,Single,Less than $40K,Blue,26,3,3,2,2189,1833,356,0.56,4530,72,0.846,0.837, 794707083,Attrited Customer,50,M,2,College,Single,$80K - $120K,Blue,44,5,2,4,3495,0,3495,0.639,2131,41,0.464,0, 805313808,Attrited Customer,52,F,3,High School,Married,$40K - $60K,Blue,47,2,2,3,8018,134,7884,0.717,2409,38,0.31,0.017, 772922883,Attrited Customer,41,M,3,Unknown,Married,$80K - $120K,Blue,22,3,3,4,20543,0,20543,0.547,1874,42,0.615,0, 715716333,Existing Customer,62,F,0,High School,Single,Unknown,Blue,50,6,2,2,18819,0,18819,0.894,4273,87,0.977,0, 714502458,Existing Customer,49,M,3,Unknown,Married,$60K - $80K,Blue,36,6,2,4,17811,643,17168,0.842,3748,79,0.646,0.036, 712444533,Existing Customer,43,M,2,High School,Single,$80K - $120K,Blue,36,6,2,0,14418,0,14418,1.043,3880,68,0.7,0, 797748708,Existing Customer,44,M,4,Unknown,Single,$80K - $120K,Blue,38,5,3,4,3936,2024,1912,0.988,5001,66,0.692,0.514, 780203883,Existing Customer,43,F,3,Doctorate,Divorced,Unknown,Blue,33,6,3,2,5738,0,5738,0.852,4375,73,0.622,0, 720616908,Existing Customer,54,M,1,Uneducated,Single,$120K +,Blue,36,5,1,2,34516,0,34516,0.452,3918,67,1.094,0, 817038333,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,40,4,3,4,1513,725,788,0.791,4042,72,0.714,0.479, 713333433,Attrited Customer,49,M,3,Uneducated,Unknown,$60K - $80K,Blue,41,3,4,4,18075,0,18075,0.531,1477,30,0.5,0, 710820783,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,36,6,1,2,5989,0,5989,0.668,4246,78,0.857,0, 720338658,Existing Customer,56,F,3,Post-Graduate,Single,Less than $40K,Blue,42,3,2,2,2490,1623,867,0.79,2998,60,0.622,0.652, 803938908,Existing Customer,49,F,4,Uneducated,Single,Less than $40K,Blue,44,4,2,2,2659,0,2659,0.84,4546,81,0.884,0, 787921383,Attrited Customer,53,M,0,High School,Single,$120K +,Silver,44,2,4,4,34516,2297,32219,0.416,1461,43,0.536,0.067, 787849833,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,40,4,2,0,13490,1672,11818,0.799,4205,75,0.415,0.124, 721143258,Existing Customer,46,M,1,High School,Single,$40K - $60K,Blue,33,6,4,3,1664,798,866,0.703,4804,66,0.535,0.48, 709335558,Existing Customer,49,M,3,Uneducated,Married,$120K +,Blue,37,6,3,3,7753,1643,6110,0.798,3367,65,0.806,0.212, 806619333,Existing Customer,36,F,3,High School,Single,Less than $40K,Blue,31,4,2,3,2909,2085,824,1.035,5154,80,0.86,0.717, 719378658,Existing Customer,57,M,3,Graduate,Divorced,$80K - $120K,Silver,36,6,3,4,34516,1384,33132,0.887,4745,69,0.605,0.04, 720670458,Existing Customer,52,F,2,Unknown,Single,$40K - $60K,Blue,45,3,1,3,3476,1560,1916,0.894,3496,58,0.871,0.449, 716955783,Existing Customer,52,M,2,Graduate,Single,$80K - $120K,Blue,36,6,2,2,16026,1160,14866,0.386,4418,59,0.639,0.072, 817970208,Existing Customer,45,M,1,Uneducated,Divorced,Less than $40K,Blue,40,4,3,2,2705,1334,1371,0.886,4501,67,0.675,0.493, 708506508,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,5,3,2,2884,1144,1740,0.783,4887,90,0.698,0.397, 750147483,Existing Customer,49,M,2,High School,Single,$80K - $120K,Blue,37,6,1,4,24299,2517,21782,0.723,5320,62,0.771,0.104, 715540233,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,34,6,1,2,20755,2276,18479,0.801,4615,79,0.837,0.11, 807584958,Attrited Customer,50,M,3,Uneducated,Married,$60K - $80K,Blue,45,2,2,5,21096,0,21096,0.637,1882,39,0.345,0, 720686583,Existing Customer,46,M,3,High School,Divorced,$120K +,Blue,37,5,3,4,6457,0,6457,0.531,4487,73,0.431,0, 820637433,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,40,5,2,3,1603,0,1603,0.467,4041,66,0.571,0, 716346183,Existing Customer,43,F,3,Unknown,Divorced,Unknown,Blue,37,3,6,3,9051,1557,7494,0.621,4169,72,0.5,0.172, 715405758,Attrited Customer,50,F,1,High School,Single,Unknown,Blue,42,5,0,4,10057,0,10057,0.792,2383,42,0.448,0, 710094108,Existing Customer,33,M,3,Graduate,Single,$60K - $80K,Blue,27,6,2,3,2043,1725,318,0.686,5212,79,0.646,0.844, 713168733,Existing Customer,65,F,0,Unknown,Single,Less than $40K,Blue,56,6,3,3,2802,2403,399,0.636,3887,61,0.419,0.858, 708614058,Existing Customer,56,F,2,Graduate,Divorced,Less than $40K,Blue,45,4,2,4,1960,1690,270,0.63,3870,67,0.558,0.862, 718088133,Existing Customer,40,F,3,Unknown,Divorced,Less than $40K,Blue,36,6,1,0,2348,1061,1287,1.062,1901,27,1.25,0.452, 720614658,Existing Customer,40,M,2,High School,Divorced,$60K - $80K,Blue,25,6,4,2,2978,0,2978,0.49,3879,95,0.583,0, 716695533,Existing Customer,49,F,3,College,Married,Less than $40K,Blue,29,3,3,3,2017,1557,460,0.738,3875,75,0.974,0.772, 717091533,Existing Customer,29,F,1,Graduate,Single,Unknown,Blue,36,5,2,3,13613,1172,12441,0.657,4253,84,0.75,0.086, 713231658,Existing Customer,45,F,2,Doctorate,Single,Less than $40K,Blue,33,6,2,3,5553,1117,4436,0.914,3744,52,0.793,0.201, 715675458,Existing Customer,51,M,1,High School,Unknown,$80K - $120K,Blue,41,6,1,2,6346,578,5768,0.55,3837,85,0.604,0.091, 712463883,Existing Customer,45,M,2,Unknown,Married,$120K +,Silver,38,4,2,3,34516,1406,33110,1.261,3342,63,0.969,0.041, 708489258,Existing Customer,40,F,3,Graduate,Married,Less than $40K,Blue,27,5,3,3,1438.3,988,450.3,0.556,3561,72,0.5,0.687, 708403308,Existing Customer,37,M,3,Unknown,Single,$40K - $60K,Silver,24,3,1,3,15133,1663,13470,0.646,4392,68,0.511,0.11, 769684158,Existing Customer,42,M,4,College,Single,$40K - $60K,Blue,36,3,3,2,2502,1488,1014,0.56,3763,75,0.875,0.595, 710349258,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,36,3,2,2,2589,2052,537,0.636,4133,68,0.789,0.793, 713940033,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,3,2049,1460,589,0.599,3514,79,0.646,0.713, 713482608,Existing Customer,47,M,4,College,Married,$40K - $60K,Blue,35,6,1,2,3560,751,2809,1.096,4060,79,0.975,0.211, 714571008,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Blue,36,3,2,3,1438.3,0,1438.3,1.044,4553,78,1.167,0, 715354008,Existing Customer,43,M,3,Graduate,Unknown,$120K +,Blue,36,6,1,2,25937,0,25937,0.936,3785,68,0.7,0, 819363708,Existing Customer,43,M,1,Post-Graduate,Single,$60K - $80K,Blue,38,4,2,3,2387,1482,905,0.868,3909,67,0.675,0.621, 712014708,Existing Customer,48,M,4,Graduate,Married,Less than $40K,Blue,36,4,1,2,2912,1501,1411,0.825,4518,90,0.875,0.515, 788717358,Existing Customer,53,M,2,Uneducated,Single,$60K - $80K,Blue,38,3,2,2,7062,1255,5807,0.672,3432,68,0.744,0.178, 710413533,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,51,3,3,3,12186,1080,11106,0.842,4785,66,0.65,0.089, 718515483,Attrited Customer,64,M,0,Graduate,Single,Less than $40K,Blue,52,2,3,5,3570,2517,1053,0.69,3289,47,0.958,0.705, 715059258,Existing Customer,38,F,3,Doctorate,Single,Unknown,Blue,32,6,4,4,3072,1970,1102,0.671,4245,82,0.952,0.641, 713852958,Existing Customer,51,F,2,Graduate,Single,Unknown,Silver,41,5,3,3,31501,1810,29691,0.71,3893,81,0.62,0.057, 767835558,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,36,5,1,3,5928,2517,3411,0.817,3536,69,0.769,0.425, 721531683,Existing Customer,44,F,4,Graduate,Single,Unknown,Blue,36,3,1,3,8482,0,8482,0.563,4076,81,0.688,0, 720660558,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,36,4,3,4,23911,2100,21811,0.988,4770,89,0.712,0.088, 814845933,Existing Customer,62,M,0,Graduate,Single,$80K - $120K,Blue,56,4,3,3,1438.3,0,1438.3,0.794,3628,74,0.644,0, 773155533,Existing Customer,49,F,3,Unknown,Single,Less than $40K,Blue,42,5,3,3,3261,814,2447,0.85,4739,89,0.712,0.25, 711199908,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,30,3,1,2,2317,1232,1085,0.733,3057,71,0.919,0.532, 721398858,Existing Customer,43,M,2,Unknown,Single,$120K +,Blue,34,5,3,4,33913,0,33913,0.901,4160,76,0.9,0, 715664808,Attrited Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,30,3,3,3,34516,0,34516,0.688,2427,51,0.645,0, 715500558,Existing Customer,45,F,3,Graduate,Married,Unknown,Blue,36,3,1,4,1637,774,863,1.126,4120,78,1,0.473, 719239158,Existing Customer,48,M,3,High School,Married,$60K - $80K,Blue,39,4,3,2,5448,0,5448,0.549,3912,72,0.565,0, 820633833,Existing Customer,64,F,1,Graduate,Single,$40K - $60K,Blue,56,5,2,4,5152,948,4204,0.953,4074,72,1.057,0.184, 720551733,Attrited Customer,46,F,4,Doctorate,Married,Unknown,Blue,26,3,3,6,15195,0,15195,0.726,2631,41,0.64,0, 718487958,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,41,5,3,0,2799,1303,1496,0.763,3971,76,0.551,0.466, 710533233,Attrited Customer,38,F,1,Graduate,Married,Less than $40K,Blue,29,3,3,4,1438.3,0,1438.3,0.508,2139,47,0.567,0, 778878633,Existing Customer,51,M,3,Unknown,Married,$80K - $120K,Blue,32,6,3,1,1817,885,932,0.621,3400,67,0.675,0.487, 720197058,Attrited Customer,47,F,3,Graduate,Unknown,Unknown,Blue,33,1,3,4,3443,0,3443,0.832,2505,45,0.452,0, 716317458,Attrited Customer,51,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,3,3,4281,0,4281,0.447,1723,44,0.375,0, 718569258,Existing Customer,56,F,2,Unknown,Married,Less than $40K,Blue,36,5,3,3,2029,974,1055,0.624,4170,73,0.553,0.48, 711649908,Existing Customer,33,F,3,Graduate,Married,Unknown,Blue,15,5,3,2,1438.3,1055,383.3,0.901,4208,67,0.675,0.734, 720879708,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,44,3,2,4,28186,1308,26878,0.679,2853,64,0.73,0.046, 815761908,Existing Customer,46,F,3,Unknown,Married,Unknown,Silver,41,6,3,2,34516,0,34516,0.896,3722,72,0.756,0, 711850533,Existing Customer,46,F,4,Uneducated,Single,Unknown,Blue,36,5,1,4,3818,0,3818,0.885,4272,71,0.578,0, 721028283,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,28,4,1,3,11494,1160,10334,0.463,3353,86,0.593,0.101, 710763783,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,32,4,1,3,28142,762,27380,0.982,3676,47,1.35,0.027, 720432858,Existing Customer,40,F,4,Post-Graduate,Married,Less than $40K,Blue,36,4,1,3,2316,1510,806,0.554,3471,63,0.75,0.652, 772525308,Existing Customer,43,M,3,College,Single,$40K - $60K,Blue,33,5,2,4,10533,1689,8844,0.359,3651,69,0.605,0.16, 767354208,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,41,4,2,1,14322,0,14322,0.602,3993,75,0.531,0, 715670058,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,38,5,2,4,34516,1662,32854,0.504,3806,76,0.9,0.048, 713856708,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,5,1,2,6798,2517,4281,0.873,4327,79,0.881,0.37, 758086458,Existing Customer,46,F,3,Graduate,Married,Unknown,Blue,39,3,3,4,1438.3,0,1438.3,0.646,4111,62,0.55,0, 717035283,Attrited Customer,46,M,1,Graduate,Single,$60K - $80K,Blue,37,2,3,4,2445,848,1597,0.771,2216,39,0.56,0.347, 709604958,Existing Customer,51,F,3,Graduate,Single,$40K - $60K,Blue,36,3,3,4,2585,1847,738,0.627,3480,64,0.6,0.715, 714931458,Existing Customer,52,F,2,Post-Graduate,Single,Unknown,Blue,42,3,2,3,1438.3,0,1438.3,0.607,4102,78,0.857,0, 711047658,Existing Customer,46,F,3,High School,Married,Less than $40K,Blue,38,4,2,2,1781,1315,466,0.704,4775,83,0.729,0.738, 718110858,Attrited Customer,42,M,4,Unknown,Married,$40K - $60K,Blue,36,2,3,5,1606,0,1606,0.87,2628,41,0.64,0, 716385858,Existing Customer,42,F,4,Graduate,Married,Less than $40K,Blue,28,5,2,4,2205,1245,960,0.925,4921,90,0.8,0.565, 708812133,Existing Customer,49,F,3,Graduate,Married,Unknown,Blue,39,5,3,0,2270,1647,623,0.759,4110,75,0.923,0.726, 787655058,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,37,5,2,3,2568,1875,693,0.578,4254,85,0.735,0.73, 803113383,Attrited Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,49,3,4,3,3292,0,3292,0.482,2222,54,0.636,0, 721273008,Attrited Customer,54,F,1,College,Unknown,Less than $40K,Silver,43,6,3,4,10797,1252,9545,0.489,1739,38,0.226,0.116, 715762083,Existing Customer,46,M,0,Uneducated,Single,$60K - $80K,Silver,36,6,3,2,30501,2030,28471,0.56,2525,45,0.5,0.067, 711629733,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,5,3,1,5371,1499,3872,0.737,3282,66,0.65,0.279, 718410258,Existing Customer,37,M,3,High School,Unknown,$80K - $120K,Blue,28,5,4,4,13441,0,13441,0.513,4207,80,0.702,0, 719745558,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,36,4,2,2,9137,1729,7408,0.974,4626,77,0.75,0.189, 820282383,Attrited Customer,45,F,2,Graduate,Married,Less than $40K,Blue,40,6,3,3,5848,2517,3331,0.561,2000,32,0.28,0.43, 793543758,Existing Customer,47,M,2,Graduate,Single,$120K +,Blue,41,3,2,4,10614,784,9830,0.73,4601,77,0.638,0.074, 778224858,Existing Customer,42,F,2,College,Unknown,Unknown,Blue,32,3,3,4,4035,1003,3032,0.583,4589,89,0.648,0.249, 712555233,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Blue,48,4,1,2,4205,710,3495,0.504,2023,38,0.727,0.169, 718516533,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,3,2586,2196,390,0.693,3944,78,0.857,0.849, 708923658,Existing Customer,41,F,3,Unknown,Unknown,Less than $40K,Blue,28,3,2,2,7234,1420,5814,0.539,4466,92,0.736,0.196, 717708783,Existing Customer,57,M,2,Graduate,Single,$120K +,Silver,51,6,3,4,34516,1417,33099,0.966,4303,77,0.638,0.041, 780688383,Existing Customer,35,M,1,Graduate,Unknown,$80K - $120K,Blue,24,4,2,3,21114,0,21114,0.697,3534,56,1,0, 718821783,Existing Customer,53,M,1,Unknown,Married,$40K - $60K,Blue,48,4,1,3,2522,1704,818,0.988,4697,73,0.698,0.676, 718163808,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,6,3,4,11309,0,11309,0.474,4809,71,0.479,0, 712693908,Attrited Customer,43,M,3,Graduate,Married,$120K +,Blue,31,2,4,1,13883,783,13100,0.749,1871,32,0.684,0.056, 711286533,Existing Customer,43,M,3,Graduate,Unknown,$60K - $80K,Blue,31,5,1,2,13448,0,13448,0.667,5067,62,0.722,0, 711655683,Existing Customer,55,M,1,Uneducated,Single,$60K - $80K,Silver,46,4,2,4,25991,0,25991,0.639,2996,62,0.879,0, 718188858,Existing Customer,52,F,0,Graduate,Single,Less than $40K,Blue,36,5,1,2,2537,1097,1440,0.874,4964,84,0.909,0.432, 718514283,Existing Customer,46,M,4,High School,Single,$40K - $60K,Blue,36,5,2,2,1438.3,794,644.3,0.807,3895,67,0.558,0.552, 708642708,Attrited Customer,40,F,2,Uneducated,Married,Unknown,Blue,36,3,2,3,13019,0,13019,0.487,1484,33,0.435,0, 811475733,Attrited Customer,53,F,1,College,Married,$40K - $60K,Blue,48,2,2,3,3339,0,3339,0.694,2432,48,0.6,0, 712089108,Existing Customer,49,M,3,Uneducated,Divorced,$80K - $120K,Blue,37,6,3,3,28390,1141,27249,0.919,4631,76,0.949,0.04, 710761533,Existing Customer,44,M,2,Graduate,Unknown,$80K - $120K,Blue,33,3,2,3,23665,1624,22041,0.574,4190,87,0.706,0.069, 714963558,Existing Customer,46,M,3,Graduate,Single,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.951,4374,71,0.775,0, 714834258,Existing Customer,43,F,4,High School,Unknown,Less than $40K,Blue,36,5,2,4,2459,1127,1332,0.765,4343,83,0.886,0.458, 713788083,Attrited Customer,28,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,5,1624,0,1624,0.299,1897,35,0.25,0, 719583558,Existing Customer,49,F,3,Uneducated,Married,$40K - $60K,Blue,40,6,2,3,8900,1700,7200,0.906,4710,70,0.556,0.191, 744705408,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,41,5,3,2,5239,1172,4067,0.825,4241,61,0.968,0.224, 713240133,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,9351,1482,7869,0.464,5099,60,0.714,0.158, 815015283,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,38,4,2,2,2655,1650,1005,0.701,4025,62,0.59,0.621, 718072758,Existing Customer,51,M,2,Post-Graduate,Married,$120K +,Blue,45,5,2,1,3173,2517,656,0.708,4030,73,0.622,0.793, 709127808,Existing Customer,48,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,35,5,2,1,6243,1331,4912,0.8,3502,57,1.036,0.213, 715080258,Existing Customer,37,F,1,High School,Single,Unknown,Blue,36,3,2,3,6730,1093,5637,1.01,4814,89,0.854,0.162, 709567758,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,29,4,1,2,2490,2225,265,0.566,3339,71,0.543,0.894, 780067158,Attrited Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,36,2,3,3,1746,1107,639,0.539,1907,47,0.621,0.634, 715357308,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,36,3,1,2,4141,1424,2717,0.574,3512,65,0.477,0.344, 720559908,Existing Customer,58,F,2,Uneducated,Divorced,Less than $40K,Silver,46,6,1,4,11684,653,11031,0.622,4900,61,0.743,0.056, 720339558,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2363,494,1869,0.736,3887,71,0.651,0.209, 809599158,Attrited Customer,48,M,4,Uneducated,Single,$80K - $120K,Silver,43,2,3,4,34516,0,34516,0.671,1626,28,0.4,0, 793269933,Existing Customer,46,M,3,Graduate,Unknown,$60K - $80K,Silver,40,6,3,2,28829,0,28829,0.463,4540,78,0.56,0, 809978733,Existing Customer,33,F,2,High School,Single,$40K - $60K,Blue,28,3,2,3,1438.3,746,692.3,0.913,4415,77,0.878,0.519, 788996058,Existing Customer,47,F,2,High School,Married,Less than $40K,Blue,34,4,2,4,2730,1970,760,0.848,3841,69,0.865,0.722, 712575708,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,36,5,1,4,1994,1175,819,0.794,4455,82,0.547,0.589, 789625383,Existing Customer,48,M,3,Uneducated,Married,$80K - $120K,Blue,42,4,3,3,9727,1626,8101,1.006,3543,62,0.676,0.167, 719730258,Existing Customer,41,M,4,Uneducated,Divorced,$60K - $80K,Silver,36,4,2,3,33771,0,33771,0.791,3819,75,0.829,0, 793717608,Existing Customer,39,M,0,Doctorate,Single,$60K - $80K,Blue,33,6,2,0,10452,1120,9332,0.802,3592,79,0.795,0.107, 709798908,Attrited Customer,45,F,4,Unknown,Single,Less than $40K,Blue,32,3,3,4,2858,0,2858,1.058,2611,43,0.483,0, 716077458,Existing Customer,46,M,3,Uneducated,Married,$40K - $60K,Blue,36,4,2,4,4707,1121,3586,0.604,3188,71,0.651,0.238, 813435108,Existing Customer,49,F,1,Graduate,Single,Less than $40K,Blue,44,5,2,1,3537,0,3537,0.763,4726,78,0.814,0, 708084558,Attrited Customer,46,M,3,Doctorate,Divorced,$80K - $120K,Blue,38,6,3,3,8258,1771,6487,0,1447,23,0,0.214, 719880408,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,35,6,3,1,3072,1611,1461,0.682,3992,57,0.727,0.524, 719343633,Existing Customer,48,M,3,High School,Unknown,Less than $40K,Blue,38,4,3,3,8892,889,8003,0.67,4900,89,0.745,0.1, 718711158,Attrited Customer,52,M,3,Graduate,Married,$120K +,Blue,36,1,2,3,3841,2517,1324,0.841,2680,51,0.545,0.655, 717443658,Existing Customer,37,F,0,Graduate,Divorced,$40K - $60K,Blue,28,4,3,1,1920,0,1920,0.688,4715,81,0.841,0, 715976433,Existing Customer,42,M,3,High School,Unknown,Less than $40K,Blue,31,4,2,4,7802,1885,5917,0.643,4212,75,0.744,0.242, 719038008,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,35,3,2,2,1705,1192,513,0.763,4862,41,0.242,0.699, 709143183,Attrited Customer,52,F,2,Doctorate,Married,$40K - $60K,Blue,43,3,2,4,1822,1605,217,0.756,2538,39,0.696,0.881, 710186958,Existing Customer,45,F,3,Unknown,Single,Unknown,Blue,32,6,3,4,9294,2000,7294,0.637,4431,82,0.673,0.215, 709274583,Existing Customer,40,M,2,High School,Married,$120K +,Blue,27,5,3,1,12248,1323,10925,0.882,4806,91,0.896,0.108, 816864483,Existing Customer,39,F,4,Uneducated,Single,$40K - $60K,Blue,34,4,2,2,10264,803,9461,0.802,4003,74,0.721,0.078, 708271833,Existing Customer,42,M,3,Graduate,Single,$40K - $60K,Silver,36,3,2,3,15069,1843,13226,0.84,3464,67,0.558,0.122, 821759658,Attrited Customer,41,F,4,High School,Divorced,$40K - $60K,Blue,37,3,2,3,4650,204,4446,0.685,2014,54,0.8,0.044, 820920408,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,48,3,2,2,3685,0,3685,0.762,4012,59,0.639,0, 718403358,Existing Customer,49,F,2,High School,Divorced,$40K - $60K,Blue,33,4,2,1,7231,2517,4714,0.865,3912,67,0.763,0.348, 713476758,Existing Customer,44,M,4,Unknown,Married,$60K - $80K,Blue,32,4,1,1,10007,1586,8421,0.921,4309,77,0.711,0.158, 720690933,Existing Customer,52,M,4,Uneducated,Married,$60K - $80K,Blue,39,5,1,3,2641,1584,1057,0.809,4279,67,0.718,0.6, 719252583,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,20,4,2,1,3095,1488,1607,0.924,4642,92,0.878,0.481, 712783083,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,37,1,2,3,3607,0,3607,0.504,2013,35,0.458,0, 771204108,Existing Customer,36,F,2,Uneducated,Single,Unknown,Blue,23,3,1,0,1954,1179,775,0.867,3896,67,0.718,0.603, 817247658,Existing Customer,45,M,3,High School,Unknown,$60K - $80K,Blue,27,6,2,3,21317,0,21317,0.833,3814,67,1.03,0, 821749608,Attrited Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,3,19402,0,19402,0.58,1937,51,0.594,0, 714389883,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,36,6,3,1,8063,1485,6578,0.872,4275,77,0.833,0.184, 713648208,Existing Customer,40,F,2,Graduate,Unknown,$40K - $60K,Blue,32,6,2,2,3097,2409,688,0.912,4624,86,0.87,0.778, 826261008,Attrited Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,44,3,3,2,1438.3,0,1438.3,0.736,2054,46,0.586,0, 824163333,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,39,3,2,4,3161,2424,737,0.617,4307,66,0.784,0.767, 709444983,Attrited Customer,38,F,3,Uneducated,Single,$40K - $60K,Blue,30,3,2,3,2435,2432,3,0.12,1460,32,0.103,0.999, 711154908,Existing Customer,59,F,0,Unknown,Single,Less than $40K,Blue,40,5,2,2,1845,1076,769,1.016,4319,76,0.551,0.583, 769575783,Attrited Customer,49,F,3,College,Married,Less than $40K,Blue,41,3,3,3,1603,749,854,0.733,2644,43,0.483,0.467, 720334833,Existing Customer,39,F,5,College,Single,Less than $40K,Blue,30,4,1,2,4710,1869,2841,0.858,4719,91,0.655,0.397, 709563258,Attrited Customer,50,F,2,Uneducated,Single,Unknown,Blue,41,2,3,2,2751,2253,498,0.497,2108,40,0.481,0.819, 708205083,Existing Customer,38,F,1,High School,Married,Less than $40K,Blue,28,6,4,3,1438.3,0,1438.3,0.767,4815,81,0.653,0, 715276683,Existing Customer,52,M,2,High School,Married,$60K - $80K,Blue,45,5,1,4,24287,1676,22611,0.506,5495,69,0.816,0.069, 721254858,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,18,6,1,1,1694,1074,620,0.78,3857,70,0.75,0.634, 712257258,Attrited Customer,50,F,1,High School,Single,Less than $40K,Blue,36,4,2,5,1457,0,1457,0.493,1441,39,0.393,0, 789616158,Existing Customer,33,M,3,Unknown,Divorced,Unknown,Blue,27,6,1,3,25045,0,25045,1.018,3444,52,0.926,0, 708773583,Existing Customer,52,F,3,Graduate,Unknown,$40K - $60K,Blue,45,5,2,0,10859,1710,9149,0.974,3987,64,0.829,0.157, 711110733,Existing Customer,45,M,3,High School,Married,$40K - $60K,Silver,33,3,2,1,16928,1519,15409,0.894,3355,66,0.886,0.09, 714043008,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,30,6,3,4,4297,0,4297,0.797,4310,76,0.767,0, 780602733,Existing Customer,42,M,3,Uneducated,Single,$60K - $80K,Blue,30,4,2,3,8302,1294,7008,0.558,3221,66,0.61,0.156, 823557333,Existing Customer,43,F,2,Uneducated,Unknown,Less than $40K,Blue,39,5,3,3,2734,2517,217,0.7,4457,86,0.955,0.921, 772825308,Existing Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,31,4,2,3,27374,1509,25865,0.803,4231,60,0.714,0.055, 713251008,Existing Customer,43,F,2,Uneducated,Married,Unknown,Blue,38,6,3,1,2960,1853,1107,0.949,3921,63,0.853,0.626, 711175083,Existing Customer,54,M,3,Doctorate,Single,$60K - $80K,Blue,41,4,2,3,9110,0,9110,0.662,2999,75,0.786,0, 756477333,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,35,4,3,1,1539,0,1539,0.944,4793,71,0.614,0, 712294983,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,36,4,2,4,1947,1160,787,1.227,4496,71,1.29,0.596, 717023508,Existing Customer,45,F,3,Unknown,Unknown,$40K - $60K,Blue,36,6,1,2,2667,1551,1116,0.672,4883,85,0.735,0.582, 709869708,Existing Customer,54,F,3,College,Single,Less than $40K,Blue,45,5,1,4,3062,2039,1023,1.057,4037,71,0.821,0.666, 772133808,Existing Customer,47,F,3,Post-Graduate,Single,$40K - $60K,Blue,36,6,5,0,3114,1059,2055,0.78,4342,62,0.771,0.34, 768196008,Existing Customer,54,M,1,Uneducated,Single,$60K - $80K,Blue,48,5,2,3,14948,2158,12790,0.844,3094,56,1,0.144, 708916083,Attrited Customer,49,F,0,Doctorate,Unknown,Less than $40K,Blue,37,5,2,3,1749,0,1749,1.006,2510,38,0.407,0, 789526458,Existing Customer,44,M,3,Unknown,Married,$40K - $60K,Blue,36,4,2,1,2534,1706,828,0.793,3965,57,1.111,0.673, 716079708,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,36,5,2,2,2503,2373,130,0.697,4647,65,0.806,0.948, 720087708,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,31,4,3,2,1854,0,1854,0.885,5245,89,0.712,0, 714259533,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,4092,622,3470,0.775,5001,88,0.492,0.152, 714691683,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,54,4,1,4,13284,607,12677,0.857,4942,76,0.652,0.046, 768420558,Existing Customer,59,F,0,Graduate,Single,Less than $40K,Blue,53,6,3,4,4830,1469,3361,0.634,3365,63,0.75,0.304, 778364583,Attrited Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,3,2,3,5911,916,4995,0.471,1656,31,0.722,0.155, 719186433,Existing Customer,53,F,1,College,Single,Unknown,Blue,44,3,2,2,11012,1328,9684,0.617,3793,86,0.654,0.121, 719951208,Existing Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,24,5,3,2,19188,0,19188,0.453,4366,69,0.816,0, 720182658,Existing Customer,44,F,3,Uneducated,Single,Unknown,Blue,31,4,2,3,18056,940,17116,0.629,4473,72,0.6,0.052, 789022233,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,6,5,2,1438.3,754,684.3,0.74,4457,69,0.683,0.524, 778353183,Existing Customer,31,F,0,High School,Married,Less than $40K,Blue,13,5,2,3,3201,984,2217,0.639,5155,77,0.925,0.307, 713789883,Existing Customer,50,F,4,High School,Married,$40K - $60K,Blue,36,6,1,1,1479,1004,475,0.827,5116,75,0.974,0.679, 773018583,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,30,5,1,2,3144,2216,928,0.741,4717,75,0.562,0.705, 771354633,Existing Customer,58,M,1,College,Single,$80K - $120K,Blue,45,5,3,4,1854,1480,374,0.853,3292,73,0.921,0.798, 717308433,Attrited Customer,49,M,5,Uneducated,Unknown,$60K - $80K,Blue,43,3,3,3,1960,0,1960,0.493,2253,39,0.345,0, 712271958,Existing Customer,37,M,3,Uneducated,Unknown,$80K - $120K,Blue,36,4,2,3,9782,1793,7989,0.886,3672,75,0.923,0.183, 716736858,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,39,3,3,2,3144,0,3144,0.561,3774,80,0.818,0, 713796033,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,42,6,3,3,4738,0,4738,0.641,1900,36,0.5,0, 710812533,Attrited Customer,46,F,3,High School,Single,Unknown,Silver,36,4,2,3,34516,154,34362,0.602,1987,46,0.586,0.004, 782555058,Existing Customer,35,F,1,Unknown,Married,Less than $40K,Blue,29,4,2,3,1438.3,856,582.3,0.792,4432,92,0.736,0.595, 714864333,Attrited Customer,43,M,2,College,Divorced,$120K +,Blue,37,4,1,2,34516,0,34516,0.536,1370,38,0.357,0, 787918158,Existing Customer,32,F,0,Uneducated,Married,Less than $40K,Blue,23,5,2,4,2156,1114,1042,0.603,4106,66,0.833,0.517, 779070033,Existing Customer,63,F,0,College,Single,Less than $40K,Blue,44,3,4,2,1938,0,1938,0.536,3974,56,0.931,0, 789945933,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,52,3,3,1,1438.3,0,1438.3,0.925,3560,67,0.861,0, 720810783,Attrited Customer,54,F,2,Graduate,Married,Unknown,Blue,44,2,3,3,3781,1692,2089,0.791,2310,43,0.72,0.448, 715627833,Existing Customer,48,M,3,High School,Married,$60K - $80K,Gold,37,6,2,0,34516,1948,32568,0.666,4539,75,0.705,0.056, 809538783,Existing Customer,49,M,1,High School,Single,$120K +,Blue,44,6,2,3,1438.3,1058,380.3,0.56,4109,72,0.8,0.736, 715987758,Attrited Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,36,3,2,1,3261,0,3261,1.012,3081,50,0.667,0, 711967158,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,23,6,3,1,2211,1370,841,0.781,4359,79,0.927,0.62, 712325433,Existing Customer,39,F,2,Unknown,Single,Unknown,Blue,28,6,2,2,1493,792,701,0.688,4131,80,0.702,0.53, 716470683,Existing Customer,48,F,3,Post-Graduate,Married,Unknown,Blue,36,3,1,3,20631,2048,18583,0.676,4827,77,0.711,0.099, 713289183,Existing Customer,53,F,3,Doctorate,Married,Less than $40K,Blue,33,6,2,1,2255,1647,608,0.848,4270,76,0.767,0.73, 711549408,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,42,5,1,3,1507,961,546,0.678,4126,90,0.667,0.638, 709523508,Existing Customer,65,F,0,Uneducated,Unknown,Less than $40K,Silver,53,5,1,2,11097,0,11097,0.648,4836,83,0.566,0, 717578358,Existing Customer,49,F,4,Graduate,Married,Unknown,Blue,40,5,1,1,8162,1704,6458,0.819,4334,80,0.739,0.209, 711673983,Existing Customer,44,M,4,Unknown,Single,$60K - $80K,Blue,36,3,1,2,18721,1568,17153,0.788,4537,81,0.8,0.084, 713388108,Attrited Customer,62,F,0,High School,Unknown,Less than $40K,Blue,51,4,2,3,5210,0,5210,0.64,2162,36,0.161,0, 715679733,Existing Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,36,5,2,4,1736,1513,223,0.829,3462,67,0.558,0.872, 779694183,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,34,5,2,4,1864,1427,437,0.725,3833,73,0.587,0.766, 788544108,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,37,4,3,0,6611,1041,5570,0.744,4037,74,0.682,0.157, 715583283,Existing Customer,34,F,0,Graduate,Married,Unknown,Blue,13,4,1,4,7942,2087,5855,0.754,4068,66,0.61,0.263, 719917233,Attrited Customer,49,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,3,3,2,13382,1159,12223,0.404,1828,45,0.5,0.087, 717103758,Attrited Customer,63,M,0,Graduate,Single,Unknown,Blue,55,5,0,2,18550,0,18550,0.908,2616,42,0.826,0, 714621183,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,4,2650,1646,1004,0.747,4512,80,0.509,0.621, 721365033,Attrited Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,4,1696,0,1696,0.857,2095,43,0.536,0, 712999008,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,33,3,1,1,2628,1771,857,0.788,4316,72,0.6,0.674, 780790008,Existing Customer,46,F,3,Unknown,Married,$40K - $60K,Blue,39,6,3,2,1457,563,894,0.711,3967,69,0.568,0.386, 779499933,Existing Customer,46,M,5,Uneducated,Unknown,$80K - $120K,Blue,28,6,1,1,34516,1259,33257,0.671,4300,94,0.741,0.036, 717200508,Existing Customer,40,F,4,Uneducated,Single,Unknown,Blue,32,3,1,3,3056,2038,1018,0.675,4734,73,0.659,0.667, 716995083,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,44,6,2,4,2650,1049,1601,0.874,4218,64,0.73,0.396, 718137183,Existing Customer,58,F,1,College,Married,Less than $40K,Blue,38,4,2,3,3331,2251,1080,1.044,5379,92,0.643,0.676, 787507833,Existing Customer,49,F,1,Uneducated,Unknown,Less than $40K,Blue,38,6,2,1,3343,1820,1523,0.727,4507,63,0.703,0.544, 810974958,Attrited Customer,51,M,2,High School,Married,$60K - $80K,Blue,46,5,3,2,4123,1760,2363,0.869,2447,40,0.429,0.427, 717967833,Existing Customer,55,F,1,Unknown,Married,Less than $40K,Blue,36,3,1,0,2677,1555,1122,0.639,4757,81,0.688,0.581, 712267983,Attrited Customer,57,F,0,Graduate,Single,Less than $40K,Blue,45,4,3,3,3023,2517,506,0.646,2477,42,0.615,0.833, 717376758,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,47,4,3,1,2238,1324,914,0.762,4108,72,0.846,0.592, 718250883,Attrited Customer,59,F,2,High School,Married,Unknown,Blue,51,3,3,3,3875,1397,2478,0.573,2312,49,0.581,0.361, 717491058,Existing Customer,42,M,2,Post-Graduate,Single,$60K - $80K,Blue,26,6,2,3,20803,1747,19056,0.311,4012,60,0.429,0.084, 802243458,Attrited Customer,48,M,2,Doctorate,Single,$40K - $60K,Blue,42,6,3,2,2760,0,2760,0.576,1759,34,0.214,0, 714485508,Existing Customer,45,M,3,Doctorate,Single,$80K - $120K,Blue,36,6,2,4,9086,1254,7832,0.93,3906,81,0.8,0.138, 711377808,Existing Customer,47,M,3,Graduate,Unknown,$60K - $80K,Blue,36,4,3,2,21142,0,21142,0.812,4360,66,1.357,0, 718565733,Existing Customer,62,M,0,Unknown,Single,Less than $40K,Blue,36,3,2,4,3653,1769,1884,0.825,4423,67,0.763,0.484, 712723608,Existing Customer,44,F,3,Uneducated,Unknown,Less than $40K,Blue,36,6,2,4,1713,0,1713,0.678,3999,66,1.062,0, 789948408,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,46,3,1,4,34516,1718,32798,0.51,5220,74,0.423,0.05, 734909358,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,33,4,1,1,6548,1244,5304,0.667,4354,79,0.927,0.19, 719267283,Existing Customer,35,F,2,Doctorate,Married,$40K - $60K,Blue,27,6,1,0,1953,1554,399,0.581,4598,71,0.651,0.796, 780684933,Existing Customer,49,M,3,High School,Unknown,$40K - $60K,Blue,38,4,1,3,3051,1783,1268,0.732,4887,69,0.725,0.584, 720330558,Attrited Customer,44,M,3,Graduate,Married,$80K - $120K,Blue,25,5,2,3,25256,966,24290,0.488,2048,40,0.333,0.038, 720784833,Attrited Customer,48,F,3,Graduate,Single,Unknown,Blue,36,3,3,1,1630,1243,387,0.4,1884,43,0.303,0.763, 789059958,Existing Customer,42,M,4,High School,Married,$120K +,Gold,30,6,2,4,34516,1045,33471,0.848,3574,75,0.923,0.03, 797138883,Existing Customer,43,M,4,Unknown,Married,$40K - $60K,Blue,37,3,2,3,10800,1491,9309,0.543,3966,77,0.638,0.138, 721448283,Attrited Customer,39,F,1,Graduate,Single,Less than $40K,Blue,26,3,3,1,1876,1536,340,0.712,2579,47,0.469,0.819, 710552733,Attrited Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,36,2,3,2,4963,0,4963,0.637,2335,40,0.429,0, 742778358,Existing Customer,44,M,1,Graduate,Single,$60K - $80K,Blue,37,3,1,4,16739,1229,15510,0.497,4014,69,0.568,0.073, 713933658,Existing Customer,56,F,0,Graduate,Single,Less than $40K,Blue,45,3,6,2,2463,1621,842,0.568,4118,70,0.591,0.658, 788142483,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,38,3,3,1,34516,1278,33238,0.51,4699,73,0.622,0.037, 789705408,Existing Customer,50,M,2,College,Married,$60K - $80K,Blue,37,4,1,2,4743,1687,3056,0.957,3739,55,0.618,0.356, 780378633,Existing Customer,43,M,3,College,Unknown,$60K - $80K,Blue,33,4,3,4,9382,1455,7927,0.482,3412,71,0.821,0.155, 817422408,Existing Customer,45,F,3,Uneducated,Single,Less than $40K,Blue,30,3,2,3,2059,1118,941,0.788,4110,71,1.152,0.543, 781297983,Existing Customer,58,M,2,Unknown,Divorced,$60K - $80K,Blue,52,6,2,3,20410,1196,19214,0.726,3525,78,0.733,0.059, 710671608,Existing Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,31,5,3,4,6798,918,5880,0.671,3961,69,0.605,0.135, 719967708,Existing Customer,44,F,2,Unknown,Single,Less than $40K,Blue,32,3,1,4,6472,2128,4344,0.58,3592,66,0.833,0.329, 711879633,Existing Customer,45,M,3,High School,Single,Less than $40K,Blue,29,4,1,2,2766,1985,781,0.796,4480,70,0.75,0.718, 716444733,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,46,5,3,4,1438.3,0,1438.3,0.907,4271,79,0.756,0, 718460958,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,35,3,3,4,3283,1856,1427,1.103,4498,64,0.829,0.565, 789953733,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,37,5,1,3,2470,1961,509,0.802,4519,78,0.733,0.794, 770278833,Existing Customer,43,M,4,Unknown,Married,$120K +,Blue,37,3,1,3,20695,1250,19445,0.605,3924,82,0.783,0.06, 787291308,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,36,5,2,4,4228,1709,2519,0.493,4389,79,0.58,0.404, 710644158,Existing Customer,45,M,3,Graduate,Unknown,$80K - $120K,Blue,28,5,3,1,31743,1332,30411,0.665,4293,73,0.622,0.042, 717095733,Existing Customer,48,F,4,Unknown,Unknown,Less than $40K,Blue,29,6,3,4,3212,2517,695,0.785,4284,69,1.3,0.784, 813338733,Existing Customer,47,F,3,Unknown,Single,Unknown,Blue,42,3,2,2,5884,1382,4502,0.91,4477,82,0.745,0.235, 787536933,Existing Customer,44,F,3,Unknown,Single,Less than $40K,Blue,33,6,2,3,1724,0,1724,0.669,4768,80,0.86,0, 714384783,Attrited Customer,59,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,3,2468,0,2468,0.5,2017,37,0.762,0, 713847858,Attrited Customer,49,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.409,1849,43,0.536,0, 809809008,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,42,5,1,2,3111,1541,1570,0.656,4570,68,0.511,0.495, 719446833,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,46,4,1,3,2799,1532,1267,0.583,4214,83,0.537,0.547, 720570333,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,5,3,0,1912,1163,749,0.871,4786,81,0.723,0.608, 815308683,Existing Customer,46,M,3,College,Married,$80K - $120K,Blue,41,4,3,1,18927,887,18040,1.065,3101,54,1,0.047, 810875958,Attrited Customer,51,F,3,Graduate,Married,Less than $40K,Blue,46,1,4,3,2016,395,1621,0.711,2473,44,0.571,0.196, 717775608,Existing Customer,51,M,2,Post-Graduate,Unknown,$80K - $120K,Blue,43,4,2,0,4830,1970,2860,0.799,4850,80,0.633,0.408, 718766058,Attrited Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,36,1,2,2,1438.3,0,1438.3,0.65,2123,37,0.542,0, 710656683,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,36,4,3,1,1986,1614,372,0.554,4442,64,0.73,0.813, 768390708,Existing Customer,47,M,2,Unknown,Single,$80K - $120K,Blue,41,6,1,1,2877,1136,1741,0.756,4006,68,0.478,0.395, 713263758,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,45,3,2,2,2312,1997,315,0.787,5085,78,0.773,0.864, 754564308,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,39,3,3,2,2644,2126,518,0.748,3601,66,0.65,0.804, 827890758,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,35,5,3,0,2062,1302,760,0.631,3785,63,0.75,0.631, 779945508,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,35,5,2,2,3510,1881,1629,0.66,3808,81,0.884,0.536, 720807183,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,36,3,2,1,15026,916,14110,0.721,3281,63,0.8,0.061, 709309308,Attrited Customer,50,M,3,College,Unknown,$80K - $120K,Blue,37,1,3,2,27186,0,27186,0.504,1704,34,0.478,0, 715844733,Existing Customer,45,M,5,High School,Married,$60K - $80K,Blue,36,6,3,2,2174,877,1297,0.644,4596,71,0.449,0.403, 712332183,Existing Customer,42,M,3,College,Single,$80K - $120K,Blue,36,6,1,0,29535,895,28640,0.952,3934,74,0.644,0.03, 790123983,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,43,4,2,1,2974,2090,884,0.975,4297,88,0.833,0.703, 711721458,Attrited Customer,50,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,1438.3,0,1438.3,0.658,2329,43,0.593,0, 716860233,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,39,3,3,0,8148,701,7447,0.819,4124,87,0.891,0.086, 714678408,Existing Customer,48,F,4,Post-Graduate,Married,Less than $40K,Blue,31,6,6,4,2646,1983,663,0.7,4727,83,0.804,0.749, 708798483,Attrited Customer,37,F,3,Unknown,Single,Unknown,Blue,24,2,3,2,2054,0,2054,0.87,2567,43,0.593,0, 708501783,Attrited Customer,43,M,2,High School,Married,$120K +,Blue,36,6,2,4,34516,1477,33039,0.324,1868,40,0.212,0.043, 713645883,Existing Customer,37,F,1,High School,Single,Less than $40K,Blue,23,6,3,4,1879,1486,393,0.836,5202,88,0.692,0.791, 718622658,Existing Customer,45,M,4,High School,Single,$80K - $120K,Blue,34,3,2,3,15913,1696,14217,0.632,4472,86,0.792,0.107, 710641008,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,36,5,3,4,8685,0,8685,0.666,2473,56,0.6,0, 718547358,Existing Customer,60,F,2,Uneducated,Unknown,$40K - $60K,Blue,52,4,3,2,2676,1740,936,0.735,3863,69,0.725,0.65, 716177583,Existing Customer,58,F,1,Post-Graduate,Single,Less than $40K,Blue,36,6,2,4,1438.3,0,1438.3,0.657,4722,89,0.745,0, 713417433,Existing Customer,42,M,2,Graduate,Single,$40K - $60K,Blue,28,3,1,3,1711,0,1711,0.983,4496,77,0.925,0, 713043183,Existing Customer,61,M,0,High School,Single,$40K - $60K,Blue,48,3,2,4,2572,1969,603,0.644,4313,84,0.787,0.766, 719328858,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,43,6,2,6,4535,0,4535,0.831,2342,40,0.6,0, 718501983,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,36,5,6,1,5950,1117,4833,0.57,4682,89,0.679,0.188, 803800533,Attrited Customer,39,M,1,Unknown,Single,$40K - $60K,Blue,33,3,3,4,2088,975,1113,1.144,2866,59,0.735,0.467, 771790083,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Silver,32,4,3,2,10466,2080,8386,0.648,4116,64,0.684,0.199, 712817808,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,23,5,2,1,4761,1561,3200,0.69,2045,53,1.65,0.328, 811697958,Existing Customer,50,F,4,Unknown,Married,Less than $40K,Blue,45,4,1,4,1488,755,733,0.783,4451,65,0.711,0.507, 817089408,Existing Customer,44,M,2,College,Married,$60K - $80K,Blue,27,3,1,2,19114,1754,17360,0.865,4413,69,0.725,0.092, 803406558,Existing Customer,30,F,1,Uneducated,Single,Unknown,Blue,24,3,5,4,7536,1272,6264,0.683,4189,86,0.911,0.169, 717297708,Existing Customer,47,F,1,Graduate,Single,Unknown,Blue,37,6,3,3,2441,1672,769,0.893,4439,74,0.682,0.685, 808756458,Existing Customer,47,M,3,Graduate,Married,$80K - $120K,Blue,42,6,3,3,13189,1205,11984,0.708,3821,83,0.66,0.091, 718352358,Attrited Customer,49,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,2,1914,0,1914,0.677,2687,41,0.414,0, 780638958,Existing Customer,42,F,2,Graduate,Divorced,$40K - $60K,Blue,31,6,2,1,2468,1850,618,0.775,4483,77,0.54,0.75, 721026033,Existing Customer,57,F,1,Unknown,Single,Less than $40K,Blue,44,4,3,2,2564,1258,1306,1.156,2673,43,0.87,0.491, 719894433,Attrited Customer,43,F,4,Unknown,Married,Less than $40K,Blue,24,6,2,3,1679,951,728,0.706,2492,43,0.593,0.566, 812493033,Existing Customer,44,F,3,High School,Single,$40K - $60K,Blue,37,4,1,1,3410,1110,2300,0.63,5102,63,0.615,0.326, 718256658,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,38,6,5,1,2728,0,2728,0.879,4554,75,0.744,0, 711421233,Existing Customer,51,M,3,High School,Single,$60K - $80K,Blue,43,5,3,3,7119,1513,5606,0.925,4969,84,0.909,0.213, 710335983,Existing Customer,57,F,0,High School,Divorced,Less than $40K,Blue,36,5,1,3,3532,869,2663,1.038,4297,64,0.778,0.246, 720108783,Existing Customer,60,F,1,Uneducated,Single,Unknown,Blue,50,6,3,3,7459,1717,5742,1.001,4328,68,0.581,0.23, 818259558,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,56,4,2,3,2294,1582,712,0.775,3951,79,0.881,0.69, 708511983,Existing Customer,37,M,3,Graduate,Married,$80K - $120K,Blue,18,5,3,2,1663,0,1663,0.778,3950,82,0.864,0, 708838908,Existing Customer,49,F,3,Unknown,Single,$40K - $60K,Blue,42,4,3,4,5129,1654,3475,0.618,3192,61,0.848,0.322, 778720533,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,37,3,2,3,1722,0,1722,0.863,2141,35,0.346,0, 793015083,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,40,5,3,4,2586,1270,1316,0.675,4481,77,0.925,0.491, 821336133,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,46,5,3,2,8708,996,7712,0.527,3927,60,0.935,0.114, 713905608,Existing Customer,56,F,3,Unknown,Single,Less than $40K,Blue,50,5,2,2,8869,0,8869,0.721,3270,63,0.8,0, 779164608,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,3,2641,1336,1305,1.019,4224,77,0.791,0.506, 714835833,Existing Customer,43,M,4,High School,Divorced,$80K - $120K,Blue,36,3,3,2,34516,1048,33468,0.864,4192,73,0.738,0.03, 823863033,Existing Customer,52,M,2,Unknown,Married,$80K - $120K,Silver,48,6,6,1,34516,1473,33043,0.642,4254,73,0.587,0.043, 713321508,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,36,3,1,4,1965,1175,790,0.657,4579,87,0.74,0.598, 708992733,Existing Customer,50,F,0,High School,Married,Less than $40K,Blue,36,4,3,2,1513,0,1513,0.854,4759,98,0.719,0, 709488108,Attrited Customer,42,M,4,College,Single,$40K - $60K,Blue,36,5,2,3,10543,0,10543,0.509,1841,39,0.5,0, 716094333,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,42,6,2,1,17764,1459,16305,0.964,2750,57,0.9,0.082, 778567983,Existing Customer,50,F,2,Graduate,Single,$40K - $60K,Blue,43,4,1,3,1438.3,0,1438.3,1.196,4512,77,0.833,0, 712178883,Existing Customer,49,F,2,College,Single,$40K - $60K,Blue,36,3,2,1,6371,1946,4425,0.582,3592,79,0.756,0.305, 717490008,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,36,5,1,1,19188,1622,17566,0.75,4282,52,0.926,0.085, 718282983,Existing Customer,60,M,0,College,Unknown,Less than $40K,Blue,47,6,3,3,3076,2257,819,0.795,4522,75,0.471,0.734, 747208083,Existing Customer,49,M,4,Graduate,Single,$40K - $60K,Blue,42,3,3,2,2822,1501,1321,1.043,4344,68,1.194,0.532, 820276908,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,37,3,3,1,4139,0,4139,0.547,2232,41,0.464,0, 719960133,Existing Customer,42,M,3,College,Single,$80K - $120K,Silver,26,3,2,2,34516,904,33612,0.726,3910,68,0.659,0.026, 711062958,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,23,5,2,2,4121,2084,2037,0.807,3462,49,1.042,0.506, 714917583,Existing Customer,42,F,2,Doctorate,Unknown,Less than $40K,Silver,36,6,1,2,10074,1079,8995,0.813,3338,65,0.711,0.107, 767256933,Existing Customer,43,M,5,Uneducated,Married,$60K - $80K,Blue,36,6,2,4,2621,598,2023,0.967,4852,85,0.771,0.228, 712568358,Existing Customer,47,M,1,High School,Married,$60K - $80K,Blue,29,3,2,2,3394,0,3394,0.454,3115,69,0.816,0, 789182358,Existing Customer,56,M,1,Uneducated,Single,$80K - $120K,Blue,45,3,1,2,17628,1414,16214,0.603,3991,76,0.617,0.08, 716989683,Existing Customer,56,M,2,Doctorate,Single,$80K - $120K,Blue,48,4,3,3,4480,2465,2015,0.772,3331,74,0.682,0.55, 827968383,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,39,5,3,2,3370,2284,1086,0.673,4084,70,0.628,0.678, 819647358,Attrited Customer,38,M,2,Unknown,Single,$60K - $80K,Blue,33,2,3,2,12871,0,12871,0.598,2413,53,0.606,0, 788966958,Existing Customer,47,F,1,Graduate,Married,Unknown,Blue,34,3,2,2,3112,2023,1089,0.757,4613,86,0.593,0.65, 789502308,Attrited Customer,57,F,3,Unknown,Single,Less than $40K,Blue,49,1,3,5,1551,790,761,0.811,2379,46,0.769,0.509, 756458508,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,5,2,3,1682,930,752,0.903,3309,67,1.03,0.553, 714643983,Existing Customer,42,F,1,High School,Married,Less than $40K,Blue,36,5,3,3,2758,2017,741,0.883,4119,73,1.028,0.731, 711606558,Existing Customer,49,F,1,High School,Married,Less than $40K,Blue,39,5,2,2,1909,866,1043,0.88,4697,83,0.844,0.454, 824155458,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,44,5,1,2,11332,1647,9685,0.542,4674,72,0.714,0.145, 710445183,Existing Customer,44,M,5,Doctorate,Single,$120K +,Blue,31,5,1,2,7567,2496,5071,0.709,4076,60,0.579,0.33, 802834158,Attrited Customer,42,M,4,Unknown,Married,$60K - $80K,Blue,36,3,2,2,6743,1737,5006,0.598,1934,30,0.579,0.258, 712038258,Attrited Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,36,3,3,3,32838,1717,31121,0.995,2538,42,0.4,0.052, 712864683,Attrited Customer,42,F,3,Doctorate,Single,Less than $40K,Blue,30,2,3,3,1438.3,0,1438.3,0.373,1693,37,0.423,0, 813971283,Existing Customer,43,M,4,Unknown,Married,$80K - $120K,Blue,38,5,1,2,2510,1508,1002,0.728,3623,63,0.853,0.601, 764211033,Existing Customer,50,F,3,Uneducated,Unknown,Less than $40K,Blue,43,6,2,1,3199,2517,682,0.699,4483,87,0.776,0.787, 721424583,Existing Customer,35,F,1,High School,Married,Less than $40K,Blue,26,4,2,3,1918,900,1018,0.873,4237,76,0.9,0.469, 713886333,Attrited Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,2,3,1,18660,728,17932,0.403,1682,43,0.303,0.039, 711741708,Attrited Customer,41,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,33,3,2,3,7591,0,7591,0.648,2302,42,0.5,0, 794217108,Existing Customer,43,M,2,College,Single,$120K +,Blue,37,6,3,1,14315,1348,12967,0.681,3694,67,0.718,0.094, 715339758,Existing Customer,64,F,1,High School,Divorced,Unknown,Blue,36,3,3,1,18038,1184,16854,0.827,4168,64,0.6,0.066, 709610283,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,34,3,2,3,1853,0,1853,0.846,4544,72,0.565,0, 714575208,Existing Customer,49,M,5,Doctorate,Single,$40K - $60K,Blue,43,3,1,1,4951,2002,2949,0.684,4192,62,0.55,0.404, 716758908,Existing Customer,46,M,3,Uneducated,Single,$120K +,Blue,27,4,2,3,34516,2213,32303,0.584,4492,71,0.821,0.064, 778915233,Attrited Customer,51,F,0,Graduate,Married,Less than $40K,Blue,32,4,2,3,1757,331,1426,0.879,2377,47,0.516,0.188, 789466008,Existing Customer,47,M,5,Graduate,Married,$60K - $80K,Blue,38,5,3,4,24033,612,23421,0.635,3578,75,0.531,0.025, 716635758,Existing Customer,38,F,2,Unknown,Single,$40K - $60K,Blue,29,5,3,2,3276,2331,945,0.567,4345,68,0.511,0.712, 771819258,Existing Customer,52,M,1,Unknown,Married,$120K +,Blue,40,4,1,2,3614,0,3614,0.671,4561,82,0.907,0, 713451408,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,6,1,3,1943,1654,289,0.648,3392,70,0.591,0.851, 780146658,Attrited Customer,40,F,2,Post-Graduate,Married,$40K - $60K,Blue,25,2,2,4,3795,2517,1278,0.563,1633,32,0.778,0.663, 711675108,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,30,3,3,1,4075,2189,1886,0.695,3956,71,0.732,0.537, 755467683,Attrited Customer,48,F,1,Graduate,Single,Less than $40K,Blue,41,6,2,4,3001,482,2519,0.814,2403,42,0.615,0.161, 792864858,Existing Customer,47,M,4,Unknown,Unknown,Less than $40K,Blue,37,6,3,3,5726,834,4892,0.569,2311,58,0.487,0.146, 713009208,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,44,3,2,3,2077,1634,443,0.771,4292,66,0.833,0.787, 772231233,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Blue,30,6,2,4,2157,721,1436,0.769,4250,85,0.889,0.334, 720510333,Existing Customer,40,F,3,College,Unknown,$40K - $60K,Blue,20,6,2,2,2037,1349,688,0.743,4574,84,0.714,0.662, 780199233,Existing Customer,33,M,2,Doctorate,Single,$120K +,Blue,23,5,1,1,14914,1102,13812,0.823,4478,87,0.673,0.074, 711700158,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,39,5,3,2,1580,620,960,0.746,4384,70,0.522,0.392, 788275083,Existing Customer,46,M,3,College,Married,$60K - $80K,Blue,38,5,3,4,15483,1719,13764,0.686,4678,80,0.509,0.111, 708804633,Attrited Customer,44,F,2,Doctorate,Divorced,Less than $40K,Blue,36,1,2,2,1916,0,1916,1.041,2888,39,0.444,0, 714479358,Attrited Customer,51,M,3,Graduate,Single,$80K - $120K,Blue,36,6,3,3,3610,1554,2056,0.501,2216,34,0.308,0.43, 711406758,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,2,1667,0,1667,0.686,4385,80,0.951,0, 821424483,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,47,4,3,1,1438.3,0,1438.3,0.826,4242,70,0.458,0, 769438608,Attrited Customer,48,F,1,Graduate,Married,Less than $40K,Blue,42,3,3,2,1942,860,1082,0.708,2522,42,0.312,0.443, 822068583,Existing Customer,48,F,4,Uneducated,Single,Unknown,Blue,44,4,3,0,2231,0,2231,0.712,3946,48,1.286,0, 711371208,Existing Customer,50,F,4,College,Married,Unknown,Blue,36,4,2,2,6465,1863,4602,0.399,4490,68,0.789,0.288, 788832033,Existing Customer,35,M,2,High School,Unknown,$40K - $60K,Blue,19,4,3,3,8599,938,7661,0.537,3015,64,0.73,0.109, 713452533,Existing Customer,35,F,4,Graduate,Single,Less than $40K,Blue,22,6,3,3,1438.3,0,1438.3,0.512,3427,64,0.829,0, 720212508,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,4,3,4,4402,697,3705,0.7,3325,76,0.652,0.158, 717825033,Existing Customer,50,M,0,Unknown,Divorced,$60K - $80K,Blue,36,3,3,2,5444,2499,2945,0.468,4509,80,0.667,0.459, 779926608,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,6,2,1,1438.3,0,1438.3,0.909,4697,82,0.907,0, 713608383,Attrited Customer,54,F,1,Unknown,Married,Less than $40K,Blue,40,1,1,4,1438.3,0,1438.3,0.43,1632,36,0.44,0, 710125608,Existing Customer,45,F,5,Unknown,Single,Less than $40K,Blue,36,4,2,0,2679,1558,1121,0.997,4756,73,0.553,0.582, 712724733,Existing Customer,31,F,0,Post-Graduate,Single,Less than $40K,Blue,19,6,3,1,2766,1731,1035,0.569,3959,71,0.732,0.626, 718286658,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Silver,22,5,3,1,25293,1140,24153,1.01,4059,80,0.86,0.045, 714195108,Existing Customer,45,F,2,Post-Graduate,Single,Unknown,Blue,37,3,3,4,2707,1796,911,0.597,4077,70,1.059,0.663, 720867708,Attrited Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,33,1,3,2,1748,1103,645,0.739,2335,41,0.708,0.631, 752573508,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,26,3,2,4,4034,1867,2167,0.656,3718,72,0.756,0.463, 768661758,Existing Customer,53,M,0,Uneducated,Divorced,$120K +,Blue,47,5,2,1,26129,1752,24377,0.742,4919,75,0.744,0.067, 721126833,Attrited Customer,51,M,2,High School,Married,$80K - $120K,Blue,41,5,2,3,14902,0,14902,0.312,2038,39,0.625,0, 716093133,Existing Customer,38,F,2,Uneducated,Single,$40K - $60K,Blue,31,5,2,2,12228,2137,10091,0.553,3831,68,0.511,0.175, 771092433,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,42,4,3,3,1724,0,1724,0.936,4434,67,0.811,0, 712807758,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,39,3,3,3,1438.3,0,1438.3,0.502,2476,32,0.778,0, 721514883,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,25,5,0,1,16665,1147,15518,0.799,4657,78,0.696,0.069, 824140908,Attrited Customer,52,M,3,Uneducated,Single,$120K +,Blue,48,5,3,4,20974,0,20974,0,1246,27,0,0, 712971708,Existing Customer,43,F,5,Unknown,Single,Less than $40K,Blue,26,6,0,3,3139,1089,2050,1.034,4648,80,0.778,0.347, 716471508,Existing Customer,54,M,2,Unknown,Single,$120K +,Blue,36,5,1,2,19865,0,19865,0.59,4350,83,0.766,0, 782548758,Existing Customer,42,F,5,High School,Divorced,Less than $40K,Blue,36,5,2,3,2069,1288,781,0.81,5668,82,0.64,0.623, 720444408,Attrited Customer,35,F,1,College,Single,Less than $40K,Blue,25,2,2,4,2231,1791,440,0.82,2576,42,0.75,0.803, 717389433,Existing Customer,62,F,0,High School,Single,Unknown,Silver,51,3,1,4,33371,0,33371,0.649,3638,67,0.634,0, 714292533,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,4,1,2,2544,0,2544,0.759,3593,64,1,0, 709585758,Existing Customer,41,M,4,High School,Single,$120K +,Blue,28,5,1,4,34516,0,34516,0.791,4004,86,0.755,0, 712096758,Existing Customer,49,F,2,Graduate,Unknown,$40K - $60K,Blue,36,6,3,1,5370,653,4717,0.782,4504,81,0.929,0.122, 811463283,Existing Customer,54,M,0,Graduate,Single,$80K - $120K,Blue,42,3,1,1,22437,1389,21048,0.917,3283,50,1.273,0.062, 789358908,Attrited Customer,53,F,3,College,Married,Less than $40K,Blue,43,3,2,2,3573,0,3573,0.842,2562,36,0.44,0, 718146258,Existing Customer,51,M,2,Graduate,Divorced,$60K - $80K,Blue,41,4,3,1,1959,0,1959,0.454,3737,71,0.614,0, 710779083,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,48,3,3,4,1661,0,1661,0.672,4338,77,0.925,0, 709166883,Existing Customer,39,F,3,Uneducated,Single,Unknown,Blue,27,6,2,1,5363,0,5363,0.67,4121,78,0.625,0, 712554183,Existing Customer,65,F,2,College,Single,$40K - $60K,Blue,54,4,3,2,3009,721,2288,0.68,4070,71,0.614,0.24, 721315233,Existing Customer,47,M,4,High School,Single,$40K - $60K,Silver,32,3,3,4,18535,1192,17343,0.646,3780,70,0.667,0.064, 714766383,Existing Customer,42,M,3,High School,Single,Less than $40K,Blue,24,4,3,2,2171,1415,756,0.773,4992,77,0.833,0.652, 797491683,Attrited Customer,45,M,5,Unknown,Married,$80K - $120K,Silver,39,2,2,3,34516,1964,32552,0.624,2234,49,0.361,0.057, 714157908,Existing Customer,57,F,0,Unknown,Married,Less than $40K,Blue,42,5,1,4,2376,1515,861,0.72,3795,71,0.614,0.638, 714588408,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,43,4,3,2,2882,0,2882,0.722,4446,68,0.744,0, 719627133,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,37,4,3,4,3277,2481,796,0.606,3965,59,0.844,0.757, 714125883,Existing Customer,47,M,2,Unknown,Married,$80K - $120K,Blue,36,6,2,1,2514,1845,669,0.683,3696,71,0.614,0.734, 712865583,Existing Customer,57,F,5,Graduate,Married,$40K - $60K,Blue,49,4,2,2,3301,2517,784,0.842,3939,69,1.226,0.762, 779363283,Existing Customer,48,M,3,Post-Graduate,Single,$60K - $80K,Blue,34,4,3,2,12391,784,11607,0.875,4376,86,0.72,0.063, 779224758,Existing Customer,47,F,2,Doctorate,Single,Less than $40K,Blue,37,4,3,2,2168,1485,683,0.546,3828,86,0.72,0.685, 718775808,Existing Customer,42,F,3,Unknown,Married,Unknown,Blue,31,3,1,4,7762,1319,6443,0.793,5153,77,0.75,0.17, 710267583,Existing Customer,45,F,3,Doctorate,Divorced,Unknown,Blue,33,6,3,2,12587,815,11772,0.576,3914,83,0.766,0.065, 711305208,Existing Customer,52,M,2,Unknown,Married,$60K - $80K,Blue,36,6,3,4,14785,1088,13697,0.961,4354,70,0.489,0.074, 717531483,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,21,5,2,2,3433,964,2469,0.526,4444,87,0.642,0.281, 709170108,Attrited Customer,60,F,1,Unknown,Single,$40K - $60K,Blue,41,3,2,4,2425,0,2425,0.187,1522,36,0.2,0, 716056158,Attrited Customer,63,M,0,Graduate,Single,$60K - $80K,Blue,51,3,3,3,11619,0,11619,0.631,2395,49,0.361,0, 711326583,Existing Customer,62,F,0,High School,Single,Less than $40K,Blue,50,3,3,3,3989,0,3989,0.997,4274,68,0.545,0, 715406658,Attrited Customer,47,F,1,Unknown,Single,Less than $40K,Blue,37,4,2,1,2173,596,1577,0.81,2738,45,0.406,0.274, 712814658,Existing Customer,50,F,0,Graduate,Married,Less than $40K,Blue,43,4,1,2,2393,1499,894,0.784,4755,82,0.745,0.626, 773228133,Attrited Customer,39,F,2,Graduate,Married,Less than $40K,Blue,29,3,2,2,1677,0,1677,0.869,2437,41,0.708,0, 710453283,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,27,5,4,2,2035,0,2035,0.779,4107,82,0.783,0, 795266208,Existing Customer,39,M,3,College,Single,$120K +,Blue,30,4,2,1,8842,0,8842,0.624,4493,79,0.756,0, 779090883,Existing Customer,42,F,2,Unknown,Unknown,Less than $40K,Blue,23,6,3,1,2483,1297,1186,0.744,3478,64,0.939,0.522, 712309758,Existing Customer,65,M,0,Graduate,Single,$40K - $60K,Blue,49,3,2,3,13921,1201,12720,0.556,4351,75,0.923,0.086, 716625033,Attrited Customer,32,F,1,Graduate,Single,Less than $40K,Blue,36,3,3,6,2761,0,2761,1.047,2753,43,0.654,0, 790112133,Existing Customer,47,F,2,Post-Graduate,Single,$40K - $60K,Blue,40,5,3,2,2623,1647,976,0.735,4388,83,0.804,0.628, 797238108,Existing Customer,49,F,4,Unknown,Divorced,Less than $40K,Blue,43,5,1,2,3232,824,2408,0.796,3915,74,0.644,0.255, 716782758,Attrited Customer,48,M,3,Graduate,Single,$60K - $80K,Blue,42,3,2,4,19075,0,19075,0.807,2013,32,0.455,0, 715588008,Existing Customer,45,M,4,College,Married,$80K - $120K,Blue,31,4,3,3,31978,1659,30319,0.556,2333,51,1.217,0.052, 713977308,Existing Customer,62,M,1,Graduate,Single,$120K +,Blue,53,4,3,4,34516,2061,32455,0.564,3820,76,0.767,0.06, 719059083,Existing Customer,45,F,3,High School,Unknown,Less than $40K,Blue,33,5,1,1,6225,1596,4629,0.826,4129,71,0.651,0.256, 708797583,Attrited Customer,49,F,4,Unknown,Single,Unknown,Blue,31,6,3,3,2672,0,2672,1.038,2576,39,0.5,0, 708809283,Attrited Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,33,1,3,1,10360,2517,7843,0.632,2414,28,0.273,0.243, 771529608,Existing Customer,50,M,2,High School,Married,$120K +,Blue,38,5,6,0,10747,1027,9720,0.925,4538,63,0.658,0.096, 715776033,Existing Customer,46,M,5,Uneducated,Single,$60K - $80K,Blue,33,4,1,3,3135,0,3135,0.572,4116,68,0.7,0, 778619358,Existing Customer,42,F,3,Uneducated,Single,Less than $40K,Blue,22,4,1,4,1438.3,860,578.3,0.761,4754,79,0.837,0.598, 715717608,Existing Customer,41,F,4,Uneducated,Unknown,Less than $40K,Blue,32,4,3,1,3189,0,3189,0.91,4813,86,0.755,0, 789204933,Existing Customer,65,M,1,Uneducated,Single,Less than $40K,Blue,55,3,2,4,8963,0,8963,0.744,4511,76,0.689,0, 711100608,Attrited Customer,55,M,1,Uneducated,Single,$60K - $80K,Blue,48,5,2,2,1723,0,1723,1.038,2574,43,0.72,0, 713591283,Existing Customer,36,F,3,Uneducated,Married,Unknown,Blue,23,6,6,1,2161,1404,757,0.68,4389,77,0.878,0.65, 719344608,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,27,6,3,3,3901,1001,2900,0.822,4313,72,1.323,0.257, 787659483,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,48,4,2,2,1438.3,801,637.3,0.595,4223,60,0.579,0.557, 822948708,Existing Customer,42,F,3,Uneducated,Divorced,Less than $40K,Blue,38,5,2,2,3131,849,2282,0.992,3108,62,0.59,0.271, 710080383,Existing Customer,38,F,2,Graduate,Single,$40K - $60K,Blue,36,6,2,3,2331,1709,622,0.851,4417,69,0.816,0.733, 715596783,Existing Customer,29,F,1,Uneducated,Married,Less than $40K,Blue,18,3,3,3,1895,1146,749,0.685,4333,72,0.714,0.605, 798773208,Existing Customer,46,F,4,Unknown,Divorced,Unknown,Blue,40,5,2,3,26496,1406,25090,0.96,3691,75,0.705,0.053, 768624258,Attrited Customer,55,F,2,Graduate,Single,Less than $40K,Blue,49,2,1,2,1583,234,1349,0.639,2541,36,0.385,0.148, 721412208,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,36,4,2,2,1438.3,904,534.3,0.761,3887,79,0.837,0.629, 708129933,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,5,3,2,2072,1544,528,0.903,4210,64,0.939,0.745, 719703483,Existing Customer,47,F,1,Doctorate,Divorced,Less than $40K,Blue,37,6,3,3,2707,1367,1340,0.794,4646,73,0.78,0.505, 708290208,Existing Customer,43,F,3,High School,Married,Less than $40K,Silver,31,3,3,4,13608,1190,12418,0.553,3118,76,0.767,0.087, 710431158,Existing Customer,52,F,3,Unknown,Single,Unknown,Blue,36,3,1,2,10273,1657,8616,0.71,3778,70,0.591,0.161, 816528333,Existing Customer,64,F,0,High School,Single,Less than $40K,Blue,56,6,6,1,2609,1115,1494,0.753,4546,59,0.903,0.427, 778760808,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,39,4,1,3,8431,1862,6569,0.59,2008,37,0.682,0.221, 718025808,Existing Customer,61,M,0,High School,Divorced,$60K - $80K,Blue,51,6,3,4,5852,1935,3917,0.829,3689,55,0.618,0.331, 815860008,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,35,5,2,4,3140,2183,957,0.58,5109,78,0.733,0.695, 780126033,Attrited Customer,50,M,4,Unknown,Married,$40K - $60K,Blue,35,6,1,5,12914,1227,11687,0.392,2082,54,0.459,0.095, 720135333,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,34,5,1,0,8694,961,7733,0.551,1753,49,0.441,0.111, 719174433,Attrited Customer,36,F,1,Unknown,Single,Less than $40K,Blue,24,2,1,2,1735,0,1735,0.74,2467,35,0.346,0, 821521983,Existing Customer,51,F,3,High School,Single,Unknown,Blue,46,4,1,4,2286,1641,645,0.947,4321,89,0.712,0.718, 716961933,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,3589,1808,1781,0.75,4262,70,0.667,0.504, 712834533,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,39,5,2,4,2673,1275,1398,0.691,4119,75,1.027,0.477, 710544033,Existing Customer,47,M,2,Unknown,Married,$80K - $120K,Blue,36,3,1,3,9437,2024,7413,0.664,4715,78,0.696,0.214, 710622333,Existing Customer,39,F,2,High School,Single,$40K - $60K,Blue,28,3,2,2,2751,2258,493,0.634,4386,67,0.675,0.821, 714277758,Existing Customer,40,M,1,High School,Single,$40K - $60K,Blue,28,6,2,1,11557,1050,10507,0.754,4064,75,0.786,0.091, 713166333,Existing Customer,38,F,2,High School,Married,Unknown,Blue,27,5,2,1,14831,1302,13529,0.916,4467,73,0.698,0.088, 714346608,Attrited Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,36,3,1,4,1495,0,1495,0.528,2220,50,0.562,0, 778284783,Existing Customer,44,M,5,Unknown,Married,$60K - $80K,Blue,34,5,3,2,2791,1979,812,0.807,4617,70,0.628,0.709, 714721608,Existing Customer,38,M,3,Graduate,Single,$120K +,Blue,29,4,3,0,9703,941,8762,0.721,4190,81,1.025,0.097, 716453883,Existing Customer,47,M,5,Unknown,Single,$120K +,Blue,39,6,3,1,3889,1839,2050,0.911,4423,63,0.703,0.473, 713876958,Existing Customer,32,F,0,Unknown,Single,Unknown,Blue,26,6,2,4,14140,845,13295,0.715,5036,76,0.689,0.06, 794967408,Existing Customer,53,M,3,Post-Graduate,Married,$80K - $120K,Blue,47,5,2,1,9106,975,8131,0.588,3863,74,0.644,0.107, 798481383,Attrited Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,34,5,1,2,2694,0,2694,0.872,2684,38,0.31,0, 718697583,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,36,6,3,2,19629,0,19629,0.766,4073,79,0.881,0, 711799458,Existing Customer,41,M,4,Graduate,Single,$40K - $60K,Blue,36,3,1,1,6507,1452,5055,0.802,4544,89,0.854,0.223, 823904133,Attrited Customer,53,F,2,College,Single,Unknown,Blue,49,2,2,4,10195,0,10195,0.629,2489,54,0.385,0, 718005108,Existing Customer,44,F,5,College,Married,Less than $40K,Blue,34,4,1,2,2096,1711,385,0.746,3692,68,0.744,0.816, 717877533,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,36,5,1,1,11314,0,11314,0.674,3761,70,0.628,0, 711883833,Existing Customer,50,F,1,Uneducated,Single,Less than $40K,Blue,37,6,1,1,1837,665,1172,0.844,4752,88,0.66,0.362, 711646908,Attrited Customer,39,M,3,Unknown,Single,$60K - $80K,Blue,23,1,2,3,7821,2517,5304,0.408,2010,43,0.344,0.322, 718171308,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,3,4,1984,0,1984,0.89,2506,46,0.643,0, 709627983,Existing Customer,56,F,3,Post-Graduate,Single,Less than $40K,Blue,36,4,3,0,2535,1699,836,0.72,4497,68,0.789,0.67, 716580933,Existing Customer,63,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,1970,1224,746,0.54,4533,65,0.625,0.621, 713600958,Existing Customer,50,M,1,Unknown,Married,$120K +,Blue,38,4,5,3,34516,2076,32440,0.812,3647,65,0.667,0.06, 772248408,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,29,5,1,4,2694,1833,861,1.044,3366,56,1.074,0.68, 720196158,Existing Customer,48,M,3,Unknown,Single,$60K - $80K,Blue,40,6,3,3,4476,0,4476,0.683,3350,67,0.634,0, 770024733,Attrited Customer,53,F,2,Uneducated,Single,$40K - $60K,Blue,47,1,2,3,1699,0,1699,0.602,2520,49,0.531,0, 710912733,Existing Customer,44,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,1953,1762,191,0.743,4590,91,0.655,0.902, 712860858,Existing Customer,56,F,2,Graduate,Unknown,Unknown,Blue,45,5,1,3,5264,0,5264,0.852,4943,70,0.795,0, 708702258,Attrited Customer,40,F,3,Uneducated,Single,Unknown,Blue,36,3,2,2,3698,478,3220,0.611,2051,31,0.632,0.129, 797169633,Existing Customer,41,M,4,Graduate,Single,$120K +,Blue,35,5,3,3,34516,825,33691,0.982,3127,51,0.962,0.024, 709922508,Existing Customer,40,F,4,Unknown,Married,Less than $40K,Blue,28,4,1,1,2712,0,2712,0.835,5207,79,0.927,0, 712802733,Existing Customer,45,F,4,High School,Divorced,Less than $40K,Blue,36,3,1,4,5486,685,4801,0.879,2965,70,0.556,0.125, 716981358,Existing Customer,40,F,2,Post-Graduate,Married,Less than $40K,Blue,32,3,3,0,2107,941,1166,0.975,4858,73,0.738,0.447, 758787333,Existing Customer,52,M,3,Uneducated,Unknown,$120K +,Blue,45,4,1,2,18096,2404,15692,0.734,3880,68,0.478,0.133, 720519333,Attrited Customer,59,F,2,Unknown,Single,Unknown,Blue,45,1,3,3,2721,1885,836,0.853,2594,48,0.455,0.693, 717387933,Existing Customer,49,F,2,High School,Divorced,Less than $40K,Blue,36,6,3,3,2976,2257,719,0.75,3837,57,0.781,0.758, 738195708,Existing Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,40,6,1,3,16741,1225,15516,0.641,3608,56,0.514,0.073, 708560733,Existing Customer,42,F,3,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,3714,2517,1197,0.857,4715,85,0.848,0.678, 717001908,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,6,2,2,6936,0,6936,0.883,2874,44,0.63,0, 768972558,Existing Customer,43,M,5,High School,Married,$120K +,Blue,37,4,3,4,11099,0,11099,0.89,3980,77,0.75,0, 716899233,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Gold,20,6,4,3,15987,1965,14022,0.722,4542,70,0.591,0.123, 715567608,Existing Customer,45,F,1,High School,Unknown,Less than $40K,Blue,35,4,4,4,4406,1247,3159,1.037,3964,76,0.854,0.283, 713264583,Existing Customer,43,M,2,High School,Married,$120K +,Silver,23,3,3,2,34516,1153,33363,0.89,4486,71,0.69,0.033, 716769783,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,40,3,2,4,5104,736,4368,0.679,3943,78,0.696,0.144, 719564208,Attrited Customer,46,F,1,Uneducated,Single,$40K - $60K,Blue,30,3,2,1,7195,0,7195,1.035,2751,47,1.136,0, 716680983,Existing Customer,41,F,3,Doctorate,Married,Less than $40K,Blue,36,3,1,1,1956,1053,903,0.941,4924,70,0.795,0.538, 715719033,Existing Customer,38,F,3,Post-Graduate,Married,Less than $40K,Blue,32,4,3,2,3317,2517,800,0.862,3772,74,1,0.759, 713229633,Attrited Customer,45,F,0,Unknown,Married,$40K - $60K,Blue,30,3,2,4,2759,0,2759,0.535,2061,47,0.424,0, 788246958,Existing Customer,44,F,2,Graduate,Married,Unknown,Blue,36,3,1,2,6038,0,6038,0.666,4375,81,0.688,0, 720419358,Existing Customer,35,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,1,2942,2100,842,0.694,4548,71,0.821,0.714, 772545858,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,39,4,2,3,5095,0,5095,0.729,3808,89,0.508,0, 771431133,Existing Customer,47,F,4,Graduate,Unknown,Less than $40K,Blue,35,4,2,4,1438.3,0,1438.3,0.571,3778,69,0.816,0, 717800358,Existing Customer,48,M,3,High School,Single,$80K - $120K,Blue,36,3,3,4,10111,868,9243,0.748,4791,68,0.889,0.086, 798041508,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,44,2,3,2,3201,2517,684,0.445,1880,42,0.355,0.786, 710626758,Existing Customer,44,M,4,Uneducated,Unknown,$60K - $80K,Blue,36,6,1,3,2761,0,2761,0.619,3706,65,0.585,0, 718982058,Existing Customer,37,M,3,Graduate,Divorced,$40K - $60K,Blue,36,5,2,0,5987,1405,4582,0.952,4011,72,0.674,0.235, 791822733,Existing Customer,47,F,3,High School,Single,Unknown,Blue,41,5,1,3,5630,748,4882,0.804,4904,81,0.761,0.133, 718762308,Existing Customer,35,F,1,Graduate,Single,Unknown,Blue,36,6,2,3,6622,2126,4496,1.041,3668,60,0.818,0.321, 716841783,Existing Customer,51,M,0,Graduate,Married,$120K +,Blue,36,4,2,3,18733,1292,17441,0.442,5080,85,0.491,0.069, 794524833,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,18,4,3,3,2265,1345,920,0.808,4009,73,0.49,0.594, 721359183,Existing Customer,33,F,2,Unknown,Married,$40K - $60K,Blue,19,4,3,4,2907,1537,1370,0.79,4390,76,1,0.529, 715014633,Attrited Customer,32,F,0,Uneducated,Married,Unknown,Blue,36,6,3,2,8791,0,8791,0.894,2579,51,0.594,0, 714372333,Attrited Customer,59,F,0,Doctorate,Married,Less than $40K,Blue,52,6,4,2,2302,0,2302,0.52,2256,40,0.667,0, 766946058,Existing Customer,51,F,2,Unknown,Unknown,$40K - $60K,Blue,44,4,6,4,5489,1665,3824,0.742,4010,75,0.786,0.303, 708549033,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,32,4,1,3,2055,1276,779,0.869,5025,70,0.707,0.621, 708378108,Existing Customer,39,F,1,Post-Graduate,Married,$40K - $60K,Blue,36,5,3,2,2147,771,1376,0.69,4631,76,0.767,0.359, 826168083,Existing Customer,49,F,4,Unknown,Divorced,Less than $40K,Blue,45,3,3,3,1757,1307,450,0.769,4750,72,0.756,0.744, 779320008,Attrited Customer,43,M,3,College,Married,$80K - $120K,Blue,25,3,3,3,2900,2517,383,0.719,2180,31,0.409,0.868, 715312158,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,29,4,2,3,2670,2079,591,0.649,3895,59,0.788,0.779, 711688983,Existing Customer,51,M,2,Unknown,Divorced,$80K - $120K,Blue,38,4,2,3,21382,1692,19690,0.731,3060,66,0.65,0.079, 714393708,Existing Customer,54,F,0,College,Married,$40K - $60K,Blue,46,6,2,3,2254,533,1721,1.043,4913,84,0.909,0.236, 789477483,Existing Customer,40,F,5,Unknown,Single,Unknown,Blue,31,6,3,1,4433,1488,2945,0.669,3847,76,0.9,0.336, 712481733,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,36,4,2,4,1438.3,739,699.3,0.727,4078,77,0.54,0.514, 713153733,Attrited Customer,49,F,2,Graduate,Unknown,Less than $40K,Blue,29,6,3,3,2520,1473,1047,0.515,2061,36,0.241,0.585, 780201633,Attrited Customer,41,F,3,Graduate,Single,$40K - $60K,Blue,31,4,3,2,5655,1154,4501,0.702,2189,51,0.7,0.204, 709285683,Existing Customer,48,M,4,Unknown,Divorced,$60K - $80K,Blue,31,4,1,1,1438.3,0,1438.3,0.836,4509,74,0.451,0, 789823383,Existing Customer,44,F,3,Unknown,Single,Less than $40K,Blue,34,3,3,4,2786,1635,1151,0.921,4532,82,1,0.587, 709980783,Existing Customer,51,F,3,High School,Divorced,Less than $40K,Blue,36,4,3,0,3961,1729,2232,0.783,4066,63,0.8,0.437, 772054458,Existing Customer,43,M,3,Unknown,Unknown,$60K - $80K,Blue,32,4,1,3,2476,1944,532,0.881,4025,65,0.585,0.785, 788095158,Attrited Customer,52,M,3,Uneducated,Married,$80K - $120K,Blue,44,3,3,3,11606,0,11606,0.797,2623,39,0.393,0, 717045033,Existing Customer,45,F,3,Unknown,Married,Unknown,Blue,36,6,1,3,8459,757,7702,0.648,4677,87,0.673,0.089, 710503308,Existing Customer,48,F,2,Graduate,Single,Unknown,Blue,29,6,1,2,9554,2337,7217,0.79,4049,71,0.69,0.245, 757167633,Existing Customer,50,M,2,Uneducated,Single,$60K - $80K,Blue,43,4,3,3,4388,642,3746,0.815,3836,81,0.723,0.146, 779739783,Existing Customer,43,M,2,Graduate,Married,$60K - $80K,Blue,28,6,3,2,19826,1389,18437,0.614,3561,73,0.659,0.07, 758653833,Existing Customer,34,F,1,Graduate,Married,$40K - $60K,Blue,27,3,1,3,2173,0,2173,0.922,4392,83,0.766,0, 771288258,Existing Customer,48,F,3,Unknown,Unknown,$40K - $60K,Blue,36,6,2,2,2545,1894,651,0.911,4660,68,0.789,0.744, 716855058,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,38,5,2,4,1757,0,1757,0.89,2557,45,0.406,0, 708433683,Existing Customer,54,M,2,Graduate,Married,$80K - $120K,Blue,37,3,2,3,3164,2201,963,0.679,4410,86,0.623,0.696, 713175483,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,40,6,2,2,6022,871,5151,0.6,3745,74,0.423,0.145, 709500183,Attrited Customer,46,F,3,College,Married,Less than $40K,Blue,36,2,3,4,1804,0,1804,0.537,2077,44,0.419,0, 789238683,Existing Customer,53,M,2,Uneducated,Divorced,$120K +,Blue,42,4,2,2,22664,0,22664,0.749,4586,89,0.745,0, 710502258,Existing Customer,39,M,3,Graduate,Single,$60K - $80K,Blue,36,5,3,4,2527,2204,323,0.9,4598,85,0.771,0.872, 715445058,Attrited Customer,49,F,0,Doctorate,Married,Less than $40K,Blue,40,3,4,4,3547,2517,1030,0.805,2715,45,0.731,0.71, 719464758,Existing Customer,52,F,1,College,Single,Less than $40K,Blue,43,5,2,3,1438.3,604,834.3,0.81,4219,83,0.694,0.42, 708442158,Existing Customer,51,F,1,College,Married,Unknown,Blue,38,3,2,4,6182,1516,4666,1.137,3801,61,0.968,0.245, 718524783,Attrited Customer,40,M,3,High School,Unknown,$80K - $120K,Blue,34,1,3,4,29715,0,29715,0.399,2128,39,0.345,0, 717093858,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,36,4,3,3,2154,1490,664,0.727,3664,63,0.853,0.692, 711654558,Existing Customer,46,M,3,Graduate,Unknown,$60K - $80K,Blue,36,6,3,4,2179,1632,547,0.801,4025,69,0.683,0.749, 718924983,Existing Customer,59,M,0,Uneducated,Single,$60K - $80K,Blue,48,5,1,3,4906,1302,3604,0.862,4833,80,0.905,0.265, 717463608,Existing Customer,38,F,1,Unknown,Married,$40K - $60K,Blue,26,5,3,1,2346,1407,939,0.77,4116,79,0.975,0.6, 715779333,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,4753,0,4753,0.856,3895,71,0.578,0, 708117933,Attrited Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,3,2,3,1880,0,1880,0.519,2469,34,0.417,0, 789563658,Existing Customer,64,M,0,College,Single,Less than $40K,Silver,56,5,4,4,12155,0,12155,0.446,4618,60,0.875,0, 709239483,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,36,5,3,1,2721,1527,1194,0.743,4622,88,0.725,0.561, 766456683,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,44,6,2,0,6160,2258,3902,0.717,3986,80,0.6,0.367, 779703258,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,24,3,3,1,2069,1393,676,0.875,4962,70,0.75,0.673, 709719333,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,29,6,3,4,28422,1258,27164,0.672,4841,80,0.6,0.044, 717016833,Existing Customer,39,M,4,Uneducated,Married,$80K - $120K,Blue,27,6,4,2,1438.3,0,1438.3,0.797,4282,69,0.725,0, 711017433,Existing Customer,41,M,3,Graduate,Divorced,Less than $40K,Blue,23,5,2,4,1438.3,0,1438.3,0.735,4416,68,0.744,0, 712777233,Attrited Customer,65,M,0,Graduate,Single,Unknown,Blue,48,1,4,3,1671,0,1671,0.725,2701,51,0.889,0, 712706058,Attrited Customer,44,F,5,Graduate,Single,Less than $40K,Blue,37,1,2,4,1491,0,1491,0.551,1970,46,0.484,0, 720905133,Attrited Customer,43,M,3,Graduate,Unknown,$80K - $120K,Blue,29,1,2,6,11422,1095,10327,0.773,2439,45,0.8,0.096, 712947333,Attrited Customer,54,F,4,Unknown,Married,Less than $40K,Blue,43,3,3,0,5139,0,5139,0.33,1653,44,0.692,0, 806995683,Existing Customer,61,M,0,Doctorate,Single,$60K - $80K,Blue,56,4,1,3,4783,2517,2266,1.024,2870,50,1.174,0.526, 720575058,Existing Customer,47,M,3,Unknown,Single,$60K - $80K,Blue,36,3,2,1,2589,1693,896,0.878,4259,83,0.766,0.654, 770828358,Existing Customer,38,M,1,Graduate,Unknown,$80K - $120K,Blue,25,4,2,4,8138,0,8138,0.596,4839,61,0.649,0, 721361433,Existing Customer,51,F,3,Graduate,Married,Unknown,Blue,37,6,1,1,4502,1785,2717,1.014,4469,87,0.812,0.396, 770268933,Existing Customer,44,M,5,Unknown,Married,$60K - $80K,Silver,38,3,2,2,33521,928,32593,0.732,4115,66,0.535,0.028, 789209283,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,37,5,3,0,4361,806,3555,0.627,4518,84,0.75,0.185, 716204883,Existing Customer,53,M,4,College,Unknown,$60K - $80K,Blue,44,5,3,1,7026,1728,5298,0.669,3935,66,1,0.246, 715506258,Existing Customer,50,M,2,High School,Married,$80K - $120K,Blue,36,6,2,1,16388,2001,14387,0.547,4477,83,0.66,0.122, 711871758,Attrited Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,3,2905,2517,388,0.725,2487,39,0.393,0.866, 772655733,Existing Customer,41,M,1,Uneducated,Single,$80K - $120K,Blue,31,6,2,4,2404,1887,517,0.592,4489,75,0.744,0.785, 719519058,Attrited Customer,55,F,4,High School,Married,Less than $40K,Blue,36,4,2,3,1477,0,1477,0.719,2419,49,0.531,0, 716873733,Attrited Customer,43,F,4,Post-Graduate,Divorced,Less than $40K,Blue,30,4,3,3,3556,2517,1039,0.651,2639,53,0.71,0.708, 780383358,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,38,6,1,0,5649,748,4901,1.077,4683,72,0.946,0.132, 718522308,Existing Customer,41,F,3,Post-Graduate,Unknown,$40K - $60K,Blue,29,6,1,3,14345,960,13385,0.817,4045,72,0.946,0.067, 716308683,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,6524,1993,4531,0.815,4267,66,0.886,0.305, 719056833,Existing Customer,55,F,1,Unknown,Married,Less than $40K,Blue,46,5,1,4,2281,920,1361,0.576,3968,66,0.833,0.403, 712303908,Existing Customer,47,F,4,College,Married,Less than $40K,Blue,38,3,1,2,2633,1924,709,0.806,3407,66,0.535,0.731, 715572783,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,31,6,1,2,7693,0,7693,0.579,4573,93,0.632,0, 713641233,Existing Customer,44,F,3,High School,Single,Unknown,Blue,31,5,6,4,10262,1888,8374,0.508,3553,65,0.757,0.184, 712854633,Existing Customer,49,F,2,Unknown,Single,Unknown,Blue,39,4,1,3,11320,0,11320,0.669,2845,57,0.727,0, 779340183,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,35,3,2,4,2482,916,1566,0.632,4295,72,0.532,0.369, 771952683,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,3,2,2,3035,0,3035,1.222,3847,63,0.658,0, 716639058,Existing Customer,51,M,2,Graduate,Single,$120K +,Blue,40,4,3,3,26308,0,26308,0.647,3278,53,0.828,0, 779027733,Existing Customer,53,F,4,Unknown,Single,Less than $40K,Blue,34,6,2,2,6721,1115,5606,0.79,3718,51,0.759,0.166, 713368833,Existing Customer,49,M,2,College,Single,$60K - $80K,Blue,41,6,3,4,6205,2233,3972,0.662,3906,64,0.684,0.36, 713926308,Existing Customer,35,F,3,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2624,1458,1166,0.809,4487,61,0.743,0.556, 720206658,Attrited Customer,40,F,3,Graduate,Married,Less than $40K,Blue,29,6,2,4,1479,458,1021,0.466,1811,44,0.517,0.31, 708720558,Existing Customer,44,M,3,College,Married,$60K - $80K,Blue,30,5,2,0,4489,0,4489,0.693,3773,64,0.455,0, 713857758,Attrited Customer,53,F,1,Graduate,Married,Unknown,Blue,36,6,3,1,5842,198,5644,0.396,1828,44,0.517,0.034, 711255858,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,30,4,2,3,8777,1668,7109,0.85,4141,83,0.66,0.19, 798717783,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,45,3,6,1,3250,0,3250,0.601,4752,84,0.75,0, 710674533,Attrited Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,34,3,3,4,15060,0,15060,0.545,1611,42,0.4,0, 718642458,Existing Customer,40,M,4,High School,Unknown,$80K - $120K,Blue,36,6,1,0,2126,1321,805,0.596,2992,72,1,0.621, 709788783,Existing Customer,47,M,4,Unknown,Divorced,$40K - $60K,Blue,35,3,2,1,4907,773,4134,0.517,5088,71,0.651,0.158, 752199183,Existing Customer,51,F,1,Uneducated,Married,Unknown,Blue,44,6,2,1,3553,0,3553,0.844,4923,89,0.648,0, 789707433,Existing Customer,41,F,4,High School,Single,Unknown,Blue,28,4,2,2,2515,1313,1202,0.981,4370,68,0.7,0.522, 717448383,Attrited Customer,41,M,4,Unknown,Single,$80K - $120K,Blue,28,1,2,4,4428,0,4428,0.865,2331,36,0.286,0, 779468808,Existing Customer,43,M,1,High School,Married,$40K - $60K,Blue,25,6,3,3,1616,0,1616,0.794,4961,78,0.814,0, 790000608,Existing Customer,64,F,1,Graduate,Single,Less than $40K,Blue,56,4,1,1,6723,968,5755,0.832,3838,67,0.811,0.144, 770917608,Existing Customer,42,F,1,Uneducated,Married,Less than $40K,Blue,29,3,4,2,2756,1911,845,0.774,4656,62,0.879,0.693, 716307558,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,40,6,2,4,2897,1506,1391,0.618,2214,46,0.484,0.52, 719048133,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,42,6,3,0,5456,0,5456,0.337,3470,65,0.625,0, 771488583,Existing Customer,46,F,1,Graduate,Single,$40K - $60K,Blue,34,4,2,2,3569,0,3569,0.706,4186,72,0.636,0, 717202908,Existing Customer,39,M,5,College,Married,$80K - $120K,Blue,29,3,3,4,34198,1804,32394,0.934,4270,59,0.639,0.053, 720696558,Existing Customer,44,M,2,Graduate,Single,$80K - $120K,Blue,31,5,2,4,34516,1311,33205,0.6,4485,85,0.771,0.038, 788989083,Existing Customer,57,F,3,College,Single,$40K - $60K,Blue,44,3,1,2,2817,1864,953,0.7,4535,82,0.745,0.662, 720398958,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,43,6,2,3,2126,1257,869,0.632,4340,70,0.892,0.591, 716530533,Existing Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,36,3,1,4,2573,1640,933,0.873,4094,77,0.638,0.637, 714499908,Existing Customer,45,F,3,Unknown,Married,$40K - $60K,Blue,31,5,5,3,2016,1303,713,0.599,3243,63,0.615,0.646, 708879483,Existing Customer,48,F,1,College,Divorced,Less than $40K,Blue,36,6,3,0,4006,1646,2360,0.746,5006,89,0.534,0.411, 716044383,Existing Customer,41,F,3,High School,Unknown,Unknown,Blue,36,5,1,2,5869,0,5869,0.713,4191,65,0.857,0, 781320783,Attrited Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,41,3,2,3,4586,0,4586,0.812,2529,43,0.433,0, 711657783,Existing Customer,50,F,2,College,Single,Less than $40K,Blue,41,6,3,4,1438.3,0,1438.3,0.872,4617,67,0.634,0, 715423233,Existing Customer,46,M,5,Unknown,Married,$60K - $80K,Blue,35,3,3,3,1790,796,994,0.722,3539,57,0.966,0.445, 719264058,Existing Customer,51,F,0,Graduate,Married,Unknown,Blue,36,5,2,3,5862,2306,3556,0.807,4305,51,1.318,0.393, 711120333,Existing Customer,43,M,5,Unknown,Married,$60K - $80K,Blue,36,3,5,1,7411,1341,6070,0.799,4278,80,0.633,0.181, 714100008,Attrited Customer,47,F,2,College,Married,Less than $40K,Blue,36,6,2,3,5667,2517,3150,0.684,2176,38,0.267,0.444, 798030933,Existing Customer,47,M,4,College,Single,$60K - $80K,Blue,41,5,2,3,15594,0,15594,0.631,4745,75,0.786,0, 708223383,Attrited Customer,47,F,3,High School,Married,Unknown,Blue,39,6,3,4,11410,979,10431,1.049,2736,38,0.462,0.086, 708705783,Attrited Customer,47,M,3,Doctorate,Married,$60K - $80K,Blue,36,6,3,1,1584,1214,370,0.887,2628,41,0.64,0.766, 778949133,Existing Customer,44,M,1,Uneducated,Married,$80K - $120K,Blue,29,4,3,3,13298,1694,11604,0.824,3476,66,0.784,0.127, 709017258,Attrited Customer,51,F,2,Unknown,Married,Less than $40K,Blue,36,1,2,2,2114,0,2114,0.875,2872,45,0.5,0, 709161108,Attrited Customer,44,M,1,Unknown,Single,$60K - $80K,Blue,33,3,2,4,2540,0,2540,0.212,1531,31,0.107,0, 716842908,Existing Customer,41,F,5,Uneducated,Single,Less than $40K,Blue,30,4,2,1,1762,1051,711,0.785,4986,80,0.739,0.596, 787513533,Existing Customer,47,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,3,2245,1503,742,0.754,3344,54,0.543,0.669, 717949983,Existing Customer,47,M,1,Uneducated,Married,$40K - $60K,Blue,36,3,2,3,8168,2137,6031,0.659,3554,82,0.822,0.262, 714089658,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,36,3,2,1,2238,0,2238,0.452,2063,42,0.5,0, 718863258,Attrited Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,41,2,2,3,3881,2517,1364,0.815,2463,38,0.407,0.649, 717549408,Existing Customer,44,M,4,Graduate,Married,$80K - $120K,Blue,36,3,1,3,20485,0,20485,0.751,3024,51,1.04,0, 807600633,Existing Customer,44,F,2,Doctorate,Divorced,Unknown,Blue,39,6,4,1,9856,671,9185,0.662,5408,83,0.729,0.068, 770293758,Existing Customer,44,M,3,High School,Single,Less than $40K,Blue,38,6,1,2,2111,1047,1064,0.971,4830,82,0.952,0.496, 765584208,Existing Customer,43,F,3,Unknown,Divorced,Less than $40K,Blue,30,3,2,1,2905,2079,826,0.789,4444,84,0.909,0.716, 811989858,Existing Customer,49,M,4,Uneducated,Unknown,$60K - $80K,Silver,44,6,3,2,32244,0,32244,0.647,3501,65,0.757,0, 721276383,Existing Customer,47,F,2,Post-Graduate,Divorced,$40K - $60K,Blue,33,6,2,3,5624,1216,4408,0.691,3843,66,1,0.216, 708585933,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,1656,1429,227,0.777,4258,77,0.75,0.863, 713283933,Attrited Customer,42,M,2,Uneducated,Married,$40K - $60K,Blue,30,1,3,3,3032,0,3032,0.429,2273,44,0.517,0, 714915633,Attrited Customer,42,M,0,High School,Single,$60K - $80K,Blue,36,4,3,6,15699,0,15699,0.569,1793,40,0.6,0, 709236633,Existing Customer,40,F,3,Uneducated,Divorced,$40K - $60K,Blue,28,3,1,3,6608,2270,4338,0.75,4033,58,0.657,0.344, 827948133,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,43,4,2,4,5062,1423,3639,0.775,4535,68,0.417,0.281, 718946358,Existing Customer,44,M,3,Uneducated,Single,$40K - $60K,Blue,30,3,3,2,1547,0,1547,0.792,4348,63,0.615,0, 714400308,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Silver,49,3,1,1,11060,1647,9413,0.938,4545,83,0.766,0.149, 789670533,Existing Customer,41,F,2,High School,Married,$40K - $60K,Blue,26,5,1,2,1438.3,0,1438.3,0.66,4300,67,0.675,0, 770942283,Existing Customer,46,F,2,Unknown,Single,Less than $40K,Blue,33,4,3,2,3670,0,3670,0.797,4811,68,0.889,0, 827074758,Existing Customer,42,F,3,Uneducated,Single,Less than $40K,Blue,38,4,1,4,1538,868,670,0.828,5228,61,0.694,0.564, 818326083,Existing Customer,54,F,3,High School,Married,$40K - $60K,Blue,49,5,1,2,1438.3,886,552.3,0.822,4385,91,0.717,0.616, 712292133,Attrited Customer,45,F,3,College,Married,Less than $40K,Blue,36,4,2,4,2330,2294,36,0.456,2107,40,0.333,0.985, 709449333,Existing Customer,49,M,1,High School,Single,$60K - $80K,Blue,40,6,2,2,3170,1428,1742,0.876,4097,72,0.565,0.45, 788840283,Existing Customer,42,F,2,Post-Graduate,Divorced,Less than $40K,Blue,26,5,2,3,2120,1527,593,0.744,4741,86,0.72,0.72, 716013858,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,34,3,1,4,20231,1434,18797,0.543,5002,78,0.66,0.071, 712229283,Attrited Customer,48,F,4,Doctorate,Unknown,Unknown,Blue,24,4,2,3,1438.3,0,1438.3,0.738,2306,46,0.484,0, 751422258,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Blue,38,6,3,2,5583,0,5583,0.748,3317,71,0.821,0, 715691808,Existing Customer,41,F,3,Uneducated,Divorced,Less than $40K,Blue,30,5,3,4,7764,621,7143,0.67,3955,72,0.756,0.08, 794273283,Attrited Customer,51,M,3,Uneducated,Single,$80K - $120K,Blue,45,3,3,3,25670,0,25670,0.952,2709,51,0.645,0, 788838033,Attrited Customer,45,M,2,College,Single,$60K - $80K,Blue,29,3,2,4,3841,0,3841,0.794,2832,48,0.846,0, 712778658,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,39,4,3,3,2001,909,1092,0.772,4238,63,0.8,0.454, 789580908,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,37,3,2,2,8512,1471,7041,0.867,4056,81,0.841,0.173, 778965183,Existing Customer,47,F,3,Uneducated,Divorced,$40K - $60K,Blue,30,5,3,2,5869,2517,3352,0.505,4166,85,0.809,0.429, 714462558,Existing Customer,44,F,5,Unknown,Married,Unknown,Blue,36,4,2,3,5791,0,5791,0.645,4556,67,0.861,0, 789013833,Attrited Customer,50,M,2,High School,Married,$120K +,Silver,37,5,2,1,34516,399,34117,0.726,2118,41,0.519,0.012, 800869758,Existing Customer,49,M,3,Unknown,Married,$80K - $120K,Blue,43,6,1,1,2191,1414,777,0.635,3967,76,0.767,0.645, 807426033,Existing Customer,37,M,2,Unknown,Single,$60K - $80K,Blue,32,4,1,1,2865,1176,1689,0.665,3462,61,0.906,0.41, 720091083,Existing Customer,43,M,4,Graduate,Married,$120K +,Blue,31,6,1,3,6467,1887,4580,0.442,4098,61,0.605,0.292, 711918033,Attrited Customer,37,F,3,Unknown,Married,Less than $40K,Blue,17,3,1,3,1468,1074,394,0.697,2050,32,0.524,0.732, 709679658,Existing Customer,58,F,2,Graduate,Single,$40K - $60K,Blue,50,4,3,3,5386,0,5386,0.777,4846,84,0.68,0, 779296908,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,28,5,3,3,1438.3,576,862.3,0.774,5098,66,0.833,0.4, 720682308,Existing Customer,59,F,0,Uneducated,Single,Unknown,Blue,46,5,1,4,5402,892,4510,0.782,4770,83,0.596,0.165, 714084483,Attrited Customer,49,F,3,Uneducated,Single,Unknown,Blue,36,4,2,3,3855,211,3644,0.485,1724,34,0.308,0.055, 719495958,Attrited Customer,42,F,1,Unknown,Married,Less than $40K,Blue,36,3,3,4,2983,0,2983,0.865,2509,46,0.586,0, 789775308,Existing Customer,54,F,2,Doctorate,Divorced,Less than $40K,Blue,43,6,1,3,1438.3,1120,318.3,0.817,4880,77,0.75,0.779, 714726858,Attrited Customer,31,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,6,3,3,4871,0,4871,0.89,2773,34,0.789,0, 709749483,Existing Customer,40,F,2,Graduate,Unknown,Less than $40K,Blue,29,5,1,2,2636,1953,683,0.916,4584,70,0.591,0.741, 710926383,Existing Customer,32,F,2,Post-Graduate,Married,$40K - $60K,Blue,24,5,3,1,1553,1177,376,0.638,4549,68,0.659,0.758, 717172308,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,37,4,2,4,3304,0,3304,0.532,1731,32,0.28,0, 771795933,Attrited Customer,49,M,4,Unknown,Single,$120K +,Blue,38,3,3,4,34516,2517,31999,0.7,2376,55,0.486,0.073, 785024808,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,47,6,2,3,3378,2134,1244,0.541,4464,83,0.93,0.632, 710277183,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,27,3,2,4,2313,1775,538,0.773,4317,68,0.545,0.767, 714647808,Existing Customer,49,F,0,Graduate,Single,Less than $40K,Blue,39,4,3,0,2434,0,2434,0.788,4628,73,0.622,0, 709857033,Existing Customer,60,F,1,College,Single,$40K - $60K,Blue,50,5,1,3,1438.3,0,1438.3,0.578,4148,84,0.714,0, 714283458,Existing Customer,40,M,2,College,Single,$80K - $120K,Blue,36,5,1,4,14544,0,14544,0.768,4064,92,0.769,0, 804829533,Attrited Customer,59,M,0,High School,Single,$60K - $80K,Blue,54,3,6,6,24621,471,24150,0.85,2864,51,0.759,0.019, 716702358,Existing Customer,44,F,2,Unknown,Married,Less than $40K,Blue,33,5,3,2,2337,698,1639,0.836,4048,83,0.886,0.299, 720028683,Existing Customer,49,F,2,High School,Married,$40K - $60K,Blue,39,5,3,4,2720,1926,794,0.602,3806,61,0.794,0.708, 757044033,Existing Customer,44,M,2,Graduate,Unknown,$80K - $120K,Blue,37,3,1,3,1965,1021,944,0.516,3968,57,0.781,0.52, 719672283,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,39,4,2,4,33122,1587,31535,0.475,3145,63,0.75,0.048, 719054733,Existing Customer,52,F,0,Post-Graduate,Single,Less than $40K,Blue,40,4,3,2,1438.3,797,641.3,0.87,4673,69,0.568,0.554, 793336383,Existing Customer,47,F,1,High School,Married,Less than $40K,Blue,41,3,3,4,2709,2034,675,0.606,4915,92,0.84,0.751, 795599883,Attrited Customer,57,F,2,Uneducated,Married,Unknown,Blue,51,3,6,2,2404,284,2120,0.866,2511,51,0.5,0.118, 715650783,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,36,6,2,2,4499,0,4499,0.765,4906,75,0.667,0, 711819708,Attrited Customer,33,F,3,Post-Graduate,Unknown,Unknown,Blue,25,3,2,4,4734,2517,2217,0.483,2275,55,0.897,0.532, 713041683,Attrited Customer,55,M,2,Graduate,Married,$120K +,Blue,36,3,2,4,4697,0,4697,0.544,1867,34,0.478,0, 779544708,Existing Customer,50,M,2,Unknown,Married,$120K +,Gold,35,4,5,3,34516,668,33848,0.894,3931,77,0.791,0.019, 712967508,Existing Customer,47,M,3,Doctorate,Unknown,$60K - $80K,Blue,36,4,1,2,2572,1093,1479,0.615,5038,86,0.83,0.425, 710231433,Existing Customer,56,M,1,Uneducated,Unknown,$60K - $80K,Blue,43,5,1,4,3110,2378,732,0.974,3395,75,0.829,0.765, 817960533,Existing Customer,41,M,4,Unknown,Married,$60K - $80K,Blue,36,5,3,2,1734,857,877,0.752,4741,84,0.714,0.494, 713431008,Existing Customer,46,F,5,High School,Married,Unknown,Blue,36,5,3,0,3562,0,3562,0.753,4198,77,0.75,0, 709663608,Attrited Customer,43,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,4,1536,0,1536,0.571,1973,36,0.333,0, 754851783,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,32,4,2,2,19198,2218,16980,0.802,4423,90,0.667,0.116, 808743558,Existing Customer,42,F,3,High School,Married,Unknown,Blue,37,3,3,3,4540,2517,2023,0.89,4804,66,0.737,0.554, 778905033,Existing Customer,45,F,5,Graduate,Divorced,Less than $40K,Blue,26,3,5,2,1438.3,1226,212.3,0.638,3889,60,0.818,0.852, 720844008,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,45,6,2,2,1990,1747,243,0.924,5216,87,0.891,0.878, 714286383,Existing Customer,59,M,0,High School,Single,$120K +,Blue,36,4,3,3,3422,1039,2383,0.475,3337,65,0.512,0.304, 718767183,Existing Customer,45,F,4,Post-Graduate,Unknown,Less than $40K,Blue,36,6,3,1,2192,1464,728,0.66,4905,89,0.978,0.668, 712707408,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,33,4,2,2,5152,1713,3439,0.746,3919,57,1.036,0.332, 789859833,Existing Customer,41,M,4,Doctorate,Unknown,Less than $40K,Blue,31,6,2,1,2515,1767,748,0.665,4388,67,0.675,0.703, 812411058,Attrited Customer,49,F,0,Uneducated,Single,Less than $40K,Blue,44,3,3,2,2094,0,2094,0.897,2690,46,0.484,0, 712311258,Existing Customer,48,F,3,Uneducated,Single,$40K - $60K,Blue,36,5,3,3,1906,1259,647,0.932,4634,54,0.862,0.661, 778397358,Attrited Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,22,6,2,4,5096,0,5096,0.808,2574,43,0.483,0, 715340733,Existing Customer,39,M,1,High School,Unknown,$40K - $60K,Blue,28,5,2,4,2222,0,2222,0.843,4792,62,0.722,0, 797495958,Existing Customer,42,F,3,Unknown,Unknown,$40K - $60K,Blue,36,3,2,2,3015,0,3015,0.927,4277,80,0.951,0, 720384633,Existing Customer,48,M,3,Uneducated,Single,$40K - $60K,Blue,36,6,3,2,3786,0,3786,0.715,3403,70,0.489,0, 810868758,Existing Customer,39,M,3,Uneducated,Married,$40K - $60K,Blue,34,5,1,2,12078,1687,10391,0.482,2384,52,1.167,0.14, 719105433,Existing Customer,48,F,3,College,Single,Unknown,Blue,38,3,3,3,6448,1087,5361,0.868,4990,85,0.667,0.169, 715609533,Attrited Customer,47,F,3,Unknown,Single,Less than $40K,Blue,35,1,3,3,5398,0,5398,0.621,1887,36,0.333,0, 712160058,Attrited Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,51,5,5,4,1438.3,0,1438.3,0.656,2146,44,0.63,0, 779130108,Attrited Customer,33,F,0,Uneducated,Single,$40K - $60K,Blue,15,3,2,6,1438.3,0,1438.3,0.835,2527,49,0.69,0, 712335858,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,4,3,2,2620,2081,539,0.99,4867,67,0.763,0.794, 789643383,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,35,3,3,3,13435,0,13435,0.747,3575,56,1.154,0, 717733158,Existing Customer,43,F,3,Doctorate,Married,Less than $40K,Blue,29,4,2,3,3186,2517,669,0.59,4197,84,0.909,0.79, 713205108,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,27,3,1,1,1950,1062,888,0.48,3873,76,0.854,0.545, 719749083,Existing Customer,63,M,0,Doctorate,Single,Less than $40K,Blue,54,5,2,0,7098,2224,4874,0.864,3465,59,0.788,0.313, 811762383,Existing Customer,42,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,2250,1788,462,0.523,4908,71,1.152,0.795, 708710283,Existing Customer,45,M,5,Doctorate,Married,$120K +,Silver,36,6,1,4,34516,2038,32478,1.007,4067,75,1.206,0.059, 708542283,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,47,5,3,4,2495,2061,434,0.849,4399,70,0.707,0.826, 720667383,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,32,5,3,1,3086,2213,873,0.695,4684,81,0.8,0.717, 822952158,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,49,4,2,4,1520,0,1520,0.566,4256,73,0.622,0, 716922633,Attrited Customer,38,M,2,Uneducated,Single,$120K +,Blue,30,6,3,4,4043,2517,1526,0.602,2600,47,0.621,0.623, 709081683,Existing Customer,65,M,1,High School,Single,Less than $40K,Blue,54,3,1,3,4599,1438,3161,0.832,4208,69,0.865,0.313, 710211783,Attrited Customer,38,F,4,Unknown,Married,Less than $40K,Blue,26,3,2,2,1438.3,0,1438.3,0.777,2264,39,0.625,0, 720364158,Existing Customer,55,F,3,Graduate,Unknown,Unknown,Blue,36,4,3,3,7869,1251,6618,0.722,4314,83,0.729,0.159, 713064783,Existing Customer,60,F,1,Unknown,Unknown,$40K - $60K,Blue,48,3,3,4,5362,2057,3305,0.763,4205,83,0.766,0.384, 709873683,Existing Customer,60,M,0,Doctorate,Unknown,$40K - $60K,Silver,53,4,2,1,16541,1428,15113,0.846,4352,82,0.907,0.086, 758106108,Existing Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,38,3,2,1,7486,1758,5728,0.613,4604,70,0.707,0.235, 711445233,Existing Customer,42,F,5,Uneducated,Single,Less than $40K,Blue,36,6,3,1,1438.3,0,1438.3,0.813,4653,78,0.95,0, 778912683,Existing Customer,51,F,2,Graduate,Single,Unknown,Blue,32,3,3,1,8365,1504,6861,0.679,4778,88,0.956,0.18, 780496833,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,43,3,2,2,2846,0,2846,0.747,2122,44,0.419,0, 720057183,Existing Customer,49,F,4,Doctorate,Single,Less than $40K,Blue,42,5,1,4,7789,957,6832,0.724,3412,70,0.842,0.123, 789081408,Attrited Customer,44,F,4,Uneducated,Single,Less than $40K,Blue,32,6,3,4,1438.3,170,1268.3,0.889,2527,45,0.406,0.118, 720634683,Attrited Customer,48,F,2,College,Married,Unknown,Blue,37,5,2,4,2220,0,2220,0.737,2456,45,0.452,0, 808732458,Existing Customer,48,M,3,Unknown,Married,$120K +,Blue,43,5,3,0,6626,1558,5068,1.02,2838,49,1.333,0.235, 719947533,Existing Customer,46,F,2,Graduate,Married,Unknown,Blue,36,6,2,1,5547,0,5547,0.85,4585,79,0.795,0, 715452408,Existing Customer,37,F,2,Graduate,Divorced,Less than $40K,Blue,36,4,3,3,1734,987,747,0.879,4727,67,0.914,0.569, 718103733,Existing Customer,41,F,4,Unknown,Married,Less than $40K,Blue,31,4,3,4,2934,933,2001,0.898,4253,66,0.737,0.318, 788705358,Existing Customer,44,M,4,High School,Married,$120K +,Blue,33,4,1,4,14527,2070,12457,0.525,3965,58,0.568,0.142, 772105608,Existing Customer,48,F,4,Uneducated,Single,Less than $40K,Blue,37,6,3,4,2646,872,1774,0.865,4246,80,0.739,0.33, 718396533,Existing Customer,47,M,3,College,Single,$80K - $120K,Blue,38,5,3,3,8185,1556,6629,0.806,4527,83,0.93,0.19, 712949733,Existing Customer,46,M,5,High School,Single,$40K - $60K,Blue,37,3,2,3,6340,1985,4355,0.403,3536,61,0.419,0.313, 772036233,Existing Customer,62,M,1,Graduate,Single,$80K - $120K,Blue,51,6,2,3,5711,0,5711,0.583,4320,72,0.674,0, 713285058,Existing Customer,46,F,3,Doctorate,Single,Less than $40K,Blue,34,4,3,4,2258,1600,658,0.607,4275,76,0.551,0.709, 710289783,Attrited Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,25,5,2,4,2086,2007,79,1.051,2537,48,0.6,0.962, 780390108,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,34,3,1,2,3256,1013,2243,0.988,5079,81,0.841,0.311, 720585183,Existing Customer,50,M,3,High School,Married,$60K - $80K,Blue,35,3,3,2,14854,2136,12718,0.568,3659,68,0.581,0.144, 711831558,Existing Customer,49,M,4,College,Divorced,$120K +,Blue,41,3,1,1,7184,1207,5977,0.657,3244,58,1,0.168, 710854008,Existing Customer,48,M,3,Unknown,Unknown,$40K - $60K,Blue,37,3,2,4,6541,1119,5422,0.496,3902,63,0.432,0.171, 717017808,Existing Customer,62,M,0,Uneducated,Single,$40K - $60K,Blue,52,6,1,2,9065,641,8424,0.788,4693,83,0.627,0.071, 823615983,Attrited Customer,54,M,2,Uneducated,Single,$40K - $60K,Blue,50,2,1,3,3682,2517,1165,0.379,1642,35,0.25,0.684, 807587433,Attrited Customer,56,F,2,Doctorate,Married,Less than $40K,Blue,51,4,6,5,1438.3,0,1438.3,0.699,2229,40,0.6,0, 709987683,Attrited Customer,46,F,4,Graduate,Married,Unknown,Blue,36,4,3,4,2286,0,2286,1.057,2798,40,0.481,0, 714435408,Existing Customer,57,M,3,High School,Single,$80K - $120K,Blue,38,4,3,1,12663,1028,11635,0.791,3297,54,0.688,0.081, 718994583,Existing Customer,48,F,2,College,Single,Less than $40K,Blue,35,3,3,1,1438.3,816,622.3,0.842,4777,69,0.917,0.567, 793616883,Existing Customer,39,F,5,Graduate,Single,Less than $40K,Blue,33,5,2,2,1438.3,668,770.3,0.931,5205,78,0.773,0.464, 779978283,Existing Customer,45,F,3,High School,Married,Unknown,Blue,34,4,2,1,5056,0,5056,0.905,4428,78,0.696,0, 713370033,Attrited Customer,53,F,0,Graduate,Single,Less than $40K,Blue,40,4,1,4,1438.3,0,1438.3,0.503,2014,53,0.472,0, 710482533,Existing Customer,26,M,0,Unknown,Married,$120K +,Blue,17,4,2,1,30928,2005,28923,0.52,3863,72,0.756,0.065, 778830933,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Blue,21,3,2,0,1804,1040,764,1.002,5308,78,0.773,0.576, 736145283,Existing Customer,43,M,2,College,Married,$80K - $120K,Blue,24,6,1,4,1669,0,1669,0.698,3591,59,0.788,0, 778718658,Existing Customer,33,F,2,High School,Divorced,Unknown,Blue,15,3,3,4,9725,0,9725,0.75,4062,65,0.711,0, 719482008,Existing Customer,45,M,1,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,21696,1036,20660,0.965,3354,76,0.854,0.048, 715004808,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,39,5,3,1,2992,1845,1147,0.707,4339,84,0.75,0.617, 720014358,Existing Customer,38,F,1,Doctorate,Single,Less than $40K,Blue,26,5,2,4,1934,985,949,0.72,4019,78,0.857,0.509, 718208358,Existing Customer,43,M,5,Uneducated,Married,$120K +,Blue,31,4,3,4,34516,830,33686,0.54,3789,57,0.541,0.024, 713380308,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,36,6,2,1,1734,0,1734,0.593,4092,76,1.054,0, 716477133,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,32,3,3,4,1438.3,838,600.3,0.61,3910,75,0.63,0.583, 713949858,Attrited Customer,39,F,2,Doctorate,Married,Less than $40K,Blue,36,4,3,4,1438.3,886,552.3,0.24,1674,42,0.312,0.616, 827619933,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Blue,44,3,1,2,9673,0,9673,0.655,3541,87,0.851,0, 779135808,Existing Customer,56,F,2,Doctorate,Single,$40K - $60K,Blue,38,5,1,4,3609,1026,2583,0.67,4318,81,0.588,0.284, 719751483,Attrited Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,36,4,3,1,1438.3,576,862.3,0.849,2567,48,0.6,0.4, 708219858,Existing Customer,39,M,2,Graduate,Single,$40K - $60K,Blue,26,6,3,2,6423,0,6423,1.051,4295,70,0.795,0, 779681433,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,4,14899,0,14899,0.381,1519,26,0.368,0, 720169383,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,41,3,1,1,3224,2111,1113,0.601,3707,74,0.682,0.655, 718056033,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,34,5,3,2,4135,1606,2529,0.734,3334,56,0.6,0.388, 789226683,Existing Customer,44,M,1,Unknown,Married,$60K - $80K,Blue,33,6,2,3,4969,1187,3782,0.714,3878,82,0.783,0.239, 822902508,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,37,3,3,3,8376,1219,7157,0.644,4015,77,0.75,0.146, 780462183,Existing Customer,44,M,2,Unknown,Single,$80K - $120K,Blue,31,5,5,2,3454,2065,1389,0.816,4026,67,0.718,0.598, 715502808,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,4,3,2,25944,1987,23957,0.566,4442,76,0.767,0.077, 788755158,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,29,4,3,1,1438.3,535,903.3,0.678,3016,80,0.739,0.372, 780038058,Attrited Customer,38,F,0,High School,Single,Less than $40K,Blue,22,3,2,5,1556,0,1556,0.69,2283,46,0.586,0, 709536483,Attrited Customer,57,M,3,Graduate,Married,$60K - $80K,Blue,49,5,0,3,8701,215,8486,0.527,1999,41,0.414,0.025, 712563408,Attrited Customer,33,M,2,Uneducated,Single,$40K - $60K,Blue,18,1,1,6,5600,2517,3083,0.628,2296,46,0.586,0.449, 771222558,Existing Customer,45,F,3,Graduate,Unknown,Less than $40K,Blue,32,6,1,3,2900,2018,882,0.705,4467,79,0.756,0.696, 708145908,Existing Customer,61,F,0,Graduate,Married,$40K - $60K,Blue,50,3,3,0,4906,2185,2721,0.66,3999,71,1.088,0.445, 717755058,Existing Customer,41,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,4,2687,1317,1370,0.58,4096,76,0.727,0.49, 789109983,Existing Customer,40,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,4,4464,1418,3046,0.92,3870,73,0.46,0.318, 802600233,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,45,5,1,3,1438.3,869,569.3,0.791,4124,59,0.967,0.604, 720449208,Existing Customer,34,F,1,College,Married,Less than $40K,Blue,16,6,1,4,2221,1814,407,0.82,4758,64,0.641,0.817, 719557983,Existing Customer,42,M,4,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2966,2371,595,0.969,4416,83,0.844,0.799, 766111383,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,31,4,2,4,1593,1091,502,0.87,4136,67,0.718,0.685, 789367083,Existing Customer,41,F,2,Uneducated,Single,Less than $40K,Blue,31,5,3,3,2450,1490,960,0.747,3778,64,0.684,0.608, 710538183,Existing Customer,53,F,3,Graduate,Divorced,Less than $40K,Blue,42,3,2,4,1529,563,966,0.785,4220,83,0.844,0.368, 708534033,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Blue,36,5,2,2,6274,883,5391,0.626,4726,82,0.708,0.141, 716739258,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,33,5,2,4,1438.3,0,1438.3,0.679,3932,62,0.771,0, 788940558,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,27,6,1,2,2134,1085,1049,0.656,4224,75,1.027,0.508, 714722808,Existing Customer,50,M,1,College,Married,$80K - $120K,Blue,33,5,3,2,17158,1211,15947,0.778,4153,91,0.685,0.071, 713249883,Existing Customer,51,F,2,Uneducated,Married,$40K - $60K,Blue,36,6,3,3,3359,873,2486,0.785,4572,81,0.688,0.26, 714207483,Existing Customer,47,M,3,Graduate,Married,$80K - $120K,Blue,41,6,1,4,11997,1424,10573,0.749,4125,80,0.86,0.119, 720068808,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Blue,32,3,3,2,3302,1980,1322,0.625,3899,65,0.711,0.6, 778601733,Attrited Customer,55,F,3,High School,Single,$40K - $60K,Blue,47,5,4,3,2687,1689,998,0.714,2370,34,0.789,0.629, 709779258,Existing Customer,53,F,3,Post-Graduate,Married,Less than $40K,Blue,43,4,3,4,1438.3,0,1438.3,0.939,4075,71,0.614,0, 713696808,Attrited Customer,46,F,3,High School,Married,Less than $40K,Blue,39,3,3,0,1801,316,1485,0.494,2252,42,0.4,0.175, 720044658,Attrited Customer,53,M,1,Post-Graduate,Single,$60K - $80K,Blue,46,6,2,4,4573,2076,2497,0.839,2720,46,0.484,0.454, 716373483,Attrited Customer,48,F,5,Graduate,Married,Less than $40K,Blue,40,4,3,2,2860,2517,343,0.38,1544,45,0.364,0.88, 714305508,Existing Customer,46,F,3,Uneducated,Married,$40K - $60K,Blue,36,6,3,2,13387,0,13387,0.746,3706,81,0.62,0, 712202433,Existing Customer,46,F,2,High School,Single,Less than $40K,Blue,36,3,3,4,2283,1020,1263,0.944,3687,68,1.125,0.447, 716600733,Attrited Customer,47,F,4,Unknown,Married,Less than $40K,Blue,36,3,3,3,2033,228,1805,0.904,2572,43,0.72,0.112, 778372158,Existing Customer,49,F,5,High School,Married,$40K - $60K,Blue,33,6,3,2,2506,1549,957,0.752,4747,91,0.936,0.618, 714176133,Existing Customer,47,F,1,Uneducated,Single,Less than $40K,Blue,36,5,2,3,1438.3,735,703.3,0.762,4220,87,0.673,0.511, 708969633,Existing Customer,42,M,4,Uneducated,Unknown,$80K - $120K,Blue,36,6,5,1,2447,2195,252,0.717,4544,80,0.667,0.897, 715765758,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,41,5,2,4,1438.3,814,624.3,0.675,4217,72,0.5,0.566, 803097333,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,35,3,3,4,10873,1514,9359,0.879,5089,82,0.783,0.139, 710411358,Attrited Customer,39,F,4,College,Married,$40K - $60K,Blue,28,4,2,4,7596,2199,5397,0.633,2164,45,0.5,0.289, 715660308,Attrited Customer,54,F,3,College,Married,Less than $40K,Blue,44,5,3,2,2921,2412,509,0.823,2612,33,0.375,0.826, 711866358,Existing Customer,42,F,3,High School,Single,$40K - $60K,Blue,30,4,2,3,10136,0,10136,0.428,4429,78,0.472,0, 710738883,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,36,4,2,3,2187,1094,1093,0.843,4222,61,0.649,0.5, 717822108,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Blue,48,3,2,3,3302,2517,785,0.785,4613,85,0.932,0.762, 714407058,Existing Customer,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,29,3,2,1,30997,2330,28667,0.65,3821,81,0.841,0.075, 710744433,Existing Customer,48,F,1,Uneducated,Single,Less than $40K,Blue,38,5,2,0,2578,2424,154,0.517,4077,78,0.625,0.94, 778959258,Attrited Customer,51,F,1,Unknown,Married,Less than $40K,Blue,32,5,3,3,1438.3,0,1438.3,0.905,2585,45,0.5,0, 713320008,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,2,3034,468,2566,0.553,4172,66,0.784,0.154, 766795983,Existing Customer,46,F,1,Unknown,Single,Less than $40K,Blue,40,4,2,2,1438.3,0,1438.3,0.756,4692,91,0.596,0, 716256483,Existing Customer,50,F,2,Graduate,Single,Unknown,Blue,36,6,2,4,2611,1824,787,0.711,4232,80,0.633,0.699, 712364283,Existing Customer,54,F,2,Doctorate,Married,$40K - $60K,Blue,43,5,3,2,2222,1398,824,0.785,3960,79,0.756,0.629, 714620358,Attrited Customer,37,F,2,Graduate,Divorced,Less than $40K,Blue,30,3,3,4,3328,2517,811,0.553,2196,47,0.621,0.756, 709145958,Attrited Customer,43,F,3,Unknown,Married,Less than $40K,Blue,36,2,2,2,2440,1002,1438,0.061,1533,42,0.105,0.411, 709787733,Existing Customer,54,F,4,College,Single,Unknown,Blue,48,3,2,2,9723,1307,8416,0.803,4043,76,0.9,0.134, 809071083,Existing Customer,60,F,1,Graduate,Single,Less than $40K,Blue,55,4,1,0,2346,2150,196,0.666,4592,90,0.8,0.916, 721165608,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Silver,36,3,6,3,26142,0,26142,0.651,3969,78,0.902,0, 716668308,Attrited Customer,39,F,4,High School,Single,Unknown,Blue,36,3,2,4,12405,0,12405,0.949,3151,39,0.444,0, 708760458,Existing Customer,47,M,1,High School,Single,$80K - $120K,Blue,36,4,3,4,17655,0,17655,0.583,3692,79,0.549,0, 720333783,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,33,3,1,4,4941,786,4155,0.833,3822,50,1.083,0.159, 789212883,Attrited Customer,30,F,1,Uneducated,Divorced,Less than $40K,Blue,19,6,1,2,1644,0,1644,0.82,2533,44,0.517,0, 711341433,Existing Customer,34,F,2,Graduate,Single,Unknown,Blue,24,6,3,3,3095,2010,1085,0.668,3901,77,0.711,0.649, 720235608,Existing Customer,60,F,0,Graduate,Unknown,Less than $40K,Blue,36,4,3,1,3828,0,3828,0.599,4470,58,0.812,0, 716890533,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,36,6,2,2,2182,1722,460,0.937,5377,86,0.654,0.789, 708491508,Existing Customer,51,M,2,Unknown,Single,$60K - $80K,Blue,42,3,3,2,13906,1430,12476,0.772,3856,68,1.061,0.103, 718542858,Existing Customer,50,M,1,High School,Married,$80K - $120K,Blue,36,6,3,2,10588,994,9594,0.786,4623,84,0.585,0.094, 717750858,Existing Customer,32,F,2,Post-Graduate,Single,Less than $40K,Blue,16,3,3,2,2973,2446,527,0.612,3769,78,0.95,0.823, 712450008,Attrited Customer,50,F,2,Post-Graduate,Married,Unknown,Blue,36,5,2,4,4045,0,4045,0.66,2438,41,0.464,0, 827628408,Existing Customer,40,M,4,Graduate,Married,$80K - $120K,Blue,36,3,3,2,2165,1465,700,0.622,3672,64,0.73,0.677, 713492583,Attrited Customer,34,F,2,Graduate,Married,Less than $40K,Blue,29,5,2,2,5845,0,5845,0.504,2308,35,0.591,0, 718054833,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,37,6,3,4,15341,1016,14325,0.709,2916,65,0.548,0.066, 788770908,Existing Customer,45,M,4,College,Married,$60K - $80K,Blue,26,6,2,2,3035,1498,1537,0.903,4275,67,0.675,0.494, 710175783,Existing Customer,45,F,3,High School,Single,Unknown,Blue,25,4,2,1,1986,1042,944,0.593,4303,59,0.788,0.525, 715429608,Existing Customer,45,F,3,College,Married,Less than $40K,Blue,37,4,3,1,4602,1517,3085,1.292,3520,66,1,0.33, 714058308,Attrited Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,5,3,4,2689,2384,305,0.365,1941,53,0.656,0.887, 717965808,Existing Customer,65,M,0,Unknown,Single,$40K - $60K,Blue,54,5,1,4,9383,829,8554,0.515,5783,73,0.622,0.088, 709265208,Existing Customer,47,F,4,Graduate,Single,Less than $40K,Blue,37,4,3,2,1438.3,780,658.3,0.66,4422,59,0.844,0.542, 713114133,Attrited Customer,42,F,2,Uneducated,Single,Less than $40K,Blue,23,4,2,3,1443,0,1443,0.529,2092,38,0.31,0, 721349883,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,1,2847,2082,765,0.787,3672,59,0.553,0.731, 758965158,Existing Customer,44,M,5,High School,Single,$80K - $120K,Blue,37,4,2,3,15638,1729,13909,0.843,4396,83,0.566,0.111, 749722908,Existing Customer,43,M,2,Post-Graduate,Married,$120K +,Blue,36,3,3,2,10700,1346,9354,0.639,4054,68,0.7,0.126, 709495833,Attrited Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,4,1438.3,0,1438.3,0.421,1944,36,0.5,0, 717575958,Attrited Customer,50,F,1,Post-Graduate,Married,$40K - $60K,Blue,41,6,3,3,1694,479,1215,0.838,2349,42,0.312,0.283, 714406158,Attrited Customer,53,F,3,High School,Divorced,Unknown,Blue,36,4,3,6,7939,0,7939,0.551,2269,42,0.312,0, 767243208,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,35,3,2,2,2555,1587,968,1.088,4193,79,0.881,0.621, 711515433,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,36,3,1,2,2850,2517,333,0.625,4320,85,0.735,0.883, 720190908,Existing Customer,59,M,1,High School,Single,$60K - $80K,Blue,51,6,2,4,8973,1300,7673,0.568,4699,72,0.714,0.145, 818814933,Existing Customer,58,F,1,Unknown,Single,$40K - $60K,Blue,53,3,3,1,6960,1536,5424,0.437,3112,79,0.549,0.221, 719794383,Existing Customer,60,F,2,College,Married,Less than $40K,Blue,41,6,2,2,4167,0,4167,0.917,5039,85,0.809,0, 709766808,Existing Customer,49,F,2,Uneducated,Married,Unknown,Blue,36,4,3,2,5099,1178,3921,0.912,3819,82,0.864,0.231, 709666908,Existing Customer,42,F,4,Graduate,Divorced,Unknown,Blue,36,3,3,1,2782,1782,1000,0.853,4669,93,0.755,0.641, 794653983,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,27,3,1,4,1480,1017,463,1.008,5245,80,0.86,0.687, 716593533,Existing Customer,56,M,1,High School,Single,$80K - $120K,Blue,45,4,1,3,5070,0,5070,1.01,3651,76,0.652,0, 714113658,Existing Customer,52,M,2,Unknown,Single,$80K - $120K,Blue,41,3,3,1,2757,1425,1332,0.574,3992,76,1.054,0.517, 708776658,Existing Customer,54,M,2,Unknown,Married,$80K - $120K,Blue,43,6,3,2,5774,1519,4255,0.458,4444,70,0.667,0.263, 712225008,Existing Customer,55,M,2,Graduate,Married,$60K - $80K,Blue,44,6,6,3,6054,1103,4951,0.613,3998,80,0.739,0.182, 787450758,Existing Customer,57,M,1,Unknown,Single,$60K - $80K,Blue,43,3,3,1,19090,0,19090,0.53,4712,88,0.517,0, 789099783,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,31,6,3,3,2069,839,1230,0.923,4117,70,0.707,0.406, 711751533,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,37,3,1,3,2447,1973,474,0.476,4784,75,0.562,0.806, 708367908,Existing Customer,56,F,1,Uneducated,Married,Less than $40K,Blue,47,6,1,2,3022,1627,1395,0.835,4390,82,0.783,0.538, 714951858,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,36,5,1,3,4473,0,4473,0.543,4047,56,0.75,0, 720436008,Existing Customer,54,F,1,Doctorate,Unknown,Less than $40K,Blue,43,4,6,4,5267,0,5267,0.631,4196,81,0.588,0, 718984533,Existing Customer,37,M,3,Graduate,Single,$80K - $120K,Blue,29,6,2,4,7199,1274,5925,0.639,4552,100,0.786,0.177, 716982483,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,38,3,4,2,1438.3,0,1438.3,0.584,4497,79,0.612,0, 708681708,Attrited Customer,51,F,2,Unknown,Single,Less than $40K,Blue,43,5,3,2,3245,0,3245,0.553,1977,29,0.261,0, 720202008,Existing Customer,47,F,5,Unknown,Single,$40K - $60K,Blue,40,4,3,4,3888,2517,1371,0.641,4377,88,0.725,0.647, 714483033,Existing Customer,45,F,5,Unknown,Married,Unknown,Blue,40,3,2,2,14728,0,14728,0.708,4660,85,0.735,0, 711468708,Attrited Customer,38,F,4,High School,Single,$40K - $60K,Blue,31,4,3,2,1438.3,0,1438.3,0.406,1986,52,0.486,0, 821724483,Attrited Customer,48,M,4,Unknown,Single,$40K - $60K,Blue,43,2,3,2,11272,1744,9528,0.347,1455,34,0.214,0.155, 716402508,Existing Customer,49,F,3,Graduate,Unknown,Less than $40K,Blue,36,4,3,3,2705,1681,1024,0.577,4265,87,0.776,0.621, 721189008,Existing Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,27,4,2,4,12270,0,12270,0.543,4578,67,0.811,0, 712867983,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,43,6,1,4,3006,633,2373,0.733,5177,66,0.65,0.211, 713814408,Existing Customer,39,M,2,Uneducated,Single,$80K - $120K,Blue,36,6,2,4,7901,1184,6717,0.863,3667,66,0.784,0.15, 716671983,Existing Customer,38,M,0,High School,Single,$80K - $120K,Blue,29,3,3,2,5983,1885,4098,0.601,4141,65,0.711,0.315, 708252108,Existing Customer,64,M,0,College,Single,$40K - $60K,Blue,53,6,3,2,7362,1907,5455,0.693,4065,65,0.711,0.259, 717212958,Existing Customer,55,M,2,Doctorate,Single,$80K - $120K,Blue,36,6,3,3,3046,2415,631,0.492,3153,57,0.583,0.793, 713048733,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,40,3,1,1,34516,1871,32645,0.356,4054,75,0.364,0.054, 779841483,Attrited Customer,55,F,1,Doctorate,Married,Unknown,Blue,39,1,3,3,12972,1424,11548,0.525,2238,36,0.2,0.11, 710701233,Existing Customer,44,F,5,Graduate,Single,Unknown,Blue,37,3,1,1,17785,1259,16526,0.806,3890,72,1.118,0.071, 718837683,Existing Customer,55,M,2,High School,Single,$120K +,Blue,49,6,3,4,3029,1505,1524,0.56,2394,50,0.471,0.497, 718127958,Existing Customer,58,M,0,Graduate,Divorced,Unknown,Blue,36,4,2,2,9097,1656,7441,0.813,4174,85,0.7,0.182, 718685358,Existing Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,44,6,1,4,1438.3,0,1438.3,0.827,4488,84,0.826,0, 771559158,Existing Customer,58,M,3,Uneducated,Unknown,$80K - $120K,Blue,46,3,1,3,2375,1163,1212,0.917,4769,80,0.905,0.49, 710138883,Attrited Customer,47,F,3,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,8109,0,8109,0.601,1835,43,0.344,0, 711197658,Existing Customer,53,F,1,Post-Graduate,Single,$40K - $60K,Blue,43,5,1,0,2618,2026,592,0.669,4198,68,0.619,0.774, 709045683,Existing Customer,42,F,3,Uneducated,Married,Unknown,Blue,30,3,2,1,3549,0,3549,0.584,3921,63,0.8,0, 708272808,Existing Customer,45,M,5,Graduate,Single,Less than $40K,Blue,36,4,2,1,2718,1474,1244,0.71,3542,59,0.639,0.542, 720292983,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,51,6,1,2,2230,1796,434,0.637,4929,61,0.488,0.805, 709112508,Attrited Customer,42,F,3,College,Single,Less than $40K,Blue,36,3,3,4,3802,1300,2502,0.627,2165,36,0.385,0.342, 712840608,Existing Customer,55,F,2,Uneducated,Married,Less than $40K,Blue,43,6,2,3,2736,993,1743,1.06,4078,85,0.977,0.363, 788920308,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,37,3,2,1,2258,1250,1008,0.611,4368,75,0.596,0.554, 718160358,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Blue,39,5,3,2,1438.3,0,1438.3,0.885,2492,35,0.296,0, 719325783,Attrited Customer,65,M,2,Unknown,Single,Less than $40K,Blue,36,4,2,3,2954,2517,437,0.619,1909,28,0.474,0.852, 712885533,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,31,6,3,2,11882,1472,10410,0.413,3291,62,0.722,0.124, 719268333,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,36,5,3,4,1438.3,0,1438.3,0.929,4205,88,0.66,0, 721004133,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,25,6,2,2,1438.3,538,900.3,0.675,4093,73,0.659,0.374, 714103908,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,36,4,2,2,2778,743,2035,0.812,4515,74,0.51,0.267, 771502383,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,42,3,5,4,2474,1539,935,0.649,4884,80,0.509,0.622, 713014533,Existing Customer,54,F,3,Unknown,Single,$40K - $60K,Blue,43,6,3,4,5632,1596,4036,0.951,3557,64,1.065,0.283, 713980383,Attrited Customer,49,F,3,Graduate,Single,Unknown,Blue,38,1,2,4,11025,0,11025,0.501,1902,28,0.273,0, 711294258,Existing Customer,43,F,1,Graduate,Single,Less than $40K,Blue,38,3,3,3,2642,2377,265,0.829,4780,88,0.725,0.9, 719954733,Existing Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,28,5,6,3,30357,1255,29102,0.788,4435,68,0.889,0.041, 711561933,Existing Customer,57,F,1,Uneducated,Divorced,Less than $40K,Blue,47,6,6,1,2201,1420,781,0.762,4256,70,0.591,0.645, 826077033,Attrited Customer,46,F,2,Unknown,Married,Less than $40K,Blue,42,1,0,4,2002,0,2002,0.803,2423,39,0.857,0, 711555483,Existing Customer,43,F,3,High School,Unknown,Unknown,Blue,36,3,3,2,8777,2517,6260,0.696,4551,83,0.729,0.287, 715194183,Attrited Customer,53,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,4,2575,411,2164,0.833,2423,43,0.593,0.16, 716929233,Existing Customer,43,F,3,Post-Graduate,Single,$40K - $60K,Blue,24,3,3,4,5182,1607,3575,0.874,5235,92,0.586,0.31, 709014558,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,42,3,3,2,3783,0,3783,0.59,4383,82,0.783,0, 710636208,Existing Customer,51,M,3,Uneducated,Married,$120K +,Blue,40,3,5,3,34516,0,34516,0.922,3847,74,0.805,0, 815525508,Existing Customer,46,F,3,High School,Unknown,Less than $40K,Blue,41,2,1,4,1515,0,1515,0.819,3894,60,0.818,0, 718746933,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,47,6,3,4,2865,2022,843,0.547,3441,66,0.65,0.706, 715686183,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,34,6,2,1,2711,0,2711,0.636,4795,65,1.031,0, 741778458,Existing Customer,54,F,2,Unknown,Single,Less than $40K,Blue,47,3,2,3,2341,1550,791,0.656,3406,57,1.478,0.662, 801056358,Existing Customer,51,M,1,High School,Single,$80K - $120K,Blue,45,6,1,3,13287,1864,11423,0.603,3851,75,0.705,0.14, 709486158,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,20,5,1,3,1438.3,0,1438.3,0.896,4530,72,0.636,0, 713826183,Attrited Customer,41,M,3,High School,Unknown,$40K - $60K,Blue,33,4,3,4,1639,0,1639,0.481,2242,44,0.571,0, 803342358,Existing Customer,55,M,3,Graduate,Married,$60K - $80K,Blue,49,3,1,4,5668,2517,3151,0.704,3382,56,0.931,0.444, 780292683,Attrited Customer,55,M,1,Uneducated,Single,$120K +,Blue,41,3,4,4,24542,2354,22188,0.314,984,24,0.263,0.096, 788646858,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,29,6,3,1,1959,1268,691,0.731,4275,61,0.649,0.647, 711116133,Attrited Customer,50,F,1,Uneducated,Single,Less than $40K,Blue,37,3,2,4,1838,0,1838,0.743,2461,47,1.136,0, 708584208,Attrited Customer,36,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,2,4,3111,2517,594,0.646,2367,41,0.519,0.809, 789097833,Existing Customer,39,F,0,High School,Single,Less than $40K,Blue,27,4,3,3,3927,720,3207,0.63,4230,93,0.898,0.183, 709443633,Existing Customer,38,F,1,Uneducated,Married,Less than $40K,Blue,26,5,1,1,4345,838,3507,0.593,4770,62,0.722,0.193, 767280633,Existing Customer,46,F,2,Graduate,Unknown,Less than $40K,Blue,39,5,2,2,3003,1454,1549,0.595,4378,96,0.548,0.484, 713096583,Attrited Customer,40,F,1,High School,Single,Less than $40K,Blue,36,4,3,2,1438.3,544,894.3,0.543,2294,40,0.739,0.378, 721033908,Existing Customer,58,M,1,Uneducated,Single,$60K - $80K,Blue,46,6,3,1,2541,1053,1488,0.926,4552,82,0.745,0.414, 756025233,Attrited Customer,43,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,2,2422,1014,1408,0.688,2437,44,0.467,0.419, 711977508,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,43,1,2,4,1440,1211,229,0.465,2141,40,0.481,0.841, 772076208,Existing Customer,58,M,4,College,Single,$80K - $120K,Blue,47,6,3,0,26108,1146,24962,0.476,3677,70,0.892,0.044, 710666583,Attrited Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,4,2516,2312,204,0.625,2321,36,0.5,0.919, 712369308,Attrited Customer,48,F,4,Doctorate,Divorced,$40K - $60K,Blue,35,4,3,2,3646,1047,2599,0.633,1969,38,0.52,0.287, 794784633,Existing Customer,61,F,0,Uneducated,Single,$40K - $60K,Blue,55,6,1,2,2214,2123,91,0.64,4478,77,0.791,0.959, 716437533,Existing Customer,51,M,2,College,Single,$80K - $120K,Blue,43,5,3,3,11862,0,11862,0.52,4101,88,0.66,0, 715109508,Existing Customer,44,F,3,College,Married,Unknown,Blue,36,3,1,4,8729,1427,7302,0.829,5347,96,0.524,0.163, 795392433,Existing Customer,35,F,2,Uneducated,Single,Unknown,Blue,29,3,1,1,2423,0,2423,0.663,4651,69,0.568,0, 712721358,Attrited Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,36,5,3,2,4073,2517,1556,0.575,2059,43,0.433,0.618, 720118908,Existing Customer,26,M,0,Graduate,Married,Less than $40K,Blue,36,5,2,4,9916,0,9916,0.793,3477,65,0.667,0, 799486158,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,4,1438.3,949,489.3,0.736,4222,65,0.667,0.66, 718980633,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,36,3,3,3,6452,1151,5301,0.884,4835,84,0.714,0.178, 717336408,Attrited Customer,51,F,1,Doctorate,Single,Less than $40K,Blue,45,5,3,1,1952,1411,541,0.642,2452,44,0.63,0.723, 709546608,Existing Customer,37,F,2,Uneducated,Married,Less than $40K,Blue,36,6,5,4,1438.3,647,791.3,0.889,4803,64,0.684,0.45, 823624158,Existing Customer,53,F,2,Doctorate,Single,Unknown,Blue,49,3,2,2,4500,0,4500,0.761,4579,78,0.814,0, 771688983,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,41,4,1,2,2252,1811,441,0.68,4201,68,1.125,0.804, 708701358,Existing Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,3,2370,2031,339,0.889,4000,79,0.975,0.857, 712048008,Existing Customer,56,F,4,High School,Single,$40K - $60K,Blue,44,3,2,2,2610,1988,622,0.576,4127,69,0.533,0.762, 710712783,Existing Customer,52,F,4,Unknown,Married,Less than $40K,Blue,41,3,3,3,2294,1787,507,0.748,3904,76,0.854,0.779, 716626008,Existing Customer,51,F,2,Graduate,Divorced,Unknown,Blue,36,4,3,4,5062,1659,3403,0.836,4243,102,0.672,0.328, 718284408,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,30,5,2,2,2415,1452,963,0.609,3970,68,0.619,0.601, 717414933,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,45,3,3,3,2918,2049,869,0.501,3818,61,0.605,0.702, 713032233,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,36,5,1,4,2708,2271,437,0.61,4812,83,0.766,0.839, 714234858,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,5,1,4,3666,1739,1927,0.779,4735,84,0.826,0.474, 714818058,Existing Customer,36,F,4,High School,Married,$40K - $60K,Blue,30,3,3,1,1438.3,0,1438.3,0.71,4591,74,0.644,0, 708731658,Attrited Customer,53,F,0,High School,Married,Less than $40K,Blue,41,3,3,4,1438.3,0,1438.3,0.387,1587,42,0.448,0, 708706833,Attrited Customer,39,F,3,Uneducated,Divorced,Unknown,Blue,36,4,3,3,2809,0,2809,0.854,2466,40,0.538,0, 780100533,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,31,5,2,4,26303,2376,23927,0.583,3586,67,0.914,0.09, 711712983,Existing Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,46,6,2,3,15982,0,15982,0.687,4503,80,0.667,0, 712549758,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,25,6,2,1,25060,0,25060,0.758,3749,61,0.743,0, 713348433,Existing Customer,42,F,3,High School,Single,$40K - $60K,Blue,29,6,3,2,1545,751,794,0.551,4477,62,0.59,0.486, 820599333,Existing Customer,43,F,5,Graduate,Single,Less than $40K,Blue,38,6,2,2,1438.3,604,834.3,0.771,4469,85,0.932,0.42, 787261008,Existing Customer,43,M,1,Post-Graduate,Unknown,$60K - $80K,Blue,37,4,3,4,4112,1128,2984,0.587,4446,75,0.667,0.274, 778343958,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,0,1451,0,1451,0.5,3866,72,0.714,0, 788407833,Existing Customer,49,F,4,Graduate,Single,Unknown,Blue,42,5,3,2,16424,1368,15056,0.55,4025,79,0.881,0.083, 760807608,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,41,5,3,4,2340,1680,660,0.791,4751,83,0.804,0.718, 771108933,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,34,5,3,4,1926,879,1047,0.536,4385,71,0.614,0.456, 715954158,Attrited Customer,48,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,4,2954,931,2023,0.575,2433,29,0.381,0.315, 715499058,Attrited Customer,36,F,2,High School,Married,$40K - $60K,Blue,36,4,3,2,1848,0,1848,0.906,2775,33,0.435,0, 717995958,Existing Customer,47,F,3,Unknown,Married,Unknown,Blue,38,5,1,4,1634,1463,171,0.873,4397,72,0.565,0.895, 718736883,Existing Customer,49,F,3,Uneducated,Single,Less than $40K,Blue,36,4,1,4,4328,2058,2270,0.835,3421,61,1.033,0.476, 721045608,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,32,6,3,3,2943,2131,812,0.597,4554,75,0.562,0.724, 715215108,Existing Customer,54,F,2,Unknown,Married,Less than $40K,Blue,46,4,3,3,2611,1573,1038,0.902,4899,68,0.581,0.602, 795823383,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,37,5,1,3,2419,0,2419,0.762,3888,63,0.853,0, 718338708,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,38,5,2,2,5481,0,5481,0.784,3380,73,0.78,0, 713588958,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,25,4,1,1,2129,1507,622,0.636,3655,70,0.667,0.708, 710120358,Existing Customer,40,M,3,Unknown,Married,$60K - $80K,Blue,27,6,2,4,9026,2312,6714,0.561,2229,37,0.762,0.256, 809582058,Existing Customer,48,M,2,Unknown,Unknown,$40K - $60K,Blue,43,5,2,2,1761,1249,512,0.936,4410,73,0.622,0.709, 709199358,Attrited Customer,60,M,1,Uneducated,Married,Less than $40K,Blue,36,1,3,4,3316,0,3316,0.372,1684,19,0.188,0, 821889858,Attrited Customer,50,F,1,Doctorate,Single,Unknown,Blue,46,6,4,3,1970,1477,493,0.662,2493,44,0.571,0.75, 815324433,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,41,6,3,1,1438.3,0,1438.3,0.921,4200,86,0.536,0, 793656633,Existing Customer,35,F,3,Uneducated,Married,Unknown,Blue,29,3,3,1,2278,1303,975,0.645,5101,76,0.617,0.572, 713246208,Existing Customer,65,M,1,Unknown,Single,$40K - $60K,Blue,56,6,2,4,13364,1318,12046,1.063,4548,54,0.862,0.099, 711493158,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,36,5,2,2,2801,2467,334,0.701,4926,90,0.731,0.881, 721163133,Existing Customer,44,M,2,Graduate,Single,Unknown,Blue,36,6,3,1,28292,0,28292,0.542,3948,60,0.538,0, 826417233,Existing Customer,35,F,4,College,Married,Less than $40K,Blue,31,3,3,4,2933,1011,1922,0.814,5089,71,0.868,0.345, 711619608,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,2,21630,0,21630,0.804,4584,84,0.75,0, 712244733,Existing Customer,56,F,1,Unknown,Married,Less than $40K,Blue,45,4,1,2,3132,2230,902,0.78,4412,73,0.659,0.712, 709638783,Existing Customer,50,F,1,High School,Married,$40K - $60K,Blue,43,4,3,4,2961,2048,913,0.913,4056,92,0.769,0.692, 720296808,Attrited Customer,52,F,3,Graduate,Married,Unknown,Blue,39,3,3,2,4173,1771,2402,0.711,2554,47,0.516,0.424, 718926258,Existing Customer,37,F,1,High School,Single,Unknown,Blue,28,4,3,2,2458,642,1816,0.666,4627,90,0.698,0.261, 714706083,Existing Customer,44,M,2,College,Married,$60K - $80K,Blue,36,5,3,4,12229,997,11232,0.811,4284,75,0.596,0.082, 721473783,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,21,3,1,1,2272,604,1668,0.987,4614,75,0.974,0.266, 712230408,Existing Customer,42,M,4,Uneducated,Married,$120K +,Blue,37,3,2,4,6953,1445,5508,0.591,3700,80,0.569,0.208, 716186883,Existing Customer,48,F,4,College,Married,$40K - $60K,Blue,37,3,6,2,1792,933,859,0.821,4120,78,0.773,0.521, 715204083,Existing Customer,47,F,4,Doctorate,Single,Less than $40K,Blue,36,3,2,2,2765,901,1864,0.898,4990,80,0.905,0.326, 709283358,Attrited Customer,43,F,4,Unknown,Married,Less than $40K,Blue,29,6,2,3,2895,0,2895,0.663,2473,42,0.273,0, 817887408,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,34,3,1,4,6904,1148,5756,0.649,3485,84,0.615,0.166, 789481233,Attrited Customer,39,M,2,High School,Married,$40K - $60K,Blue,30,5,3,3,2220,0,2220,0.872,2859,55,0.833,0, 718184883,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,34,5,2,2,1495,0,1495,0.802,3878,63,0.703,0, 821157183,Existing Customer,42,F,5,Unknown,Married,Less than $40K,Blue,37,5,2,3,2541,1398,1143,0.635,4698,88,0.833,0.55, 709837308,Existing Customer,34,F,3,Graduate,Single,Unknown,Blue,19,6,1,2,7531,0,7531,1.007,3833,71,0.578,0, 779491908,Existing Customer,47,F,4,Post-Graduate,Unknown,Unknown,Blue,29,5,2,1,8644,1391,7253,0.896,4272,59,0.686,0.161, 718399233,Existing Customer,43,F,4,College,Single,$40K - $60K,Blue,36,6,3,1,1531,0,1531,0.704,4152,77,0.54,0, 779447358,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,32,3,3,4,2884,2104,780,0.857,4486,93,0.86,0.73, 710661333,Attrited Customer,55,F,2,Unknown,Single,Unknown,Blue,36,4,3,2,10241,1545,8696,0.581,2513,47,0.424,0.151, 789114408,Existing Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,38,3,1,4,4182,0,4182,0.853,4693,82,0.608,0, 710570058,Attrited Customer,44,F,1,Graduate,Single,Less than $40K,Blue,25,3,2,4,3101,0,3101,0.66,2512,37,0.37,0, 712681608,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,36,5,4,2,4542,1355,3187,0.48,4011,70,0.556,0.298, 709086933,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,22,4,2,4,3372,2517,855,0.729,4209,72,0.756,0.746, 709179708,Existing Customer,40,M,2,Graduate,Divorced,$60K - $80K,Blue,36,3,1,2,3099,0,3099,0.72,3622,75,0.667,0, 711206958,Existing Customer,41,F,3,High School,Divorced,Unknown,Blue,31,3,1,2,2416,1305,1111,0.93,4163,73,0.698,0.54, 823928058,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,48,3,2,4,5299,578,4721,0.931,4509,79,0.717,0.109, 796330983,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,35,3,1,4,2138,1283,855,0.645,4785,85,0.518,0.6, 771284658,Attrited Customer,47,F,1,Unknown,Married,Less than $40K,Blue,35,6,2,4,1850,896,954,0.724,2613,41,0.708,0.484, 779307558,Existing Customer,53,F,1,College,Unknown,$40K - $60K,Blue,35,4,3,3,3585,0,3585,0.782,4806,81,0.653,0, 788846508,Existing Customer,48,F,4,Uneducated,Married,$40K - $60K,Blue,32,6,1,3,2690,1903,787,0.824,4567,81,0.8,0.707, 783500283,Existing Customer,62,M,0,Graduate,Unknown,$80K - $120K,Blue,56,5,3,2,29100,1228,27872,0.722,5041,74,0.805,0.042, 802247658,Attrited Customer,59,M,2,Uneducated,Single,$40K - $60K,Blue,53,4,5,4,2699,2422,277,0.773,2599,43,0.433,0.897, 795573333,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,2,1,8376,1165,7211,0.888,4142,67,0.634,0.139, 721366308,Existing Customer,50,M,3,Unknown,Single,$40K - $60K,Blue,39,4,3,1,13509,2060,11449,0.729,3702,64,0.829,0.152, 720377433,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,4,2396,2217,179,0.978,4593,74,0.721,0.925, 711243108,Existing Customer,50,M,1,Doctorate,Married,$80K - $120K,Blue,36,5,3,3,18964,2207,16757,0.625,3835,78,0.625,0.116, 789351783,Existing Customer,40,F,5,Graduate,Married,Less than $40K,Blue,30,3,2,2,2114,1618,496,0.664,4518,88,0.692,0.765, 719699208,Existing Customer,39,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,4,1623,729,894,0.886,4423,65,0.806,0.449, 720774183,Existing Customer,40,F,1,High School,Divorced,Less than $40K,Blue,30,6,2,1,2579,1959,620,0.618,4300,69,0.683,0.76, 713590158,Attrited Customer,41,M,4,Graduate,Single,$60K - $80K,Blue,34,5,2,4,5045,2080,2965,0.738,2042,40,0.481,0.412, 715547058,Attrited Customer,35,F,0,Graduate,Married,Less than $40K,Blue,36,4,3,4,2089,0,2089,0.871,2707,51,0.5,0, 815596608,Existing Customer,48,F,5,Uneducated,Married,$40K - $60K,Blue,43,4,1,3,2866,921,1945,0.654,4615,72,0.6,0.321, 718921683,Existing Customer,49,M,4,Unknown,Married,$80K - $120K,Blue,38,6,6,3,9738,1835,7903,0.763,4816,49,0.885,0.188, 720031908,Existing Customer,55,M,2,Doctorate,Married,$60K - $80K,Blue,36,5,1,1,4370,0,4370,0.791,4326,74,0.721,0, 716716083,Existing Customer,58,M,3,Unknown,Single,$80K - $120K,Blue,36,6,2,3,3355,1878,1477,0.725,4578,84,0.953,0.56, 819969933,Existing Customer,43,F,2,High School,Single,$40K - $60K,Blue,38,4,2,2,5070,0,5070,0.67,4193,67,0.811,0, 714382608,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,4,2,0,2572,1161,1411,0.569,4315,85,0.518,0.451, 720092283,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,31,4,2,3,2016,978,1038,0.736,4379,78,0.95,0.485, 720531633,Attrited Customer,55,F,1,Graduate,Unknown,Less than $40K,Blue,36,4,2,2,3552,2517,1035,0.865,2665,36,0.333,0.709, 718508883,Attrited Customer,43,F,3,Unknown,Single,Less than $40K,Blue,36,6,3,3,2325,238,2087,0.64,2306,47,0.621,0.102, 708794133,Existing Customer,46,F,4,High School,Unknown,Less than $40K,Blue,37,3,1,4,2533,2136,397,0.757,3197,50,1.174,0.843, 713447583,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,36,5,3,2,3871,2055,1816,0.824,5480,58,0.933,0.531, 716107158,Attrited Customer,32,F,0,Graduate,Single,Less than $40K,Blue,20,5,1,5,3983,431,3552,0.887,3098,46,0.438,0.108, 712713108,Existing Customer,61,F,0,Graduate,Married,Unknown,Blue,36,6,2,3,2035,1883,152,0.955,4802,85,0.604,0.925, 719245083,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,4,3,4,1773,1539,234,0.893,4087,74,0.762,0.868, 708269583,Existing Customer,42,F,3,Uneducated,Divorced,Less than $40K,Blue,28,6,2,4,2029,1377,652,0.838,4014,86,0.686,0.679, 720234708,Attrited Customer,45,M,2,High School,Single,$120K +,Blue,33,6,3,2,15490,0,15490,0.742,2429,50,0.471,0, 709436883,Existing Customer,56,F,2,Uneducated,Single,$40K - $60K,Blue,48,6,2,2,2941,1619,1322,0.9,5000,87,0.673,0.55, 714140133,Existing Customer,42,F,4,Graduate,Unknown,Less than $40K,Blue,32,3,1,2,2314,1547,767,0.804,4678,74,1,0.669, 716136333,Attrited Customer,40,F,4,Uneducated,Single,Less than $40K,Blue,24,5,2,1,4212,2517,1695,0.718,2725,41,0.519,0.598, 715031433,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,6248,1493,4755,0.597,4664,60,0.579,0.239, 810667158,Existing Customer,40,M,2,High School,Divorced,$40K - $60K,Blue,35,3,1,1,2430,974,1456,0.677,4344,75,0.596,0.401, 715253433,Existing Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,38,5,2,3,5543,1372,4171,0.744,5266,79,0.795,0.248, 809937933,Existing Customer,42,F,3,Graduate,Married,$40K - $60K,Blue,37,4,3,2,2470,2013,457,0.97,4384,82,1,0.815, 708997833,Existing Customer,49,F,4,Doctorate,Single,$40K - $60K,Blue,39,5,3,1,3255,603,2652,0.617,4045,62,0.824,0.185, 718296558,Attrited Customer,44,F,4,Unknown,Married,$40K - $60K,Blue,31,4,3,5,1691,1327,364,0.774,2345,33,0.435,0.785, 780086658,Attrited Customer,43,M,4,Doctorate,Unknown,$60K - $80K,Blue,28,3,2,4,18229,0,18229,0.544,2060,39,0.625,0, 708754833,Existing Customer,48,F,3,Uneducated,Single,Unknown,Blue,40,3,4,4,2827,1182,1645,0.902,4583,72,1,0.418, 788638908,Existing Customer,43,F,2,Graduate,Divorced,Less than $40K,Blue,30,4,2,4,2351,2127,224,0.703,4278,71,0.821,0.905, 715607958,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,36,6,1,3,4202,2201,2001,0.714,4385,78,0.66,0.524, 708515358,Existing Customer,40,F,1,High School,Married,Less than $40K,Blue,36,6,3,2,4712,0,4712,0.84,4216,82,0.64,0, 716357058,Existing Customer,53,M,3,Uneducated,Single,$80K - $120K,Blue,36,4,3,1,2611,787,1824,0.298,2955,56,0.6,0.301, 714569958,Existing Customer,38,F,2,Unknown,Single,Less than $40K,Blue,28,6,2,1,3206,2459,747,0.696,3852,65,0.625,0.767, 716822583,Existing Customer,39,F,2,High School,Single,Less than $40K,Blue,36,4,2,3,5245,802,4443,0.504,3648,74,0.574,0.153, 721109358,Existing Customer,39,M,3,High School,Married,$60K - $80K,Blue,27,6,2,1,2583,0,2583,0.781,4162,87,0.812,0, 827635083,Existing Customer,59,F,0,Graduate,Unknown,Unknown,Blue,55,4,3,3,1438.3,755,683.3,0.62,4222,75,0.744,0.525, 715492983,Existing Customer,40,M,3,Post-Graduate,Married,$120K +,Blue,36,4,2,4,7464,2517,4947,0.9,4348,62,0.879,0.337, 712234308,Existing Customer,54,F,3,Graduate,Married,Unknown,Blue,36,6,1,2,4928,1805,3123,0.641,4767,90,0.698,0.366, 708334158,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,34,4,2,4,9863,686,9177,0.581,3068,58,0.933,0.07, 812488608,Existing Customer,44,F,3,College,Unknown,Less than $40K,Blue,39,6,1,3,5024,2209,2815,0.66,4908,73,0.659,0.44, 793345008,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,38,4,1,3,1438.3,0,1438.3,0.801,4287,80,0.667,0, 715487733,Attrited Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1452,0,1452,0.553,2287,42,0.5,0, 788856408,Existing Customer,50,F,5,Uneducated,Married,Unknown,Blue,34,5,5,2,3317,1041,2276,0.923,4264,75,1.027,0.314, 708154833,Attrited Customer,39,F,2,Graduate,Single,Less than $40K,Blue,27,1,3,3,1438.3,811,627.3,0.571,2336,46,0.278,0.564, 721147383,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,22,4,2,4,2448,1740,708,0.901,4087,81,0.841,0.711, 803973483,Existing Customer,49,F,3,Unknown,Single,Less than $40K,Blue,44,4,2,4,1546,0,1546,0.793,4496,83,0.66,0, 788941983,Attrited Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,22,1,3,1,2013,0,2013,0.602,2425,50,0.923,0, 715603233,Existing Customer,53,F,3,Uneducated,Married,$40K - $60K,Blue,42,6,1,2,2293,1460,833,0.658,4436,74,0.542,0.637, 709945458,Existing Customer,52,M,3,Uneducated,Single,$60K - $80K,Blue,40,3,1,1,1438.3,512,926.3,0.776,4791,82,0.708,0.356, 714614133,Attrited Customer,53,F,3,Unknown,Married,Less than $40K,Blue,36,3,3,3,2819,0,2819,0.4,2128,39,0.444,0, 768167358,Existing Customer,37,M,4,Doctorate,Single,$60K - $80K,Blue,31,6,3,0,1702,1018,684,0.645,4301,86,0.72,0.598, 737967708,Existing Customer,52,F,1,Unknown,Married,$40K - $60K,Blue,45,5,1,1,1611,938,673,0.601,4087,86,0.911,0.582, 712920633,Existing Customer,49,F,2,Unknown,Married,$40K - $60K,Blue,35,4,1,1,1438.3,0,1438.3,0.618,4348,79,0.646,0, 780373233,Existing Customer,39,F,4,Unknown,Single,Less than $40K,Blue,29,5,3,0,2863,1940,923,0.823,4985,90,0.636,0.678, 721384308,Existing Customer,39,F,1,Uneducated,Married,$40K - $60K,Blue,36,4,1,4,3272,2323,949,1.123,4763,86,0.593,0.71, 712242633,Existing Customer,42,F,2,Unknown,Single,Less than $40K,Blue,36,6,1,4,2677,2517,160,0.609,3911,76,0.81,0.94, 713610933,Existing Customer,40,F,2,Uneducated,Married,Less than $40K,Blue,26,3,2,1,2708,0,2708,0.572,4277,90,0.636,0, 714257958,Existing Customer,41,F,3,Doctorate,Single,Less than $40K,Blue,31,4,2,1,1738,0,1738,0.654,4220,68,0.889,0, 772172883,Existing Customer,46,F,2,Uneducated,Unknown,$40K - $60K,Blue,35,6,2,1,6145,1349,4796,0.971,4893,93,0.824,0.22, 720204558,Existing Customer,45,F,2,High School,Married,Less than $40K,Blue,36,4,1,3,1640,999,641,0.811,4597,77,0.878,0.609, 779635533,Existing Customer,38,F,3,Graduate,Single,Unknown,Blue,21,5,1,3,2348,1028,1320,0.469,5125,71,0.578,0.438, 804658833,Existing Customer,53,F,3,Unknown,Married,Less than $40K,Blue,48,5,1,2,1657,0,1657,0.664,4068,73,0.622,0, 756691608,Existing Customer,37,F,3,Graduate,Married,Unknown,Blue,30,5,3,3,4554,780,3774,0.658,4816,81,0.588,0.171, 806219808,Existing Customer,52,M,3,College,Unknown,$120K +,Blue,47,5,6,3,5119,1972,3147,0.835,5146,88,0.956,0.385, 826266483,Existing Customer,39,F,2,College,Single,Unknown,Blue,35,6,2,2,10600,598,10002,0.843,4586,81,0.929,0.056, 775152708,Attrited Customer,49,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,39,2,3,4,20769,901,19868,0.371,1835,43,0.72,0.043, 787596558,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,23,5,2,1,7116,981,6135,0.858,4748,85,0.735,0.138, 803205258,Existing Customer,51,F,3,Graduate,Single,Unknown,Blue,45,4,3,4,2420,2379,41,0.741,4348,86,0.955,0.983, 716041908,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,43,5,2,4,2082,805,1277,1.049,4383,75,0.875,0.387, 708837858,Existing Customer,44,F,4,Doctorate,Unknown,Less than $40K,Blue,34,5,2,2,2718,1718,1000,0.679,4423,68,0.619,0.632, 828227433,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,46,6,2,4,5626,778,4848,1.009,4957,84,1.049,0.138, 714487458,Attrited Customer,49,F,5,Graduate,Divorced,$40K - $60K,Blue,40,6,4,2,2920,0,2920,0.516,2306,39,0.625,0, 711390333,Attrited Customer,59,M,0,Post-Graduate,Married,$80K - $120K,Blue,46,5,4,2,6526,489,6037,0.678,2331,45,0.452,0.075, 787974108,Attrited Customer,37,F,1,High School,Single,$40K - $60K,Blue,27,4,2,2,1793,792,1001,0.723,2374,40,0.429,0.442, 714036258,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,36,4,1,4,2798,1963,835,0.805,4255,64,0.561,0.702, 788752833,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,32,6,3,4,2427,1581,846,0.694,3857,69,0.816,0.651, 773108958,Existing Customer,55,F,2,Uneducated,Married,$40K - $60K,Blue,48,4,1,1,3011,2138,873,0.565,4439,75,0.875,0.71, 782437008,Existing Customer,41,F,3,College,Married,Unknown,Blue,35,6,2,4,2255,1769,486,0.767,4717,83,0.804,0.784, 710729358,Attrited Customer,40,F,2,High School,Single,Unknown,Blue,30,6,3,4,6479,0,6479,0.946,2539,42,0.5,0, 827423433,Existing Customer,41,F,4,Graduate,Divorced,Less than $40K,Blue,37,5,1,4,7492,1399,6093,0.533,3668,67,0.675,0.187, 756919683,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,41,6,1,3,3632,1294,2338,0.924,4339,86,0.686,0.356, 779219208,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,28,5,1,3,1744,0,1744,0.702,4811,86,0.686,0, 712342833,Existing Customer,52,F,2,Graduate,Married,Unknown,Blue,36,5,3,1,5905,2248,3657,0.728,4042,80,0.86,0.381, 721121283,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,24,4,1,4,2573,1280,1293,0.718,4289,81,0.841,0.497, 790006383,Existing Customer,45,M,0,Unknown,Married,$80K - $120K,Blue,37,4,3,2,9654,2035,7619,0.648,4221,67,0.634,0.211, 756989583,Existing Customer,41,M,4,Graduate,Unknown,$40K - $60K,Blue,24,4,2,2,1605,0,1605,0.637,4418,68,0.659,0, 717477783,Attrited Customer,49,F,4,Unknown,Single,Less than $40K,Silver,37,1,2,2,10195,2389,7806,0.427,1563,36,0.44,0.234, 716614683,Existing Customer,49,M,3,College,Single,$60K - $80K,Gold,36,5,3,1,34516,1255,33261,0.731,3847,73,0.698,0.036, 789942033,Attrited Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,34,5,3,3,10573,0,10573,0.794,2237,43,0.387,0, 740784258,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,4,3,3,1789,1088,701,0.683,4191,90,0.525,0.608, 711336033,Existing Customer,26,F,0,Unknown,Single,Unknown,Blue,36,3,3,2,7595,1032,6563,1.035,4080,72,0.8,0.136, 768141558,Existing Customer,51,M,3,College,Single,$40K - $60K,Blue,45,4,3,0,3272,1896,1376,0.725,4220,74,0.897,0.579, 717179508,Existing Customer,33,F,0,Graduate,Single,Less than $40K,Blue,26,6,1,3,2382,1565,817,0.73,4011,68,0.838,0.657, 716520033,Existing Customer,52,M,2,Post-Graduate,Married,$80K - $120K,Blue,36,6,4,1,1981,1448,533,0.723,4639,61,0.743,0.731, 783625008,Existing Customer,51,M,2,Post-Graduate,Single,$120K +,Blue,45,4,2,2,22294,0,22294,0.647,3444,71,0.614,0, 769330908,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,5,3,4,2574,1555,1019,0.583,4134,62,0.55,0.604, 789396783,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,20,3,3,4,2112,1109,1003,0.693,4729,78,0.733,0.525, 709310433,Existing Customer,65,F,0,Unknown,Single,Less than $40K,Blue,56,3,2,2,5441,812,4629,0.534,4480,76,0.551,0.149, 713094483,Existing Customer,43,F,3,Unknown,Married,$40K - $60K,Blue,32,3,2,4,4391,0,4391,0.757,4741,78,0.814,0, 770753733,Existing Customer,42,F,5,College,Single,Less than $40K,Blue,28,4,3,2,3044,1865,1179,0.852,4854,85,1.024,0.613, 712659408,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,45,3,3,2,2721,2159,562,0.846,4578,81,0.653,0.793, 768475383,Existing Customer,62,F,0,Unknown,Single,$40K - $60K,Blue,56,6,1,2,4467,0,4467,0.888,4007,74,0.542,0, 779655183,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,31,6,1,3,5033,0,5033,0.597,4054,82,0.822,0, 711278283,Existing Customer,61,F,1,High School,Unknown,Less than $40K,Blue,50,5,1,2,8604,1075,7529,0.464,4705,65,0.806,0.125, 713345508,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,36,4,3,2,2325,1662,663,0.8,4471,83,0.804,0.715, 711379083,Existing Customer,60,F,0,Doctorate,Single,Less than $40K,Blue,42,5,3,3,2758,1429,1329,0.718,5124,74,0.644,0.518, 789144633,Existing Customer,45,M,1,Graduate,Married,$80K - $120K,Blue,34,3,2,2,9705,850,8855,0.481,2001,34,0.889,0.088, 708393633,Existing Customer,41,F,0,High School,Married,Less than $40K,Blue,31,4,2,4,2685,1647,1038,0.812,4625,94,0.516,0.613, 708657033,Existing Customer,60,F,2,College,Single,Less than $40K,Blue,54,5,3,2,2694,1923,771,0.714,3837,71,0.732,0.714, 717949008,Attrited Customer,40,F,4,High School,Single,$40K - $60K,Blue,29,5,2,3,1554,412,1142,0.568,2341,43,0.483,0.265, 788866983,Existing Customer,63,F,0,Unknown,Single,Less than $40K,Blue,48,5,2,1,1438.3,0,1438.3,0.923,3383,61,1.103,0, 751283658,Existing Customer,42,F,4,Unknown,Single,$40K - $60K,Blue,35,4,3,3,1786,1316,470,0.704,4306,73,1.086,0.737, 718243533,Existing Customer,48,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,3,4,2648,0,2648,0.715,3880,74,0.721,0, 779754408,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,33,3,2,2,2477,2123,354,0.699,4349,69,0.725,0.857, 794866983,Existing Customer,51,F,1,Doctorate,Married,Unknown,Blue,45,6,2,1,7336,1031,6305,0.658,3812,67,0.675,0.141, 711832533,Existing Customer,42,M,3,High School,Single,$80K - $120K,Silver,32,3,3,3,34516,1396,33120,0.688,3748,62,0.938,0.04, 788552658,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,30,3,3,1,2479,1759,720,0.81,4562,86,0.72,0.71, 715415508,Existing Customer,42,F,4,Graduate,Single,Unknown,Blue,36,3,3,3,9396,1870,7526,0.714,4301,71,0.651,0.199, 719962458,Existing Customer,44,F,2,Graduate,Unknown,Less than $40K,Blue,34,3,2,2,2561,1491,1070,0.733,4869,70,0.522,0.582, 712734933,Attrited Customer,43,F,2,College,Married,Less than $40K,Blue,36,5,2,3,4020,0,4020,0.563,1952,39,0.345,0, 717410508,Existing Customer,43,M,3,Unknown,Married,$60K - $80K,Silver,30,4,3,4,25856,1281,24575,0.975,3303,70,0.795,0.05, 711796683,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,38,5,4,2,7398,1581,5817,0.428,4311,73,0.921,0.214, 709407933,Existing Customer,51,M,3,High School,Single,$80K - $120K,Silver,38,5,3,4,34516,1802,32714,0.912,4544,80,0.569,0.052, 810493458,Existing Customer,52,F,1,Uneducated,Single,Unknown,Blue,47,6,1,3,4058,1349,2709,0.723,4388,72,0.6,0.332, 720494058,Existing Customer,51,F,2,College,Married,Less than $40K,Blue,25,4,3,3,3042,0,3042,0.578,4781,79,0.756,0, 717050883,Existing Customer,60,F,1,High School,Single,Less than $40K,Blue,36,5,2,2,2688,1617,1071,0.552,4183,71,0.614,0.602, 713163258,Attrited Customer,38,F,2,Unknown,Married,Unknown,Blue,33,4,3,3,3388,0,3388,0.368,1959,52,0.857,0, 715659333,Existing Customer,43,F,4,High School,Single,$40K - $60K,Blue,36,3,3,2,4902,2517,2385,0.982,4508,69,0.643,0.513, 712414908,Existing Customer,45,F,4,Unknown,Married,Unknown,Blue,37,4,2,1,3241,0,3241,0.629,4992,80,0.739,0, 720175008,Existing Customer,48,F,2,Doctorate,Married,$40K - $60K,Blue,34,3,1,4,5069,1843,3226,0.826,4055,66,0.692,0.364, 719876808,Existing Customer,43,M,3,Unknown,Divorced,$80K - $120K,Blue,36,5,2,3,13625,0,13625,0.93,3902,62,0.632,0, 713334483,Attrited Customer,46,M,1,Post-Graduate,Single,$60K - $80K,Blue,32,5,2,3,8766,0,8766,0.702,2263,35,0.522,0, 708360108,Existing Customer,50,M,1,College,Single,$40K - $60K,Blue,41,3,1,1,2800,1338,1462,0.818,4869,90,0.8,0.478, 720676158,Existing Customer,34,F,4,Uneducated,Single,Unknown,Blue,21,6,3,2,9005,1994,7011,0.919,5223,89,0.712,0.221, 716631708,Existing Customer,56,M,2,High School,Married,$60K - $80K,Blue,36,4,3,1,2713,1990,723,0.7,4027,67,0.634,0.734, 713025558,Attrited Customer,53,F,5,Doctorate,Single,Less than $40K,Blue,38,3,2,3,1438.3,0,1438.3,0.367,1935,47,0.469,0, 710506683,Existing Customer,47,F,4,High School,Single,$40K - $60K,Blue,39,3,1,0,1746,0,1746,0.763,4543,75,0.974,0, 712428333,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Blue,41,3,3,4,2930,1901,1029,0.638,4041,75,0.596,0.649, 718041033,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,4,2178,1455,723,1.001,5363,76,0.81,0.668, 709169133,Existing Customer,35,F,1,High School,Married,Unknown,Blue,23,3,3,1,1438.3,0,1438.3,0.751,3995,82,0.608,0, 718164858,Existing Customer,42,F,4,Post-Graduate,Married,Less than $40K,Blue,34,5,3,2,2021,1281,740,0.847,4642,97,0.672,0.634, 809565183,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,47,3,3,4,1842,625,1217,0.729,2650,43,0.483,0.339, 778377183,Existing Customer,49,M,3,Graduate,Single,$120K +,Blue,29,5,2,2,18284,1144,17140,0.767,4846,92,0.736,0.063, 712845258,Existing Customer,41,M,2,Uneducated,Married,$80K - $120K,Gold,33,5,3,2,34516,1642,32874,0.891,4161,71,0.868,0.048, 716915133,Existing Customer,42,F,2,Unknown,Single,Less than $40K,Blue,36,5,3,4,1696,0,1696,0.666,4397,70,0.628,0, 771403008,Existing Customer,52,M,2,Graduate,Unknown,$60K - $80K,Blue,40,4,1,3,7215,0,7215,0.829,4409,75,0.974,0, 787441383,Existing Customer,52,F,0,Graduate,Married,Less than $40K,Blue,37,3,1,2,1793,1284,509,0.902,3989,62,0.938,0.716, 711345258,Existing Customer,52,F,2,High School,Married,$40K - $60K,Blue,44,3,3,1,5731,0,5731,0.685,4751,85,0.932,0, 713685033,Attrited Customer,44,F,2,Graduate,Married,Less than $40K,Blue,33,3,2,2,2417,0,2417,0.389,1848,38,0.407,0, 718205283,Existing Customer,48,F,3,College,Single,$40K - $60K,Blue,37,6,3,1,1438.3,0,1438.3,0.777,5035,76,0.767,0, 708337683,Existing Customer,51,M,2,Uneducated,Single,$60K - $80K,Blue,40,4,2,2,21800,893,20907,0.445,3820,62,0.676,0.041, 720941433,Attrited Customer,53,F,3,High School,Married,Less than $40K,Blue,41,3,3,2,1547,0,1547,0.845,2312,43,0.303,0, 710201058,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,38,3,3,2,1485,736,749,0.622,4198,65,0.912,0.496, 785218458,Existing Customer,44,M,2,Graduate,Married,$40K - $60K,Blue,38,4,1,3,2505,2282,223,0.712,4333,77,0.833,0.911, 770740308,Existing Customer,49,F,4,Graduate,Unknown,$40K - $60K,Blue,35,3,3,2,2631,1699,932,0.668,4691,92,0.704,0.646, 787493808,Attrited Customer,48,F,4,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,2700,2480,220,0.686,2396,49,0.531,0.919, 708846183,Existing Customer,48,M,4,College,Single,$60K - $80K,Blue,30,4,2,2,3307,2234,1073,0.818,4006,68,0.838,0.676, 810586833,Existing Customer,38,F,3,Graduate,Divorced,Unknown,Blue,33,6,2,3,29638,857,28781,0.481,3429,78,0.696,0.029, 711151383,Attrited Customer,34,F,1,Post-Graduate,Single,Less than $40K,Blue,26,3,2,5,2066,347,1719,0.511,2157,37,0.321,0.168, 712425258,Existing Customer,46,F,4,Unknown,Single,Less than $40K,Blue,26,6,1,3,1859,1379,480,0.836,4260,72,0.714,0.742, 772063308,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Blue,34,5,1,1,13362,0,13362,0.682,4155,79,0.795,0, 718574808,Existing Customer,33,F,2,Graduate,Single,Less than $40K,Blue,17,4,3,4,2431,1846,585,0.612,4327,74,0.644,0.759, 717131283,Existing Customer,43,F,4,High School,Divorced,$40K - $60K,Blue,34,5,1,1,6034,1579,4455,0.753,4712,67,0.914,0.262, 798996183,Existing Customer,61,F,0,Unknown,Married,Less than $40K,Blue,55,4,2,3,2194,1512,682,0.725,4069,80,0.778,0.689, 716831508,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,34,4,1,3,1963,1524,439,0.879,3492,59,1.034,0.776, 715297908,Attrited Customer,41,F,4,College,Unknown,Unknown,Blue,22,4,2,3,1438.3,1125,313.3,0.611,2534,52,0.486,0.782, 813234108,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,40,4,1,3,2922,1212,1710,0.662,3895,70,0.591,0.415, 711027183,Existing Customer,50,M,4,College,Single,$40K - $60K,Blue,45,4,3,1,6943,600,6343,0.653,4946,80,0.739,0.086, 718812708,Attrited Customer,57,M,2,Graduate,Single,$120K +,Blue,44,5,3,4,34516,219,34297,0.482,1882,48,0.714,0.006, 709505808,Attrited Customer,45,F,3,College,Single,Unknown,Blue,33,5,3,4,4345,2198,2147,0.465,1918,31,0.292,0.506, 711267633,Attrited Customer,50,F,3,Graduate,Divorced,Less than $40K,Blue,40,5,4,4,4248,316,3932,0.661,2271,36,0.333,0.074, 719613783,Existing Customer,51,F,1,Doctorate,Married,Less than $40K,Blue,42,3,2,2,1438.3,0,1438.3,0.872,4211,64,0.778,0, 719035758,Existing Customer,53,F,3,Uneducated,Divorced,Less than $40K,Blue,43,5,1,2,2383,1516,867,0.857,4917,78,0.95,0.636, 708473133,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,45,4,2,3,1677,0,1677,0.824,4588,68,0.7,0, 712996833,Existing Customer,40,F,1,High School,Married,Unknown,Blue,33,4,2,2,2392,1129,1263,0.695,4309,86,0.72,0.472, 720963258,Attrited Customer,52,F,3,College,Married,Less than $40K,Blue,40,3,2,3,3474,0,3474,0.735,2675,37,0.48,0, 819606258,Existing Customer,48,M,4,Unknown,Married,$60K - $80K,Blue,43,5,3,3,8737,1629,7108,0.618,3876,55,0.774,0.186, 714634983,Attrited Customer,44,F,1,Unknown,Single,Unknown,Blue,36,3,3,3,3517,0,3517,0.634,2403,48,0.548,0, 806428908,Existing Customer,60,F,1,Graduate,Single,Unknown,Blue,55,3,3,3,13397,0,13397,0.814,5049,75,0.63,0, 710903358,Existing Customer,65,F,0,Unknown,Single,Less than $40K,Blue,55,5,2,1,6352,1386,4966,0.5,3709,77,0.604,0.218, 712676208,Existing Customer,46,F,5,High School,Single,Less than $40K,Blue,36,6,3,3,1787,1324,463,0.684,4084,79,1.026,0.741, 709005633,Attrited Customer,62,M,0,High School,Single,$60K - $80K,Blue,51,3,2,4,18734,0,18734,0.674,2112,52,0.857,0, 712102983,Existing Customer,47,F,2,College,Married,Less than $40K,Blue,36,6,3,3,1438.3,0,1438.3,0.634,3832,87,0.673,0, 754480233,Existing Customer,50,M,2,Post-Graduate,Divorced,$40K - $60K,Blue,43,5,2,4,3525,0,3525,0.798,4742,62,0.824,0, 719042208,Existing Customer,43,M,4,Doctorate,Unknown,$60K - $80K,Blue,33,4,3,4,2067,1250,817,0.891,4565,65,0.806,0.605, 716251608,Existing Customer,45,F,4,Unknown,Married,Less than $40K,Blue,36,6,1,4,2051,0,2051,0.989,4355,87,0.977,0, 715537383,Existing Customer,46,M,3,College,Single,$120K +,Blue,30,5,1,2,27378,1893,25485,0.432,3934,78,0.592,0.069, 709460883,Attrited Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,28,5,2,4,1614,0,1614,0.609,2437,46,0.438,0, 789325008,Existing Customer,49,M,3,College,Single,Less than $40K,Blue,38,5,3,1,7862,1991,5871,0.654,3645,82,0.608,0.253, 719195733,Existing Customer,47,M,3,College,Married,$60K - $80K,Blue,36,5,1,3,4284,1900,2384,0.971,4948,85,0.848,0.444, 787665258,Attrited Customer,47,F,3,Unknown,Married,Less than $40K,Blue,37,1,2,2,1438.3,0,1438.3,0.749,2393,36,0.636,0, 710226708,Existing Customer,55,F,2,Uneducated,Divorced,Less than $40K,Blue,49,5,2,1,1438.3,680,758.3,0.77,4573,93,0.691,0.473, 711982383,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,49,3,3,2,21805,1777,20028,0.519,4694,79,0.411,0.081, 716345283,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,1,4,4712,1920,2792,0.596,4277,66,0.571,0.407, 816850458,Attrited Customer,33,M,2,Unknown,Married,$60K - $80K,Blue,28,6,2,4,1698,0,1698,0.823,2448,40,0.379,0, 710842308,Existing Customer,41,F,5,Uneducated,Single,$40K - $60K,Blue,26,4,3,4,2264,928,1336,0.662,4150,83,0.844,0.41, 713132133,Existing Customer,54,F,1,Unknown,Married,Less than $40K,Blue,39,3,2,4,2720,1694,1026,0.843,5103,81,0.761,0.623, 788874333,Existing Customer,55,M,3,Post-Graduate,Unknown,$120K +,Blue,40,3,1,4,15631,1305,14326,0.668,4313,67,0.914,0.083, 717987258,Existing Customer,43,F,3,Unknown,Single,$40K - $60K,Blue,36,5,2,4,2594,1686,908,0.624,4503,67,0.811,0.65, 793712658,Attrited Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,46,4,2,3,15011,2517,12494,0.713,1821,36,0.385,0.168, 708324483,Existing Customer,47,F,4,Unknown,Single,Less than $40K,Blue,39,3,3,4,1548,0,1548,0.664,4420,71,0.775,0, 768612258,Existing Customer,52,F,3,Unknown,Single,Less than $40K,Blue,46,3,3,3,2700,1623,1077,0.848,4171,78,0.814,0.601, 719659758,Existing Customer,45,F,4,High School,Married,$40K - $60K,Blue,35,6,1,0,2919,1670,1249,1.041,4194,72,0.756,0.572, 711313158,Existing Customer,50,F,4,Unknown,Single,Unknown,Blue,44,5,1,1,10721,0,10721,0.861,4962,74,0.51,0, 716483358,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,29,5,1,4,6125,1329,4796,0.646,5481,68,0.7,0.217, 719829633,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,29,5,3,4,3200,1733,1467,0.909,5026,79,0.837,0.542, 812465958,Existing Customer,53,F,3,Post-Graduate,Divorced,Unknown,Blue,48,5,2,2,12286,997,11289,0.726,4960,83,0.729,0.081, 786536808,Existing Customer,51,M,2,College,Married,$80K - $120K,Blue,45,3,3,1,21543,0,21543,0.53,3928,82,0.64,0, 807369708,Existing Customer,52,M,3,College,Married,$120K +,Blue,47,3,2,4,6355,0,6355,0.711,4009,74,0.947,0, 711397533,Existing Customer,52,F,2,High School,Married,Less than $40K,Blue,41,4,2,2,5616,2410,3206,0.962,3410,62,0.59,0.429, 711740508,Existing Customer,50,F,1,Unknown,Married,$40K - $60K,Blue,40,6,2,2,2661,1575,1086,0.735,4615,82,0.708,0.592, 715233108,Existing Customer,38,M,1,College,Married,$60K - $80K,Blue,36,4,1,2,2836,862,1974,0.772,4121,83,0.694,0.304, 813807258,Existing Customer,50,F,2,High School,Married,$40K - $60K,Blue,45,6,3,3,1438.3,0,1438.3,0.707,4670,82,0.864,0, 769183908,Existing Customer,51,F,2,Doctorate,Single,Unknown,Blue,45,6,3,1,2109,683,1426,0.593,4321,58,0.812,0.324, 718451133,Existing Customer,48,M,2,Graduate,Single,$60K - $80K,Blue,40,4,5,4,14951,1413,13538,0.784,3899,68,1.061,0.095, 721115733,Existing Customer,47,M,3,Unknown,Married,$60K - $80K,Blue,36,5,3,2,1591,894,697,0.786,3698,79,1.026,0.562, 720085233,Attrited Customer,51,F,2,Doctorate,Divorced,Unknown,Blue,40,6,3,4,8930,2517,6413,0.661,2167,38,0.357,0.282, 717036408,Existing Customer,36,F,1,Uneducated,Single,Unknown,Blue,36,6,3,1,4685,1626,3059,0.945,4560,81,0.588,0.347, 714427608,Existing Customer,45,F,5,Post-Graduate,Married,Unknown,Blue,29,5,3,1,2555,681,1874,0.576,4888,78,0.814,0.267, 780019908,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,2,2172,644,1528,0.673,4657,82,0.907,0.297, 827898033,Attrited Customer,54,F,1,Uneducated,Married,Unknown,Blue,50,4,0,3,2912,0,2912,0.621,2465,54,1.077,0, 720302883,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,35,4,3,1,3390,2180,1210,0.877,4585,78,0.95,0.643, 715893633,Existing Customer,47,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,2,2193,1084,1109,0.974,4755,81,0.761,0.494, 720730683,Existing Customer,51,F,2,Graduate,Married,Unknown,Blue,36,5,3,3,17412,730,16682,0.837,4997,84,0.615,0.042, 720638283,Existing Customer,40,F,4,College,Single,Less than $40K,Blue,20,4,3,2,2801,1731,1070,0.644,4568,83,0.93,0.618, 789053883,Existing Customer,43,M,3,Post-Graduate,Single,$60K - $80K,Blue,31,4,2,1,11186,2231,8955,0.708,3692,84,0.647,0.199, 719286708,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,39,4,5,2,2434,1340,1094,0.668,4498,76,0.81,0.551, 713952558,Attrited Customer,53,F,3,Doctorate,Single,Unknown,Blue,43,3,3,2,1790,1474,316,0.595,2128,40,0.429,0.823, 793395933,Existing Customer,59,F,1,High School,Single,Less than $40K,Blue,53,4,3,3,2716,1740,976,0.65,4208,69,0.568,0.641, 813895458,Existing Customer,49,F,0,Unknown,Single,Unknown,Blue,43,6,3,3,2874,0,2874,0.676,4617,89,0.78,0, 771733608,Attrited Customer,47,F,1,Graduate,Married,$40K - $60K,Blue,35,3,3,5,1438.3,0,1438.3,0.809,2276,40,0.538,0, 710102208,Existing Customer,56,M,2,Graduate,Single,$60K - $80K,Blue,36,3,2,2,18776,0,18776,0.81,4464,75,0.596,0, 719511783,Existing Customer,48,F,1,Unknown,Married,Unknown,Blue,41,3,2,2,1438.3,1197,241.3,0.917,4916,78,0.696,0.832, 712849158,Attrited Customer,55,M,0,High School,Divorced,$80K - $120K,Blue,44,4,3,3,19793,2488,17305,0.594,2186,44,0.467,0.126, 783070833,Existing Customer,34,F,4,Graduate,Single,$40K - $60K,Blue,28,5,2,3,2472,1899,573,0.77,4408,86,0.792,0.768, 713419908,Existing Customer,58,F,2,High School,Married,Unknown,Blue,50,3,2,3,12362,0,12362,0.635,4537,72,0.636,0, 789345408,Existing Customer,39,F,2,College,Married,$40K - $60K,Blue,29,5,3,2,1438.3,722,716.3,0.894,4983,53,1.12,0.502, 720992883,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,37,4,3,3,3189,1863,1326,0.77,4805,76,0.949,0.584, 803652633,Existing Customer,47,F,2,Uneducated,Single,Less than $40K,Blue,41,4,2,2,2092,1575,517,0.838,5124,70,0.522,0.753, 789248958,Existing Customer,37,F,2,High School,Married,$40K - $60K,Blue,26,3,2,3,2946,2517,429,0.841,5259,89,0.78,0.854, 716178483,Existing Customer,41,F,4,Uneducated,Unknown,$40K - $60K,Blue,29,4,3,2,2430,0,2430,0.569,4334,71,0.578,0, 715440558,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,2,4143,1888,2255,0.561,3940,74,0.805,0.456, 711535158,Attrited Customer,46,F,1,College,Unknown,Unknown,Blue,35,5,3,3,2197,461,1736,0.636,1955,42,0.448,0.21, 713647083,Existing Customer,53,F,2,Uneducated,Single,Unknown,Blue,36,5,2,3,9314,1761,7553,0.562,3696,80,0.778,0.189, 718311933,Attrited Customer,53,F,4,Doctorate,Married,Less than $40K,Blue,37,6,2,2,3719,2517,1202,0.666,2587,43,0.536,0.677, 718404783,Attrited Customer,59,F,0,Unknown,Married,Unknown,Blue,49,5,2,4,6996,0,6996,0.871,2384,33,0.375,0, 817332483,Attrited Customer,63,M,0,Doctorate,Single,Unknown,Blue,47,6,4,3,7306,0,7306,0.875,2445,43,0.593,0, 710015733,Attrited Customer,41,F,1,Doctorate,Divorced,Less than $40K,Blue,30,3,3,1,2029,621,1408,1.001,3142,37,0.85,0.306, 794965233,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Silver,45,6,3,3,13199,781,12418,0.411,1927,44,0.63,0.059, 710512833,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,29,6,1,1,3304,1338,1966,0.615,5178,79,0.756,0.405, 710803008,Existing Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,30,6,3,2,3125,2041,1084,0.675,4372,68,0.659,0.653, 712987608,Existing Customer,51,F,2,Doctorate,Single,Less than $40K,Blue,40,3,3,3,1438.3,1153,285.3,0.866,4263,84,0.909,0.802, 716974383,Existing Customer,41,M,5,Graduate,Single,$80K - $120K,Blue,28,3,2,0,2491,1979,512,0.629,1911,35,0.75,0.794, 720930633,Attrited Customer,58,F,0,High School,Single,Less than $40K,Blue,46,5,4,2,1977,0,1977,0.868,2341,37,0.37,0, 710136258,Attrited Customer,33,F,2,Graduate,Single,Less than $40K,Blue,24,6,2,3,1806,0,1806,0.983,2833,43,0.654,0, 779438208,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Blue,22,4,3,3,1938,1175,763,0.85,4606,75,0.875,0.606, 721017333,Existing Customer,42,F,4,Post-Graduate,Married,Less than $40K,Blue,36,4,2,3,3188,2002,1186,0.825,4606,83,0.804,0.628, 720952608,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,29,6,1,2,2288,1505,783,0.788,4396,68,0.659,0.658, 712886733,Existing Customer,44,F,1,Graduate,Unknown,Less than $40K,Blue,32,3,3,3,1780,1338,442,0.966,4268,87,0.673,0.752, 810545733,Existing Customer,47,F,2,College,Married,Unknown,Blue,42,3,3,3,2373,1480,893,0.631,4228,63,0.658,0.624, 822132858,Attrited Customer,41,M,4,Uneducated,Married,$80K - $120K,Blue,37,1,2,2,23250,0,23250,0.564,2205,43,0.654,0, 713526258,Attrited Customer,47,M,3,Uneducated,Single,$120K +,Blue,36,3,3,4,34516,0,34516,0.517,2020,33,0.375,0, 712877733,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,42,6,3,3,12882,1402,11480,0.783,4407,84,0.647,0.109, 713339283,Existing Customer,54,M,3,Unknown,Married,$60K - $80K,Blue,39,4,3,4,6348,798,5550,1.042,4135,71,0.972,0.126, 720473433,Existing Customer,59,F,1,Graduate,Unknown,Less than $40K,Blue,36,5,1,3,2621,2486,135,0.755,4955,78,0.733,0.948, 780584658,Attrited Customer,33,F,2,Uneducated,Unknown,$40K - $60K,Blue,22,4,2,2,1843,1293,550,0.349,2077,61,0.694,0.702, 711824358,Existing Customer,44,F,4,College,Single,Less than $40K,Blue,31,3,3,2,3228,0,3228,0.747,4524,70,0.667,0, 789990333,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,35,5,2,2,2303,722,1581,0.807,4469,80,0.778,0.314, 721332033,Existing Customer,42,M,2,Unknown,Single,$80K - $120K,Blue,30,4,2,1,29195,892,28303,0.565,4411,67,0.763,0.031, 709612983,Attrited Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,5,2,4,2990,1828,1162,0.488,2265,41,0.414,0.611, 771058908,Existing Customer,55,F,3,High School,Single,$40K - $60K,Blue,42,3,3,2,2873,2455,418,1,4563,72,0.756,0.855, 715471833,Existing Customer,50,M,0,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,3,28253,0,28253,0.479,4525,67,0.763,0, 711781233,Existing Customer,53,F,3,Graduate,Married,Unknown,Blue,45,6,1,3,1882,0,1882,0.8,5221,87,0.891,0, 713947908,Existing Customer,33,M,2,High School,Married,$80K - $120K,Blue,23,6,2,2,1630,0,1630,0.605,4426,91,0.784,0, 709741608,Existing Customer,51,M,2,Unknown,Single,$80K - $120K,Blue,36,3,1,2,4546,0,4546,0.651,3739,53,0.963,0, 709333608,Existing Customer,58,F,2,High School,Single,Unknown,Blue,46,6,2,2,2395,1345,1050,0.811,4983,84,0.867,0.562, 709688883,Attrited Customer,45,M,3,High School,Unknown,$80K - $120K,Blue,36,4,3,2,3845,0,3845,0.595,2174,39,0.393,0, 716269308,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,36,4,2,2,2836,1362,1474,0.661,4192,90,0.731,0.48, 708692583,Attrited Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,3,3,1506,168,1338,0.671,2312,44,0.467,0.112, 709892658,Existing Customer,48,F,5,Graduate,Single,Less than $40K,Blue,38,5,3,2,1605,1300,305,0.95,4495,67,0.718,0.81, 713815383,Attrited Customer,53,M,1,High School,Single,$80K - $120K,Blue,36,3,2,2,11778,0,11778,0.603,2147,44,0.375,0, 710183283,Existing Customer,55,F,1,High School,Married,Less than $40K,Blue,36,5,1,1,2747,0,2747,0.834,5032,84,0.68,0, 711937158,Existing Customer,49,M,3,College,Married,$60K - $80K,Blue,39,5,3,3,2501,0,2501,0.832,4837,87,0.74,0, 771486933,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,52,5,3,2,2563,2242,321,1.114,3942,84,0.826,0.875, 717450633,Attrited Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,2,4,1659,1544,115,0.408,1920,39,0.345,0.931, 718421808,Existing Customer,56,F,2,Uneducated,Married,Unknown,Blue,43,6,3,2,3068,1765,1303,0.853,4611,73,0.698,0.575, 716403633,Existing Customer,60,F,0,College,Divorced,Less than $40K,Blue,50,5,3,2,3426,1650,1776,0.622,4467,69,1.029,0.482, 717646983,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,49,4,3,4,3214,424,2790,0.877,2720,53,0.71,0.132, 778837083,Attrited Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,31,3,3,3,12906,321,12585,0.76,2078,62,0.55,0.025, 768632958,Attrited Customer,59,F,1,Graduate,Single,Unknown,Blue,49,3,4,6,8708,1091,7617,0.904,2508,49,0.885,0.125, 715622508,Attrited Customer,52,M,2,Unknown,Married,$80K - $120K,Blue,41,6,4,3,7904,0,7904,0.712,2094,32,0.231,0, 708402333,Existing Customer,48,F,2,Doctorate,Divorced,Unknown,Blue,37,6,2,0,4549,1313,3236,0.777,4782,88,0.66,0.289, 708946008,Attrited Customer,46,F,3,College,Married,Less than $40K,Blue,36,5,2,2,1438.3,1214,224.3,0.783,2445,39,0.444,0.844, 715625658,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,36,3,1,3,4476,1492,2984,0.933,4603,87,0.706,0.333, 789599283,Existing Customer,44,F,3,College,Divorced,Unknown,Blue,38,5,3,2,2002,1448,554,0.734,3406,62,0.632,0.723, 708960858,Existing Customer,40,M,4,High School,Married,$80K - $120K,Blue,21,3,2,3,11502,2066,9436,0.889,4786,85,1.125,0.18, 814840833,Attrited Customer,44,M,4,Doctorate,Married,$120K +,Blue,39,4,3,2,7924,2517,5407,0.663,2393,37,0.682,0.318, 772082208,Existing Customer,39,M,1,Graduate,Single,$120K +,Blue,28,4,2,2,16199,0,16199,0.771,4254,82,0.673,0, 711597183,Existing Customer,43,M,2,Uneducated,Divorced,$80K - $120K,Blue,34,5,3,2,1452,0,1452,0.97,4571,72,0.846,0, 712110333,Attrited Customer,37,F,3,High School,Single,Unknown,Blue,18,4,1,3,2179,0,2179,0.725,2568,48,0.297,0, 718673358,Attrited Customer,35,M,3,Doctorate,Married,$80K - $120K,Blue,30,5,3,4,13590,1528,12062,0.728,2137,52,0.486,0.112, 712479633,Attrited Customer,31,F,1,Unknown,Single,Less than $40K,Blue,20,3,1,2,1695,0,1695,0.561,2428,43,0.593,0, 716108283,Existing Customer,53,F,4,Graduate,Married,Less than $40K,Blue,46,6,3,3,4430,1579,2851,0.836,4833,82,0.673,0.356, 779360808,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,35,3,3,3,2919,2032,887,0.654,4937,75,0.667,0.696, 716352033,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,3,3,3,2796,1035,1761,0.664,4869,78,0.857,0.37, 716643033,Attrited Customer,41,F,2,Graduate,Married,Less than $40K,Blue,31,3,3,3,2580,2137,443,1.056,2981,40,0.481,0.828, 711567333,Existing Customer,43,M,1,High School,Single,$60K - $80K,Blue,31,5,3,2,2834,1720,1114,0.62,4581,70,0.591,0.607, 788756133,Existing Customer,44,F,3,Unknown,Divorced,Less than $40K,Blue,24,4,1,2,2617,1508,1109,1.393,4400,60,0.818,0.576, 755437533,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,41,3,3,2,1522,1273,249,0.735,5005,77,0.674,0.836, 713573508,Attrited Customer,41,M,4,Graduate,Unknown,$40K - $60K,Silver,32,4,2,4,16509,425,16084,0.356,1740,43,0.387,0.026, 709430508,Attrited Customer,40,M,4,High School,Unknown,$40K - $60K,Blue,32,1,2,3,7316,1335,5981,0.563,1849,50,0.471,0.182, 710645583,Existing Customer,44,F,2,Uneducated,Single,Unknown,Blue,37,5,1,2,7627,1742,5885,0.771,4349,75,0.705,0.228, 714253983,Existing Customer,44,M,3,Unknown,Married,$40K - $60K,Blue,36,4,2,3,9465,0,9465,0.657,3675,59,1.107,0, 771566208,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,36,3,1,2,8795,1318,7477,0.563,4681,74,0.682,0.15, 713314533,Attrited Customer,40,M,2,Unknown,Single,$60K - $80K,Blue,27,6,2,3,12283,0,12283,0.413,1993,41,0.323,0, 720725883,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,20,5,2,3,2715,1503,1212,0.704,4177,68,0.659,0.554, 708539583,Existing Customer,44,F,3,Unknown,Married,Unknown,Blue,25,6,1,3,19897,2232,17665,0.672,3979,63,0.5,0.112, 716747283,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,36,5,2,2,2097,1224,873,0.819,5059,79,0.681,0.584, 787519683,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,30,3,2,2,3028,2270,758,0.804,4727,78,0.66,0.75, 721044333,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,22,5,2,0,1695,761,934,0.797,4905,91,0.75,0.449, 713679633,Attrited Customer,41,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,5,1438.3,0,1438.3,0.305,1813,51,0.759,0, 711126483,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,28,4,3,3,1438.3,599,839.3,0.897,5136,76,0.9,0.416, 814191333,Attrited Customer,55,M,2,Unknown,Divorced,$120K +,Blue,50,5,4,3,24250,278,23972,0.647,2153,41,0.577,0.011, 715040208,Existing Customer,49,F,2,Graduate,Single,Unknown,Blue,38,6,3,3,5076,871,4205,0.693,4115,72,0.6,0.172, 710769258,Existing Customer,40,F,2,Graduate,Single,Unknown,Blue,27,4,2,3,4438,1513,2925,0.807,3895,75,0.829,0.341, 715227633,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,5,2,3,1964,0,1964,0.776,4240,60,0.622,0, 708635058,Existing Customer,53,F,0,High School,Single,Less than $40K,Blue,44,4,1,1,1904,886,1018,0.695,4798,85,0.809,0.465, 709051533,Existing Customer,46,F,1,Graduate,Married,$40K - $60K,Blue,26,6,3,0,2933,1569,1364,0.648,4956,92,0.673,0.535, 718940208,Existing Customer,55,F,0,Graduate,Single,Unknown,Blue,44,6,1,3,18202,1841,16361,0.76,3551,68,0.7,0.101, 712361583,Existing Customer,47,M,5,Graduate,Married,$80K - $120K,Silver,36,3,3,1,34516,760,33756,0.407,3756,67,0.558,0.022, 708390633,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,44,5,5,3,2421,2312,109,0.674,4219,69,0.605,0.955, 720281508,Existing Customer,44,F,2,Doctorate,Divorced,Less than $40K,Blue,34,3,1,2,2406,1491,915,0.606,4625,91,0.685,0.62, 720885558,Existing Customer,51,F,2,High School,Single,$40K - $60K,Blue,37,5,1,1,2621,2426,195,0.727,4885,74,1.114,0.926, 709781208,Existing Customer,34,F,0,Unknown,Married,Less than $40K,Blue,26,5,3,1,2291,0,2291,0.892,5409,82,0.822,0, 710086308,Existing Customer,46,F,4,High School,Unknown,$40K - $60K,Blue,38,6,2,0,3645,1179,2466,0.559,4680,87,0.933,0.323, 713282733,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,24,4,3,1,3375,1730,1645,0.514,4341,64,0.684,0.513, 815812683,Existing Customer,47,M,3,Unknown,Single,$120K +,Blue,42,5,3,2,8856,1433,7423,0.811,5072,77,0.711,0.162, 708204033,Existing Customer,36,F,5,Unknown,Single,Less than $40K,Blue,24,3,1,1,2980,2093,887,0.522,4132,70,0.667,0.702, 720040158,Existing Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,17656,0,17656,0.727,4633,71,0.868,0, 755996583,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,50,5,0,3,2475,0,2475,0.823,2574,43,0.654,0, 711359058,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,33,3,2,2,3942,1711,2231,0.61,4622,71,0.614,0.434, 714064908,Existing Customer,57,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,3,1771,1289,482,0.911,4813,84,0.867,0.728, 717074283,Attrited Customer,45,F,3,Graduate,Divorced,Unknown,Blue,37,5,2,6,17678,0,17678,0.788,2566,49,0.815,0, 765847383,Existing Customer,50,M,1,Graduate,Married,$120K +,Blue,43,4,5,3,20958,0,20958,0.769,4425,78,0.696,0, 789531633,Existing Customer,53,F,4,Graduate,Single,Less than $40K,Blue,46,4,1,2,4117,777,3340,0.592,5218,88,0.6,0.189, 820593033,Existing Customer,43,F,2,Graduate,Single,$40K - $60K,Silver,39,3,1,2,18524,1736,16788,0.762,4496,64,0.882,0.094, 710078358,Existing Customer,36,M,4,Post-Graduate,Married,Less than $40K,Blue,26,5,1,1,2222,1291,931,0.988,4095,88,0.63,0.581, 715025208,Existing Customer,56,F,2,College,Married,Less than $40K,Blue,46,5,3,3,3119,1778,1341,1.01,4168,63,0.853,0.57, 709596783,Existing Customer,46,M,3,College,Married,$40K - $60K,Blue,34,5,1,2,1611,0,1611,0.731,4444,78,0.857,0, 715960308,Attrited Customer,53,F,1,Graduate,Divorced,Less than $40K,Blue,44,3,3,3,4090,2517,1573,0.562,2016,49,0.69,0.615, 716653758,Existing Customer,55,M,0,Unknown,Single,$60K - $80K,Blue,36,3,3,3,1467,0,1467,0.739,4226,74,0.85,0, 787268733,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,46,5,1,2,2442,1507,935,0.631,4535,85,0.809,0.617, 789923058,Attrited Customer,53,F,1,High School,Married,$40K - $60K,Blue,44,3,3,3,1816,0,1816,0.884,2474,44,0.692,0, 771079833,Existing Customer,40,F,3,High School,Single,Less than $40K,Blue,27,3,3,3,1438.3,0,1438.3,0.845,4332,78,0.696,0, 710507733,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,35,3,3,1,14958,1644,13314,0.686,4038,68,0.511,0.11, 779269158,Attrited Customer,43,F,2,Graduate,Married,Unknown,Blue,25,4,2,4,21961,0,21961,0.653,2237,39,0.393,0, 711627558,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,30,5,1,2,1625,912,713,0.877,3968,73,0.698,0.561, 710536983,Existing Customer,49,F,0,Post-Graduate,Married,Less than $40K,Blue,36,6,3,3,3007,2517,490,0.853,4423,67,0.675,0.837, 712237458,Existing Customer,47,M,3,Unknown,Married,$120K +,Blue,28,3,2,2,11629,802,10827,0.912,3752,78,0.902,0.069, 778289883,Attrited Customer,42,F,2,Graduate,Unknown,Less than $40K,Blue,32,3,3,3,1507,0,1507,0.806,2528,41,0.64,0, 714154533,Existing Customer,45,F,3,High School,Single,Unknown,Blue,36,6,1,2,3111,1994,1117,0.753,4478,56,0.697,0.641, 803657133,Existing Customer,60,M,1,Graduate,Single,$40K - $60K,Blue,54,6,3,3,1848,1408,440,0.779,4757,75,0.923,0.762, 769053033,Attrited Customer,44,F,1,Graduate,Single,$40K - $60K,Blue,38,3,2,5,4142,2517,1625,0.809,2104,44,0.833,0.608, 713613258,Existing Customer,46,M,4,High School,Single,$80K - $120K,Blue,36,6,1,2,1438.3,0,1438.3,0.746,4461,71,0.821,0, 768544833,Existing Customer,45,F,4,Uneducated,Single,Less than $40K,Blue,39,6,2,3,2202,1414,788,0.593,4531,77,0.54,0.642, 720782658,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Blue,36,4,2,3,3591,1749,1842,0.733,5079,80,0.905,0.487, 768162108,Attrited Customer,49,M,3,College,Married,$120K +,Blue,43,5,3,3,4781,0,4781,0.788,2451,50,0.667,0, 710511858,Existing Customer,58,F,0,Unknown,Married,Less than $40K,Blue,36,3,3,3,3832,1439,2393,0.851,4741,88,0.76,0.376, 714516033,Existing Customer,53,M,3,High School,Married,$120K +,Blue,44,4,2,0,9025,1005,8020,0.568,4412,87,0.706,0.111, 788630958,Existing Customer,44,M,2,Uneducated,Single,$40K - $60K,Blue,28,3,1,2,11627,0,11627,0.638,3264,67,0.396,0, 717646008,Existing Customer,61,F,1,College,Married,Unknown,Blue,46,6,2,2,5686,0,5686,1.027,4338,67,0.675,0, 712290258,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,40,5,1,3,2636,1840,796,0.844,4056,67,0.811,0.698, 716292033,Existing Customer,37,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,1438.3,0,1438.3,0.568,4815,84,0.787,0, 780372408,Existing Customer,43,F,5,High School,Single,Less than $40K,Blue,33,6,2,2,4976,866,4110,0.985,4317,69,0.568,0.174, 720853158,Existing Customer,38,F,3,High School,Single,Unknown,Blue,24,6,3,3,13951,1607,12344,0.932,4576,70,0.591,0.115, 823507833,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,40,4,3,2,14370,945,13425,0.557,4510,79,0.646,0.066, 711111633,Existing Customer,60,M,1,High School,Single,$40K - $60K,Silver,49,5,2,2,21681,0,21681,0.704,3844,75,1.083,0, 709904508,Existing Customer,59,F,0,Post-Graduate,Single,$40K - $60K,Blue,40,5,3,3,2634,1644,990,1.092,4190,71,0.732,0.624, 712022883,Existing Customer,37,F,2,High School,Single,$40K - $60K,Blue,27,4,1,2,2204,919,1285,0.712,4555,82,1,0.417, 712173108,Existing Customer,48,F,1,Unknown,Unknown,$40K - $60K,Blue,36,3,1,3,2447,1991,456,0.719,4228,82,0.708,0.814, 714156633,Existing Customer,60,F,0,Unknown,Single,Unknown,Blue,36,3,3,2,3068,0,3068,0.897,4533,79,0.795,0, 714581358,Attrited Customer,48,F,3,Graduate,Single,Less than $40K,Blue,43,3,3,4,1502,0,1502,0.529,2204,36,0.44,0, 713256033,Existing Customer,39,F,3,Uneducated,Single,Unknown,Blue,25,5,3,3,4181,1604,2577,0.659,3955,74,0.574,0.384, 825831933,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,48,4,2,2,3136,1103,2033,0.812,4528,81,0.884,0.352, 720274158,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,35,4,2,2,4478,1700,2778,0.655,3879,76,1.235,0.38, 772394883,Attrited Customer,60,F,1,Uneducated,Single,Unknown,Blue,50,3,6,3,7359,0,7359,0.768,2869,43,0.433,0, 794253108,Existing Customer,52,M,4,Graduate,Single,$40K - $60K,Blue,46,3,3,2,13090,0,13090,0.75,3851,78,1,0, 720899883,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,35,6,2,2,6849,0,6849,0.736,3770,82,0.864,0, 714313608,Existing Customer,36,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,0,4228,1886,2342,1.076,4356,74,0.682,0.446, 716602683,Existing Customer,49,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,2,5678,2082,3596,0.83,5092,70,0.707,0.367, 715928808,Existing Customer,42,F,2,High School,Married,Less than $40K,Blue,31,3,5,2,3964,1218,2746,0.593,4580,75,1.419,0.307, 771899433,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,4,7970,2434,5536,0.406,1263,27,0.35,0.305, 714771708,Existing Customer,36,F,0,College,Unknown,Unknown,Blue,26,5,3,3,4692,0,4692,0.837,4281,69,0.643,0, 709711758,Attrited Customer,45,F,3,Uneducated,Divorced,Less than $40K,Blue,32,3,2,2,1942,0,1942,0.366,1853,31,0.107,0, 721137558,Attrited Customer,40,M,4,Graduate,Divorced,$40K - $60K,Blue,28,1,2,3,5821,894,4927,0.461,2011,42,0.273,0.154, 820268358,Existing Customer,48,F,4,Post-Graduate,Unknown,Less than $40K,Blue,43,4,1,3,2357,1462,895,0.734,4534,75,1.027,0.62, 709273383,Existing Customer,54,F,0,Unknown,Married,Unknown,Blue,36,3,1,2,8294,696,7598,0.806,4136,77,1.2,0.084, 822959133,Existing Customer,32,F,3,Post-Graduate,Married,$40K - $60K,Blue,26,4,3,3,3174,2084,1090,0.636,4508,83,1.075,0.657, 720491958,Existing Customer,34,F,3,Uneducated,Single,Less than $40K,Blue,36,4,3,3,1438.3,0,1438.3,0.734,4302,74,0.762,0, 713607108,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,31,6,1,2,1852,1428,424,0.795,4486,61,0.848,0.771, 709729533,Attrited Customer,47,M,3,Uneducated,Single,$40K - $60K,Blue,39,4,3,1,1809,457,1352,0.703,2169,49,0.485,0.253, 717890583,Existing Customer,48,F,1,Graduate,Divorced,$40K - $60K,Blue,38,4,1,2,3503,1572,1931,0.866,4671,93,0.632,0.449, 718384233,Existing Customer,52,M,5,Doctorate,Single,$40K - $60K,Silver,39,4,2,2,17835,868,16967,0.723,4258,58,0.657,0.049, 713401758,Existing Customer,45,M,2,Uneducated,Married,$120K +,Blue,36,6,2,3,3383,1458,1925,0.678,4897,75,0.562,0.431, 773257233,Existing Customer,46,F,4,Unknown,Single,Less than $40K,Blue,39,4,2,3,7128,1457,5671,0.553,3534,70,0.591,0.204, 713556033,Existing Customer,36,F,1,Graduate,Married,Less than $40K,Blue,22,5,2,3,1438.3,790,648.3,0.615,3959,59,0.735,0.549, 719265108,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,33,6,3,2,3815,1190,2625,0.852,4430,94,0.741,0.312, 778740708,Existing Customer,39,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,2,1902,962,940,0.534,4203,69,0.725,0.506, 710952933,Existing Customer,43,F,1,Uneducated,Divorced,Less than $40K,Blue,36,5,2,3,2077,1254,823,0.821,4226,75,1.143,0.604, 720991833,Attrited Customer,48,F,2,Doctorate,Married,Less than $40K,Blue,36,4,3,4,2514,2090,424,0.842,2603,53,0.606,0.831, 779954658,Existing Customer,56,M,4,High School,Single,$80K - $120K,Blue,40,4,3,3,34516,0,34516,0.846,4714,82,0.745,0, 714204108,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,38,3,3,0,2144,1492,652,0.96,3859,55,0.571,0.696, 805546308,Existing Customer,65,F,0,High School,Single,Less than $40K,Blue,56,3,3,2,5951,2517,3434,0.787,4554,83,0.694,0.423, 716244933,Existing Customer,54,F,3,High School,Divorced,Unknown,Blue,36,3,5,3,4806,0,4806,0.827,4674,87,0.74,0, 712018233,Existing Customer,42,F,3,Graduate,Single,Unknown,Blue,34,3,3,3,16612,2517,14095,0.602,4697,94,0.808,0.152, 802878408,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,47,6,2,2,2799,0,2799,0.689,4116,88,0.571,0, 719504433,Existing Customer,63,M,0,Unknown,Single,$40K - $60K,Silver,54,4,3,3,18064,1695,16369,0.838,3434,71,0.479,0.094, 794558658,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,34,3,1,3,2560,1430,1130,0.766,4783,86,0.792,0.559, 711634008,Existing Customer,42,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,2,5821,0,5821,0.859,4591,70,1.188,0, 708260208,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,4,3,2,2057,1279,778,0.562,4321,76,0.689,0.622, 713435058,Existing Customer,49,F,5,High School,Divorced,Less than $40K,Blue,42,5,2,3,1972,1489,483,0.69,4715,66,0.65,0.755, 719656533,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,2675,0,2675,0.7,4149,79,0.717,0, 719709558,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,33,3,1,2,6223,2126,4097,0.681,4518,79,0.795,0.342, 710311233,Existing Customer,44,F,4,High School,Single,Unknown,Blue,37,3,3,3,7632,0,7632,0.557,4498,86,0.623,0, 719216508,Existing Customer,55,F,1,Unknown,Unknown,Less than $40K,Blue,36,5,2,1,3258,2517,741,0.985,4960,77,0.75,0.773, 713105508,Existing Customer,46,M,3,High School,Single,$60K - $80K,Silver,29,4,3,3,34516,2040,32476,0.764,3754,53,1.038,0.059, 710719683,Existing Customer,49,F,1,High School,Divorced,$40K - $60K,Blue,43,3,3,2,3054,845,2209,0.731,4460,88,0.692,0.277, 817892208,Existing Customer,35,F,2,Doctorate,Single,Less than $40K,Blue,30,5,1,1,1438.3,0,1438.3,1.126,4006,72,0.946,0, 714102183,Attrited Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,1,2,3,7970,2282,5688,0.28,1872,41,0.206,0.286, 715410783,Attrited Customer,55,F,1,Unknown,Single,Less than $40K,Blue,36,5,2,3,1836,572,1264,0.758,2400,34,0.789,0.312, 718202658,Existing Customer,47,M,3,Graduate,Unknown,$120K +,Blue,36,3,2,3,9397,795,8602,0.749,5265,98,0.581,0.085, 719445633,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,36,4,2,3,1601,0,1601,0.829,4919,69,1.091,0, 709820658,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,36,3,2,3,34516,1170,33346,0.678,3785,64,0.6,0.034, 718481283,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,43,5,1,3,1822,1114,708,0.539,5210,73,0.553,0.611, 789300408,Existing Customer,41,M,4,High School,Married,Less than $40K,Blue,30,3,2,2,1614,700,914,0.842,4293,87,0.812,0.434, 711970533,Existing Customer,54,F,4,Unknown,Married,Less than $40K,Blue,41,3,2,0,1491,1349,142,0.756,4365,71,0.732,0.905, 815088483,Existing Customer,28,F,1,Graduate,Divorced,Less than $40K,Blue,23,4,1,3,2543,1156,1387,0.641,3864,64,0.684,0.455, 717139608,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,2,3,3462,1817,1645,0.717,4635,65,0.711,0.525, 717626508,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,3,3,1,1699,0,1699,0.653,5495,87,0.642,0, 767668908,Attrited Customer,46,F,3,Graduate,Married,Unknown,Blue,40,3,4,3,13095,1836,11259,0.432,1552,32,0.185,0.14, 712484733,Existing Customer,47,M,5,Unknown,Single,$60K - $80K,Blue,32,6,2,3,8823,2517,6306,0.812,4674,85,0.848,0.285, 716216958,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,42,6,1,1,4429,883,3546,0.688,4386,63,0.537,0.199, 714246333,Attrited Customer,58,F,4,High School,Married,Unknown,Blue,48,1,4,3,5396,1803,3593,0.493,2107,39,0.393,0.334, 718693683,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,53,4,1,3,2418,2205,213,0.84,3918,74,0.51,0.912, 716298633,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,47,5,2,3,2086,1792,294,0.859,5774,84,0.909,0.859, 755661933,Attrited Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,41,5,3,3,1899,671,1228,0.736,2434,45,0.406,0.353, 712914783,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,31,4,1,2,7564,0,7564,0.61,4743,82,0.822,0, 711240108,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Blue,31,3,2,2,13116,1225,11891,0.735,4800,61,0.605,0.093, 721396758,Existing Customer,35,F,4,Doctorate,Married,Less than $40K,Blue,36,3,1,3,1438.3,606,832.3,0.692,5062,80,0.818,0.421, 715636533,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,4,1,2,3716,0,3716,0.886,4833,73,0.521,0, 711508608,Existing Customer,50,F,1,Unknown,Married,Less than $40K,Blue,36,3,5,3,3069,1482,1587,0.663,4351,74,0.721,0.483, 716669658,Attrited Customer,51,F,1,High School,Single,Less than $40K,Blue,33,6,3,3,2006,1608,398,1.043,2760,38,0.652,0.802, 718212633,Existing Customer,45,F,4,High School,Married,$40K - $60K,Blue,36,5,2,1,2948,2232,716,0.858,3635,79,0.58,0.757, 708357183,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,38,4,2,3,1438.3,0,1438.3,1.001,3511,64,0.882,0, 713629533,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,3,1438.3,670,768.3,0.909,4321,83,0.804,0.466, 771450708,Existing Customer,58,F,3,Graduate,Married,$40K - $60K,Blue,46,5,3,1,4669,1913,2756,0.591,4363,73,0.973,0.41, 711311883,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Silver,35,5,2,2,13994,0,13994,0.57,3299,63,0.853,0, 802673508,Attrited Customer,57,M,2,Graduate,Single,$120K +,Blue,51,3,5,3,8760,0,8760,0.726,2460,39,0.56,0, 708113208,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,36,3,2,2,1688,0,1688,0.641,4375,69,0.605,0, 788786208,Existing Customer,46,F,2,College,Married,Unknown,Blue,27,6,3,3,9881,1794,8087,0.582,4725,85,0.735,0.182, 720043533,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Blue,26,6,2,0,4534,917,3617,0.84,4211,66,0.61,0.202, 801083133,Existing Customer,57,F,4,Uneducated,Single,Less than $40K,Blue,51,5,3,3,3545,1446,2099,0.638,3691,69,0.917,0.408, 716246733,Existing Customer,57,F,2,College,Single,Less than $40K,Blue,49,4,2,2,1857,1528,329,0.698,4681,71,0.868,0.823, 807157833,Existing Customer,56,F,4,Uneducated,Single,Unknown,Blue,51,5,1,1,3334,1272,2062,1.12,4284,73,0.587,0.382, 721032633,Attrited Customer,55,F,3,Unknown,Single,$40K - $60K,Blue,32,5,3,4,2496,1999,497,0.724,2590,50,0.667,0.801, 828285858,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,37,3,1,2,1438.3,765,673.3,0.644,4053,66,0.692,0.532, 718890933,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,27,3,2,2,1438.3,0,1438.3,0.68,2429,38,0.652,0, 711148308,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,46,4,2,2,9357,1285,8072,0.694,4173,77,0.711,0.137, 712810233,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,36,3,2,3,2423,1674,749,0.644,4258,80,0.538,0.691, 714098883,Existing Customer,45,F,1,Graduate,Single,$40K - $60K,Blue,36,5,2,2,1936,1613,323,0.841,4773,80,0.818,0.833, 779327733,Existing Customer,43,M,1,Graduate,Divorced,$60K - $80K,Blue,25,4,3,3,1783,1014,769,0.956,3861,81,0.558,0.569, 716364408,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,36,4,1,2,1438.3,0,1438.3,0.622,4155,62,0.632,0, 710461083,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,46,4,1,3,1438.3,0,1438.3,0.622,4333,84,0.826,0, 709306983,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Silver,36,6,3,2,10580,1023,9557,0.907,4721,81,0.8,0.097, 769035933,Existing Customer,54,F,2,Unknown,Single,Less than $40K,Blue,48,5,3,2,4597,1316,3281,0.646,3507,68,0.511,0.286, 813182658,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,44,4,2,3,1656,929,727,0.898,4408,79,0.681,0.561, 781110408,Existing Customer,39,F,0,High School,Single,Less than $40K,Blue,23,5,3,2,3279,0,3279,0.765,5048,75,0.923,0, 818007783,Existing Customer,49,F,3,College,Married,$40K - $60K,Blue,44,6,2,3,2578,1590,988,0.657,4683,89,0.618,0.617, 708862233,Existing Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,30,3,3,3,4068,0,4068,1.121,5161,83,0.766,0, 714006333,Attrited Customer,42,F,4,Graduate,Married,Less than $40K,Blue,36,5,2,3,2128,528,1600,0.525,2289,41,0.414,0.248, 770596458,Attrited Customer,45,F,2,Doctorate,Married,Less than $40K,Blue,31,4,3,4,2704,2262,442,0.87,2362,39,0.444,0.837, 789392883,Existing Customer,38,F,3,Post-Graduate,Unknown,Less than $40K,Blue,29,4,1,0,1878,1247,631,0.67,4650,71,0.614,0.664, 803805483,Existing Customer,46,F,3,College,Married,Unknown,Blue,40,3,3,3,10600,0,10600,0.777,4697,67,0.523,0, 709534083,Attrited Customer,58,F,0,Uneducated,Divorced,Less than $40K,Blue,36,3,2,6,9909,0,9909,0.466,1844,41,0.64,0, 710579583,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,50,3,2,3,1665,983,682,0.889,4420,86,0.72,0.59, 708949908,Attrited Customer,50,M,1,Graduate,Divorced,$120K +,Blue,42,1,3,2,1656,0,1656,0.626,2073,44,0.833,0, 711907083,Existing Customer,53,M,1,High School,Unknown,$80K - $120K,Blue,36,3,3,4,14111,1034,13077,0.505,2950,64,0.684,0.073, 718696458,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,4,2,3,2012,1230,782,0.668,3822,68,0.659,0.611, 710611683,Existing Customer,43,F,2,Post-Graduate,Married,Less than $40K,Blue,31,6,1,1,2837,1807,1030,0.609,4279,83,0.627,0.637, 721511883,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,2,1709,0,1709,0.685,4981,79,0.975,0, 779116158,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,31,5,2,1,5714,868,4846,0.636,4331,85,0.7,0.152, 720193533,Existing Customer,41,M,3,Unknown,Married,$60K - $80K,Blue,32,4,1,3,5071,1043,4028,0.667,3358,62,0.722,0.206, 753094533,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,44,3,3,3,24028,0,24028,0.496,3531,73,0.738,0, 719545983,Existing Customer,31,F,2,Post-Graduate,Unknown,Unknown,Blue,13,5,3,3,13882,0,13882,0.87,4798,82,0.822,0, 716494383,Existing Customer,49,F,3,Graduate,Unknown,$40K - $60K,Blue,41,3,2,2,3585,931,2654,0.62,4399,78,0.733,0.26, 769892058,Existing Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,34,4,2,2,9124,2126,6998,0.449,4564,65,0.548,0.233, 709098108,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,35,4,2,2,2705,0,2705,0.736,4749,80,0.778,0, 715705683,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,2,1936,1101,835,0.984,4578,70,0.892,0.569, 715724808,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,41,5,2,3,8051,2138,5913,0.716,4370,83,0.886,0.266, 717123858,Existing Customer,36,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,3635,1617,2018,0.828,4045,62,1.067,0.445, 716236683,Existing Customer,46,F,1,High School,Married,Less than $40K,Blue,37,4,2,2,2532,1487,1045,0.581,4143,71,1.029,0.587, 771224358,Existing Customer,54,F,4,Unknown,Married,Less than $40K,Blue,41,3,1,3,2028,0,2028,0.823,4030,78,0.733,0, 779310033,Attrited Customer,42,F,4,Doctorate,Married,Less than $40K,Blue,24,3,2,3,4304,0,4304,0.183,1788,36,0.091,0, 710595783,Existing Customer,46,F,3,Graduate,Unknown,Unknown,Blue,39,4,1,2,6644,2082,4562,0.915,4659,76,0.854,0.313, 711409833,Existing Customer,45,F,5,Uneducated,Married,Less than $40K,Blue,33,3,1,3,1830,650,1180,0.724,4838,71,0.972,0.355, 721174008,Existing Customer,37,M,2,Uneducated,Married,$120K +,Blue,23,4,3,3,7607,2170,5437,0.377,4495,77,0.674,0.285, 714192933,Attrited Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,3,3,5,2060,0,2060,0.251,1976,44,0.257,0, 709632483,Existing Customer,49,F,2,High School,Single,Less than $40K,Blue,40,3,2,2,1438.3,906,532.3,0.541,4457,84,0.714,0.63, 718431258,Existing Customer,41,M,4,High School,Single,$60K - $80K,Blue,28,4,3,3,3126,1503,1623,0.892,3662,74,0.644,0.481, 817029108,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,27,4,6,3,6885,1611,5274,0.955,3804,67,0.861,0.234, 796931508,Attrited Customer,42,M,4,High School,Unknown,$60K - $80K,Blue,36,4,3,4,1871,0,1871,0.73,2593,48,0.548,0, 769577358,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,17,4,2,3,2787,1761,1026,0.67,4358,89,0.648,0.632, 815589558,Existing Customer,50,M,2,Post-Graduate,Married,$80K - $120K,Blue,45,6,3,2,1867,1478,389,0.727,4097,70,0.707,0.792, 714287583,Attrited Customer,41,F,3,Unknown,Married,Less than $40K,Blue,32,3,2,3,1438.3,0,1438.3,0.372,1852,38,0.31,0, 718975083,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,40,6,4,3,2473,0,2473,0.547,2133,44,0.419,0, 715315008,Existing Customer,40,M,4,Post-Graduate,Single,$40K - $60K,Blue,30,6,3,2,4640,1555,3085,0.78,3870,70,0.707,0.335, 779252283,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,29,6,3,0,2712,2411,301,0.844,5201,82,0.907,0.889, 714031083,Attrited Customer,46,F,3,Graduate,Unknown,Unknown,Blue,30,3,2,1,8869,0,8869,0.413,1935,40,0.429,0, 772442883,Attrited Customer,51,F,4,Graduate,Married,Unknown,Blue,41,2,3,5,3853,696,3157,0.882,2443,38,0.583,0.181, 714533058,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,43,4,2,3,1438.3,721,717.3,0.601,4606,86,0.955,0.501, 716570958,Attrited Customer,50,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,2,3,14409,511,13898,0.799,2351,39,0.3,0.035, 710116833,Attrited Customer,59,F,1,High School,Single,$40K - $60K,Blue,36,5,3,3,1665,0,1665,1.01,2748,40,0.333,0, 718586133,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,31,6,1,3,2639,0,2639,0.892,4892,85,0.771,0, 773322558,Existing Customer,59,F,2,High School,Married,Less than $40K,Blue,48,6,1,1,2338,1566,772,0.533,3964,69,0.5,0.67, 714554808,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,40,3,3,0,2774,1362,1412,0.866,4802,91,0.685,0.491, 717903108,Existing Customer,57,F,1,College,Single,Unknown,Blue,46,6,1,1,4283,488,3795,0.865,4689,65,0.477,0.114, 815908908,Attrited Customer,47,F,4,Uneducated,Single,Unknown,Blue,42,3,4,3,6263,2517,3746,0.857,2613,50,0.724,0.402, 771464808,Existing Customer,35,F,2,Graduate,Single,Less than $40K,Blue,23,6,3,3,2317,1301,1016,0.925,4161,71,1.219,0.562, 708234558,Existing Customer,55,F,2,College,Divorced,Less than $40K,Blue,43,5,2,1,2239,1340,899,0.658,4540,73,0.587,0.598, 715737258,Existing Customer,41,F,1,College,Married,Less than $40K,Blue,32,6,3,3,2225,0,2225,1.06,4917,84,0.75,0, 710188308,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,41,6,2,3,1519,1148,371,0.767,4927,73,0.738,0.756, 708670608,Existing Customer,48,F,5,Uneducated,Married,Unknown,Blue,36,4,2,3,5495,2200,3295,0.696,5125,85,0.771,0.4, 714839808,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,35,6,1,1,2141,1176,965,0.746,4317,64,0.778,0.549, 811140933,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,29,4,1,2,2616,1786,830,0.876,5219,63,0.75,0.683, 788937933,Existing Customer,39,F,3,Graduate,Divorced,Less than $40K,Blue,25,3,1,1,5494,1356,4138,0.463,3566,81,0.884,0.247, 721527858,Attrited Customer,52,F,3,High School,Married,Less than $40K,Blue,40,3,5,1,2003,1735,268,0.855,2343,42,0.355,0.866, 718265658,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,3,1,2,2092,1499,593,0.811,4130,80,1.162,0.717, 714312708,Existing Customer,44,M,0,High School,Single,$60K - $80K,Blue,36,6,3,2,6606,2517,4089,0.825,4493,68,0.659,0.381, 715821183,Existing Customer,42,F,4,College,Married,Unknown,Blue,23,3,3,2,7102,0,7102,0.599,4083,68,0.744,0, 709487058,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Silver,36,6,2,3,13812,1132,12680,0.699,3723,56,0.867,0.082, 712675158,Existing Customer,56,M,1,Graduate,Single,$60K - $80K,Blue,36,5,3,2,7075,1676,5399,1.268,4160,75,0.667,0.237, 826473858,Existing Customer,44,M,1,College,Single,$40K - $60K,Blue,40,6,1,2,4274,1680,2594,0.78,4820,60,0.765,0.393, 817382958,Existing Customer,47,F,3,High School,Single,Less than $40K,Blue,31,5,1,3,2317,0,2317,0.57,4894,89,0.854,0, 712927383,Attrited Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,36,3,3,3,1438.3,642,796.3,0.405,1939,49,0.4,0.446, 712894308,Existing Customer,47,M,4,High School,Married,$80K - $120K,Blue,37,5,3,3,2888,0,2888,0.717,4345,75,0.786,0, 712349808,Existing Customer,44,F,4,College,Single,Unknown,Blue,34,4,1,2,12310,670,11640,0.801,4176,76,0.767,0.054, 778780008,Existing Customer,48,M,4,Unknown,Married,$60K - $80K,Blue,36,4,3,3,1622,1249,373,0.585,4164,66,0.61,0.77, 711430908,Attrited Customer,45,F,4,Graduate,Married,Less than $40K,Blue,34,3,2,1,1438.3,0,1438.3,0.685,2153,35,0.346,0, 779670783,Existing Customer,40,M,3,Unknown,Single,$80K - $120K,Blue,23,6,2,2,12559,0,12559,0.715,4700,71,0.511,0, 718757808,Existing Customer,56,F,1,Uneducated,Unknown,$40K - $60K,Blue,46,4,3,3,2929,1287,1642,0.497,3875,67,0.595,0.439, 779530908,Attrited Customer,48,F,3,Unknown,Divorced,Less than $40K,Blue,31,5,2,4,1438.3,0,1438.3,0.5,1897,58,0.706,0, 716389833,Existing Customer,50,F,1,Unknown,Single,Less than $40K,Blue,40,4,1,2,2319,1026,1293,0.521,4099,74,0.721,0.442, 718469658,Existing Customer,37,F,2,Uneducated,Married,Unknown,Blue,22,4,3,3,7927,996,6931,0.521,4094,85,0.771,0.126, 809849358,Attrited Customer,55,F,2,Graduate,Divorced,Less than $40K,Blue,50,2,6,3,1720,0,1720,0.707,2719,36,0.44,0, 719772258,Existing Customer,38,M,3,Unknown,Single,$80K - $120K,Blue,30,5,1,3,3642,724,2918,0.68,4517,79,0.837,0.199, 809363958,Existing Customer,49,F,3,High School,Married,$40K - $60K,Blue,44,5,1,2,3881,0,3881,0.601,4177,66,0.737,0, 709165533,Existing Customer,47,M,3,Doctorate,Unknown,$120K +,Blue,41,6,2,2,6143,1151,4992,0.866,4330,72,0.895,0.187, 809846283,Existing Customer,42,F,1,Unknown,Married,Less than $40K,Blue,37,3,3,0,1438.3,0,1438.3,0.72,4154,78,0.814,0, 708427908,Existing Customer,52,F,4,College,Unknown,Less than $40K,Blue,39,6,3,1,2035,1343,692,0.835,4643,86,0.686,0.66, 721228308,Attrited Customer,47,F,2,High School,Married,Less than $40K,Blue,39,5,3,3,3899,0,3899,0.718,2182,40,0.429,0, 713374533,Existing Customer,52,F,1,Unknown,Single,$40K - $60K,Blue,43,4,2,2,1981,1082,899,0.584,3913,90,0.731,0.546, 708708858,Attrited Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,4,2422,502,1920,0.997,2548,46,0.484,0.207, 721111233,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,43,6,3,3,11964,800,11164,0.954,4853,85,0.848,0.067, 708538608,Existing Customer,50,F,4,College,Married,Unknown,Blue,36,6,4,3,3862,0,3862,0.578,4058,81,0.723,0, 718866633,Existing Customer,46,M,2,College,Married,$80K - $120K,Blue,36,5,4,2,33142,0,33142,0.846,4347,63,0.575,0, 719100633,Existing Customer,40,M,2,High School,Single,$120K +,Silver,36,3,4,2,34516,1436,33080,0.688,3564,73,0.825,0.042, 789328083,Attrited Customer,42,F,4,High School,Married,Less than $40K,Blue,32,6,3,3,3454,0,3454,0.862,2826,39,0.625,0, 822905058,Existing Customer,29,F,2,Graduate,Married,Less than $40K,Blue,25,6,3,2,2732,1746,986,1.028,4702,85,0.771,0.639, 816549933,Existing Customer,50,M,4,High School,Divorced,$80K - $120K,Blue,45,4,2,2,1687,992,695,0.721,4342,82,0.783,0.588, 716421633,Attrited Customer,43,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,4,3523,0,3523,0.973,3174,44,0.222,0, 712667958,Existing Customer,40,M,4,Uneducated,Single,$120K +,Blue,36,4,3,2,5773,2024,3749,0.977,3732,71,0.972,0.351, 809559933,Attrited Customer,45,F,3,Graduate,Married,Unknown,Blue,40,3,5,3,4462,706,3756,0.886,2526,41,0.414,0.158, 819979458,Existing Customer,35,F,3,Doctorate,Married,Less than $40K,Blue,30,5,2,2,3976,1789,2187,0.931,4419,75,0.829,0.45, 708100533,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,36,3,3,3,2679,2277,402,0.736,4943,85,0.735,0.85, 778669608,Existing Customer,49,F,4,Unknown,Married,$40K - $60K,Blue,29,6,3,2,1564,0,1564,1.114,5172,78,0.733,0, 802867683,Existing Customer,53,F,2,High School,Single,$40K - $60K,Blue,47,5,2,3,1536,728,808,0.604,4133,78,0.529,0.474, 711893358,Existing Customer,46,M,5,High School,Married,$40K - $60K,Blue,37,6,2,1,2375,1196,1179,0.641,4087,66,0.833,0.504, 785410158,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,42,4,3,3,2719,0,2719,0.794,4172,65,0.97,0, 718596858,Existing Customer,53,F,4,Graduate,Divorced,$40K - $60K,Blue,45,5,3,1,3369,2424,945,0.825,5220,78,0.592,0.72, 708338958,Existing Customer,58,F,1,Graduate,Single,Less than $40K,Blue,36,5,1,1,3173,1713,1460,0.609,3797,75,0.786,0.54, 714688833,Existing Customer,47,F,2,High School,Unknown,Less than $40K,Blue,36,4,2,2,3139,0,3139,0.728,4892,95,0.827,0, 789662283,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,33,3,3,4,2140,0,2140,0.765,2915,50,0.316,0, 712805658,Existing Customer,56,F,3,Uneducated,Single,Less than $40K,Blue,46,4,3,2,2258,0,2258,0.617,4803,72,0.714,0, 815598858,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,43,5,1,1,2423,1779,644,0.503,4035,74,0.805,0.734, 779412783,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,37,4,3,3,2376,1969,407,0.788,4301,79,1.026,0.829, 780036483,Existing Customer,38,M,1,Graduate,Single,Less than $40K,Blue,28,4,5,2,1690,1459,231,0.667,3928,69,0.643,0.863, 711527508,Attrited Customer,46,F,3,High School,Married,$40K - $60K,Blue,34,2,3,2,8583,0,8583,0.358,1794,31,0.292,0, 720768258,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,34,5,2,1,2996,2147,849,0.503,4724,66,0.737,0.717, 716023533,Existing Customer,49,F,1,Post-Graduate,Single,Unknown,Blue,39,6,3,2,2880,1996,884,0.719,4334,81,0.884,0.693, 714075708,Existing Customer,48,M,4,Uneducated,Divorced,$80K - $120K,Gold,38,4,3,1,34516,1426,33090,0.621,4814,71,0.69,0.041, 787475433,Existing Customer,36,F,2,Doctorate,Single,Unknown,Blue,23,5,2,3,6966,905,6061,0.755,4855,69,0.5,0.13, 787505133,Attrited Customer,36,M,3,College,Married,$120K +,Blue,24,2,2,3,11316,1599,9717,0.713,2595,49,0.361,0.141, 712241433,Existing Customer,38,F,0,High School,Single,Less than $40K,Blue,30,4,2,1,1438.3,1003,435.3,0.629,4247,84,0.714,0.697, 807990108,Existing Customer,44,M,1,Uneducated,Divorced,$120K +,Blue,39,3,2,3,11362,0,11362,0.668,3197,61,0.564,0, 719018208,Attrited Customer,52,F,0,Doctorate,Married,Unknown,Blue,46,6,4,3,7210,0,7210,0.769,2516,36,0.8,0, 716641983,Existing Customer,55,F,4,College,Single,Unknown,Blue,36,5,3,3,7790,753,7037,0.968,4835,84,0.826,0.097, 708989358,Existing Customer,37,F,2,Unknown,Married,Less than $40K,Blue,18,3,3,1,2023,1587,436,0.647,4391,79,0.837,0.784, 708807483,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Blue,45,5,2,3,9117,1259,7858,0.88,3837,75,0.705,0.138, 715774833,Existing Customer,41,F,2,Doctorate,Unknown,Less than $40K,Blue,36,4,1,2,1801,940,861,0.594,3797,74,0.721,0.522, 714733908,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,37,6,6,3,8787,1087,7700,0.974,4537,75,1.273,0.124, 721067658,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Silver,36,6,1,3,27436,642,26794,0.705,4051,81,0.761,0.023, 788997408,Existing Customer,65,F,2,Doctorate,Single,Less than $40K,Blue,53,6,3,2,2195,1917,278,0.535,4205,65,0.625,0.873, 719835033,Existing Customer,46,M,4,College,Married,$80K - $120K,Blue,34,5,3,2,13734,568,13166,0.719,4283,67,0.861,0.041, 771854808,Existing Customer,45,M,4,Graduate,Married,$60K - $80K,Blue,34,6,2,3,2731,1868,863,0.533,3915,66,0.65,0.684, 717299958,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,45,3,2,0,2453,1534,919,0.785,4185,66,0.784,0.625, 720778458,Existing Customer,49,M,3,Unknown,Married,$60K - $80K,Blue,36,6,3,3,7451,1542,5909,0.684,4960,97,0.565,0.207, 713019783,Existing Customer,41,F,3,High School,Married,$40K - $60K,Blue,35,3,3,3,2644,1794,850,0.863,4081,72,0.8,0.679, 770968383,Attrited Customer,41,M,4,Graduate,Married,$80K - $120K,Silver,28,3,2,3,34516,825,33691,0.616,2022,52,0.733,0.024, 709747308,Existing Customer,41,M,5,Graduate,Married,$60K - $80K,Blue,36,4,4,3,4575,1344,3231,0.46,4726,64,0.561,0.294, 801366783,Existing Customer,51,F,1,College,Single,Less than $40K,Blue,45,3,3,2,4860,1772,3088,0.561,4329,80,0.86,0.365, 798786333,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,40,6,4,2,1438.3,510,928.3,0.711,3399,66,0.784,0.355, 771723408,Attrited Customer,37,F,2,Unknown,Single,Less than $40K,Blue,25,3,2,4,1690,0,1690,0.69,2645,60,0.622,0, 715117008,Existing Customer,39,M,5,Uneducated,Married,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.677,4596,82,0.745,0, 713944833,Existing Customer,46,M,5,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,24512,766,23746,0.509,4561,78,0.368,0.031, 713569158,Attrited Customer,43,F,3,High School,Single,$40K - $60K,Blue,34,1,3,2,1654,1474,180,0.586,2086,47,0.621,0.891, 713037333,Existing Customer,63,M,1,Graduate,Single,$80K - $120K,Blue,55,6,1,2,21430,0,21430,0.511,3561,57,0.676,0, 718267233,Existing Customer,50,M,1,Graduate,Married,$120K +,Silver,38,4,3,3,34516,1915,32601,0.625,3828,65,1.321,0.055, 709736658,Existing Customer,37,M,4,Uneducated,Married,$40K - $60K,Blue,27,6,3,2,1438.3,759,679.3,0.858,4446,86,0.72,0.528, 710929233,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,36,5,2,3,2800,1559,1241,0.598,4253,83,0.694,0.557, 714290583,Existing Customer,44,M,4,Post-Graduate,Married,$60K - $80K,Blue,36,3,2,2,3117,1400,1717,0.913,4391,85,0.809,0.449, 717972408,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,34,6,3,3,2558,2016,542,0.806,3792,78,0.5,0.788, 718626033,Attrited Customer,47,M,3,High School,Married,$60K - $80K,Blue,39,2,3,2,10061,0,10061,0.787,2802,52,0.529,0, 720008133,Existing Customer,45,F,4,Graduate,Unknown,Unknown,Blue,36,4,1,3,3416,727,2689,0.58,4121,83,0.729,0.213, 710476908,Existing Customer,39,F,3,Graduate,Married,Unknown,Blue,28,3,3,3,9371,1066,8305,0.89,4754,78,0.857,0.114, 709888383,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,3,1,2,3147,2453,694,0.744,4465,82,0.952,0.779, 788864508,Existing Customer,52,F,3,Unknown,Single,Less than $40K,Blue,37,4,2,2,1554,926,628,0.785,4997,79,0.927,0.596, 714010383,Attrited Customer,47,F,5,Uneducated,Single,Unknown,Blue,40,5,4,5,3502,0,3502,0.531,1895,42,0.4,0, 719549508,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,40,4,2,2,2712,1686,1026,0.791,4678,74,0.644,0.622, 718670808,Existing Customer,59,F,0,College,Married,Less than $40K,Blue,51,6,1,0,1438.3,0,1438.3,0.715,4817,81,0.688,0, 718211208,Existing Customer,39,M,3,High School,Married,$120K +,Blue,36,6,3,2,3281,1682,1599,0.577,4109,69,0.5,0.513, 712578933,Attrited Customer,35,F,5,High School,Married,$40K - $60K,Blue,25,3,2,6,1438.3,0,1438.3,0.763,2500,44,0.517,0, 709343433,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,26,5,3,3,2469,1826,643,0.666,3837,74,0.721,0.74, 767488908,Existing Customer,41,M,4,Unknown,Married,$80K - $120K,Blue,35,4,2,3,3497,0,3497,0.696,4345,72,0.756,0, 719531133,Existing Customer,46,F,4,Unknown,Unknown,$40K - $60K,Blue,38,4,2,3,2505,0,2505,0.8,4384,80,0.86,0, 719006508,Existing Customer,34,M,2,Graduate,Married,$60K - $80K,Blue,36,5,1,3,2763,1913,850,0.598,4136,69,0.568,0.692, 721287183,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,35,5,2,3,2081,0,2081,1.004,4863,87,0.706,0, 711144183,Attrited Customer,55,F,3,Graduate,Married,Unknown,Blue,45,1,3,1,2815,1848,967,0.563,2618,29,0.45,0.656, 709080783,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,38,4,1,3,1737,0,1737,0.953,4723,78,0.625,0, 710520408,Existing Customer,52,F,4,High School,Single,Unknown,Blue,36,5,3,3,9078,1194,7884,0.745,4458,87,0.812,0.132, 785262333,Attrited Customer,46,M,5,Uneducated,Unknown,$40K - $60K,Blue,40,5,4,3,6185,1960,4225,0.669,2225,45,0.875,0.317, 716513358,Existing Customer,51,F,2,Graduate,Divorced,Unknown,Blue,36,5,3,3,2069,1802,267,0.651,4402,91,0.75,0.871, 719073483,Attrited Customer,45,M,3,Uneducated,Married,$80K - $120K,Blue,38,3,3,3,9234,0,9234,0.629,2586,44,0.257,0, 715372083,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,36,3,3,3,2684,0,2684,0.66,4796,85,0.635,0, 780034083,Existing Customer,48,F,3,High School,Married,$40K - $60K,Blue,38,3,2,2,2151,0,2151,0.763,4604,86,0.72,0, 794581533,Existing Customer,52,M,2,College,Single,$60K - $80K,Blue,37,4,3,3,2749,1380,1369,0.937,3882,90,0.765,0.502, 710013258,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,31,3,2,2,1980,823,1157,0.861,4467,69,0.683,0.416, 719084358,Attrited Customer,55,F,1,Graduate,Married,Less than $40K,Blue,46,6,4,3,4232,0,4232,0.878,2312,37,0.609,0, 789173958,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,4,1,2,1438.3,877,561.3,0.743,4283,76,0.617,0.61, 789575583,Existing Customer,43,F,2,Uneducated,Unknown,Unknown,Blue,36,5,1,0,6931,1380,5551,0.795,4437,64,0.882,0.199, 712434708,Attrited Customer,52,F,3,High School,Married,Less than $40K,Blue,39,5,3,2,3302,2517,785,0.705,2682,47,0.516,0.762, 808675083,Existing Customer,61,M,1,Graduate,Single,Unknown,Blue,56,5,3,2,4235,1675,2560,1.079,3862,76,0.949,0.396, 710864358,Existing Customer,51,F,2,Doctorate,Married,Unknown,Blue,45,6,6,2,6501,0,6501,0.651,5074,81,0.688,0, 712574583,Existing Customer,34,F,1,Graduate,Single,Unknown,Blue,21,6,1,3,6376,1322,5054,0.709,5192,70,0.628,0.207, 708412758,Attrited Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,1457,0,1457,0.677,2200,45,0.364,0, 714389058,Existing Customer,38,F,3,Unknown,Married,$40K - $60K,Blue,36,3,3,2,5576,0,5576,0.686,4322,85,0.809,0, 715767033,Existing Customer,56,F,3,College,Single,Unknown,Blue,36,5,1,3,1438.3,0,1438.3,0.76,4919,83,0.627,0, 779281233,Existing Customer,45,F,3,Graduate,Single,Unknown,Blue,27,4,3,3,2478,1748,730,0.643,4353,80,0.667,0.705, 717147708,Existing Customer,44,M,2,Uneducated,Divorced,$60K - $80K,Blue,34,6,3,2,3650,1270,2380,0.792,4250,81,0.929,0.348, 715029333,Existing Customer,52,F,2,Unknown,Divorced,Less than $40K,Blue,36,4,2,3,2111,0,2111,0.831,4459,72,0.756,0, 806989008,Existing Customer,30,F,0,High School,Single,Unknown,Blue,25,4,1,2,12917,1157,11760,0.668,4108,82,0.745,0.09, 713158083,Attrited Customer,56,M,2,High School,Single,$120K +,Blue,46,2,4,4,7327,0,7327,0.598,2185,41,0.864,0, 771037008,Existing Customer,46,M,1,Uneducated,Married,$80K - $120K,Blue,33,3,1,2,13324,0,13324,0.917,4245,76,1,0, 710587458,Existing Customer,34,M,2,High School,Unknown,$80K - $120K,Blue,22,4,3,2,11154,1612,9542,0.633,4339,77,1.026,0.145, 710563458,Existing Customer,43,F,1,Graduate,Divorced,Unknown,Blue,30,5,3,3,9535,660,8875,0.944,4210,81,0.723,0.069, 720010608,Attrited Customer,37,M,2,Unknown,Single,$40K - $60K,Blue,24,6,2,4,10226,0,10226,0.614,2243,44,0.571,0, 710343783,Existing Customer,37,F,5,Unknown,Married,Less than $40K,Blue,29,6,1,2,2140,0,2140,0.602,4610,65,1.321,0, 772578858,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,39,3,4,2,2904,2203,701,0.796,3848,66,0.692,0.759, 708559533,Existing Customer,40,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,3,2,1770,584,1186,0.706,4442,83,0.844,0.33, 711939558,Attrited Customer,37,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,3,1534,0,1534,0.642,2596,39,0.393,0, 772143333,Existing Customer,46,F,2,High School,Single,Less than $40K,Blue,35,6,3,3,2170,1498,672,0.64,4569,79,0.881,0.69, 711067383,Existing Customer,53,M,1,Unknown,Single,$120K +,Blue,45,6,2,3,10001,0,10001,0.676,4167,74,0.644,0, 817041408,Existing Customer,56,F,3,High School,Married,Unknown,Blue,41,3,2,3,4169,1549,2620,0.768,4519,82,0.708,0.372, 771942333,Existing Customer,65,M,1,College,Single,Less than $40K,Blue,54,5,2,2,5363,1309,4054,0.574,3855,63,0.703,0.244, 755247108,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,43,4,1,0,3206,0,3206,0.631,4731,82,0.822,0, 715710708,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,37,6,3,2,18085,747,17338,0.681,4583,76,0.52,0.041, 713858733,Existing Customer,61,F,0,Post-Graduate,Married,$40K - $60K,Blue,53,4,3,2,2566,2164,402,0.578,4344,73,0.659,0.843, 717129333,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,25,3,1,2,1438.3,0,1438.3,0.744,4434,73,0.78,0, 716924958,Attrited Customer,65,F,2,Graduate,Single,Less than $40K,Blue,56,3,0,3,6812,1926,4886,0.735,2288,48,0.778,0.283, 719614758,Existing Customer,45,F,4,Graduate,Single,$40K - $60K,Blue,34,3,2,2,2700,1977,723,0.801,4984,75,1.083,0.732, 721537683,Existing Customer,50,F,3,Post-Graduate,Married,Unknown,Blue,41,3,3,3,5471,1342,4129,0.577,4002,67,0.763,0.245, 771500358,Existing Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,31,5,3,1,4332,1313,3019,0.671,4093,84,0.826,0.303, 711531858,Attrited Customer,48,F,4,Unknown,Married,Less than $40K,Blue,41,3,3,3,2447,1267,1180,0.449,2132,37,0.37,0.518, 715060158,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,26,5,2,2,1783,1282,501,0.504,3853,76,0.617,0.719, 779725833,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Blue,26,4,3,2,11761,1775,9986,0.925,4946,73,0.698,0.151, 716592558,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,2340,1101,1239,0.766,4501,68,0.7,0.471, 771020133,Existing Customer,45,F,5,Uneducated,Single,Less than $40K,Blue,32,3,3,0,2859,1776,1083,0.79,4440,79,0.756,0.621, 709153008,Existing Customer,37,M,3,High School,Married,$40K - $60K,Blue,36,3,3,3,2523,2481,42,0.744,4683,76,0.689,0.983, 713394858,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,34,4,2,2,4776,0,4776,0.626,4581,60,0.622,0, 721175283,Existing Customer,59,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,1,2697,1410,1287,0.925,4489,58,0.706,0.523, 715503558,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3542,2417,1125,0.687,4127,71,0.479,0.682, 819943458,Attrited Customer,57,M,3,Graduate,Single,$120K +,Blue,52,6,4,3,34516,1000,33516,0.694,1777,37,0.542,0.029, 717094758,Existing Customer,40,F,4,Post-Graduate,Married,Unknown,Blue,29,5,3,1,8823,0,8823,0.812,4453,84,0.787,0, 772073508,Attrited Customer,52,F,1,College,Single,Less than $40K,Blue,41,5,3,6,1764,0,1764,0.824,2740,47,0.343,0, 721351983,Attrited Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,3,3492,2517,975,0.6,2510,47,0.621,0.721, 714477408,Attrited Customer,36,F,3,High School,Married,Less than $40K,Blue,36,3,3,3,2977,1340,1637,0.507,2201,39,0.345,0.45, 718471758,Existing Customer,49,M,4,Doctorate,Single,$60K - $80K,Silver,37,5,2,2,30976,2051,28925,0.684,3193,69,0.725,0.066, 711607833,Existing Customer,43,M,5,High School,Married,$60K - $80K,Blue,36,5,2,1,2810,2384,426,0.859,4875,97,0.764,0.848, 708621408,Existing Customer,39,F,1,Unknown,Single,Less than $40K,Blue,28,3,2,1,1438.3,0,1438.3,0.799,4173,82,0.64,0, 719277033,Existing Customer,44,M,3,High School,Single,$40K - $60K,Blue,34,5,3,1,8997,708,8289,0.586,4558,62,0.676,0.079, 813905508,Existing Customer,57,F,3,Uneducated,Single,Less than $40K,Blue,52,4,3,3,2002,1188,814,0.63,3735,73,0.659,0.593, 719761458,Existing Customer,55,M,4,Post-Graduate,Single,$60K - $80K,Blue,36,3,2,1,4998,1626,3372,0.695,4329,61,0.694,0.325, 708222558,Existing Customer,37,F,2,Post-Graduate,Married,Less than $40K,Blue,36,6,2,3,2310,1513,797,0.682,4191,77,0.833,0.655, 713937558,Existing Customer,54,F,2,High School,Married,$40K - $60K,Blue,36,3,3,3,3892,0,3892,0.738,4318,74,0.762,0, 709603608,Existing Customer,34,M,3,Uneducated,Married,$60K - $80K,Blue,25,6,1,1,2345,1643,702,0.678,4634,69,0.643,0.701, 804661083,Existing Customer,50,M,0,Graduate,Single,$80K - $120K,Blue,45,3,2,2,2135,1506,629,0.883,4821,77,0.711,0.705, 720977358,Existing Customer,50,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,2528,1689,839,0.514,4269,78,0.857,0.668, 718420308,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,3,1,3,3397,1658,1739,0.724,4208,75,0.786,0.488, 714046608,Existing Customer,49,M,0,Doctorate,Married,$60K - $80K,Blue,39,5,6,3,19719,1395,18324,0.565,3572,73,0.738,0.071, 718048608,Existing Customer,41,F,3,Graduate,Married,Unknown,Blue,33,5,3,0,15292,1325,13967,1.008,5120,74,0.805,0.087, 718497033,Existing Customer,52,M,1,High School,Married,$120K +,Blue,36,5,3,3,31733,0,31733,0.735,3723,53,0.767,0, 711801933,Attrited Customer,54,F,4,High School,Single,$40K - $60K,Blue,36,3,3,4,1438.3,0,1438.3,0.641,2092,42,0.68,0, 716282208,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,48,3,6,3,1638,0,1638,0.163,1702,36,0.125,0, 789076083,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,38,6,3,2,2775,1475,1300,0.854,4608,84,0.647,0.532, 714045783,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,29,2,2,6,2547,1965,582,0.535,2160,46,0.353,0.771, 769720683,Existing Customer,50,F,1,Graduate,Married,Unknown,Blue,44,5,2,2,5708,1884,3824,0.791,4914,60,0.765,0.33, 721092783,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,1,19838,1290,18548,0.59,3982,68,0.581,0.065, 720243933,Attrited Customer,47,M,2,Uneducated,Married,$60K - $80K,Blue,32,1,3,6,1789,0,1789,0.637,2784,49,0.581,0, 818502708,Existing Customer,51,F,1,Uneducated,Single,$40K - $60K,Blue,46,5,3,2,2284,1674,610,0.784,4885,86,0.83,0.733, 712942308,Existing Customer,42,M,3,Doctorate,Single,$60K - $80K,Blue,36,6,1,3,11535,1527,10008,0.664,3730,67,0.718,0.132, 714262533,Existing Customer,28,F,0,Unknown,Married,Unknown,Blue,36,3,4,2,3524,1306,2218,0.8,4252,78,0.814,0.371, 714708183,Existing Customer,58,M,2,High School,Single,$60K - $80K,Silver,49,4,3,3,30186,0,30186,0.606,4070,74,0.574,0, 718285308,Existing Customer,44,F,1,Unknown,Single,Less than $40K,Blue,31,6,3,1,1438.3,0,1438.3,0.561,3576,55,0.833,0, 720595083,Existing Customer,40,F,3,Unknown,Married,Less than $40K,Blue,30,4,2,3,1620,1278,342,0.595,4530,69,1.029,0.789, 787501758,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,39,5,2,1,4038,1237,2801,0.61,4188,68,0.545,0.306, 714990633,Existing Customer,56,M,4,Graduate,Single,$80K - $120K,Blue,36,5,3,2,2078,1696,382,0.562,4382,82,0.783,0.816, 714652383,Existing Customer,51,F,4,Graduate,Married,Less than $40K,Blue,36,5,3,2,1571,0,1571,0.89,4580,74,1.056,0, 788776008,Existing Customer,43,M,3,College,Married,$80K - $120K,Blue,24,6,3,1,4726,1161,3565,0.698,4683,91,0.896,0.246, 709176108,Existing Customer,56,F,4,Post-Graduate,Unknown,Less than $40K,Blue,49,5,3,3,4604,621,3983,0.814,4586,79,0.646,0.135, 719354433,Existing Customer,48,M,1,College,Single,$80K - $120K,Silver,36,6,3,3,34516,1629,32887,0.815,4042,78,0.592,0.047, 709368483,Existing Customer,56,M,2,Graduate,Married,$40K - $60K,Blue,45,5,2,1,1438.3,0,1438.3,0.913,4323,77,0.571,0, 717621333,Existing Customer,48,F,3,Unknown,Divorced,Less than $40K,Blue,36,5,2,1,2680,1871,809,0.955,4592,78,0.902,0.698, 716272158,Attrited Customer,41,F,3,College,Married,$40K - $60K,Blue,15,5,3,4,4312,2517,1795,0.741,2693,56,0.436,0.584, 803355408,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,44,5,3,1,2205,1659,546,0.891,4813,77,0.674,0.752, 717073308,Existing Customer,44,F,3,College,Married,Less than $40K,Blue,31,5,6,2,2679,727,1952,0.894,4804,78,0.814,0.271, 789105183,Existing Customer,54,M,3,Post-Graduate,Single,$80K - $120K,Silver,42,3,1,2,34516,2488,32028,0.552,4401,87,0.776,0.072, 721305408,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,3378,0,3378,0.58,4761,81,0.884,0, 715739733,Existing Customer,34,M,1,High School,Single,$40K - $60K,Blue,25,4,1,2,1793,1141,652,0.715,5293,88,0.76,0.636, 779217333,Existing Customer,59,F,0,Graduate,Divorced,Less than $40K,Blue,49,6,2,3,2228,1502,726,0.719,3922,75,1.027,0.674, 712133508,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,22,5,0,2,2577,1582,995,0.697,4734,75,0.596,0.614, 714602658,Attrited Customer,39,F,1,Graduate,Married,Less than $40K,Blue,36,1,2,3,1462,0,1462,0.393,1998,36,0.161,0, 712446783,Attrited Customer,50,F,4,Graduate,Married,Less than $40K,Blue,30,5,3,4,4038,1530,2508,0.724,2400,41,0.323,0.379, 720049083,Attrited Customer,35,F,1,Unknown,Divorced,Unknown,Blue,24,5,3,3,1438.3,0,1438.3,0.849,2355,47,0.567,0, 824172258,Existing Customer,34,F,2,Unknown,Divorced,Less than $40K,Blue,30,3,1,2,4408,1510,2898,0.73,4495,77,0.833,0.343, 717695058,Existing Customer,46,F,5,High School,Married,Unknown,Blue,35,3,1,3,4163,0,4163,0.743,4763,76,0.854,0, 719782458,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,39,3,3,3,7201,1992,5209,0.778,3981,76,0.949,0.277, 718141983,Existing Customer,49,M,0,High School,Single,$80K - $120K,Blue,43,6,3,1,1883,1295,588,0.81,5187,89,0.712,0.688, 718853358,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,2,3308,2517,791,0.543,5104,85,0.545,0.761, 772539558,Existing Customer,65,F,0,College,Single,Less than $40K,Blue,55,3,3,0,2022,0,2022,0.579,4623,65,0.548,0, 817094283,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Blue,23,5,3,3,8597,903,7694,0.773,5173,78,0.733,0.105, 716932308,Existing Customer,38,F,2,College,Married,Unknown,Blue,28,5,1,3,4693,634,4059,0.909,4460,79,0.837,0.135, 714738858,Existing Customer,52,F,1,Graduate,Unknown,Less than $40K,Blue,36,6,1,3,2873,1714,1159,0.796,4620,81,0.884,0.597, 772409733,Existing Customer,39,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,3,3400,2307,1093,0.901,4742,90,0.698,0.679, 717534108,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,3,1,3,2405,1410,995,0.866,4421,79,0.881,0.586, 816378033,Attrited Customer,46,M,4,Uneducated,Single,$80K - $120K,Gold,41,6,3,2,34516,1104,33412,0.591,1989,47,0.741,0.032, 790141308,Existing Customer,44,M,2,College,Married,$80K - $120K,Blue,37,5,3,1,8241,0,8241,0.723,4436,79,0.756,0, 710770383,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,36,4,3,1,1438.3,582,856.3,0.611,4915,92,0.769,0.405, 711351108,Existing Customer,44,F,3,High School,Unknown,Less than $40K,Blue,36,3,3,2,2608,1804,804,0.847,4671,61,0.694,0.692, 713744058,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,2359,1509,850,1.1,5232,78,0.814,0.64, 708998583,Existing Customer,47,F,4,Post-Graduate,Married,Less than $40K,Blue,39,6,2,2,1790,0,1790,0.516,4141,87,0.74,0, 827451333,Attrited Customer,54,F,2,Uneducated,Married,Less than $40K,Blue,50,3,6,3,2247,0,2247,0.641,2615,37,0.423,0, 714228558,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,5,3,3,3624,0,3624,0.74,4749,82,0.864,0, 797668983,Existing Customer,42,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,1,1438.3,0,1438.3,0.795,4396,70,0.628,0, 713023158,Existing Customer,39,F,2,College,Married,$40K - $60K,Blue,31,3,1,2,2901,2143,758,0.948,4239,78,0.733,0.739, 709982658,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,31,4,2,3,9759,2038,7721,0.622,4226,77,0.638,0.209, 715398858,Existing Customer,57,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,2525,1203,1322,0.725,4360,78,0.857,0.476, 715615233,Existing Customer,60,F,1,High School,Divorced,Less than $40K,Blue,48,5,3,3,2737,1812,925,0.703,4507,86,0.955,0.662, 710650608,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,19262,1480,17782,0.649,4812,85,0.771,0.077, 803214108,Existing Customer,33,F,0,High School,Single,Unknown,Blue,27,6,1,1,2252,1826,426,0.716,5055,68,1,0.811, 717202083,Attrited Customer,46,M,2,Unknown,Single,$80K - $120K,Blue,34,2,3,3,7077,0,7077,0.838,2619,41,0.519,0, 719051733,Existing Customer,63,M,0,College,Single,$60K - $80K,Blue,51,4,2,1,2706,889,1817,0.73,5047,64,0.882,0.329, 789900633,Existing Customer,49,F,2,High School,Married,$40K - $60K,Blue,40,5,3,2,3263,1522,1741,0.58,4288,69,0.725,0.466, 789122808,Attrited Customer,41,F,4,College,Married,$40K - $60K,Blue,29,5,2,3,3281,0,3281,0.875,2907,45,0.406,0, 709902108,Existing Customer,51,M,2,High School,Married,$80K - $120K,Blue,40,4,3,2,8169,794,7375,0.665,4927,70,0.944,0.097, 713666058,Existing Customer,46,F,5,College,Divorced,$40K - $60K,Blue,38,6,1,3,3276,1915,1361,0.672,4264,76,0.617,0.585, 711453783,Existing Customer,41,F,3,Unknown,Single,Less than $40K,Blue,29,4,2,3,1966,1452,514,0.621,4666,74,0.682,0.739, 778936008,Existing Customer,46,F,4,High School,Married,Unknown,Blue,30,3,1,3,5869,0,5869,0.852,5103,83,0.844,0, 708085458,Existing Customer,34,F,2,Uneducated,Single,Less than $40K,Blue,24,6,2,2,1438.3,0,1438.3,0.827,3940,82,0.952,0, 749067633,Existing Customer,45,F,2,Unknown,Married,Less than $40K,Blue,38,3,2,3,3682,0,3682,0.797,4015,77,0.51,0, 716170308,Existing Customer,27,F,0,Graduate,Divorced,Unknown,Blue,36,5,1,0,13439,2003,11436,0.936,4715,86,0.72,0.149, 711507783,Attrited Customer,54,F,2,Doctorate,Single,Less than $40K,Blue,42,3,4,3,1694,0,1694,0.354,1930,41,0.519,0, 819752133,Existing Customer,41,M,2,High School,Divorced,$80K - $120K,Blue,36,6,2,2,1636,986,650,0.833,4695,73,0.872,0.603, 711061908,Existing Customer,48,F,1,Graduate,Married,Less than $40K,Blue,38,6,2,3,1449,749,700,0.943,4039,50,0.852,0.517, 744231708,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,38,3,3,3,1513,788,725,0.677,4166,71,0.868,0.521, 716856408,Attrited Customer,39,F,4,Graduate,Single,Less than $40K,Blue,28,5,2,4,1438.3,0,1438.3,0.777,2392,44,0.375,0, 711780108,Existing Customer,46,F,4,Doctorate,Divorced,Less than $40K,Blue,38,4,3,2,4120,1578,2542,0.379,4792,81,0.588,0.383, 715178733,Existing Customer,47,F,2,Unknown,Single,Less than $40K,Blue,41,5,3,1,2289,1611,678,0.648,4817,77,0.75,0.704, 721418133,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,33,6,2,3,2016,972,1044,0.685,4535,82,0.745,0.482, 720124758,Attrited Customer,49,M,3,Uneducated,Married,$80K - $120K,Blue,40,5,4,3,2509,450,2059,0.654,2239,47,0.621,0.179, 809068983,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,3511,0,3511,0.758,5238,82,0.708,0, 711052308,Existing Customer,45,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,37,6,3,3,2751,2432,319,0.905,4453,75,0.923,0.884, 718967433,Existing Customer,34,F,2,High School,Divorced,Less than $40K,Blue,36,3,6,3,2426,0,2426,0.888,4918,81,0.8,0, 709827933,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12230,1196,11034,0.62,3659,76,0.52,0.098, 787568433,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7328,936,6392,0.689,4518,79,0.795,0.128, 720256158,Existing Customer,47,F,2,High School,Married,Unknown,Blue,40,5,1,3,2264,0,2264,0.67,4279,75,0.531,0, 715435758,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,3,1,3,3046,1231,1815,0.692,4711,77,0.878,0.404, 719505483,Existing Customer,51,F,0,Uneducated,Married,Unknown,Blue,36,6,3,2,5881,0,5881,0.71,4431,89,0.816,0, 721247883,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,41,4,2,3,16207,922,15285,0.635,3621,83,0.886,0.057, 772220433,Existing Customer,44,M,3,College,Unknown,$60K - $80K,Blue,33,6,3,2,15468,1187,14281,0.93,4484,81,0.841,0.077, 789692283,Existing Customer,47,F,5,College,Single,Less than $40K,Blue,34,4,3,2,5950,0,5950,0.44,4655,66,0.784,0, 815091333,Existing Customer,48,F,3,Unknown,Married,Less than $40K,Blue,43,3,1,2,3119,2196,923,0.81,4705,77,1.2,0.704, 778732158,Existing Customer,50,F,3,Uneducated,Unknown,Unknown,Blue,30,4,1,3,1507,0,1507,0.648,4037,83,0.729,0, 715129233,Existing Customer,51,F,4,High School,Single,Less than $40K,Blue,36,6,3,3,2902,1634,1268,0.588,4748,74,0.51,0.563, 714083208,Existing Customer,47,F,3,College,Married,Less than $40K,Blue,38,5,2,2,1585,1304,281,0.727,4656,80,0.6,0.823, 716559108,Existing Customer,47,F,1,High School,Single,Less than $40K,Blue,36,6,2,3,2899,2418,481,0.575,4296,68,0.838,0.834, 715102308,Existing Customer,50,F,2,Unknown,Married,$40K - $60K,Blue,36,5,1,2,2295,1277,1018,0.308,2245,47,0.679,0.556, 768814983,Existing Customer,39,F,2,Unknown,Married,Less than $40K,Blue,33,3,1,3,3251,1937,1314,0.685,4284,85,0.809,0.596, 788744058,Existing Customer,48,F,2,High School,Married,Unknown,Blue,27,3,1,2,4009,1361,2648,0.886,4506,80,0.86,0.339, 782802033,Attrited Customer,45,F,4,Unknown,Married,Less than $40K,Blue,39,3,2,2,3411,1472,1939,0.585,2108,55,0.618,0.432, 708499608,Existing Customer,49,M,5,Post-Graduate,Single,$40K - $60K,Silver,36,6,1,2,15525,1299,14226,0.452,4042,78,0.95,0.084, 794947683,Existing Customer,35,F,4,Graduate,Single,Less than $40K,Blue,29,6,3,0,2118,1189,929,1.158,4541,60,0.818,0.561, 716442333,Existing Customer,34,F,3,Graduate,Married,$40K - $60K,Blue,25,6,2,2,2275,1468,807,0.757,4977,88,0.692,0.645, 772189308,Existing Customer,59,F,1,College,Single,Less than $40K,Blue,48,5,2,0,2601,1888,713,0.773,4899,62,0.771,0.726, 721529583,Existing Customer,52,M,3,High School,Single,$80K - $120K,Blue,41,6,3,3,4642,2413,2229,0.797,3532,72,0.674,0.52, 713578608,Existing Customer,58,M,0,Doctorate,Single,Less than $40K,Blue,46,6,4,3,1438.3,0,1438.3,0.808,4082,82,0.822,0, 718976283,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,1858,1071,787,0.611,4388,66,0.535,0.576, 711505308,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,52,5,3,3,2636,1619,1017,0.565,4727,83,0.627,0.614, 711131958,Existing Customer,50,F,3,Doctorate,Single,$40K - $60K,Blue,42,4,3,3,3743,881,2862,0.77,4621,71,0.821,0.235, 714687858,Existing Customer,49,F,1,Graduate,Single,Less than $40K,Blue,41,6,1,3,1438.3,0,1438.3,0.53,4538,82,1.05,0, 780289308,Attrited Customer,61,F,0,High School,Married,Less than $40K,Blue,47,1,3,4,4130,0,4130,0.814,2418,57,0.781,0, 708504783,Existing Customer,47,M,3,Uneducated,Unknown,$40K - $60K,Blue,36,3,3,3,10960,1333,9627,0.678,3480,62,0.632,0.122, 778857108,Existing Customer,52,F,3,Post-Graduate,Married,$40K - $60K,Blue,33,3,2,0,3900,0,3900,1.092,4337,81,0.8,0, 756598833,Existing Customer,38,M,1,Uneducated,Married,Less than $40K,Blue,31,6,3,3,6236,1204,5032,0.817,5389,84,0.826,0.193, 718748133,Existing Customer,34,F,3,Graduate,Single,Unknown,Blue,23,5,1,0,2591,0,2591,0.61,3876,67,0.763,0, 714503433,Attrited Customer,57,F,2,Doctorate,Married,Less than $40K,Blue,36,1,3,3,1615,950,665,0.507,2212,43,0.387,0.588, 710869008,Existing Customer,47,F,3,Graduate,Single,Unknown,Blue,36,5,1,2,8332,0,8332,0.92,5108,78,1,0, 779643858,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,38,5,5,2,2033,1037,996,1.064,4100,82,0.708,0.51, 715250583,Existing Customer,55,M,2,Unknown,Single,$80K - $120K,Blue,48,3,2,3,8082,1138,6944,0.723,4277,59,0.788,0.141, 714396558,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,51,6,2,3,1511,0,1511,0.678,4683,87,0.706,0, 752766783,Existing Customer,43,F,4,Graduate,Divorced,Unknown,Blue,36,5,2,2,11536,2074,9462,0.549,4106,81,0.723,0.18, 715532208,Existing Customer,65,F,1,High School,Single,Less than $40K,Blue,55,3,3,2,4010,1504,2506,0.766,3807,61,0.564,0.375, 719130558,Existing Customer,55,F,2,Uneducated,Married,Less than $40K,Blue,44,5,2,3,1669,1000,669,0.717,4085,69,0.971,0.599, 806232408,Existing Customer,54,F,3,Graduate,Married,Unknown,Blue,49,5,1,2,11905,0,11905,0.881,4022,65,1.167,0, 715497558,Attrited Customer,44,F,1,College,Married,Less than $40K,Blue,36,6,3,3,3052,0,3052,0.868,2598,47,0.469,0, 716303583,Existing Customer,55,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,1,2,2712,1617,1095,0.715,4858,73,0.738,0.596, 713522058,Existing Customer,39,F,0,College,Married,Less than $40K,Blue,30,3,2,3,1978,871,1107,0.636,4299,59,0.844,0.44, 719074308,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,4,2,0,1438.3,687,751.3,0.778,4621,73,1.147,0.478, 711881733,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,46,3,3,3,1606,0,1606,0.855,4548,76,0.652,0, 710310108,Existing Customer,46,F,1,Doctorate,Married,Less than $40K,Blue,29,3,3,2,2406,1705,701,0.624,4665,89,0.816,0.709, 715814433,Existing Customer,44,M,4,Unknown,Single,$80K - $120K,Blue,36,6,2,3,5877,1160,4717,0.446,3565,83,0.729,0.197, 717252483,Attrited Customer,57,F,2,Graduate,Married,Less than $40K,Blue,41,3,3,3,2796,0,2796,0.729,2196,35,0.75,0, 770874483,Existing Customer,54,F,1,Post-Graduate,Married,Unknown,Blue,40,4,1,2,2876,1267,1609,0.617,4302,74,0.51,0.441, 719742108,Attrited Customer,38,F,1,High School,Single,Less than $40K,Blue,26,5,2,4,3554,0,3554,0.782,2372,44,0.63,0, 711064008,Existing Customer,48,F,2,Unknown,Single,Less than $40K,Blue,36,4,3,2,9505,2390,7115,0.727,3616,68,0.619,0.251, 717208833,Attrited Customer,34,F,3,High School,Single,Less than $40K,Blue,21,2,2,2,1576,0,1576,0.789,2703,56,1,0, 709022883,Existing Customer,44,F,4,College,Married,Less than $40K,Blue,36,6,3,2,1438.3,0,1438.3,0.651,4257,89,0.648,0, 713653983,Existing Customer,39,M,3,Uneducated,Single,$60K - $80K,Blue,26,4,2,1,2973,1136,1837,0.729,4342,87,0.776,0.382, 713463708,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,25,4,2,3,1438.3,0,1438.3,0.628,2493,42,0.5,0, 789143283,Existing Customer,41,F,1,Uneducated,Single,Unknown,Blue,30,4,2,3,5647,1175,4472,0.802,4868,76,0.81,0.208, 778550583,Existing Customer,43,F,1,High School,Unknown,$40K - $60K,Blue,35,6,3,2,1766,0,1766,0.779,4808,87,0.673,0, 711181608,Existing Customer,50,F,2,Graduate,Unknown,Less than $40K,Blue,40,3,2,3,1606,0,1606,0.824,4129,68,0.744,0, 711790308,Attrited Customer,54,F,0,High School,Unknown,Less than $40K,Blue,34,4,3,3,2223,632,1591,0.665,2538,49,0.581,0.284, 779791908,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,6,3,3,2896,0,2896,0.961,4970,85,0.889,0, 789515283,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,43,6,1,3,2157,1494,663,0.765,4784,69,0.605,0.693, 712046808,Attrited Customer,49,F,3,Doctorate,Divorced,Unknown,Blue,42,1,3,3,3802,1558,2244,0.489,2003,43,0.593,0.41, 712169883,Existing Customer,43,M,1,College,Married,$60K - $80K,Blue,36,3,3,2,13840,1079,12761,0.947,4190,74,0.805,0.078, 712637283,Existing Customer,36,F,2,Unknown,Unknown,Less than $40K,Blue,28,6,1,2,2169,1602,567,0.668,5182,78,0.814,0.739, 715555833,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,34,6,3,0,4862,0,4862,0.695,4167,86,0.593,0, 708712833,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,36,4,1,2,2289,1037,1252,0.504,4483,72,0.5,0.453, 717841683,Existing Customer,49,M,3,Unknown,Married,$60K - $80K,Blue,36,6,1,3,22651,1085,21566,0.81,3915,72,0.674,0.048, 708689958,Existing Customer,48,F,4,Unknown,Unknown,Less than $40K,Blue,36,4,3,2,2406,1744,662,0.694,4748,88,0.692,0.725, 708888633,Attrited Customer,52,M,3,Doctorate,Married,$80K - $120K,Blue,36,2,3,3,3022,895,2127,0.95,2724,38,0.9,0.296, 721012983,Existing Customer,46,M,3,Doctorate,Married,$80K - $120K,Blue,38,6,1,2,12935,1417,11518,0.738,3528,61,0.743,0.11, 812406183,Attrited Customer,45,F,4,Unknown,Single,Less than $40K,Blue,40,5,4,3,1438.3,0,1438.3,0.605,2207,41,0.64,0, 714595983,Attrited Customer,49,F,1,Uneducated,Married,$40K - $60K,Blue,41,4,3,3,1438.3,522,916.3,0.383,2030,37,0.37,0.363, 715725858,Existing Customer,43,F,3,Post-Graduate,Single,Less than $40K,Blue,26,6,2,2,2256,1346,910,0.911,4893,76,0.81,0.597, 720270633,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,1,1516,0,1516,0.737,2709,54,0.385,0, 720269283,Existing Customer,48,F,3,Unknown,Unknown,$40K - $60K,Blue,33,3,2,2,2485,1651,834,1.1,4351,86,0.83,0.664, 710142258,Existing Customer,53,F,2,Unknown,Single,Less than $40K,Blue,36,5,2,2,1820,909,911,0.737,4665,67,0.763,0.499, 708525108,Existing Customer,54,F,2,Graduate,Married,Unknown,Blue,47,4,3,3,2156,1134,1022,0.669,4120,77,0.711,0.526, 709621008,Existing Customer,48,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,6,3,2,5826,1482,4344,0.729,4135,76,0.767,0.254, 717181833,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Silver,30,5,2,2,10190,891,9299,0.678,3768,59,0.967,0.087, 711288558,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,28,5,2,2,2035,1174,861,0.876,4670,77,0.638,0.577, 718653333,Attrited Customer,45,F,2,College,Single,Less than $40K,Blue,33,1,3,3,1833,0,1833,0.549,2037,31,0.292,0, 766628733,Existing Customer,56,M,3,Uneducated,Single,$60K - $80K,Blue,49,3,3,3,1623,0,1623,1.058,4965,74,0.805,0, 711724083,Attrited Customer,27,F,0,Unknown,Single,Less than $40K,Blue,16,6,1,3,1835,1647,188,0.513,1903,44,0.63,0.898, 719690733,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,40,4,2,2,4490,1989,2501,0.604,4346,70,0.795,0.443, 770783508,Existing Customer,48,M,3,Graduate,Divorced,$60K - $80K,Blue,34,6,3,2,11062,0,11062,0.761,4084,72,0.8,0, 713422083,Attrited Customer,30,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,1574,0,1574,0.582,2560,59,0.788,0, 718026858,Existing Customer,52,F,2,College,Single,Less than $40K,Blue,36,3,2,2,2370,1490,880,0.63,4751,80,0.86,0.629, 716028108,Existing Customer,35,F,2,College,Single,Less than $40K,Blue,18,6,2,0,2658,0,2658,0.891,4667,83,0.93,0, 712222758,Attrited Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,2300,0,2300,0.703,2500,47,0.119,0, 718436133,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,3,2368,1244,1124,0.935,4289,71,0.868,0.525, 719313633,Existing Customer,53,F,0,High School,Married,$40K - $60K,Blue,36,6,2,3,2883,1936,947,0.861,4244,53,0.656,0.672, 814586958,Existing Customer,43,F,2,College,Divorced,Unknown,Blue,38,4,3,2,3264,2042,1222,0.752,4624,75,0.705,0.626, 804344733,Existing Customer,46,F,3,Unknown,Single,Less than $40K,Blue,41,3,2,2,1937,916,1021,0.807,4303,89,0.78,0.473, 717166383,Existing Customer,40,F,4,Unknown,Married,$40K - $60K,Blue,30,5,2,2,2166,1465,701,0.857,5097,82,0.673,0.676, 713060283,Existing Customer,43,F,5,Graduate,Married,$40K - $60K,Blue,34,5,1,3,7135,1164,5971,1.127,3746,81,1.189,0.163, 713070033,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,43,5,3,2,1438.3,787,651.3,0.737,4830,79,0.756,0.547, 793625583,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,42,6,1,1,3743,2090,1653,0.969,4674,67,0.718,0.558, 713918358,Existing Customer,31,F,0,Uneducated,Divorced,Unknown,Blue,36,6,3,1,5190,1682,3508,0.888,4900,81,0.8,0.324, 714308283,Existing Customer,41,M,2,Doctorate,Married,$40K - $60K,Blue,32,5,3,3,6059,1171,4888,0.678,4119,70,0.667,0.193, 714086133,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2577,1450,1127,0.747,4576,83,0.766,0.563, 718872858,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,36,5,1,3,3761,2121,1640,0.694,4476,79,0.927,0.564, 718148358,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,36,2,3,3,1572,0,1572,0.74,2447,41,0.577,0, 709665783,Existing Customer,39,F,1,Unknown,Married,$40K - $60K,Blue,36,3,1,1,1637,0,1637,0.889,4800,70,0.795,0, 708483708,Existing Customer,51,M,2,Unknown,Married,$120K +,Blue,36,5,3,2,28600,0,28600,0.506,4336,66,0.61,0, 715347783,Existing Customer,40,M,4,High School,Married,Less than $40K,Blue,35,3,3,1,4402,1524,2878,0.628,3063,57,0.9,0.346, 709054083,Existing Customer,50,F,1,Graduate,Unknown,Less than $40K,Blue,32,6,1,3,2652,1911,741,0.831,4816,79,0.881,0.721, 807915408,Existing Customer,41,F,2,College,Married,$40K - $60K,Blue,36,6,2,3,6602,0,6602,0.743,4479,82,0.822,0, 794507133,Attrited Customer,37,F,2,Doctorate,Single,$40K - $60K,Blue,18,4,1,3,1900,0,1900,0.776,2880,46,0.353,0, 712569408,Existing Customer,56,F,4,Doctorate,Single,$40K - $60K,Blue,44,4,2,3,3455,1385,2070,0.773,4925,82,0.745,0.401, 788805108,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,30,5,3,3,18123,1775,16348,0.593,4259,80,0.86,0.098, 710150208,Existing Customer,44,F,4,Post-Graduate,Divorced,Less than $40K,Blue,26,4,1,3,2295,1250,1045,0.912,3834,69,0.643,0.545, 711825558,Existing Customer,38,M,3,Graduate,Married,$80K - $120K,Blue,19,5,2,2,1518,1115,403,0.705,3595,65,0.857,0.735, 712891833,Existing Customer,45,F,2,Graduate,Unknown,Less than $40K,Blue,36,3,1,1,2723,1902,821,0.723,3875,84,0.75,0.698, 719680908,Existing Customer,47,F,0,College,Married,Less than $40K,Blue,27,3,1,3,1776,691,1085,0.878,4878,84,0.826,0.389, 801053208,Existing Customer,39,F,3,High School,Married,Less than $40K,Blue,33,3,3,1,1968,1270,698,0.975,4199,84,0.826,0.645, 758642733,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,41,5,1,1,1860,1054,806,0.963,5163,73,0.973,0.567, 771201408,Existing Customer,53,F,3,Graduate,Divorced,Less than $40K,Blue,40,3,2,3,2684,2126,558,0.69,5299,75,0.875,0.792, 789523683,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,43,3,1,3,2180,1865,315,0.748,4348,77,0.51,0.856, 767266758,Attrited Customer,41,F,2,High School,Single,Less than $40K,Blue,34,1,3,4,1661,0,1661,0.786,2473,49,0.75,0, 713732883,Existing Customer,38,F,0,Uneducated,Single,Less than $40K,Blue,36,4,1,2,1679,0,1679,0.658,4771,81,0.761,0, 720739083,Attrited Customer,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,2,3,1691,0,1691,0.865,2716,63,0.703,0, 718010133,Existing Customer,46,F,2,Post-Graduate,Single,Less than $40K,Blue,35,4,2,3,2888,1641,1247,0.976,3703,61,1.179,0.568, 771518658,Existing Customer,58,F,1,High School,Married,$40K - $60K,Blue,46,5,3,1,1871,1339,532,0.79,4553,90,0.731,0.716, 710508858,Existing Customer,44,F,2,High School,Unknown,Less than $40K,Blue,34,5,1,3,3226,2517,709,0.818,4317,81,0.884,0.78, 772590408,Existing Customer,41,M,5,Unknown,Married,$80K - $120K,Blue,31,3,3,1,12114,1379,10735,0.676,3964,90,0.837,0.114, 719334408,Existing Customer,42,F,3,Post-Graduate,Married,Less than $40K,Blue,36,6,3,1,4959,1483,3476,0.902,4286,71,0.614,0.299, 717500133,Existing Customer,42,M,4,Uneducated,Single,$80K - $120K,Blue,36,3,2,3,10374,599,9775,0.635,4240,63,0.853,0.058, 720988083,Existing Customer,45,F,1,Uneducated,Married,Less than $40K,Blue,35,3,3,2,1438.3,1080,358.3,0.802,4425,79,0.717,0.751, 713594883,Attrited Customer,44,F,2,Uneducated,Single,Unknown,Blue,32,5,3,3,1486,849,637,0.621,2380,43,0.87,0.571, 719848908,Existing Customer,41,F,3,Graduate,Married,Unknown,Blue,33,3,3,3,2542,0,2542,0.587,4087,73,0.78,0, 714962658,Attrited Customer,35,M,2,Unknown,Single,Less than $40K,Blue,36,5,3,3,1931,0,1931,0.862,2482,40,0.6,0, 717429258,Attrited Customer,48,F,3,Doctorate,Single,Less than $40K,Blue,39,3,3,4,1644,500,1144,0.784,2450,45,0.406,0.304, 717022533,Existing Customer,43,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,4,1,3,2283,0,2283,0.899,4088,66,0.886,0, 710853033,Existing Customer,36,F,1,Doctorate,Unknown,Less than $40K,Blue,36,3,2,2,4943,1204,3739,0.417,4024,82,0.783,0.244, 709548783,Attrited Customer,44,M,2,Doctorate,Unknown,$40K - $60K,Blue,36,5,3,4,1438.3,0,1438.3,0.602,2100,54,0.588,0, 780055308,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,28,3,1,3,1438.3,0,1438.3,0.83,4482,54,0.636,0, 714252933,Existing Customer,52,F,2,College,Divorced,Less than $40K,Blue,45,4,2,3,1438.3,0,1438.3,0.744,4737,80,0.818,0, 713336883,Attrited Customer,61,F,0,High School,Single,Less than $40K,Blue,36,4,3,4,1760,0,1760,0.457,2285,46,0.643,0, 713119308,Existing Customer,50,F,3,Unknown,Single,Less than $40K,Blue,39,4,4,3,1852,0,1852,0.801,4339,82,0.783,0, 710815608,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,25,3,2,3,2049,1530,519,1.344,4521,70,0.628,0.747, 809626983,Attrited Customer,48,F,3,High School,Married,Less than $40K,Blue,43,3,3,3,1670,0,1670,0.707,2790,37,0.321,0, 803398983,Existing Customer,35,F,3,Unknown,Divorced,Less than $40K,Blue,29,4,2,3,1511,864,647,0.712,4823,64,0.829,0.572, 717568308,Existing Customer,39,M,1,Unknown,Single,$80K - $120K,Blue,36,4,2,1,6018,0,6018,0.703,4355,78,0.857,0, 711694083,Existing Customer,59,F,0,Post-Graduate,Single,Less than $40K,Blue,48,4,2,2,3030,1251,1779,0.694,4724,71,0.775,0.413, 712258308,Existing Customer,58,F,4,High School,Single,Less than $40K,Blue,39,3,1,3,2755,1483,1272,0.806,4394,75,0.63,0.538, 713884458,Existing Customer,51,M,4,High School,Single,$80K - $120K,Blue,37,6,2,2,8783,2142,6641,0.662,4425,83,0.766,0.244, 716160708,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,36,4,3,1,1861,1677,184,0.742,5225,94,0.679,0.901, 772728933,Attrited Customer,50,M,2,High School,Married,$120K +,Blue,40,6,4,3,13709,813,12896,0.65,2511,40,0.6,0.059, 815320383,Attrited Customer,46,F,3,Unknown,Unknown,Less than $40K,Blue,41,5,3,2,4710,0,4710,0.717,2690,43,0.955,0, 712117983,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,39,6,3,2,17285,1853,15432,0.882,4787,60,0.714,0.107, 788694558,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,40,5,2,3,1438.3,661,777.3,0.573,4463,87,0.812,0.46, 709275558,Existing Customer,54,M,2,Graduate,Single,$60K - $80K,Blue,44,6,3,2,7866,0,7866,0.76,4238,55,0.719,0, 711216933,Existing Customer,42,F,1,High School,Married,Less than $40K,Blue,36,4,3,1,2190,1299,891,0.938,5026,77,0.711,0.593, 717069033,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,30,4,1,3,4829,1153,3676,0.534,4778,65,0.97,0.239, 714992733,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,5,1,1,3210,2081,1129,0.615,3962,62,0.938,0.648, 809445858,Existing Customer,38,F,0,Graduate,Single,Less than $40K,Blue,32,6,3,3,1755,750,1005,0.659,5000,79,0.837,0.427, 708859158,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,37,4,1,1,1438.3,703,735.3,0.865,4341,80,0.951,0.489, 710040483,Existing Customer,37,M,3,Uneducated,Unknown,$60K - $80K,Blue,26,6,2,1,14485,2124,12361,0.527,3895,87,0.776,0.147, 714667608,Existing Customer,47,M,5,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,6043,0,6043,0.627,4256,78,0.529,0, 714475908,Attrited Customer,43,M,2,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,6348,0,6348,0.4,1732,39,0.393,0, 713656308,Existing Customer,56,F,0,High School,Married,Less than $40K,Blue,48,3,3,1,1438.3,0,1438.3,0.618,4210,75,0.5,0, 716790633,Attrited Customer,43,M,3,Graduate,Married,$60K - $80K,Blue,36,4,2,3,17239,0,17239,0.393,1789,38,0.357,0, 716127333,Attrited Customer,45,F,3,Graduate,Married,Unknown,Blue,36,5,2,3,18432,484,17948,0.557,2300,45,0.552,0.026, 713017758,Existing Customer,47,F,1,Uneducated,Single,Less than $40K,Blue,32,6,2,2,1636,1135,501,0.754,5056,85,0.809,0.694, 717893358,Existing Customer,43,F,3,Graduate,Married,Unknown,Blue,33,6,1,3,7951,1456,6495,0.882,4452,65,0.512,0.183, 780032208,Attrited Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,34,5,3,3,14201,0,14201,0.574,2223,47,0.679,0, 720219633,Existing Customer,52,F,0,Graduate,Unknown,$40K - $60K,Blue,42,4,3,2,2723,1544,1179,0.794,4108,70,1.258,0.567, 711676008,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,44,5,2,2,2019,991,1028,0.799,3603,59,0.967,0.491, 714192033,Existing Customer,43,F,3,High School,Single,Unknown,Blue,25,5,1,2,10305,1870,8435,0.722,4018,63,0.8,0.181, 713442933,Existing Customer,49,M,3,Unknown,Married,$40K - $60K,Blue,32,4,3,3,3114,2208,906,0.824,5219,86,0.686,0.709, 789052308,Attrited Customer,40,M,3,Graduate,Unknown,$40K - $60K,Blue,28,6,2,2,4323,0,4323,0.817,2451,38,0.727,0, 714948858,Attrited Customer,50,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,3647,2517,1130,0.842,2935,58,0.933,0.69, 711772983,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,35,5,2,2,1849,1293,556,0.835,4678,71,0.972,0.699, 802937058,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,47,3,3,1,2540,1859,681,0.768,4480,80,0.702,0.732, 712493058,Existing Customer,42,F,5,High School,Single,Unknown,Blue,31,6,3,2,4972,0,4972,0.719,4524,72,0.756,0, 718808883,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Silver,47,3,3,1,13565,0,13565,0.56,3705,69,0.917,0, 719685408,Attrited Customer,40,M,2,Uneducated,Married,$60K - $80K,Blue,29,3,2,2,6332,318,6014,0.783,2505,43,0.536,0.05, 708829758,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,36,4,3,2,6062,761,5301,0.307,3877,66,0.375,0.126, 710792733,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,29,4,2,2,2897,638,2259,1.041,4491,75,0.786,0.22, 716838633,Existing Customer,46,M,4,High School,Single,$60K - $80K,Blue,36,4,5,0,13407,1341,12066,0.928,4869,84,0.615,0.1, 714041283,Existing Customer,50,F,2,Graduate,Single,Unknown,Blue,40,5,2,2,6610,1663,4947,0.813,4735,83,0.766,0.252, 710284233,Attrited Customer,33,M,4,Uneducated,Married,$80K - $120K,Blue,36,5,3,4,1438.3,0,1438.3,0.98,2439,43,0.72,0, 752944533,Existing Customer,45,F,5,High School,Married,Less than $40K,Blue,34,4,1,2,2030,1269,761,0.646,5067,88,0.725,0.625, 713312208,Attrited Customer,53,M,1,High School,Married,$40K - $60K,Blue,43,1,2,3,3146,0,3146,0.414,1868,38,0.31,0, 804045933,Existing Customer,36,M,0,Graduate,Married,$80K - $120K,Blue,30,5,3,2,5302,2414,2888,0.779,4284,74,0.682,0.455, 716662683,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,45,6,2,3,3185,1820,1365,0.965,5069,81,1.025,0.571, 713432508,Existing Customer,42,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,4328,1749,2579,0.806,4593,72,1,0.404, 799475658,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,45,3,3,3,2238,1300,938,1.071,4508,79,0.756,0.581, 719849958,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,36,4,3,3,2658,1884,774,0.627,4779,83,0.93,0.709, 715803933,Existing Customer,47,M,1,Post-Graduate,Single,$60K - $80K,Blue,36,4,2,2,9090,1371,7719,0.64,4422,65,0.585,0.151, 779486433,Existing Customer,46,F,5,Unknown,Single,Less than $40K,Blue,28,3,2,3,2424,2169,255,0.613,4209,76,0.767,0.895, 708281433,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,36,5,1,3,1438.3,0,1438.3,0.565,3848,75,0.705,0, 779844408,Attrited Customer,43,F,1,Post-Graduate,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.481,2137,40,0.333,0, 721306908,Existing Customer,61,F,1,Graduate,Single,Unknown,Blue,44,4,3,2,2303,540,1763,0.57,3440,46,0.704,0.234, 713964858,Existing Customer,51,M,2,Graduate,Divorced,$120K +,Blue,41,4,2,3,2792,887,1905,0.793,4074,81,0.8,0.318, 717545808,Existing Customer,44,F,4,Post-Graduate,Single,Less than $40K,Blue,32,3,1,2,2900,1987,913,0.667,4549,70,0.75,0.685, 771232533,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,33,3,3,3,2267,1283,984,0.761,4249,81,0.8,0.566, 710883483,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,34,3,3,3,4189,2066,2123,0.686,4661,85,0.735,0.493, 801715383,Attrited Customer,45,M,4,Graduate,Married,$60K - $80K,Blue,39,6,3,2,12890,0,12890,0.576,2216,51,0.545,0, 719594433,Existing Customer,35,F,2,Graduate,Single,Unknown,Blue,26,6,1,2,3269,1434,1835,0.63,4672,66,0.65,0.439, 716310633,Existing Customer,59,F,1,Post-Graduate,Single,Less than $40K,Blue,36,6,2,2,2759,2481,278,0.588,5037,84,0.68,0.899, 714188883,Attrited Customer,46,F,5,Doctorate,Single,Less than $40K,Blue,37,3,2,2,1787,0,1787,0.654,2345,36,0.286,0, 772437633,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,33,4,2,3,6854,0,6854,0.703,4578,72,0.756,0, 708536283,Attrited Customer,35,M,1,Doctorate,Single,$80K - $120K,Blue,27,3,2,2,2904,2517,387,0.624,2653,46,0.586,0.867, 772569033,Existing Customer,44,M,0,High School,Divorced,$80K - $120K,Blue,34,5,2,2,5293,1236,4057,0.848,4572,90,0.8,0.234, 714443883,Existing Customer,57,F,3,Graduate,Married,Less than $40K,Blue,49,4,2,1,1781,0,1781,0.57,4593,81,0.8,0, 710369658,Existing Customer,50,M,3,Unknown,Married,$60K - $80K,Blue,36,4,3,2,3276,2353,923,0.725,4488,92,0.736,0.718, 788440083,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Silver,48,5,3,3,34516,1384,33132,0.625,3807,82,0.864,0.04, 773332908,Existing Customer,48,M,4,High School,Unknown,$60K - $80K,Blue,30,3,3,2,14670,1900,12770,0.806,4221,83,0.766,0.13, 709307808,Attrited Customer,59,F,2,High School,Married,$40K - $60K,Blue,36,3,3,3,4375,0,4375,0.621,2507,53,0.472,0, 712507758,Existing Customer,36,F,2,College,Unknown,Unknown,Blue,24,6,3,3,3448,1903,1545,0.841,5471,87,0.642,0.552, 715701033,Attrited Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,33,5,3,3,2111,1761,350,0.753,2112,46,0.769,0.834, 718478883,Existing Customer,55,F,2,College,Single,Less than $40K,Blue,36,4,1,3,3123,0,3123,0.513,4424,81,0.723,0, 788734158,Existing Customer,42,M,4,Graduate,Married,$40K - $60K,Blue,19,5,3,2,8374,0,8374,0.885,4493,59,1.034,0, 794490858,Existing Customer,48,F,1,High School,Married,$40K - $60K,Silver,28,3,1,2,15713,1387,14326,0.904,4775,61,0.605,0.088, 718397658,Existing Customer,60,F,0,Unknown,Single,$40K - $60K,Blue,36,6,3,2,4115,1231,2884,0.745,3627,61,1.179,0.299, 718826883,Attrited Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,6925,0,6925,0.821,2506,36,0.44,0, 716733933,Existing Customer,42,F,2,High School,Married,Unknown,Blue,30,5,3,2,1898,725,1173,0.664,5051,64,1.065,0.382, 809307108,Existing Customer,44,F,1,High School,Single,Unknown,Blue,39,4,3,2,2021,1182,839,0.794,4209,77,0.833,0.585, 778671483,Existing Customer,33,F,3,Uneducated,Single,Less than $40K,Blue,13,5,3,3,1630,1008,622,0.695,4143,67,0.595,0.618, 815504583,Attrited Customer,48,F,4,Graduate,Single,$40K - $60K,Blue,43,3,2,4,1538,0,1538,0.684,2275,43,0.483,0, 789319458,Existing Customer,48,M,5,Uneducated,Single,$60K - $80K,Blue,38,6,2,3,22639,1481,21158,0.703,4219,65,0.477,0.065, 710382108,Existing Customer,39,F,3,Post-Graduate,Married,Less than $40K,Blue,19,5,1,2,2452,2423,29,0.778,4204,63,0.8,0.988, 720895533,Existing Customer,32,F,4,Unknown,Married,Less than $40K,Blue,22,6,3,3,1438.3,1056,382.3,0.986,4885,78,1.053,0.734, 709891608,Attrited Customer,41,M,2,High School,Married,$120K +,Blue,24,5,2,3,9924,0,9924,0.517,1949,43,0.483,0, 717136533,Existing Customer,37,F,2,Uneducated,Single,Less than $40K,Blue,26,4,2,2,2586,835,1751,0.721,4883,73,0.825,0.323, 790164408,Existing Customer,59,F,1,Unknown,Married,Less than $40K,Blue,52,6,3,3,2308,2094,214,0.722,4869,77,0.75,0.907, 795613233,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,42,4,2,0,10514,1494,9020,0.649,4949,76,0.81,0.142, 709009833,Existing Customer,54,M,3,Graduate,Married,$40K - $60K,Blue,44,3,3,3,1655,0,1655,0.766,4621,67,0.675,0, 720054183,Existing Customer,41,F,2,Graduate,Single,$40K - $60K,Blue,25,4,2,2,2768,2228,540,0.864,5112,86,0.87,0.805, 713193408,Existing Customer,59,F,0,Unknown,Single,Less than $40K,Blue,52,3,3,3,2533,2076,457,0.738,3816,75,0.829,0.82, 801508383,Existing Customer,48,M,2,Graduate,Married,$80K - $120K,Blue,42,6,3,2,25658,1721,23937,0.592,4498,85,0.635,0.067, 711949683,Attrited Customer,55,F,2,College,Divorced,$40K - $60K,Blue,36,6,2,3,4410,2517,1893,0.53,1883,44,0.63,0.571, 787747308,Attrited Customer,49,F,4,Uneducated,Unknown,Less than $40K,Blue,39,6,3,2,3468,2517,951,0.746,2494,39,0.345,0.726, 720064158,Existing Customer,51,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.709,4323,70,0.667,0, 779104608,Attrited Customer,34,F,3,High School,Unknown,Unknown,Blue,15,5,1,3,1438.3,0,1438.3,0.689,2819,48,0.6,0, 715477233,Existing Customer,55,F,1,High School,Unknown,Unknown,Blue,36,3,2,3,6968,1430,5538,0.95,4037,69,1.029,0.205, 719524383,Existing Customer,35,F,3,Graduate,Single,$40K - $60K,Blue,22,3,1,3,2441,1670,771,0.697,4105,73,0.553,0.684, 713804883,Attrited Customer,46,F,4,Post-Graduate,Single,Less than $40K,Blue,37,3,2,2,1836,0,1836,0.323,1799,28,0.167,0, 710359458,Existing Customer,50,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,2560,1807,753,0.995,4456,70,0.522,0.706, 716311683,Existing Customer,43,M,4,College,Married,$80K - $120K,Blue,36,4,1,2,32733,1448,31285,0.655,3452,54,0.862,0.044, 753795633,Attrited Customer,48,F,2,Uneducated,Married,Less than $40K,Blue,41,5,3,2,2964,2517,447,0.699,2327,38,0.81,0.849, 780076833,Existing Customer,44,M,1,Unknown,Unknown,$80K - $120K,Blue,29,6,1,2,8315,1008,7307,0.718,4088,66,0.61,0.121, 716019333,Existing Customer,65,F,0,Unknown,Single,Less than $40K,Blue,56,6,3,3,2279,1789,490,0.865,4091,82,0.907,0.785, 820657083,Existing Customer,53,M,4,College,Single,$80K - $120K,Silver,48,5,1,2,34516,800,33716,0.804,3819,72,0.6,0.023, 716901858,Existing Customer,49,M,4,Doctorate,Married,$40K - $60K,Blue,39,5,1,2,1438.3,0,1438.3,0.562,3691,77,0.51,0, 756571983,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,36,6,2,3,2020,1103,917,0.942,4951,85,0.932,0.546, 817607358,Attrited Customer,44,F,2,High School,Unknown,Unknown,Gold,35,3,3,3,34516,0,34516,0.767,2227,44,0.63,0, 778268508,Existing Customer,56,F,2,Uneducated,Single,Unknown,Blue,47,5,2,1,5261,1966,3295,0.672,4448,86,0.792,0.374, 778984383,Existing Customer,43,F,3,High School,Married,Unknown,Blue,31,3,3,1,2692,2039,653,0.853,4622,73,0.78,0.757, 720771933,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,1,1994,0,1994,0.829,4434,69,0.568,0, 748827033,Existing Customer,44,M,3,Graduate,Divorced,$60K - $80K,Blue,37,5,2,3,3290,0,3290,0.841,4780,84,0.615,0, 712591983,Existing Customer,52,F,5,Graduate,Single,$40K - $60K,Blue,41,4,2,3,3035,1960,1075,0.566,4104,79,0.927,0.646, 712181658,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,36,4,3,1,2407,1552,855,0.62,4983,86,0.755,0.645, 712297683,Attrited Customer,47,F,3,College,Married,Less than $40K,Blue,35,6,3,2,1781,0,1781,0.693,2196,35,0.75,0, 714684933,Attrited Customer,40,F,1,Uneducated,Married,Less than $40K,Blue,28,5,2,3,3680,0,3680,0.729,2725,41,0.577,0, 720742083,Attrited Customer,48,F,4,Unknown,Married,Less than $40K,Blue,36,4,3,3,2740,2425,315,0.816,2431,46,0.394,0.885, 772310958,Existing Customer,42,F,2,Graduate,Married,Less than $40K,Blue,31,4,6,3,4311,822,3489,0.722,4965,94,0.541,0.191, 715343883,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,32,5,3,3,1931,1297,634,1.037,4693,66,0.833,0.672, 720470133,Existing Customer,59,M,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,3604,1483,2121,0.597,4576,87,0.706,0.411, 710420133,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,6,2,2,2190,0,2190,0.63,4416,68,0.581,0, 720933408,Existing Customer,56,F,2,Uneducated,Unknown,Less than $40K,Blue,36,3,1,2,8438,1825,6613,0.589,4798,89,0.712,0.216, 716304483,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,36,3,2,3,3413,2372,1041,0.7,5029,86,0.792,0.695, 719534058,Existing Customer,26,F,0,Graduate,Unknown,Less than $40K,Blue,14,3,2,1,2163,1942,221,0.582,4380,57,0.781,0.898, 710515308,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,1,3595,1904,1691,0.891,5025,84,0.647,0.53, 797241108,Existing Customer,47,M,1,Graduate,Married,$120K +,Blue,41,5,3,3,9036,1080,7956,0.742,4500,83,0.66,0.12, 708884658,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,31,5,1,1,2315,1565,750,0.873,4828,90,0.8,0.676, 794475483,Existing Customer,44,M,4,Uneducated,Married,$80K - $120K,Silver,27,4,3,2,34516,1043,33473,0.69,4654,59,0.639,0.03, 714315858,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,37,6,1,3,4008,1650,2358,1,5429,71,0.732,0.412, 717217983,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,30,6,2,3,3143,2517,626,0.959,5409,79,0.881,0.801, 721124658,Attrited Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,27,4,2,3,3427,0,3427,0.5,2625,63,0.5,0, 716753058,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,2,2699,564,2135,0.683,4813,78,0.814,0.209, 711069483,Existing Customer,40,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,1538,0,1538,0.706,4884,79,0.881,0, 708478233,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,36,4,2,2,5573,1238,4335,0.624,4348,90,0.837,0.222, 710783358,Existing Customer,46,M,3,High School,Unknown,$80K - $120K,Blue,35,5,3,2,2570,1764,806,0.786,4442,85,0.771,0.686, 713710383,Existing Customer,43,M,2,High School,Unknown,$80K - $120K,Blue,30,4,2,1,18008,2517,15491,0.775,2659,55,0.833,0.14, 720815208,Attrited Customer,52,M,0,High School,Single,$120K +,Blue,39,5,3,3,34516,216,34300,0.556,2395,47,0.306,0.006, 721338783,Existing Customer,49,F,4,Uneducated,Married,Unknown,Blue,36,3,2,3,13483,2517,10966,0.733,3427,72,0.6,0.187, 714121983,Existing Customer,49,F,3,Graduate,Single,Unknown,Blue,42,4,2,3,4349,1400,2949,0.641,4694,84,0.75,0.322, 715061733,Existing Customer,42,M,3,College,Single,$60K - $80K,Blue,36,4,1,3,11698,1060,10638,1.282,3539,81,0.929,0.091, 720520308,Attrited Customer,46,F,4,Graduate,Married,Less than $40K,Blue,28,4,2,3,8318,2517,5801,0.69,2427,52,0.625,0.303, 806908608,Existing Customer,46,F,2,Unknown,Married,Less than $40K,Blue,41,5,2,3,1438.3,0,1438.3,0.691,3942,78,1.229,0, 798972183,Attrited Customer,49,F,2,Unknown,Single,$40K - $60K,Blue,43,1,3,2,1643,526,1117,0.829,2520,38,0.583,0.32, 715030308,Existing Customer,42,M,4,Graduate,Married,$40K - $60K,Blue,27,5,1,2,1503,929,574,0.892,4680,67,0.971,0.618, 708244458,Existing Customer,47,F,2,Unknown,Married,Less than $40K,Blue,35,3,3,2,2793,1517,1276,0.712,3485,72,0.895,0.543, 789479058,Existing Customer,45,F,4,College,Divorced,$40K - $60K,Blue,37,5,3,3,1438.3,0,1438.3,0.835,4459,66,0.833,0, 784998108,Existing Customer,33,M,3,High School,Married,$80K - $120K,Blue,22,5,3,2,9094,0,9094,0.631,4203,76,0.727,0, 711808383,Existing Customer,50,M,3,Graduate,Divorced,$60K - $80K,Blue,39,5,1,3,6362,1709,4653,1.016,4476,85,0.735,0.269, 770839608,Existing Customer,60,F,1,Unknown,Single,Less than $40K,Blue,47,6,1,1,2394,1427,967,0.803,4611,82,0.783,0.596, 713866308,Existing Customer,45,M,4,Unknown,Single,$60K - $80K,Blue,36,5,2,1,15100,2004,13096,0.9,4135,76,0.689,0.133, 714250908,Attrited Customer,53,F,2,Graduate,Married,Less than $40K,Blue,47,3,4,2,2927,2517,410,0.419,2231,60,0.875,0.86, 739317558,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,35,4,3,3,9030,2369,6661,0.662,4899,84,0.867,0.262, 718702908,Existing Customer,53,F,2,Unknown,Single,Less than $40K,Blue,36,6,2,1,1543,1041,502,0.92,4312,84,0.647,0.675, 720644883,Existing Customer,53,F,1,College,Married,Unknown,Blue,40,3,2,1,4941,1867,3074,0.73,5104,87,0.851,0.378, 717182883,Existing Customer,33,F,1,High School,Married,Unknown,Blue,36,3,2,2,2279,1432,847,0.855,4169,74,0.947,0.628, 719384433,Attrited Customer,44,F,3,High School,Divorced,Less than $40K,Blue,28,5,2,3,1877,1203,674,0.654,2581,57,0.781,0.641, 787301208,Existing Customer,52,M,2,Uneducated,Divorced,$40K - $60K,Blue,46,5,1,1,1438.3,0,1438.3,0.706,3763,74,0.85,0, 720924633,Existing Customer,40,F,5,Graduate,Unknown,Less than $40K,Blue,27,4,2,1,1438.3,0,1438.3,0.984,4397,73,0.553,0, 721316358,Existing Customer,41,M,3,High School,Married,$60K - $80K,Blue,28,5,1,1,9577,632,8945,0.379,4086,62,0.771,0.066, 716118633,Existing Customer,43,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,36,6,1,1,5427,2177,3250,0.824,4328,73,0.622,0.401, 789880533,Attrited Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,5,3,4,5913,1651,4262,0.79,2404,39,0.56,0.279, 711221958,Attrited Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,2,2867,0,2867,0.703,2646,41,0.464,0, 715510683,Existing Customer,40,F,1,High School,Single,Less than $40K,Blue,29,3,2,2,2506,1362,1144,0.844,4665,82,0.745,0.543, 718689258,Existing Customer,39,F,2,Doctorate,Married,$40K - $60K,Blue,29,5,2,3,1693,1101,592,0.778,4203,87,0.851,0.65, 716368008,Attrited Customer,54,F,1,Graduate,Married,Unknown,Blue,36,4,2,2,3137,959,2178,1.008,2925,41,0.414,0.306, 712092783,Attrited Customer,47,F,3,Doctorate,Single,Less than $40K,Blue,40,6,2,3,2437,0,2437,0.664,2027,42,0.448,0, 789541458,Existing Customer,35,F,1,High School,Married,Less than $40K,Blue,28,6,0,2,1438.3,977,461.3,1.189,4840,85,1.073,0.679, 719539458,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,41,5,3,3,3913,0,3913,0.722,5170,93,0.86,0, 713082708,Existing Customer,41,F,2,High School,Married,Less than $40K,Blue,36,6,2,2,4953,991,3962,0.342,4183,67,0.489,0.2, 794665608,Existing Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,33,4,2,3,5724,582,5142,0.817,4510,59,0.903,0.102, 712827258,Existing Customer,37,M,3,Uneducated,Married,$40K - $60K,Blue,25,5,0,3,1438.3,0,1438.3,1.023,5046,77,0.925,0, 714525633,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,2,1886,1023,863,0.708,4233,81,0.884,0.542, 708726708,Attrited Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,36,6,2,3,1451,599,852,0.752,2192,35,0.458,0.413, 768498258,Existing Customer,47,F,1,High School,Married,Unknown,Blue,41,3,2,3,2950,1642,1308,0.8,4740,83,0.694,0.557, 712767858,Attrited Customer,42,F,0,College,Single,$40K - $60K,Blue,30,5,2,3,1438.3,1223,215.3,0.491,2181,43,0.593,0.85, 709231683,Existing Customer,36,F,2,Graduate,Unknown,$40K - $60K,Blue,23,6,2,3,2024,901,1123,0.659,4861,84,0.75,0.445, 712445583,Attrited Customer,33,F,0,College,Single,Unknown,Blue,15,3,1,4,2299,0,2299,0.663,2323,47,0.469,0, 711461658,Existing Customer,47,M,1,High School,Married,$40K - $60K,Blue,29,5,3,2,3291,1197,2094,0.672,3228,82,0.708,0.364, 713891133,Attrited Customer,41,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,1438.3,834,604.3,0.407,1890,43,0.387,0.58, 710074458,Existing Customer,41,F,5,High School,Divorced,Less than $40K,Blue,34,3,1,3,2137,996,1141,0.625,4290,90,0.875,0.466, 779279883,Attrited Customer,60,F,2,High School,Married,Less than $40K,Blue,42,3,3,2,1438.3,0,1438.3,0.061,1628,42,0.077,0, 719674533,Existing Customer,48,M,3,Unknown,Single,$80K - $120K,Blue,44,5,1,3,16794,1527,15267,0.912,4040,76,0.689,0.091, 716535408,Existing Customer,43,M,3,Unknown,Married,$40K - $60K,Blue,32,3,1,3,12219,1462,10757,0.558,3843,69,0.605,0.12, 710319108,Existing Customer,54,F,2,High School,Married,Less than $40K,Blue,47,4,2,3,1804,1298,506,0.758,4542,73,0.921,0.72, 714777858,Existing Customer,60,F,2,Unknown,Married,Less than $40K,Blue,36,6,3,2,2343,2066,277,0.72,4858,69,0.917,0.882, 769974258,Existing Customer,44,M,3,Post-Graduate,Single,$80K - $120K,Blue,38,5,2,3,19724,0,19724,0.644,3830,82,0.673,0, 717819633,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,42,6,1,2,3949,1463,2486,1.072,4124,57,0.839,0.37, 712953483,Attrited Customer,64,F,0,Graduate,Single,Less than $40K,Blue,36,1,3,4,1682,0,1682,0.75,1811,39,0.5,0, 779029458,Attrited Customer,54,F,1,Post-Graduate,Single,Less than $40K,Blue,35,4,3,3,1724,0,1724,0.67,2725,47,0.424,0, 721321383,Existing Customer,50,F,3,Doctorate,Married,Less than $40K,Blue,41,3,3,2,2372,1148,1224,0.872,4418,80,0.818,0.484, 716973333,Existing Customer,40,M,3,Uneducated,Married,$120K +,Blue,28,3,3,2,4642,1676,2966,0.615,5080,76,0.81,0.361, 709946658,Existing Customer,49,F,4,College,Single,$40K - $60K,Blue,30,5,3,3,2765,1211,1554,0.736,4629,58,0.706,0.438, 709243533,Existing Customer,49,F,2,Unknown,Single,Less than $40K,Blue,41,5,3,2,2555,1815,740,0.847,4552,75,0.829,0.71, 709999308,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,40,3,2,2,3150,0,3150,0.75,3477,78,0.857,0, 712389108,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2570,2107,463,0.651,4058,83,0.766,0.82, 712305333,Existing Customer,59,M,0,Graduate,Single,$60K - $80K,Blue,53,4,2,2,4386,2505,1881,0.806,4064,65,0.806,0.571, 812785158,Existing Customer,42,M,4,Uneducated,Married,Less than $40K,Blue,37,4,3,2,2411,1797,614,0.607,4331,63,0.5,0.745, 765459858,Attrited Customer,47,M,3,Graduate,Divorced,Less than $40K,Blue,40,4,4,3,6397,0,6397,0.632,2511,56,0.556,0, 714894708,Attrited Customer,53,M,1,Uneducated,Unknown,$120K +,Blue,45,4,4,2,23958,2517,21441,0.702,2777,45,0.552,0.105, 711296508,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,42,5,2,3,2608,2455,153,0.886,4776,85,0.889,0.941, 795713058,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,39,3,1,2,4409,1753,2656,0.55,4292,76,0.652,0.398, 789487308,Existing Customer,48,M,2,Doctorate,Single,$60K - $80K,Blue,39,3,2,2,10033,0,10033,0.644,4106,78,0.902,0, 720130233,Attrited Customer,48,M,2,High School,Single,$60K - $80K,Blue,36,4,3,1,1641,0,1641,0.791,2536,45,0.364,0, 789047208,Existing Customer,57,F,2,High School,Single,Less than $40K,Blue,45,4,1,3,2454,1610,844,1.036,4983,79,0.795,0.656, 715864983,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,43,5,2,2,1978,0,1978,0.641,4870,83,0.844,0, 708765933,Existing Customer,46,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,3,2,2,5464,887,4577,0.554,4866,81,0.62,0.162, 809320908,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,37,3,3,3,5951,0,5951,0.742,4160,84,0.867,0, 779324358,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,31,6,1,3,2381,1603,778,0.687,4013,79,0.756,0.673, 713730108,Existing Customer,48,M,4,Post-Graduate,Divorced,$60K - $80K,Blue,38,3,2,2,11596,1258,10338,0.426,4686,67,0.675,0.108, 711783483,Existing Customer,55,F,3,Post-Graduate,Single,$40K - $60K,Blue,46,4,3,2,5162,984,4178,0.842,3562,72,0.895,0.191, 719294433,Existing Customer,63,F,1,Uneducated,Single,Unknown,Blue,55,4,3,1,16312,520,15792,0.806,4366,68,0.659,0.032, 718279008,Attrited Customer,44,M,3,High School,Single,$60K - $80K,Silver,36,5,2,3,25276,0,25276,0.849,2282,38,0.583,0, 721238508,Existing Customer,38,F,3,High School,Single,Less than $40K,Blue,26,3,3,3,1939,1484,455,0.576,4790,77,0.75,0.765, 709365483,Existing Customer,45,F,2,Doctorate,Divorced,$40K - $60K,Blue,36,5,3,3,2788,1826,962,0.521,4437,67,0.595,0.655, 718477983,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,42,4,2,3,1438.3,1108,330.3,0.782,4776,90,0.765,0.77, 719809533,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,36,6,1,4,2448,1969,479,0.713,5066,84,0.75,0.804, 717239133,Existing Customer,52,F,1,College,Married,Unknown,Blue,40,5,3,1,10317,642,9675,0.553,3939,60,0.875,0.062, 814091058,Attrited Customer,38,F,1,College,Single,Less than $40K,Blue,33,6,2,3,3119,2517,602,0.722,2492,50,0.515,0.807, 710555433,Attrited Customer,42,F,4,Graduate,Single,Less than $40K,Blue,36,6,2,2,2803,0,2803,0.623,2216,40,0.6,0, 770956158,Existing Customer,43,F,4,Graduate,Unknown,Less than $40K,Blue,30,3,2,1,2397,2151,246,0.839,4140,68,0.744,0.897, 718263108,Attrited Customer,44,F,3,Unknown,Divorced,Less than $40K,Blue,32,3,3,2,1693,1457,236,0.919,2829,42,0.615,0.861, 715984908,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,2866,1882,984,0.803,4850,84,0.826,0.657, 711020358,Existing Customer,52,F,3,Uneducated,Unknown,$40K - $60K,Blue,36,5,2,2,2498,1650,848,0.673,4434,79,0.837,0.661, 788769783,Existing Customer,42,F,4,College,Divorced,Less than $40K,Blue,23,6,1,3,1878,1024,854,0.76,4707,74,0.897,0.545, 715496808,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,36,6,3,3,2712,2487,225,0.571,4159,69,0.683,0.917, 779931783,Attrited Customer,52,M,2,High School,Single,$120K +,Blue,38,6,3,3,34516,0,34516,0.639,2213,47,0.382,0, 818763033,Existing Customer,34,F,3,Graduate,Married,$40K - $60K,Blue,29,6,1,1,6169,2517,3652,1.117,4794,71,0.69,0.408, 711953358,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,35,4,2,2,6205,2264,3941,0.773,4605,88,0.725,0.365, 716485308,Existing Customer,43,F,2,Unknown,Unknown,Less than $40K,Blue,36,4,3,3,1780,1541,239,0.839,5008,93,0.722,0.866, 716432658,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,5,2,1,1438.3,0,1438.3,0.646,4490,65,0.625,0, 712691883,Attrited Customer,41,F,2,High School,Married,Less than $40K,Blue,36,3,2,2,2811,2404,407,0.491,2245,41,0.464,0.855, 712611108,Attrited Customer,59,F,1,Unknown,Single,Less than $40K,Blue,53,5,6,2,7501,2517,4984,0.663,2280,49,0.531,0.336, 716245833,Existing Customer,62,M,1,Graduate,Unknown,Less than $40K,Blue,36,6,3,2,2856,2517,339,0.615,4473,67,0.489,0.881, 780052008,Existing Customer,37,M,3,Unknown,Single,$80K - $120K,Blue,22,4,2,2,29898,1414,28484,0.453,3883,68,0.7,0.047, 709759908,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,4,2,2,1939,685,1254,0.421,4327,84,0.68,0.353, 788667408,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,21,6,1,1,2965,1819,1146,0.796,4475,66,0.692,0.613, 721449408,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,25,6,2,1,2812,2029,783,0.634,4763,74,0.762,0.722, 708316008,Attrited Customer,59,F,1,Graduate,Single,Unknown,Blue,36,3,2,3,10031,0,10031,0.238,1792,29,0.074,0, 714655758,Existing Customer,62,M,0,Graduate,Divorced,$40K - $60K,Blue,36,6,3,2,4049,0,4049,0.567,4003,73,0.659,0, 711846183,Attrited Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,3,2669,0,2669,0.67,2271,31,0.722,0, 720612333,Attrited Customer,44,F,3,College,Single,Less than $40K,Blue,28,6,2,2,1951,0,1951,0.772,2697,45,0.731,0, 714673833,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,1528,0,1528,0.669,4411,77,0.833,0, 710525508,Attrited Customer,48,F,2,High School,Married,Less than $40K,Blue,36,6,3,3,1438.3,455,983.3,0.626,2090,50,0.562,0.316, 757854858,Attrited Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,43,4,3,4,3143,0,3143,0.764,2297,37,0.321,0, 714658233,Existing Customer,46,F,5,High School,Unknown,Less than $40K,Blue,37,4,3,3,1438.3,725,713.3,0.715,3916,79,0.795,0.504, 716381808,Existing Customer,43,M,2,Unknown,Single,$40K - $60K,Blue,36,4,4,1,8406,0,8406,0.743,3820,75,0.63,0, 720831783,Existing Customer,50,F,0,High School,Unknown,Less than $40K,Blue,36,3,2,1,2242,888,1354,0.661,4708,81,0.558,0.396, 714319233,Attrited Customer,44,M,5,Graduate,Divorced,$60K - $80K,Blue,36,3,3,6,6538,0,6538,0.556,2132,33,0.571,0, 718178583,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,29,3,3,1,4710,1604,3106,0.607,4663,78,0.814,0.341, 708886533,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,41,4,1,3,13032,1701,11331,0.904,4348,77,0.878,0.131, 716239383,Existing Customer,45,F,4,High School,Married,Less than $40K,Blue,36,5,2,2,2225,0,2225,0.611,4138,85,0.771,0, 714672933,Existing Customer,52,F,3,Graduate,Married,$40K - $60K,Blue,36,6,4,2,3143,2268,875,0.801,4417,84,0.68,0.722, 809954133,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,44,6,1,3,5013,0,5013,0.822,5223,84,0.909,0, 714855108,Existing Customer,60,F,0,High School,Married,Less than $40K,Blue,50,6,0,1,3466,973,2493,0.652,4073,69,0.605,0.281, 718730283,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,18,5,3,3,1686,1206,480,0.767,4891,68,0.511,0.715, 709232808,Attrited Customer,44,F,3,Unknown,Divorced,$40K - $60K,Blue,34,2,3,2,1689,0,1689,0.202,1588,37,0.276,0, 804428958,Existing Customer,47,M,1,Graduate,Married,$40K - $60K,Blue,42,3,2,1,1626,0,1626,0.783,4847,78,1.053,0, 711474333,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,51,3,5,2,1614,0,1614,0.241,1690,38,0.357,0, 720070383,Existing Customer,41,F,3,Uneducated,Single,Unknown,Blue,29,6,3,3,2429,1966,463,1.046,4775,84,0.787,0.809, 720322008,Existing Customer,35,F,2,Unknown,Married,$40K - $60K,Blue,15,4,2,1,1438.3,834,604.3,0.684,4551,82,0.64,0.58, 714527433,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,30,5,2,2,17523,0,17523,0.424,1974,54,0.688,0, 789267633,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,43,3,4,1,2573,1760,813,0.676,4404,93,0.824,0.684, 714523383,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,33,3,2,2,2900,2122,778,0.631,4656,59,1.458,0.732, 713996283,Existing Customer,32,F,2,Post-Graduate,Single,Less than $40K,Blue,36,4,5,1,2352,2176,176,0.857,5209,93,0.755,0.925, 714557583,Existing Customer,58,F,2,College,Single,Less than $40K,Blue,36,6,4,0,2212,1902,310,0.691,4976,79,0.975,0.86, 714014733,Attrited Customer,33,M,2,College,Single,$80K - $120K,Blue,36,4,3,2,9642,1431,8211,0.561,2172,33,0.571,0.148, 779065458,Existing Customer,56,M,1,High School,Married,$120K +,Blue,37,4,1,3,9257,0,9257,0.722,4212,72,0.895,0, 712733958,Attrited Customer,46,F,2,Unknown,Single,Less than $40K,Blue,36,6,3,3,1731,0,1731,0.529,2304,46,1,0, 719231583,Existing Customer,61,M,1,Graduate,Unknown,$60K - $80K,Blue,49,6,2,2,16929,1838,15091,0.551,4799,79,0.519,0.109, 778801608,Existing Customer,50,M,2,College,Married,$80K - $120K,Blue,39,6,4,2,3606,1862,1744,0.689,3568,92,0.804,0.516, 720728133,Existing Customer,44,M,4,Uneducated,Single,$40K - $60K,Blue,33,4,3,3,1714,0,1714,0.849,4180,71,0.919,0, 718153233,Existing Customer,46,M,3,Uneducated,Married,$80K - $120K,Blue,36,3,2,2,23512,1562,21950,0.632,3764,60,0.538,0.066, 716122008,Attrited Customer,44,F,3,Unknown,Married,Less than $40K,Blue,35,3,3,2,1855,0,1855,0.988,2544,27,0.929,0, 714960408,Attrited Customer,44,F,3,College,Single,Less than $40K,Blue,34,4,3,1,1605,890,715,0.742,2722,45,0.5,0.555, 772382283,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,3,3,2302,1593,709,0.671,2689,49,0.324,0.692, 817236708,Existing Customer,42,M,3,Uneducated,Married,$60K - $80K,Blue,25,6,2,3,13546,1720,11826,0.538,3943,73,0.698,0.127, 714266883,Attrited Customer,54,F,4,Post-Graduate,Unknown,Less than $40K,Blue,44,5,3,3,2440,503,1937,0.415,2334,51,0.594,0.206, 792795933,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,30,5,6,2,2669,2397,272,0.807,3847,65,0.585,0.898, 717219933,Attrited Customer,47,F,3,Unknown,Single,Less than $40K,Blue,35,4,3,6,2402,628,1774,0.689,1930,48,0.6,0.261, 719986758,Attrited Customer,46,F,2,Unknown,Single,$40K - $60K,Blue,33,5,3,6,3001,0,3001,0.74,2577,39,0.444,0, 712326708,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,31,6,2,3,2552,2220,332,0.782,4437,61,1.033,0.87, 721505358,Existing Customer,41,F,3,Unknown,Married,Less than $40K,Blue,34,3,6,2,2679,2214,465,1.036,4682,81,0.841,0.826, 804337233,Existing Customer,45,F,4,High School,Single,Less than $40K,Blue,35,3,2,2,1502,0,1502,0.739,4890,61,0.794,0, 785351133,Existing Customer,61,F,1,Graduate,Unknown,$40K - $60K,Blue,55,4,3,3,1438.3,0,1438.3,0.573,4518,81,0.723,0, 714034158,Existing Customer,46,F,4,Unknown,Married,Less than $40K,Blue,38,5,2,3,3331,1307,2024,0.617,3946,69,0.683,0.392, 720349983,Existing Customer,32,F,1,Unknown,Divorced,Less than $40K,Blue,19,3,2,1,1438.3,0,1438.3,0.686,4593,79,0.612,0, 720155583,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,39,3,2,3,2426,1589,837,0.87,5175,82,0.822,0.655, 806140383,Attrited Customer,59,M,2,High School,Single,$80K - $120K,Blue,54,3,2,2,2791,2396,395,0.889,2658,43,0.344,0.858, 799031958,Existing Customer,49,M,2,Unknown,Unknown,$80K - $120K,Blue,43,5,2,2,18379,999,17380,0.466,4122,70,0.707,0.054, 719556558,Existing Customer,46,M,2,Doctorate,Married,$120K +,Blue,34,6,3,1,3499,1759,1740,0.635,3972,67,0.558,0.503, 771455508,Existing Customer,60,F,0,College,Single,Less than $40K,Blue,48,5,1,3,1438.3,0,1438.3,0.653,4104,83,0.729,0, 712214283,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,28,6,3,3,18295,0,18295,0.625,4827,70,0.75,0, 712667058,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,29,4,1,3,1568,995,573,0.908,4531,76,0.81,0.635, 715393908,Existing Customer,57,F,2,Post-Graduate,Married,Less than $40K,Blue,36,3,0,1,2712,1445,1267,0.819,4520,79,0.881,0.533, 751518633,Attrited Customer,48,M,5,Post-Graduate,Single,$120K +,Silver,41,5,3,1,34516,2517,31999,0.553,2260,50,0.786,0.073, 769100508,Existing Customer,55,F,5,High School,Single,Less than $40K,Blue,49,6,2,1,2177,1472,705,0.787,5228,77,0.674,0.676, 720582558,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,34,3,3,1,2296,0,2296,0.749,5108,87,0.74,0, 710773533,Existing Customer,43,F,3,Post-Graduate,Married,Less than $40K,Blue,35,5,3,3,2435,1595,840,0.691,5268,88,0.66,0.655, 712395408,Attrited Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,41,5,3,3,1495,691,804,0.705,2552,42,0.556,0.462, 818459733,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,26,3,2,2,9220,0,9220,0.733,2276,32,0.6,0, 708867408,Attrited Customer,52,M,2,High School,Married,$60K - $80K,Blue,40,3,4,2,23128,1958,21170,0.604,2050,35,0.667,0.085, 772457583,Existing Customer,47,F,2,Doctorate,Single,Less than $40K,Blue,37,3,0,1,4254,1204,3050,0.538,5385,93,0.691,0.283, 810271083,Attrited Customer,47,F,3,Unknown,Single,$40K - $60K,Blue,42,1,5,3,14897,0,14897,0.489,2164,53,0.606,0, 712649058,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,2,3554,0,3554,0.929,4121,82,0.783,0, 788737083,Existing Customer,34,F,2,High School,Married,Less than $40K,Blue,13,6,2,2,1798,833,965,0.882,4551,84,0.787,0.463, 714012258,Existing Customer,44,F,2,College,Single,Less than $40K,Blue,34,3,2,1,2429,1687,742,0.766,4122,74,0.85,0.695, 757662258,Existing Customer,46,F,4,Graduate,Divorced,$40K - $60K,Blue,39,3,1,1,2477,1480,997,0.826,5138,77,0.974,0.597, 714388158,Existing Customer,36,F,2,Uneducated,Divorced,Unknown,Blue,36,3,2,1,14304,699,13605,0.549,4746,73,0.521,0.049, 720067083,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,36,5,1,1,1536,801,735,0.944,3904,74,0.897,0.521, 814529508,Existing Customer,39,F,3,High School,Unknown,Unknown,Blue,34,4,3,2,15370,686,14684,0.81,4106,71,1.029,0.045, 794068308,Existing Customer,45,M,4,Unknown,Unknown,$40K - $60K,Gold,39,5,1,2,23981,1684,22297,0.736,4141,73,0.521,0.07, 824812983,Existing Customer,42,M,3,Unknown,Single,$60K - $80K,Blue,38,5,1,1,6318,1397,4921,0.517,4166,86,0.755,0.221, 713396358,Existing Customer,32,F,1,Graduate,Single,Unknown,Blue,13,5,1,3,3558,816,2742,0.77,4878,71,0.578,0.229, 719420883,Attrited Customer,56,F,4,Graduate,Unknown,Less than $40K,Blue,44,5,3,3,1677,0,1677,0.835,2477,45,0.324,0, 785500533,Existing Customer,53,F,4,Unknown,Married,Less than $40K,Blue,47,3,2,2,2734,2085,649,0.764,4064,66,0.784,0.763, 712138008,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,1,2396,1663,733,0.645,4569,70,0.667,0.694, 709279608,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,35,5,2,3,9852,2277,7575,0.831,3813,71,0.614,0.231, 788771733,Existing Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,5,3,3,1579,900,679,0.592,4354,70,0.707,0.57, 753365883,Attrited Customer,44,F,3,Unknown,Single,Unknown,Blue,37,3,2,3,1900,0,1900,0.864,2298,45,0.452,0, 770717883,Existing Customer,42,F,2,College,Married,$40K - $60K,Blue,28,6,2,1,1820,0,1820,0.658,4592,67,0.811,0, 716919633,Existing Customer,58,F,1,Uneducated,Unknown,$40K - $60K,Blue,39,5,1,1,2406,0,2406,1.016,4450,73,0.698,0, 717915783,Attrited Customer,60,M,0,Unknown,Married,$60K - $80K,Blue,47,5,1,3,4541,1037,3504,0.825,2829,44,0.467,0.228, 720099708,Existing Customer,51,F,4,Unknown,Single,Less than $40K,Blue,43,6,3,2,3124,2517,607,0.635,4716,68,0.581,0.806, 711004533,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,26,6,3,1,2240,1664,576,0.691,4399,80,0.6,0.743, 709482633,Existing Customer,43,F,4,Uneducated,Married,$40K - $60K,Blue,31,4,1,3,1773,882,891,0.68,5400,84,0.615,0.497, 717381183,Existing Customer,27,F,0,Graduate,Married,Less than $40K,Blue,36,3,2,2,1674,752,922,0.963,4513,57,0.966,0.449, 719716983,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,39,4,3,3,3257,0,3257,0.757,4042,85,0.848,0, 711117108,Existing Customer,48,F,3,High School,Married,Unknown,Silver,36,4,2,3,32611,1718,30893,0.971,3916,61,0.605,0.053, 780567408,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,38,5,1,2,3027,1671,1356,0.934,3912,77,0.925,0.552, 778810083,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,35,4,3,3,4210,0,4210,1.027,4175,58,0.933,0, 778696608,Existing Customer,46,M,3,Graduate,Divorced,$40K - $60K,Blue,27,5,2,3,10931,2297,8634,0.639,4802,73,0.872,0.21, 771469758,Existing Customer,55,M,3,Graduate,Single,$120K +,Blue,43,5,1,3,34516,0,34516,0.813,4131,66,0.61,0, 714172158,Existing Customer,51,F,0,Doctorate,Single,$40K - $60K,Blue,36,3,2,1,2637,1009,1628,0.574,4525,83,0.729,0.383, 713713983,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,33,4,2,2,2899,1952,947,0.667,4906,94,0.679,0.673, 787454133,Existing Customer,40,M,2,Unknown,Divorced,$120K +,Blue,26,3,2,3,1438.3,0,1438.3,0.634,4776,82,0.673,0, 709597983,Existing Customer,65,M,0,Doctorate,Divorced,Less than $40K,Blue,56,6,1,3,1573,653,920,0.71,3349,77,0.674,0.415, 708298233,Attrited Customer,49,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,6184,0,6184,0.476,1756,49,0.324,0, 779885358,Existing Customer,51,M,0,College,Married,$120K +,Silver,35,5,1,2,34516,2332,32184,0.8,4587,82,0.745,0.068, 709938708,Existing Customer,56,F,3,Uneducated,Married,Unknown,Blue,47,4,1,2,1822,1118,704,0.896,4576,78,0.529,0.614, 719620983,Existing Customer,41,F,2,Unknown,Single,Less than $40K,Blue,29,6,3,0,2701,1839,862,0.765,4406,80,0.778,0.681, 712329933,Attrited Customer,47,F,1,High School,Unknown,Less than $40K,Blue,41,6,3,2,3654,0,3654,0.63,1998,44,0.467,0, 798280683,Existing Customer,37,M,3,Post-Graduate,Single,$80K - $120K,Blue,31,6,3,3,2626,1736,890,0.786,4714,93,0.788,0.661, 715265208,Existing Customer,48,F,1,High School,Single,Less than $40K,Blue,36,4,3,3,1438.3,812,626.3,0.667,3868,80,0.702,0.565, 826069983,Existing Customer,46,F,4,Graduate,Single,Unknown,Blue,42,4,0,3,13376,1633,11743,0.98,4515,63,1.172,0.122, 708890958,Existing Customer,55,M,3,Graduate,Single,$120K +,Blue,42,3,3,2,31636,2517,29119,0.718,4231,68,1.061,0.08, 708818508,Existing Customer,36,M,1,Unknown,Married,Less than $40K,Blue,26,5,2,2,3453,2517,936,0.585,4386,68,0.789,0.729, 795784008,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,38,4,2,3,3889,2517,1372,0.405,1718,37,0.276,0.647, 714965958,Existing Customer,47,F,4,Post-Graduate,Unknown,$40K - $60K,Blue,36,6,2,3,2216,1800,416,0.751,4711,83,0.694,0.812, 716328558,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,4,5,2,11434,0,11434,0.84,4520,83,0.844,0, 780747033,Existing Customer,43,F,5,Graduate,Married,Unknown,Blue,34,5,1,3,3146,808,2338,0.711,4149,66,0.784,0.257, 713923233,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,2790,2185,605,0.671,3392,86,0.755,0.783, 710962308,Existing Customer,57,F,4,High School,Single,Unknown,Blue,36,3,6,3,4396,834,3562,0.66,4826,88,0.913,0.19, 713254983,Existing Customer,62,M,0,Uneducated,Single,$60K - $80K,Blue,50,5,2,2,14314,656,13658,0.822,4355,70,0.667,0.046, 720275358,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,30,4,3,2,1889,0,1889,0.874,2479,46,0.533,0, 715964058,Existing Customer,39,F,1,High School,Single,Less than $40K,Blue,31,5,2,1,1862,726,1136,0.63,5105,79,1.026,0.39, 721461258,Existing Customer,53,M,0,High School,Married,$40K - $60K,Blue,39,5,2,2,2875,1671,1204,0.923,4399,88,0.692,0.581, 710727333,Attrited Customer,49,F,3,High School,Married,Less than $40K,Blue,36,4,2,2,1763,0,1763,0.896,2813,43,0.536,0, 717325158,Existing Customer,46,F,5,Graduate,Married,$40K - $60K,Blue,33,3,1,1,1438.3,883,555.3,0.708,4474,63,0.853,0.614, 825856083,Existing Customer,39,M,1,Post-Graduate,Single,$40K - $60K,Blue,35,5,1,1,2623,2121,502,0.722,4078,70,0.795,0.809, 807136758,Attrited Customer,58,F,2,High School,Married,Less than $40K,Blue,53,3,0,2,1944,0,1944,0.613,2412,40,0.481,0, 715400733,Attrited Customer,43,F,3,Uneducated,Married,$40K - $60K,Blue,36,6,4,3,1438.3,0,1438.3,0.747,2116,38,0.583,0, 713927283,Existing Customer,39,F,1,Graduate,Single,Unknown,Blue,34,3,1,1,2884,2517,367,0.693,4809,87,0.74,0.873, 711594858,Existing Customer,44,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,2,2936,1297,1639,0.556,4509,70,0.795,0.442, 711389358,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,23,5,3,2,5791,2517,3274,0.69,2516,64,0.641,0.435, 720769533,Existing Customer,65,M,0,Graduate,Single,$40K - $60K,Blue,36,4,0,1,1438.3,682,756.3,0.713,4427,63,1.172,0.474, 715736283,Existing Customer,55,F,4,Doctorate,Single,Less than $40K,Blue,44,3,1,1,1912,0,1912,0.783,4666,98,0.719,0, 768949983,Existing Customer,31,F,2,Unknown,Single,Unknown,Blue,25,5,3,1,3288,2495,793,0.805,4370,83,0.886,0.759, 711253383,Attrited Customer,48,F,2,Unknown,Married,Unknown,Blue,38,6,2,3,4382,0,4382,0.714,2446,34,0.417,0, 798457833,Existing Customer,46,F,3,Graduate,Married,Unknown,Blue,40,5,1,3,3595,1087,2508,0.528,4534,71,0.919,0.302, 794554683,Attrited Customer,41,F,4,Graduate,Married,Less than $40K,Blue,26,4,2,2,3159,0,3159,0.916,2925,46,0.353,0, 789996783,Existing Customer,36,F,3,Uneducated,Unknown,Unknown,Blue,28,5,3,2,5393,2509,2884,0.679,4769,102,0.729,0.465, 712220283,Existing Customer,37,M,2,Graduate,Unknown,$80K - $120K,Blue,28,3,2,3,12222,0,12222,0.861,4215,63,0.537,0, 751150233,Existing Customer,43,M,5,Graduate,Single,Less than $40K,Blue,36,3,2,2,1438.3,0,1438.3,0.644,4459,65,0.477,0, 715815783,Existing Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,29,3,2,2,3429,0,3429,0.637,4591,85,0.771,0, 712599783,Existing Customer,39,M,3,Uneducated,Single,$80K - $120K,Blue,36,4,2,1,12618,1585,11033,0.586,4768,82,0.864,0.126, 719653308,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,40,5,2,2,6049,796,5253,0.821,4468,71,0.511,0.132, 708928908,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,23,4,3,3,2533,0,2533,0.998,5128,74,0.947,0, 709780158,Existing Customer,52,F,1,Graduate,Single,Unknown,Blue,35,4,4,2,2411,1379,1032,0.869,4812,79,0.717,0.572, 768675483,Existing Customer,41,M,4,College,Divorced,$60K - $80K,Blue,35,5,3,2,2001,0,2001,0.791,4455,82,0.64,0, 714243408,Existing Customer,46,F,2,Graduate,Single,Unknown,Blue,36,4,6,2,2042,1359,683,0.796,4917,73,0.973,0.666, 711323283,Attrited Customer,57,M,2,Uneducated,Married,$60K - $80K,Blue,41,3,3,2,2527,1030,1497,0.714,2767,43,0.387,0.408, 713499408,Existing Customer,49,M,1,Unknown,Married,Less than $40K,Blue,35,5,2,2,1438.3,0,1438.3,0.681,4109,71,0.919,0, 719245983,Existing Customer,46,F,4,Post-Graduate,Married,Unknown,Blue,38,6,3,2,13816,955,12861,0.699,4238,73,0.659,0.069, 810789708,Existing Customer,38,F,1,Post-Graduate,Single,Less than $40K,Blue,33,4,2,1,2256,0,2256,0.713,4587,92,0.878,0, 710301858,Existing Customer,49,F,5,High School,Married,Unknown,Silver,36,6,2,2,34516,2019,32497,0.614,3820,72,0.532,0.058, 718611333,Existing Customer,55,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,6,1,0,6400,1979,4421,0.696,4475,91,0.685,0.309, 787557258,Existing Customer,52,F,4,Graduate,Married,Unknown,Blue,42,5,3,2,1816,0,1816,0.664,4957,78,0.773,0, 711533058,Existing Customer,42,F,2,Doctorate,Single,$40K - $60K,Blue,29,6,2,3,3347,2240,1107,0.898,5533,85,0.735,0.669, 715805133,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,43,6,2,2,2705,1581,1124,0.851,5532,81,0.841,0.584, 708680583,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,36,4,1,2,2043,1590,453,0.618,4940,68,0.619,0.778, 789454683,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,4,2,2,1912,1281,631,0.693,5046,79,0.717,0.67, 711428733,Existing Customer,50,F,3,Post-Graduate,Divorced,$40K - $60K,Blue,39,3,2,2,3028,1339,1689,0.843,4144,64,0.684,0.442, 715842183,Existing Customer,42,F,5,High School,Married,Less than $40K,Blue,35,5,4,3,1514,745,769,0.694,4004,69,0.683,0.492, 815772333,Existing Customer,48,F,2,Unknown,Single,Less than $40K,Blue,43,6,3,3,1438.3,0,1438.3,0.816,4059,89,0.816,0, 778255083,Existing Customer,52,F,1,Uneducated,Married,Less than $40K,Blue,42,5,3,3,3103,2517,586,0.881,4641,80,1,0.811, 715571583,Existing Customer,57,F,2,Doctorate,Divorced,Less than $40K,Blue,47,5,1,2,2504,1915,589,0.897,4847,86,0.654,0.765, 720711483,Attrited Customer,56,F,1,High School,Married,Unknown,Blue,42,5,2,3,3674,2517,1157,0.854,2608,45,0.731,0.685, 827436483,Existing Customer,48,M,1,Graduate,Married,$80K - $120K,Blue,44,6,1,3,2916,0,2916,0.792,4336,72,0.714,0, 710715783,Existing Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,45,5,2,3,1633,0,1633,0.725,4436,75,0.667,0, 758367933,Existing Customer,56,M,2,Uneducated,Single,$80K - $120K,Blue,49,5,3,2,5466,0,5466,0.587,4435,79,0.881,0, 721399833,Existing Customer,43,F,2,High School,Married,$40K - $60K,Blue,34,3,1,3,2032,1008,1024,0.879,4736,86,0.83,0.496, 708727983,Existing Customer,62,M,0,Uneducated,Single,$60K - $80K,Blue,36,6,1,3,3933,0,3933,0.884,3048,54,0.688,0, 802822833,Existing Customer,51,M,3,Uneducated,Unknown,$80K - $120K,Blue,45,5,2,2,21328,0,21328,0.783,3825,76,0.949,0, 713276733,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,3,1,3,3562,2107,1455,0.394,4490,90,0.667,0.592, 809440008,Attrited Customer,39,F,2,High School,Single,Unknown,Blue,34,3,3,1,2069,550,1519,0.783,2716,43,0.433,0.266, 716959833,Existing Customer,45,M,3,Graduate,Single,$120K +,Blue,31,5,2,2,3534,0,3534,0.536,3973,66,0.784,0, 714432108,Existing Customer,56,F,3,Uneducated,Married,$40K - $60K,Blue,46,5,3,3,2402,1892,510,0.645,4610,76,0.81,0.788, 772580958,Existing Customer,57,F,2,Uneducated,Married,Unknown,Blue,47,3,2,2,3136,2138,998,0.699,4930,80,0.739,0.682, 715071483,Existing Customer,60,F,1,Uneducated,Divorced,$40K - $60K,Blue,52,4,2,3,2802,2517,285,0.664,4392,81,0.723,0.898, 712410858,Existing Customer,50,F,4,Uneducated,Married,Unknown,Blue,40,4,1,3,2315,1336,979,0.771,4143,65,0.667,0.577, 715395933,Existing Customer,44,F,3,College,Unknown,Unknown,Blue,35,5,2,2,11238,2336,8902,0.911,5302,70,0.892,0.208, 711237633,Attrited Customer,49,M,0,Graduate,Married,$60K - $80K,Blue,29,3,3,3,1460,0,1460,0.738,2329,36,0.5,0, 781337658,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,44,3,1,2,2602,1612,990,0.906,5532,85,0.735,0.62, 718913358,Attrited Customer,36,M,2,Graduate,Single,Less than $40K,Blue,36,3,3,3,4225,2517,1708,0.662,2659,43,0.387,0.596, 715784808,Existing Customer,57,F,4,Post-Graduate,Single,$40K - $60K,Blue,48,4,2,1,2576,1678,898,0.771,3913,86,0.72,0.651, 718452633,Attrited Customer,35,F,4,Graduate,Married,Unknown,Blue,36,4,3,3,1931,0,1931,0.695,2569,46,0.394,0, 769883733,Attrited Customer,46,M,3,Post-Graduate,Single,$40K - $60K,Blue,40,3,4,2,2344,0,2344,0.412,2098,31,0.409,0, 709375158,Existing Customer,29,F,1,Unknown,Unknown,Unknown,Blue,36,6,3,2,7270,1835,5435,0.86,3759,69,0.917,0.252, 801977733,Existing Customer,40,F,2,High School,Single,Less than $40K,Blue,34,4,2,2,2395,1437,958,0.787,4481,82,0.822,0.6, 709175208,Existing Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,43,4,3,2,2835,2292,543,0.732,4686,79,0.756,0.808, 788990508,Existing Customer,62,F,0,Unknown,Single,$40K - $60K,Blue,49,4,1,1,1540,796,744,0.805,3714,56,0.697,0.517, 720835308,Existing Customer,49,F,2,Uneducated,Married,Unknown,Blue,34,6,1,3,3017,0,3017,0.702,4389,72,0.636,0, 717365958,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.851,4765,71,1.088,0, 779577108,Existing Customer,49,F,1,Doctorate,Single,$40K - $60K,Blue,32,3,3,2,1438.3,0,1438.3,0.718,4052,65,0.757,0, 801497508,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,50,4,3,2,1584,1311,273,0.867,4203,73,0.78,0.828, 716131083,Existing Customer,47,M,2,Graduate,Single,$40K - $60K,Blue,35,6,1,3,2676,2157,519,0.901,4640,69,0.605,0.806, 784734258,Existing Customer,56,F,2,Unknown,Divorced,$40K - $60K,Blue,50,5,2,2,5084,1683,3401,0.923,4060,55,0.774,0.331, 711122958,Attrited Customer,41,F,3,Graduate,Single,Less than $40K,Blue,33,5,3,3,1764,0,1764,0.552,2105,57,0.839,0, 779508333,Existing Customer,63,M,0,Unknown,Unknown,$60K - $80K,Blue,46,6,2,2,23925,1494,22431,0.704,3677,55,0.719,0.062, 717699408,Existing Customer,51,F,3,Graduate,Married,Unknown,Blue,36,3,3,3,2886,2517,369,0.841,4884,89,0.618,0.872, 720210483,Existing Customer,43,F,3,High School,Unknown,Unknown,Blue,28,6,2,3,6720,2143,4577,0.814,5049,85,0.735,0.319, 709329558,Existing Customer,49,F,4,High School,Single,Less than $40K,Gold,34,4,3,2,15569,1554,14015,0.436,4566,73,0.78,0.1, 721222833,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,1565,944,621,0.872,4798,73,1.147,0.603, 712682583,Existing Customer,44,M,5,High School,Single,$60K - $80K,Blue,35,3,2,2,5947,995,4952,0.724,4984,90,0.765,0.167, 710051658,Existing Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,37,6,3,3,18821,774,18047,0.586,4402,75,0.562,0.041, 708606633,Attrited Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,44,6,3,4,1544,0,1544,0.315,1902,35,0.4,0, 710862258,Existing Customer,41,F,2,Uneducated,Married,Less than $40K,Blue,36,3,2,2,1755,0,1755,0.77,4786,73,0.553,0, 720072933,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,36,3,3,3,1438.3,666,772.3,0.675,4759,90,0.667,0.463, 757527033,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,46,3,5,2,2153,0,2153,0.766,4628,69,0.971,0, 713115483,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1684,0,1684,0.557,2275,45,0.607,0, 816078708,Existing Customer,45,M,3,Unknown,Single,$40K - $60K,Blue,40,3,4,3,5662,1952,3710,0.519,4014,61,0.525,0.345, 713985183,Existing Customer,46,F,5,Graduate,Single,Less than $40K,Blue,38,4,5,2,2799,2412,387,0.877,4634,91,0.75,0.862, 789601308,Existing Customer,58,M,3,Unknown,Married,$120K +,Blue,52,4,5,3,12398,0,12398,0.785,4228,93,0.788,0, 720133908,Existing Customer,41,M,2,Post-Graduate,Single,$40K - $60K,Blue,27,4,1,3,4461,900,3561,0.587,4204,77,0.791,0.202, 803197833,Existing Customer,49,F,1,Post-Graduate,Divorced,$40K - $60K,Blue,44,6,5,2,2597,1871,726,0.899,3637,69,0.725,0.72, 812222208,Existing Customer,54,F,3,Uneducated,Single,Unknown,Blue,49,6,4,3,9733,863,8870,0.892,5228,71,0.543,0.089, 757634583,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,45,4,3,1,2261,1127,1134,0.814,4456,68,0.789,0.498, 719362458,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,5,3,3,2822,0,2822,0.681,5064,74,0.85,0, 789331908,Existing Customer,40,F,3,High School,Unknown,Less than $40K,Blue,30,5,2,2,8793,918,7875,0.471,5342,64,0.684,0.104, 715616358,Existing Customer,53,F,0,Graduate,Married,Unknown,Blue,36,5,4,3,5843,1162,4681,0.765,4405,67,0.811,0.199, 711784908,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,34,5,5,2,3322,2517,805,0.789,3913,86,0.911,0.758, 806900508,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,5,3,3,2036,1716,320,0.69,4161,75,0.744,0.843, 710098233,Existing Customer,28,F,0,Unknown,Single,Less than $40K,Blue,13,3,2,2,2387,0,2387,0.639,4513,66,0.65,0, 713508333,Existing Customer,43,F,4,College,Unknown,Less than $40K,Blue,33,5,4,3,1884,1216,668,0.945,4591,85,0.735,0.645, 712176708,Existing Customer,51,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,3,3747,2268,1479,0.709,4609,87,0.74,0.605, 719724933,Existing Customer,58,F,1,Uneducated,Married,Less than $40K,Blue,51,5,4,2,2220,1240,980,0.906,4396,78,0.95,0.559, 716537433,Existing Customer,50,F,2,College,Married,$40K - $60K,Blue,36,5,4,1,2428,2005,423,0.835,5170,68,0.659,0.826, 713186058,Attrited Customer,42,F,3,Unknown,Married,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.58,2191,51,0.457,0, 787558683,Existing Customer,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,35,3,5,2,1850,621,1229,0.682,4234,74,0.682,0.336, 718002633,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Silver,41,6,3,1,16002,2076,13926,0.293,3667,52,1.167,0.13, 789241308,Attrited Customer,54,F,2,Unknown,Unknown,Less than $40K,Blue,39,4,3,3,1438.3,0,1438.3,0.72,2145,41,0.519,0, 713941158,Existing Customer,47,F,1,High School,Unknown,Less than $40K,Blue,36,6,5,1,5222,2517,2705,0.569,4433,81,0.588,0.482, 808950108,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,34,4,5,2,1438.3,859,579.3,0.808,4409,72,0.674,0.597, 719050458,Existing Customer,62,F,0,Unknown,Single,Less than $40K,Blue,56,6,3,3,2582,1528,1054,0.771,4041,67,0.457,0.592, 718021608,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,34,4,5,2,1533,728,805,0.906,4659,83,0.766,0.475, 788870283,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,41,5,4,1,1438.3,0,1438.3,0.796,3778,72,1.118,0, 778272408,Attrited Customer,52,M,1,Unknown,Divorced,$80K - $120K,Blue,42,4,4,2,5763,0,5763,0.615,2310,48,0.714,0, 720079758,Existing Customer,46,F,3,Uneducated,Single,Unknown,Blue,42,6,4,2,1910,1431,479,0.851,5253,82,0.745,0.749, 787457883,Existing Customer,51,F,0,Unknown,Married,Less than $40K,Blue,37,4,3,2,1515,996,519,0.558,4324,89,0.854,0.657, 719884983,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,44,3,4,2,1538,666,872,0.642,4808,64,0.684,0.433, 822056583,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,40,6,5,3,1572,874,698,0.947,4996,80,0.739,0.556, 714585033,Existing Customer,41,F,4,Uneducated,Married,Less than $40K,Blue,36,3,5,1,1438.3,1055,383.3,0.809,4532,78,0.472,0.734, 713981283,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,46,6,5,3,2814,2162,652,0.588,4271,88,0.833,0.768, 715328658,Attrited Customer,41,F,5,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1495,0,1495,0.686,2622,70,0.628,0, 708918558,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,2,1959,662,1297,0.888,3046,52,0.793,0.338, 748194633,Existing Customer,60,F,1,Graduate,Divorced,Less than $40K,Blue,53,5,5,3,2903,1251,1652,0.879,4555,76,0.727,0.431, 719323683,Existing Customer,47,F,3,Uneducated,Single,$40K - $60K,Blue,35,6,5,2,4543,1028,3515,0.799,4093,77,0.571,0.226, 708611733,Existing Customer,42,F,1,College,Married,Unknown,Blue,33,4,4,3,3119,1328,1791,0.967,4659,82,0.673,0.426, 771219033,Existing Customer,42,M,1,Uneducated,Unknown,$80K - $120K,Blue,29,4,3,3,17506,1979,15527,0.447,4199,73,0.659,0.113, 721480158,Attrited Customer,50,F,2,Unknown,Married,Less than $40K,Blue,43,3,3,2,1438.3,910,528.3,0.66,2370,44,0.467,0.633, 708086958,Existing Customer,49,F,2,Uneducated,Married,Unknown,Blue,41,3,5,2,3128,749,2379,0.598,4369,59,0.735,0.239, 709100283,Attrited Customer,36,F,2,High School,Single,Unknown,Blue,26,3,2,2,5956,2517,3439,0.877,2828,46,0.484,0.423, 719350908,Existing Customer,43,M,4,Unknown,Unknown,Less than $40K,Blue,35,3,3,2,4177,2094,2083,0.466,3553,66,0.65,0.501, 714124983,Existing Customer,57,M,2,Unknown,Single,$80K - $120K,Blue,48,6,4,3,13457,1044,12413,0.722,3303,66,0.737,0.078, 718031508,Existing Customer,45,M,4,College,Divorced,$80K - $120K,Blue,37,6,5,1,1535,0,1535,0.77,5168,76,0.81,0, 709732608,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,3,3203,2366,837,0.665,4282,82,0.783,0.739, 713466033,Attrited Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,2092,0,2092,0.422,2015,33,0.269,0, 716369208,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,5,3,2420,1223,1197,0.718,4954,82,0.783,0.505, 781143933,Existing Customer,43,F,3,High School,Single,Less than $40K,Blue,36,5,3,3,2313,1325,988,0.723,5006,76,0.81,0.573, 711337158,Existing Customer,56,M,2,Graduate,Married,$40K - $60K,Blue,49,3,5,3,3059,2387,672,0.808,4774,81,0.761,0.78, 714724908,Existing Customer,41,F,1,Uneducated,Married,$40K - $60K,Blue,36,3,4,1,2235,1688,547,0.631,4633,79,0.795,0.755, 719973033,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,37,5,5,2,3208,0,3208,0.923,4531,86,0.83,0, 714196008,Existing Customer,43,M,2,Graduate,Unknown,$60K - $80K,Blue,25,5,3,1,7534,0,7534,0.587,4685,79,0.975,0, 780272208,Existing Customer,39,F,1,Graduate,Unknown,Less than $40K,Blue,25,4,2,3,2006,1197,809,0.877,4139,69,0.769,0.597, 717849708,Existing Customer,46,M,4,Unknown,Divorced,$60K - $80K,Blue,32,5,3,3,1438.3,738,700.3,0.709,4368,87,0.74,0.513, 712437108,Existing Customer,49,M,3,Unknown,Married,$80K - $120K,Blue,42,3,3,1,14044,0,14044,0.715,4889,89,0.854,0, 767802483,Existing Customer,44,M,4,College,Single,$60K - $80K,Blue,38,6,3,3,5005,969,4036,0.727,5066,71,0.821,0.194, 709064208,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,32,4,3,6,1628,275,1353,0.69,2219,49,0.531,0.169, 714343608,Existing Customer,56,F,0,Unknown,Single,Less than $40K,Blue,36,5,4,2,3033,0,3033,0.89,4921,90,0.698,0, 709668408,Existing Customer,56,F,1,Graduate,Unknown,$40K - $60K,Blue,36,5,4,1,5204,0,5204,1.008,5285,82,0.864,0, 712753758,Existing Customer,57,F,1,High School,Single,Less than $40K,Blue,41,4,4,3,2442,1699,743,0.639,4313,75,0.562,0.696, 807722658,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,46,3,3,3,2429,1250,1179,0.983,4761,99,0.707,0.515, 826808208,Existing Customer,60,F,0,High School,Single,$40K - $60K,Blue,56,3,5,2,2213,829,1384,0.639,4210,84,0.714,0.375, 757224108,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,32,6,3,1,2624,1117,1507,0.826,3929,67,0.595,0.426, 816091608,Existing Customer,37,F,1,College,Single,$40K - $60K,Blue,32,4,2,3,1976,0,1976,0.812,4424,73,0.659,0, 819684183,Existing Customer,46,F,3,Graduate,Single,$40K - $60K,Blue,41,4,5,3,3492,1546,1946,1.135,3043,53,1.038,0.443, 719630358,Attrited Customer,50,F,4,High School,Married,Less than $40K,Blue,36,1,3,2,3546,0,3546,0.791,2616,47,0.469,0, 712399308,Attrited Customer,38,F,3,High School,Unknown,Less than $40K,Blue,36,5,3,3,2989,2387,602,0.437,2143,67,0.558,0.799, 721282908,Existing Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,29,3,1,2,1438.3,0,1438.3,0.742,3971,60,0.667,0, 820848408,Existing Customer,52,F,4,Uneducated,Divorced,Unknown,Blue,48,5,5,2,1438.3,771,667.3,0.652,5053,74,0.947,0.536, 710888883,Existing Customer,37,F,3,High School,Unknown,Less than $40K,Blue,36,6,4,2,1438.3,636,802.3,0.838,4824,83,0.766,0.442, 711338058,Existing Customer,45,F,1,Unknown,Married,Less than $40K,Blue,33,6,3,2,1438.3,1201,237.3,0.749,4851,86,0.72,0.835, 721317333,Existing Customer,40,F,4,Post-Graduate,Single,$40K - $60K,Blue,31,4,2,1,2383,1828,555,0.814,4759,75,0.744,0.767, 711350133,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,34,5,4,1,13587,2374,11213,0.789,4995,88,0.692,0.175, 803606958,Existing Customer,57,F,3,Graduate,Single,Less than $40K,Blue,52,5,5,0,3085,0,3085,0.719,3946,73,0.825,0, 721039308,Existing Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,4,3,2,32431,850,31581,0.926,4400,71,1.088,0.026, 713440833,Existing Customer,61,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,2207,2020,187,0.693,4348,84,0.647,0.915, 780814158,Existing Customer,57,F,3,High School,Unknown,Less than $40K,Blue,39,6,4,2,2781,992,1789,0.701,4577,81,0.929,0.357, 717255333,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,36,1,2,2,6921,0,6921,0.824,2729,44,0.467,0, 714368883,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,36,6,5,2,7596,1156,6440,0.611,4338,73,0.738,0.152, 788797983,Existing Customer,42,F,3,Uneducated,Married,Unknown,Blue,24,5,1,3,4568,2025,2543,0.849,4869,85,0.848,0.443, 720642633,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,24,6,1,1,6475,1686,4789,0.699,3837,65,0.667,0.26, 708793008,Attrited Customer,46,M,3,Doctorate,Divorced,$80K - $120K,Blue,35,5,3,3,9949,0,9949,0.574,2207,40,0.481,0, 819351258,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,37,5,4,2,2238,1693,545,0.714,5339,86,0.458,0.756, 715212108,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,36,5,5,1,1438.3,0,1438.3,0.686,4565,84,0.714,0, 720046458,Existing Customer,50,F,0,High School,Single,Less than $40K,Blue,43,6,4,2,2670,1944,726,0.628,4491,65,0.667,0.728, 779942808,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,1,1438.3,0,1438.3,0.46,4482,74,0.644,0, 713709258,Existing Customer,43,M,3,Post-Graduate,Single,$40K - $60K,Blue,32,3,3,2,2142,1369,773,0.666,4424,88,0.66,0.639, 779961408,Existing Customer,58,F,1,Uneducated,Single,Less than $40K,Blue,43,4,4,2,3382,1446,1936,0.705,4854,74,0.682,0.428, 798699033,Existing Customer,52,F,2,Graduate,Single,Unknown,Blue,46,3,3,3,8961,1382,7579,0.797,4408,80,0.778,0.154, 754968033,Existing Customer,40,F,4,High School,Married,Less than $40K,Blue,33,4,5,3,1762,1224,538,0.815,4899,87,0.812,0.695, 710163633,Existing Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,36,3,3,2,1919,867,1052,0.741,4996,92,0.704,0.452, 781675983,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,53,4,5,1,3054,2517,537,1.061,4706,84,0.647,0.824, 720418383,Existing Customer,45,F,3,Unknown,Single,Unknown,Blue,27,4,1,2,1877,0,1877,0.752,4854,80,0.818,0, 778486008,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,40,4,4,1,4223,2235,1988,0.863,3669,62,1.138,0.529, 718303683,Attrited Customer,36,F,2,Graduate,Married,Less than $40K,Blue,23,4,2,2,1666,813,853,0.813,2622,60,0.818,0.488, 716756133,Existing Customer,43,F,2,Graduate,Divorced,Less than $40K,Blue,33,4,3,2,2422,1237,1185,0.925,5079,80,0.818,0.511, 711363258,Existing Customer,49,F,1,Post-Graduate,Married,Unknown,Blue,39,6,3,1,4821,0,4821,0.746,4680,77,0.974,0, 708551508,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,37,4,4,2,3264,2508,756,0.887,4966,78,0.814,0.768, 715019883,Existing Customer,52,M,3,College,Married,$60K - $80K,Blue,42,5,3,1,4565,1258,3307,0.764,4139,67,0.914,0.276, 711125358,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Blue,39,4,4,0,1765,1694,71,0.76,4803,72,0.532,0.96, 708453408,Existing Customer,40,M,4,College,Divorced,$80K - $120K,Blue,31,6,2,3,16050,0,16050,0.77,3721,62,0.512,0, 716370258,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,2188,1067,1121,0.618,4537,66,0.435,0.488, 803880108,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,41,6,5,3,1721,1355,366,0.926,4474,58,1.32,0.787, 708660408,Attrited Customer,40,F,1,College,Married,$40K - $60K,Blue,36,4,2,4,1737,1689,48,0.644,2459,43,0.536,0.972, 709822008,Existing Customer,42,F,3,Unknown,Divorced,Unknown,Blue,31,5,3,2,2369,1019,1350,0.691,4317,66,0.784,0.43, 716411358,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,36,5,5,3,2652,0,2652,0.665,4676,78,0.773,0, 717524433,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,40,5,3,1,1438.3,0,1438.3,0.825,4700,92,0.704,0, 721011858,Existing Customer,63,M,1,Graduate,Unknown,Less than $40K,Blue,52,6,3,3,1438.3,0,1438.3,0.854,3913,78,0.5,0, 719734533,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,28,6,2,2,1438.3,689,749.3,0.823,4921,65,0.806,0.479, 712285908,Existing Customer,60,F,1,High School,Single,Less than $40K,Blue,49,5,4,1,2481,1925,556,0.723,5228,73,0.78,0.776, 713675658,Existing Customer,36,F,1,High School,Single,Unknown,Blue,22,6,3,2,9817,848,8969,0.793,4636,85,0.848,0.086, 712869783,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,36,5,5,2,4255,0,4255,0.948,4606,79,0.795,0, 708545058,Existing Customer,45,F,2,Graduate,Single,$40K - $60K,Blue,36,5,4,3,1438.3,986,452.3,0.649,5136,81,0.8,0.686, 817240833,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,36,4,3,1,4970,1591,3379,0.738,5023,78,0.733,0.32, 711671058,Attrited Customer,48,F,1,Uneducated,Married,Unknown,Blue,38,5,2,2,1438.3,0,1438.3,0.574,2171,38,0.462,0, 719815383,Existing Customer,49,F,4,Doctorate,Married,Unknown,Blue,39,4,4,1,2333,1414,919,0.632,5137,89,0.679,0.606, 808747233,Attrited Customer,50,M,2,Doctorate,Married,$120K +,Silver,45,6,3,3,34516,0,34516,0.771,2573,55,0.719,0, 713084208,Attrited Customer,43,M,4,College,Married,$40K - $60K,Blue,32,6,3,3,4373,0,4373,0.623,2397,46,0.484,0, 806652483,Existing Customer,41,F,2,High School,Single,$40K - $60K,Blue,36,4,5,3,1561,1169,392,0.573,4391,67,0.595,0.749, 709803258,Attrited Customer,48,M,2,Unknown,Married,$80K - $120K,Blue,28,5,2,3,12073,0,12073,0.541,2400,52,0.793,0, 717765183,Existing Customer,55,F,1,Unknown,Single,Unknown,Blue,42,4,5,3,1438.3,0,1438.3,0.74,4956,72,0.714,0, 779041983,Existing Customer,41,M,5,High School,Single,$40K - $60K,Blue,22,6,2,2,1438.3,0,1438.3,0.56,4439,81,1.025,0, 709868433,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,33,3,3,1,2525,2217,308,0.763,4409,69,0.568,0.878, 818699208,Attrited Customer,47,F,4,Post-Graduate,Married,Unknown,Blue,42,4,4,4,6451,0,6451,0.706,2400,43,0.433,0, 717395733,Existing Customer,42,F,3,Doctorate,Married,$40K - $60K,Blue,36,4,4,3,4142,688,3454,0.717,4512,81,0.976,0.166, 719516208,Attrited Customer,54,M,2,College,Single,$120K +,Blue,36,3,2,3,34516,0,34516,0.628,2329,47,0.516,0, 717026658,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,32,6,3,3,1897,0,1897,0.645,2866,47,0.469,0, 801516183,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,46,3,3,3,3231,2215,1016,0.515,4610,90,0.607,0.686, 716231133,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,36,5,5,1,1577,1286,291,0.571,3453,52,1.08,0.815, 779625858,Existing Customer,37,F,2,Unknown,Single,Less than $40K,Blue,27,6,1,3,3061,2517,544,0.809,5032,89,0.618,0.822, 709575858,Existing Customer,53,M,4,Graduate,Single,$40K - $60K,Blue,36,4,5,3,2300,0,2300,0.655,4527,79,0.756,0, 720927183,Existing Customer,56,F,4,Graduate,Married,Less than $40K,Blue,36,3,5,2,2796,0,2796,0.884,4536,81,0.723,0, 772198983,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,42,3,5,1,3024,1649,1375,0.587,4463,89,0.679,0.545, 721122258,Existing Customer,38,F,3,Uneducated,Married,$40K - $60K,Blue,36,5,5,3,5293,1030,4263,0.863,4377,62,0.879,0.195, 758875908,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,33,4,4,3,1964,1811,153,0.69,4699,81,0.841,0.922, 716501133,Existing Customer,36,F,2,Graduate,Single,Less than $40K,Blue,36,6,4,0,2051,1154,897,0.605,3912,79,0.717,0.563, 719250783,Existing Customer,41,F,1,High School,Single,Less than $40K,Blue,31,4,2,1,1998,0,1998,0.717,4637,68,0.889,0, 789179583,Existing Customer,28,F,1,College,Divorced,Unknown,Blue,17,5,3,2,11881,1488,10393,0.587,4865,87,0.891,0.125, 708254733,Existing Customer,41,F,4,Post-Graduate,Single,Less than $40K,Blue,36,5,4,1,2968,1873,1095,1.11,5171,85,0.889,0.631, 719758758,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,23,4,2,3,2797,1943,854,0.899,4917,66,0.784,0.695, 805458933,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,6,4,2,13984,632,13352,0.702,4727,83,0.66,0.045, 720408708,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,36,3,4,1,2505,0,2505,0.62,4109,61,0.743,0, 788911458,Existing Customer,40,F,4,College,Married,Less than $40K,Blue,26,3,1,1,2972,0,2972,0.593,3840,69,0.769,0, 771862308,Existing Customer,50,M,1,College,Single,$80K - $120K,Blue,39,4,3,2,5856,2007,3849,0.727,4916,87,0.642,0.343, 714616308,Existing Customer,44,F,4,Uneducated,Divorced,Less than $40K,Blue,38,6,4,1,7182,1774,5408,0.583,4294,67,0.718,0.247, 721221783,Existing Customer,62,M,2,Graduate,Single,Less than $40K,Blue,48,6,3,2,5844,2013,3831,0.478,3546,65,0.548,0.344, 766021083,Attrited Customer,55,F,1,College,Single,Less than $40K,Blue,48,3,5,3,2114,546,1568,0.619,2578,42,0.75,0.258, 771918033,Existing Customer,54,M,4,Graduate,Single,$80K - $120K,Blue,43,3,4,3,8208,1256,6952,0.814,4824,83,0.627,0.153, 719756133,Attrited Customer,34,M,4,Uneducated,Single,$60K - $80K,Blue,20,3,2,6,3940,1384,2556,0.908,3257,53,0.767,0.351, 711777633,Existing Customer,41,M,3,Graduate,Divorced,$60K - $80K,Blue,27,5,2,2,5784,0,5784,0.851,4173,80,0.86,0, 713261133,Attrited Customer,38,M,4,Graduate,Unknown,$60K - $80K,Blue,22,5,2,3,8632,0,8632,0.395,2221,40,0.739,0, 788519958,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,50,6,5,2,1438.3,876,562.3,0.693,4815,62,0.676,0.609, 768412608,Existing Customer,39,F,1,Graduate,Single,$40K - $60K,Blue,33,6,3,2,2255,1258,997,0.96,4309,79,0.837,0.558, 709972908,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,25,5,1,2,9874,1059,8815,0.664,4369,70,0.707,0.107, 713029683,Existing Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,5,4,1,1873,468,1405,1.154,4738,82,0.608,0.25, 768243858,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,48,3,4,3,3288,2517,771,0.84,2717,46,0.438,0.766, 711685758,Existing Customer,60,F,1,Graduate,Single,$40K - $60K,Blue,42,3,2,1,3334,1151,2183,0.752,4791,101,0.629,0.345, 714528258,Existing Customer,46,M,2,Graduate,Divorced,$60K - $80K,Blue,39,3,1,1,3299,870,2429,0.63,4904,75,0.829,0.264, 818930808,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,31,3,2,1,2754,1798,956,0.769,3937,70,0.628,0.653, 713310558,Existing Customer,47,F,2,Graduate,Married,$40K - $60K,Blue,28,5,2,2,2035,1620,415,0.838,4130,74,0.721,0.796, 719995008,Existing Customer,44,F,4,Graduate,Married,Unknown,Blue,36,6,2,2,3979,780,3199,0.873,5024,69,0.769,0.196, 811713408,Existing Customer,58,F,2,High School,Married,$40K - $60K,Blue,53,4,2,3,2642,1249,1393,0.682,4897,81,0.723,0.473, 709649958,Attrited Customer,62,M,0,Post-Graduate,Divorced,$60K - $80K,Silver,46,4,5,6,28229,287,27942,0.594,2281,45,0.552,0.01, 708822783,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,36,4,3,1,2973,2517,456,0.588,4862,77,0.453,0.847, 771869508,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,40,4,3,3,1612,831,781,0.602,4924,81,0.884,0.516, 804413508,Existing Customer,41,M,1,High School,Single,$80K - $120K,Blue,36,6,2,3,12084,1638,10446,0.695,4506,90,0.957,0.136, 815756058,Existing Customer,54,F,1,Graduate,Single,Less than $40K,Blue,49,3,2,2,2930,2266,664,0.734,4752,72,1.323,0.773, 712278108,Existing Customer,46,F,2,Unknown,Married,$40K - $60K,Blue,38,6,3,1,1963,1112,851,0.761,4821,67,0.763,0.566, 717072108,Attrited Customer,50,F,2,Unknown,Single,$40K - $60K,Blue,36,3,3,2,2762,0,2762,0.684,2571,44,0.419,0, 721460283,Attrited Customer,49,F,3,Post-Graduate,Single,Less than $40K,Blue,35,5,1,2,2214,915,1299,0.533,2144,51,0.545,0.413, 784827108,Existing Customer,39,F,1,High School,Single,Less than $40K,Blue,33,6,3,2,2292,1839,453,0.675,4043,72,0.674,0.802, 717862308,Existing Customer,45,F,2,College,Divorced,$40K - $60K,Blue,27,6,3,2,2901,2384,517,0.717,3835,78,0.592,0.822, 716726058,Existing Customer,48,F,3,College,Single,Less than $40K,Blue,30,4,1,1,2865,1523,1342,0.605,4609,79,0.756,0.532, 717405408,Existing Customer,31,F,0,Post-Graduate,Single,Unknown,Blue,18,3,2,0,3934,1911,2023,0.723,4143,82,0.864,0.486, 718734408,Existing Customer,57,F,2,Unknown,Single,$40K - $60K,Blue,45,3,4,3,2428,932,1496,0.768,4823,62,0.824,0.384, 771666783,Existing Customer,43,F,5,College,Married,$40K - $60K,Blue,31,5,1,1,5302,1136,4166,0.817,4883,68,0.581,0.214, 789301458,Existing Customer,41,F,4,High School,Married,Unknown,Blue,30,5,2,2,9139,1620,7519,0.773,4675,78,1.108,0.177, 772329183,Existing Customer,48,M,5,Unknown,Married,$40K - $60K,Blue,38,4,4,1,5219,1081,4138,0.568,3481,78,0.625,0.207, 713792583,Existing Customer,52,F,2,Graduate,Single,Unknown,Blue,43,5,2,3,10351,1356,8995,0.828,4572,76,1.054,0.131, 719577258,Attrited Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,30,3,3,4,6811,0,6811,0.677,1937,39,0.56,0, 770878458,Existing Customer,27,F,1,Post-Graduate,Married,Less than $40K,Blue,13,3,2,2,1438.3,990,448.3,0.715,3855,73,1.147,0.688, 798308058,Existing Customer,39,M,1,Graduate,Single,$40K - $60K,Blue,33,6,1,2,2255,0,2255,0.73,4412,81,0.884,0, 772528158,Attrited Customer,55,F,3,Unknown,Single,Less than $40K,Blue,45,4,3,4,1741,0,1741,0.84,2546,42,0.4,0, 718707933,Attrited Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,35,4,3,4,2189,382,1807,0.884,2750,51,0.594,0.175, 709791333,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,36,6,1,3,2040,1084,956,0.672,4751,80,0.818,0.531, 710090958,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,40,6,3,3,1844,1232,612,0.588,4182,71,0.651,0.668, 772687983,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,43,5,3,3,8404,1498,6906,0.922,4811,56,0.556,0.178, 714707133,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,5,1,1,1438.3,0,1438.3,0.647,4443,86,0.83,0, 720126033,Existing Customer,42,M,4,High School,Single,$80K - $120K,Blue,28,3,3,3,1944,1804,140,0.723,4682,90,0.667,0.928, 713995233,Existing Customer,38,F,2,High School,Married,Less than $40K,Blue,36,6,4,3,1438.3,0,1438.3,0.641,4707,88,0.692,0, 771638733,Attrited Customer,49,M,3,Doctorate,Single,$40K - $60K,Blue,37,5,2,3,4354,0,4354,0.738,2750,59,0.686,0, 715009833,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,36,3,4,2,1857,1033,824,0.95,5149,90,0.636,0.556, 711497283,Existing Customer,54,F,5,Unknown,Married,Less than $40K,Blue,36,5,6,1,2708,1616,1092,0.669,4237,87,0.706,0.597, 803418783,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Blue,35,5,4,1,9974,2185,7789,0.852,4680,87,0.673,0.219, 814611633,Existing Customer,47,F,2,Uneducated,Single,Less than $40K,Blue,42,3,1,2,2271,2154,117,1.13,4150,69,0.865,0.948, 709411383,Existing Customer,45,M,2,Uneducated,Unknown,$40K - $60K,Blue,37,6,4,1,2811,1630,1181,0.847,4275,78,0.733,0.58, 825753258,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,43,4,3,1,6519,1525,4994,0.874,4495,81,1.025,0.234, 713930433,Attrited Customer,57,M,2,Uneducated,Unknown,$80K - $120K,Blue,36,5,3,3,4316,0,4316,0.363,1920,53,0.472,0, 715941633,Existing Customer,50,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.718,3800,69,0.533,0, 772162683,Attrited Customer,34,F,2,Graduate,Married,Less than $40K,Blue,23,6,2,2,3116,0,3116,0.698,2768,45,0.667,0, 712531008,Attrited Customer,43,M,3,Unknown,Married,$120K +,Blue,34,4,3,2,24868,794,24074,0.649,2510,32,0.231,0.032, 711583458,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,36,4,3,1,1438.3,0,1438.3,0.743,4913,82,0.822,0, 714418983,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,33,4,2,1,1438.3,0,1438.3,0.643,4509,80,0.569,0, 708699108,Existing Customer,39,F,2,High School,Single,Less than $40K,Blue,36,4,3,3,1438.3,855,583.3,0.662,4890,53,0.893,0.594, 771749733,Existing Customer,41,M,2,Graduate,Single,$40K - $60K,Silver,30,5,2,3,17706,1081,16625,1.087,3680,81,0.723,0.061, 715235808,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,3,3,2,1819,1235,584,0.798,4636,75,0.705,0.679, 716666133,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,39,6,4,1,19350,0,19350,0.982,4657,70,0.795,0, 716709858,Attrited Customer,34,F,1,Uneducated,Unknown,Less than $40K,Blue,25,1,2,3,3074,0,3074,0.718,2721,54,0.688,0, 715356258,Existing Customer,42,F,3,Unknown,Married,Less than $40K,Blue,36,4,2,1,2281,1548,733,0.739,4384,78,0.857,0.679, 720389283,Existing Customer,58,F,1,Unknown,Married,Less than $40K,Blue,46,6,3,3,3035,1779,1256,0.851,4999,83,0.93,0.586, 778131333,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,31,6,3,3,3222,0,3222,0.786,5154,80,0.778,0, 708286683,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,43,6,3,1,12045,1749,10296,0.736,4884,86,0.87,0.145, 814765533,Attrited Customer,44,F,4,High School,Single,$40K - $60K,Blue,39,4,3,3,10587,2517,8070,1.052,2971,54,0.742,0.238, 814195758,Existing Customer,42,M,1,Graduate,Single,$60K - $80K,Blue,37,4,1,1,2596,1210,1386,0.549,4642,78,0.696,0.466, 717121758,Existing Customer,58,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,1,3008,2517,491,0.674,4627,68,0.659,0.837, 768720708,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,30,4,4,2,3280,2327,953,0.784,4268,84,1,0.709, 718032483,Existing Customer,33,F,4,Graduate,Married,Less than $40K,Blue,16,5,3,2,1438.3,611,827.3,0.692,4688,89,0.816,0.425, 809966058,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,37,4,4,2,2835,1860,975,0.571,4569,81,0.884,0.656, 711553308,Existing Customer,60,M,1,Graduate,Single,$40K - $60K,Blue,48,3,1,3,1438.3,750,688.3,0.771,4542,88,0.833,0.521, 708253458,Existing Customer,59,F,1,Unknown,Single,Unknown,Blue,48,4,2,3,5528,1823,3705,0.731,4857,81,0.723,0.33, 711276933,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,44,6,4,2,2030,1262,768,0.862,4851,84,0.867,0.622, 718165758,Existing Customer,41,F,1,Graduate,Married,$40K - $60K,Blue,32,6,3,1,2413,1627,786,0.726,5466,85,0.771,0.674, 780089658,Existing Customer,36,M,3,Unknown,Single,$60K - $80K,Blue,21,4,2,3,7381,1608,5773,0.784,5638,86,0.654,0.218, 826421958,Attrited Customer,46,F,1,High School,Married,Less than $40K,Blue,42,5,4,1,1438.3,0,1438.3,0.637,1843,44,0.63,0, 778712658,Existing Customer,52,F,0,Uneducated,Married,Less than $40K,Blue,34,4,4,3,2001,960,1041,0.678,4026,86,0.83,0.48, 708158133,Attrited Customer,45,M,3,College,Married,$80K - $120K,Blue,36,3,2,2,3031,2517,514,0.409,2188,50,0.389,0.83, 712514508,Existing Customer,47,M,2,Unknown,Married,$120K +,Blue,37,6,4,2,11354,0,11354,1.007,3073,49,1.227,0, 710725383,Existing Customer,42,M,3,Doctorate,Divorced,$40K - $60K,Blue,36,3,2,1,2012,0,2012,0.31,3282,66,0.65,0, 772601283,Existing Customer,39,M,1,Post-Graduate,Single,$80K - $120K,Blue,29,6,2,2,23034,1992,21042,0.759,2514,32,0.684,0.086, 716371308,Existing Customer,40,M,2,Unknown,Single,$40K - $60K,Blue,36,6,6,1,4947,0,4947,0.751,4497,84,0.826,0, 718518858,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,39,4,3,3,1844,1388,456,0.901,5056,81,0.8,0.753, 712579983,Existing Customer,40,F,2,Graduate,Single,Unknown,Blue,30,5,2,3,1438.3,0,1438.3,0.542,2258,59,0.788,0, 716511483,Existing Customer,46,M,2,Graduate,Married,Less than $40K,Blue,39,3,3,3,4752,1400,3352,0.646,3404,54,1.16,0.295, 708653958,Attrited Customer,38,M,3,College,Married,$60K - $80K,Blue,36,5,2,2,6114,1461,4653,0.772,2608,36,0.385,0.239, 712161858,Attrited Customer,55,F,5,Unknown,Single,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.571,2244,54,0.929,0, 716761308,Existing Customer,37,F,4,Unknown,Single,Less than $40K,Blue,36,3,3,3,2286,0,2286,0.732,5199,83,0.844,0, 710547783,Existing Customer,57,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,3,4,2,4784,1629,3155,0.706,4912,82,0.783,0.341, 772118583,Existing Customer,43,F,1,Uneducated,Married,Less than $40K,Blue,32,6,2,2,2667,1590,1077,0.806,4596,85,0.574,0.596, 712154883,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,48,3,2,2,2473,1745,728,0.769,4823,72,0.8,0.706, 793842558,Existing Customer,39,F,3,Doctorate,Married,Less than $40K,Blue,33,6,4,2,2001,1430,571,0.555,4509,69,0.683,0.715, 792695808,Existing Customer,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232,1140,17092,0.657,4775,84,1.1,0.063, 798047583,Existing Customer,45,F,4,Uneducated,Married,Unknown,Blue,39,6,3,1,1438.3,0,1438.3,0.825,4596,71,0.732,0, 719453283,Existing Customer,45,F,2,Uneducated,Married,Less than $40K,Blue,36,3,4,3,2918,1597,1321,0.884,4454,76,0.9,0.547, 717637908,Existing Customer,36,F,2,College,Unknown,Less than $40K,Blue,23,4,3,3,1924,971,953,0.806,4951,96,0.6,0.505, 708303108,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,0,1770,1706,64,0.626,4940,94,0.774,0.964, 788876208,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,27,5,3,3,2265,0,2265,0.603,3826,71,0.543,0, 772069683,Existing Customer,59,M,0,High School,Married,$60K - $80K,Blue,48,3,1,3,3868,1384,2484,0.631,4716,79,0.549,0.358, 780143283,Attrited Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,32,4,3,3,2701,2498,203,0.637,2678,37,0.609,0.925, 805453908,Existing Customer,33,M,1,High School,Divorced,$40K - $60K,Blue,28,6,1,3,2507,1592,915,0.691,4355,79,0.837,0.635, 780897858,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,20,4,3,3,2420,676,1744,0.782,3770,76,0.81,0.279, 719881533,Attrited Customer,46,M,2,College,Married,$40K - $60K,Silver,34,5,3,4,16547,0,16547,0.242,1561,41,0.367,0, 717346833,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,33,3,2,2,1621,0,1621,0.603,3764,76,0.52,0, 718555308,Existing Customer,59,M,1,Unknown,Single,$40K - $60K,Blue,51,3,4,3,3808,713,3095,0.787,4845,88,0.63,0.187, 771783333,Attrited Customer,49,F,1,Uneducated,Divorced,$40K - $60K,Blue,37,6,2,2,2173,0,2173,0.652,2379,57,0.781,0, 709208808,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,36,5,2,1,2178,1731,447,0.683,4275,71,0.69,0.795, 818901708,Existing Customer,41,F,4,College,Divorced,Unknown,Blue,36,3,1,1,1438.3,0,1438.3,0.841,4539,90,0.765,0, 713247408,Existing Customer,51,F,3,Uneducated,Unknown,Less than $40K,Blue,36,3,1,2,1750,813,937,0.76,4333,68,0.7,0.465, 715617333,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,26,3,3,2,1438.3,0,1438.3,0.61,4957,88,0.872,0, 714230808,Existing Customer,36,F,4,College,Married,Less than $40K,Blue,36,6,4,1,2466,1750,716,0.774,5005,76,0.767,0.71, 715866033,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,5,2,1,2535,1352,1183,0.509,3840,72,0.565,0.533, 718065333,Existing Customer,39,F,4,Graduate,Married,$40K - $60K,Blue,29,4,4,3,2385,1971,414,0.613,3711,81,0.653,0.826, 710756133,Existing Customer,40,F,3,Unknown,Married,Less than $40K,Blue,31,5,6,1,1811,821,990,0.773,4290,73,0.78,0.453, 713873658,Existing Customer,45,M,4,High School,Single,$120K +,Blue,37,4,3,3,2701,1986,715,0.538,4767,76,0.854,0.735, 771499233,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,34,6,1,3,5387,1133,4254,0.652,4374,76,0.49,0.21, 711274458,Attrited Customer,38,F,3,High School,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.73,2478,45,0.552,0, 790108908,Existing Customer,44,M,2,Post-Graduate,Married,$80K - $120K,Blue,37,5,1,1,34058,0,34058,0.552,4043,57,0.781,0, 797389758,Existing Customer,42,F,2,Graduate,Married,$40K - $60K,Silver,36,6,2,1,16290,0,16290,0.758,4232,79,0.795,0, 827100333,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,2,1438.3,726,712.3,0.657,5208,93,0.755,0.505, 711647808,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,4,1,3,2069,1028,1041,0.648,4414,82,0.783,0.497, 714035283,Attrited Customer,56,F,1,Post-Graduate,Married,Less than $40K,Blue,36,6,2,2,2802,2256,546,0.615,2371,46,0.353,0.805, 720553158,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,31,5,2,1,3390,2222,1168,0.768,5001,82,0.822,0.655, 717924933,Existing Customer,48,F,2,Post-Graduate,Divorced,Unknown,Blue,37,3,4,2,3745,1291,2454,0.631,4956,88,0.796,0.345, 802856508,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,1,26690,0,26690,1.144,4363,76,1.054,0, 708376983,Attrited Customer,58,F,1,Unknown,Single,Unknown,Blue,50,5,2,2,8513,799,7714,0.451,2119,37,0.542,0.094, 712673283,Existing Customer,36,F,4,Unknown,Single,Less than $40K,Blue,26,3,2,3,1438.3,0,1438.3,0.827,4886,85,0.771,0, 711862533,Attrited Customer,55,F,1,Uneducated,Married,Less than $40K,Blue,36,5,3,2,2258,2000,258,0.611,2500,42,0.68,0.886, 772407333,Attrited Customer,41,F,3,Unknown,Married,Less than $40K,Blue,30,5,3,3,1654,0,1654,0.329,1730,30,0.364,0, 778356408,Existing Customer,51,F,3,College,Divorced,$40K - $60K,Blue,31,6,2,2,2768,1329,1439,0.699,4275,78,0.814,0.48, 716791908,Existing Customer,43,M,1,College,Married,$80K - $120K,Blue,23,5,2,1,14566,1045,13521,0.417,4480,77,0.791,0.072, 757761033,Existing Customer,35,F,3,Graduate,Single,$40K - $60K,Blue,28,5,6,2,3250,1560,1690,0.634,4673,73,0.698,0.48, 758186433,Existing Customer,37,F,1,Uneducated,Single,Less than $40K,Blue,30,3,2,3,2353,1095,1258,0.941,5038,84,0.75,0.465, 786546783,Existing Customer,59,F,0,College,Married,$40K - $60K,Blue,53,3,2,0,1438.3,0,1438.3,0.896,4457,79,0.927,0, 789634983,Existing Customer,59,M,1,Graduate,Married,$40K - $60K,Blue,53,5,1,2,4188,2200,1988,0.867,4911,86,0.72,0.525, 720654183,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,35,2,3,3,23542,1307,22235,0.462,2152,46,0.438,0.056, 715880283,Existing Customer,57,M,1,High School,Single,$120K +,Blue,47,4,4,2,9272,982,8290,0.651,4649,89,0.816,0.106, 719990358,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,28,3,1,1,1967,0,1967,0.73,4620,77,0.878,0, 779348358,Attrited Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,37,5,3,4,1717,0,1717,1.028,3004,46,0.586,0, 715130808,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Silver,34,5,1,1,34516,1664,32852,0.73,4912,80,0.739,0.048, 713818158,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,5,4,2,5068,991,4077,0.736,5173,64,0.6,0.196, 709728183,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,39,3,2,3,1438.3,0,1438.3,0.786,4370,79,0.795,0, 715797783,Existing Customer,55,F,1,Uneducated,Divorced,$40K - $60K,Blue,47,3,2,3,2697,1863,834,0.735,4615,81,0.688,0.691, 710879283,Existing Customer,51,M,1,High School,Married,Less than $40K,Blue,41,3,4,3,1438.3,0,1438.3,0.623,4312,81,0.723,0, 827051808,Attrited Customer,44,F,0,College,Married,Less than $40K,Blue,40,5,4,2,7499,1083,6416,0.716,2478,45,0.667,0.144, 710484408,Attrited Customer,39,M,4,Post-Graduate,Married,$120K +,Blue,29,6,3,3,8700,1742,6958,0.454,2306,50,0.613,0.2, 817108083,Attrited Customer,55,M,3,Unknown,Single,$60K - $80K,Blue,35,3,3,3,14266,1341,12925,0.309,1625,34,0.36,0.094, 715995933,Existing Customer,46,M,0,Graduate,Single,$120K +,Blue,36,6,2,1,2692,1631,1061,0.99,4619,83,0.694,0.606, 713567958,Existing Customer,54,F,3,College,Single,Less than $40K,Blue,36,4,4,2,2957,1408,1549,0.667,4280,82,0.783,0.476, 779118708,Existing Customer,50,F,2,Unknown,Single,Less than $40K,Blue,32,4,3,1,1438.3,0,1438.3,0.815,4598,78,0.902,0, 721484283,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,36,4,2,1,3007,2517,490,0.733,4985,84,1,0.837, 708817608,Existing Customer,41,F,3,High School,Married,Unknown,Blue,24,3,1,1,3427,1419,2008,0.685,4218,74,0.805,0.414, 789231858,Existing Customer,59,M,1,Unknown,Married,$60K - $80K,Blue,48,5,3,3,1438.3,642,796.3,0.926,5177,79,0.646,0.446, 788661408,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,33,4,5,2,2990,890,2100,0.711,4757,79,0.837,0.298, 813449508,Attrited Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,56,6,2,3,9918,850,9068,0.688,2485,40,0.29,0.086, 789925833,Existing Customer,50,F,2,High School,Married,Unknown,Blue,41,3,1,1,8159,2277,5882,0.749,4402,64,0.684,0.279, 709296558,Existing Customer,53,M,2,Graduate,Single,$120K +,Blue,36,3,2,2,18551,1434,17117,1.149,5364,90,0.765,0.077, 780180033,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,20,5,1,1,1438.3,0,1438.3,0.689,4397,86,0.755,0, 713474733,Attrited Customer,51,M,2,Graduate,Single,$80K - $120K,Blue,31,5,3,2,1438.3,327,1111.3,0.528,1783,40,0.481,0.227, 771527508,Existing Customer,60,M,2,Graduate,Single,$60K - $80K,Blue,48,3,4,1,10886,1145,9741,0.749,3488,66,0.535,0.105, 709614333,Existing Customer,59,F,0,High School,Single,Unknown,Blue,36,4,3,1,10457,2148,8309,0.737,4649,74,0.947,0.205, 767005683,Existing Customer,60,M,0,Unknown,Single,$40K - $60K,Blue,46,6,2,1,1781,1551,230,0.722,3527,66,0.61,0.871, 718686558,Existing Customer,50,M,2,Unknown,Married,$120K +,Blue,43,3,2,1,34516,1156,33360,0.633,3974,65,0.585,0.033, 715655283,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,3,2363,1495,868,0.531,4420,65,0.711,0.633, 819631158,Existing Customer,54,F,4,Post-Graduate,Married,Less than $40K,Blue,49,3,3,2,2802,2219,583,0.796,5924,88,0.63,0.792, 710866758,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,31,5,1,2,1640,888,752,0.715,4074,73,0.872,0.541, 790119408,Attrited Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,41,5,3,2,4960,0,4960,0.882,2430,48,0.548,0, 771332283,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,38,5,1,3,4601,2517,2084,0.775,5056,80,0.778,0.547, 771408483,Existing Customer,48,M,5,Unknown,Unknown,$60K - $80K,Blue,36,4,1,2,4100,1956,2144,0.617,3584,61,0.743,0.477, 811912608,Existing Customer,52,F,3,Graduate,Married,$40K - $60K,Blue,47,3,2,0,2741,1639,1102,0.644,5077,87,0.74,0.598, 708684108,Attrited Customer,46,F,4,Graduate,Married,$40K - $60K,Blue,34,5,3,1,4152,1446,2706,0.826,2218,30,0.304,0.348, 768638208,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,2,3386,2517,869,0.743,4890,65,0.667,0.743, 803115258,Attrited Customer,62,M,0,College,Unknown,$40K - $60K,Blue,56,2,6,2,3477,0,3477,0.436,2113,40,0.739,0, 708869283,Existing Customer,50,M,4,High School,Married,$80K - $120K,Blue,41,6,3,3,23209,1308,21901,0.498,3530,71,0.578,0.056, 720892833,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,39,5,3,2,12610,1123,11487,0.853,4199,67,0.595,0.089, 709762008,Existing Customer,48,F,4,High School,Married,Less than $40K,Blue,38,5,1,1,2090,793,1297,0.64,4619,78,0.733,0.379, 708600033,Existing Customer,46,M,2,Graduate,Married,$40K - $60K,Blue,39,4,3,1,1610,0,1610,0.689,4958,87,0.776,0, 708736608,Attrited Customer,40,M,3,Graduate,Married,$120K +,Blue,27,5,3,2,2269,0,2269,0.572,2108,39,0.56,0, 713047608,Attrited Customer,40,F,2,College,Unknown,Less than $40K,Blue,36,6,1,3,2387,2013,374,0.449,2134,41,0.952,0.843, 711717258,Existing Customer,54,F,3,Graduate,Single,$40K - $60K,Blue,39,3,4,1,4036,1329,2707,0.738,5315,82,0.708,0.329, 711886383,Attrited Customer,54,F,5,High School,Married,Unknown,Blue,44,5,3,3,5342,605,4737,0.691,2426,46,0.394,0.113, 713058858,Attrited Customer,54,F,2,Graduate,Unknown,Less than $40K,Blue,46,5,3,2,1695,913,782,0.449,2130,48,0.5,0.539, 713993208,Existing Customer,37,F,3,Doctorate,Married,Less than $40K,Blue,36,3,5,2,1438.3,0,1438.3,0.861,4314,82,0.864,0, 717855933,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,3,2,3,1776,1586,190,0.798,4350,71,0.868,0.893, 713436183,Existing Customer,42,F,3,High School,Married,$40K - $60K,Blue,29,4,3,2,5640,0,5640,0.77,4739,80,0.86,0, 778360608,Existing Customer,42,F,1,College,Divorced,Less than $40K,Blue,22,5,3,2,2403,1105,1298,0.735,4186,77,0.711,0.46, 710914158,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,5,1,2,3349,2517,832,0.786,4405,55,1.391,0.752, 714789033,Attrited Customer,54,F,1,Graduate,Married,Less than $40K,Blue,50,3,3,3,3173,2517,656,0.619,2763,51,0.821,0.793, 809811858,Attrited Customer,43,M,5,High School,Unknown,$80K - $120K,Blue,38,3,3,2,1504,0,1504,0.987,2530,43,0.344,0, 826709658,Attrited Customer,45,F,3,Graduate,Divorced,$40K - $60K,Blue,41,1,3,3,1477,0,1477,0.768,2214,43,0.654,0, 752648883,Existing Customer,49,F,2,College,Single,Less than $40K,Blue,41,6,3,1,2018,1366,652,0.964,4842,69,0.5,0.677, 715771608,Existing Customer,41,M,3,Graduate,Married,$120K +,Silver,36,3,3,2,34516,1453,33063,0.357,4147,76,0.949,0.042, 719061933,Existing Customer,44,F,4,Graduate,Married,Unknown,Blue,34,6,4,2,2105,0,2105,0.656,4190,67,0.914,0, 792345258,Existing Customer,46,F,2,Uneducated,Divorced,Unknown,Blue,40,5,2,3,20080,0,20080,0.56,4620,70,0.667,0, 711765708,Existing Customer,39,F,1,Graduate,Unknown,Less than $40K,Blue,36,3,4,1,6690,1912,4778,0.609,3875,60,0.538,0.286, 783393633,Existing Customer,46,M,3,Graduate,Unknown,$80K - $120K,Blue,37,6,4,3,1530,0,1530,0.635,4256,78,0.773,0, 779667408,Existing Customer,58,M,1,Post-Graduate,Single,$80K - $120K,Blue,41,4,2,1,2915,1494,1421,0.861,4235,73,0.825,0.513, 805461783,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,42,3,4,0,1438.3,0,1438.3,0.635,4735,87,0.673,0, 719098308,Attrited Customer,56,F,2,High School,Single,Less than $40K,Blue,42,5,4,2,2423,268,2155,0.804,2516,59,0.639,0.111, 771433608,Existing Customer,54,M,4,Uneducated,Single,$80K - $120K,Blue,42,5,2,2,11742,0,11742,0.621,4053,70,0.556,0, 825811158,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,47,5,2,3,3069,2517,552,0.73,4512,83,0.766,0.82, 715252383,Existing Customer,58,F,2,High School,Divorced,Unknown,Gold,36,5,4,3,34516,1864,32652,0.664,3595,52,0.733,0.054, 809092458,Existing Customer,36,F,4,Uneducated,Married,$40K - $60K,Blue,31,5,2,3,2517,1336,1181,0.755,5211,83,0.804,0.531, 713706258,Existing Customer,52,F,1,Unknown,Single,Less than $40K,Blue,43,6,2,1,1438.3,773,665.3,1.138,4890,63,0.909,0.537, 714693708,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,1,2216,1992,224,0.789,4103,77,0.711,0.899, 721072908,Existing Customer,51,M,0,Doctorate,Single,$60K - $80K,Blue,36,6,2,3,3232,1346,1886,0.697,5102,69,0.643,0.416, 716675358,Existing Customer,54,F,1,College,Single,Less than $40K,Blue,41,5,2,2,3478,941,2537,0.711,4607,83,0.93,0.271, 708128733,Existing Customer,50,F,3,Post-Graduate,Single,Unknown,Blue,36,5,4,3,1814,0,1814,0.852,5014,99,0.623,0, 711392508,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,1,1438.3,0,1438.3,0.741,4513,75,0.744,0, 771420708,Existing Customer,42,F,4,Unknown,Single,Less than $40K,Blue,30,3,2,1,1446,621,825,0.826,4860,68,0.7,0.429, 721207908,Existing Customer,47,F,5,High School,Single,Less than $40K,Blue,37,5,2,3,1493,0,1493,0.605,4655,95,0.638,0, 715798608,Existing Customer,45,F,4,Graduate,Married,$40K - $60K,Blue,34,4,4,2,4244,1066,3178,0.606,4016,89,0.854,0.251, 716758008,Existing Customer,40,M,5,High School,Single,$40K - $60K,Blue,20,5,2,1,2984,1879,1105,0.675,4813,83,0.729,0.63, 714847983,Existing Customer,48,M,3,Unknown,Single,$80K - $120K,Blue,36,3,4,2,2713,2201,512,0.716,4220,79,0.612,0.811, 716975583,Existing Customer,42,F,2,Unknown,Single,$40K - $60K,Blue,34,4,4,3,2471,1658,813,0.682,4406,62,0.676,0.671, 804434058,Existing Customer,47,M,1,College,Married,$60K - $80K,Silver,42,6,4,2,27437,0,27437,0.872,4660,79,0.681,0, 714293358,Existing Customer,54,F,4,College,Single,Less than $40K,Blue,46,3,2,1,4166,989,3177,0.967,4584,70,1.258,0.237, 710989008,Existing Customer,38,M,1,Graduate,Unknown,$40K - $60K,Blue,27,5,6,0,13100,1436,11664,0.519,3201,78,0.5,0.11, 757194408,Attrited Customer,43,M,3,College,Married,$60K - $80K,Blue,36,2,3,3,1438.3,0,1438.3,0.539,1707,38,1.111,0, 711459483,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,36,6,2,3,2242,0,2242,0.658,4845,66,0.941,0, 762020133,Attrited Customer,37,F,3,High School,Married,Unknown,Blue,30,3,3,3,9874,0,9874,0.491,2446,47,0.567,0, 719256483,Existing Customer,41,F,4,High School,Single,$40K - $60K,Blue,30,5,3,3,4432,1335,3097,0.714,4144,79,0.756,0.301, 717211608,Existing Customer,45,F,3,Unknown,Single,Less than $40K,Blue,34,6,4,2,4975,1221,3754,0.602,4776,68,0.889,0.245, 717125958,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Blue,38,6,5,1,2652,1581,1071,0.738,4747,80,0.778,0.596, 779261433,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2043,1597,446,0.814,3553,61,0.694,0.782, 780720258,Attrited Customer,45,M,4,High School,Divorced,Less than $40K,Blue,34,4,2,3,3489,2517,972,0.721,2684,39,0.56,0.721, 715593783,Existing Customer,52,M,1,Unknown,Married,$80K - $120K,Blue,36,4,2,2,14858,1594,13264,0.51,4286,72,0.636,0.107, 770858283,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,27,5,2,2,2822,2182,640,0.768,5371,93,0.824,0.773, 718570158,Existing Customer,54,F,4,College,Single,Less than $40K,Blue,44,3,3,2,2901,2517,384,0.608,4731,83,0.804,0.868, 711039633,Existing Customer,52,F,4,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1594,0,1594,0.472,4653,65,0.667,0, 714074808,Existing Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,3,1,2241,1670,571,0.704,4653,75,0.63,0.745, 710439483,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,39,3,4,2,2581,1722,859,0.765,4431,79,0.717,0.667, 717516333,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,33,6,4,1,14713,905,13808,0.817,4125,82,0.822,0.062, 788835408,Attrited Customer,49,F,3,Unknown,Married,Less than $40K,Blue,33,6,3,3,2910,0,2910,0.789,2648,41,0.464,0, 716414958,Existing Customer,39,F,3,High School,Single,Unknown,Blue,36,3,3,3,2366,1927,439,0.631,3659,66,0.833,0.814, 712327608,Attrited Customer,54,F,0,Doctorate,Single,Less than $40K,Blue,36,4,3,2,2708,0,2708,0.673,2321,45,0.552,0, 796326483,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,5,4,3,1681,0,1681,0.994,5416,82,0.952,0, 714146208,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,32,6,1,1,2594,2159,435,0.792,3872,71,0.511,0.832, 779166783,Existing Customer,41,F,4,Unknown,Single,$40K - $60K,Blue,31,5,1,2,2128,1383,745,0.679,3968,81,0.761,0.65, 720818658,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,38,3,3,3,1438.3,0,1438.3,0.679,4594,86,0.72,0, 712982808,Attrited Customer,47,M,2,Doctorate,Divorced,$80K - $120K,Blue,32,1,3,3,1438.3,0,1438.3,0.454,2388,42,0.5,0, 718657083,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,36,4,3,1,4696,0,4696,0.732,4828,62,1.583,0, 715222533,Attrited Customer,52,F,3,Graduate,Married,Less than $40K,Blue,36,5,3,3,2566,1079,1487,0.554,2340,36,0.5,0.42, 718187508,Existing Customer,53,F,2,Unknown,Married,Unknown,Blue,36,3,4,3,2592,1364,1228,0.679,4208,68,0.7,0.526, 802455633,Existing Customer,56,F,1,Unknown,Single,Less than $40K,Blue,50,4,4,1,1698,0,1698,0.847,4371,74,0.897,0, 714493983,Existing Customer,57,F,2,Graduate,Married,$40K - $60K,Blue,47,5,2,2,4682,1010,3672,0.638,4322,83,0.694,0.216, 780664758,Existing Customer,56,F,2,Uneducated,Married,$40K - $60K,Blue,44,6,1,2,4439,1513,2926,0.752,4532,95,0.696,0.341, 718466883,Existing Customer,34,F,1,Uneducated,Single,Less than $40K,Blue,25,6,1,2,2689,1618,1071,0.587,4237,79,0.681,0.602, 771338658,Existing Customer,46,M,2,High School,Married,$80K - $120K,Blue,30,6,3,1,11670,915,10755,0.892,4277,89,0.854,0.078, 709052883,Existing Customer,47,F,4,High School,Single,$40K - $60K,Blue,36,3,1,1,1596,0,1596,0.788,5678,81,0.8,0, 708373083,Attrited Customer,40,F,4,Unknown,Married,$40K - $60K,Blue,30,1,3,4,3356,2517,839,0.583,2032,39,0.147,0.75, 716157408,Existing Customer,53,M,0,High School,Married,$60K - $80K,Blue,46,4,4,2,1590,0,1590,0.556,4229,73,1.086,0, 713305233,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,46,5,5,2,4994,0,4994,0.717,4802,81,0.761,0, 713000058,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Silver,44,4,2,3,16406,0,16406,0.627,4075,75,0.63,0, 714909858,Existing Customer,52,F,2,Unknown,Married,Less than $40K,Blue,36,6,3,1,2451,1733,718,0.724,5283,90,0.698,0.707, 804371733,Existing Customer,40,M,2,Uneducated,Married,$80K - $120K,Blue,29,5,2,3,9109,1347,7762,0.695,3991,84,0.867,0.148, 772846383,Existing Customer,45,F,1,Unknown,Single,Less than $40K,Blue,36,3,4,1,2632,1480,1152,0.588,4787,89,0.679,0.562, 712552608,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,34,3,3,1,1438.3,0,1438.3,0.714,2658,43,0.654,0, 719887008,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,5,4,3,1757,1352,405,0.879,4121,81,0.421,0.769, 773342808,Existing Customer,46,F,1,Unknown,Single,Less than $40K,Blue,40,6,4,3,2711,1793,918,0.681,5084,79,0.717,0.661, 708375858,Existing Customer,47,F,4,High School,Divorced,Less than $40K,Blue,36,5,4,2,2776,1341,1435,0.744,4318,68,0.943,0.483, 789417708,Existing Customer,44,F,2,Uneducated,Married,$40K - $60K,Blue,35,3,2,1,1438.3,1091,347.3,0.702,4988,90,0.731,0.759, 794675058,Attrited Customer,36,M,3,Graduate,Married,$80K - $120K,Blue,21,5,3,2,5015,1963,3052,0.881,2491,43,0.87,0.391, 718034058,Existing Customer,40,M,4,Graduate,Single,$60K - $80K,Blue,36,3,2,2,8529,901,7628,0.764,4252,68,0.511,0.106, 778919583,Existing Customer,49,F,0,Graduate,Married,Less than $40K,Blue,30,3,2,0,1604,1112,492,0.618,4253,68,0.744,0.693, 713850783,Existing Customer,56,F,1,College,Married,Unknown,Blue,36,6,2,2,4263,0,4263,0.64,4876,70,1.188,0, 814785108,Existing Customer,45,F,1,Graduate,Married,Less than $40K,Blue,40,5,3,2,2493,1655,838,0.907,4473,76,0.9,0.664, 809616108,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,33,3,3,3,1568,0,1568,0.611,2812,59,0.788,0, 809378133,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,38,6,1,2,1521,0,1521,0.791,4880,79,0.549,0, 779658408,Existing Customer,48,M,2,Graduate,Single,$40K - $60K,Blue,31,6,3,3,3261,1730,1531,0.682,4242,65,0.667,0.531, 717954333,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,25,4,2,1,1781,935,846,0.868,5093,77,0.974,0.525, 737052258,Existing Customer,62,F,1,Unknown,Single,Less than $40K,Blue,55,6,1,1,5284,2517,2767,0.674,4525,63,0.537,0.476, 708108333,Attrited Customer,47,F,3,Graduate,Married,Unknown,Blue,36,3,3,1,5590,0,5590,0.01,1507,32,0,0, 715047333,Existing Customer,57,F,1,High School,Married,Unknown,Blue,36,5,2,3,1734,980,754,0.639,4313,92,0.917,0.565, 714390858,Existing Customer,48,F,5,Unknown,Single,Unknown,Blue,36,4,2,3,7645,931,6714,0.894,5016,73,0.622,0.122, 717107808,Existing Customer,48,F,1,Uneducated,Unknown,$40K - $60K,Blue,39,6,4,2,1438.3,1218,220.3,0.752,4600,76,0.617,0.847, 713564208,Existing Customer,34,F,1,Graduate,Unknown,Less than $40K,Blue,23,4,1,1,2207,1527,680,0.861,4159,64,1.133,0.692, 720357483,Existing Customer,46,F,1,College,Married,Less than $40K,Blue,23,5,2,1,1723,1010,713,0.704,4112,82,0.864,0.586, 803339583,Existing Customer,49,F,2,Post-Graduate,Married,Less than $40K,Blue,44,4,4,2,1644,0,1644,1.033,4898,82,0.783,0, 708972783,Attrited Customer,48,F,4,College,Married,Less than $40K,Blue,37,3,2,3,1745,0,1745,0.657,2297,44,0.63,0, 710157108,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,33,6,2,3,3376,1661,1715,0.618,4629,75,0.923,0.492, 721483158,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,29,4,3,3,7298,0,7298,0.589,4512,72,0.756,0, 767553333,Attrited Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,39,1,3,3,8383,0,8383,0.809,2600,44,0.517,0, 710436108,Existing Customer,41,M,4,High School,Unknown,$40K - $60K,Blue,29,5,4,2,3600,746,2854,0.824,4184,61,0.694,0.207, 779870883,Existing Customer,45,F,4,High School,Single,$40K - $60K,Blue,29,3,2,1,4595,1781,2814,0.708,3746,68,0.545,0.388, 817188408,Existing Customer,57,M,0,Uneducated,Divorced,$80K - $120K,Blue,39,4,4,3,2795,1832,963,0.839,4679,67,0.861,0.655, 719723658,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,39,6,1,3,1768,0,1768,0.788,4628,90,0.837,0, 806189658,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,45,4,2,3,1780,893,887,0.609,4630,73,0.587,0.502, 789070233,Existing Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,39,5,4,3,2987,1764,1223,0.686,4339,72,0.6,0.591, 712013808,Existing Customer,44,F,4,Uneducated,Single,Unknown,Blue,24,6,3,2,2717,1720,997,0.869,4196,71,0.614,0.633, 708602283,Existing Customer,40,F,4,Uneducated,Married,Unknown,Blue,36,3,3,1,2887,0,2887,0.581,3941,82,1.158,0, 809452383,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,32,6,1,3,1438.3,0,1438.3,0.707,4733,89,0.816,0, 714413283,Existing Customer,46,M,3,Unknown,Married,$80K - $120K,Blue,40,6,1,1,10879,860,10019,0.974,4629,69,0.725,0.079, 712407783,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,28,5,3,3,1809,1181,628,0.656,4452,83,0.596,0.653, 720062508,Attrited Customer,38,F,2,Unknown,Married,$40K - $60K,Blue,28,6,2,2,1628,0,1628,0.876,2527,41,0.64,0, 717878883,Existing Customer,45,F,3,Unknown,Single,Less than $40K,Blue,36,3,4,0,1438.3,0,1438.3,0.678,4463,71,0.821,0, 714013983,Attrited Customer,37,F,4,Post-Graduate,Married,Less than $40K,Blue,36,3,3,3,1586,0,1586,0.497,2109,41,0.414,0, 753208833,Existing Customer,43,F,5,Uneducated,Married,$40K - $60K,Blue,36,5,3,2,2311,1320,991,0.658,3967,71,0.69,0.571, 721241583,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,43,5,3,2,2109,1205,904,0.514,2935,60,0.935,0.571, 713695158,Existing Customer,51,F,4,Uneducated,Divorced,Less than $40K,Blue,40,5,4,3,1562,1057,505,0.807,5019,78,0.696,0.677, 711540108,Attrited Customer,44,F,4,Doctorate,Unknown,Unknown,Blue,33,5,3,6,1438.3,0,1438.3,0.676,2316,48,0.5,0, 823878408,Existing Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,35,6,2,1,2981,757,2224,0.764,4824,76,0.81,0.254, 779533983,Existing Customer,47,M,2,College,Divorced,$80K - $120K,Blue,31,3,1,3,5295,723,4572,0.793,4412,90,0.579,0.137, 713583408,Attrited Customer,51,F,4,Graduate,Single,$40K - $60K,Blue,37,2,3,2,4708,920,3788,0.544,2179,50,1.273,0.195, 714037308,Existing Customer,54,M,2,High School,Married,$60K - $80K,Blue,50,3,1,3,2210,1002,1208,0.938,4798,86,0.654,0.453, 715581633,Existing Customer,53,F,3,Unknown,Married,$40K - $60K,Blue,45,4,3,1,1972,0,1972,0.761,5085,73,0.587,0, 795684783,Existing Customer,48,M,4,High School,Single,$60K - $80K,Blue,42,5,4,2,2384,1596,788,0.831,3149,59,0.903,0.669, 718645308,Existing Customer,35,M,4,College,Married,Less than $40K,Blue,36,3,3,3,2311,1222,1089,0.674,4730,89,0.745,0.529, 717870108,Existing Customer,46,F,4,Unknown,Unknown,$40K - $60K,Blue,37,6,4,2,1912,1172,740,0.827,4841,81,0.884,0.613, 815515158,Existing Customer,49,F,2,Unknown,Single,$40K - $60K,Blue,44,6,1,3,2147,1402,745,0.612,4240,69,0.683,0.653, 713957283,Attrited Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,23,3,2,3,3214,0,3214,0.435,2119,44,0.517,0, 715058433,Existing Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,3,3006,879,2127,0.759,5125,87,0.74,0.292, 794771208,Existing Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,46,5,1,2,2735,1942,793,0.582,3724,66,0.692,0.71, 720180633,Existing Customer,50,M,2,College,Married,$120K +,Blue,36,3,2,3,3390,2385,1005,0.656,4128,73,0.698,0.704, 815539233,Attrited Customer,54,M,4,High School,Single,$80K - $120K,Silver,49,1,3,4,34516,214,34302,0,1201,22,0,0.006, 778933983,Existing Customer,55,F,0,Uneducated,Unknown,Unknown,Blue,39,4,3,3,11249,2012,9237,0.659,3882,55,0.964,0.179, 717960033,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,44,6,3,1,2484,1495,989,0.922,4084,86,0.536,0.602, 825368658,Existing Customer,40,F,4,High School,Single,Less than $40K,Blue,36,5,5,3,2932,1664,1268,0.612,4795,82,0.708,0.568, 721154208,Existing Customer,60,F,1,Unknown,Married,Less than $40K,Blue,36,3,4,3,2882,2081,801,0.644,4933,103,0.661,0.722, 718572408,Existing Customer,45,F,5,Post-Graduate,Unknown,Less than $40K,Blue,36,5,2,3,2658,694,1964,0.722,4774,92,0.769,0.261, 749571633,Existing Customer,44,F,2,College,Unknown,Unknown,Blue,37,4,3,3,5589,1336,4253,0.944,4262,75,1.027,0.239, 713914683,Existing Customer,44,F,1,Graduate,Single,$40K - $60K,Blue,36,3,4,2,1484,885,599,0.951,4819,74,0.805,0.596, 713301633,Existing Customer,57,F,3,Doctorate,Single,Unknown,Blue,36,5,1,1,1678,1162,516,0.722,4402,87,0.851,0.692, 711399408,Attrited Customer,34,F,2,Graduate,Divorced,Unknown,Blue,25,2,3,4,12373,0,12373,0.71,2462,40,0.429,0, 711494208,Existing Customer,52,M,2,Unknown,Married,Less than $40K,Blue,36,3,3,3,2846,1606,1240,0.697,5092,86,0.792,0.564, 711716133,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,34,6,3,1,1585,1381,204,0.706,2360,40,0.379,0.871, 713906508,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,36,6,3,3,2837,834,2003,0.427,3892,69,0.408,0.294, 708768258,Existing Customer,51,F,4,Doctorate,Married,Less than $40K,Blue,43,6,1,2,2066,1077,989,0.715,4678,91,0.655,0.521, 719538183,Existing Customer,47,M,1,High School,Married,$60K - $80K,Blue,36,4,4,3,20789,0,20789,0.82,4105,67,0.718,0, 718957083,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,35,5,2,2,1449,0,1449,0.785,4797,88,0.913,0, 720872433,Attrited Customer,39,F,1,Uneducated,Single,$40K - $60K,Blue,28,5,3,6,3911,0,3911,0.897,2867,42,0.556,0, 779403558,Existing Customer,56,F,0,Unknown,Married,Less than $40K,Blue,45,5,1,1,1737,0,1737,0.653,4611,73,0.973,0, 788994783,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,35,3,4,3,1815,557,1258,0.672,4519,76,0.854,0.307, 715530258,Attrited Customer,46,F,2,Post-Graduate,Single,Unknown,Blue,37,1,3,3,4848,2517,2331,0.651,2353,53,0.828,0.519, 803380383,Existing Customer,46,F,5,Graduate,Divorced,Less than $40K,Blue,40,3,3,3,1592,925,667,0.804,4615,90,0.667,0.581, 716766033,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,31,5,2,3,1768,1242,526,0.776,4439,65,0.806,0.702, 757300008,Existing Customer,44,F,2,Graduate,Single,Unknown,Blue,37,4,3,3,8128,2344,5784,0.788,4251,80,1.051,0.288, 810986883,Existing Customer,45,F,0,High School,Single,Unknown,Blue,40,5,4,0,2557,1898,659,0.772,4808,83,0.694,0.742, 819200133,Existing Customer,44,M,3,Graduate,Unknown,$60K - $80K,Blue,39,5,4,3,2991,642,2349,0.76,4646,62,0.55,0.215, 710410158,Attrited Customer,49,M,2,Graduate,Unknown,$80K - $120K,Blue,38,3,4,3,34516,0,34516,0.482,1592,35,0.346,0, 714488433,Existing Customer,45,M,2,Unknown,Married,$80K - $120K,Blue,36,5,2,3,19099,2517,16582,0.628,4837,77,0.75,0.132, 714267858,Existing Customer,44,F,2,High School,Single,Unknown,Blue,37,6,2,1,4559,1680,2879,0.628,4934,76,0.949,0.369, 827062158,Existing Customer,58,M,2,High School,Single,$80K - $120K,Blue,54,6,3,2,22981,1696,21285,0.466,4192,66,0.571,0.074, 710669733,Existing Customer,38,F,1,Graduate,Single,$40K - $60K,Blue,36,4,2,2,2358,1965,393,0.614,4922,80,0.6,0.833, 716498883,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,6,4,1,22067,685,21382,0.605,3577,64,0.882,0.031, 780529908,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,30,3,3,2,2023,1331,692,0.624,5098,79,0.681,0.658, 714028083,Existing Customer,36,F,1,Unknown,Single,Unknown,Blue,31,6,1,2,2222,0,2222,0.769,4095,65,0.912,0, 714572208,Existing Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,36,6,3,2,1438.3,788,650.3,0.741,4297,65,0.585,0.548, 708976908,Attrited Customer,40,M,3,Post-Graduate,Single,$80K - $120K,Blue,36,4,4,3,8958,0,8958,0.483,2131,43,0.387,0, 721409358,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,21,3,2,1,1937,733,1204,0.826,4547,73,0.973,0.378, 809311758,Existing Customer,40,M,3,Unknown,Single,$60K - $80K,Silver,35,6,3,2,25219,1503,23716,0.944,4429,87,0.642,0.06, 712602708,Attrited Customer,36,M,3,Unknown,Unknown,$80K - $120K,Blue,36,4,1,2,1815,0,1815,0.478,2039,34,0.36,0, 789087858,Existing Customer,60,F,0,Graduate,Married,$40K - $60K,Blue,48,4,2,1,3361,2473,888,0.895,4589,69,1.029,0.736, 711264033,Existing Customer,47,M,3,Doctorate,Divorced,$40K - $60K,Blue,36,4,2,3,4786,1516,3270,0.94,4973,74,0.85,0.317, 770180808,Existing Customer,37,F,4,Graduate,Single,Unknown,Blue,31,3,3,2,1438.3,0,1438.3,0.919,5001,91,0.625,0, 789271533,Existing Customer,51,F,1,Doctorate,Single,Less than $40K,Blue,40,5,3,2,1438.3,908,530.3,0.615,4653,74,0.897,0.631, 720152058,Existing Customer,42,F,1,Doctorate,Single,Less than $40K,Blue,35,5,1,3,2725,2444,281,0.959,4965,85,0.809,0.897, 826490133,Existing Customer,42,F,4,Uneducated,Divorced,Unknown,Blue,38,6,3,2,10039,1600,8439,0.7,4685,76,0.9,0.159, 717966933,Existing Customer,45,F,5,Uneducated,Married,Unknown,Blue,37,3,1,1,2467,1446,1021,0.73,5024,81,0.62,0.586, 808669083,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,47,3,1,3,1438.3,0,1438.3,0.775,5015,68,0.789,0, 771422883,Attrited Customer,57,F,3,Graduate,Married,Less than $40K,Blue,45,1,4,2,1759,186,1573,0.756,2705,35,0.522,0.106, 717570258,Existing Customer,46,M,5,Graduate,Married,Less than $40K,Blue,35,6,2,2,2206,1722,484,0.973,4455,67,0.763,0.781, 708703308,Attrited Customer,35,F,1,Unknown,Married,$40K - $60K,Blue,26,6,4,4,2045,1707,338,0.577,2183,39,0.696,0.835, 789508758,Existing Customer,54,F,2,Unknown,Single,Less than $40K,Blue,46,3,2,3,4170,641,3529,0.815,3669,67,0.595,0.154, 780653208,Existing Customer,47,F,3,College,Married,Less than $40K,Blue,36,5,4,2,3300,2517,783,0.94,3784,55,1.115,0.763, 709077933,Existing Customer,26,F,0,High School,Married,Less than $40K,Blue,18,5,3,2,5422,682,4740,0.892,4460,62,0.676,0.126, 715200783,Existing Customer,56,F,2,Graduate,Married,Unknown,Blue,36,6,2,3,2015,807,1208,0.831,5209,76,0.767,0.4, 710526633,Existing Customer,47,M,2,Unknown,Single,$60K - $80K,Blue,34,3,3,2,2048,1599,449,0.613,4855,88,0.872,0.781, 714186108,Existing Customer,37,F,2,Unknown,Single,Less than $40K,Blue,19,6,5,2,2152,1682,470,1.051,4126,71,0.972,0.782, 820047858,Attrited Customer,44,F,4,Graduate,Unknown,Less than $40K,Blue,39,1,4,2,3017,1868,1149,0.722,2096,50,0.471,0.619, 708894183,Existing Customer,53,M,3,College,Single,$120K +,Silver,44,4,4,2,34516,1073,33443,0.558,4485,86,0.755,0.031, 708186933,Attrited Customer,33,M,1,Graduate,Single,$60K - $80K,Blue,36,4,3,2,1819,725,1094,0.737,2254,45,0.406,0.399, 778937583,Existing Customer,46,F,3,Uneducated,Married,Less than $40K,Blue,29,5,1,1,2228,1449,779,0.61,4382,83,0.694,0.65, 708498033,Attrited Customer,44,F,3,Unknown,Married,Less than $40K,Blue,36,3,4,6,2279,1837,442,0.853,2789,52,0.677,0.806, 815315058,Attrited Customer,48,F,4,High School,Married,$40K - $60K,Blue,43,4,2,2,1438.3,0,1438.3,0.722,2520,45,0.452,0, 751607058,Existing Customer,45,M,2,Doctorate,Married,$120K +,Blue,38,4,3,3,1686,0,1686,0.812,4413,77,0.75,0, 718194858,Existing Customer,48,F,5,Graduate,Single,Unknown,Blue,35,5,2,3,1942,1488,454,0.816,4940,88,0.796,0.766, 827123883,Existing Customer,53,M,4,High School,Single,$60K - $80K,Blue,49,5,1,2,3858,0,3858,0.67,4472,92,0.614,0, 711473058,Existing Customer,44,M,4,Graduate,Divorced,$60K - $80K,Blue,32,6,3,2,11651,1368,10283,0.563,3870,64,0.561,0.117, 715197633,Existing Customer,43,M,3,Uneducated,Unknown,$40K - $60K,Blue,38,5,4,2,9449,1914,7535,0.87,4658,93,0.722,0.203, 713512308,Attrited Customer,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423,0,3423,0.505,2229,45,0.406,0, 790023408,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,39,6,2,1,2915,2422,493,0.576,4037,83,0.766,0.831, 720403008,Existing Customer,50,F,3,Uneducated,Married,Unknown,Blue,38,4,4,1,11486,0,11486,0.383,4918,79,0.549,0, 709581483,Attrited Customer,40,F,4,Doctorate,Married,Less than $40K,Blue,21,1,2,1,2984,2517,467,0.574,2373,53,0.359,0.843, 711201108,Attrited Customer,37,F,3,High School,Single,Less than $40K,Blue,29,3,3,3,1653,0,1653,0.517,2284,35,0.296,0, 708784083,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,1,2723,1588,1135,0.852,4307,83,0.844,0.583, 712838358,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,31,5,2,3,1438.3,0,1438.3,0.553,4702,84,0.714,0, 714887808,Attrited Customer,43,F,1,Uneducated,Single,Less than $40K,Blue,36,1,3,2,1818,0,1818,0.758,2279,50,0.724,0, 716581983,Existing Customer,56,F,0,College,Married,$40K - $60K,Blue,36,5,2,3,4384,929,3455,0.678,4792,91,0.75,0.212, 716930133,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,36,3,3,2,1824,0,1824,0.797,4594,86,0.654,0, 808981608,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,45,4,1,0,5452,540,4912,0.539,4220,66,0.737,0.099, 709714008,Attrited Customer,50,F,1,Unknown,Single,Unknown,Blue,39,6,3,3,9248,0,9248,0.613,2325,45,0.552,0, 811942983,Existing Customer,55,M,2,High School,Married,$120K +,Blue,50,3,2,3,17627,1756,15871,0.757,4836,74,0.721,0.1, 715565058,Existing Customer,27,F,1,Uneducated,Unknown,Less than $40K,Blue,16,3,1,2,1438.3,0,1438.3,0.469,4479,70,0.628,0, 714519408,Attrited Customer,44,F,3,College,Married,Less than $40K,Blue,36,2,3,3,5357,2139,3218,0.499,1979,48,0.655,0.399, 719153433,Existing Customer,49,F,4,Uneducated,Married,Unknown,Blue,38,4,2,1,2542,850,1692,0.723,4972,79,0.717,0.334, 809127858,Existing Customer,51,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,4,1,3,2275,1219,1056,0.639,4807,72,0.6,0.536, 712740108,Attrited Customer,43,F,4,Uneducated,Divorced,Less than $40K,Blue,33,6,3,1,1706,0,1706,0.601,2371,45,0.5,0, 720251358,Attrited Customer,54,F,2,High School,Divorced,Less than $40K,Blue,36,6,3,1,3591,2517,1074,0.665,2313,43,0.536,0.701, 713935533,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Silver,29,5,1,3,19360,870,18490,0.532,3966,78,0.902,0.045, 710243208,Existing Customer,56,F,4,Unknown,Married,Less than $40K,Blue,44,3,3,2,1707,0,1707,0.683,4846,80,0.569,0, 708870408,Existing Customer,53,M,4,Unknown,Single,Less than $40K,Blue,43,6,3,1,3844,2079,1765,0.755,4271,56,0.806,0.541, 795844983,Existing Customer,45,F,3,High School,Married,$40K - $60K,Blue,39,6,4,1,2851,0,2851,0.482,3916,64,0.829,0, 828294933,Attrited Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,2,3,2951,2437,514,0.765,2519,36,0.565,0.826, 713531808,Existing Customer,38,F,1,Doctorate,Married,Less than $40K,Blue,28,6,1,1,1438.3,0,1438.3,0.813,4475,74,0.644,0, 712307283,Attrited Customer,54,M,1,College,Single,$120K +,Blue,37,6,2,3,9090,2517,6573,0.661,2239,43,0.72,0.277, 715778358,Existing Customer,45,M,5,Graduate,Married,$120K +,Blue,26,6,3,2,34516,797,33719,1.133,3643,59,1.034,0.023, 778910883,Attrited Customer,53,M,2,Unknown,Married,$80K - $120K,Blue,34,4,3,2,1837,875,962,0.58,2169,43,0.654,0.476, 710637183,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,40,3,3,3,2300,1906,394,0.803,4538,71,0.868,0.829, 712781883,Existing Customer,36,F,1,Uneducated,Married,Less than $40K,Blue,36,6,1,3,2611,537,2074,0.848,5121,83,0.804,0.206, 709664658,Existing Customer,40,M,4,Unknown,Unknown,$80K - $120K,Blue,27,4,3,2,22863,927,21936,0.569,4071,69,0.725,0.041, 717574683,Existing Customer,53,F,3,Unknown,Married,$40K - $60K,Blue,46,6,3,1,2192,1146,1046,0.622,4756,85,0.735,0.523, 771497283,Existing Customer,40,F,2,High School,Divorced,Less than $40K,Blue,28,4,6,3,2917,1310,1607,0.757,4736,79,0.795,0.449, 714991608,Existing Customer,41,F,3,High School,Single,$40K - $60K,Blue,31,3,3,2,1438.3,913,525.3,0.981,4300,68,0.619,0.635, 779848383,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,21,4,2,2,1784,577,1207,0.542,2348,47,0.516,0.323, 715495308,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,36,5,4,1,8919,2231,6688,0.562,3923,73,1.028,0.25, 712431183,Existing Customer,52,F,2,Uneducated,Single,Less than $40K,Blue,37,4,3,1,2164,0,2164,0.688,5282,80,0.818,0, 714895608,Existing Customer,48,F,2,Unknown,Single,Unknown,Blue,38,4,4,3,2792,1375,1417,0.854,4364,62,0.879,0.492, 718324983,Existing Customer,60,F,0,College,Married,Less than $40K,Blue,49,5,3,3,1634,1155,479,0.874,4522,83,0.766,0.707, 713541033,Existing Customer,39,F,1,College,Single,Less than $40K,Blue,32,4,2,3,2144,1557,587,0.775,4571,85,0.848,0.726, 771989733,Existing Customer,37,M,2,Unknown,Single,$40K - $60K,Blue,26,4,1,2,3664,1449,2215,0.712,4413,65,0.548,0.395, 789698733,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,27,5,3,1,4788,1088,3700,0.808,4438,78,0.95,0.227, 787514433,Existing Customer,34,F,3,College,Married,Less than $40K,Blue,23,3,3,3,2164,1176,988,0.835,5075,71,0.868,0.543, 811081083,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,43,5,4,2,1532,1183,349,0.617,4359,78,0.857,0.772, 717371583,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,36,1,3,5,1883,400,1483,0.528,1954,45,0.5,0.212, 715579233,Existing Customer,44,F,3,Doctorate,Single,$40K - $60K,Blue,40,4,1,3,3659,1356,2303,0.715,4861,74,0.762,0.371, 781930233,Existing Customer,47,F,2,High School,Married,Less than $40K,Blue,37,6,1,1,2946,2338,608,0.58,4717,70,0.628,0.794, 716825808,Existing Customer,45,F,3,Uneducated,Divorced,Less than $40K,Blue,36,5,1,0,2697,2216,481,0.681,4063,75,0.786,0.822, 757053408,Existing Customer,47,F,1,Graduate,Single,Unknown,Blue,40,3,1,3,3811,1970,1841,0.828,3578,76,0.689,0.517, 788418933,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,27,5,2,3,1613,1085,528,0.659,5000,85,0.848,0.673, 788898933,Existing Customer,42,F,4,College,Married,Less than $40K,Blue,27,6,2,1,2043,0,2043,1.019,5198,77,0.711,0, 712163433,Attrited Customer,47,M,3,Uneducated,Married,$40K - $60K,Blue,29,1,2,4,1684,644,1040,0.723,2164,36,0.714,0.382, 717343833,Existing Customer,47,F,5,Uneducated,Unknown,Unknown,Blue,34,4,1,3,3127,2094,1033,0.709,4518,86,0.83,0.67, 820868508,Existing Customer,47,M,2,College,Married,$40K - $60K,Blue,43,3,4,1,7106,736,6370,0.687,5192,75,0.562,0.104, 789240258,Existing Customer,50,F,2,Uneducated,Single,$40K - $60K,Blue,35,4,3,1,2784,2458,326,0.798,4904,81,0.8,0.883, 716951658,Existing Customer,51,F,3,High School,Single,$40K - $60K,Blue,38,5,3,1,5536,0,5536,0.695,4281,82,0.822,0, 718932633,Existing Customer,45,F,3,College,Married,Less than $40K,Blue,35,3,2,2,1717,1156,561,0.647,4301,64,0.641,0.673, 711487533,Attrited Customer,47,F,3,Unknown,Married,Less than $40K,Blue,38,3,3,2,1438.3,0,1438.3,0.198,1687,38,0.226,0, 715306983,Attrited Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,1,2,3,1866,0,1866,0.798,2833,42,0.355,0, 712771233,Existing Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,36,3,4,1,2516,1268,1248,0.751,4461,80,0.818,0.504, 789637308,Attrited Customer,45,F,2,College,Divorced,$40K - $60K,Blue,39,4,3,4,3076,0,3076,0.734,2580,50,0.429,0, 717247383,Existing Customer,48,M,4,Graduate,Single,$40K - $60K,Blue,36,5,2,3,7514,0,7514,0.514,4789,69,0.408,0, 714842208,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,36,6,4,2,2804,1782,1022,0.698,4357,69,0.605,0.636, 794172033,Attrited Customer,58,F,1,Post-Graduate,Divorced,Less than $40K,Blue,52,4,1,3,1817,0,1817,0.503,2347,45,0.452,0, 713592408,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,28,3,3,2,2590,0,2590,0.63,3391,66,0.833,0, 709314408,Existing Customer,39,F,2,College,Single,$40K - $60K,Blue,29,5,3,1,4938,1593,3345,0.7,4516,82,0.783,0.323, 715957233,Existing Customer,53,M,3,College,Single,$60K - $80K,Blue,36,5,1,1,19940,2018,17922,0.42,4694,75,0.786,0.101, 719414658,Existing Customer,52,F,0,Graduate,Single,Unknown,Blue,36,3,4,1,12366,0,12366,0.738,4880,76,0.9,0, 719632683,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,30,6,3,3,2583,2235,348,0.508,4500,83,0.509,0.865, 708136908,Existing Customer,62,F,0,Graduate,Single,Less than $40K,Blue,53,5,2,2,2616,801,1815,0.719,4655,68,0.511,0.306, 721393083,Existing Customer,52,F,3,Unknown,Single,$40K - $60K,Blue,45,5,3,1,6053,577,5476,0.85,5035,64,1.37,0.095, 714520233,Attrited Customer,59,F,0,Graduate,Married,Less than $40K,Blue,36,2,3,2,1708,0,1708,0.443,1992,38,0.357,0, 709455108,Existing Customer,49,F,4,Unknown,Married,Less than $40K,Blue,33,3,2,1,2393,1667,726,0.974,3768,79,0.681,0.697, 767058183,Existing Customer,53,F,1,Graduate,Divorced,Less than $40K,Blue,46,5,4,3,3424,1333,2091,0.667,4485,61,0.694,0.389, 770800683,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,3,2640,2133,507,1.008,4956,72,0.846,0.808, 779651058,Existing Customer,59,F,0,Unknown,Single,$40K - $60K,Blue,42,6,2,2,1931,1409,522,0.887,4797,65,0.625,0.73, 710443833,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,38,4,4,2,2123,995,1128,0.626,4516,78,0.625,0.469, 717725433,Attrited Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,44,3,4,2,1606,0,1606,0.763,2258,37,0.609,0, 720600858,Existing Customer,41,M,4,Graduate,Married,$60K - $80K,Blue,26,5,2,2,5633,1395,4238,0.542,3695,75,0.63,0.248, 717797658,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,45,6,2,2,1438.3,740,698.3,0.698,4970,87,0.933,0.514, 779458383,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,32,6,2,3,2590,2087,503,0.7,4248,73,0.78,0.806, 788767983,Existing Customer,43,M,5,Unknown,Single,$60K - $80K,Blue,24,3,1,3,4556,0,4556,0.961,4273,82,0.64,0, 711994458,Existing Customer,47,F,4,High School,Married,Unknown,Blue,39,6,4,0,1537,0,1537,0.712,4234,75,0.786,0, 713948808,Existing Customer,55,M,3,High School,Single,$60K - $80K,Blue,47,3,2,2,1602,962,640,0.834,4873,97,0.764,0.6, 710456658,Existing Customer,50,F,4,Graduate,Married,Less than $40K,Blue,31,4,2,1,2080,1799,281,0.651,5130,82,0.864,0.865, 771531708,Existing Customer,46,F,2,Unknown,Single,Unknown,Blue,34,6,3,1,7565,887,6678,0.81,4683,87,0.642,0.117, 713546883,Existing Customer,47,M,2,Graduate,Divorced,$60K - $80K,Blue,29,5,2,3,4786,1553,3233,0.61,5039,76,0.81,0.324, 711447783,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,38,4,2,3,2375,1353,1022,0.804,5000,76,0.617,0.57, 713746608,Existing Customer,48,F,2,High School,Married,Unknown,Blue,37,3,2,2,8446,908,7538,0.604,4240,67,0.763,0.108, 718020408,Existing Customer,60,F,1,Graduate,Married,Less than $40K,Blue,36,3,4,3,1977,545,1432,0.901,4393,72,0.946,0.276, 719475633,Existing Customer,42,M,3,Post-Graduate,Married,$80K - $120K,Blue,30,6,2,3,13908,0,13908,0.719,4319,81,0.976,0, 719654283,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Silver,42,3,3,2,19220,0,19220,0.997,4642,81,0.761,0, 720114633,Existing Customer,44,F,5,High School,Single,Less than $40K,Blue,30,3,3,1,2709,1726,983,0.698,5056,89,0.78,0.637, 816315558,Existing Customer,38,M,1,High School,Single,$60K - $80K,Blue,33,5,4,1,1503,879,624,0.776,4439,77,0.604,0.585, 712567083,Existing Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,5,2,2,9186,0,9186,0.658,4986,88,0.76,0, 711302883,Existing Customer,50,F,0,Graduate,Single,Less than $40K,Blue,46,3,2,2,2165,1392,773,0.734,4194,72,0.946,0.643, 719775408,Existing Customer,41,F,4,High School,Single,Unknown,Blue,36,4,2,3,1438.3,0,1438.3,0.585,5020,85,0.7,0, 712070208,Existing Customer,61,F,1,College,Single,Unknown,Blue,50,4,4,1,6673,2458,4215,0.625,4141,82,0.547,0.368, 718641483,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,42,3,1,1,2404,1109,1295,0.639,4519,72,0.636,0.461, 710690733,Attrited Customer,47,F,3,Graduate,Married,Less than $40K,Blue,35,4,3,2,1666,0,1666,0.92,2816,38,0.52,0, 718441308,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,31,3,1,3,8228,1935,6293,0.627,4933,68,0.545,0.235, 772243833,Existing Customer,54,F,0,Doctorate,Single,Less than $40K,Blue,43,4,1,3,3186,968,2218,0.696,4077,75,0.63,0.304, 711992133,Existing Customer,53,F,1,Uneducated,Married,Less than $40K,Blue,41,4,2,2,2596,868,1728,0.743,4801,72,0.714,0.334, 779084208,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662,613,1049,0.868,2326,31,0.55,0.369, 715304958,Attrited Customer,42,F,3,Graduate,Single,Less than $40K,Blue,27,6,2,2,2053,0,2053,0.866,3053,50,0.562,0, 713179083,Existing Customer,32,F,2,Uneducated,Single,Unknown,Blue,25,3,2,1,3193,1533,1660,0.936,4419,75,0.786,0.48, 709836258,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Blue,41,5,1,2,1927,1337,590,0.667,5127,81,0.653,0.694, 715950483,Attrited Customer,39,F,1,Uneducated,Married,$40K - $60K,Blue,27,3,3,3,2821,725,2096,0.704,2397,35,0.296,0.257, 798281808,Existing Customer,48,M,4,High School,Married,$60K - $80K,Blue,42,5,4,3,3879,1214,2665,0.924,5158,79,0.681,0.313, 720414558,Existing Customer,56,F,2,Unknown,Married,Less than $40K,Blue,36,6,2,1,1971,922,1049,0.762,4827,84,0.867,0.468, 713509908,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,35,3,1,1,1755,1058,697,0.697,4719,90,0.8,0.603, 711919608,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,2,2031,1720,311,0.713,2702,32,0.778,0.847, 709993158,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,31,5,2,0,2330,1584,746,0.78,3917,71,0.651,0.68, 767815233,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,40,6,4,2,1438.3,0,1438.3,0.714,4283,88,0.833,0, 717624708,Attrited Customer,59,M,2,High School,Divorced,Less than $40K,Blue,51,6,5,3,1438.3,0,1438.3,0.734,2589,49,0.69,0, 720015183,Existing Customer,60,M,1,Graduate,Married,$120K +,Blue,46,6,3,1,5130,2048,3082,0.776,4601,88,0.76,0.399, 778236858,Existing Customer,54,F,2,Graduate,Married,Unknown,Blue,42,4,1,1,11794,1018,10776,0.898,5547,87,0.706,0.086, 789095958,Attrited Customer,50,M,1,Unknown,Single,$60K - $80K,Blue,38,4,3,3,7603,744,6859,0.711,2497,42,0.273,0.098, 713736333,Attrited Customer,41,F,3,Uneducated,Married,$40K - $60K,Blue,36,1,3,4,3606,0,3606,0.37,1829,41,0.519,0, 717836733,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,6,2,1,5153,1378,3775,0.744,4274,81,0.723,0.267, 712619808,Existing Customer,47,F,3,College,Single,Less than $40K,Blue,36,3,2,1,2500,1169,1331,0.638,4265,87,0.812,0.468, 712221408,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,33,5,3,2,2654,1489,1165,0.668,4767,82,0.673,0.561, 714213708,Attrited Customer,35,F,3,College,Single,Less than $40K,Blue,25,4,3,2,3611,2517,1094,0.537,2178,45,0.552,0.697, 720289533,Existing Customer,47,F,4,Unknown,Married,Unknown,Blue,42,5,2,3,1882,1143,739,0.638,4536,85,0.889,0.607, 709469658,Existing Customer,47,M,3,Unknown,Single,$80K - $120K,Blue,36,3,1,2,7421,0,7421,0.708,4353,75,0.786,0, 772323033,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,33,3,2,2,4606,1556,3050,0.676,4363,78,0.66,0.338, 742572558,Existing Customer,32,F,0,High School,Divorced,Unknown,Blue,25,5,3,1,12268,1165,11103,0.832,4905,82,0.822,0.095, 718848183,Existing Customer,50,M,2,Post-Graduate,Married,$80K - $120K,Blue,42,6,1,1,9873,1276,8597,0.791,4613,82,0.745,0.129, 719034183,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,38,5,1,3,1555,1366,189,0.704,5490,86,0.755,0.878, 720142308,Attrited Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,5,3,4,2160,0,2160,0.645,2360,56,0.647,0, 771872733,Existing Customer,38,M,0,Unknown,Married,$60K - $80K,Blue,26,5,2,1,3809,1521,2288,0.692,4666,69,0.865,0.399, 718816158,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,33,3,3,3,5362,1984,3378,0.664,3851,87,0.642,0.37, 720003558,Existing Customer,43,F,1,Graduate,Unknown,Less than $40K,Blue,32,4,4,3,1834,1416,418,0.868,5653,79,0.927,0.772, 818993508,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,47,4,4,2,2577,879,1698,0.74,5021,75,0.744,0.341, 715672458,Existing Customer,47,M,5,Graduate,Single,$60K - $80K,Blue,36,6,3,2,2721,1264,1457,0.796,4557,71,0.972,0.465, 789820308,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,40,3,2,2,2925,2065,860,0.692,3913,47,1.474,0.706, 819688458,Attrited Customer,44,F,5,Graduate,Unknown,Less than $40K,Blue,39,6,3,2,1545,0,1545,0.749,2646,39,0.444,0, 710785383,Attrited Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,3,3,1,2212,0,2212,0.942,2394,55,0.897,0, 712837233,Existing Customer,46,M,2,High School,Single,$120K +,Blue,36,3,1,3,13001,1482,11519,0.552,3671,55,0.528,0.114, 713597658,Attrited Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,22,3,3,1,2784,2378,406,0.525,2021,57,0.676,0.854, 713953383,Attrited Customer,50,M,1,Post-Graduate,Single,$60K - $80K,Blue,36,4,3,2,2317,0,2317,0.734,2214,41,0.519,0, 716891583,Existing Customer,41,F,3,High School,Unknown,Less than $40K,Blue,36,5,2,0,1867,970,897,0.828,4537,60,1,0.52, 716510658,Attrited Customer,50,F,0,Doctorate,Single,Less than $40K,Blue,38,4,3,3,2595,2353,242,0.924,2526,41,0.577,0.907, 708125733,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,36,4,3,1,1438.3,0,1438.3,0.906,4311,77,0.833,0, 716484333,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,40,6,1,2,1696,1177,519,0.686,4410,84,0.826,0.694, 708519108,Attrited Customer,46,F,1,Graduate,Married,Unknown,Blue,24,3,3,2,2694,1576,1118,0.494,2041,57,0.9,0.585, 719740008,Attrited Customer,51,F,4,High School,Married,Less than $40K,Blue,41,3,3,4,2791,940,1851,0.813,2584,49,0.441,0.337, 717087858,Existing Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,2146,967,1179,0.569,4253,74,0.721,0.451, 711605208,Attrited Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,43,3,3,5,1438.3,0,1438.3,0.7,1958,47,0.424,0, 714882258,Existing Customer,38,F,2,College,Married,Unknown,Blue,36,6,1,2,1438.3,730,708.3,0.921,4583,67,0.914,0.508, 792300858,Existing Customer,44,F,3,Graduate,Divorced,$40K - $60K,Blue,38,3,2,2,4269,1852,2417,0.682,4178,75,0.63,0.434, 766550808,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,38,3,6,1,4195,2440,1755,0.889,4430,72,0.714,0.582, 718941183,Existing Customer,48,F,1,College,Married,Less than $40K,Blue,38,5,2,2,1832,748,1084,0.879,4376,87,0.812,0.408, 708516558,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,36,3,2,1,2588,1782,806,0.546,4159,83,0.766,0.689, 709350783,Existing Customer,63,F,0,Unknown,Single,Less than $40K,Blue,36,6,1,1,4847,1856,2991,0.61,4712,76,0.81,0.383, 771230508,Existing Customer,46,F,4,College,Married,$40K - $60K,Blue,33,4,1,1,2423,429,1994,0.625,4717,80,0.739,0.177, 710978058,Existing Customer,50,F,0,Uneducated,Single,$40K - $60K,Blue,41,6,2,3,7507,1697,5810,1.098,4651,71,1.029,0.226, 713405133,Existing Customer,51,M,2,College,Married,$120K +,Blue,43,5,2,3,5232,1923,3309,0.629,4976,93,0.661,0.368, 710723958,Existing Customer,43,F,3,Uneducated,Single,Unknown,Blue,32,5,1,1,1438.3,491,947.3,0.494,5016,86,0.593,0.341, 823840458,Existing Customer,47,F,1,High School,Married,Unknown,Blue,43,4,2,2,1828,1517,311,0.661,4542,82,0.577,0.83, 791754258,Existing Customer,49,F,5,Graduate,Married,Unknown,Blue,43,4,3,2,2557,2351,206,0.807,4342,73,1.147,0.919, 789472833,Existing Customer,42,F,2,College,Divorced,Less than $40K,Blue,33,3,3,1,2283,1690,593,0.874,4377,64,0.488,0.74, 711099408,Existing Customer,35,F,4,High School,Single,Less than $40K,Blue,25,5,2,3,2684,1658,1026,0.669,4657,76,1,0.618, 745853283,Existing Customer,38,F,1,Graduate,Married,Unknown,Blue,31,3,1,3,7234,0,7234,0.899,5198,75,1.083,0, 717790233,Existing Customer,37,F,2,College,Single,$40K - $60K,Blue,26,3,2,3,1438.3,743,695.3,0.561,4730,80,0.778,0.517, 818791833,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,2730,1303,1427,1.308,4750,76,0.9,0.477, 714981483,Existing Customer,50,F,3,High School,Married,Unknown,Blue,38,4,2,1,2808,1720,1088,0.836,5137,81,0.723,0.613, 719373558,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,36,6,1,1,6275,0,6275,0.79,4308,75,0.786,0, 823609383,Existing Customer,43,F,4,College,Unknown,$40K - $60K,Blue,39,4,1,3,1438.3,0,1438.3,0.68,4528,83,1.128,0, 714408933,Attrited Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,2,10834,0,10834,0.522,2249,51,0.594,0, 713661933,Existing Customer,44,F,1,College,Married,Less than $40K,Blue,33,5,1,3,1522,0,1522,0.783,4835,70,0.489,0, 716218908,Existing Customer,48,F,4,Doctorate,Single,Unknown,Blue,39,6,1,1,2845,919,1926,0.652,2635,43,1.263,0.323, 818710233,Existing Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,6,2,3,2329,1271,1058,0.729,4382,70,0.667,0.546, 719463708,Existing Customer,47,F,1,Uneducated,Single,$40K - $60K,Blue,34,5,1,3,2099,1164,935,0.717,4471,80,0.667,0.555, 817958733,Existing Customer,42,F,2,Uneducated,Married,Unknown,Blue,37,6,1,1,5099,958,4141,0.607,4025,73,0.521,0.188, 708397008,Existing Customer,54,F,4,Graduate,Married,Unknown,Blue,43,3,2,3,3805,821,2984,0.807,4326,67,0.811,0.216, 720547533,Existing Customer,47,F,2,High School,Married,Unknown,Blue,32,3,2,1,11438,0,11438,0.815,4346,90,0.915,0, 708780783,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,33,4,3,3,2434,1169,1265,0.689,4739,76,0.81,0.48, 758178558,Existing Customer,44,F,3,Graduate,Single,Unknown,Blue,37,3,2,1,4703,1555,3148,0.932,4127,89,0.648,0.331, 716237508,Existing Customer,44,F,5,High School,Married,Unknown,Blue,36,4,3,2,5254,2507,2747,0.751,4501,64,0.641,0.477, 714735033,Existing Customer,45,F,5,Doctorate,Married,Less than $40K,Blue,34,4,2,2,1438.3,491,947.3,0.708,4376,84,0.787,0.341, 709726158,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,26,5,3,0,2206,1110,1096,0.746,5196,92,0.614,0.503, 770909433,Existing Customer,50,F,2,College,Married,$40K - $60K,Blue,37,6,2,1,3600,1904,1696,0.72,4946,75,0.531,0.529, 822121608,Existing Customer,46,M,2,High School,Unknown,$60K - $80K,Blue,42,3,3,2,7116,693,6423,0.759,4759,81,0.841,0.097, 717278808,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,28,4,2,1,1788,0,1788,1.001,3511,56,0.931,0, 712640583,Existing Customer,60,F,0,Doctorate,Married,Unknown,Blue,51,4,1,3,7508,2148,5360,0.89,4950,70,0.707,0.286, 716099958,Attrited Customer,39,F,5,Unknown,Married,$40K - $60K,Blue,31,3,3,6,3333,1867,1466,0.947,3348,50,0.282,0.56, 788772708,Existing Customer,50,F,2,Graduate,Married,Unknown,Blue,31,5,1,3,13745,0,13745,0.53,4432,61,0.605,0, 712795833,Attrited Customer,34,F,4,Graduate,Married,Less than $40K,Blue,36,2,2,4,5021,2517,2504,0.587,2270,40,0.481,0.501, 718892283,Existing Customer,43,M,2,Graduate,Married,$40K - $60K,Blue,34,3,2,1,4396,0,4396,0.592,4771,78,1.053,0, 720294258,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,30,4,2,2,2558,0,2558,0.728,4635,82,0.64,0, 721181883,Existing Customer,30,F,0,College,Single,Unknown,Blue,18,4,2,3,9641,0,9641,0.907,4710,75,0.667,0, 712098033,Existing Customer,38,F,1,Uneducated,Married,Unknown,Blue,36,3,3,1,12621,912,11709,0.64,4945,78,0.56,0.072, 712593933,Attrited Customer,40,M,3,Doctorate,Married,$40K - $60K,Blue,36,3,3,4,2313,0,2313,0.673,2249,42,0.312,0, 711343233,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,36,3,1,3,1438.3,1183,255.3,0.841,4551,65,0.667,0.822, 712394283,Existing Customer,44,F,4,Graduate,Divorced,Less than $40K,Blue,30,4,3,2,1791,1314,477,0.725,5109,79,0.756,0.734, 790021233,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,44,3,3,2,2300,1598,702,0.813,4287,84,0.714,0.695, 711890808,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,2,2526,2048,478,0.716,4267,72,0.8,0.811, 714164808,Attrited Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,33,4,3,2,2918,0,2918,0.559,2056,54,0.459,0, 825850383,Existing Customer,53,F,2,Graduate,Single,Unknown,Blue,49,4,2,3,6074,0,6074,0.697,4303,77,0.674,0, 789533133,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,37,5,1,2,4995,1766,3229,0.76,4389,82,0.864,0.354, 779523258,Existing Customer,34,M,2,Graduate,Married,$40K - $60K,Blue,17,6,2,1,3323,1062,2261,0.729,4610,78,0.773,0.32, 719617758,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,48,3,1,3,2464,1794,670,0.682,4610,76,0.9,0.728, 779858058,Existing Customer,34,F,2,Graduate,Unknown,Less than $40K,Blue,18,4,1,3,2730,0,2730,0.648,4530,72,0.714,0, 710423358,Existing Customer,35,F,1,College,Unknown,Unknown,Blue,29,4,3,3,1438.3,966,472.3,0.871,5249,81,0.761,0.672, 710500983,Attrited Customer,43,M,2,College,Single,$80K - $120K,Blue,34,2,4,3,4617,1035,3582,0.36,1779,35,0.591,0.224, 711851583,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,42,6,2,1,8220,1015,7205,1.063,4794,77,0.878,0.123, 779405133,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,29,4,3,1,5716,623,5093,0.673,4387,79,0.881,0.109, 719410083,Existing Customer,49,F,2,Unknown,Single,Less than $40K,Blue,36,4,3,0,1635,1220,415,0.565,4807,56,0.931,0.746, 796196733,Existing Customer,52,F,2,Unknown,Single,$40K - $60K,Blue,46,4,2,3,4259,0,4259,0.59,4389,80,0.702,0, 711904008,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,36,4,3,5,5869,0,5869,0.642,2203,41,0.519,0, 717666783,Attrited Customer,56,F,3,College,Single,Less than $40K,Blue,46,1,3,3,2272,1350,922,0.762,2354,49,0.96,0.594, 719911458,Existing Customer,49,F,5,High School,Married,Less than $40K,Blue,36,4,2,3,2598,1848,750,0.547,4396,78,0.814,0.711, 787506558,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,38,4,1,1,10762,703,10059,0.548,4509,71,0.543,0.065, 719046558,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,36,6,3,3,1982,1751,231,0.843,4313,62,0.676,0.883, 708291633,Existing Customer,33,F,2,Doctorate,Unknown,Unknown,Blue,21,3,3,3,4651,2499,2152,0.766,5097,79,0.795,0.537, 720731808,Attrited Customer,52,F,3,Graduate,Single,Less than $40K,Blue,38,2,3,4,2437,0,2437,0.912,3068,53,0.656,0, 745124658,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,35,5,2,1,2563,1579,984,0.924,4838,70,0.707,0.616, 789907533,Attrited Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,40,4,2,3,4576,193,4383,0.85,3100,54,0.742,0.042, 716466483,Existing Customer,44,F,3,Uneducated,Single,$40K - $60K,Blue,34,3,3,3,2245,1342,903,0.687,4624,87,0.706,0.598, 715919283,Attrited Customer,39,F,4,College,Single,$40K - $60K,Blue,36,3,2,3,1776,0,1776,0.518,2201,31,0.292,0, 756736008,Existing Customer,45,F,2,Post-Graduate,Married,Less than $40K,Blue,38,3,2,3,2911,1471,1440,0.871,4450,62,0.771,0.505, 772857558,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Blue,30,4,2,3,2257,896,1361,0.68,4618,94,0.516,0.397, 709246683,Existing Customer,62,M,1,Unknown,Single,Unknown,Blue,36,5,1,1,18457,2248,16209,0.578,3603,69,0.643,0.122, 714559458,Attrited Customer,46,M,4,College,Married,$60K - $80K,Blue,36,4,2,1,1681,0,1681,0.464,1953,48,0.5,0, 778405458,Existing Customer,52,F,2,High School,Single,Unknown,Blue,32,6,1,3,1461,0,1461,0.676,4633,80,0.778,0, 772150983,Attrited Customer,48,F,3,High School,Unknown,Less than $40K,Blue,37,4,2,1,2363,978,1385,0.662,2635,40,0.538,0.414, 715128408,Existing Customer,49,F,2,Unknown,Married,Less than $40K,Blue,36,5,3,3,1438.3,863,575.3,0.605,4482,67,0.914,0.6, 717856983,Existing Customer,42,F,5,Uneducated,Married,Unknown,Blue,29,3,2,3,1840,1267,573,0.605,4515,76,0.49,0.689, 778231983,Existing Customer,49,F,4,Unknown,Single,$40K - $60K,Blue,39,6,2,3,7382,1326,6056,0.806,4792,65,0.667,0.18, 823908858,Existing Customer,51,M,4,Unknown,Married,$80K - $120K,Blue,47,4,3,2,3861,622,3239,0.794,4816,81,0.976,0.161, 798011733,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,47,4,1,2,1562,751,811,0.925,4574,81,0.976,0.481, 717945108,Existing Customer,49,F,3,Graduate,Unknown,$40K - $60K,Blue,36,6,1,2,3088,1477,1611,0.748,5095,77,0.833,0.478, 712560558,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,42,5,2,1,1438.3,0,1438.3,0.612,4660,87,0.891,0, 711391308,Existing Customer,46,F,4,Uneducated,Married,$40K - $60K,Blue,34,6,3,3,2168,1704,464,0.725,4584,92,0.769,0.786, 717688233,Existing Customer,34,F,4,High School,Married,$40K - $60K,Blue,28,6,1,0,2432,851,1581,0.873,4760,69,0.917,0.35, 721093608,Existing Customer,44,M,2,High School,Single,$40K - $60K,Blue,31,5,1,1,2197,0,2197,0.921,4548,64,0.641,0, 712669983,Existing Customer,39,M,3,Graduate,Single,$80K - $120K,Blue,30,5,3,3,10009,1604,8405,0.449,4347,75,0.786,0.16, 790017858,Existing Customer,47,F,3,Post-Graduate,Unknown,$40K - $60K,Blue,36,6,1,2,3979,1319,2660,0.85,4598,67,0.634,0.331, 712012758,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,41,5,1,3,2189,1860,329,0.834,4195,81,0.653,0.85, 720249183,Existing Customer,46,F,2,Graduate,Single,Unknown,Blue,31,5,2,3,8243,927,7316,0.568,4503,90,0.765,0.112, 821813058,Existing Customer,42,M,1,High School,Divorced,$80K - $120K,Blue,38,4,2,1,11946,1172,10774,0.614,4862,77,0.878,0.098, 778152108,Existing Customer,31,F,0,High School,Single,Less than $40K,Blue,23,4,2,3,2239,1256,983,0.605,4986,83,0.976,0.561, 720563958,Existing Customer,48,F,3,Post-Graduate,Married,Unknown,Blue,38,6,1,3,4025,0,4025,0.887,4445,92,0.673,0, 719633508,Existing Customer,52,F,1,Doctorate,Married,Less than $40K,Blue,39,3,1,1,1663,0,1663,0.707,4875,86,0.654,0, 716689383,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,26,4,1,1,3649,929,2720,0.633,3964,77,0.75,0.255, 711420258,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,36,5,3,2,1438.3,0,1438.3,0.705,4432,71,0.651,0, 713177808,Existing Customer,57,F,3,College,Single,Less than $40K,Blue,51,5,1,0,2894,0,2894,0.886,5405,87,0.706,0, 708897408,Existing Customer,46,M,3,College,Single,$60K - $80K,Blue,36,4,2,3,1621,787,834,0.551,4719,73,0.738,0.486, 710855508,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,33,4,3,1,2740,1786,954,0.597,4327,70,1.333,0.652, 710115108,Existing Customer,45,F,2,Graduate,Unknown,$40K - $60K,Blue,37,5,2,3,5562,1556,4006,0.751,4568,76,0.767,0.28, 713920158,Attrited Customer,41,F,3,Uneducated,Unknown,Unknown,Blue,36,2,3,1,13733,0,13733,0.325,1591,30,0.875,0, 715303608,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,36,5,2,1,2374,1332,1042,0.686,4253,81,0.884,0.561, 710897133,Existing Customer,51,F,3,Unknown,Unknown,Less than $40K,Blue,36,5,2,2,2267,1357,910,0.697,4464,85,0.735,0.599, 772813458,Existing Customer,48,F,3,Graduate,Married,Unknown,Blue,39,3,1,2,6130,1741,4389,0.578,4264,63,0.658,0.284, 712998033,Attrited Customer,37,M,3,High School,Single,$120K +,Blue,36,3,2,2,7361,0,7361,0.59,2109,44,0.571,0, 712843983,Attrited Customer,41,F,2,College,Divorced,Less than $40K,Blue,36,3,3,4,1569,257,1312,0.408,2288,45,0.667,0.164, 717947508,Existing Customer,47,M,3,Uneducated,Divorced,$80K - $120K,Blue,34,5,1,3,1626,1013,613,0.826,5262,83,0.729,0.623, 719279208,Existing Customer,35,F,1,Unknown,Married,Less than $40K,Blue,36,3,1,2,2158,1299,859,0.733,4946,73,0.973,0.602, 711365133,Existing Customer,43,M,1,Unknown,Single,$60K - $80K,Blue,31,4,3,1,2283,1470,813,0.935,5100,76,0.689,0.644, 720328008,Existing Customer,57,F,1,High School,Unknown,$40K - $60K,Blue,42,3,1,1,2542,1884,658,0.715,4518,88,1.095,0.741, 718183833,Existing Customer,30,F,1,Graduate,Single,Less than $40K,Blue,18,4,2,1,1438.3,0,1438.3,0.6,4322,68,0.619,0, 717985158,Existing Customer,47,M,2,Graduate,Unknown,$40K - $60K,Blue,37,3,3,1,2335,1373,962,0.876,4267,81,0.653,0.588, 771928608,Existing Customer,34,M,1,Uneducated,Single,$60K - $80K,Blue,23,6,1,1,2033,1832,201,0.938,4110,74,0.947,0.901, 713355708,Existing Customer,41,F,3,High School,Married,Unknown,Blue,31,4,6,3,4739,1878,2861,0.719,5238,84,0.826,0.396, 816761433,Existing Customer,36,M,2,College,Single,$80K - $120K,Blue,31,5,2,3,5821,764,5057,0.688,5291,96,0.684,0.131, 714245358,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,2,2182,1566,616,0.574,3935,77,0.711,0.718, 716313858,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,36,6,4,0,3319,913,2406,0.612,4560,84,1.049,0.275, 714868608,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,36,6,3,1,3021,1530,1491,0.731,4105,76,0.767,0.506, 717273333,Existing Customer,49,M,5,College,Married,$80K - $120K,Blue,37,3,2,2,29219,0,29219,0.77,4575,84,0.68,0, 711631158,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,42,6,2,2,1438.3,869,569.3,0.821,4664,77,0.878,0.604, 714127383,Attrited Customer,48,F,3,Unknown,Unknown,Unknown,Blue,36,3,3,2,4431,2517,1914,0.499,2185,48,0.371,0.568, 790204983,Existing Customer,46,F,2,Graduate,Married,Unknown,Blue,40,4,5,3,3131,0,3131,0.811,4507,93,0.632,0, 822051858,Existing Customer,26,F,0,Graduate,Single,Less than $40K,Blue,22,3,1,3,1486,0,1486,0.734,4535,82,0.907,0, 715144383,Existing Customer,40,F,3,High School,Single,Unknown,Blue,36,3,3,2,6384,2034,4350,0.493,4413,83,0.886,0.319, 717971208,Existing Customer,39,F,5,Graduate,Single,Less than $40K,Blue,28,3,3,2,2077,0,2077,0.59,3647,69,0.917,0, 718829358,Existing Customer,40,F,3,Uneducated,Divorced,$40K - $60K,Blue,32,3,1,2,1956,958,998,0.789,4977,76,0.854,0.49, 779380908,Attrited Customer,51,M,1,Unknown,Married,$80K - $120K,Blue,39,4,3,4,24462,946,23516,0.475,1709,37,0.542,0.039, 714144258,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,1,2725,2517,208,0.482,4430,66,0.692,0.924, 797666358,Existing Customer,46,F,4,Uneducated,Unknown,$40K - $60K,Blue,40,6,3,1,1474,843,631,0.751,4452,65,1.097,0.572, 709965858,Existing Customer,46,M,1,High School,Married,$120K +,Blue,28,4,3,3,9880,1792,8088,0.804,4609,80,0.951,0.181, 779980758,Existing Customer,58,M,2,High School,Divorced,$60K - $80K,Blue,46,6,2,0,2467,1176,1291,0.811,4744,73,0.921,0.477, 811775883,Existing Customer,46,M,4,Graduate,Divorced,$60K - $80K,Blue,41,4,2,1,5397,2336,3061,0.67,4734,96,0.846,0.433, 799720158,Existing Customer,50,M,1,Graduate,Single,$80K - $120K,Blue,44,3,3,2,3370,1133,2237,0.722,4726,86,0.686,0.336, 713011683,Attrited Customer,37,F,3,College,Married,Unknown,Blue,24,4,2,4,11239,0,11239,0.32,2055,43,0.162,0, 713503983,Existing Customer,55,F,3,College,Married,$40K - $60K,Blue,36,5,1,3,2240,1231,1009,0.637,3623,71,0.69,0.55, 712137033,Existing Customer,52,F,2,College,Married,Unknown,Blue,45,5,1,2,2737,1719,1018,0.657,4725,63,0.615,0.628, 715910883,Existing Customer,48,F,1,High School,Married,Less than $40K,Blue,40,5,4,3,4170,1384,2786,0.77,4532,94,0.649,0.332, 718142958,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,27,3,3,2,21839,960,20879,0.566,5623,94,0.516,0.044, 719359458,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,42,6,3,2,1991,0,1991,0.954,4527,66,0.61,0, 714869958,Existing Customer,55,M,2,Uneducated,Single,$120K +,Blue,36,6,2,3,29795,2364,27431,0.759,3949,71,0.919,0.079, 771163533,Existing Customer,52,F,1,Unknown,Married,$40K - $60K,Blue,39,3,2,1,1438.3,635,803.3,0.744,4617,79,0.927,0.441, 709028208,Existing Customer,44,F,2,Graduate,Married,Unknown,Blue,37,6,3,2,24221,1274,22947,0.452,3361,63,0.853,0.053, 719834208,Existing Customer,42,M,2,Graduate,Married,$60K - $80K,Blue,35,6,1,2,2131,1288,843,0.797,4264,81,0.841,0.604, 779305008,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,23,3,2,2,2787,2053,734,0.76,4949,76,0.551,0.737, 714506583,Existing Customer,48,F,4,Graduate,Unknown,Less than $40K,Blue,38,4,3,1,1438.3,0,1438.3,0.647,4601,78,0.625,0, 712677633,Attrited Customer,42,F,0,Uneducated,Divorced,Unknown,Blue,31,3,3,4,2712,0,2712,0.724,2307,28,0.474,0, 708450033,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,13,6,2,1,2605,2269,336,0.881,5298,79,0.837,0.871, 719606133,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Blue,31,3,2,1,5169,2296,2873,0.773,4656,88,0.796,0.444, 789772983,Existing Customer,49,M,3,College,Unknown,$80K - $120K,Blue,38,3,3,3,4694,0,4694,0.582,3798,56,1.24,0, 720656883,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,40,3,3,1,1848,501,1347,0.653,4600,69,0.683,0.271, 718108758,Existing Customer,43,M,2,Unknown,Single,$60K - $80K,Blue,36,3,1,2,6039,1759,4280,0.479,4538,86,0.654,0.291, 709408983,Existing Customer,54,M,2,High School,Married,$120K +,Blue,42,3,2,3,5256,889,4367,0.559,5078,91,0.685,0.169, 771592458,Existing Customer,48,F,1,Graduate,Unknown,Less than $40K,Blue,36,6,2,3,1708,1059,649,0.764,4880,79,0.795,0.62, 778932633,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,40,5,3,2,1629,1185,444,0.766,4897,83,0.886,0.727, 708669408,Existing Customer,54,M,5,College,Single,$60K - $80K,Blue,45,6,1,3,20401,0,20401,0.723,4637,75,0.562,0, 779947908,Existing Customer,56,M,2,Graduate,Divorced,$120K +,Blue,45,3,3,1,3296,1435,1861,0.968,4327,66,0.737,0.435, 716007708,Existing Customer,48,M,2,Graduate,Married,$120K +,Blue,37,3,1,2,8956,1279,7677,0.864,4814,73,1.212,0.143, 767574108,Existing Customer,49,F,1,College,Married,Less than $40K,Blue,43,4,3,2,1438.3,786,652.3,0.609,4094,64,0.561,0.546, 720777558,Existing Customer,46,F,4,Graduate,Single,Less than $40K,Blue,38,6,2,2,2671,1713,958,0.732,4519,79,0.795,0.641, 816841083,Existing Customer,58,F,3,College,Married,Less than $40K,Blue,53,4,3,1,2493,1566,927,0.767,4867,90,0.607,0.628, 778849908,Existing Customer,59,F,1,Doctorate,Married,Less than $40K,Blue,40,3,3,1,2687,2452,235,0.817,4697,81,0.761,0.913, 708745983,Existing Customer,37,F,2,Unknown,Married,$40K - $60K,Blue,36,4,2,2,2208,1559,649,0.51,4686,81,0.761,0.706, 713381433,Attrited Customer,38,F,1,High School,Married,Less than $40K,Blue,28,3,3,3,4196,731,3465,0.485,1868,30,0.2,0.174, 779404383,Existing Customer,47,F,5,Uneducated,Divorced,Unknown,Blue,36,6,2,3,12581,1235,11346,0.611,4427,76,1.303,0.098, 718607883,Existing Customer,41,M,3,Post-Graduate,Single,$80K - $120K,Blue,30,4,2,2,17890,2517,15373,0.983,4831,81,0.8,0.141, 710542983,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,21,4,6,0,1930,0,1930,0.815,5033,87,0.582,0, 709769283,Existing Customer,36,F,4,Unknown,Divorced,Unknown,Blue,16,6,3,3,8513,0,8513,0.631,4162,70,1,0, 721253508,Existing Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,6,3,1,9599,2356,7243,0.791,4754,84,0.68,0.245, 801037833,Existing Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,32,6,2,3,3192,2517,675,0.658,4236,87,0.891,0.789, 711452583,Existing Customer,43,F,4,Graduate,Unknown,Unknown,Blue,36,6,5,1,2778,2517,261,0.796,4575,60,0.714,0.906, 716697708,Attrited Customer,61,F,1,High School,Single,Unknown,Blue,52,3,2,4,3293,0,3293,0.838,3121,56,0.867,0, 708176208,Existing Customer,48,F,1,Graduate,Married,$40K - $60K,Blue,36,4,4,1,7268,0,7268,0.691,4199,80,0.905,0, 716474358,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,35,5,3,2,1721,729,992,0.902,4853,74,0.644,0.424, 713121408,Existing Customer,38,M,3,College,Married,$80K - $120K,Blue,30,5,3,2,3976,1667,2309,0.929,4372,69,0.683,0.419, 794567133,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,35,5,2,3,1954,808,1146,0.826,4897,70,0.795,0.414, 717609633,Existing Customer,44,M,3,Unknown,Married,$120K +,Blue,32,6,2,2,12725,1759,10966,1.056,4139,58,0.812,0.138, 708899283,Existing Customer,40,F,3,Uneducated,Single,Unknown,Blue,28,3,3,3,2690,1935,755,0.593,4917,81,0.653,0.719, 772415808,Existing Customer,48,F,5,Post-Graduate,Married,$40K - $60K,Blue,38,3,3,1,2926,716,2210,0.949,4219,78,0.592,0.245, 716176683,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,33,5,1,1,2371,1748,623,0.663,4460,78,1.053,0.737, 709245783,Existing Customer,44,F,3,Graduate,Married,Unknown,Blue,27,5,1,1,7751,1965,5786,0.782,4543,90,0.731,0.254, 720507108,Attrited Customer,42,F,3,College,Married,Less than $40K,Blue,28,3,3,2,1601,0,1601,0.63,2339,41,0.414,0, 716751858,Attrited Customer,34,F,1,Unknown,Married,Less than $40K,Blue,36,2,3,3,2401,496,1905,0.647,2597,40,0.379,0.207, 712829808,Attrited Customer,39,M,3,Uneducated,Married,$60K - $80K,Blue,29,4,3,4,2187,0,2187,0.467,2031,40,0.333,0, 711900033,Existing Customer,57,F,0,Doctorate,Married,Unknown,Blue,46,5,2,1,4661,1734,2927,0.789,5242,81,1.382,0.372, 712566258,Existing Customer,40,F,2,Post-Graduate,Divorced,Unknown,Blue,27,6,3,1,8494,2023,6471,0.871,4486,77,0.974,0.238, 712732908,Existing Customer,36,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,1,2262,1450,812,0.735,4116,84,0.787,0.641, 717908208,Existing Customer,43,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,1,2,2525,1595,930,0.78,4859,82,0.864,0.632, 826136283,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,34,3,3,2,2450,1981,469,0.712,4352,66,0.784,0.809, 778714833,Existing Customer,36,F,4,College,Married,Unknown,Blue,18,4,3,2,3926,1760,2166,0.874,4890,92,0.704,0.448, 779302233,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,22,4,2,3,1438.3,0,1438.3,0.695,2502,45,0.452,0, 778659108,Existing Customer,51,F,2,High School,Single,Unknown,Blue,31,6,2,1,4789,2203,2586,0.847,4718,81,0.976,0.46, 720374808,Existing Customer,41,F,2,Unknown,Unknown,Less than $40K,Blue,34,6,3,3,2864,1928,936,0.769,4641,78,0.66,0.673, 719592483,Existing Customer,43,F,5,Graduate,Single,Unknown,Blue,34,6,6,3,4607,2440,2167,0.646,4825,77,0.878,0.53, 714702033,Existing Customer,43,F,4,Graduate,Unknown,Less than $40K,Blue,34,5,3,3,1971,979,992,1.024,5446,75,0.974,0.497, 717042333,Attrited Customer,53,F,2,College,Married,Less than $40K,Blue,44,3,3,3,1473,0,1473,0.92,2836,48,0.6,0, 779122908,Existing Customer,55,F,3,Graduate,Single,$40K - $60K,Blue,37,5,1,2,3187,1437,1750,0.79,4511,82,0.822,0.451, 710676483,Existing Customer,38,F,2,Unknown,Married,Less than $40K,Blue,36,4,2,2,5589,0,5589,0.787,4064,77,0.711,0, 827712108,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,38,5,1,2,2346,1373,973,0.73,4432,72,0.756,0.585, 769200858,Existing Customer,34,F,4,Graduate,Single,Less than $40K,Blue,28,3,2,3,1438.3,0,1438.3,0.726,4626,86,0.792,0, 779114283,Existing Customer,40,F,5,High School,Single,Less than $40K,Blue,22,3,1,2,1826,944,882,0.686,4528,65,0.667,0.517, 771061008,Attrited Customer,40,F,2,Doctorate,Married,$40K - $60K,Blue,27,4,2,3,2208,0,2208,0.695,2659,56,0.806,0, 716201133,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,36,4,3,1,1476,0,1476,0.592,4279,76,0.767,0, 817968783,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,46,6,3,1,2927,1499,1428,0.649,4670,70,0.944,0.512, 826480308,Existing Customer,53,M,3,Graduate,Unknown,$80K - $120K,Blue,49,5,2,1,4778,1869,2909,0.743,5489,74,0.805,0.391, 720307683,Existing Customer,43,F,4,Graduate,Divorced,Less than $40K,Blue,36,3,2,2,1438.3,743,695.3,0.624,4484,78,0.625,0.517, 709618308,Existing Customer,46,F,3,High School,Single,$40K - $60K,Silver,40,4,3,1,16239,1487,14752,0.531,3838,48,0.6,0.092, 710119233,Existing Customer,37,M,1,High School,Married,$120K +,Blue,26,5,2,1,11726,1925,9801,0.855,4186,63,0.703,0.164, 789419658,Existing Customer,47,F,4,College,Married,Unknown,Blue,38,3,2,1,1438.3,0,1438.3,0.68,4503,89,0.978,0, 789800358,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,34,6,1,3,2647,1288,1359,0.765,4730,78,0.857,0.487, 715466133,Existing Customer,50,F,1,Doctorate,Married,Unknown,Blue,40,3,3,1,2492,1410,1082,0.835,4374,75,0.974,0.566, 717659883,Existing Customer,46,F,2,Graduate,Single,Unknown,Blue,36,3,3,3,2418,1106,1312,0.963,3541,64,0.882,0.457, 781942983,Existing Customer,50,M,1,Unknown,Single,$120K +,Blue,44,5,3,1,17827,0,17827,0.846,5010,88,0.725,0, 712755783,Existing Customer,49,F,1,Graduate,Divorced,$40K - $60K,Blue,40,3,2,3,1438.3,0,1438.3,0.675,3886,77,0.75,0, 779551533,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,39,4,3,3,1764,0,1764,0.651,4857,92,0.804,0, 714405183,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,2,1776,1519,257,0.917,4295,60,0.622,0.855, 801783108,Existing Customer,46,M,3,College,Married,$120K +,Blue,40,6,3,3,1438.3,0,1438.3,0.681,4833,69,0.769,0, 779839758,Existing Customer,47,F,2,Post-Graduate,Single,Unknown,Blue,31,3,2,3,1491,0,1491,0.716,4634,92,0.804,0, 820648608,Existing Customer,46,F,2,Post-Graduate,Married,Less than $40K,Blue,41,3,1,3,2552,1879,673,0.888,4153,79,0.795,0.736, 787587033,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,32,3,1,2,2996,1992,1004,0.948,4463,87,0.74,0.665, 813967983,Existing Customer,44,F,2,College,Married,$40K - $60K,Blue,39,4,1,2,1701,775,926,0.847,4471,71,0.614,0.456, 718067658,Existing Customer,53,F,3,Unknown,Single,Unknown,Blue,40,6,3,1,3998,0,3998,0.638,4223,79,0.717,0, 709952658,Existing Customer,46,F,3,Graduate,Unknown,Less than $40K,Blue,33,6,3,2,3025,2491,534,0.45,4460,62,0.722,0.823, 720824883,Attrited Customer,48,F,1,Unknown,Single,Less than $40K,Blue,40,3,1,2,3251,2517,734,0.739,2483,50,0.471,0.774, 789631908,Existing Customer,51,M,4,High School,Single,$60K - $80K,Blue,45,3,1,2,3031,1787,1244,1.006,4690,85,0.7,0.59, 789089958,Existing Customer,57,M,2,High School,Single,$60K - $80K,Silver,45,5,2,3,33211,0,33211,0.732,3662,81,0.761,0, 715847058,Attrited Customer,59,F,2,Uneducated,Divorced,Less than $40K,Blue,36,3,3,3,1863,1853,10,0.829,2462,40,0.29,0.995, 721256808,Existing Customer,35,F,2,Unknown,Single,Less than $40K,Blue,20,6,1,2,2691,1935,756,0.681,4365,86,0.911,0.719, 721269108,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,33,5,3,3,2288,1249,1039,0.605,4504,87,0.706,0.546, 712770408,Attrited Customer,42,F,2,Graduate,Unknown,Less than $40K,Blue,36,6,3,2,3413,0,3413,0.593,2285,40,0.429,0, 767958933,Existing Customer,40,M,4,College,Married,$40K - $60K,Silver,34,3,2,1,15471,1291,14180,0.651,3993,77,0.674,0.083, 779866458,Existing Customer,40,F,5,Uneducated,Married,Less than $40K,Blue,24,6,1,1,2038,793,1245,0.682,3513,67,0.634,0.389, 721246833,Existing Customer,47,F,3,Unknown,Unknown,Less than $40K,Blue,36,6,2,3,1953,1089,864,0.859,4636,70,0.707,0.558, 710752233,Attrited Customer,43,F,5,High School,Unknown,$40K - $60K,Blue,24,3,2,2,4430,2203,2227,1.046,2742,49,0.4,0.497, 709813008,Existing Customer,44,F,3,High School,Unknown,Less than $40K,Blue,35,5,3,0,3398,2415,983,0.891,4509,93,0.661,0.711, 710219658,Existing Customer,48,F,3,Doctorate,Married,Unknown,Blue,44,4,3,3,2021,1186,835,0.616,4633,74,0.574,0.587, 789121233,Existing Customer,53,F,2,Unknown,Single,Less than $40K,Blue,41,5,1,3,2329,2290,39,0.533,4609,76,0.767,0.983, 715146558,Attrited Customer,34,F,2,College,Married,Less than $40K,Blue,36,1,3,2,1696,0,1696,0.782,2325,56,0.556,0, 720205608,Existing Customer,52,F,1,Uneducated,Married,Unknown,Blue,36,6,1,1,4222,0,4222,0.523,4487,77,1.081,0, 778606308,Attrited Customer,45,M,3,Uneducated,Divorced,$80K - $120K,Blue,25,2,2,3,6614,1881,4733,0.737,3016,51,0.645,0.284, 710438358,Attrited Customer,42,F,1,Uneducated,Single,Less than $40K,Blue,35,4,3,3,3241,0,3241,0.442,2152,43,0.303,0, 712562433,Attrited Customer,48,F,2,Unknown,Married,Less than $40K,Blue,30,3,3,3,4204,0,4204,0.703,2316,43,0.536,0, 718186233,Existing Customer,34,F,3,Uneducated,Single,Less than $40K,Blue,26,4,2,3,3234,971,2263,0.79,3989,71,0.868,0.3, 713717283,Attrited Customer,40,F,3,Unknown,Single,$40K - $60K,Blue,29,3,3,3,2473,2332,141,0.293,1738,32,0.455,0.943, 713822208,Attrited Customer,42,M,2,High School,Single,$60K - $80K,Blue,33,3,3,3,4836,493,4343,0.417,1870,45,0.406,0.102, 710466633,Existing Customer,55,F,3,High School,Married,Less than $40K,Blue,44,5,1,1,1438.3,0,1438.3,0.575,4755,76,0.9,0, 711153783,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,1,1438.3,541,897.3,0.821,4173,70,1.188,0.376, 718230933,Attrited Customer,45,M,4,Graduate,Single,Less than $40K,Blue,36,5,2,3,1438.3,1060,378.3,0.301,1253,29,0.318,0.737, 788885133,Existing Customer,57,F,3,College,Unknown,Less than $40K,Silver,42,6,1,1,12675,2422,10253,0.642,3912,63,0.575,0.191, 711637458,Attrited Customer,44,F,3,High School,Single,Less than $40K,Blue,36,2,3,3,2228,0,2228,0.686,2523,45,0.607,0, 719532108,Existing Customer,40,F,5,High School,Married,Less than $40K,Blue,31,4,2,2,2813,2208,605,0.877,4491,68,0.744,0.785, 757643733,Existing Customer,42,F,2,Post-Graduate,Single,Less than $40K,Blue,35,6,3,2,3223,0,3223,0.593,4916,79,0.717,0, 715122858,Existing Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,3,2653,0,2653,0.969,5052,81,0.761,0, 708384033,Attrited Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,35,3,3,3,2745,2463,282,0.643,2466,39,0.345,0.897, 708273858,Existing Customer,40,M,3,Graduate,Divorced,$120K +,Blue,30,3,2,1,34516,0,34516,0.643,3734,80,0.86,0, 803952408,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,47,6,3,2,2516,1486,1030,0.503,3987,77,0.54,0.591, 778394358,Existing Customer,46,F,2,High School,Divorced,Less than $40K,Blue,26,4,3,1,1870,1785,85,0.696,4347,88,0.76,0.955, 713180433,Existing Customer,56,F,2,Graduate,Single,Unknown,Blue,48,5,3,2,3934,2517,1417,0.682,4837,87,0.673,0.64, 787458783,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,35,5,3,2,3038,2133,905,0.689,4784,83,0.694,0.702, 720315933,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,3,2,3,1982,1276,706,0.897,5136,76,0.949,0.644, 713677158,Attrited Customer,31,F,1,Graduate,Divorced,Unknown,Blue,22,2,2,3,1623,0,1623,0.501,2126,45,0.364,0, 739828308,Existing Customer,55,M,3,Uneducated,Single,$120K +,Blue,48,5,2,2,3088,1743,1345,0.766,3906,68,0.659,0.564, 720959058,Existing Customer,44,F,3,Unknown,Single,Unknown,Blue,33,5,3,1,8064,2417,5647,0.644,4412,67,0.861,0.3, 718090233,Attrited Customer,56,F,3,Graduate,Single,Unknown,Blue,36,3,3,3,10016,1872,8144,0.735,2804,37,0.542,0.187, 789939558,Existing Customer,54,F,2,College,Married,Unknown,Blue,45,5,3,2,4523,1841,2682,0.534,5112,87,0.706,0.407, 714169908,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,34,5,2,1,1944,1140,804,0.582,4921,82,0.907,0.586, 796145133,Existing Customer,46,F,2,Uneducated,Married,Unknown,Blue,40,3,2,2,6083,1716,4367,0.618,4528,86,0.755,0.282, 789233808,Existing Customer,38,F,3,Graduate,Married,Unknown,Blue,27,6,2,2,2425,1396,1029,0.899,4568,74,0.897,0.576, 709071408,Existing Customer,56,F,5,Graduate,Single,$40K - $60K,Blue,37,4,2,1,2607,1702,905,0.802,4949,74,0.762,0.653, 815830083,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,48,6,2,1,1953,1215,738,0.667,4253,72,0.8,0.622, 715932708,Existing Customer,41,M,3,Unknown,Unknown,$60K - $80K,Blue,36,4,3,1,5813,1614,4199,0.696,4365,75,0.875,0.278, 715281933,Existing Customer,43,F,3,High School,Single,Less than $40K,Blue,36,3,3,2,1438.3,0,1438.3,0.689,4401,73,0.698,0, 787529583,Attrited Customer,41,F,5,Unknown,Married,$40K - $60K,Blue,30,5,2,3,1588,0,1588,0.634,2561,61,0.649,0, 717446208,Existing Customer,62,F,0,High School,Single,Less than $40K,Blue,36,6,2,1,3749,1980,1769,0.706,5083,69,0.643,0.528, 715236783,Existing Customer,42,F,4,College,Divorced,$40K - $60K,Blue,36,4,3,2,3734,2517,1217,0.724,4792,87,0.74,0.674, 804583833,Existing Customer,56,F,2,High School,Married,Unknown,Blue,51,4,1,3,1796,1243,553,0.768,4316,87,0.891,0.692, 713772333,Attrited Customer,45,F,3,Unknown,Divorced,Less than $40K,Blue,34,4,3,1,3223,243,2980,0.433,1979,38,0.462,0.075, 715321983,Existing Customer,33,F,2,Doctorate,Married,$40K - $60K,Blue,36,4,2,1,2748,1867,881,0.816,4314,75,1.027,0.679, 717773433,Existing Customer,57,F,0,Graduate,Married,Less than $40K,Blue,45,6,1,2,2448,0,2448,0.606,5464,98,0.607,0, 778632933,Existing Customer,49,F,3,College,Married,Less than $40K,Blue,29,6,1,2,2548,1998,550,0.679,4702,79,0.927,0.784, 808527183,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,41,4,1,1,1489,949,540,0.65,4669,94,0.741,0.637, 714514008,Attrited Customer,38,F,1,Graduate,Married,Unknown,Blue,29,3,3,3,8953,0,8953,0.403,1982,43,0.303,0, 711669258,Attrited Customer,50,F,3,Uneducated,Single,Unknown,Blue,36,2,3,3,3187,986,2201,0.615,2381,47,0.516,0.309, 797218233,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,45,5,1,0,1757,0,1757,0.533,4550,82,0.547,0, 710612583,Existing Customer,52,M,4,High School,Unknown,$60K - $80K,Blue,36,6,3,2,2597,1740,857,0.71,5037,80,0.778,0.67, 712613808,Existing Customer,45,F,5,College,Single,Unknown,Blue,32,3,3,3,5999,658,5341,0.638,4283,69,0.605,0.11, 807173358,Existing Customer,56,F,0,Post-Graduate,Married,Less than $40K,Blue,51,4,2,3,3617,878,2739,0.777,5416,76,0.9,0.243, 778349883,Existing Customer,56,F,0,Uneducated,Single,Less than $40K,Blue,36,4,3,1,3219,2114,1105,0.655,4188,75,0.667,0.657, 720592533,Attrited Customer,41,M,4,Graduate,Unknown,$80K - $120K,Blue,31,3,3,2,19782,868,18914,0.808,2535,44,0.467,0.044, 714668433,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,36,4,3,1,2522,1898,624,0.674,4122,67,0.763,0.753, 720967233,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,29,4,1,1,3327,2517,810,0.793,4901,88,0.913,0.757, 718629858,Existing Customer,42,F,2,Uneducated,Married,Unknown,Blue,32,5,5,3,4708,0,4708,0.718,4597,89,0.679,0, 737962608,Existing Customer,48,F,4,College,Divorced,Less than $40K,Blue,41,4,3,2,3745,2517,1228,0.672,4550,78,0.857,0.672, 778207083,Attrited Customer,53,M,4,Uneducated,Single,$80K - $120K,Blue,44,3,3,2,11561,2189,9372,0.742,2153,39,0.5,0.189, 778781508,Attrited Customer,44,F,2,High School,Married,Unknown,Blue,32,4,3,3,8477,2517,5960,0.717,2455,41,0.64,0.297, 714142158,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,48,2,2,1,2120,1411,709,0.665,3882,92,0.643,0.666, 715390608,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,5,3,2,2867,1209,1658,0.727,5311,81,0.976,0.422, 715243458,Existing Customer,45,F,2,Graduate,Single,$40K - $60K,Blue,36,5,3,1,2293,1304,989,0.708,5047,94,0.679,0.569, 715418508,Existing Customer,51,M,1,Uneducated,Single,$120K +,Blue,36,2,1,3,8671,590,8081,0.693,4399,72,0.756,0.068, 711164508,Existing Customer,49,F,1,Graduate,Divorced,Unknown,Silver,43,1,3,1,34516,1163,33353,0.725,3941,71,0.821,0.034, 713239308,Existing Customer,43,F,2,High School,Married,Unknown,Blue,36,2,3,3,2679,1694,985,0.603,4640,85,0.809,0.632, 712323183,Existing Customer,38,M,3,Unknown,Married,$80K - $120K,Blue,22,2,2,1,3224,0,3224,0.761,3738,63,0.658,0, 797410983,Existing Customer,45,F,3,High School,Married,Unknown,Blue,39,1,2,2,1438.3,745,693.3,0.83,5020,83,0.766,0.518, 721167783,Existing Customer,54,M,4,High School,Single,$80K - $120K,Blue,39,1,3,3,7773,2465,5308,0.788,4272,69,1.029,0.317, 712130058,Attrited Customer,44,F,4,Uneducated,Single,Unknown,Blue,36,3,3,4,8075,317,7758,0.585,2415,41,0.577,0.039, 714060408,Existing Customer,57,F,3,High School,Single,Unknown,Blue,37,3,1,2,3052,1603,1449,0.776,4210,82,0.907,0.525, 715515333,Existing Customer,51,M,3,Graduate,Married,$120K +,Blue,42,2,1,3,7932,2140,5792,0.554,4024,92,0.614,0.27, 806970033,Existing Customer,48,M,3,High School,Unknown,$40K - $60K,Blue,43,2,2,3,1753,1434,319,0.805,4588,77,1.026,0.818, 817337958,Existing Customer,48,F,5,Doctorate,Married,Less than $40K,Blue,33,2,1,3,5814,1176,4638,0.627,3796,74,1.056,0.202, 788132208,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,38,3,2,1,1989,1003,986,0.677,5070,70,0.75,0.504, 812653383,Existing Customer,55,F,1,College,Single,$40K - $60K,Blue,50,3,3,3,1843,1520,323,0.864,4729,92,0.704,0.825, 709762908,Existing Customer,52,F,1,Uneducated,Married,Unknown,Blue,40,2,2,1,1438.3,1228,210.3,0.659,4991,78,0.902,0.854, 717114708,Existing Customer,34,F,0,Graduate,Married,$40K - $60K,Blue,26,3,3,2,2991,1830,1161,0.777,4414,77,0.878,0.612, 767388783,Existing Customer,43,M,3,High School,Married,$60K - $80K,Blue,36,3,3,1,9560,0,9560,0.802,4601,66,0.571,0, 794719983,Attrited Customer,44,F,4,High School,Unknown,Less than $40K,Blue,38,2,2,3,2616,2505,111,0.828,2576,42,0.5,0.958, 778378983,Attrited Customer,54,F,1,Graduate,Single,Less than $40K,Blue,34,5,2,2,2939,2152,787,0.555,2476,42,0.355,0.732, 773275083,Existing Customer,49,F,3,College,Married,Unknown,Blue,37,2,3,0,3085,966,2119,0.777,4765,79,0.646,0.313, 719971458,Existing Customer,49,M,5,Graduate,Single,$80K - $120K,Blue,41,2,3,2,5275,1490,3785,0.533,4213,74,1.114,0.282, 721001883,Existing Customer,41,M,3,Uneducated,Married,$60K - $80K,Blue,30,3,1,2,1950,1618,332,0.75,3357,47,0.88,0.83, 778245633,Existing Customer,43,F,3,Graduate,Single,Unknown,Blue,33,3,3,1,2341,1818,523,0.833,4356,70,0.628,0.777, 718535733,Existing Customer,40,F,1,Uneducated,Divorced,Less than $40K,Blue,25,3,3,1,3758,2047,1711,1.108,4928,79,0.646,0.545, 711909933,Existing Customer,54,M,4,Unknown,Married,$80K - $120K,Blue,42,3,3,1,1621,618,1003,0.846,4815,83,1.024,0.381, 709253433,Existing Customer,50,F,2,Uneducated,Married,$40K - $60K,Blue,41,2,1,2,10946,1912,9034,0.362,2448,58,0.45,0.175, 719797758,Existing Customer,56,F,1,High School,Single,Less than $40K,Blue,36,3,1,1,3422,2517,905,0.914,4922,84,0.68,0.736, 789420933,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,30,3,1,3,3108,778,2330,0.645,4130,87,0.706,0.25, 709850508,Attrited Customer,33,F,2,Graduate,Married,Less than $40K,Blue,20,3,2,5,3202,0,3202,1.012,2917,37,0.682,0, 715335558,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,2,1,2,1855,907,948,0.816,4191,81,0.761,0.489, 711516783,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,2,1,1,2155,1119,1036,0.815,5441,91,0.717,0.519, 798917883,Existing Customer,42,F,4,College,Single,Less than $40K,Blue,36,2,3,2,4150,2517,1633,0.619,4620,76,1.171,0.607, 721525758,Existing Customer,45,M,5,Doctorate,Married,$80K - $120K,Blue,35,2,2,2,2226,1229,997,0.784,4928,77,0.638,0.552, 716249508,Existing Customer,48,F,5,High School,Married,$40K - $60K,Blue,36,3,2,1,1610,0,1610,0.424,4243,85,0.848,0, 716953083,Existing Customer,53,F,2,Graduate,Married,Unknown,Blue,41,3,2,2,2046,1260,786,0.768,4228,81,0.884,0.616, 712448658,Attrited Customer,52,F,1,High School,Single,Less than $40K,Blue,36,3,3,2,1795,0,1795,0.718,2281,55,0.618,0, 711766758,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,30,3,2,1,1531,987,544,0.831,4373,67,0.811,0.645, 709432833,Existing Customer,53,F,1,Unknown,Married,Less than $40K,Blue,36,2,2,3,1472,1196,276,1.24,4859,73,0.973,0.812, 719964933,Existing Customer,50,F,5,Graduate,Single,Less than $40K,Blue,41,3,2,2,1438.3,0,1438.3,0.683,4550,78,0.857,0, 719857008,Existing Customer,37,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,2886,2198,688,0.828,4531,81,0.723,0.762, 758340108,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Silver,29,3,3,2,10024,913,9111,0.568,3906,78,0.592,0.091, 708276183,Attrited Customer,52,F,3,Post-Graduate,Married,Less than $40K,Blue,45,2,4,1,1760,0,1760,0.046,1554,35,0.029,0, 716481408,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,1,1461,0,1461,0.681,4769,76,0.949,0, 720590058,Attrited Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,3,8840,1794,7046,0.848,2839,47,0.808,0.203, 789347133,Existing Customer,38,F,2,Post-Graduate,Married,$40K - $60K,Blue,28,2,1,1,4468,2395,2073,0.706,4690,79,0.756,0.536, 719112258,Existing Customer,42,M,4,College,Unknown,$60K - $80K,Blue,35,3,3,3,2516,1360,1156,1.193,4692,79,0.681,0.541, 717748608,Attrited Customer,35,F,4,High School,Married,Less than $40K,Blue,24,3,2,4,1555,872,683,0.772,2252,51,0.645,0.561, 710740008,Existing Customer,57,M,1,Graduate,Unknown,$80K - $120K,Blue,39,3,1,1,1438.3,641,797.3,0.66,5140,82,0.519,0.446, 716694108,Attrited Customer,42,M,4,Uneducated,Married,$120K +,Blue,34,2,3,3,5195,468,4727,0.567,2682,48,0.231,0.09, 719372583,Existing Customer,57,M,3,Graduate,Single,$120K +,Blue,36,2,2,1,17268,1197,16071,0.637,4077,90,0.698,0.069, 719981508,Attrited Customer,37,M,2,Uneducated,Single,Unknown,Blue,24,2,2,3,1649,0,1649,0.864,2574,51,0.7,0, 751350558,Existing Customer,57,F,1,High School,Married,Less than $40K,Blue,50,3,2,2,1609,0,1609,0.669,4770,85,0.7,0, 715123983,Existing Customer,43,F,1,College,Single,Less than $40K,Blue,36,3,2,2,3342,2517,825,0.977,5848,81,0.8,0.753, 709250508,Existing Customer,63,M,1,Uneducated,Single,Less than $40K,Blue,56,3,1,2,6973,2517,4456,0.781,4877,88,0.692,0.361, 716754783,Attrited Customer,43,M,4,High School,Married,$120K +,Blue,30,3,2,3,17228,1331,15897,0.519,2229,44,0.375,0.077, 719025333,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,42,3,2,0,1898,0,1898,0.838,3513,59,0.686,0, 718566858,Existing Customer,46,F,2,College,Single,Less than $40K,Blue,36,3,2,2,1438.3,0,1438.3,0.757,5005,79,0.795,0, 710675508,Existing Customer,40,F,3,College,Unknown,Unknown,Blue,28,2,3,1,2321,1190,1131,0.736,5149,98,0.661,0.513, 818729208,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,47,3,3,3,8185,941,7244,0.874,4525,77,0.604,0.115, 709068183,Existing Customer,53,M,4,College,Single,$60K - $80K,Blue,42,3,3,3,3096,0,3096,0.684,4709,87,0.776,0, 715358283,Existing Customer,57,F,2,Uneducated,Married,Less than $40K,Blue,46,2,3,2,2129,1139,990,1.025,4509,73,0.825,0.535, 710966433,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,36,3,2,2,2615,1404,1211,0.503,3785,67,1.161,0.537, 708575058,Attrited Customer,46,F,3,Uneducated,Divorced,$40K - $60K,Blue,39,2,3,2,3157,965,2192,0.928,3300,58,0.568,0.306, 713929533,Attrited Customer,36,F,3,College,Married,Less than $40K,Blue,36,2,2,2,1707,0,1707,0.319,2060,52,0.529,0, 714087258,Existing Customer,49,F,1,Uneducated,Divorced,Less than $40K,Blue,36,2,3,2,1838,0,1838,0.65,5156,72,0.895,0, 756383283,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,31,3,1,3,5523,2517,3006,0.72,4170,80,0.739,0.456, 720766908,Attrited Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,28,2,2,2,3021,0,3021,0.694,2814,37,0.321,0, 718133733,Existing Customer,44,F,4,Post-Graduate,Unknown,Less than $40K,Blue,36,3,1,1,7317,1540,5777,0.616,4100,76,0.81,0.21, 720823458,Existing Customer,59,F,2,Unknown,Married,Less than $40K,Blue,46,2,6,2,5218,1907,3311,0.797,4658,85,0.889,0.365, 720027258,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,40,3,1,3,1438.3,0,1438.3,1.052,4978,73,0.921,0, 807604233,Existing Customer,54,M,3,Graduate,Married,$80K - $120K,Blue,49,2,3,3,11114,2482,8632,1.08,5044,81,0.688,0.223, 801786483,Existing Customer,51,M,0,High School,Single,$80K - $120K,Blue,45,3,2,3,10648,2517,8131,0.708,4930,89,0.978,0.236, 789138258,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,34,2,3,2,2976,2372,604,0.772,4799,83,0.729,0.797, 805524708,Attrited Customer,52,F,3,High School,Divorced,Less than $40K,Blue,47,3,3,1,6629,2517,4112,0.932,2599,50,0.562,0.38, 779642733,Existing Customer,42,F,5,Unknown,Married,Less than $40K,Blue,25,3,1,1,2812,2238,574,0.713,4823,77,0.833,0.796, 771735933,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,36,2,1,1,10761,1722,9039,0.7,4731,82,0.783,0.16, 789917208,Existing Customer,40,F,4,High School,Married,Less than $40K,Blue,31,2,3,3,1968,1781,187,0.972,5087,69,0.725,0.905, 779608083,Existing Customer,55,M,2,Doctorate,Single,Less than $40K,Blue,44,2,2,2,3897,1247,2650,0.689,3681,62,0.632,0.32, 711287733,Existing Customer,45,M,4,Unknown,Married,$40K - $60K,Blue,36,3,2,1,4721,1289,3432,0.656,3856,74,0.762,0.273, 774675933,Existing Customer,40,M,3,College,Divorced,$80K - $120K,Silver,34,2,1,3,34516,2052,32464,0.477,3510,62,0.476,0.059, 716741508,Existing Customer,33,F,3,High School,Married,Less than $40K,Blue,21,2,1,3,2831,1167,1664,0.744,4460,65,0.857,0.412, 721106133,Existing Customer,57,F,3,Uneducated,Divorced,Unknown,Blue,36,3,4,1,2312,1789,523,0.867,5104,82,0.783,0.774, 716698608,Existing Customer,51,M,2,Unknown,Single,$80K - $120K,Blue,39,2,1,1,8924,0,8924,0.46,4441,87,0.673,0, 716299608,Attrited Customer,58,F,3,Unknown,Divorced,Less than $40K,Blue,36,2,2,3,1508,0,1508,0.458,1990,31,0.192,0, 718116933,Existing Customer,53,F,3,Graduate,Single,Less than $40K,Blue,36,2,3,1,1438.3,630,808.3,0.667,4704,79,0.756,0.438, 720513333,Existing Customer,46,M,3,High School,Single,$80K - $120K,Blue,39,2,1,3,21350,1724,19626,0.512,4878,78,0.444,0.081, 802460433,Attrited Customer,57,F,3,High School,Married,Unknown,Blue,51,2,5,2,1438.3,0,1438.3,0.733,2607,37,0.609,0, 720482583,Existing Customer,52,F,1,College,Married,Unknown,Blue,43,3,3,1,10431,2163,8268,0.64,4598,69,0.865,0.207, 719584608,Existing Customer,40,M,4,High School,Unknown,$40K - $60K,Blue,32,3,1,1,1438.3,0,1438.3,0.657,4215,79,0.927,0, 709477233,Existing Customer,37,F,2,High School,Single,Unknown,Blue,36,3,2,1,2346,1621,725,0.613,4287,79,0.717,0.691, 719512983,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,3,6,1438.3,0,1438.3,0.854,2295,51,0.545,0, 714923583,Attrited Customer,38,F,2,Graduate,Unknown,Less than $40K,Blue,36,2,3,2,2369,0,2369,0.51,1924,48,0.548,0, 779397183,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,31,2,1,1,3659,0,3659,0.797,4068,61,0.694,0, 714671658,Existing Customer,38,F,5,Graduate,Married,Less than $40K,Blue,31,2,5,2,2153,1392,761,0.787,4268,85,0.667,0.647, 779218233,Existing Customer,47,F,5,Post-Graduate,Single,Less than $40K,Blue,37,2,3,3,9430,0,9430,0.68,4115,75,0.923,0, 713456583,Existing Customer,45,M,2,High School,Married,$80K - $120K,Silver,37,3,2,2,34516,1495,33021,0.52,3247,70,0.707,0.043, 790221633,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,38,3,3,3,3897,2296,1601,0.746,4627,77,0.791,0.589, 721299483,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,32,2,1,1,11671,1304,10367,0.491,4168,71,0.868,0.112, 711701958,Existing Customer,48,M,1,Unknown,Single,$60K - $80K,Blue,38,3,3,3,11367,1999,9368,0.661,4175,63,0.537,0.176, 783573408,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,36,3,1,2,2575,2136,439,0.722,5267,83,0.886,0.83, 709641933,Existing Customer,42,F,3,Graduate,Married,$40K - $60K,Blue,36,3,1,2,3433,1869,1564,0.838,4504,84,0.787,0.544, 718755483,Existing Customer,44,M,2,High School,Married,$60K - $80K,Blue,36,3,2,1,7317,959,6358,0.653,5082,86,0.686,0.131, 720914358,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,4416,1333,3083,0.631,4894,84,0.647,0.302, 714811533,Existing Customer,39,M,2,High School,Unknown,$60K - $80K,Blue,32,3,2,2,1715,0,1715,0.896,5910,91,0.517,0, 719898108,Existing Customer,57,F,2,Doctorate,Married,$40K - $60K,Blue,41,2,3,3,3667,809,2858,0.778,5322,79,0.975,0.221, 720719883,Attrited Customer,54,F,1,Graduate,Single,Unknown,Blue,41,3,3,3,1874,0,1874,0.806,2535,55,0.618,0, 780338733,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,37,2,1,2,1438.3,491,947.3,0.73,5102,83,0.694,0.341, 709810458,Existing Customer,56,F,0,Unknown,Single,Less than $40K,Blue,44,3,2,0,1579,768,811,0.888,4241,72,0.946,0.486, 821356083,Existing Customer,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,3,1,3,1626,0,1626,0.664,4830,87,0.642,0, 793428408,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,44,2,2,1,1596,1185,411,0.687,5235,76,1,0.742, 746453583,Existing Customer,56,F,1,Unknown,Married,$40K - $60K,Blue,49,2,2,2,2604,1395,1209,0.528,4498,85,0.7,0.536, 771799008,Existing Customer,61,F,1,Graduate,Married,Unknown,Blue,50,3,3,1,3359,1405,1954,0.684,4871,79,0.975,0.418, 719075883,Existing Customer,38,F,3,High School,Married,$40K - $60K,Blue,27,2,3,3,2363,2033,330,0.498,3904,66,0.61,0.86, 714986583,Existing Customer,55,F,4,Uneducated,Single,Less than $40K,Blue,46,3,2,2,4978,923,4055,0.883,5025,62,0.879,0.185, 753233733,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,29,3,3,3,2155,1290,865,0.718,3781,61,0.906,0.599, 806914158,Attrited Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,33,4,3,1,4047,0,4047,0.648,2134,34,0.478,0, 812671758,Attrited Customer,47,F,5,Doctorate,Married,Unknown,Blue,42,3,5,3,4345,2176,2169,0.752,2458,44,0.467,0.501, 789191358,Existing Customer,55,M,4,Graduate,Single,$80K - $120K,Blue,44,2,3,2,1854,794,1060,0.614,4035,80,0.739,0.428, 772111083,Existing Customer,50,M,1,High School,Married,$80K - $120K,Blue,39,3,3,2,5384,1396,3988,0.756,4338,75,0.829,0.259, 714961383,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,36,3,3,3,1438.3,965,473.3,0.544,4182,81,0.723,0.671, 817288458,Existing Customer,33,F,2,Graduate,Single,Less than $40K,Blue,19,3,2,3,5141,1737,3404,0.985,5859,82,0.783,0.338, 719163108,Existing Customer,44,M,3,Graduate,Married,$120K +,Blue,31,2,2,3,3977,1325,2652,0.769,4076,62,0.632,0.333, 713922183,Existing Customer,52,M,2,Uneducated,Single,$120K +,Blue,36,3,2,1,2507,1259,1248,0.85,4461,73,0.921,0.502, 716443608,Existing Customer,46,F,3,Unknown,Unknown,Less than $40K,Blue,36,2,3,1,7199,1235,5964,0.83,4050,78,0.814,0.172, 827953683,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Blue,37,1,2,1,3786,1171,2615,0.697,5369,75,0.596,0.309, 789678483,Existing Customer,50,F,2,High School,Married,Less than $40K,Silver,37,1,3,2,13384,0,13384,0.696,4773,77,0.674,0, 793630083,Attrited Customer,39,M,2,High School,Single,$120K +,Blue,33,1,3,4,1726,1476,250,0.371,1804,34,0.259,0.855, 756306183,Existing Customer,42,F,1,College,Married,Less than $40K,Blue,35,2,1,3,2873,2517,356,0.803,4897,71,1.088,0.876, 736893108,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,26,2,3,2,1438.3,0,1438.3,0.613,4196,87,0.891,0, 712900308,Attrited Customer,44,F,2,College,Single,Less than $40K,Blue,34,4,3,3,1751,0,1751,0.506,2078,37,0.423,0, 798045708,Existing Customer,42,F,5,Graduate,Married,$40K - $60K,Blue,36,2,1,1,7434,0,7434,0.63,4182,76,1.171,0, 715657833,Existing Customer,52,F,3,Unknown,Single,Less than $40K,Blue,41,2,3,2,1438.3,787,651.3,0.601,4956,89,0.745,0.547, 712111608,Existing Customer,59,F,2,Post-Graduate,Single,Less than $40K,Blue,54,1,1,3,1438.3,0,1438.3,0.61,4919,72,0.756,0, 711792783,Existing Customer,45,F,3,Unknown,Divorced,$40K - $60K,Blue,26,1,1,2,2032,1195,837,0.642,4479,80,0.667,0.588, 716067333,Existing Customer,61,M,0,Graduate,Married,Unknown,Blue,36,2,3,3,6959,945,6014,0.816,4553,84,0.714,0.136, 780660183,Attrited Customer,43,F,4,High School,Divorced,Less than $40K,Blue,32,2,3,2,8203,0,8203,0.691,2613,46,0.84,0, 720761208,Attrited Customer,59,M,1,College,Single,$120K +,Blue,47,2,4,2,4789,357,4432,0.798,2496,41,0.64,0.075, 788794758,Attrited Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,28,2,2,4,2979,0,2979,0.644,2061,38,0.462,0, 711150333,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,31,5,3,2,2391,0,2391,0.669,2857,40,0.6,0, 714418158,Existing Customer,63,F,0,Uneducated,Single,Less than $40K,Blue,56,2,2,2,7264,851,6413,0.814,3527,69,0.816,0.117, 713634108,Existing Customer,45,F,3,Graduate,Single,Unknown,Blue,36,1,2,2,4348,1830,2518,1.036,4293,66,0.692,0.421, 717231558,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,43,2,2,2,3002,1446,1556,0.815,4851,74,0.947,0.482, 711589758,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,32,1,2,2,4162,1641,2521,0.719,3967,75,0.923,0.394, 787481208,Existing Customer,46,F,1,Unknown,Unknown,Less than $40K,Blue,34,1,3,1,2762,1793,969,0.901,5006,78,0.66,0.649, 715516458,Attrited Customer,42,F,1,High School,Married,$40K - $60K,Blue,36,5,3,2,2705,2430,275,0.698,2602,43,0.433,0.898, 714998508,Existing Customer,53,M,3,Uneducated,Married,$120K +,Blue,36,2,2,0,3742,1454,2288,0.894,5326,62,0.676,0.389, 713328108,Existing Customer,60,F,1,College,Married,Less than $40K,Blue,36,2,2,2,1671,1047,624,0.727,5189,79,0.795,0.627, 716229108,Existing Customer,55,F,3,College,Divorced,Less than $40K,Blue,46,2,3,3,3282,2262,1020,0.653,4674,84,0.585,0.689, 820925433,Existing Customer,50,F,2,Post-Graduate,Single,Less than $40K,Blue,45,2,3,2,1529,710,819,0.657,4751,81,0.884,0.464, 816129258,Existing Customer,34,F,2,Post-Graduate,Single,Less than $40K,Blue,29,2,3,3,2509,1897,612,0.938,4837,74,0.542,0.756, 808903308,Attrited Customer,54,F,1,Unknown,Married,$40K - $60K,Blue,49,4,3,6,2471,0,2471,0.722,2519,35,0.522,0, 713809833,Existing Customer,42,F,3,Graduate,Unknown,Unknown,Blue,32,2,3,2,9749,859,8890,0.584,4684,86,0.623,0.088, 713542008,Existing Customer,48,F,3,High School,Unknown,Less than $40K,Blue,37,1,2,3,1438.3,0,1438.3,0.584,4236,83,0.844,0, 717385083,Existing Customer,46,M,3,High School,Married,$120K +,Blue,35,2,2,3,4916,1122,3794,0.659,4813,87,0.706,0.228, 708652908,Existing Customer,47,F,5,Uneducated,Married,Less than $40K,Blue,36,1,6,1,2291,1419,872,0.725,4498,81,0.761,0.619, 715644633,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,34,1,2,1,1528,820,708,0.908,5212,88,0.833,0.537, 708761733,Existing Customer,52,F,3,High School,Married,Unknown,Blue,36,2,2,2,8279,1582,6697,0.76,4419,63,0.658,0.191, 714600258,Existing Customer,45,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,1,2,2,5945,2015,3930,0.815,3645,70,1,0.339, 823566408,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,2,2,1,1438.3,0,1438.3,0.773,4625,93,0.938,0, 713373708,Attrited Customer,54,F,3,Unknown,Single,Less than $40K,Blue,36,2,3,3,1857,0,1857,0.488,2464,57,0.839,0, 708307533,Existing Customer,42,M,2,Uneducated,Married,$60K - $80K,Blue,30,1,2,3,3086,0,3086,0.808,4129,81,0.884,0, 820085808,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,1,1,2,2598,1343,1255,0.637,4692,86,0.72,0.517, 716685033,Existing Customer,38,F,1,High School,Married,$40K - $60K,Blue,19,1,1,2,5559,1600,3959,0.716,5344,82,0.864,0.288, 713063958,Existing Customer,51,M,1,Graduate,Single,$80K - $120K,Blue,39,1,1,3,7562,1080,6482,0.561,5010,85,0.7,0.143, 708371733,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,15,1,1,2,4662,0,4662,0.661,4931,81,0.841,0, 780277458,Existing Customer,52,F,2,Graduate,Single,Less than $40K,Blue,38,2,2,3,2904,2517,387,0.586,4503,89,0.712,0.867, 797232183,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,36,2,1,1,2676,1962,714,0.668,5020,75,0.786,0.733, 720789933,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,32,2,1,1,5798,680,5118,0.708,5027,82,0.64,0.117, 808281483,Existing Customer,46,F,2,Unknown,Single,Less than $40K,Blue,41,2,3,3,2665,2157,508,0.637,4249,76,1.235,0.809, 712968708,Existing Customer,55,F,1,High School,Single,$40K - $60K,Blue,47,2,3,1,2343,1780,563,0.792,5167,78,0.773,0.76, 711263058,Existing Customer,29,F,1,Unknown,Single,Less than $40K,Blue,36,1,1,2,2763,1879,884,0.701,4660,80,0.778,0.68, 788813658,Existing Customer,62,F,0,Graduate,Single,Unknown,Blue,45,2,2,3,10503,0,10503,0.886,4755,88,0.725,0, 721444758,Existing Customer,47,F,2,College,Married,Less than $40K,Blue,36,1,3,3,2780,2216,564,0.826,4980,78,0.857,0.797, 711448983,Attrited Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,2,2,2,2234,2024,210,0.717,2313,37,0.321,0.906, 712664658,Attrited Customer,35,F,1,Graduate,Single,Less than $40K,Blue,30,2,2,2,1649,0,1649,0.683,2549,54,0.588,0, 714237033,Attrited Customer,42,F,4,Uneducated,Married,Unknown,Blue,36,6,2,3,5557,2246,3311,0.518,2299,39,0.444,0.404, 718370733,Existing Customer,48,F,2,Uneducated,Married,Unknown,Blue,35,2,3,3,6074,0,6074,0.782,4504,90,0.765,0, 713726958,Attrited Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,21,5,2,2,1728,0,1728,0.41,2191,38,0.357,0, 794160408,Existing Customer,46,F,3,Graduate,Married,Unknown,Blue,40,1,1,1,3044,1973,1071,0.946,4747,73,1.028,0.648, 716009883,Existing Customer,41,F,1,Graduate,Single,$40K - $60K,Blue,28,1,3,1,8482,585,7897,0.624,4245,74,0.897,0.069, 711873033,Attrited Customer,35,F,3,Unknown,Single,Unknown,Blue,29,4,2,3,1438.3,0,1438.3,0.748,2549,56,0.75,0, 712715208,Attrited Customer,52,M,1,High School,Single,$80K - $120K,Blue,44,1,3,2,3770,0,3770,0.544,2387,51,0.5,0, 778899708,Attrited Customer,56,F,2,Unknown,Single,$40K - $60K,Blue,37,2,2,3,2963,0,2963,0.902,2919,47,0.382,0, 771865908,Attrited Customer,48,F,2,Graduate,Single,Unknown,Blue,37,4,2,3,11750,487,11263,0.772,2532,48,0.548,0.041, 716273133,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,2,2,3,1593,0,1593,0.61,4853,78,0.592,0, 709927458,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,20,1,3,3,10486,1544,8942,0.716,4042,77,0.925,0.147, 715162608,Attrited Customer,48,F,2,Graduate,Single,Less than $40K,Blue,41,4,2,3,2168,1323,845,0.687,2499,38,0.407,0.61, 719862258,Existing Customer,38,F,2,Uneducated,Single,Unknown,Blue,28,2,3,3,5666,1393,4273,0.84,5015,90,0.915,0.246, 788719533,Existing Customer,53,M,4,Post-Graduate,Married,$80K - $120K,Blue,34,1,2,3,13679,0,13679,0.908,4060,61,1.346,0, 715566408,Existing Customer,45,F,3,Doctorate,Married,Less than $40K,Blue,36,1,2,2,2143,1479,664,0.708,4404,77,0.75,0.69, 717359208,Existing Customer,57,F,0,College,Married,Less than $40K,Blue,47,2,3,1,4945,1779,3166,0.536,4037,72,0.756,0.36, 721410858,Existing Customer,54,F,4,High School,Single,Less than $40K,Blue,36,1,3,0,1921,1334,587,0.694,4512,90,0.765,0.694, 779420583,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,33,2,1,3,3001,2055,946,0.838,4662,70,0.628,0.685, 714222183,Existing Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,36,1,1,1,2132,1084,1048,0.767,4874,78,0.66,0.508, 709079883,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,36,5,3,3,1663,1012,651,0.886,2729,38,0.52,0.609, 721406658,Attrited Customer,32,F,0,Unknown,Divorced,Less than $40K,Blue,36,6,3,3,1732,0,1732,0.683,2479,43,0.536,0, 713782608,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,1,3,1,2652,2386,266,0.766,5329,83,0.729,0.9, 720236433,Existing Customer,41,M,4,College,Married,$80K - $120K,Blue,22,1,2,3,5037,1670,3367,0.787,4379,67,0.811,0.332, 785106933,Existing Customer,51,F,1,Unknown,Single,Unknown,Blue,45,2,2,3,6519,2178,4341,0.739,4505,71,0.732,0.334, 716673258,Existing Customer,60,F,1,Unknown,Single,Less than $40K,Blue,36,1,1,3,2347,1488,859,0.621,3977,83,0.886,0.634, 708341958,Existing Customer,31,F,1,College,Divorced,Less than $40K,Blue,21,2,2,3,2061,1904,157,0.786,4480,86,0.87,0.924, 797150733,Attrited Customer,44,M,3,Unknown,Single,$40K - $60K,Blue,38,5,2,2,1643,0,1643,0.6,1754,39,0.56,0, 718279983,Existing Customer,49,F,1,College,Married,Unknown,Blue,36,1,3,2,5039,2489,2550,0.875,4770,74,0.947,0.494, 718548558,Existing Customer,53,F,3,Unknown,Single,Less than $40K,Blue,42,1,1,3,2915,2041,874,0.927,4272,70,0.75,0.7, 780360558,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,20,2,2,2,1507,0,1507,0.723,4698,87,0.851,0, 715012833,Existing Customer,46,F,1,High School,Married,Less than $40K,Blue,36,1,3,3,3073,2517,556,0.841,4858,77,0.974,0.819, 772388508,Existing Customer,43,F,3,Graduate,Married,Unknown,Blue,32,2,3,3,8314,1349,6965,0.531,5028,80,0.702,0.162, 788199858,Existing Customer,42,F,3,High School,Unknown,Unknown,Blue,34,1,3,1,2798,1049,1749,0.89,5758,87,0.706,0.375, 769578108,Existing Customer,40,M,4,Unknown,Single,$60K - $80K,Blue,26,2,2,3,20929,1652,19277,0.523,4001,76,0.689,0.079, 719843958,Existing Customer,46,M,2,Graduate,Married,$120K +,Blue,34,2,3,3,1754,894,860,0.691,4874,79,0.837,0.51, 767197983,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,45,1,1,1,4209,0,4209,0.856,5938,83,0.694,0, 711874833,Existing Customer,45,M,3,College,Divorced,$40K - $60K,Blue,37,1,3,2,2449,0,2449,0.706,5497,88,0.63,0, 714930333,Attrited Customer,39,M,3,College,Married,$80K - $120K,Blue,30,2,3,3,4618,0,4618,0.717,2476,49,0.75,0, 720989133,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,36,2,1,2,1654,1093,561,0.65,4596,82,0.822,0.661, 720893958,Existing Customer,49,F,4,Uneducated,Single,Less than $40K,Blue,36,1,3,3,1544,999,545,0.786,4215,53,1.12,0.647, 769709058,Existing Customer,60,M,1,Uneducated,Single,$60K - $80K,Blue,54,1,2,1,3618,972,2646,0.578,4228,63,0.465,0.269, 711005583,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,24,1,2,3,3437,1064,2373,0.851,5110,76,0.854,0.31, 826548708,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,46,2,3,2,5965,622,5343,0.728,4637,91,0.655,0.104, 711093408,Existing Customer,46,F,2,Doctorate,Married,Less than $40K,Blue,33,2,3,1,2644,1517,1127,0.721,4815,83,0.804,0.574, 712831908,Existing Customer,59,F,1,College,Married,$40K - $60K,Blue,49,2,2,1,3481,603,2878,0.692,4556,81,0.473,0.173, 780222408,Existing Customer,49,F,5,Graduate,Unknown,Less than $40K,Blue,36,1,3,2,3272,2085,1187,0.417,4444,83,0.627,0.637, 714181008,Existing Customer,35,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,2,3019,1462,1557,0.718,4509,71,0.732,0.484, 772346358,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,41,2,1,2,1801,0,1801,0.516,5047,79,0.756,0, 717489033,Attrited Customer,27,F,0,High School,Single,Less than $40K,Blue,18,6,1,4,1438.3,0,1438.3,0.781,2641,40,0.6,0, 710969433,Existing Customer,41,F,1,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2909,1201,1708,0.729,4230,68,0.659,0.413, 715807383,Existing Customer,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,1,3,3,4688,0,4688,0.593,5248,89,0.745,0, 711807333,Existing Customer,37,F,2,College,Single,Less than $40K,Blue,26,1,1,2,1438.3,0,1438.3,0.587,3948,84,0.68,0, 816086508,Existing Customer,47,F,2,Unknown,Married,Less than $40K,Blue,42,1,3,3,1438.3,0,1438.3,0.677,4624,73,0.587,0, 714424533,Attrited Customer,41,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,2,1655,0,1655,0.496,2156,37,0.194,0, 779536233,Existing Customer,47,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,1,1,1438.3,601,837.3,1,4669,83,0.729,0.418, 710794983,Existing Customer,41,F,3,High School,Single,Unknown,Blue,32,2,1,1,4745,1157,3588,0.965,4705,78,0.902,0.244, 779890833,Existing Customer,51,F,2,High School,Divorced,Less than $40K,Blue,36,2,1,1,1438.3,0,1438.3,0.765,4866,65,0.625,0, 779837808,Existing Customer,53,F,2,High School,Married,$40K - $60K,Blue,37,1,4,3,5182,2500,2682,0.869,5012,85,0.809,0.482, 713748708,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,37,1,2,4,1438.3,0,1438.3,0.35,1757,44,0.467,0, 709123908,Existing Customer,43,F,2,Graduate,Married,$40K - $60K,Blue,36,2,3,2,4287,0,4287,0.807,4874,82,0.708,0, 816476658,Attrited Customer,54,F,2,Unknown,Married,Unknown,Blue,49,2,4,3,1812,1798,14,0.735,2921,44,0.692,0.992, 743800833,Existing Customer,53,F,3,College,Married,$40K - $60K,Blue,46,2,1,1,2304,1144,1160,0.772,4505,85,1.179,0.497, 806415183,Existing Customer,51,F,0,Doctorate,Married,Unknown,Blue,46,1,3,3,13623,1432,12191,0.594,4534,83,0.886,0.105, 794054058,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,44,1,1,1,2765,0,2765,0.465,4010,59,0.513,0, 771907158,Existing Customer,54,M,5,Unknown,Married,$120K +,Blue,42,1,1,3,3731,1903,1828,0.915,4667,88,0.725,0.51, 815789883,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,41,1,3,2,2485,861,1624,0.566,4728,81,0.761,0.346, 712177908,Existing Customer,50,F,4,College,Single,Less than $40K,Blue,36,1,3,1,2446,1763,683,0.598,4310,75,0.875,0.721, 711234783,Attrited Customer,44,F,4,Unknown,Married,Less than $40K,Blue,28,5,2,3,2020,0,2020,0.716,2621,45,0.552,0, 793379058,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,42,2,2,1,2214,1025,1189,0.567,5084,82,0.745,0.463, 720480183,Existing Customer,45,F,3,Unknown,Divorced,Less than $40K,Blue,34,1,2,1,1811,787,1024,0.585,4882,80,1.162,0.435, 712974558,Existing Customer,56,F,2,College,Single,Less than $40K,Blue,43,1,3,1,5254,0,5254,0.651,4546,89,0.712,0, 717409533,Attrited Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,26,1,2,3,1821,1486,335,0.827,2824,43,0.387,0.816, 712200033,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,36,1,3,3,3024,0,3024,0.75,4983,78,0.733,0, 713563383,Existing Customer,50,F,3,Unknown,Single,Less than $40K,Blue,36,1,3,3,1930,952,978,0.67,3862,80,0.818,0.493, 802795608,Existing Customer,54,F,2,High School,Single,Less than $40K,Blue,48,1,3,2,1517,556,961,0.622,4981,82,0.864,0.367, 787452333,Attrited Customer,39,F,1,High School,Married,Less than $40K,Blue,25,2,2,1,2024,0,2024,0.801,2870,36,0.5,0, 709520058,Attrited Customer,53,M,5,Uneducated,Married,$120K +,Blue,38,4,2,2,19138,0,19138,0.482,2028,43,0.303,0, 819690933,Existing Customer,56,M,1,Graduate,Single,$80K - $120K,Blue,51,2,3,1,16835,897,15938,0.767,4059,80,0.778,0.053, 820694133,Attrited Customer,60,F,0,High School,Married,Unknown,Blue,55,4,1,3,5549,0,5549,0.703,2412,38,0.52,0, 711800658,Attrited Customer,42,F,3,High School,Single,Less than $40K,Blue,36,2,3,3,2145,0,2145,0.577,2465,42,0.355,0, 717722958,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,1,3,2,4654,1349,3305,0.81,4277,71,0.69,0.29, 712279683,Attrited Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,3,9114,0,9114,0.654,2740,52,0.625,0, 716606733,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,18,2,2,3,3043,2054,989,0.735,4833,85,0.667,0.675, 716060358,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,45,2,2,2,4621,913,3708,0.917,4952,82,0.745,0.198, 709158333,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,28,2,2,1,2758,461,2297,0.58,4244,96,0.778,0.167, 721113333,Existing Customer,54,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,3,1740,0,1740,0.811,4751,93,0.86,0, 712620858,Existing Customer,34,F,4,Doctorate,Married,Unknown,Blue,36,1,2,2,7744,1804,5940,0.942,4572,60,0.935,0.233, 712855683,Existing Customer,50,F,2,Post-Graduate,Married,Less than $40K,Blue,36,1,2,2,3350,1335,2015,0.781,4906,89,0.561,0.399, 715463133,Existing Customer,40,M,5,High School,Single,$120K +,Blue,31,1,1,3,34516,1427,33089,0.706,3699,64,0.488,0.041, 716551533,Existing Customer,47,F,1,High School,Single,Unknown,Blue,36,2,1,3,2874,2201,673,0.718,4779,86,0.792,0.766, 771220758,Existing Customer,40,F,3,Doctorate,Single,Unknown,Blue,27,1,1,2,2896,2100,796,0.728,4614,83,0.694,0.725, 709920258,Existing Customer,41,F,3,Graduate,Divorced,$40K - $60K,Blue,28,1,1,3,9294,1764,7530,1.026,4531,73,0.738,0.19, 708959583,Existing Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,1,2,2,9389,727,8662,0.533,3415,84,0.556,0.077, 712510833,Existing Customer,44,M,3,College,Married,$40K - $60K,Blue,30,2,3,3,9317,847,8470,0.765,4121,81,0.723,0.091, 710840433,Existing Customer,34,M,1,College,Unknown,$40K - $60K,Blue,20,2,1,3,7452,1656,5796,0.6,3339,51,0.962,0.222, 712853358,Attrited Customer,39,F,3,High School,Unknown,Less than $40K,Blue,36,2,3,2,1817,0,1817,0.583,2216,44,0.833,0, 788502858,Existing Customer,58,M,3,High School,Single,$80K - $120K,Blue,51,2,2,1,10021,1952,8069,0.699,4431,68,0.581,0.195, 721139808,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,36,1,2,1,2344,1081,1263,0.619,3889,80,0.86,0.461, 711375558,Existing Customer,48,F,2,Uneducated,Single,$40K - $60K,Blue,34,2,3,1,3072,1734,1338,0.754,4540,78,0.857,0.564, 713798958,Existing Customer,38,F,3,Unknown,Single,Less than $40K,Blue,36,2,3,1,1946,1430,516,0.564,4643,87,0.812,0.735, 709362033,Attrited Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,1,5,3,1471,0,1471,0.624,2253,48,0.455,0, 719860308,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,3,1438.3,0,1438.3,0.663,2418,48,0.778,0, 714443058,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,28,5,2,4,1484,0,1484,0.2,1664,39,0.5,0, 716315508,Attrited Customer,37,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,2,5,3233,2517,716,0,1339,32,0,0.779, 717651333,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,43,1,3,1,1745,1168,577,0.701,4562,67,0.634,0.669, 798489258,Existing Customer,59,F,1,Uneducated,Divorced,Unknown,Blue,53,1,3,1,3709,1197,2512,0.824,5557,82,1,0.323, 710742408,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,43,2,1,3,2160,2057,103,0.858,4518,93,0.788,0.952, 812089383,Existing Customer,41,M,5,Unknown,Single,$80K - $120K,Blue,36,1,2,3,1438.3,892,546.3,0.79,4426,88,0.66,0.62, 711968358,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,44,1,2,1,2638,1423,1215,0.551,4153,77,0.925,0.539, 794227308,Existing Customer,56,M,2,College,Married,$80K - $120K,Blue,50,1,1,3,10214,1433,8781,0.64,4493,79,0.881,0.14, 719845908,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,36,2,1,3,3240,0,3240,0.812,4803,83,0.804,0, 716851908,Existing Customer,58,F,5,Unknown,Married,$40K - $60K,Blue,47,1,3,3,2038,1099,939,0.809,4784,70,0.75,0.539, 720599658,Existing Customer,49,M,1,Unknown,Married,$40K - $60K,Blue,36,2,2,1,1438.3,0,1438.3,0.57,5104,75,0.63,0, 720401658,Attrited Customer,53,F,3,Graduate,Single,Less than $40K,Blue,34,5,3,5,1438.3,1030,408.3,0.609,1985,38,0.407,0.716, 827442858,Existing Customer,56,M,3,High School,Divorced,$80K - $120K,Blue,52,2,3,1,8111,2051,6060,0.999,3719,69,0.643,0.253, 779034708,Existing Customer,60,F,0,Doctorate,Married,Unknown,Blue,41,1,3,1,10730,970,9760,0.645,4939,71,0.972,0.09, 718806783,Attrited Customer,46,F,3,Uneducated,Married,Unknown,Blue,36,2,3,1,2872,357,2515,0.869,2629,41,0.64,0.124, 714484008,Attrited Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,31,4,3,2,1567,0,1567,0.424,2138,41,0.577,0, 719176308,Attrited Customer,43,M,3,College,Divorced,$80K - $120K,Blue,32,6,3,2,7278,0,7278,0.618,2120,43,0.593,0, 769662033,Existing Customer,45,F,2,College,Unknown,Less than $40K,Blue,29,2,2,3,1438.3,0,1438.3,0.729,5025,85,0.735,0, 721020858,Existing Customer,34,F,1,College,Single,Unknown,Blue,20,2,2,2,3190,1959,1231,0.622,4220,66,0.61,0.614, 714630858,Attrited Customer,36,F,1,Uneducated,Unknown,Less than $40K,Blue,36,2,3,2,1470,458,1012,0.543,2383,39,0.444,0.312, 710838108,Existing Customer,45,M,2,Graduate,Married,$80K - $120K,Blue,36,1,4,1,3081,2517,564,0.572,4317,72,0.714,0.817, 712662783,Attrited Customer,43,F,2,College,Married,Unknown,Blue,36,1,2,6,3793,2517,1276,0.512,2577,57,0.629,0.664, 713160258,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,44,1,2,3,3034,2033,1001,0.642,4349,90,0.731,0.67, 778163508,Existing Customer,37,F,2,High School,Married,Unknown,Blue,27,2,1,2,5245,1044,4201,0.673,4938,70,0.892,0.199, 713785608,Existing Customer,49,F,1,Doctorate,Single,Less than $40K,Blue,40,1,2,3,2960,0,2960,0.962,4918,63,0.75,0, 779905008,Attrited Customer,54,F,4,Graduate,Unknown,$40K - $60K,Blue,38,2,2,1,1779,0,1779,0.856,2660,41,0.323,0, 789491058,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,34,2,3,1,1620,0,1620,0.73,4570,82,0.952,0, 793736958,Existing Customer,49,M,3,High School,Single,$120K +,Blue,43,1,2,1,21680,1587,20093,0.605,4410,86,0.72,0.073, 720961383,Attrited Customer,47,F,3,Uneducated,Single,Unknown,Blue,36,2,3,4,2952,0,2952,0.82,2907,60,0.875,0, 714202008,Attrited Customer,53,F,2,High School,Married,Less than $40K,Blue,36,6,3,2,3918,2517,1401,0.47,2115,42,0.448,0.642, 721479108,Existing Customer,52,M,1,Uneducated,Single,$120K +,Blue,41,1,1,3,12764,0,12764,0.71,3332,64,0.882,0, 715549158,Existing Customer,29,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,0,1438.3,0,1438.3,0.734,4769,84,0.826,0, 710308983,Existing Customer,50,F,3,Graduate,Unknown,Less than $40K,Blue,39,1,1,3,3287,2517,770,0.586,4148,83,0.66,0.766, 710981583,Existing Customer,44,F,5,Unknown,Single,$40K - $60K,Blue,36,2,1,2,3891,1015,2876,0.755,5131,86,0.72,0.261, 712704933,Attrited Customer,49,F,4,High School,Unknown,$40K - $60K,Blue,43,4,3,3,4048,0,4048,0.601,2227,41,0.464,0, 716165508,Existing Customer,51,M,2,Uneducated,Married,$60K - $80K,Blue,40,2,1,1,3559,0,3559,0.585,4498,94,0.649,0, 710630583,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,39,2,1,1,2843,1752,1091,0.624,3738,77,0.604,0.616, 709571958,Existing Customer,58,F,2,Graduate,Single,Less than $40K,Blue,47,1,1,2,2127,0,2127,0.735,4401,65,0.667,0, 790115358,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,32,2,1,2,4325,2418,1907,0.796,4588,77,0.791,0.559, 715904433,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,34,1,3,2,1695,0,1695,0.453,2055,46,0.314,0, 709078908,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,32,1,2,3,2648,1539,1109,0.94,4926,89,0.816,0.581, 717541308,Existing Customer,61,F,2,Graduate,Single,Less than $40K,Blue,45,2,2,3,2602,1441,1161,0.704,4838,85,0.735,0.554, 779916408,Existing Customer,39,F,4,Graduate,Single,Unknown,Blue,23,1,3,2,1811,0,1811,0.835,4934,70,0.628,0, 714979383,Existing Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,46,1,2,2,1891,1134,757,0.636,5255,77,0.833,0.6, 711691608,Attrited Customer,46,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,2881,2450,431,0.629,2450,49,0.531,0.85, 788930358,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,28,2,2,2,2827,1896,931,0.739,3891,81,1.025,0.671, 716351208,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,1,3,2,4095,2517,1578,0.57,4175,77,1.026,0.615, 708266883,Attrited Customer,34,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,3,1666,0,1666,0.713,2312,35,0.25,0, 718858683,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,2,1438.3,0,1438.3,0.665,4511,76,0.767,0, 771617883,Existing Customer,54,F,2,High School,Single,$40K - $60K,Blue,42,1,2,2,2205,1313,892,0.929,4904,82,0.673,0.595, 718001508,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,29,1,1,2,2890,2150,740,0.657,4377,84,0.867,0.744, 708995283,Existing Customer,50,F,1,Graduate,Unknown,Unknown,Blue,36,1,1,3,10417,2290,8127,1.122,4871,75,1.027,0.22, 721173183,Existing Customer,57,F,2,Uneducated,Married,Unknown,Blue,43,2,1,2,2363,1876,487,0.795,4984,85,0.667,0.794, 711102858,Attrited Customer,48,F,2,Doctorate,Single,Unknown,Blue,36,4,2,3,3137,860,2277,0.304,1618,34,0.097,0.274, 711722808,Attrited Customer,51,F,4,Graduate,Single,Less than $40K,Blue,44,5,3,3,1483,0,1483,0.707,2520,40,0.429,0, 787466808,Existing Customer,35,F,0,Unknown,Married,Less than $40K,Blue,22,2,2,3,3009,2517,492,0.735,5329,82,0.745,0.836, 716116383,Existing Customer,45,F,1,Unknown,Married,Less than $40K,Blue,36,1,2,1,5087,2517,2570,0.765,4682,77,0.711,0.495, 713257083,Existing Customer,46,F,4,Unknown,Married,$40K - $60K,Blue,36,1,3,1,1925,1202,723,0.518,4343,66,0.737,0.624, 772661808,Existing Customer,56,M,3,Graduate,Married,$120K +,Blue,46,2,1,2,7234,2055,5179,0.703,5051,83,0.66,0.284, 713382558,Existing Customer,57,F,3,College,Single,Less than $40K,Blue,42,1,1,2,2063,953,1110,0.868,4304,81,0.761,0.462, 717596883,Existing Customer,58,F,0,Graduate,Single,$40K - $60K,Blue,39,4,3,2,5530,1233,4297,0.859,5270,78,1,0.223, 712993008,Existing Customer,58,F,1,Unknown,Single,Less than $40K,Blue,48,4,3,1,3819,1882,1937,0.809,4533,68,0.889,0.493, 824763783,Existing Customer,59,F,0,College,Single,Less than $40K,Blue,55,2,2,3,2645,1127,1518,0.623,4251,76,0.767,0.426, 771730758,Existing Customer,51,F,1,High School,Single,Unknown,Blue,39,4,3,2,5448,0,5448,1.011,4443,75,1.083,0, 780265458,Existing Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,42,4,2,2,3495,1427,2068,0.563,4466,85,0.889,0.408, 714256758,Existing Customer,50,M,2,Unknown,Single,$60K - $80K,Blue,36,3,1,1,8074,0,8074,0.528,4347,66,0.535,0, 710292333,Attrited Customer,44,F,3,High School,Married,Unknown,Blue,36,3,3,4,7772,0,7772,0.896,2618,52,0.576,0, 712171158,Existing Customer,42,F,2,High School,Married,Less than $40K,Blue,30,6,1,1,3124,0,3124,0.879,4986,79,0.795,0, 787339158,Attrited Customer,56,M,1,Graduate,Married,$80K - $120K,Blue,50,3,6,3,8688,0,8688,0.426,2361,41,0.464,0, 788782008,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Gold,30,4,3,2,15987,0,15987,0.658,4146,69,0.533,0, 714848958,Attrited Customer,47,F,2,Graduate,Single,Less than $40K,Gold,37,6,2,1,15109,897,14212,0.494,2315,43,0.303,0.059, 714987633,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,36,2,2,3,4953,2039,2914,0.68,4026,53,0.828,0.412, 717684858,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,38,6,3,3,22304,1333,20971,0.463,5002,60,0.5,0.06, 767376483,Existing Customer,27,F,1,College,Married,Less than $40K,Blue,20,5,3,3,1893,0,1893,0.691,5176,91,0.784,0, 709901058,Existing Customer,38,M,1,High School,Single,$40K - $60K,Blue,30,2,2,1,2232,1163,1069,0.557,4185,80,0.778,0.521, 823149483,Existing Customer,52,F,1,Post-Graduate,Single,$40K - $60K,Blue,48,1,5,3,1766,0,1766,0.769,4643,76,0.617,0, 780073158,Existing Customer,59,M,0,High School,Single,Less than $40K,Blue,44,2,1,1,3790,1149,2641,0.597,4455,85,0.604,0.303, 779998083,Existing Customer,33,M,3,High School,Married,$40K - $60K,Blue,23,1,2,3,6392,1429,4963,0.682,4069,66,0.737,0.224, 713144208,Attrited Customer,51,F,0,High School,Married,Unknown,Blue,42,1,4,4,9989,568,9421,0.52,2053,49,0.485,0.057, 771594783,Attrited Customer,56,F,1,College,Married,Unknown,Blue,44,2,4,4,1438.3,0,1438.3,0.859,2264,37,0.423,0, 816613158,Existing Customer,48,F,1,Doctorate,Married,Less than $40K,Blue,43,2,3,1,2559,1514,1045,0.57,4117,69,0.643,0.592, 770774133,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Silver,39,1,2,3,34516,1198,33318,0.615,4826,70,0.667,0.035, 712300683,Existing Customer,41,F,1,Graduate,Single,Less than $40K,Blue,32,2,2,1,1438.3,0,1438.3,0.824,4897,96,0.778,0, 714536208,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,36,1,2,3,2473,1675,798,0.648,4203,73,0.872,0.677, 784880958,Existing Customer,34,F,4,Graduate,Single,$40K - $60K,Blue,28,2,3,1,4022,1680,2342,0.579,3776,84,0.826,0.418, 713784558,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,36,1,2,3,3510,941,2569,0.717,4833,77,0.75,0.268, 719305608,Attrited Customer,57,F,3,High School,Single,Less than $40K,Blue,36,4,3,3,2347,1900,447,0.845,2447,47,0.621,0.81, 720190083,Attrited Customer,56,F,3,Unknown,Single,Less than $40K,Blue,39,1,3,4,1632,0,1632,0.621,2509,47,0.424,0, 708323208,Attrited Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,36,4,2,4,1522,0,1522,0.482,2241,36,0.8,0, 781183233,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,25,2,1,1,2085,1528,557,0.664,3805,79,0.795,0.733, 718825908,Existing Customer,60,F,1,Doctorate,Single,Unknown,Blue,47,1,1,1,3803,1448,2355,0.565,4575,78,0.592,0.381, 716963283,Attrited Customer,47,F,3,Graduate,Unknown,Less than $40K,Blue,38,2,2,3,3165,2517,648,0.748,2751,49,1.042,0.795, 714924483,Existing Customer,60,F,1,Unknown,Single,Less than $40K,Blue,46,2,3,2,4628,2327,2301,0.611,4226,92,0.736,0.503, 779922183,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,36,2,2,2,2253,1981,272,0.55,4758,81,0.723,0.879, 719449533,Attrited Customer,49,F,3,Uneducated,Single,$40K - $60K,Blue,38,1,2,3,2655,2283,372,0.751,2386,49,0.485,0.86, 712559058,Existing Customer,54,M,0,High School,Single,$80K - $120K,Blue,45,1,3,2,20882,1525,19357,0.828,4765,76,0.767,0.073, 717853233,Existing Customer,41,M,2,College,Married,$80K - $120K,Blue,31,1,1,3,3306,706,2600,0.814,4772,76,0.9,0.214, 790069233,Existing Customer,45,F,3,High School,Divorced,Less than $40K,Blue,37,2,1,2,2052,0,2052,0.77,4289,72,0.674,0, 794576058,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,26,1,2,3,8480,1339,7141,0.668,4070,76,0.49,0.158, 779877858,Existing Customer,53,F,2,College,Unknown,Less than $40K,Blue,37,2,3,2,2081,1342,739,1.06,4428,80,0.778,0.645, 772334133,Existing Customer,53,F,1,Graduate,Married,Unknown,Blue,42,2,1,3,4637,0,4637,0.709,4583,86,0.911,0, 714139308,Existing Customer,53,M,3,Uneducated,Married,$60K - $80K,Blue,42,2,5,1,1438.3,0,1438.3,0.895,4722,81,0.841,0, 806634783,Existing Customer,38,F,2,College,Married,Less than $40K,Blue,33,1,3,2,3420,1405,2015,0.843,4267,75,0.596,0.411, 720101658,Existing Customer,26,F,0,Graduate,Single,Less than $40K,Blue,19,2,1,2,3416,1109,2307,0.783,4614,70,1,0.325, 719925483,Existing Customer,46,M,4,Graduate,Married,$80K - $120K,Blue,36,2,1,1,2171,1043,1128,0.7,4531,88,0.833,0.48, 719572833,Existing Customer,57,F,3,Graduate,Unknown,$40K - $60K,Blue,46,2,2,2,2791,1550,1241,0.672,5440,83,0.66,0.555, 720729108,Existing Customer,32,F,0,Unknown,Single,Less than $40K,Blue,17,1,2,1,4445,1080,3365,0.84,5373,87,0.776,0.243, 819214233,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,38,2,2,2,1530,0,1530,0.642,5138,84,0.68,0, 718896108,Existing Customer,48,F,3,High School,Unknown,Less than $40K,Blue,36,2,1,1,1438.3,0,1438.3,0.885,5014,84,0.909,0, 713723433,Existing Customer,52,F,4,High School,Single,Less than $40K,Blue,44,1,1,3,5721,0,5721,0.57,4188,79,0.881,0, 708514383,Existing Customer,38,F,2,College,Married,Unknown,Blue,29,2,1,0,3809,1172,2637,0.9,4314,81,0.976,0.308, 716961033,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,40,1,3,3,3520,2149,1371,0.539,3630,78,0.696,0.611, 778819083,Attrited Customer,41,F,2,Doctorate,Married,$40K - $60K,Blue,33,1,3,3,1604,0,1604,0.644,2264,47,0.516,0, 714773508,Attrited Customer,54,F,1,Graduate,Married,$40K - $60K,Blue,46,6,4,3,1632,351,1281,0.721,2532,43,0.483,0.215, 814181433,Existing Customer,46,M,5,College,Married,$40K - $60K,Blue,41,1,3,2,3914,1683,2231,0.636,4242,64,0.73,0.43, 711984633,Existing Customer,36,F,3,Graduate,Married,Less than $40K,Blue,27,1,2,3,2328,1953,375,0.599,4373,89,0.935,0.839, 710662158,Existing Customer,41,M,4,Unknown,Married,$120K +,Blue,34,1,3,3,34516,2517,31999,0.434,2051,41,1.05,0.073, 711356733,Existing Customer,45,F,5,Unknown,Single,Less than $40K,Blue,36,2,2,3,3883,847,3036,0.951,4667,90,0.8,0.218, 711456108,Attrited Customer,46,F,4,Unknown,Married,$40K - $60K,Blue,39,5,3,3,1438.3,819,619.3,0.786,2488,44,0.692,0.569, 780727833,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,41,1,4,3,3229,2517,712,0.622,4526,95,0.638,0.779, 771471708,Existing Customer,44,F,2,Graduate,Unknown,Less than $40K,Blue,32,2,1,3,3080,1776,1304,0.973,5097,77,0.833,0.577, 714320358,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,33,2,1,2,2569,1288,1281,1.009,4126,56,0.931,0.501, 720700008,Existing Customer,50,F,1,High School,Single,Less than $40K,Blue,36,1,1,3,4517,2238,2279,0.625,4686,81,0.761,0.495, 713027058,Attrited Customer,46,F,4,Doctorate,Single,Less than $40K,Blue,36,2,2,3,2292,0,2292,0.568,2595,31,0.409,0, 778228458,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,42,2,3,3,2510,1928,582,1.043,4943,70,0.489,0.768, 781137783,Attrited Customer,40,M,3,High School,Unknown,Less than $40K,Blue,33,1,3,4,2420,191,2229,0.818,2478,43,0.433,0.079, 719821908,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,16,2,1,2,2703,0,2703,0.882,2752,43,0.433,0, 720537633,Existing Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,36,2,3,1,3047,2139,908,0.842,4961,85,0.635,0.702, 712378983,Attrited Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,47,5,6,5,7570,965,6605,0.709,2599,61,0.848,0.127, 763681908,Existing Customer,34,F,3,Unknown,Married,Less than $40K,Blue,27,1,2,1,5795,924,4871,0.86,5674,78,0.857,0.159, 721164483,Existing Customer,46,F,2,College,Married,$40K - $60K,Blue,34,2,1,3,1441,642,799,0.563,4894,84,0.826,0.446, 715447008,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,2,2999,1817,1182,0.678,5119,83,0.766,0.606, 769676358,Existing Customer,38,M,2,High School,Single,$60K - $80K,Blue,32,1,1,2,1438.3,1309,129.3,0.842,5066,76,0.9,0.91, 710487033,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,28,2,3,3,1438.3,0,1438.3,0.926,4445,78,0.773,0, 714197133,Attrited Customer,51,F,3,College,Married,$40K - $60K,Blue,36,2,3,3,4762,0,4762,0.526,2811,52,0.3,0, 718488783,Existing Customer,40,M,3,College,Unknown,$40K - $60K,Blue,30,2,2,2,4802,1701,3101,0.532,4821,66,0.65,0.354, 715663458,Existing Customer,51,F,4,Unknown,Married,Less than $40K,Blue,39,2,3,1,2268,651,1617,0.717,5016,88,0.66,0.287, 717865008,Existing Customer,51,F,1,Unknown,Married,$40K - $60K,Blue,36,2,1,1,1438.3,468,970.3,0.747,4425,81,1.077,0.325, 771400608,Existing Customer,56,F,2,Graduate,Married,Unknown,Blue,44,2,1,2,8204,1375,6829,0.915,4727,76,0.949,0.168, 708148158,Existing Customer,39,F,4,Unknown,Married,Unknown,Blue,21,2,3,2,1827,0,1827,0.563,4207,86,0.792,0, 720589008,Existing Customer,47,F,3,Doctorate,Unknown,Unknown,Blue,38,1,3,2,4072,1594,2478,0.678,4317,83,0.886,0.391, 784795083,Existing Customer,31,F,1,High School,Divorced,Less than $40K,Blue,25,2,1,3,1984,0,1984,1.05,4794,73,0.921,0, 809844108,Existing Customer,48,M,2,Doctorate,Single,$60K - $80K,Blue,43,2,1,1,8086,0,8086,0.792,4775,78,0.66,0, 711521958,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,36,2,2,2,1588,1506,82,0.615,4660,68,0.619,0.948, 711833508,Existing Customer,47,M,2,High School,Single,$40K - $60K,Blue,27,2,3,2,1536,0,1536,0.913,4643,89,0.745,0, 713146683,Existing Customer,35,F,1,High School,Unknown,Unknown,Blue,36,2,3,2,4460,0,4460,0.916,5473,79,0.756,0, 716968683,Existing Customer,46,F,5,High School,Single,Unknown,Blue,38,2,2,3,11287,1513,9774,0.672,5157,72,0.946,0.134, 716279508,Attrited Customer,48,M,3,College,Married,$80K - $120K,Blue,41,2,3,3,3430,2517,913,0.869,2639,46,0.643,0.734, 771336783,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,38,1,3,2,1759,1345,414,0.61,4351,81,0.688,0.765, 717502083,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,28,4,2,3,6314,0,6314,0.903,2718,44,0.63,0, 714843483,Existing Customer,57,F,3,Uneducated,Single,Unknown,Blue,48,1,1,2,7176,1493,5683,0.665,5063,83,0.93,0.208, 709745508,Attrited Customer,58,F,2,Unknown,Divorced,$40K - $60K,Blue,47,1,4,3,2295,0,2295,0.376,2140,40,0.429,0, 711382458,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,38,2,3,5,1438.3,0,1438.3,0.713,2389,49,0.361,0, 712190358,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,29,1,3,2,1843,1802,41,0.762,5199,73,0.738,0.978, 788805858,Existing Customer,49,M,3,College,Divorced,$40K - $60K,Blue,31,2,3,1,2181,1218,963,0.758,4997,89,0.712,0.558, 709102458,Attrited Customer,47,M,2,High School,Single,$80K - $120K,Blue,36,4,3,5,4754,0,4754,0.618,2607,41,0.367,0, 712533708,Existing Customer,43,M,0,High School,Single,$80K - $120K,Blue,36,2,2,2,11247,0,11247,0.63,4894,85,0.977,0, 720326733,Existing Customer,55,M,2,Graduate,Single,$120K +,Blue,47,2,3,1,16258,865,15393,0.623,3761,58,0.657,0.053, 713605908,Existing Customer,49,M,3,Graduate,Married,$120K +,Blue,37,1,1,1,34516,1316,33200,0.569,3863,69,0.643,0.038, 711598533,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,36,1,2,3,4255,1729,2526,0.55,3607,75,0.471,0.406, 795855258,Existing Customer,48,F,4,College,Single,Less than $40K,Blue,42,2,3,2,1438.3,0,1438.3,0.707,5045,82,0.745,0, 826783233,Existing Customer,57,F,3,High School,Single,Less than $40K,Blue,53,1,3,2,3029,2214,815,0.7,4750,89,0.978,0.731, 789228108,Existing Customer,56,F,4,Graduate,Single,Unknown,Blue,45,2,2,3,9091,1306,7785,0.743,4378,86,0.654,0.144, 785230083,Existing Customer,50,M,2,Uneducated,Single,$60K - $80K,Blue,44,1,2,1,3318,2349,969,0.883,4905,80,0.739,0.708, 807946833,Attrited Customer,44,F,2,Graduate,Single,Less than $40K,Blue,39,6,3,3,1791,0,1791,0.735,2771,36,0.5,0, 711011508,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,1,3,2,1620,771,849,0.675,4387,91,0.655,0.476, 718632933,Existing Customer,58,F,1,College,Single,Less than $40K,Blue,46,1,5,1,1552,0,1552,0.762,4731,71,0.651,0, 717284133,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,41,1,2,3,3472,2517,955,0.75,4520,84,0.68,0.725, 711701058,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Silver,36,2,2,3,10973,1466,9507,0.802,4892,94,0.593,0.134, 712228458,Existing Customer,50,M,2,Unknown,Unknown,$120K +,Blue,32,2,3,1,25645,1083,24562,0.757,4302,63,0.5,0.042, 717146208,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,51,1,4,4,4257,2517,1740,0.703,2828,50,1.083,0.591, 719028783,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,29,2,3,3,3422,0,3422,0.506,4486,74,0.682,0, 713274183,Existing Customer,45,F,1,Graduate,Single,Less than $40K,Blue,35,1,1,3,4977,1411,3566,0.652,4182,85,0.848,0.284, 789218433,Existing Customer,33,F,3,Unknown,Married,$40K - $60K,Blue,22,2,3,2,1438.3,0,1438.3,0.761,4528,86,0.686,0, 790139583,Existing Customer,39,F,0,Graduate,Divorced,Less than $40K,Blue,32,2,2,1,1438.3,801,637.3,1.155,4386,64,0.778,0.557, 720218658,Existing Customer,40,F,1,Unknown,Married,Unknown,Blue,26,2,3,1,3369,756,2613,0.446,4501,96,0.714,0.224, 747074058,Existing Customer,47,F,3,Unknown,Single,Unknown,Blue,40,1,3,0,7114,1637,5477,0.699,4758,81,0.5,0.23, 719170683,Existing Customer,38,M,1,Unknown,Single,$80K - $120K,Blue,29,2,2,3,10972,0,10972,0.697,4401,73,0.698,0, 708753633,Existing Customer,45,F,3,Doctorate,Married,$40K - $60K,Blue,32,2,1,1,1438.3,0,1438.3,0.712,4462,77,0.638,0, 710780883,Existing Customer,48,F,5,Uneducated,Single,$40K - $60K,Blue,38,1,2,3,2446,1461,985,0.86,4610,78,0.773,0.597, 785237958,Attrited Customer,45,M,5,College,Married,$60K - $80K,Blue,39,2,3,3,3439,0,3439,0.825,2661,35,0.296,0, 711333933,Existing Customer,56,F,3,Post-Graduate,Single,$40K - $60K,Blue,36,2,1,1,3005,1660,1345,0.88,4586,72,0.756,0.552, 710797833,Existing Customer,50,F,5,Graduate,Married,Less than $40K,Blue,30,1,3,2,2033,841,1192,0.717,4360,95,0.696,0.414, 720154533,Existing Customer,53,F,4,Graduate,Unknown,Less than $40K,Blue,39,2,3,2,2415,1643,772,0.964,5063,78,0.733,0.68, 719123958,Attrited Customer,40,M,4,Unknown,Divorced,$60K - $80K,Blue,27,2,2,3,5051,0,5051,0.588,2137,45,0.552,0, 780942633,Existing Customer,49,M,4,High School,Married,Unknown,Blue,32,2,1,3,3519,1336,2183,0.506,3552,68,0.619,0.38, 720034983,Existing Customer,26,M,0,Unknown,Unknown,Less than $40K,Silver,13,2,1,1,10254,0,10254,0.51,4258,68,0.838,0, 717307158,Existing Customer,48,F,3,Unknown,Single,Less than $40K,Blue,36,2,1,3,1853,1314,539,0.925,5331,79,0.612,0.709, 708876183,Existing Customer,51,M,1,High School,Single,$60K - $80K,Silver,43,2,3,2,28673,0,28673,0.537,3722,69,0.725,0, 712660308,Attrited Customer,44,F,1,High School,Single,Less than $40K,Blue,36,2,3,3,1895,0,1895,0.736,2472,40,0.429,0, 715958583,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,43,1,2,2,2041,1158,883,0.563,3588,63,0.432,0.567, 771546708,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,34,2,2,1,1438.3,0,1438.3,0.74,5013,81,1.025,0, 711252258,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,36,1,3,2,1572,985,587,0.745,4148,54,0.862,0.627, 772585008,Existing Customer,48,F,4,High School,Married,Unknown,Blue,38,2,3,1,3187,1937,1250,0.77,5111,90,0.667,0.608, 751143858,Existing Customer,59,F,1,High School,Single,Unknown,Blue,52,2,1,1,7427,2421,5006,0.701,4636,91,0.82,0.326, 708824958,Existing Customer,50,F,4,High School,Single,Less than $40K,Blue,42,2,1,2,1460,0,1460,0.682,4265,63,0.615,0, 819612933,Existing Customer,52,M,3,Graduate,Single,$80K - $120K,Blue,47,1,3,3,25410,0,25410,0.559,5472,70,0.591,0, 712804383,Existing Customer,56,F,0,College,Married,Less than $40K,Blue,38,1,1,2,2143,1194,949,0.49,4684,82,0.907,0.557, 790149483,Existing Customer,42,M,3,Uneducated,Single,$40K - $60K,Blue,35,2,3,3,8566,1484,7082,0.807,4195,89,0.854,0.173, 712121508,Existing Customer,43,M,3,Uneducated,Single,$60K - $80K,Blue,30,1,2,0,1438.3,0,1438.3,0.751,5200,89,0.679,0, 778853358,Existing Customer,59,F,0,College,Single,Less than $40K,Blue,40,1,3,3,3297,0,3297,0.861,4783,91,0.685,0, 716512383,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,36,1,3,1,2816,2517,299,0.742,4817,87,0.776,0.894, 823548858,Attrited Customer,53,F,4,Graduate,Married,Unknown,Blue,49,5,5,4,10533,330,10203,0.823,2585,48,0.714,0.031, 712144158,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,48,6,6,3,2370,1166,1204,0.562,2164,45,0.607,0.492, 824560758,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,31,1,3,4,1678,0,1678,0.676,2475,61,0.694,0, 757710783,Attrited Customer,36,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,3,1493,0,1493,0.721,2516,63,0.575,0, 713081583,Existing Customer,51,F,4,Unknown,Married,Less than $40K,Blue,32,2,2,3,2350,1272,1078,0.873,4647,86,0.911,0.541, 710481333,Attrited Customer,50,F,4,High School,Married,Less than $40K,Blue,36,5,3,5,2690,1614,1076,0.513,2272,57,0.541,0.6, 721060083,Existing Customer,42,F,3,College,Married,Unknown,Blue,27,1,1,1,7226,1889,5337,0.661,4653,71,0.614,0.261, 713759583,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,1,1,1,3173,1822,1351,0.801,4883,71,0.614,0.574, 717547383,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,32,2,3,1,2890,1392,1498,0.736,4233,77,0.791,0.482, 711683358,Attrited Customer,46,F,3,High School,Unknown,Less than $40K,Blue,41,2,3,4,3313,0,3313,0.561,2135,44,0.419,0, 710044308,Existing Customer,40,F,4,Graduate,Single,$40K - $60K,Blue,27,2,2,2,2625,1594,1031,0.544,2480,47,0.567,0.607, 713101383,Existing Customer,44,F,2,Unknown,Married,$40K - $60K,Blue,36,1,1,1,1834,0,1834,0.618,5402,87,0.611,0, 757685733,Existing Customer,43,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,2,3226,2145,1081,0.644,5066,75,0.786,0.665, 717823383,Existing Customer,56,M,4,Unknown,Married,$60K - $80K,Blue,47,1,1,3,3426,1841,1585,0.734,4268,81,0.8,0.537, 796029483,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,43,2,3,2,2174,785,1389,0.657,3890,78,0.66,0.361, 710099358,Existing Customer,60,F,1,Unknown,Single,$40K - $60K,Blue,36,2,3,1,3959,0,3959,0.806,4935,92,0.804,0, 713872008,Existing Customer,49,F,1,High School,Married,Less than $40K,Blue,42,1,3,1,2215,1347,868,0.655,4656,72,0.636,0.608, 788802483,Existing Customer,47,F,3,Uneducated,Unknown,Less than $40K,Blue,29,2,2,3,2814,1595,1219,0.658,4766,87,0.582,0.567, 817988433,Existing Customer,56,M,3,Unknown,Single,$60K - $80K,Blue,51,2,2,2,6941,1013,5928,0.552,4097,78,0.592,0.146, 823554783,Existing Customer,44,F,3,College,Single,Unknown,Blue,40,2,1,3,3269,0,3269,0.797,5022,85,0.771,0, 710643183,Existing Customer,42,F,2,High School,Single,Less than $40K,Blue,23,2,2,3,3172,1160,2012,0.588,4163,83,0.804,0.366, 779859558,Attrited Customer,54,F,3,High School,Married,Less than $40K,Blue,38,2,2,4,2452,1012,1440,0.46,2398,29,0.318,0.413, 798238008,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,30,2,1,2,5070,0,5070,0.536,4644,85,0.771,0, 811974483,Existing Customer,56,M,2,Graduate,Single,$40K - $60K,Blue,51,1,3,1,1466,723,743,0.793,5110,86,0.593,0.493, 778471758,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,37,1,3,3,2427,2362,65,0.67,4663,85,0.771,0.973, 718513233,Existing Customer,59,M,2,Graduate,Single,$120K +,Blue,48,1,3,3,17999,1861,16138,0.791,4740,78,0.95,0.103, 718147233,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,31,2,2,3,4553,1538,3015,0.514,4999,95,0.557,0.338, 713700258,Existing Customer,55,F,1,Post-Graduate,Married,Unknown,Blue,42,1,3,3,2953,1896,1057,0.81,4644,79,0.612,0.642, 780670083,Attrited Customer,39,F,2,Unknown,Unknown,$40K - $60K,Blue,28,1,2,3,4363,0,4363,0.714,2596,48,0.846,0, 711438033,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,45,1,3,2,1894,0,1894,0.731,5750,73,0.872,0, 712253058,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,40,1,2,1,2097,1255,842,0.61,4189,83,0.976,0.598, 713519508,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,1,1,1,1983,989,994,0.726,5065,80,0.667,0.499, 789992733,Existing Customer,50,F,1,Unknown,Unknown,Less than $40K,Blue,42,1,1,2,2210,1539,671,0.843,4937,75,0.974,0.696, 710110683,Existing Customer,52,M,2,College,Married,$60K - $80K,Blue,36,1,1,3,7879,1007,6872,0.726,4844,83,0.976,0.128, 720260433,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,34,2,3,2,3336,1687,1649,0.645,5577,95,0.759,0.506, 714148758,Existing Customer,34,F,2,Post-Graduate,Married,Less than $40K,Blue,27,2,3,3,1726,1398,328,1.009,5228,68,0.7,0.81, 715522233,Existing Customer,45,F,3,Doctorate,Single,Less than $40K,Blue,27,1,6,3,2917,1523,1394,0.724,4878,92,0.804,0.522, 712790358,Attrited Customer,39,F,3,Uneducated,Married,Unknown,Blue,30,6,3,4,3023,1348,1675,0.358,2219,44,0.63,0.446, 714943233,Existing Customer,49,M,2,Doctorate,Married,$40K - $60K,Blue,31,2,2,2,1915,1545,370,0.775,3911,80,0.778,0.807, 789579033,Existing Customer,43,M,3,Graduate,Unknown,$40K - $60K,Blue,36,2,3,3,4878,2098,2780,0.665,5021,84,0.68,0.43, 708952758,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,35,2,1,2,2066,1542,524,0.71,4887,76,0.617,0.746, 721374033,Existing Customer,53,F,1,High School,Married,$40K - $60K,Blue,39,2,3,3,2164,1115,1049,0.624,4341,69,0.643,0.515, 808891983,Existing Customer,42,F,5,Graduate,Unknown,Less than $40K,Blue,37,2,3,2,6250,1835,4415,0.644,4042,60,0.714,0.294, 794516508,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,24,2,2,1,1484,0,1484,0.532,4838,81,0.929,0, 714032883,Existing Customer,45,M,2,College,Unknown,$40K - $60K,Blue,36,1,1,1,4718,1591,3127,0.927,4598,80,1,0.337, 778722033,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,28,2,2,0,2275,1265,1010,0.755,5626,77,1.081,0.556, 823578483,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,40,2,1,2,1438.3,1169,269.3,0.558,4429,78,0.529,0.813, 715148658,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,43,1,3,3,3683,1039,2644,0.595,4684,86,0.755,0.282, 709669533,Existing Customer,38,F,1,High School,Divorced,Less than $40K,Blue,30,2,3,2,2722,1303,1419,0.391,4488,88,0.833,0.479, 787467858,Existing Customer,43,M,1,High School,Married,$80K - $120K,Silver,30,1,1,3,34516,2045,32471,0.59,4081,54,0.421,0.059, 708671733,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,36,2,3,3,2072,1499,573,0.598,4091,71,0.651,0.723, 709790058,Existing Customer,53,M,4,Graduate,Married,$120K +,Blue,40,1,1,3,6383,1512,4871,0.558,4985,87,0.776,0.237, 712714008,Existing Customer,39,F,4,Unknown,Married,$40K - $60K,Blue,28,2,3,2,2725,2302,423,0.876,4714,81,0.8,0.845, 715191258,Existing Customer,47,F,5,Unknown,Married,Unknown,Blue,41,1,2,3,2675,1999,676,0.679,4138,64,0.561,0.747, 757722708,Existing Customer,42,M,3,College,Married,$60K - $80K,Blue,35,1,3,1,1438.3,0,1438.3,0.887,4246,83,0.804,0, 718086783,Existing Customer,50,M,5,Uneducated,Married,$120K +,Blue,36,2,2,1,13478,0,13478,0.929,4738,56,0.867,0, 815253708,Existing Customer,46,F,2,High School,Divorced,Less than $40K,Blue,41,1,2,2,2841,1807,1034,0.573,4144,73,0.78,0.636, 715083633,Existing Customer,33,F,1,Uneducated,Married,Less than $40K,Blue,23,2,2,3,1830,1777,53,0.639,5271,76,0.854,0.971, 792098883,Existing Customer,37,M,2,Doctorate,Single,$120K +,Blue,31,2,1,3,2360,1204,1156,0.539,3696,82,0.822,0.51, 711873858,Existing Customer,43,M,3,High School,Married,$60K - $80K,Blue,35,2,3,2,3717,1882,1835,0.796,4667,91,0.82,0.506, 713931258,Attrited Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,2,3,4,1438.3,0,1438.3,0.315,1988,42,0.355,0, 787591008,Existing Customer,42,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,2,1,1,2289,1195,1094,0.651,4955,83,0.627,0.522, 801518958,Existing Customer,56,F,1,Graduate,Married,Unknown,Blue,50,2,3,3,5338,0,5338,0.919,4139,69,0.865,0, 713068833,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,32,2,2,1,1438.3,894,544.3,0.762,4687,85,0.932,0.622, 710566533,Existing Customer,40,M,1,Unknown,Married,$60K - $80K,Blue,27,1,3,3,2276,1372,904,0.564,4159,67,0.718,0.603, 789151983,Existing Customer,43,F,4,Graduate,Unknown,$40K - $60K,Blue,31,2,3,3,4091,1108,2983,0.774,5244,87,0.706,0.271, 766673433,Existing Customer,45,M,4,Unknown,Married,$80K - $120K,Blue,38,2,3,3,3798,1570,2228,0.916,4512,80,0.778,0.413, 807589908,Existing Customer,47,F,5,Unknown,Married,Less than $40K,Blue,42,1,2,1,1778,822,956,0.68,4189,80,0.667,0.462, 708190158,Attrited Customer,38,F,3,High School,Single,Less than $40K,Blue,26,2,3,0,2920,2426,494,0.983,2750,41,0.367,0.831, 784895358,Attrited Customer,49,F,1,Graduate,Married,Less than $40K,Blue,43,5,3,3,1938,0,1938,0.612,2870,49,0.75,0, 710090133,Existing Customer,62,F,1,College,Divorced,Less than $40K,Blue,51,1,3,3,4049,1685,2364,0.597,3908,80,0.702,0.416, 799242033,Existing Customer,45,M,4,Doctorate,Married,$80K - $120K,Blue,39,2,3,2,1438.3,1162,276.3,0.539,4598,86,0.623,0.808, 719377383,Existing Customer,40,M,2,College,Single,$60K - $80K,Blue,28,1,2,3,10880,2025,8855,0.753,4957,90,0.765,0.186, 710371683,Existing Customer,51,M,4,Doctorate,Married,$60K - $80K,Blue,36,2,1,2,3451,2006,1445,0.555,4097,67,0.763,0.581, 719926683,Existing Customer,41,M,3,High School,Divorced,$60K - $80K,Blue,33,2,2,2,20749,2171,18578,0.842,4754,77,0.674,0.105, 793597833,Existing Customer,49,F,0,Post-Graduate,Single,Less than $40K,Blue,43,1,3,1,2481,1568,913,0.537,4466,69,0.533,0.632, 713739708,Existing Customer,61,M,0,High School,Single,$60K - $80K,Blue,53,1,3,3,2415,2050,365,0.499,4479,71,0.69,0.849, 709389558,Existing Customer,33,F,4,College,Single,Less than $40K,Blue,36,1,3,0,1438.3,0,1438.3,0.566,4641,85,0.7,0, 811907583,Existing Customer,45,F,4,Uneducated,Single,Unknown,Blue,40,1,2,2,7600,1574,6026,0.605,4240,67,0.396,0.207, 709087983,Existing Customer,35,F,3,Doctorate,Single,Less than $40K,Blue,27,2,2,3,1438.3,0,1438.3,0.62,5020,94,0.843,0, 712774908,Existing Customer,41,F,4,High School,Married,Less than $40K,Blue,29,2,2,2,2601,1861,740,0.794,5111,83,0.66,0.715, 820639908,Existing Customer,48,F,4,High School,Married,Unknown,Blue,44,1,2,1,2625,2517,108,0.702,4378,81,0.884,0.959, 713497983,Existing Customer,49,M,5,High School,Single,$60K - $80K,Blue,36,1,2,2,5578,0,5578,0.627,3459,53,0.71,0, 713489358,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,40,2,3,2,3698,0,3698,0.811,3763,82,0.864,0, 711381183,Existing Customer,51,F,2,Unknown,Married,$40K - $60K,Blue,36,2,3,2,1438.3,1141,297.3,0.69,4485,85,0.889,0.793, 814989933,Existing Customer,45,F,4,College,Unknown,Less than $40K,Blue,40,1,2,1,1795,1058,737,0.778,5575,73,0.738,0.589, 711847833,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,32,2,2,2,1933,1127,806,0.705,4833,71,0.69,0.583, 772837083,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,32,2,3,1,27169,0,27169,0.781,3906,87,0.977,0, 713652783,Existing Customer,30,F,0,Unknown,Single,Less than $40K,Blue,36,1,1,1,2367,1220,1147,1.04,5568,90,0.957,0.515, 719202708,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,2,2,1,5642,541,5101,0.742,4633,84,0.68,0.096, 714566133,Existing Customer,60,F,2,Graduate,Married,Less than $40K,Blue,36,1,2,2,3239,2356,883,0.621,4621,91,0.75,0.727, 717553683,Existing Customer,52,F,1,Unknown,Married,Less than $40K,Blue,36,1,1,3,3040,2517,523,0.774,4608,61,1.033,0.828, 814987983,Existing Customer,37,F,2,College,Single,$40K - $60K,Blue,32,2,1,3,3680,683,2997,0.85,4835,77,0.75,0.186, 789588933,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,37,1,1,1,1787,0,1787,0.609,3912,79,0.975,0, 714317058,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,36,2,3,1,4752,2437,2315,0.601,3946,63,0.75,0.513, 772271508,Attrited Customer,46,F,3,Uneducated,Single,Unknown,Blue,35,2,3,3,1706,0,1706,0.726,2320,42,0.448,0, 716366208,Existing Customer,45,F,2,Uneducated,Married,Unknown,Blue,36,2,1,3,8103,0,8103,0.986,5221,82,0.673,0, 710971908,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,31,2,3,3,3764,1780,1984,0.79,4898,80,0.667,0.473, 711412533,Attrited Customer,40,F,3,High School,Single,Less than $40K,Blue,35,6,3,5,5492,1573,3919,0.636,2416,45,0.667,0.286, 720593583,Existing Customer,39,F,2,Doctorate,Divorced,Less than $40K,Blue,32,1,2,2,3554,747,2807,0.621,5152,90,0.765,0.21, 720165258,Existing Customer,44,F,2,High School,Unknown,Less than $40K,Blue,29,2,3,1,3170,2330,840,0.858,5357,91,0.978,0.735, 716147658,Existing Customer,49,F,2,Uneducated,Single,Unknown,Blue,40,2,3,1,2464,1601,863,0.649,4739,86,0.792,0.65, 778436283,Existing Customer,41,M,4,High School,Single,Less than $40K,Blue,21,2,3,1,3429,1504,1925,0.601,4015,76,1,0.439, 711492258,Existing Customer,50,M,2,Graduate,Married,$60K - $80K,Blue,45,2,1,0,2021,1578,443,0.761,5298,71,0.919,0.781, 771106458,Existing Customer,54,F,4,College,Married,Less than $40K,Blue,41,1,5,2,2444,1313,1131,0.689,4609,61,0.794,0.537, 713183508,Existing Customer,39,F,1,High School,Married,Unknown,Blue,36,1,3,2,2751,1158,1593,0.821,4861,82,0.822,0.421, 710832108,Existing Customer,52,F,2,Unknown,Single,$40K - $60K,Blue,44,2,3,3,9017,2359,6658,0.895,4552,81,0.8,0.262, 719940483,Existing Customer,51,F,1,Graduate,Married,$40K - $60K,Blue,43,2,2,2,2107,1663,444,0.712,4841,88,0.725,0.789, 715207458,Existing Customer,46,F,1,Unknown,Single,Less than $40K,Blue,39,2,2,1,2029,1074,955,0.514,4802,90,0.8,0.529, 716839983,Existing Customer,48,M,3,College,Married,$120K +,Blue,36,2,3,2,32777,0,32777,0.665,4520,75,0.923,0, 781073733,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,41,1,3,3,4607,0,4607,0.898,4793,88,0.63,0, 757594083,Existing Customer,52,F,1,Unknown,Married,Unknown,Blue,45,2,4,0,23486,0,23486,0.616,4530,74,0.762,0, 764496708,Existing Customer,54,F,2,High School,Married,Unknown,Blue,47,2,3,3,1997,0,1997,0.825,4961,82,0.783,0, 714080433,Existing Customer,40,F,5,College,Married,$40K - $60K,Blue,36,2,3,2,3144,1787,1357,0.685,4758,67,0.558,0.568, 757675158,Existing Customer,47,F,4,Post-Graduate,Divorced,$40K - $60K,Blue,40,2,2,3,2725,1851,874,0.687,4904,85,0.7,0.679, 715361433,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,36,2,2,3,1874,994,880,0.713,4194,78,0.857,0.53, 778191933,Attrited Customer,45,M,3,Uneducated,Single,$120K +,Blue,35,2,3,5,7135,2517,4618,0.631,2305,42,0.448,0.353, 718792758,Existing Customer,35,F,4,Uneducated,Married,Unknown,Blue,25,2,3,2,3379,587,2792,0.67,5121,80,0.702,0.174, 709738008,Existing Customer,48,F,3,Unknown,Married,$40K - $60K,Blue,36,1,6,2,2804,1057,1747,0.576,5033,81,0.8,0.377, 799020258,Existing Customer,44,M,2,Uneducated,Divorced,$60K - $80K,Blue,38,2,1,2,16553,0,16553,0.488,4797,82,0.907,0, 718152333,Attrited Customer,41,F,3,Doctorate,Single,Unknown,Blue,36,2,3,6,2246,0,2246,0.725,3607,51,0.821,0, 716324583,Existing Customer,42,F,4,Uneducated,Single,Unknown,Blue,36,1,4,1,2875,1892,983,0.75,4577,81,0.688,0.658, 720887058,Existing Customer,51,F,1,Unknown,Married,Unknown,Blue,35,1,2,3,3668,0,3668,0.655,4753,87,0.812,0, 714825408,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,2,3,3,2853,2517,336,0.595,4971,65,0.757,0.882, 788620083,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,41,2,2,2,2382,1419,963,0.78,4563,89,0.712,0.596, 719490108,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,2830,1779,1051,0.883,4854,74,0.947,0.629, 709044183,Existing Customer,47,F,3,Unknown,Married,Unknown,Blue,27,1,3,3,24987,824,24163,0.691,3995,64,0.561,0.033, 756944133,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,45,1,1,3,3705,2168,1537,0.662,4452,89,0.894,0.585, 785285883,Attrited Customer,49,F,3,Graduate,Single,Less than $40K,Blue,43,6,3,4,1675,0,1675,0.76,2622,53,0.71,0, 779770683,Existing Customer,47,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,2,3,3,1439,0,1439,0.638,5047,79,0.837,0, 718510983,Existing Customer,54,F,3,Unknown,Single,$40K - $60K,Blue,41,1,3,2,4440,0,4440,0.639,3720,89,0.894,0, 710322033,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,44,1,1,1,2563,1765,798,0.857,4515,77,0.925,0.689, 710560008,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,33,1,3,0,1896,1738,158,0.647,4588,75,0.923,0.917, 711298458,Attrited Customer,39,F,3,Unknown,Married,Less than $40K,Blue,26,5,2,5,2190,0,2190,0.691,2338,40,0.6,0, 789164283,Existing Customer,55,F,0,Uneducated,Married,Less than $40K,Blue,44,1,1,3,2596,1929,667,0.609,4726,87,0.812,0.743, 715773783,Attrited Customer,44,F,2,Graduate,Single,$40K - $60K,Blue,35,2,3,4,4196,561,3635,0.741,2558,38,0.652,0.134, 779158533,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,25,2,3,3,1616,966,650,0.647,4774,74,0.805,0.598, 720463833,Existing Customer,42,M,5,Uneducated,Single,$60K - $80K,Blue,36,1,1,2,6618,1738,4880,0.72,5022,76,0.854,0.263, 712747758,Attrited Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2477,0,2477,0.445,2037,43,0.387,0, 771067308,Existing Customer,38,F,3,High School,Single,$40K - $60K,Blue,25,1,1,2,3040,1908,1132,0.758,5616,73,0.659,0.628, 750995508,Attrited Customer,41,M,3,Unknown,Single,$60K - $80K,Blue,32,1,3,3,4697,1046,3651,0.313,1679,29,0.318,0.223, 716171358,Existing Customer,51,M,4,College,Married,$40K - $60K,Blue,36,2,3,1,4436,2222,2214,0.731,4460,85,0.771,0.501, 794637333,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Silver,25,2,2,2,13138,0,13138,0.546,3881,77,0.791,0, 718437033,Attrited Customer,46,M,2,Uneducated,Unknown,$60K - $80K,Blue,30,4,3,2,1438.3,681,757.3,0.731,2527,38,0.583,0.473, 718492908,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,36,1,2,3,3297,1554,1743,0.605,4636,86,0.72,0.471, 716033508,Existing Customer,46,M,2,Graduate,Single,$60K - $80K,Blue,34,1,3,2,6272,1434,4838,1.172,4514,66,1.2,0.229, 717603858,Existing Customer,54,M,3,College,Single,$40K - $60K,Blue,42,1,2,1,5608,1775,3833,0.522,4325,77,0.75,0.317, 714741933,Existing Customer,42,M,4,Unknown,Married,$60K - $80K,Blue,32,1,1,2,9906,1759,8147,0.785,4033,76,1,0.178, 716558283,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,36,2,2,2,1621,1046,575,0.729,5247,84,0.615,0.645, 719022558,Existing Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,38,1,3,3,2305,1173,1132,0.818,5106,74,0.762,0.509, 717334233,Existing Customer,54,F,1,Uneducated,Single,$40K - $60K,Blue,43,1,3,2,9525,2517,7008,0.669,4804,79,0.881,0.264, 709222008,Attrited Customer,41,M,3,Unknown,Single,$80K - $120K,Blue,32,1,3,4,4742,2221,2521,0.464,2422,41,0.464,0.468, 719192808,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,36,2,1,1,3168,2147,1021,0.663,4674,71,0.821,0.678, 719281533,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,2,1,3,2939,1388,1551,0.69,5076,84,0.826,0.472, 710877108,Existing Customer,44,F,1,High School,Divorced,Less than $40K,Blue,32,1,1,2,2724,1288,1436,0.613,4171,75,1.206,0.473, 714155283,Existing Customer,46,F,2,Unknown,Married,Unknown,Blue,36,2,3,0,6990,876,6114,0.752,4861,77,0.638,0.125, 771214083,Existing Customer,45,M,2,High School,Unknown,$60K - $80K,Blue,32,1,2,3,1870,0,1870,0.761,4891,65,0.806,0, 770581983,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,1,1,3,1438.3,0,1438.3,0.861,4885,88,0.63,0, 718742808,Attrited Customer,55,F,1,High School,Married,$40K - $60K,Blue,46,2,4,3,4629,710,3919,0.788,2877,49,0.581,0.153, 710257683,Existing Customer,50,M,3,Graduate,Single,$120K +,Blue,33,1,2,2,34516,1134,33382,0.585,4520,73,0.659,0.033, 721426383,Attrited Customer,36,F,3,Unknown,Single,Less than $40K,Blue,36,4,3,0,1558,261,1297,0.775,2424,40,0.6,0.168, 721041483,Attrited Customer,45,M,4,Doctorate,Married,$60K - $80K,Blue,37,1,2,2,13093,2517,10576,0.426,2032,39,0.444,0.192, 719922558,Existing Customer,45,F,5,Unknown,Divorced,$40K - $60K,Blue,33,2,2,3,1438.3,0,1438.3,0.739,5346,84,0.787,0, 715072533,Existing Customer,41,F,3,Unknown,Unknown,$40K - $60K,Blue,36,2,6,2,4451,0,4451,0.726,4456,75,0.974,0, 716214108,Existing Customer,44,M,4,Uneducated,Single,$60K - $80K,Blue,36,1,2,1,6426,0,6426,0.592,4892,80,0.818,0, 772216833,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,36,1,2,1,2761,1950,811,0.582,4510,88,0.66,0.706, 708553008,Existing Customer,38,F,1,High School,Single,$40K - $60K,Blue,36,1,2,3,2148,1103,1045,0.602,4711,64,0.882,0.514, 778880358,Existing Customer,49,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,3,3,2485,1648,837,0.595,4208,71,0.919,0.663, 720258183,Existing Customer,39,F,4,Graduate,Single,$40K - $60K,Blue,25,2,3,3,3394,2517,877,0.689,5421,75,0.829,0.742, 720689583,Existing Customer,50,F,3,High School,Married,$40K - $60K,Blue,40,1,3,3,3367,1747,1620,0.769,5657,91,0.517,0.519, 758168133,Existing Customer,50,F,0,High School,Married,$40K - $60K,Blue,43,2,3,1,4154,1060,3094,0.544,4325,86,0.72,0.255, 716322783,Existing Customer,47,F,3,Unknown,Married,Less than $40K,Blue,37,2,2,2,2154,1628,526,0.665,4538,74,0.762,0.756, 711118083,Existing Customer,54,F,4,Graduate,Divorced,Less than $40K,Blue,43,1,2,1,2506,1784,722,0.729,4504,80,1.051,0.712, 709591533,Existing Customer,46,F,3,College,Divorced,Less than $40K,Blue,38,1,1,3,1774,1115,659,0.686,3474,60,0.667,0.629, 794556333,Existing Customer,43,F,2,Unknown,Single,Unknown,Blue,27,1,3,3,3287,1697,1590,0.711,5236,77,1.026,0.516, 771630783,Existing Customer,42,F,3,High School,Married,Unknown,Blue,30,1,1,2,1821,935,886,0.781,4786,87,0.776,0.513, 708672708,Existing Customer,49,M,4,High School,Unknown,$80K - $120K,Blue,31,2,3,3,34516,2517,31999,0.71,3990,65,1.031,0.073, 715590258,Existing Customer,45,F,4,Uneducated,Single,$40K - $60K,Blue,36,1,1,3,3918,2070,1848,0.76,4700,69,0.643,0.528, 714241083,Existing Customer,49,F,1,Graduate,Married,Unknown,Blue,39,1,1,3,5455,2091,3364,0.748,4349,58,0.812,0.383, 708416433,Attrited Customer,41,F,1,High School,Single,Less than $40K,Blue,36,4,3,2,2372,0,2372,0.597,2499,41,0.464,0, 779183958,Attrited Customer,45,F,2,Graduate,Single,Less than $40K,Blue,33,1,3,4,1492,0,1492,0.502,2469,38,0.267,0, 709061658,Existing Customer,44,F,1,Graduate,Single,Less than $40K,Blue,31,2,2,3,1550,716,834,0.749,4534,87,0.977,0.462, 717384183,Existing Customer,58,F,3,Graduate,Single,Less than $40K,Blue,53,1,3,1,2669,2048,621,0.725,4863,79,1.135,0.767, 778921908,Existing Customer,42,M,4,College,Single,$60K - $80K,Blue,23,2,3,1,3311,841,2470,0.7,4559,80,0.905,0.254, 714745608,Existing Customer,51,F,4,High School,Single,Less than $40K,Blue,33,2,4,3,3068,2071,997,0.854,5524,71,0.972,0.675, 709200633,Existing Customer,55,F,1,Graduate,Single,Unknown,Blue,49,1,4,3,2721,0,2721,0.508,5443,73,0.973,0, 714714558,Existing Customer,37,F,2,Uneducated,Single,$40K - $60K,Blue,27,1,3,2,3050,2517,533,1.177,4698,75,0.923,0.825, 801363633,Existing Customer,60,F,2,Graduate,Married,Unknown,Blue,54,1,2,2,3356,1664,1692,0.862,5200,81,0.929,0.496, 778847808,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,23,1,2,3,2647,1245,1402,0.712,4911,82,0.864,0.47, 713015433,Existing Customer,50,F,4,Unknown,Married,Less than $40K,Blue,36,2,4,3,2407,1102,1305,0.736,4543,71,0.775,0.458, 711666708,Attrited Customer,52,F,2,High School,Married,Unknown,Blue,39,1,3,4,2233,1790,443,0.798,2888,50,0.562,0.802, 809631483,Existing Customer,42,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,37,1,1,3,32106,0,32106,0.678,4452,83,0.729,0, 808967883,Existing Customer,48,F,4,Unknown,Married,Less than $40K,Blue,43,1,1,0,2089,1262,827,0.886,5069,76,1.111,0.604, 710532258,Existing Customer,48,F,3,High School,Divorced,Less than $40K,Blue,36,1,1,1,2185,1495,690,0.924,4906,83,0.804,0.684, 812235108,Existing Customer,44,F,2,Graduate,Unknown,Less than $40K,Blue,39,2,3,3,4057,755,3302,0.873,4301,58,1.417,0.186, 817293258,Existing Customer,44,F,4,College,Married,$40K - $60K,Blue,27,1,1,2,3183,2517,666,0.726,4017,63,0.853,0.791, 714695883,Existing Customer,45,F,5,Uneducated,Unknown,Less than $40K,Blue,36,1,2,3,2699,1583,1116,0.648,4071,75,0.829,0.587, 738062658,Existing Customer,57,M,3,Graduate,Single,$80K - $120K,Blue,50,2,3,3,17096,1762,15334,0.409,4231,62,0.55,0.103, 709518858,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,38,1,1,1,2897,0,2897,0.7,4891,87,0.776,0, 819634233,Attrited Customer,46,F,2,Graduate,Unknown,Less than $40K,Blue,40,5,2,2,6568,0,6568,0.101,1507,33,0.222,0, 711272058,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,28,1,3,3,1622,972,650,0.866,4216,71,1.367,0.599, 716262708,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,36,1,3,2,1438.3,718,720.3,0.571,4447,71,0.821,0.499, 708928008,Existing Customer,34,F,2,High School,Single,$40K - $60K,Blue,36,2,3,1,1677,0,1677,0.7,4035,87,0.891,0, 765755283,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,41,1,1,3,7884,745,7139,0.714,4588,74,0.762,0.094, 711922158,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,45,1,3,3,1860,0,1860,0.778,5109,62,0.722,0, 773177358,Existing Customer,48,F,3,Graduate,Married,Unknown,Blue,41,1,2,2,8074,2426,5648,0.72,5372,93,0.788,0.3, 779638983,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,30,2,3,3,2124,1573,551,0.728,4592,83,0.804,0.741, 708723858,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,37,1,1,3,3413,1715,1698,0.812,3843,67,0.634,0.502, 712184133,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,24,2,3,3,2178,1408,770,0.635,5089,80,0.455,0.646, 709948233,Existing Customer,47,F,3,Uneducated,Single,Unknown,Blue,35,1,4,3,2446,1899,547,0.714,5347,87,0.74,0.776, 709415583,Existing Customer,37,F,2,Unknown,Single,Less than $40K,Blue,21,1,1,1,3967,1476,2491,0.626,4490,66,0.833,0.372, 714005508,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,36,2,2,2,4146,2027,2119,0.74,4323,64,0.684,0.489, 712407033,Existing Customer,26,F,0,Uneducated,Unknown,Unknown,Silver,13,1,2,3,34516,2403,32113,0.623,4174,59,0.735,0.07, 716333283,Existing Customer,58,F,0,Unknown,Unknown,Less than $40K,Blue,52,1,2,2,1869,1255,614,0.847,5269,80,0.633,0.671, 715534083,Existing Customer,46,F,2,College,Single,Unknown,Blue,33,2,3,1,2168,1334,834,0.622,4043,73,0.738,0.615, 789492558,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,40,1,2,1,2096,1276,820,0.6,4926,82,0.745,0.609, 770929383,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,28,2,1,1,7293,993,6300,0.507,4828,82,0.64,0.136, 708890133,Existing Customer,46,F,4,College,Married,Unknown,Blue,35,2,2,2,1438.3,0,1438.3,0.802,4659,74,1.114,0, 788595183,Existing Customer,42,M,2,Graduate,Single,$40K - $60K,Blue,36,1,1,3,1438.3,686,752.3,0.68,3499,80,0.86,0.477, 713167383,Existing Customer,57,F,3,High School,Single,Less than $40K,Blue,46,1,2,2,2298,1540,758,0.708,5154,81,0.976,0.67, 717704433,Existing Customer,48,F,4,Unknown,Single,Unknown,Blue,37,1,2,1,3829,836,2993,0.731,4313,85,0.545,0.218, 718590183,Existing Customer,58,F,3,Doctorate,Married,Less than $40K,Blue,47,1,3,3,1517,920,597,0.825,5067,69,0.865,0.606, 719019483,Existing Customer,46,F,2,College,Unknown,Less than $40K,Silver,36,2,3,1,13427,1507,11920,0.84,4266,63,0.75,0.112, 710401458,Existing Customer,53,M,3,Unknown,Married,$80K - $120K,Blue,40,2,2,3,16747,0,16747,0.801,4350,76,0.767,0, 720783558,Existing Customer,58,F,1,Graduate,Married,Unknown,Blue,48,2,3,1,9926,2216,7710,0.524,4937,73,0.553,0.223, 772364358,Existing Customer,54,F,2,High School,Unknown,Less than $40K,Blue,44,1,1,1,2691,811,1880,0.767,4413,80,0.633,0.301, 719868183,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,30,5,3,2,1456,0,1456,0.694,2843,42,0.5,0, 709388058,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,34,2,3,2,2005,1263,742,0.657,4906,80,0.818,0.63, 717004533,Existing Customer,35,F,3,High School,Married,Less than $40K,Blue,36,2,3,0,4790,1189,3601,0.698,4544,81,0.929,0.248, 714969183,Existing Customer,46,F,2,Unknown,Married,Less than $40K,Blue,36,2,3,1,3123,1639,1484,0.788,4117,76,1.111,0.525, 720837708,Existing Customer,42,F,3,College,Unknown,Less than $40K,Blue,28,1,2,3,5471,2517,2954,0.493,5103,94,0.679,0.46, 759947433,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,46,1,2,2,13670,0,13670,0.819,4812,81,0.653,0, 767404083,Attrited Customer,52,M,2,Graduate,Single,$60K - $80K,Blue,45,2,3,3,3460,0,3460,0.466,2355,47,0.621,0, 781926633,Existing Customer,48,M,2,Uneducated,Married,$40K - $60K,Blue,42,1,3,3,3202,2517,685,0.597,4675,88,0.692,0.786, 772127508,Attrited Customer,31,F,1,Uneducated,Married,Less than $40K,Blue,20,6,2,2,1438.3,0,1438.3,0.706,2614,49,0.531,0, 720518283,Existing Customer,50,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,1,3,2,2296,1371,925,0.604,5483,77,0.791,0.597, 715380483,Existing Customer,54,F,5,Unknown,Single,Less than $40K,Blue,49,2,3,2,1476,0,1476,0.699,4462,75,0.786,0, 789296133,Existing Customer,35,F,3,Doctorate,Single,Unknown,Blue,24,1,1,3,12287,770,11517,0.612,4601,65,0.757,0.063, 711029358,Existing Customer,41,F,4,Unknown,Single,Less than $40K,Blue,36,2,3,2,2470,1566,904,0.811,5011,61,0.743,0.634, 712615008,Existing Customer,46,M,2,Graduate,Unknown,$120K +,Blue,34,1,3,2,24431,892,23539,0.417,3457,66,0.571,0.037, 816826008,Existing Customer,41,M,4,Unknown,Married,Less than $40K,Blue,36,1,1,2,1950,998,952,0.619,4630,84,0.714,0.512, 715488483,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,36,1,3,1,6615,0,6615,0.619,4575,75,0.786,0, 717759783,Existing Customer,47,F,4,Unknown,Single,Unknown,Blue,34,1,3,2,5756,860,4896,0.708,5298,72,0.714,0.149, 796083783,Attrited Customer,55,F,2,College,Single,Unknown,Blue,49,1,0,6,1438.3,0,1438.3,0.608,2278,57,0.727,0, 709925733,Existing Customer,32,F,0,Unknown,Single,Less than $40K,Blue,22,1,3,2,1438.3,713,725.3,0.806,5099,80,0.951,0.496, 715309083,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,2,1912,0,1912,0.728,4851,87,0.642,0, 778441533,Attrited Customer,45,F,4,High School,Single,Unknown,Blue,26,6,2,2,4549,1631,2918,0.779,2240,34,0.478,0.359, 715891533,Existing Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,33,1,2,1,1979,1305,674,0.702,5458,84,0.75,0.659, 788848458,Existing Customer,40,F,5,Unknown,Married,$40K - $60K,Blue,24,1,1,2,2803,1747,1056,0.954,5089,71,1.029,0.623, 708399858,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,35,2,2,1,2548,2250,298,0.581,4747,77,0.791,0.883, 711944733,Existing Customer,45,F,2,High School,Married,Less than $40K,Blue,36,1,2,2,1457,828,629,0.852,5401,93,0.661,0.568, 712683633,Attrited Customer,32,F,0,Unknown,Married,Less than $40K,Blue,36,5,3,3,1438.3,0,1438.3,0.569,2464,37,0.321,0, 785487783,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,53,2,2,0,1980,1409,571,0.743,5350,96,0.714,0.712, 718951683,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,35,2,3,1,2216,1262,954,0.497,4763,83,0.66,0.569, 718329183,Existing Customer,57,F,3,Graduate,Divorced,$40K - $60K,Blue,47,1,3,2,4262,2517,1745,0.682,3943,75,0.744,0.591, 788960658,Existing Customer,42,F,2,Uneducated,Married,Less than $40K,Blue,28,1,2,3,2573,1742,831,0.693,4649,88,0.76,0.677, 713120433,Existing Customer,55,F,2,High School,Married,$40K - $60K,Blue,42,2,2,3,5431,2007,3424,0.661,4569,82,0.608,0.37, 720980958,Existing Customer,43,F,5,Uneducated,Married,Less than $40K,Blue,30,1,3,2,3092,909,2183,0.832,4797,87,0.851,0.294, 709606158,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,31,1,3,3,2984,0,2984,0.77,4878,86,0.87,0, 714168183,Existing Customer,48,F,2,Uneducated,Married,Unknown,Blue,38,1,3,3,2186,1017,1169,0.617,4629,77,0.791,0.465, 712524858,Existing Customer,34,M,1,Graduate,Single,Less than $40K,Blue,28,1,6,3,2669,1649,1020,0.63,4314,74,0.609,0.618, 815072283,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,45,1,3,1,1789,1156,633,0.748,5110,75,0.63,0.646, 715980258,Existing Customer,36,F,1,Doctorate,Single,Less than $40K,Blue,25,1,2,3,2835,2511,324,0.731,4811,77,0.925,0.886, 788715483,Existing Customer,44,F,5,Graduate,Single,Less than $40K,Blue,28,2,2,2,1558,879,679,0.874,4805,86,0.792,0.564, 809276808,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,42,1,1,3,7299,0,7299,0.806,4678,83,0.729,0, 708885558,Attrited Customer,56,F,1,High School,Single,Less than $40K,Blue,48,1,5,2,3556,0,3556,0.596,2220,45,0.731,0, 789373683,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,35,1,2,2,1438.3,834,604.3,0.635,4976,70,0.842,0.58, 714216858,Existing Customer,35,F,2,Unknown,Single,Unknown,Blue,36,2,1,2,1507,0,1507,0.81,4679,85,0.771,0, 719150658,Attrited Customer,51,F,2,Graduate,Married,Unknown,Blue,34,2,3,2,7551,0,7551,0.894,2977,46,0.394,0, 712302783,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,25,2,3,1,2468,872,1596,0.991,4426,76,1.111,0.353, 799717458,Existing Customer,42,F,3,Unknown,Married,Less than $40K,Blue,36,2,3,3,2515,1453,1062,0.649,4025,74,0.805,0.578, 716354883,Attrited Customer,59,F,0,Graduate,Unknown,Unknown,Blue,49,2,3,2,9076,0,9076,0.899,3048,53,0.656,0, 719601708,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,35,1,1,2,10699,1099,9600,0.661,5052,61,0.694,0.103, 720150858,Attrited Customer,34,M,2,High School,Married,$80K - $120K,Blue,25,6,2,0,1439,0,1439,0.89,2932,44,0.913,0, 824915208,Existing Customer,44,F,3,Doctorate,Married,Unknown,Blue,40,2,1,1,7212,1008,6204,0.727,5169,82,0.745,0.14, 798777708,Existing Customer,54,F,4,High School,Single,$40K - $60K,Blue,48,2,4,1,3089,1177,1912,1.01,5237,75,0.829,0.381, 805229133,Existing Customer,46,M,3,Unknown,Unknown,$80K - $120K,Blue,41,1,2,2,11250,0,11250,0.482,4514,70,0.591,0, 716365233,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,36,1,3,3,1665,964,701,1.049,4881,75,0.923,0.579, 796544133,Existing Customer,54,M,1,College,Single,$120K +,Blue,48,1,3,1,2456,1654,802,0.565,4468,84,0.75,0.673, 778143183,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,40,2,2,3,11773,0,11773,0.754,5098,58,1.071,0, 717011958,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,23,2,1,1,1438.3,0,1438.3,0.728,4494,82,0.708,0, 778264008,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,32,2,1,2,3104,1954,1150,0.473,4699,77,0.925,0.63, 789507408,Existing Customer,48,F,3,College,Unknown,Unknown,Blue,40,2,6,1,2337,0,2337,0.586,5203,90,0.765,0, 788842008,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,34,2,2,2,4060,2336,1724,0.943,5173,87,0.706,0.575, 714742758,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,24,2,2,2,3428,2209,1219,0.671,4751,87,0.642,0.644, 717742908,Existing Customer,44,M,3,Unknown,Married,$40K - $60K,Blue,36,1,1,1,12967,2517,10450,0.787,4520,74,0.762,0.194, 712874433,Existing Customer,45,M,3,Unknown,Single,Less than $40K,Blue,36,2,1,0,2326,642,1684,0.814,5413,90,0.765,0.276, 711092658,Attrited Customer,39,F,3,Graduate,Married,Unknown,Blue,26,2,2,3,4376,855,3521,0.839,2862,52,0.733,0.195, 720299283,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Blue,33,2,2,1,12745,0,12745,0.538,4380,80,0.739,0, 719237058,Existing Customer,39,M,2,Doctorate,Single,$60K - $80K,Blue,36,2,2,1,1790,891,899,0.45,4498,96,0.574,0.498, 719671383,Existing Customer,40,F,3,Uneducated,Unknown,Less than $40K,Blue,30,2,3,2,2969,0,2969,0.74,4109,70,1,0, 788290383,Existing Customer,43,M,3,Doctorate,Single,$40K - $60K,Blue,35,2,6,3,4970,1588,3382,0.669,4436,83,0.804,0.32, 779701983,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,32,1,3,3,5400,1426,3974,0.595,4643,80,0.702,0.264, 779247483,Attrited Customer,46,F,1,Uneducated,Unknown,Unknown,Blue,28,5,2,6,2069,0,2069,0.656,2754,55,0.667,0, 767093133,Existing Customer,52,F,2,Unknown,Married,Unknown,Blue,45,2,2,1,3192,0,3192,0.646,4191,80,0.739,0, 717979008,Existing Customer,48,F,3,Unknown,Single,Less than $40K,Blue,37,2,2,1,2105,1072,1033,0.514,4833,81,1.077,0.509, 712132383,Existing Customer,44,M,4,College,Single,$80K - $120K,Blue,34,2,2,3,1876,861,1015,0.839,5056,82,0.547,0.459, 772306383,Attrited Customer,57,F,3,Unknown,Unknown,Less than $40K,Blue,43,5,3,2,1462,0,1462,0.602,2299,42,0.312,0, 714469008,Existing Customer,40,F,2,Unknown,Single,$40K - $60K,Blue,29,1,3,3,2351,1337,1014,0.613,5115,84,0.787,0.569, 812446158,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,49,2,2,2,1719,0,1719,0.579,4869,65,0.512,0, 779401233,Existing Customer,47,F,4,Uneducated,Single,$40K - $60K,Blue,36,1,1,0,1438.3,0,1438.3,0.61,5216,78,0.66,0, 784994883,Existing Customer,26,F,0,Unknown,Married,Less than $40K,Blue,20,2,2,2,2516,2378,138,1.033,4746,75,0.875,0.945, 721080183,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,20,2,2,3,4883,0,4883,0.724,4613,82,1,0, 712572858,Existing Customer,38,M,3,High School,Single,$80K - $120K,Blue,29,2,1,3,3413,1801,1612,0.88,3831,45,0.667,0.528, 719759733,Attrited Customer,59,F,0,Unknown,Single,$40K - $60K,Blue,52,2,4,3,1852,0,1852,0.902,2851,49,0.75,0, 780371433,Existing Customer,35,F,2,Graduate,Married,Unknown,Blue,25,2,3,3,3339,2014,1325,0.688,4725,83,0.694,0.603, 822170733,Attrited Customer,45,F,4,College,Single,Less than $40K,Blue,41,6,3,2,3785,2517,1268,0.574,2401,54,0.742,0.665, 708224133,Existing Customer,61,M,0,Uneducated,Single,$40K - $60K,Blue,49,1,2,3,2228,1480,748,0.533,4431,71,0.651,0.664, 719299533,Attrited Customer,55,F,1,Unknown,Unknown,Less than $40K,Blue,36,2,3,2,3626,795,2831,0.896,2954,42,0.556,0.219, 780633483,Existing Customer,58,F,0,Graduate,Married,$40K - $60K,Blue,47,2,2,1,2194,1302,892,0.814,4962,81,0.841,0.593, 771356508,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,2,3,1,2665,1936,729,0.757,4500,71,0.972,0.726, 823629333,Existing Customer,42,M,4,Uneducated,Married,$40K - $60K,Blue,38,1,4,1,2444,0,2444,0.788,4220,50,1.174,0, 712961658,Existing Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,32,1,1,1,3335,2238,1097,0.644,5321,78,0.95,0.671, 710464683,Existing Customer,45,F,3,Post-Graduate,Married,Less than $40K,Blue,32,2,3,2,2726,2127,599,0.814,5578,89,0.854,0.78, 716688183,Attrited Customer,51,F,1,High School,Married,Less than $40K,Blue,43,4,3,3,1665,1521,144,0.874,2878,45,0.452,0.914, 789082758,Existing Customer,40,F,2,High School,Married,Less than $40K,Blue,28,1,3,3,2734,1661,1073,0.726,4981,90,0.698,0.608, 709140858,Existing Customer,57,F,2,College,Single,Less than $40K,Blue,47,1,3,1,1727,996,731,0.767,5112,82,0.673,0.577, 822127008,Existing Customer,50,F,1,Post-Graduate,Married,Unknown,Blue,46,2,2,1,19349,615,18734,0.708,4351,79,0.717,0.032, 720496158,Existing Customer,53,M,0,Unknown,Single,$60K - $80K,Blue,42,1,2,0,13409,1168,12241,0.625,4031,82,0.745,0.087, 774588633,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,39,2,2,3,1438.3,0,1438.3,0.81,4928,84,0.909,0, 788465583,Existing Customer,42,F,3,College,Single,$40K - $60K,Blue,35,2,3,3,6330,1573,4757,0.899,3029,52,0.733,0.248, 741517458,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,42,2,4,3,2575,2517,58,0.31,1874,40,0.739,0.977, 709935708,Existing Customer,55,F,1,Unknown,Married,$40K - $60K,Blue,43,2,1,2,3391,1696,1695,0.537,4291,77,0.711,0.5, 721112508,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,40,2,3,1,5298,0,5298,0.686,4834,80,0.667,0, 720734583,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,32,1,3,3,2540,1561,979,0.894,5039,82,0.745,0.615, 772286658,Attrited Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,52,6,4,3,14324,2507,11817,0.433,2083,56,0.647,0.175, 807149058,Existing Customer,48,F,5,Unknown,Married,Less than $40K,Blue,43,1,1,3,2876,1628,1248,0.631,4752,80,0.739,0.566, 771045708,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,2,3,3,1504,970,534,0.864,2801,51,1.217,0.645, 711733308,Existing Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,36,2,2,2,1839,0,1839,0.782,4930,91,0.784,0, 710518308,Existing Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,35,1,4,2,1685,0,1685,0.457,4155,85,0.667,0, 716586408,Existing Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,36,1,1,3,4850,1022,3828,0.603,4187,86,0.686,0.211, 713152383,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,27,1,1,1,2840,2517,323,0.591,4405,82,0.864,0.886, 771935283,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,36,1,2,1,2977,1927,1050,0.731,5217,88,0.725,0.647, 720460083,Attrited Customer,45,F,4,Unknown,Single,Unknown,Gold,27,1,2,3,34516,0,34516,0.331,2198,42,0.355,0, 825838908,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,35,1,5,1,1961,0,1961,0.631,4846,92,0.84,0, 709082808,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,2,3,2,2156,1198,958,0.507,5092,95,0.759,0.556, 710937783,Existing Customer,53,F,0,Uneducated,Married,$40K - $60K,Blue,40,1,3,3,2772,2414,358,0.805,5313,68,1.194,0.871, 789540108,Existing Customer,29,F,1,Uneducated,Married,Less than $40K,Blue,21,2,1,3,2832,1819,1013,0.674,4761,75,0.744,0.642, 709824633,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,35,2,5,3,1552,1375,177,0.995,5064,80,0.905,0.886, 717874533,Attrited Customer,46,M,2,High School,Single,$40K - $60K,Blue,36,5,2,2,6362,0,6362,0.596,1968,51,0.759,0, 712571883,Existing Customer,40,M,3,Graduate,Divorced,Less than $40K,Silver,36,1,3,2,11409,1658,9751,0.989,4677,58,0.706,0.145, 716926758,Existing Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,27,2,6,2,1965,0,1965,0.608,4268,91,0.857,0, 716181858,Existing Customer,42,F,2,Uneducated,Married,$40K - $60K,Blue,29,1,2,2,1622,0,1622,0.709,4633,67,0.634,0, 779613933,Existing Customer,38,F,4,Uneducated,Married,Less than $40K,Blue,27,1,3,1,1736,1319,417,0.667,5045,86,0.755,0.76, 712136058,Attrited Customer,54,F,2,College,Single,Unknown,Blue,36,1,3,3,8827,0,8827,0.782,2643,50,0.515,0, 709678608,Existing Customer,49,M,4,High School,Married,$80K - $120K,Blue,36,2,3,3,24256,1076,23180,0.568,4269,69,0.643,0.044, 714276408,Attrited Customer,52,F,3,Uneducated,Single,$40K - $60K,Blue,36,2,3,3,1915,1445,470,0.374,2264,39,0.56,0.755, 719953383,Existing Customer,38,F,4,College,Single,Less than $40K,Blue,27,2,3,3,1438.3,0,1438.3,0.721,4564,79,0.717,0, 718795083,Existing Customer,44,F,2,Graduate,Married,Unknown,Blue,26,2,1,3,2006,1030,976,0.881,5337,85,0.735,0.513, 720503508,Existing Customer,44,F,1,Uneducated,Divorced,Less than $40K,Blue,37,1,2,3,5594,1235,4359,0.549,5220,75,0.829,0.221, 770762133,Existing Customer,52,F,3,High School,Married,Unknown,Blue,38,2,1,2,3505,2517,988,0.612,5034,79,0.681,0.718, 713555133,Attrited Customer,56,F,3,High School,Unknown,Less than $40K,Blue,44,4,3,2,1667,595,1072,0.63,2424,40,0.481,0.357, 711232608,Attrited Customer,47,F,5,High School,Single,Less than $40K,Blue,36,2,3,2,1636,0,1636,0.694,2235,35,0.591,0, 780322908,Existing Customer,52,F,3,Unknown,Married,Less than $40K,Blue,38,1,2,3,3281,911,2370,0.665,4431,67,1.094,0.278, 708207783,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,42,1,3,2,1477,0,1477,0.685,4680,80,0.778,0, 719590458,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,6,3,3,1905,0,1905,0.845,3120,46,0.586,0, 778679883,Existing Customer,39,M,2,Graduate,Single,$60K - $80K,Blue,19,1,2,1,6146,0,6146,0.577,3645,76,0.551,0, 780230208,Existing Customer,53,M,2,College,Married,$40K - $60K,Blue,40,2,3,0,2672,1604,1068,0.62,4766,75,1.083,0.6, 827703258,Existing Customer,42,M,4,High School,Married,$60K - $80K,Blue,38,2,2,2,13426,0,13426,0.717,4674,66,0.886,0, 807379833,Attrited Customer,48,M,3,Graduate,Divorced,$40K - $60K,Blue,43,2,3,3,9104,145,8959,0.765,2563,34,0.417,0.016, 711178383,Existing Customer,47,M,2,Post-Graduate,Married,$80K - $120K,Blue,35,1,3,1,30300,1166,29134,0.715,4146,64,0.882,0.038, 712203333,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,39,1,2,1,7088,1750,5338,0.618,4691,76,0.727,0.247, 709261383,Existing Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,36,2,3,2,1872,661,1211,0.756,4970,81,0.929,0.353, 715829358,Existing Customer,33,F,4,College,Married,$40K - $60K,Blue,26,1,2,3,2874,2517,357,0.73,4794,88,0.6,0.876, 713213133,Existing Customer,36,M,2,Graduate,Single,$40K - $60K,Blue,36,2,2,1,6763,1660,5103,0.573,4972,76,0.9,0.245, 778860783,Attrited Customer,57,M,2,Unknown,Divorced,$120K +,Blue,38,1,2,4,24379,1116,23263,0.62,2836,41,0.281,0.046, 779442783,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,21,1,2,1,2867,1365,1502,0.502,4445,89,0.745,0.476, 780008358,Attrited Customer,59,M,0,Uneducated,Unknown,$60K - $80K,Blue,48,2,6,2,13172,0,13172,0.876,2598,47,0.621,0, 721274208,Attrited Customer,41,F,2,High School,Single,Less than $40K,Blue,36,4,3,3,2201,2104,97,0.648,2408,38,0.583,0.956, 714076683,Attrited Customer,29,F,0,College,Married,Less than $40K,Blue,19,2,1,2,3261,2517,744,0.636,2461,54,0.742,0.772, 788791383,Existing Customer,39,F,3,High School,Married,$40K - $60K,Blue,21,1,2,1,5027,0,5027,0.853,4850,70,0.75,0, 709459608,Existing Customer,47,F,2,Unknown,Unknown,$40K - $60K,Blue,36,1,3,3,1811,0,1811,0.61,5390,87,0.776,0, 711560058,Existing Customer,49,M,1,High School,Married,$60K - $80K,Blue,36,2,3,2,2465,1334,1131,0.95,4806,83,0.766,0.541, 717657333,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,3,7584,1834,5750,0.818,4783,65,0.667,0.242, 812218908,Attrited Customer,46,F,2,Unknown,Married,Less than $40K,Blue,36,2,3,2,4065,2517,1548,0.957,2899,51,0.821,0.619, 787482033,Attrited Customer,60,M,1,High School,Divorced,$80K - $120K,Blue,48,1,5,3,28930,0,28930,0.645,2251,27,0.227,0, 779141658,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,33,1,3,2,4963,2115,2848,0.767,4989,78,0.696,0.426, 813810333,Attrited Customer,50,M,3,Post-Graduate,Married,$60K - $80K,Blue,45,6,4,3,2049,0,2049,0.974,2703,54,1,0, 789613083,Existing Customer,47,M,3,Uneducated,Divorced,$60K - $80K,Blue,41,2,3,3,1943,0,1943,0.494,5108,81,0.884,0, 794540883,Existing Customer,56,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,1,2,1,3485,1465,2020,0.653,4776,87,1.023,0.42, 811889808,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,38,3,5,1,23459,2305,21154,0.636,7279,83,0.627,0.098, 720509433,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,31,2,1,3,2306,1627,679,0.507,3776,70,0.944,0.706, 715091208,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,2,3,3,18177,841,17336,0.888,8512,94,0.679,0.046, 719269308,Existing Customer,49,F,2,Graduate,Unknown,Less than $40K,Blue,36,3,1,3,3252,2517,735,0.878,7418,90,0.579,0.774, 718200333,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,41,3,3,0,2894,2117,777,0.79,7471,87,0.673,0.732, 713487633,Existing Customer,44,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,4,2,34516,1807,32709,0.665,7663,91,0.655,0.052, 789363408,Existing Customer,44,M,3,High School,Married,$120K +,Silver,34,3,1,2,34516,2517,31999,0.814,7427,83,0.566,0.073, 713916708,Existing Customer,53,M,3,Graduate,Single,$120K +,Gold,43,3,1,3,34516,2435,32081,0.77,7758,98,0.719,0.071, 823833483,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,37,3,3,2,7839,1544,6295,0.715,7904,83,0.804,0.197, 717756258,Existing Customer,49,M,2,Unknown,Married,$120K +,Blue,38,3,6,3,16494,1158,15336,0.692,7761,84,0.647,0.07, 712879158,Existing Customer,49,M,1,High School,Married,$60K - $80K,Gold,36,2,2,3,6224,2201,4023,0.832,7693,70,0.628,0.354, 709474683,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,13,3,2,3,6078,1478,4600,0.849,8442,95,0.508,0.243, 772313358,Existing Customer,50,M,3,High School,Single,$80K - $120K,Blue,39,3,3,2,21322,2216,19106,0.921,8693,91,0.569,0.104, 711856683,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,3,3,1590,1273,317,0.64,7352,80,0.818,0.801, 718530258,Existing Customer,52,F,3,Uneducated,Divorced,Less than $40K,Blue,36,3,1,2,1986,1411,575,0.799,7249,86,0.509,0.71, 716288208,Existing Customer,48,M,3,Graduate,Single,$60K - $80K,Blue,36,2,1,1,15618,0,15618,0.706,7549,77,0.638,0, 718712583,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,1,34496,1665,32831,0.883,8092,80,0.667,0.048, 806432433,Existing Customer,40,F,2,High School,Single,$40K - $60K,Blue,35,2,1,2,2544,1713,831,0.696,8006,88,0.571,0.673, 720074583,Existing Customer,42,M,1,Graduate,Unknown,$80K - $120K,Blue,36,2,1,2,4765,1516,3249,0.709,7380,76,0.689,0.318, 768848658,Existing Customer,43,F,3,Unknown,Single,Unknown,Blue,37,2,3,1,16583,1797,14786,0.889,7823,87,0.673,0.108, 709895508,Existing Customer,42,M,3,Graduate,Married,Less than $40K,Blue,36,2,2,1,6153,974,5179,0.703,7434,92,0.586,0.158, 711542358,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,2,15987,1187,14800,0.597,7471,88,0.467,0.074, 718773333,Existing Customer,51,F,4,Unknown,Single,Less than $40K,Blue,40,3,2,2,5139,1799,3340,0.94,7548,89,0.618,0.35, 816832383,Existing Customer,61,F,1,High School,Single,Less than $40K,Blue,56,3,2,2,3421,2266,1155,0.659,6932,75,0.744,0.662, 714042108,Existing Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,2,2,11000,1013,9987,0.697,7302,86,0.654,0.092, 714664683,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,37,3,3,3,2490,0,2490,0.835,8178,91,0.596,0, 713894358,Existing Customer,51,M,2,Post-Graduate,Unknown,$80K - $120K,Gold,46,2,3,2,34516,814,33702,0.735,7889,98,0.508,0.024, 715436883,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Blue,36,2,2,1,2490,1582,908,0.76,7719,86,0.623,0.635, 715260558,Existing Customer,44,F,4,High School,Single,$40K - $60K,Blue,36,3,2,2,2055,0,2055,0.975,7674,80,0.633,0, 713664258,Existing Customer,56,M,2,Unknown,Single,$40K - $60K,Blue,48,2,2,1,14344,2014,12330,0.726,7359,85,0.574,0.14, 713364783,Existing Customer,42,F,1,Post-Graduate,Single,Less than $40K,Blue,28,3,3,0,3453,1010,2443,0.801,8108,85,0.7,0.292, 718078008,Existing Customer,40,M,2,College,Divorced,$60K - $80K,Blue,36,3,2,1,20304,0,20304,0.809,7494,85,0.667,0, 798546408,Existing Customer,61,F,1,College,Single,Less than $40K,Blue,55,2,3,2,8283,1444,6839,0.698,7553,104,0.529,0.174, 779018508,Existing Customer,45,M,4,Uneducated,Single,$80K - $120K,Blue,35,2,2,2,11318,2082,9236,0.733,7179,93,0.632,0.184, 802668333,Attrited Customer,49,M,2,Graduate,Single,$80K - $120K,Blue,43,2,3,3,2384,1919,465,0.5,3512,50,0.471,0.805, 718320933,Existing Customer,47,M,3,Uneducated,Married,$60K - $80K,Blue,36,2,3,1,11919,2347,9572,0.842,8257,96,0.574,0.197, 789016983,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,32,2,5,1,2948,968,1980,0.946,7834,86,0.509,0.328, 713907633,Existing Customer,43,M,3,College,Unknown,$60K - $80K,Blue,36,2,1,2,5397,1265,4132,0.676,7791,84,0.615,0.234, 708474333,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,29,3,3,1,12294,2517,9777,0.775,7906,87,0.611,0.205, 778894233,Existing Customer,42,M,5,High School,Unknown,$80K - $120K,Blue,23,3,2,3,7253,0,7253,0.644,7595,83,0.804,0, 717244683,Existing Customer,43,F,3,College,Married,Unknown,Blue,36,3,3,3,21922,1467,20455,0.696,7409,89,0.679,0.067, 711410958,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,2,3,13452,2517,10935,0.781,7582,69,0.917,0.187, 799711833,Existing Customer,50,F,3,College,Married,Unknown,Blue,44,2,1,3,24735,2296,22439,0.808,7910,95,0.557,0.093, 714047733,Existing Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,45,2,2,1,4942,2119,2823,0.718,7460,85,0.604,0.429, 710061783,Attrited Customer,49,M,1,Graduate,Married,$40K - $60K,Blue,40,6,1,4,14973,0,14973,0.895,4517,59,0.439,0, 711082908,Existing Customer,44,M,4,Uneducated,Single,$80K - $120K,Blue,31,3,2,3,19719,1303,18416,0.91,8385,97,0.565,0.066, 721190358,Existing Customer,49,M,4,Unknown,Unknown,$80K - $120K,Blue,29,2,2,2,29690,2517,27173,0.769,7640,86,0.564,0.085, 712760208,Existing Customer,42,F,4,Graduate,Married,Unknown,Blue,31,3,2,1,6751,1192,5559,0.776,7921,93,0.55,0.177, 751563933,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,36,3,3,2,9484,2451,7033,0.637,7242,95,0.508,0.258, 815498733,Existing Customer,51,F,3,Unknown,Single,Less than $40K,Blue,46,3,2,2,4333,1848,2485,0.634,7643,85,0.771,0.426, 718433508,Existing Customer,40,F,3,Uneducated,Unknown,Less than $40K,Blue,30,2,5,2,2481,2119,362,0.801,8097,88,0.63,0.854, 720935658,Existing Customer,57,F,4,Post-Graduate,Single,Less than $40K,Blue,45,2,2,3,3059,1744,1315,0.614,7709,89,0.561,0.57, 714754533,Existing Customer,51,M,0,Doctorate,Single,$120K +,Platinum,44,3,2,3,34516,1925,32591,0.764,8012,87,0.582,0.056, 714713508,Existing Customer,49,M,2,Doctorate,Divorced,$80K - $120K,Blue,36,3,3,1,25178,1803,23375,0.767,7836,87,0.582,0.072, 715038033,Existing Customer,61,M,1,Graduate,Single,Less than $40K,Blue,54,3,3,1,7169,629,6540,0.807,8216,80,0.509,0.088, 809169858,Existing Customer,62,M,2,Graduate,Single,$60K - $80K,Blue,56,2,3,2,18224,1383,16841,0.705,7728,93,0.576,0.076, 718379358,Existing Customer,39,M,1,Unknown,Single,$80K - $120K,Silver,28,3,1,3,34516,2017,32499,0.93,8453,90,0.731,0.058, 779456508,Existing Customer,52,M,2,Graduate,Divorced,$60K - $80K,Blue,34,2,1,1,4813,0,4813,0.693,7477,91,0.655,0, 708907833,Existing Customer,38,F,1,High School,Single,Unknown,Blue,27,2,2,2,24965,2517,22448,0.851,7866,84,0.909,0.101, 708693558,Existing Customer,50,F,3,High School,Single,Less than $40K,Silver,38,3,2,2,12569,2167,10402,0.634,7344,95,0.696,0.172, 718665933,Existing Customer,43,M,3,Unknown,Divorced,$120K +,Blue,30,3,1,2,34516,2517,31999,0.77,7437,86,0.623,0.073, 816073983,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,48,2,2,2,8259,1182,7077,0.822,7957,88,0.544,0.143, 715851333,Existing Customer,42,M,4,High School,Married,$60K - $80K,Blue,27,2,3,2,13804,1903,11901,0.723,7376,97,0.54,0.138, 712884408,Existing Customer,43,F,1,High School,Single,Unknown,Blue,30,3,2,0,5700,1904,3796,0.649,7939,95,0.61,0.334, 715404783,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,35,3,3,0,6448,1464,4984,0.615,7546,88,0.63,0.227, 773356008,Existing Customer,57,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,51,2,3,3,5479,1200,4279,0.798,7960,86,0.458,0.219, 789525408,Existing Customer,50,F,0,Uneducated,Married,Less than $40K,Blue,42,3,4,2,3749,1594,2155,0.738,7990,89,0.534,0.425, 721212258,Existing Customer,48,M,4,High School,Single,$120K +,Blue,40,2,3,3,30210,1946,28264,0.904,7403,88,0.544,0.064, 719625933,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,36,2,2,1,5807,1143,4664,0.785,8000,96,0.412,0.197, 714304458,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,2,2,1,3605,0,3605,0.594,6800,78,0.814,0, 819975183,Existing Customer,44,F,4,College,Single,$40K - $60K,Silver,39,2,1,3,17077,2179,14898,0.738,7391,75,0.705,0.128, 785515533,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,37,3,3,1,5380,1337,4043,0.845,8947,93,0.576,0.249, 720712533,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Gold,36,2,1,3,34516,761,33755,0.716,7499,88,0.571,0.022, 709861008,Existing Customer,47,M,4,Post-Graduate,Married,$80K - $120K,Blue,30,3,3,1,27720,2414,25306,0.752,8520,89,0.589,0.087, 713911233,Existing Customer,47,F,3,Doctorate,Single,$40K - $60K,Silver,39,3,2,1,18341,1060,17281,0.718,7584,85,0.7,0.058, 712580958,Existing Customer,38,M,1,High School,Single,$120K +,Blue,30,2,1,1,27712,2130,25582,0.654,7399,91,0.717,0.077, 719473458,Existing Customer,46,M,3,High School,Single,$40K - $60K,Blue,42,3,2,1,8285,1359,6926,0.634,7205,84,0.826,0.164, 711764733,Existing Customer,41,F,4,Uneducated,Unknown,$40K - $60K,Silver,36,3,2,3,19704,0,19704,0.682,7766,81,0.62,0, 794124708,Existing Customer,47,M,2,Graduate,Unknown,$80K - $120K,Blue,41,2,2,2,21325,2197,19128,0.647,7053,69,0.865,0.103, 780707733,Existing Customer,41,M,1,Graduate,Married,$80K - $120K,Blue,30,3,3,2,34516,2109,32407,0.703,6832,87,0.706,0.061, 780620883,Existing Customer,49,F,2,Uneducated,Single,$40K - $60K,Blue,37,2,1,3,7045,1293,5752,0.628,7381,98,0.607,0.184, 720849708,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,37,3,3,1,14388,2517,11871,0.709,7042,85,0.635,0.175, 789312033,Attrited Customer,48,F,4,Post-Graduate,Single,Less than $40K,Blue,38,3,3,3,3874,460,3414,1.023,4921,51,0.645,0.119, 778742358,Existing Customer,44,M,4,Graduate,Married,$60K - $80K,Blue,24,2,2,2,4752,0,4752,0.679,7517,76,0.617,0, 719658858,Existing Customer,50,F,4,Doctorate,Married,Unknown,Silver,36,3,2,1,34516,2096,32420,0.666,7042,73,0.553,0.061, 713425383,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,46,2,3,2,7484,1939,5545,0.994,4923,56,0.333,0.259, 770842833,Attrited Customer,49,F,3,High School,Married,Unknown,Silver,36,2,3,3,34516,1273,33243,0.977,4777,51,0.457,0.037, 712029783,Existing Customer,42,M,4,Uneducated,Single,$80K - $120K,Silver,36,2,2,1,34516,2253,32263,0.853,7836,93,0.603,0.065, 718893333,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,36,3,3,2,18336,2077,16259,0.718,7509,84,0.647,0.113, 711203658,Existing Customer,46,M,3,Graduate,Unknown,$40K - $60K,Blue,34,3,6,1,2259,1346,913,0.813,7745,88,0.517,0.596, 718567758,Existing Customer,41,M,1,College,Married,$40K - $60K,Blue,32,3,4,2,10682,1334,9348,0.702,7332,92,0.614,0.125, 771719283,Existing Customer,39,F,4,Doctorate,Married,Less than $40K,Blue,27,2,1,1,8587,1324,7263,0.897,8854,92,0.643,0.154, 717926358,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,30,3,1,0,5494,2142,3352,1.014,8328,78,0.733,0.39, 779751258,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,31,2,1,2,1946,1183,763,0.806,8423,82,0.708,0.608, 774491958,Existing Customer,53,M,3,High School,Single,$60K - $80K,Blue,47,2,1,3,6228,1738,4490,0.829,8284,77,0.604,0.279, 713428833,Existing Customer,42,M,3,Unknown,Married,$80K - $120K,Blue,32,2,1,3,7537,1239,6298,0.854,7613,90,0.579,0.164, 714166833,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Silver,34,3,3,2,13609,1432,12177,0.836,7796,77,0.791,0.105, 809464608,Attrited Customer,47,F,3,High School,Married,Unknown,Silver,31,3,3,2,34516,2517,31999,0.618,2691,42,0.5,0.073, 789681708,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Gold,33,3,1,3,34516,713,33803,0.772,7750,82,0.608,0.021, 713102733,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Gold,31,2,3,2,15987,1766,14221,0.791,8195,94,0.679,0.11, 715195383,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,2,2,2391,1625,766,0.662,7649,101,0.603,0.68, 812408058,Existing Customer,39,M,2,Unknown,Unknown,$120K +,Blue,34,2,2,2,34516,1082,33434,0.629,7845,92,0.533,0.031, 787226508,Existing Customer,47,M,2,College,Single,$60K - $80K,Blue,41,2,3,3,20811,1302,19509,0.793,7192,82,0.708,0.063, 713537733,Existing Customer,46,M,4,Doctorate,Unknown,$60K - $80K,Gold,36,2,2,3,34516,1426,33090,0.823,7582,95,0.696,0.041, 715170183,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,36,2,1,3,3735,2113,1622,0.684,7059,82,0.577,0.566, 717109983,Existing Customer,50,F,2,High School,Married,$40K - $60K,Blue,39,3,2,2,2275,2138,137,0.742,7768,83,0.729,0.94, 713208033,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,36,2,3,0,7350,1360,5990,0.744,7679,64,0.684,0.185, 712788258,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,34,2,2,1,1913,1405,508,0.699,7265,80,0.905,0.734, 758382183,Existing Customer,50,F,3,Graduate,Unknown,Less than $40K,Blue,43,2,3,3,4249,789,3460,0.925,8186,93,0.722,0.186, 715469583,Existing Customer,40,F,2,Graduate,Unknown,$40K - $60K,Blue,36,3,1,2,2136,1250,886,0.74,7782,88,0.66,0.585, 709235058,Existing Customer,46,M,4,College,Married,$40K - $60K,Silver,36,3,2,2,18956,1694,17262,0.702,8032,88,0.66,0.089, 714786483,Existing Customer,45,M,4,College,Single,$60K - $80K,Blue,35,2,2,3,13445,1186,12259,0.56,7377,82,0.608,0.088, 713299758,Existing Customer,53,M,1,High School,Single,Less than $40K,Blue,36,3,3,3,8979,1289,7690,0.651,7422,87,0.673,0.144, 771912408,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,38,3,3,1,6674,1402,5272,0.695,7468,92,0.614,0.21, 721445658,Existing Customer,52,F,2,Post-Graduate,Single,Less than $40K,Blue,34,3,3,3,6265,1677,4588,0.769,8162,89,0.589,0.268, 719787633,Existing Customer,47,M,0,Graduate,Married,$80K - $120K,Silver,36,3,2,1,34516,1913,32603,0.84,7535,92,0.673,0.055, 713697933,Existing Customer,47,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,2,2,34516,1264,33252,0.774,7827,77,0.54,0.037, 712208658,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,33,1,2,1,13165,1255,11910,0.81,8126,95,0.667,0.095, 708219108,Existing Customer,49,M,3,College,Divorced,$80K - $120K,Blue,38,2,3,3,9959,1143,8816,0.661,7300,77,0.638,0.115, 709065483,Existing Customer,40,F,3,College,Divorced,$40K - $60K,Blue,28,2,2,3,9243,2019,7224,0.707,7841,82,0.608,0.218, 715237683,Existing Customer,53,F,4,Graduate,Single,Less than $40K,Blue,44,1,1,3,4737,1649,3088,0.748,7802,88,0.492,0.348, 712925808,Attrited Customer,51,F,1,Unknown,Married,$40K - $60K,Blue,36,2,3,2,2710,0,2710,0.999,4724,60,0.395,0, 788931558,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,1,2,2,2000,1739,261,0.821,7694,85,0.7,0.87, 717521508,Existing Customer,41,M,3,High School,Single,$80K - $120K,Gold,28,2,2,0,34516,2098,32418,0.746,6932,87,0.526,0.061, 713688933,Existing Customer,42,F,0,Unknown,Married,Less than $40K,Blue,28,1,1,1,8798,1509,7289,0.845,8020,74,0.721,0.172, 712405908,Existing Customer,50,M,2,High School,Unknown,$120K +,Blue,40,1,2,3,24670,1623,23047,0.791,7772,76,0.652,0.066, 789298833,Existing Customer,51,M,2,Uneducated,Divorced,$80K - $120K,Blue,40,1,2,3,23453,0,23453,0.727,7555,96,0.574,0, 715729683,Existing Customer,44,M,3,High School,Single,$120K +,Silver,36,1,2,2,34516,1106,33410,0.776,7936,76,0.767,0.032, 717682233,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,36,1,2,2,6139,1585,4554,0.713,7906,80,0.633,0.258, 712266633,Existing Customer,51,F,2,Unknown,Married,$40K - $60K,Blue,36,2,2,1,14800,1020,13780,0.896,8796,94,0.593,0.069, 719272458,Existing Customer,53,F,5,Graduate,Single,$40K - $60K,Blue,41,2,1,3,9815,1699,8116,0.62,7962,89,0.561,0.173, 780769308,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,29,1,3,2,3919,2278,1641,0.672,7685,85,0.518,0.581, 721468533,Existing Customer,59,M,1,Graduate,Single,Unknown,Blue,36,1,5,2,12265,1412,10853,0.643,7470,82,0.783,0.115, 816615633,Existing Customer,47,F,2,Doctorate,Married,$40K - $60K,Blue,42,2,3,1,3256,2035,1221,0.655,7075,89,0.648,0.625, 720167508,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,35,1,2,1,19000,2389,16611,0.81,7664,74,0.721,0.126, 711152658,Existing Customer,44,M,4,Graduate,Single,$120K +,Silver,36,2,2,1,34516,1635,32881,0.768,7219,86,0.564,0.047, 771772083,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,2,1,1,13197,0,13197,0.681,8424,84,0.787,0, 708419733,Attrited Customer,47,M,3,College,Single,$60K - $80K,Blue,39,5,3,2,22599,0,22599,1.039,4739,55,0.486,0, 709372608,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,31,1,1,2,23457,2517,20940,0.676,7370,96,0.627,0.107, 788907033,Existing Customer,40,M,2,High School,Unknown,$80K - $120K,Blue,26,1,3,1,5238,2077,3161,0.656,7321,73,0.659,0.397, 711136008,Existing Customer,41,M,4,Graduate,Single,$80K - $120K,Blue,33,1,1,3,31560,1298,30262,0.681,7641,93,0.632,0.041, 716691783,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,2,2,3,6218,2517,3701,0.716,7689,84,0.68,0.405, 812618883,Existing Customer,47,M,2,High School,Divorced,Unknown,Silver,42,1,2,2,34516,2019,32497,0.706,7774,95,0.583,0.058, 715908558,Existing Customer,44,M,0,Graduate,Unknown,$60K - $80K,Silver,36,1,1,1,29572,1584,27988,0.738,7566,88,0.6,0.054, 718024908,Existing Customer,52,F,2,Graduate,Unknown,Less than $40K,Blue,40,2,1,3,2743,1705,1038,0.605,6993,97,0.54,0.622, 709558608,Existing Customer,39,M,3,Uneducated,Single,$80K - $120K,Blue,31,2,2,3,2844,2065,779,0.638,7345,73,0.738,0.726, 824177733,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,49,1,2,3,9678,1710,7968,0.745,7682,90,0.579,0.177, 719784708,Existing Customer,49,M,0,Unknown,Married,$80K - $120K,Blue,36,1,2,1,26882,1673,25209,0.691,7409,89,0.534,0.062, 717535083,Existing Customer,52,F,2,Post-Graduate,Married,Less than $40K,Blue,40,2,2,1,5207,1121,4086,0.578,7153,84,0.647,0.215, 712453308,Existing Customer,46,M,4,High School,Divorced,$40K - $60K,Silver,36,2,2,3,15034,1356,13678,0.754,7737,84,0.75,0.09, 721008933,Existing Customer,44,F,2,Graduate,Divorced,$40K - $60K,Blue,36,1,1,2,3107,1995,1112,0.668,7535,87,0.673,0.642, 720859533,Existing Customer,52,F,2,High School,Single,$40K - $60K,Blue,39,2,1,1,12214,2379,9835,0.769,8426,105,0.544,0.195, 789556533,Existing Customer,52,M,4,Graduate,Married,$80K - $120K,Blue,45,2,2,3,23070,1701,21369,0.846,8070,81,0.688,0.074, 717656433,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,40,1,2,2,2167,988,1179,0.619,7199,83,0.729,0.456, 792524358,Existing Customer,55,M,3,High School,Single,$80K - $120K,Gold,49,2,1,3,34516,810,33706,0.787,7917,95,0.667,0.023, 758211483,Existing Customer,45,M,5,Unknown,Married,$60K - $80K,Blue,38,1,2,3,6895,2314,4581,0.84,8778,85,0.604,0.336, 801380808,Attrited Customer,44,M,2,Doctorate,Married,$80K - $120K,Blue,38,1,2,1,25894,2517,23377,1.046,4847,49,0.815,0.097, 716329383,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,36,4,2,3,3138,986,2152,1.002,4724,56,0.806,0.314, 716871633,Existing Customer,49,M,1,Uneducated,Single,$120K +,Blue,38,2,2,3,12055,1858,10197,0.645,7222,93,0.5,0.154, 718491708,Existing Customer,53,F,2,College,Single,Unknown,Blue,38,2,3,3,16592,1435,15157,0.76,7642,89,0.648,0.086, 787502883,Existing Customer,60,F,1,Doctorate,Single,Unknown,Silver,48,1,2,1,34516,1542,32974,0.603,7443,98,0.556,0.045, 715183308,Existing Customer,47,M,3,Post-Graduate,Unknown,Unknown,Silver,38,2,1,2,33184,855,32329,0.728,7190,93,0.525,0.026, 713872833,Existing Customer,54,F,2,Graduate,Single,$40K - $60K,Blue,41,2,1,3,10753,1845,8908,0.689,7302,80,0.702,0.172, 708535158,Existing Customer,39,M,2,Post-Graduate,Unknown,$80K - $120K,Blue,29,1,1,3,9959,1501,8458,0.822,8505,86,0.536,0.151, 711658758,Existing Customer,46,F,3,Uneducated,Married,Less than $40K,Blue,35,6,5,1,2069,1101,968,0.741,7307,82,0.745,0.532, 717248583,Existing Customer,43,F,3,College,Married,Less than $40K,Silver,34,4,2,2,11362,1871,9491,0.859,7849,88,0.63,0.165, 713087958,Existing Customer,53,M,4,High School,Divorced,$120K +,Blue,36,3,3,2,34516,1337,33179,0.704,7919,85,0.635,0.039, 721495458,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,32,2,1,1,20001,0,20001,0.742,8094,96,0.6,0, 786097158,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,42,2,3,2,8786,1559,7227,0.909,8575,92,0.736,0.177, 712219083,Existing Customer,41,M,3,Uneducated,Single,$80K - $120K,Blue,28,1,3,3,7142,1917,5225,0.727,7892,83,0.729,0.268, 715327683,Attrited Customer,45,F,4,Post-Graduate,Single,Less than $40K,Blue,36,1,3,3,4477,2517,1960,1.022,4996,55,0.486,0.562, 715624533,Existing Customer,41,F,3,Unknown,Unknown,$40K - $60K,Blue,30,1,2,3,5357,1272,4085,0.708,7730,97,0.54,0.237, 715599633,Existing Customer,51,M,1,College,Married,$80K - $120K,Silver,38,2,3,2,34516,0,34516,0.678,7686,89,0.618,0, 718958583,Attrited Customer,44,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,5,3,2,2367,1606,761,0.956,4506,59,0.639,0.678, 717397983,Existing Customer,39,M,2,Uneducated,Single,$60K - $80K,Blue,29,2,2,3,23402,958,22444,0.646,7570,98,0.633,0.041, 715037133,Existing Customer,40,M,3,Doctorate,Unknown,Less than $40K,Blue,36,1,1,3,4587,1771,2816,0.647,7479,83,0.694,0.386, 818767458,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,36,2,3,2,6565,1130,5435,0.823,7729,97,0.644,0.172, 778863258,Attrited Customer,46,F,4,Unknown,Married,Unknown,Blue,27,1,2,3,6030,0,6030,1.031,4983,62,0.442,0, 712075083,Attrited Customer,50,M,4,High School,Single,$120K +,Blue,41,4,3,3,6982,0,6982,1.018,4830,50,0.724,0, 711963183,Existing Customer,50,M,3,Uneducated,Married,Less than $40K,Blue,36,2,3,3,5128,0,5128,0.704,7588,98,0.581,0, 720903258,Attrited Customer,48,M,3,Unknown,Unknown,$60K - $80K,Blue,28,2,2,1,9405,0,9405,1.033,4801,47,0.382,0, 772404633,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Silver,39,1,1,2,34516,1118,33398,0.671,7734,74,0.609,0.032, 713302758,Existing Customer,49,M,2,Graduate,Married,$120K +,Blue,40,2,4,1,14646,1448,13198,0.895,8160,92,0.586,0.099, 717859233,Existing Customer,41,M,5,Graduate,Married,$80K - $120K,Blue,37,1,3,2,12578,2517,10061,0.875,8362,82,0.64,0.2, 712955433,Existing Customer,36,F,4,Uneducated,Unknown,$40K - $60K,Blue,16,1,2,2,4370,1222,3148,0.648,7223,90,0.552,0.28, 718292283,Existing Customer,52,F,1,High School,Single,$40K - $60K,Blue,42,1,3,1,3416,1970,1446,0.804,8254,75,0.596,0.577, 713197308,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Silver,33,1,2,1,6224,0,6224,0.63,7612,82,0.783,0, 789175683,Existing Customer,49,F,2,College,Married,Less than $40K,Silver,38,2,3,2,10741,2517,8224,1.087,8352,71,0.821,0.234, 811700058,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Gold,36,2,3,3,34516,687,33829,1.015,4822,57,0.295,0.02, 818476383,Existing Customer,50,M,1,Unknown,Unknown,$120K +,Silver,45,2,2,0,34516,1514,33002,0.736,7333,72,1,0.044, 720164358,Attrited Customer,53,F,4,Graduate,Single,$40K - $60K,Blue,43,1,3,2,6058,0,6058,0.997,4754,60,0.463,0, 710357208,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,39,2,3,2,8561,915,7646,0.637,7341,79,0.491,0.107, 711325308,Attrited Customer,46,M,3,Unknown,Single,$80K - $120K,Blue,34,4,3,3,9959,0,9959,1.049,4859,64,0.524,0, 721486908,Existing Customer,51,F,5,High School,Single,Less than $40K,Blue,36,1,1,1,7645,2076,5569,0.759,7710,75,0.875,0.272, 711210633,Existing Customer,51,M,3,Uneducated,Single,$60K - $80K,Blue,42,2,4,1,1922,1124,798,0.766,8049,76,0.434,0.585, 712570458,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,33,2,1,3,5625,1640,3985,0.893,7890,75,0.875,0.292, 712058133,Existing Customer,54,F,2,College,Single,Less than $40K,Blue,36,1,3,3,2274,708,1566,0.677,7735,74,0.682,0.311, 708153558,Existing Customer,46,M,5,Doctorate,Divorced,$120K +,Blue,31,1,2,2,34516,1802,32714,0.871,7936,101,0.485,0.052, 709893858,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,9422,2108,7314,0.891,4633,58,0.611,0.224, 709225758,Existing Customer,48,F,3,Post-Graduate,Married,Unknown,Blue,37,2,1,3,7469,2474,4995,0.674,8213,86,0.623,0.331, 709984083,Existing Customer,43,F,3,Unknown,Single,Less than $40K,Blue,36,2,2,2,3849,1281,2568,0.777,7930,90,0.607,0.333, 711854808,Attrited Customer,41,M,3,High School,Married,$120K +,Blue,32,2,2,1,34516,0,34516,0.965,4734,57,0.541,0, 822125283,Existing Customer,49,M,3,Uneducated,Married,$80K - $120K,Blue,45,2,1,1,4778,1351,3427,0.785,7590,74,0.682,0.283, 717340608,Existing Customer,51,F,3,High School,Single,Unknown,Gold,39,1,1,2,34516,1873,32643,0.629,7703,104,0.677,0.054, 711084183,Existing Customer,47,F,5,Uneducated,Unknown,$40K - $60K,Blue,42,2,2,3,5168,2265,2903,0.715,8211,80,0.818,0.438, 720891633,Attrited Customer,53,F,2,High School,Single,Less than $40K,Blue,46,6,1,2,3199,0,3199,1.047,4805,59,0.639,0, 719607183,Existing Customer,55,F,2,Graduate,Single,Unknown,Blue,42,2,3,2,21046,1631,19415,0.731,7653,95,0.638,0.077, 715839708,Existing Customer,51,M,1,Graduate,Married,$120K +,Blue,39,2,3,2,34516,2452,32064,0.707,7111,82,0.608,0.071, 717008358,Existing Customer,40,F,1,Unknown,Married,Less than $40K,Blue,36,1,2,2,6540,0,6540,0.723,7919,88,0.6,0, 769152783,Attrited Customer,60,F,2,High School,Single,Less than $40K,Blue,54,1,6,2,8141,1811,6330,1.043,5043,53,0.432,0.222, 788240358,Existing Customer,40,F,5,Graduate,Married,Unknown,Silver,24,2,1,2,33441,686,32755,0.761,8452,83,0.509,0.021, 716098683,Existing Customer,46,F,5,Graduate,Unknown,Unknown,Blue,36,2,3,1,5496,1816,3680,0.678,7985,93,0.603,0.33, 802675983,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,2,3,1,3794,1544,2250,0.72,7872,80,0.538,0.407, 712716108,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,1,1,1,5785,2130,3655,0.813,7950,86,0.593,0.368, 709238358,Existing Customer,51,F,0,Uneducated,Married,Unknown,Blue,39,1,3,2,19387,810,18577,0.746,7604,87,0.642,0.042, 708682908,Existing Customer,43,F,4,Unknown,Single,Unknown,Blue,28,2,2,1,2838,1934,904,0.873,8644,87,0.554,0.681, 812794983,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,31,2,2,2,4086,1974,2112,0.775,7932,87,0.642,0.483, 708968733,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,38,1,3,2,31987,0,31987,0.814,7926,83,0.537,0, 779315508,Attrited Customer,43,M,4,Post-Graduate,Single,$40K - $60K,Blue,25,1,2,2,9043,1974,7069,1.027,4638,48,0.655,0.218, 740065833,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Silver,40,1,2,2,11128,2517,8611,0.8,8526,93,0.661,0.226, 721063533,Existing Customer,51,M,2,Graduate,Single,$40K - $60K,Blue,41,1,3,3,3062,2058,1004,0.622,7289,75,0.705,0.672, 718189908,Existing Customer,44,F,4,Unknown,Unknown,$40K - $60K,Gold,31,2,2,3,23981,2135,21846,0.749,7885,86,0.564,0.089, 780064983,Existing Customer,44,M,1,Graduate,Married,$80K - $120K,Gold,29,2,1,3,34516,942,33574,0.75,7665,86,0.593,0.027, 770920908,Existing Customer,39,F,0,Unknown,Single,$40K - $60K,Silver,26,1,1,1,22054,1146,20908,0.842,8055,82,0.673,0.052, 718046433,Existing Customer,53,F,2,Graduate,Unknown,Less than $40K,Blue,35,1,2,3,2199,693,1506,0.654,7342,86,0.483,0.315, 711842508,Existing Customer,45,M,3,Uneducated,Unknown,$80K - $120K,Blue,33,2,3,3,9303,1580,7723,0.877,7825,87,0.45,0.17, 772869033,Existing Customer,47,M,3,Unknown,Single,$120K +,Gold,38,2,4,3,34516,1342,33174,0.69,7283,89,0.648,0.039, 715298808,Existing Customer,40,M,2,High School,Divorced,$40K - $60K,Blue,32,1,3,2,7566,1618,5948,0.72,7570,88,0.544,0.214, 708877458,Existing Customer,50,F,3,Uneducated,Married,Unknown,Blue,34,2,3,3,11343,0,11343,0.709,8027,94,0.679,0, 787496733,Existing Customer,47,F,2,Uneducated,Married,Unknown,Blue,35,2,1,1,15155,1287,13868,0.868,7724,79,0.58,0.085, 789469083,Existing Customer,55,M,2,Unknown,Single,$80K - $120K,Blue,46,2,1,1,10795,0,10795,0.855,7855,81,0.528,0, 709497108,Existing Customer,44,F,2,High School,Married,Less than $40K,Blue,36,2,1,0,6633,1322,5311,0.698,8396,106,0.738,0.199, 784819758,Existing Customer,54,F,1,Graduate,Single,Unknown,Blue,48,1,1,2,8572,2128,6444,0.821,7850,94,0.516,0.248, 720412308,Existing Customer,40,M,4,Unknown,Married,$80K - $120K,Blue,36,2,1,1,34516,2330,32186,0.693,7635,75,0.667,0.068, 719178183,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Silver,42,2,3,3,34516,2517,31999,0.759,8186,85,0.635,0.073, 789560433,Attrited Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,42,2,4,2,14895,0,14895,1.043,5147,53,0.559,0, 712931733,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,36,1,1,3,2636,1257,1379,0.661,7136,82,0.608,0.477, 714417183,Existing Customer,39,F,1,Uneducated,Unknown,Less than $40K,Blue,31,1,3,1,9511,2220,7291,0.712,7041,95,0.532,0.233, 771097683,Attrited Customer,43,M,2,High School,Single,$120K +,Blue,30,1,2,2,10896,2517,8379,1.028,4935,58,0.487,0.231, 713824983,Existing Customer,43,F,0,High School,Married,Less than $40K,Blue,35,1,1,0,8401,1085,7316,0.696,7697,98,0.508,0.129, 715360458,Existing Customer,45,F,3,Graduate,Divorced,Unknown,Blue,36,2,3,2,12406,1980,10426,0.791,8113,90,0.5,0.16, 711736083,Attrited Customer,47,F,4,College,Divorced,Unknown,Blue,36,4,3,3,6769,274,6495,0.998,4885,54,0.35,0.04, 714821433,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,2,1,1,2737,0,2737,0.71,7587,80,0.569,0, 779263533,Existing Customer,34,F,2,Graduate,Unknown,Unknown,Silver,16,2,2,1,32292,1731,30561,0.751,7564,76,0.81,0.054, 773988708,Existing Customer,52,M,2,Uneducated,Married,$120K +,Silver,43,1,2,2,34516,1588,32928,0.745,7512,81,0.688,0.046, 719623083,Existing Customer,33,F,1,Doctorate,Unknown,Less than $40K,Gold,24,2,3,2,15987,1992,13995,0.739,8302,81,0.841,0.125, 718304583,Attrited Customer,43,M,2,Unknown,Married,$60K - $80K,Gold,33,1,3,2,34516,1085,33431,1.047,4805,54,0.588,0.031, 720198183,Existing Customer,42,M,5,College,Married,$40K - $60K,Blue,27,1,3,1,2437,1718,719,0.608,8028,77,0.54,0.705, 780545133,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,36,2,3,1,4557,985,3572,0.592,7333,91,0.596,0.216, 711128433,Existing Customer,55,M,3,Uneducated,Single,$40K - $60K,Blue,36,1,3,3,10949,829,10120,0.749,7685,91,0.596,0.076, 789960783,Existing Customer,39,F,1,Graduate,Unknown,Less than $40K,Silver,30,1,2,3,10398,1630,8768,0.755,7702,81,0.688,0.157, 709556208,Existing Customer,40,F,3,College,Single,$40K - $60K,Silver,28,2,1,2,22361,1873,20488,0.701,7586,94,0.567,0.084, 712053033,Existing Customer,46,M,2,Unknown,Single,$80K - $120K,Blue,34,1,3,2,3841,1411,2430,0.785,8444,81,0.688,0.367, 794482158,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,32,2,1,3,34516,1954,32562,0.755,7594,69,0.725,0.057, 780450708,Attrited Customer,58,M,1,College,Single,$120K +,Silver,45,1,3,2,34516,0,34516,0.964,4864,48,0.548,0, 710016708,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Silver,26,1,3,1,10877,1802,9075,0.706,7974,90,0.731,0.166, 709434408,Existing Customer,42,M,3,Unknown,Married,$40K - $60K,Blue,26,2,1,2,5848,1481,4367,0.711,8417,95,0.462,0.253, 778716783,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,32,1,2,1,11552,1970,9582,0.705,7180,96,0.548,0.171, 712447758,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,2,2,3,11901,2517,9384,0.781,7998,82,0.608,0.211, 779435883,Existing Customer,37,M,3,High School,Unknown,$80K - $120K,Blue,19,1,2,2,2273,0,2273,0.828,7899,79,0.646,0, 719918358,Existing Customer,57,F,3,Graduate,Unknown,Less than $40K,Blue,36,2,2,1,3082,2507,575,0.687,7787,89,0.508,0.813, 720474408,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,41,1,2,2,9298,1898,7400,0.655,8427,87,0.776,0.204, 719401158,Existing Customer,62,F,0,Post-Graduate,Single,$40K - $60K,Blue,53,1,2,3,4136,0,4136,0.64,7739,97,0.59,0, 778430733,Existing Customer,45,M,5,High School,Unknown,$60K - $80K,Blue,25,1,5,1,12399,1461,10938,0.645,7855,82,0.414,0.118, 717583908,Existing Customer,57,M,1,High School,Single,$80K - $120K,Blue,45,1,6,1,15030,1395,13635,0.625,7603,81,0.588,0.093, 823519458,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,1,1,3,6441,2151,4290,0.64,7123,94,0.492,0.334, 712381683,Existing Customer,42,F,4,Unknown,Married,Unknown,Blue,36,1,4,2,7469,837,6632,0.828,8281,80,0.739,0.112, 716045508,Existing Customer,40,F,2,Unknown,Single,Less than $40K,Blue,36,2,2,3,3569,1054,2515,0.775,7963,85,0.574,0.295, 820936533,Existing Customer,47,M,3,Graduate,Unknown,Less than $40K,Blue,43,1,3,3,2781,1950,831,0.98,9331,93,0.5,0.701, 721227258,Existing Customer,51,M,1,Post-Graduate,Married,$120K +,Silver,31,2,5,2,34516,1991,32525,0.718,7520,79,0.681,0.058, 771304383,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,33,1,2,3,4174,2507,1667,0.832,7905,86,0.755,0.601, 717600483,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,43,2,2,1,23223,628,22595,0.837,7358,87,0.642,0.027, 778865583,Existing Customer,46,M,3,Graduate,Married,Less than $40K,Blue,27,1,2,2,6954,1502,5452,0.624,7510,89,0.648,0.216, 709871658,Existing Customer,47,F,1,Unknown,Single,Less than $40K,Blue,36,2,3,3,7136,2345,4791,0.699,7729,86,0.654,0.329, 818280108,Existing Customer,43,F,4,High School,Single,Less than $40K,Blue,38,1,1,1,1820,0,1820,0.708,7714,91,0.596,0, 716350008,Existing Customer,52,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,2937,1633,1304,0.857,8235,102,0.522,0.556, 778172583,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,3,2,6636,2399,4237,0.681,7023,86,0.654,0.362, 719121708,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Silver,31,2,3,3,31497,2192,29305,0.868,7685,92,0.533,0.07, 714342033,Attrited Customer,52,M,1,High School,Married,$120K +,Blue,34,2,3,1,34516,0,34516,1.038,4863,56,0.474,0, 788811558,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,35,1,3,3,1959,1022,937,0.78,7847,65,0.857,0.522, 788943333,Attrited Customer,51,M,3,Post-Graduate,Married,$80K - $120K,Silver,37,6,2,2,34516,989,33527,1.021,4810,55,0.341,0.029, 719258433,Existing Customer,49,M,5,Graduate,Single,$60K - $80K,Blue,42,2,1,3,7801,2018,5783,0.684,7561,91,0.685,0.259, 717895833,Existing Customer,55,M,3,College,Single,$120K +,Blue,44,2,2,3,6455,1837,4618,0.717,8001,99,0.707,0.285, 711550983,Existing Customer,46,M,1,Graduate,Divorced,$40K - $60K,Blue,37,1,2,2,11343,1175,10168,0.699,8313,107,0.672,0.104, 714077583,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Platinum,31,2,3,4,23981,593,23388,0.987,4758,65,0.512,0.025, 720939933,Attrited Customer,46,F,4,Unknown,Single,Less than $40K,Blue,33,5,3,5,2879,0,2879,1.031,4684,56,0.556,0, 716725008,Existing Customer,49,M,4,High School,Married,$80K - $120K,Blue,40,2,3,2,7667,2191,5476,0.682,7886,94,0.679,0.286, 788824083,Existing Customer,41,M,2,Uneducated,Single,$120K +,Blue,24,2,2,1,34516,1022,33494,0.743,8202,88,0.913,0.03, 716335983,Existing Customer,37,M,2,High School,Single,$80K - $120K,Blue,36,1,2,3,6713,1590,5123,0.847,7946,85,0.667,0.237, 719157933,Existing Customer,51,M,2,Uneducated,Married,$120K +,Blue,40,1,3,1,10984,1429,9555,0.751,7850,85,0.635,0.13, 716704158,Existing Customer,50,M,1,Doctorate,Married,$120K +,Blue,39,2,3,2,34516,2517,31999,0.778,8087,86,0.509,0.073, 716258358,Existing Customer,57,M,2,Uneducated,Single,$60K - $80K,Blue,36,1,1,3,23058,1534,21524,0.701,7009,82,0.708,0.067, 827904183,Existing Customer,40,M,4,Uneducated,Married,$120K +,Blue,36,2,2,2,17606,1377,16229,0.861,8104,83,0.627,0.078, 820394733,Existing Customer,52,M,0,College,Married,$120K +,Gold,47,2,1,1,34516,1464,33052,0.689,7690,87,0.673,0.042, 716574033,Existing Customer,45,F,3,High School,Divorced,$40K - $60K,Silver,36,2,2,2,18000,1829,16171,0.675,7149,86,0.623,0.102, 736786908,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,41,2,2,2,5550,2517,3033,0.767,6984,85,0.545,0.454, 774099708,Existing Customer,39,F,3,High School,Single,Less than $40K,Blue,33,2,1,2,1621,0,1621,0.779,7400,86,0.686,0, 714282333,Existing Customer,49,F,4,College,Married,Less than $40K,Blue,36,1,1,2,3244,0,3244,0.765,7495,97,0.54,0, 717471933,Existing Customer,45,M,2,Unknown,Married,$40K - $60K,Blue,27,2,2,3,5800,1434,4366,0.715,8202,89,0.679,0.247, 818316108,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Blue,38,2,2,1,2550,1421,1129,0.819,8063,72,0.714,0.557, 709838508,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Silver,31,2,1,3,34516,1509,33007,0.728,7167,91,0.625,0.044, 716212383,Attrited Customer,38,M,1,High School,Single,$120K +,Blue,30,5,3,3,10874,2415,8459,0.933,4619,59,0.372,0.222, 757667133,Attrited Customer,54,M,2,College,Single,$80K - $120K,Blue,47,2,2,2,13769,0,13769,1.058,4738,53,0.395,0, 794571108,Attrited Customer,39,M,2,Graduate,Divorced,$40K - $60K,Silver,23,5,2,3,17894,304,17590,0.965,4691,63,0.465,0.017, 711370458,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Gold,38,1,2,2,15016,2016,13000,0.709,7685,84,0.527,0.134, 788528958,Existing Customer,45,M,4,Graduate,Single,$120K +,Blue,38,1,1,3,9036,0,9036,0.753,8356,79,0.681,0, 716745408,Existing Customer,54,M,1,High School,Single,$80K - $120K,Blue,36,1,2,3,12813,1998,10815,0.837,7803,81,0.688,0.156, 771752508,Existing Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,29,1,1,1,4660,1844,2816,1.018,8571,84,0.647,0.396, 788916933,Existing Customer,49,M,5,College,Married,$60K - $80K,Gold,35,1,2,2,34516,1064,33452,0.796,8095,81,0.62,0.031, 714938733,Attrited Customer,48,M,1,Post-Graduate,Single,$80K - $120K,Blue,38,4,2,2,13174,0,13174,0.955,4890,49,0.485,0, 761818758,Existing Customer,43,M,1,Graduate,Single,Unknown,Blue,36,1,1,2,11210,1079,10131,0.651,7206,86,0.536,0.096, 714422058,Existing Customer,42,M,3,Graduate,Single,$120K +,Blue,36,1,2,3,31639,2446,29193,0.632,7119,86,0.564,0.077, 712191783,Existing Customer,49,M,4,High School,Married,$120K +,Gold,36,1,1,1,34516,1634,32882,0.768,7788,94,0.469,0.047, 716319258,Existing Customer,43,M,4,Uneducated,Single,$120K +,Blue,36,1,1,3,34516,1742,32774,0.661,7360,82,0.745,0.05, 719813058,Existing Customer,44,F,5,Unknown,Married,Less than $40K,Blue,34,2,1,3,2490,1235,1255,0.823,8065,88,0.76,0.496, 712351908,Existing Customer,45,M,3,High School,Unknown,$80K - $120K,Blue,34,1,2,3,26438,1655,24783,0.92,8029,81,0.723,0.063, 716742483,Existing Customer,38,F,1,Graduate,Single,Less than $40K,Blue,29,2,3,3,7504,1134,6370,0.67,7525,100,0.449,0.151, 708160008,Existing Customer,44,M,1,Uneducated,Married,$120K +,Blue,33,2,2,3,34516,1058,33458,0.734,7412,84,0.585,0.031, 709269708,Existing Customer,45,M,4,Graduate,Single,$120K +,Platinum,34,2,2,1,34516,1488,33028,0.732,7281,95,0.532,0.043, 779098308,Existing Customer,51,F,2,College,Married,Unknown,Blue,32,1,3,2,15048,2517,12531,0.666,7592,96,0.524,0.167, 717257658,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,29,2,2,1,9357,1942,7415,0.8,7971,84,0.787,0.208, 775112958,Existing Customer,51,M,1,Unknown,Married,$60K - $80K,Blue,45,2,3,3,11548,0,11548,0.611,7781,72,0.895,0, 788812608,Existing Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,39,1,2,3,8767,1684,7083,0.786,8066,79,0.549,0.192, 711002058,Existing Customer,42,M,4,Unknown,Single,$40K - $60K,Blue,33,1,3,1,5306,2410,2896,0.738,7437,94,0.709,0.454, 716199408,Attrited Customer,52,F,2,Graduate,Single,Unknown,Blue,41,2,3,3,3608,2517,1091,1.057,4907,53,0.559,0.698, 718100808,Existing Customer,49,F,1,Uneducated,Married,Less than $40K,Gold,37,2,3,1,15987,2065,13922,0.705,7395,100,0.562,0.129, 790051758,Attrited Customer,50,M,2,Graduate,Single,$120K +,Blue,42,2,1,2,31782,0,31782,1.056,4800,53,0.395,0, 772430733,Existing Customer,42,M,2,Graduate,Married,$120K +,Blue,32,1,1,1,34516,1440,33076,0.676,7168,88,0.571,0.042, 713460258,Existing Customer,45,F,0,Doctorate,Married,$40K - $60K,Silver,36,1,1,3,19107,933,18174,0.88,8987,89,0.561,0.049, 820036533,Existing Customer,50,M,4,Unknown,Married,$80K - $120K,Blue,45,2,1,3,34516,1466,33050,0.693,7223,87,0.611,0.042, 719785683,Existing Customer,41,M,4,Post-Graduate,Married,$80K - $120K,Blue,36,1,2,2,21751,1573,20178,0.878,8332,102,0.569,0.072, 711830433,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,32,1,2,1,7926,1051,6875,0.729,7677,87,0.554,0.133, 807393558,Attrited Customer,51,M,4,Unknown,Single,$120K +,Silver,46,2,3,3,34516,1279,33237,1.02,4615,49,0.581,0.037, 718306308,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,36,1,2,3,27984,1793,26191,0.754,8147,81,0.588,0.064, 772725408,Existing Customer,40,M,3,Uneducated,Divorced,$60K - $80K,Blue,30,2,3,2,24499,2517,21982,0.777,7667,84,0.527,0.103, 711183558,Existing Customer,49,M,0,High School,Single,$80K - $120K,Blue,39,2,1,3,2221,1291,930,0.785,8618,98,0.815,0.581, 720317658,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,35,2,2,2,5858,961,4897,0.657,7916,82,0.708,0.164, 710596983,Existing Customer,51,M,1,Uneducated,Single,$80K - $120K,Blue,37,1,3,2,27318,2416,24902,0.917,7481,96,0.548,0.088, 716986458,Existing Customer,44,F,3,High School,Single,Unknown,Blue,36,1,3,2,9766,1575,8191,0.661,7605,101,0.603,0.161, 717382608,Existing Customer,59,M,1,Graduate,Single,$60K - $80K,Silver,36,2,2,2,26692,2517,24175,0.796,8780,86,0.654,0.094, 825767658,Existing Customer,49,M,2,Graduate,Single,$60K - $80K,Gold,45,2,3,1,34516,913,33603,0.698,7711,80,0.86,0.026, 717513933,Existing Customer,38,M,3,College,Single,$120K +,Blue,26,2,2,1,14938,0,14938,0.626,7385,90,0.429,0, 789186858,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,41,2,5,1,33256,928,32328,0.694,7796,97,0.59,0.028, 717658758,Existing Customer,49,M,4,Graduate,Single,$120K +,Silver,36,2,2,2,34516,0,34516,0.622,7962,99,0.435,0, 715575258,Existing Customer,47,M,2,Graduate,Single,$40K - $60K,Blue,35,1,6,3,5791,1957,3834,0.654,7823,93,0.722,0.338, 714975633,Existing Customer,51,F,2,High School,Single,Unknown,Blue,36,2,1,2,2319,1347,972,0.722,7558,85,0.491,0.581, 715396983,Existing Customer,46,M,1,Uneducated,Married,$80K - $120K,Blue,36,2,3,2,17698,1769,15929,0.623,8056,95,0.583,0.1, 712624383,Existing Customer,52,M,4,College,Single,$80K - $120K,Silver,41,1,1,2,34516,1701,32815,0.715,7707,99,0.5,0.049, 721335558,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,3,6482,1686,4796,0.753,7544,101,0.629,0.26, 711167808,Attrited Customer,40,M,4,Unknown,Single,$60K - $80K,Blue,30,4,3,6,18975,0,18975,1.028,4803,65,0.548,0, 713761608,Existing Customer,44,M,3,Graduate,Divorced,$60K - $80K,Silver,34,2,3,3,34516,1652,32864,0.865,8450,90,0.579,0.048, 713367858,Existing Customer,47,M,3,Unknown,Single,$40K - $60K,Blue,36,2,2,2,2479,1748,731,0.831,8042,85,0.545,0.705, 710489583,Existing Customer,41,F,3,Graduate,Unknown,Less than $40K,Blue,36,1,1,1,4941,1040,3901,0.765,7631,91,0.596,0.21, 720422358,Existing Customer,42,M,1,Post-Graduate,Single,$60K - $80K,Gold,36,1,1,2,34516,2276,32240,0.767,7485,90,0.552,0.066, 772098858,Existing Customer,44,F,4,Uneducated,Married,Unknown,Blue,33,1,2,1,8230,1333,6897,0.692,7736,84,0.68,0.162, 789304983,Existing Customer,44,M,0,Unknown,Married,$40K - $60K,Silver,34,2,1,2,22226,1864,20362,0.864,8753,97,0.702,0.084, 779257233,Existing Customer,47,M,2,Uneducated,Single,$120K +,Blue,29,2,3,2,28852,1974,26878,0.713,7432,90,0.607,0.068, 717579258,Attrited Customer,36,M,1,Unknown,Unknown,$40K - $60K,Blue,36,2,3,3,6893,1462,5431,1.031,4782,50,0.351,0.212, 709418508,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,35,1,2,3,7653,1693,5960,0.683,7508,93,0.576,0.221, 778439883,Existing Customer,50,M,1,High School,Unknown,$80K - $120K,Blue,31,1,2,2,26840,769,26071,0.609,7969,93,0.661,0.029, 716063583,Existing Customer,41,M,3,High School,Divorced,$60K - $80K,Blue,32,1,2,1,4549,2109,2440,0.953,8642,85,0.7,0.464, 716609433,Attrited Customer,55,M,2,High School,Divorced,$120K +,Blue,46,5,3,2,16828,2517,14311,1.059,4939,63,0.465,0.15, 721053633,Existing Customer,45,M,2,College,Single,$40K - $60K,Blue,31,2,2,1,6530,1425,5105,0.716,8904,101,0.656,0.218, 711559008,Existing Customer,40,F,4,Post-Graduate,Single,$40K - $60K,Blue,28,2,1,2,11642,1501,10141,0.935,9137,92,0.586,0.129, 718698558,Existing Customer,43,M,3,College,Single,$80K - $120K,Blue,34,2,2,2,5390,1324,4066,0.611,7739,106,0.472,0.246, 770190258,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,43,2,1,1,7037,0,7037,0.752,7678,93,0.691,0, 709008708,Existing Customer,47,M,3,College,Married,Less than $40K,Blue,34,2,1,2,8390,0,8390,0.8,8316,92,0.704,0, 823922208,Existing Customer,49,M,3,Unknown,Single,$60K - $80K,Blue,45,1,1,1,2122,1101,1021,0.711,7404,103,0.515,0.519, 718457058,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,35,1,1,1,3442,2517,925,0.62,7801,74,0.644,0.731, 708472008,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,3,6680,1839,4841,0.617,7632,95,0.532,0.275, 710395233,Existing Customer,42,F,2,Graduate,Single,Unknown,Silver,36,2,2,3,34516,1066,33450,0.846,8657,98,0.75,0.031, 716732958,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,32,2,2,3,7244,2031,5213,0.724,7925,90,0.5,0.28, 780108408,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,37,1,3,1,34516,1369,33147,0.764,7745,82,0.64,0.04, 720962208,Attrited Customer,42,M,2,Post-Graduate,Married,$60K - $80K,Blue,27,2,2,2,2476,2250,226,0.969,4659,48,0.6,0.909, 714019083,Existing Customer,40,F,1,Graduate,Married,Less than $40K,Blue,30,1,1,3,2019,803,1216,0.882,8426,102,0.478,0.398, 721225083,Existing Customer,54,F,2,Unknown,Divorced,Less than $40K,Blue,36,1,2,1,8758,1511,7247,0.674,7680,89,0.508,0.173, 819109308,Existing Customer,62,M,0,Graduate,Divorced,$60K - $80K,Blue,56,1,3,3,6103,2517,3586,0.74,8080,92,0.704,0.412, 721029858,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,36,2,1,2,2166,1458,708,0.712,8215,109,0.535,0.673, 716762733,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,40,2,1,1,3449,1634,1815,0.776,8300,94,0.469,0.474, 710260983,Existing Customer,51,F,4,Graduate,Divorced,Less than $40K,Blue,36,2,3,2,2984,2512,472,0.861,8296,91,0.685,0.842, 793608258,Attrited Customer,54,F,3,Graduate,Single,Less than $40K,Silver,48,1,5,2,13432,0,13432,0.918,4909,50,0.316,0, 719677758,Existing Customer,39,F,1,Unknown,Married,$40K - $60K,Blue,36,2,1,3,10830,2184,8646,0.907,8814,88,0.725,0.202, 771411408,Attrited Customer,50,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,38,2,3,4,2673,0,2673,1.043,4929,54,0.459,0, 794191008,Existing Customer,46,M,2,College,Married,$120K +,Blue,40,1,2,2,34516,1649,32867,0.741,7552,87,0.611,0.048, 708905733,Existing Customer,45,M,5,Uneducated,Single,$60K - $80K,Blue,32,1,2,1,20633,1989,18644,0.67,7570,91,0.655,0.096, 788327358,Existing Customer,61,M,1,Graduate,Single,Unknown,Blue,54,1,1,3,9070,2097,6973,0.801,8440,102,0.7,0.231, 751974258,Existing Customer,51,M,3,Unknown,Unknown,$120K +,Blue,44,2,2,3,11954,0,11954,0.779,7345,93,0.55,0, 805516608,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Silver,45,2,1,3,34516,925,33591,0.771,7755,84,0.68,0.027, 720006333,Attrited Customer,48,M,2,College,Divorced,$80K - $120K,Blue,40,4,3,3,4479,0,4479,0.89,4520,63,0.37,0, 780114558,Existing Customer,50,M,1,High School,Married,Less than $40K,Blue,35,2,1,3,3968,2264,1704,1.098,12535,118,0.815,0.571, 713090658,Existing Customer,58,F,2,Uneducated,Single,Unknown,Blue,44,1,2,2,2599,1407,1192,0.727,8061,98,0.531,0.541, 718889508,Existing Customer,46,M,2,College,Divorced,$60K - $80K,Blue,37,1,3,1,10074,1223,8851,0.955,8256,99,0.623,0.121, 824799108,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,42,2,2,1,10901,1874,9027,0.608,7498,90,0.5,0.172, 788618208,Existing Customer,42,F,5,Unknown,Single,Less than $40K,Blue,30,2,3,3,8325,0,8325,0.823,8198,90,0.915,0, 713133258,Existing Customer,38,M,3,Unknown,Single,$80K - $120K,Silver,36,2,2,3,34516,2008,32508,0.858,8872,86,0.593,0.058, 717370533,Existing Customer,40,M,3,Post-Graduate,Single,$120K +,Blue,26,1,2,1,34516,2088,32428,0.627,6453,89,0.589,0.06, 720425508,Existing Customer,43,M,5,Graduate,Single,$80K - $120K,Blue,36,1,1,3,7196,696,6500,0.839,8689,93,0.898,0.097, 712948383,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Gold,36,1,6,1,34516,0,34516,0.72,7396,100,0.562,0, 712839633,Existing Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,22,2,1,3,34516,1595,32921,0.824,8871,97,0.764,0.046, 820330008,Existing Customer,46,M,5,High School,Married,$120K +,Blue,42,1,1,3,32926,1540,31386,0.862,8231,98,0.556,0.047, 826150608,Existing Customer,44,M,4,Uneducated,Unknown,$40K - $60K,Silver,40,1,1,2,18072,1378,16694,0.73,8199,98,0.75,0.076, 779187783,Existing Customer,50,M,2,Unknown,Single,$80K - $120K,Blue,38,2,3,1,24533,1813,22720,0.745,8436,77,0.878,0.074, 720809358,Existing Customer,39,M,1,College,Unknown,$40K - $60K,Blue,32,1,1,3,4874,2317,2557,0.854,7776,98,0.782,0.475, 714054408,Existing Customer,50,M,3,College,Unknown,$60K - $80K,Blue,42,1,2,3,12889,1822,11067,0.88,8272,79,0.837,0.141, 789827208,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,31,2,3,1,7531,1692,5839,0.771,7768,92,0.878,0.225, 718308558,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,37,2,6,1,1838,1155,683,0.742,7688,93,0.409,0.628, 801064833,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,2,30117,2129,27988,0.769,7930,91,0.542,0.071, 719838558,Existing Customer,46,M,2,Uneducated,Single,$60K - $80K,Blue,35,1,1,1,5131,1484,3647,0.75,7432,92,0.559,0.289, 714510483,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Gold,36,2,3,3,34516,2517,31999,0.703,7640,87,0.582,0.073, 718246458,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,45,2,1,2,24262,1984,22278,0.805,8241,105,0.75,0.082, 710822808,Existing Customer,51,M,0,College,Single,$80K - $120K,Blue,33,1,3,1,34516,1228,33288,0.747,7854,89,0.648,0.036, 791730183,Attrited Customer,38,F,2,College,Unknown,Less than $40K,Blue,32,2,2,6,7385,1817,5568,1.029,5070,50,0.389,0.246, 709722858,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Blue,37,2,2,2,20708,1357,19351,0.852,8503,88,0.571,0.066, 712582983,Attrited Customer,47,F,3,Graduate,Married,Less than $40K,Silver,36,4,3,1,14057,1381,12676,1.039,4729,54,0.742,0.098, 714999483,Existing Customer,38,M,4,Uneducated,Unknown,$80K - $120K,Silver,36,2,1,2,34516,1132,33384,0.84,9389,106,0.797,0.033, 711388458,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,36,2,5,1,17072,1519,15553,0.831,8591,99,0.707,0.089, 796174983,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,46,2,3,3,25737,1168,24569,0.718,7722,94,0.469,0.045, 712918083,Existing Customer,44,F,1,Unknown,Single,Less than $40K,Blue,33,1,3,1,2211,768,1443,0.745,7527,88,0.66,0.347, 715459158,Existing Customer,35,F,4,High School,Unknown,Unknown,Blue,26,2,1,2,16950,0,16950,0.625,7821,97,0.672,0, 712687083,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,24,1,1,3,15043,0,15043,0.649,7234,83,0.694,0, 713003358,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,30,2,2,2,29338,159,29179,1.017,4983,40,0.379,0.005, 812443458,Existing Customer,57,M,4,Graduate,Single,$120K +,Blue,52,2,3,2,25808,0,25808,0.712,7794,94,0.843,0, 712984983,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,30,1,3,2,2248,1853,395,0.666,7739,101,0.906,0.824, 708826158,Existing Customer,45,F,4,Uneducated,Divorced,$40K - $60K,Blue,27,2,2,1,3670,1684,1986,0.675,8608,100,0.515,0.459, 788725608,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Blue,17,1,2,3,8861,1149,7712,0.718,8387,102,0.759,0.13, 717559533,Existing Customer,47,M,3,Graduate,Married,$120K +,Silver,42,1,3,1,34516,1161,33355,0.74,8212,100,0.695,0.034, 720443358,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,36,1,3,1,8014,1250,6764,0.667,6950,84,0.585,0.156, 806694333,Existing Customer,44,F,4,Unknown,Married,Less than $40K,Blue,39,1,1,1,2771,1779,992,0.841,8268,73,0.698,0.642, 709770408,Existing Customer,51,M,2,Graduate,Married,$120K +,Silver,36,1,1,2,34516,1702,32814,0.705,8652,98,0.849,0.049, 718259433,Attrited Customer,45,F,3,High School,Married,Unknown,Blue,40,1,4,2,8383,0,8383,1.036,5460,63,0.853,0, 770705208,Existing Customer,44,F,2,Unknown,Single,Less than $40K,Gold,30,1,3,3,15365,630,14735,0.807,7890,91,0.685,0.041, 720655833,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,30,2,3,2,2913,0,2913,1.058,4955,56,0.806,0, 797898858,Existing Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,34,1,2,1,4748,2085,2663,0.615,7288,88,0.6,0.439, 779548008,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Silver,35,1,2,3,34516,0,34516,0.742,7745,83,0.729,0, 718388733,Existing Customer,38,F,1,College,Unknown,Less than $40K,Blue,32,2,3,3,2609,1259,1350,0.871,8677,96,0.627,0.483, 711742758,Attrited Customer,43,F,5,College,Single,$40K - $60K,Blue,32,2,3,1,11508,0,11508,1.005,5242,74,0.574,0, 757863258,Existing Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,38,2,2,1,2396,887,1509,0.604,7480,84,0.787,0.37, 711947358,Existing Customer,49,M,4,Uneducated,Married,$120K +,Blue,38,2,3,1,18991,1208,17783,0.727,7716,83,0.804,0.064, 712157958,Attrited Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,10908,0,10908,0.983,4883,42,0.5,0, 814760358,Existing Customer,53,M,3,Graduate,Unknown,$40K - $60K,Blue,48,2,2,2,14627,1997,12630,0.718,7766,82,0.745,0.137, 710192283,Existing Customer,46,M,4,Post-Graduate,Married,$40K - $60K,Blue,36,1,2,2,2219,1180,1039,0.768,8686,91,0.625,0.532, 718977483,Existing Customer,56,M,4,Graduate,Single,$80K - $120K,Blue,46,2,3,1,25736,1388,24348,0.743,7209,91,0.596,0.054, 712129158,Existing Customer,63,M,0,Uneducated,Single,$60K - $80K,Blue,36,2,3,1,7997,1096,6901,0.716,7747,104,0.651,0.137, 714880533,Existing Customer,40,M,5,Graduate,Single,$40K - $60K,Blue,36,2,2,3,2849,1741,1108,0.791,8669,99,0.768,0.611, 808287408,Existing Customer,45,M,5,Graduate,Married,$80K - $120K,Blue,40,1,2,0,29227,1151,28076,0.73,8420,100,0.852,0.039, 709619433,Existing Customer,52,M,2,Doctorate,Married,$120K +,Blue,44,1,2,2,34516,1382,33134,0.856,8604,108,0.714,0.04, 708881583,Existing Customer,50,M,2,Uneducated,Married,$40K - $60K,Blue,43,1,3,1,12458,1332,11126,0.68,8752,95,0.863,0.107, 711332883,Attrited Customer,62,M,1,High School,Single,$60K - $80K,Blue,46,2,3,3,7547,2477,5070,1.021,5294,73,0.698,0.328, 717696333,Attrited Customer,44,M,4,Unknown,Married,$120K +,Blue,36,4,3,3,34516,0,34516,1.043,5425,60,0.875,0, 820587258,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Silver,40,2,5,2,10677,0,10677,0.905,8637,94,0.808,0, 768733533,Existing Customer,53,M,5,Uneducated,Unknown,$80K - $120K,Blue,47,2,3,2,2340,1612,728,0.696,8851,88,0.833,0.689, 779779083,Existing Customer,38,F,3,High School,Single,$40K - $60K,Gold,26,2,2,1,23981,0,23981,0.741,7872,103,0.635,0, 720735408,Existing Customer,44,F,4,Doctorate,Married,$40K - $60K,Blue,30,1,3,1,6329,1643,4686,0.706,8514,109,0.73,0.26, 819160158,Existing Customer,42,M,3,Uneducated,Married,$40K - $60K,Blue,37,2,3,3,4960,1724,3236,0.879,8218,88,0.913,0.348, 804601833,Existing Customer,44,M,2,High School,Unknown,$60K - $80K,Silver,39,1,2,3,34516,1601,32915,0.686,7491,86,0.72,0.046, 714823308,Existing Customer,55,F,3,College,Single,Less than $40K,Gold,35,2,3,3,15987,1973,14014,0.705,7345,98,0.463,0.123, 711577458,Existing Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,36,2,2,1,3244,1855,1389,0.7,8087,95,0.792,0.572, 787539333,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,1,2,3,7298,2517,4781,0.838,7973,88,0.692,0.345, 716806383,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,40,1,1,3,28307,1506,26801,0.818,9042,122,0.605,0.053, 812230308,Existing Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,42,2,3,3,2430,1657,773,0.659,8444,100,0.449,0.682, 778420383,Existing Customer,49,M,1,Graduate,Married,$120K +,Blue,29,2,3,2,7650,2045,5605,0.891,8609,109,0.758,0.267, 774012933,Existing Customer,47,F,3,College,Divorced,$40K - $60K,Blue,41,1,2,1,6443,2073,4370,0.8,9277,92,0.769,0.322, 718756533,Existing Customer,47,M,2,Uneducated,Married,$80K - $120K,Blue,41,1,2,1,13356,1497,11859,0.753,8963,105,0.694,0.112, 812224983,Existing Customer,56,M,2,Graduate,Single,$120K +,Blue,51,1,1,2,4675,1340,3335,0.68,8037,100,0.852,0.287, 714284358,Existing Customer,61,M,1,Uneducated,Single,$40K - $60K,Blue,52,2,1,1,2177,1329,848,0.647,7037,82,0.745,0.61, 709530408,Existing Customer,45,M,4,Doctorate,Single,$120K +,Gold,36,1,3,1,34516,1411,33105,0.701,8007,96,0.778,0.041, 750690258,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,2,3,3,2821,1995,826,0.62,8220,103,0.635,0.707, 716283108,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,36,2,2,3,6769,1133,5636,0.743,7986,88,0.6,0.167, 718353633,Attrited Customer,50,M,1,Post-Graduate,Unknown,$80K - $120K,Gold,36,2,3,2,34516,0,34516,1.032,5547,75,0.744,0, 718528833,Existing Customer,51,M,1,High School,Married,$120K +,Blue,43,2,3,2,30172,1825,28347,0.8,8879,101,0.578,0.06, 718006608,Existing Customer,44,F,5,Uneducated,Single,Less than $40K,Blue,36,1,3,1,7742,1163,6579,0.729,9081,100,0.852,0.15, 710569233,Existing Customer,46,M,3,Unknown,Single,$80K - $120K,Blue,35,2,1,1,11814,1440,10374,0.798,9185,100,0.695,0.122, 718694658,Existing Customer,41,M,4,Unknown,Married,$80K - $120K,Blue,32,2,1,3,28687,1607,27080,0.748,7523,90,0.636,0.056, 779293308,Existing Customer,51,M,4,Graduate,Married,$60K - $80K,Silver,33,1,3,3,25653,2059,23594,0.702,8305,103,0.746,0.08, 718276758,Existing Customer,52,F,1,Graduate,Single,$40K - $60K,Blue,40,2,1,2,4705,890,3815,0.723,8226,97,0.644,0.189, 712654233,Existing Customer,39,M,3,High School,Married,$80K - $120K,Blue,27,1,3,1,19150,1093,18057,0.716,8327,85,0.545,0.057, 719296383,Existing Customer,38,M,2,High School,Single,$60K - $80K,Gold,18,1,2,3,34516,1494,33022,0.588,7885,85,0.635,0.043, 808279158,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,1,3,1,11765,1429,10336,0.817,8914,99,0.768,0.121, 780497958,Existing Customer,41,M,3,High School,Divorced,$80K - $120K,Blue,28,1,3,3,16627,2118,14509,0.589,7996,99,0.597,0.127, 715519983,Existing Customer,43,M,2,Post-Graduate,Married,$60K - $80K,Blue,34,1,1,3,13553,1448,12105,0.925,8751,94,0.808,0.107, 708568983,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,3,1,11476,2365,9111,0.65,8110,113,0.766,0.206, 823648983,Existing Customer,58,M,1,Uneducated,Single,$80K - $120K,Blue,54,1,3,1,5182,1459,3723,0.72,7960,112,0.697,0.282, 789412458,Attrited Customer,44,M,2,Post-Graduate,Married,$60K - $80K,Blue,34,6,3,4,23026,2517,20509,1.032,4909,52,0.625,0.109, 716837508,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,2,2,1,18477,0,18477,0.771,8695,95,0.583,0, 711249858,Attrited Customer,49,M,4,Unknown,Married,$80K - $120K,Blue,38,2,3,2,29890,0,29890,0.64,3315,47,0.382,0, 712009083,Existing Customer,48,M,3,Unknown,Unknown,$60K - $80K,Blue,36,2,1,2,8290,1030,7260,0.87,8980,93,0.755,0.124, 720522633,Existing Customer,44,M,3,College,Married,$40K - $60K,Silver,36,2,1,2,16199,1533,14666,0.855,8150,106,0.631,0.095, 713071383,Existing Customer,54,F,1,Unknown,Single,Unknown,Blue,36,1,3,3,3723,1728,1995,0.595,8554,99,0.678,0.464, 712938258,Existing Customer,45,M,2,Graduate,Single,Less than $40K,Silver,32,2,1,3,12695,1613,11082,0.852,8328,94,0.843,0.127, 719071158,Attrited Customer,54,F,0,Graduate,Single,Unknown,Platinum,38,2,2,2,34516,0,34516,0.695,3901,54,0.421,0, 709046958,Existing Customer,46,M,2,Unknown,Married,$60K - $80K,Silver,39,2,1,1,30379,2175,28204,0.67,9059,100,0.562,0.072, 708748833,Existing Customer,37,F,3,Graduate,Single,$40K - $60K,Blue,25,2,2,3,9875,1239,8636,0.939,8920,105,0.694,0.125, 711364233,Existing Customer,41,M,4,Unknown,Married,$60K - $80K,Platinum,26,1,1,2,34516,1559,32957,0.759,8888,104,0.763,0.045, 712645908,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,37,1,3,3,2600,2047,553,0.749,8804,111,0.682,0.787, 708428958,Existing Customer,39,M,2,Unknown,Single,$80K - $120K,Gold,33,1,3,2,34516,0,34516,0.724,9179,113,0.766,0, 719714658,Attrited Customer,61,M,0,Post-Graduate,Single,$60K - $80K,Blue,43,5,3,2,12218,0,12218,1.005,5272,62,0.59,0, 720874983,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Silver,37,1,2,1,34516,0,34516,0.814,8736,97,0.702,0, 719180958,Existing Customer,48,F,2,Uneducated,Divorced,$40K - $60K,Silver,39,2,2,2,21754,0,21754,0.83,9105,104,0.763,0, 710360583,Existing Customer,46,M,2,Uneducated,Single,$60K - $80K,Blue,35,1,1,0,8396,604,7792,0.827,8329,101,0.656,0.072, 823848183,Existing Customer,39,F,1,Unknown,Single,Less than $40K,Platinum,35,1,2,3,15987,1494,14493,0.731,8438,92,0.84,0.093, 783121008,Existing Customer,55,F,0,Graduate,Single,Less than $40K,Silver,49,1,2,3,12094,1870,10224,0.845,8285,106,0.738,0.155, 789529158,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,36,1,1,3,2946,743,2203,0.827,8553,88,0.872,0.252, 708500883,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Silver,40,2,3,2,17812,0,17812,0.75,8379,106,0.606,0, 811965558,Existing Customer,46,F,4,College,Single,$40K - $60K,Blue,41,2,3,3,13743,0,13743,0.947,9406,106,0.767,0, 714383583,Existing Customer,39,F,2,Unknown,Single,$40K - $60K,Gold,36,5,3,3,23981,1696,22285,0.837,8646,97,0.902,0.071, 809425533,Existing Customer,45,F,2,Uneducated,Divorced,$40K - $60K,Silver,40,5,2,2,15785,1174,14611,0.732,8097,105,0.842,0.074, 716858433,Attrited Customer,43,F,4,Graduate,Single,Less than $40K,Blue,32,4,3,1,3015,0,3015,1.058,5372,75,0.596,0, 812534958,Existing Customer,40,F,3,High School,Married,$40K - $60K,Silver,34,2,2,2,19000,1568,17432,0.688,8443,97,0.865,0.083, 714052158,Attrited Customer,49,M,2,High School,Married,$120K +,Blue,39,2,3,2,11714,949,10765,1.036,5366,68,0.659,0.081, 780200208,Existing Customer,39,F,2,Unknown,Single,$40K - $60K,Blue,29,2,2,2,11135,1563,9572,0.746,8777,112,0.778,0.14, 711458583,Existing Customer,47,M,2,College,Married,$60K - $80K,Silver,35,2,1,1,34516,1349,33167,0.674,8582,106,0.767,0.039, 826451433,Existing Customer,42,M,4,Graduate,Single,$80K - $120K,Silver,38,2,1,3,34516,2273,32243,0.86,8502,103,0.717,0.066, 719740983,Existing Customer,44,F,1,Unknown,Divorced,Less than $40K,Silver,34,1,1,3,13259,866,12393,0.81,8998,102,0.672,0.065, 709019283,Existing Customer,47,M,1,College,Married,$80K - $120K,Blue,39,2,3,1,5660,2210,3450,0.583,7867,100,0.695,0.39, 710213508,Existing Customer,63,M,1,High School,Single,$60K - $80K,Blue,54,2,3,3,23355,1061,22294,0.864,8634,95,0.9,0.045, 710814633,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,31,1,5,3,20734,2517,18217,0.888,8888,103,0.717,0.121, 775267158,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,37,2,1,3,2476,1396,1080,0.838,8785,111,0.609,0.564, 712268808,Existing Customer,55,M,4,Graduate,Single,$120K +,Silver,36,2,2,3,34516,2443,32073,0.827,8765,105,0.721,0.071, 720178158,Attrited Customer,46,F,4,High School,Unknown,Less than $40K,Blue,37,5,3,3,7552,0,7552,1.047,5537,63,0.853,0, 779805408,Existing Customer,42,M,3,Unknown,Married,Less than $40K,Silver,31,1,1,1,14630,0,14630,0.752,8217,99,0.65,0, 710958933,Attrited Customer,43,M,3,Graduate,Single,$40K - $60K,Blue,35,5,3,2,6080,787,5293,0.975,4866,56,0.647,0.129, 720698883,Attrited Customer,51,M,1,High School,Single,$80K - $120K,Blue,38,2,3,3,28605,0,28605,1.054,5524,67,0.718,0, 780384483,Attrited Customer,49,M,4,Unknown,Unknown,$80K - $120K,Blue,39,2,2,2,2886,925,1961,0.946,5481,58,0.758,0.321, 714190983,Attrited Customer,51,F,2,Graduate,Single,Unknown,Platinum,32,2,3,3,34516,531,33985,0.98,5418,65,0.711,0.015, 713808633,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Silver,23,2,2,1,10850,1873,8977,0.995,13794,127,0.789,0.173, 710295858,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,32,2,1,2,24244,1649,22595,0.776,8074,84,0.647,0.068, 713209308,Existing Customer,59,M,0,Graduate,Single,$60K - $80K,Blue,46,2,3,2,17218,1829,15389,0.638,7971,97,0.83,0.106, 788709408,Existing Customer,41,F,2,Unknown,Married,Unknown,Blue,21,2,3,1,14746,0,14746,0.857,14771,127,0.628,0, 717757608,Existing Customer,53,M,2,College,Single,$120K +,Gold,36,2,1,1,34516,1051,33465,0.863,8938,114,0.676,0.03, 715300683,Existing Customer,39,M,1,Uneducated,Single,$80K - $120K,Blue,36,1,1,3,34458,846,33612,0.817,8271,94,0.88,0.025, 711436983,Existing Customer,57,M,3,Unknown,Single,$120K +,Silver,49,1,2,1,34516,2517,31999,0.693,8596,102,0.672,0.073, 789582483,Existing Customer,60,M,1,High School,Divorced,$40K - $60K,Blue,53,2,3,3,9369,1813,7556,0.658,7699,101,0.629,0.194, 790168083,Existing Customer,51,M,0,High School,Unknown,$80K - $120K,Blue,44,2,2,3,22741,2176,20565,0.689,8438,100,0.887,0.096, 742865883,Attrited Customer,46,F,3,Unknown,Single,$40K - $60K,Blue,39,4,3,3,9110,2517,6593,1.052,5290,69,0.816,0.276, 770848308,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Platinum,31,2,2,1,34516,1308,33208,0.746,8773,105,0.78,0.038, 713486583,Existing Customer,41,M,3,Graduate,Married,$60K - $80K,Blue,29,2,2,1,17277,2151,15126,0.701,8838,97,0.732,0.125, 708697983,Existing Customer,56,M,0,High School,Unknown,$120K +,Blue,49,2,2,2,34516,2156,32360,0.698,8766,78,0.814,0.062, 823539558,Existing Customer,39,F,3,Uneducated,Single,Unknown,Silver,35,2,2,3,33565,1627,31938,0.66,8360,94,0.843,0.048, 711339258,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Silver,36,1,3,1,20176,2219,17957,0.693,8255,86,0.911,0.11, 781171908,Existing Customer,45,M,3,Graduate,Single,$40K - $60K,Blue,38,1,3,1,3751,1869,1882,0.926,9497,106,0.71,0.498, 815582358,Existing Customer,47,F,5,Unknown,Unknown,Less than $40K,Blue,42,2,1,2,2519,1584,935,0.76,8852,95,0.759,0.629, 755212608,Attrited Customer,50,M,2,Unknown,Married,$40K - $60K,Blue,43,4,3,3,13067,0,13067,1.061,5468,71,0.775,0, 716486508,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,37,6,2,2,3399,0,3399,0.991,5529,78,0.66,0, 771674958,Existing Customer,45,M,2,High School,Married,$40K - $60K,Blue,33,1,3,3,11529,1823,9706,0.727,8135,97,0.702,0.158, 787909158,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,31,1,3,2,8694,1117,7577,0.842,9523,105,0.694,0.128, 717140733,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,3,6616,831,5785,0.707,9065,85,0.735,0.126, 799468083,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,45,2,2,2,11467,1146,10321,1.018,14373,97,0.764,0.1, 718993533,Existing Customer,44,M,2,Graduate,Unknown,$80K - $120K,Blue,37,2,3,0,15821,1334,14487,0.81,8927,103,0.635,0.084, 713870958,Existing Customer,56,F,3,Uneducated,Single,Unknown,Platinum,46,2,3,2,34516,0,34516,0.887,8416,93,0.632,0, 709171308,Existing Customer,30,M,1,High School,Married,$60K - $80K,Blue,16,1,3,3,15795,1742,14053,1.022,13173,96,0.846,0.11, 798553158,Attrited Customer,62,F,1,Graduate,Single,Less than $40K,Blue,56,1,2,1,3109,0,3109,1.054,5470,72,0.674,0, 720819858,Existing Customer,47,F,4,Post-Graduate,Single,Less than $40K,Blue,27,1,2,2,8837,2517,6320,0.618,8210,100,0.754,0.285, 815078433,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,37,2,1,3,6551,1718,4833,1.207,13363,99,0.623,0.262, 710924658,Existing Customer,52,F,2,High School,Single,$40K - $60K,Blue,36,1,2,2,2540,1093,1447,0.783,9339,99,0.737,0.43, 709883883,Existing Customer,46,F,4,Uneducated,Divorced,Unknown,Blue,34,2,3,1,8110,1549,6561,0.808,8033,94,0.649,0.191, 718650258,Existing Customer,54,F,3,Graduate,Single,Unknown,Blue,47,2,3,1,6146,2210,3936,0.905,12956,97,0.796,0.36, 711613308,Attrited Customer,58,M,2,Unknown,Single,$60K - $80K,Blue,48,2,1,2,2236,710,1526,0.434,2562,38,0.462,0.318, 718558758,Attrited Customer,34,M,1,Unknown,Single,$80K - $120K,Blue,22,1,2,2,3711,1413,2298,0.175,3922,51,0.645,0.381, 718504233,Attrited Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,30,2,2,3,2082,1794,288,0.735,3423,48,0.92,0.862, 709108533,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,29,2,2,3,9959,2216,7743,0.747,15139,90,0.837,0.223, 713236458,Existing Customer,55,M,4,Unknown,Single,$60K - $80K,Blue,48,2,2,3,18980,2517,16463,0.655,8295,113,0.687,0.133, 714352533,Existing Customer,47,F,3,Graduate,Married,$40K - $60K,Silver,29,1,2,2,15472,865,14607,0.756,14132,103,0.746,0.056, 717353433,Existing Customer,50,F,2,Unknown,Single,Unknown,Blue,42,1,3,3,21498,1542,19956,0.759,13015,104,0.857,0.072, 813804783,Attrited Customer,41,F,1,High School,Single,$40K - $60K,Blue,36,4,3,3,2667,0,2667,0.494,4399,54,0.862,0, 771062733,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,31,1,2,1,4291,1285,3006,0.846,15511,101,0.629,0.299, 715649358,Attrited Customer,39,M,2,College,Married,$60K - $80K,Blue,26,1,2,2,3879,0,3879,0.928,7786,81,0.929,0, 713552958,Existing Customer,43,M,5,Graduate,Unknown,$60K - $80K,Blue,28,1,3,1,12773,1637,11136,0.919,14833,114,0.583,0.128, 715209333,Existing Customer,32,M,0,High School,Single,$60K - $80K,Blue,36,1,1,1,6224,1965,4259,0.739,13630,124,0.699,0.316, 769935783,Existing Customer,40,M,3,Unknown,Single,$60K - $80K,Blue,34,2,2,1,9594,2517,7077,0.945,14213,100,0.786,0.262, 815613033,Existing Customer,49,M,2,Unknown,Married,Less than $40K,Silver,44,2,2,3,12518,1722,10796,0.891,14276,96,0.778,0.138, 718732833,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,48,4,2,2,2783,1763,1020,0.344,3967,42,0.4,0.633, 816328308,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,55,2,1,3,3773,0,3773,0.684,14264,118,0.873,0, 711814608,Existing Customer,41,F,5,High School,Married,$40K - $60K,Silver,36,2,1,1,19281,1805,17476,0.893,15423,110,0.692,0.094, 803216433,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Silver,33,6,3,2,14806,2517,12289,0.558,4804,57,0.462,0.17, 710694033,Existing Customer,32,M,0,Graduate,Divorced,$40K - $60K,Blue,36,2,1,1,7473,1253,6220,0.98,13400,104,0.733,0.168, 709257708,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,41,1,1,2,3108,1978,1130,0.917,14965,127,0.716,0.636, 720174033,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,33,1,3,1,34516,975,33541,0.738,12871,104,0.552,0.028, 820666083,Attrited Customer,41,M,2,Graduate,Single,$120K +,Blue,37,5,3,4,27742,2517,25225,0.835,8646,85,0.977,0.091, 712044558,Attrited Customer,51,F,1,Uneducated,Single,Less than $40K,Silver,41,6,2,3,14563,1309,13254,0.708,6408,70,0.944,0.09, 713131158,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,46,1,3,1,10286,0,10286,0.908,8199,59,0.903,0, 803335008,Existing Customer,48,F,2,Graduate,Divorced,Unknown,Blue,43,2,3,3,7791,1472,6319,0.979,13945,107,0.754,0.189, 795869583,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,47,1,3,2,3733,1620,2113,0.765,15200,118,0.934,0.434, 789535233,Existing Customer,52,M,1,Graduate,Single,$80K - $120K,Silver,44,2,1,2,34516,1618,32898,1,11603,109,0.847,0.047, 716441058,Existing Customer,45,F,4,High School,Single,Less than $40K,Silver,36,2,5,2,14416,0,14416,0.788,13820,99,0.65,0, 718113633,Attrited Customer,41,M,3,Uneducated,Married,$120K +,Blue,36,1,2,3,34516,0,34516,0.377,5603,56,0.244,0, 708908883,Existing Customer,37,F,2,Graduate,Divorced,Less than $40K,Silver,32,1,3,2,12033,1025,11008,0.684,12603,106,0.893,0.085, 712152408,Existing Customer,44,M,4,High School,Single,$60K - $80K,Gold,29,1,2,1,34516,1930,32586,0.615,12478,97,0.764,0.056, 708229308,Attrited Customer,49,F,2,Unknown,Married,Less than $40K,Blue,41,5,2,2,3243,0,3243,0.685,6059,71,0.821,0, 715351983,Existing Customer,32,F,2,Unknown,Married,Less than $40K,Blue,20,1,3,2,9761,1470,8291,0.796,14334,97,0.732,0.151, 798451908,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,30,1,3,2,5723,0,5723,0.85,12403,120,0.69,0, 794962983,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,41,1,1,3,9947,2496,7451,0.802,14576,110,0.774,0.251, 721000833,Existing Customer,49,M,0,Uneducated,Married,$60K - $80K,Blue,38,1,3,2,3599,0,3599,0.738,13324,110,0.594,0, 720086358,Existing Customer,58,M,2,Doctorate,Married,$120K +,Blue,48,2,3,1,12648,1604,11044,0.719,14465,125,0.712,0.127, 710064033,Attrited Customer,45,M,3,Uneducated,Married,$40K - $60K,Blue,28,2,2,5,4572,0,4572,0.48,3555,42,0.4,0, 780588258,Existing Customer,53,F,5,Unknown,Married,Less than $40K,Blue,42,1,2,2,4021,1745,2276,0.784,14567,120,0.846,0.434, 710833908,Existing Customer,45,M,5,High School,Married,$80K - $120K,Blue,25,1,3,3,25601,1384,24217,0.745,12896,100,0.852,0.054, 714449283,Existing Customer,44,M,4,Uneducated,Unknown,$80K - $120K,Blue,36,1,3,1,25428,1528,23900,0.725,13360,97,0.796,0.06, 772339383,Existing Customer,54,M,3,Post-Graduate,Single,$40K - $60K,Blue,44,2,5,3,4216,1290,2926,0.86,13787,121,0.571,0.306, 721382208,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,2,1,2,3140,2517,623,0.801,13677,122,0.821,0.802, 779349783,Existing Customer,46,M,3,Doctorate,Married,$60K - $80K,Blue,31,2,2,2,21161,1198,19963,0.783,13119,104,0.625,0.057, 789450408,Existing Customer,41,F,2,Uneducated,Married,Unknown,Blue,32,2,5,3,5877,1713,4164,0.791,15106,91,0.978,0.291, 709210833,Existing Customer,48,F,2,Doctorate,Married,$40K - $60K,Blue,36,1,2,2,9074,1648,7426,0.727,14084,110,0.803,0.182, 821752908,Existing Customer,53,M,2,High School,Single,$60K - $80K,Blue,49,2,3,2,4142,2252,1890,0.714,15078,117,0.746,0.544, 789878283,Existing Customer,39,M,3,Graduate,Married,$40K - $60K,Blue,29,2,2,2,3152,1174,1978,0.862,13670,117,0.857,0.372, 709319658,Attrited Customer,48,F,4,Graduate,Single,Less than $40K,Platinum,37,5,3,4,15987,0,15987,0.827,7681,71,0.69,0, 719222133,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,36,2,3,2,8919,1723,7196,0.848,13719,96,0.714,0.193, 715551783,Existing Customer,54,F,2,Uneducated,Married,Unknown,Blue,42,1,1,3,24927,1273,23654,0.743,14603,113,0.687,0.051, 712718958,Existing Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,36,2,1,1,3308,2150,1158,0.879,15019,101,0.656,0.65, 709764483,Attrited Customer,61,M,1,Graduate,Unknown,$60K - $80K,Blue,53,1,1,2,6157,581,5576,0.583,4041,65,0.548,0.094, 783361533,Existing Customer,41,M,3,Unknown,Married,$60K - $80K,Silver,35,2,3,2,33889,1203,32686,0.944,14954,112,0.623,0.035, 717942033,Existing Customer,52,M,2,Uneducated,Unknown,$120K +,Blue,42,1,1,3,33552,1252,32300,0.793,14490,98,0.815,0.037, 817908783,Existing Customer,44,M,3,Unknown,Single,$120K +,Silver,39,2,3,1,34516,2123,32393,0.801,14242,107,0.551,0.062, 713708358,Existing Customer,33,F,3,Unknown,Single,$40K - $60K,Silver,36,2,3,3,19594,971,18623,0.761,12429,111,0.542,0.05, 713705358,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,28,2,6,1,7349,994,6355,0.864,13970,109,0.847,0.135, 789551883,Existing Customer,52,F,3,Graduate,Single,$40K - $60K,Blue,45,1,1,2,14803,985,13818,0.831,14426,87,0.642,0.067, 812247033,Attrited Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,46,5,5,2,3536,0,3536,0.542,3281,39,0.393,0, 717580458,Attrited Customer,43,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,2,3,2,19333,0,19333,0.969,7847,63,0.75,0, 780551733,Existing Customer,54,F,1,High School,Married,Less than $40K,Silver,44,2,2,3,11605,1470,10135,0.93,12592,117,0.8,0.127, 719722308,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Blue,22,2,1,3,3329,0,3329,0.641,13109,114,0.727,0, 718328283,Existing Customer,40,F,4,High School,Single,Less than $40K,Blue,36,2,1,3,3961,1531,2430,0.646,12631,100,0.852,0.387, 826061508,Existing Customer,49,F,4,Uneducated,Unknown,Less than $40K,Blue,45,1,3,1,5975,2045,3930,0.847,13090,102,0.672,0.342, 715610733,Attrited Customer,60,M,1,Uneducated,Married,$40K - $60K,Blue,47,6,1,5,3735,1175,2560,1.036,8193,66,0.65,0.315, 710161083,Attrited Customer,62,F,0,Uneducated,Single,Less than $40K,Blue,36,6,3,3,5780,0,5780,0.394,6613,40,0.429,0, 712464933,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,2,2,2,19141,1933,17208,1.05,15203,114,0.781,0.101, 768181608,Existing Customer,43,F,3,Graduate,Unknown,Less than $40K,Blue,37,2,3,3,3461,1767,1694,0.829,13179,122,0.694,0.511, 713869083,Existing Customer,56,M,2,High School,Married,$80K - $120K,Blue,43,2,2,1,29394,1002,28392,0.935,14901,92,0.673,0.034, 711465333,Existing Customer,35,M,4,High School,Single,$80K - $120K,Blue,26,2,1,1,24250,0,24250,0.753,12593,99,0.768,0, 719924433,Existing Customer,40,F,4,Graduate,Married,$40K - $60K,Silver,32,1,2,3,16191,0,16191,0.967,13452,107,0.621,0, 719248158,Existing Customer,52,M,2,High School,Divorced,$60K - $80K,Blue,42,1,3,2,7261,1443,5818,0.972,14533,108,0.565,0.199, 719944458,Existing Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,2,3,1,4023,1437,2586,0.69,12510,96,0.92,0.357, 715799808,Attrited Customer,52,M,0,High School,Single,$60K - $80K,Blue,39,4,3,2,3764,0,3764,0.776,6574,69,0.865,0, 721264533,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Blue,36,1,1,3,3767,1106,2661,0.944,15578,126,0.826,0.294, 711838008,Attrited Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,28,2,3,2,6407,478,5929,1.022,9322,77,0.833,0.075, 711826983,Attrited Customer,47,F,3,Unknown,Married,$40K - $60K,Blue,36,4,3,6,5822,0,5822,0.655,3240,38,0.652,0, 719413383,Existing Customer,32,M,1,Uneducated,Single,$60K - $80K,Silver,36,2,3,1,33711,1437,32274,0.942,14880,134,0.654,0.043, 712990458,Existing Customer,44,F,3,Graduate,Married,Unknown,Silver,34,2,2,1,31699,1976,29723,0.811,13653,113,0.687,0.062, 789594108,Existing Customer,47,M,5,College,Single,$80K - $120K,Blue,41,1,1,3,3429,1779,1650,0.938,14107,99,0.65,0.519, 718764708,Existing Customer,45,M,3,Graduate,Unknown,$120K +,Blue,36,1,4,3,8858,1359,7499,0.741,14223,103,0.776,0.153, 820271208,Existing Customer,46,M,2,Graduate,Divorced,$60K - $80K,Blue,41,2,2,3,7064,1234,5830,0.955,13791,103,0.585,0.175, 708369633,Attrited Customer,34,F,3,Graduate,Married,Less than $40K,Gold,36,6,3,2,15487,1847,13640,0.943,7031,67,0.811,0.119, 712055433,Existing Customer,39,F,4,High School,Married,Less than $40K,Blue,36,2,2,1,3600,2072,1528,0.94,14137,116,0.966,0.576, 721114458,Existing Customer,46,M,4,College,Single,$120K +,Blue,36,1,2,2,34516,585,33931,0.802,14319,96,0.655,0.017, 714959358,Attrited Customer,50,M,3,High School,Married,$80K - $120K,Silver,36,5,3,3,34516,2292,32224,0.876,8045,71,0.868,0.066, 708396033,Existing Customer,45,F,2,Uneducated,Married,Less than $40K,Blue,27,1,2,2,2490,1059,1431,0.715,12257,101,0.772,0.425, 719593608,Attrited Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,2,1,33870,0,33870,0.872,7661,61,0.525,0, 715830558,Attrited Customer,50,M,2,Uneducated,Unknown,$120K +,Blue,38,6,2,1,34516,397,34119,0.914,7454,81,0.841,0.012, 716406483,Existing Customer,30,M,0,Unknown,Single,$60K - $80K,Blue,20,1,3,3,23760,1349,22411,0.961,13124,103,0.746,0.057, 714941358,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,36,2,3,6,4005,0,4005,0.896,7022,75,0.667,0, 716088783,Attrited Customer,60,M,0,College,Married,$80K - $120K,Blue,50,1,4,2,29239,0,29239,1.057,8169,65,0.585,0, 718458858,Attrited Customer,41,M,4,Graduate,Single,$80K - $120K,Silver,29,2,3,6,34516,0,34516,0.434,3526,53,0.828,0, 715754133,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,32,2,2,3,3391,1359,2032,0.662,13212,107,0.646,0.401, 715630983,Attrited Customer,31,F,0,Graduate,Single,Less than $40K,Blue,21,4,2,3,4598,0,4598,0.439,6317,77,0.833,0, 712768983,Attrited Customer,51,M,4,Graduate,Single,$80K - $120K,Silver,42,6,4,2,34516,230,34286,1.004,8629,65,0.548,0.007, 716881683,Attrited Customer,45,M,5,Uneducated,Married,$80K - $120K,Blue,34,2,3,3,3435,2517,918,0.332,5567,51,0.545,0.733, 711108408,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,2,1,1,17540,1337,16203,0.734,14244,96,0.6,0.076, 717565233,Existing Customer,51,M,3,Doctorate,Single,$80K - $120K,Blue,38,2,3,2,31346,1318,30028,0.862,13303,92,0.804,0.042, 789539058,Existing Customer,28,M,0,Uneducated,Single,Less than $40K,Blue,20,1,1,3,4342,893,3449,0.878,17064,116,0.758,0.206, 768643158,Existing Customer,44,F,5,Graduate,Divorced,Less than $40K,Blue,38,2,1,3,3842,2459,1383,0.691,13598,119,0.725,0.64, 721530633,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,36,1,1,1,3785,1329,2456,0.864,15209,104,0.891,0.351, 721188033,Existing Customer,48,M,5,College,Married,Less than $40K,Blue,39,2,3,1,6797,2239,4558,0.922,16171,112,0.778,0.329, 810261633,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,39,2,2,3,9682,1727,7955,0.88,14991,95,0.9,0.178, 717529233,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,30,4,3,2,3319,0,3319,0.262,4840,44,0.375,0, 719365233,Existing Customer,34,M,4,Unknown,Single,Less than $40K,Blue,23,1,3,2,7664,1785,5879,0.947,15077,126,0.8,0.233, 720943308,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Silver,36,1,1,2,30498,1990,28508,0.839,16202,120,0.791,0.065, 714425283,Existing Customer,50,F,2,High School,Married,Unknown,Blue,40,2,3,2,19962,0,19962,0.984,14703,119,0.859,0, 711794358,Attrited Customer,61,M,0,College,Single,$80K - $120K,Blue,50,2,4,3,21398,0,21398,0.695,3119,53,0.767,0, 719683158,Attrited Customer,56,F,2,Unknown,Married,Less than $40K,Blue,48,2,4,2,4746,0,4746,0.862,7154,66,1.062,0, 709406733,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,2,2,1,20434,1504,18930,0.725,13280,106,0.656,0.074, 708572658,Existing Customer,49,M,5,Graduate,Married,$60K - $80K,Silver,38,1,1,2,29531,2088,27443,0.843,15039,120,0.69,0.071, 714001008,Existing Customer,56,M,1,Uneducated,Divorced,$120K +,Blue,36,1,1,2,3730,0,3730,0.732,13997,102,0.619,0, 712833633,Existing Customer,41,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,2,1,3,10688,653,10035,0.682,13866,98,0.508,0.061, 716260833,Attrited Customer,56,F,5,Unknown,Single,Less than $40K,Blue,36,6,3,5,4668,2517,2151,1.062,8331,63,0.853,0.539, 708863733,Existing Customer,35,M,3,Unknown,Single,$40K - $60K,Gold,19,1,1,3,22725,808,21917,0.779,13847,120,0.875,0.036, 717076458,Existing Customer,40,M,3,Unknown,Single,$40K - $60K,Blue,36,1,3,1,8155,1178,6977,0.829,14955,102,0.925,0.144, 712412958,Existing Customer,41,F,3,Doctorate,Married,$40K - $60K,Silver,33,1,1,2,18266,822,17444,0.875,14615,124,0.797,0.045, 720535008,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,36,1,2,3,10492,1094,9398,0.915,13764,104,0.733,0.104, 711578658,Existing Customer,56,F,2,High School,Married,$40K - $60K,Blue,49,1,3,3,6380,2517,3863,0.706,13945,97,1.064,0.395, 709373883,Existing Customer,37,F,5,Unknown,Married,$40K - $60K,Silver,36,1,1,2,19055,2517,16538,0.915,15091,124,0.676,0.132, 780730008,Existing Customer,51,M,2,College,Single,$120K +,Blue,36,2,2,2,3477,752,2725,0.703,13627,120,0.739,0.216, 824816358,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,32,2,3,2,3277,0,3277,0.84,14252,127,0.649,0, 716106108,Existing Customer,49,M,4,Post-Graduate,Married,$120K +,Silver,41,2,3,2,34516,0,34516,0.663,13376,129,0.72,0, 709807383,Existing Customer,35,F,2,Unknown,Married,Less than $40K,Blue,22,1,1,1,3616,1155,2461,0.727,15391,94,0.593,0.319, 716430933,Existing Customer,46,F,4,Unknown,Single,Less than $40K,Blue,36,2,1,2,3973,0,3973,0.89,13740,131,0.819,0, 789866133,Existing Customer,45,F,3,Graduate,Unknown,$40K - $60K,Blue,35,2,3,2,4318,2359,1959,0.993,12867,118,0.573,0.546, 718634058,Existing Customer,48,F,2,High School,Unknown,Unknown,Blue,31,2,2,1,7660,764,6896,0.877,14844,100,0.695,0.1, 715129983,Existing Customer,46,F,3,Graduate,Divorced,Unknown,Blue,36,1,3,2,3515,0,3515,0.876,15079,116,0.841,0, 717177783,Existing Customer,36,F,0,Unknown,Married,Less than $40K,Silver,19,1,2,3,13313,0,13313,1.08,15549,121,0.833,0, 719694408,Attrited Customer,30,F,1,College,Single,Less than $40K,Blue,36,4,3,6,4541,0,4541,0.976,7996,80,0.778,0, 806992533,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,44,2,1,1,8284,797,7487,0.824,13092,102,0.569,0.096, 718045008,Attrited Customer,31,M,0,Post-Graduate,Married,Less than $40K,Blue,21,1,2,2,3768,0,3768,0.799,6639,71,1.152,0, 711010683,Existing Customer,35,M,3,High School,Married,$40K - $60K,Blue,27,1,2,3,14382,1950,12432,0.578,12941,131,0.819,0.136, 714759708,Existing Customer,54,F,1,High School,Single,Unknown,Blue,36,2,2,3,10798,1378,9420,0.631,13681,105,0.81,0.128, 718801158,Existing Customer,49,M,3,Graduate,Single,$40K - $60K,Gold,36,2,2,2,23981,1408,22573,0.844,14455,96,0.846,0.059, 712256358,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,23,1,3,1,22729,1581,21148,1.025,13672,110,0.746,0.07, 779803008,Existing Customer,41,F,2,High School,Single,Unknown,Blue,30,2,2,1,27670,0,27670,0.645,13854,124,0.797,0, 710968008,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,26,2,1,2,3423,647,2776,0.73,14308,124,0.722,0.189, 771584658,Existing Customer,46,F,4,Unknown,Single,Unknown,Silver,34,1,2,3,33874,1473,32401,0.803,13753,98,0.849,0.043, 718102758,Existing Customer,61,F,0,High School,Married,Less than $40K,Blue,36,2,1,3,3175,1116,2059,0.978,14071,101,0.683,0.351, 811076883,Attrited Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,40,1,4,3,7979,0,7979,0.465,5056,63,0.853,0, 770970558,Existing Customer,41,M,2,Unknown,Single,$80K - $120K,Blue,28,1,2,3,13679,2267,11412,1.232,15180,103,0.689,0.166, 758863383,Existing Customer,47,F,2,Uneducated,Unknown,Less than $40K,Silver,36,1,3,2,14767,948,13819,0.999,13090,104,0.625,0.064, 716863458,Attrited Customer,44,M,2,Uneducated,Single,$80K - $120K,Silver,36,2,3,3,34516,569,33947,0.919,8570,68,0.789,0.016, 766821033,Attrited Customer,61,M,0,Unknown,Single,$120K +,Blue,46,6,3,3,4650,1162,3488,0.82,7976,74,1.056,0.25, 814590483,Existing Customer,45,F,2,Graduate,Married,$40K - $60K,Blue,40,1,3,3,3592,865,2727,0.663,12777,95,0.727,0.241, 773283108,Existing Customer,31,M,0,High School,Married,$60K - $80K,Silver,24,1,1,3,32535,1722,30813,0.856,15738,116,0.657,0.053, 721006458,Existing Customer,42,M,2,Unknown,Single,$120K +,Blue,35,2,1,3,3214,1471,1743,0.933,14557,114,0.652,0.458, 714615258,Attrited Customer,32,M,1,High School,Single,$40K - $60K,Blue,36,6,3,2,4819,2134,2685,0.834,9330,64,0.882,0.443, 788687133,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,2,3,1,16433,0,16433,0.791,13678,125,0.736,0, 820108008,Existing Customer,49,M,4,Unknown,Married,$80K - $120K,Blue,44,2,3,3,12174,1361,10813,1.048,14743,121,0.729,0.112, 717781608,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,40,2,2,1,9230,1518,7712,0.774,14082,99,0.833,0.164, 720136458,Existing Customer,39,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,2,2,3,6867,776,6091,0.715,14119,97,0.764,0.113, 716247708,Existing Customer,51,M,4,College,Single,$120K +,Gold,33,2,2,2,34516,1848,32668,0.775,14149,103,0.689,0.054, 714968208,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,36,2,3,1,18046,0,18046,0.819,13758,104,0.677,0, 719913783,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,27,2,2,3,7680,1589,6091,0.688,13617,105,0.721,0.207, 720621408,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,36,2,3,2,7825,0,7825,0.724,14326,100,0.786,0, 721169883,Existing Customer,41,M,5,College,Married,$60K - $80K,Blue,31,1,3,2,5002,1945,3057,1.035,16161,109,0.787,0.389, 719324658,Existing Customer,27,M,0,College,Unknown,$80K - $120K,Silver,19,1,1,3,34516,1131,33385,0.715,14716,112,0.75,0.033, 714577233,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,41,2,3,1,4755,0,4755,0.776,15999,109,0.73,0, 712367658,Existing Customer,58,M,1,Uneducated,Single,$80K - $120K,Blue,40,1,3,0,22104,1783,20321,0.805,13830,112,0.806,0.081, 803655333,Existing Customer,53,M,2,Post-Graduate,Single,$60K - $80K,Silver,47,1,3,3,29038,2295,26743,0.657,12025,103,0.807,0.079, 710455608,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,2,3,2,4620,0,4620,0.654,6644,61,0.694,0, 711328458,Existing Customer,58,M,1,High School,Married,$80K - $120K,Blue,50,1,1,3,34516,1341,33175,0.812,13988,127,0.789,0.039, 708123033,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Silver,30,2,1,1,11463,0,11463,0.908,14511,105,0.721,0, 713514633,Attrited Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,50,2,4,2,6224,0,6224,0.801,8291,69,1.029,0, 710745633,Existing Customer,53,M,1,Unknown,Married,$120K +,Blue,36,2,3,3,19252,751,18501,0.814,14074,112,0.623,0.039, 710374008,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,47,1,1,2,34516,1583,32933,0.631,12906,100,0.639,0.046, 772166058,Existing Customer,31,M,1,Unknown,Single,$40K - $60K,Blue,20,1,2,3,3232,1564,1668,0.969,13142,112,0.75,0.484, 715017858,Existing Customer,44,M,2,Uneducated,Married,$120K +,Platinum,36,2,1,3,34516,1421,33095,0.744,14465,114,0.754,0.041, 717571683,Attrited Customer,47,F,4,Uneducated,Married,$40K - $60K,Gold,34,2,3,3,23981,0,23981,0.196,4536,61,0.605,0, 743420208,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,2,2,2,4822,1882,2940,0.833,13816,121,0.891,0.39, 716201883,Existing Customer,46,M,2,Graduate,Unknown,$120K +,Silver,39,2,2,3,34516,1381,33135,0.949,14696,114,0.966,0.04, 714593883,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Silver,45,1,2,1,12100,1350,10750,0.854,13138,115,0.667,0.112, 711003483,Existing Customer,40,M,3,Unknown,Divorced,$60K - $80K,Blue,24,2,3,3,20466,1138,19328,0.868,15121,97,0.54,0.056, 819628158,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,1,17887,1821,16066,0.687,14544,116,1.148,0.102, 712021233,Attrited Customer,33,M,3,Graduate,Married,$60K - $80K,Blue,15,5,1,3,23399,0,23399,1.051,9356,74,0.85,0, 708573933,Existing Customer,45,F,2,Unknown,Single,Less than $40K,Silver,36,2,2,3,13026,789,12237,0.74,14747,100,0.724,0.061, 710758683,Existing Customer,61,F,1,Graduate,Unknown,$40K - $60K,Silver,48,2,3,3,15698,2000,13698,0.749,12980,82,0.64,0.127, 718288833,Existing Customer,31,M,1,Unknown,Married,$40K - $60K,Blue,36,1,3,3,5590,875,4715,0.86,14643,127,0.764,0.157, 708873183,Existing Customer,47,M,2,Post-Graduate,Single,$60K - $80K,Blue,39,1,3,2,17575,618,16957,0.917,15473,128,0.684,0.035, 766224933,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,1,1,1,29528,1769,27759,0.771,14428,119,0.7,0.06, 771626283,Existing Customer,54,M,2,Post-Graduate,Married,$60K - $80K,Platinum,42,1,3,1,34516,1996,32520,0.988,15033,114,0.81,0.058, 720372483,Existing Customer,60,F,0,High School,Married,Less than $40K,Blue,36,1,1,3,4147,2262,1885,0.565,14624,111,0.79,0.545, 712916958,Attrited Customer,55,F,2,Graduate,Married,Unknown,Blue,36,5,3,2,12494,0,12494,0.576,7026,69,0.917,0, 716124408,Attrited Customer,32,M,2,Graduate,Single,$120K +,Gold,22,2,2,3,34516,1692,32824,0.983,7486,64,0.73,0.049, 714128283,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Silver,40,2,3,2,13411,1736,11675,0.841,12493,113,0.738,0.129, 708163758,Existing Customer,41,M,3,Unknown,Married,$120K +,Blue,33,2,4,3,34516,638,33878,0.724,13085,139,0.675,0.018, 716979183,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,34,1,1,2,17646,1396,16250,0.851,15527,106,0.893,0.079, 716480358,Existing Customer,45,M,3,Uneducated,Single,$60K - $80K,Blue,36,2,2,1,11121,1296,9825,0.789,13814,81,1.025,0.117, 800758233,Attrited Customer,30,M,0,College,Single,$60K - $80K,Blue,24,6,2,2,4109,0,4109,0.949,8642,77,0.481,0, 720413658,Existing Customer,44,M,2,High School,Married,$120K +,Blue,31,2,1,3,6176,905,5271,0.805,15102,95,0.792,0.147, 715832058,Existing Customer,40,F,5,Graduate,Unknown,Less than $40K,Blue,36,2,2,3,4512,1172,3340,0.706,14414,98,0.815,0.26, 716323683,Existing Customer,31,M,0,Graduate,Married,$80K - $120K,Blue,36,2,3,3,32791,1607,31184,0.752,13177,106,0.738,0.049, 819616383,Existing Customer,40,F,3,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4772,2004,2768,0.696,14748,118,0.761,0.42, 771069033,Existing Customer,56,M,1,Unknown,Unknown,$60K - $80K,Blue,43,2,2,3,10602,1083,9519,0.656,14084,91,0.75,0.102, 821241708,Attrited Customer,47,M,4,Unknown,Unknown,$80K - $120K,Blue,42,1,4,1,7953,0,7953,1.031,8670,74,0.574,0, 716987358,Attrited Customer,29,M,0,Post-Graduate,Divorced,$60K - $80K,Blue,15,2,1,3,8022,0,8022,0.381,5660,59,0.735,0, 710300733,Existing Customer,38,M,3,High School,Single,$120K +,Blue,27,2,4,1,34516,0,34516,0.919,13781,106,0.797,0, 712497783,Existing Customer,56,F,2,Unknown,Married,Less than $40K,Blue,48,1,2,3,9092,1363,7729,0.83,14779,94,0.843,0.15, 709259958,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,44,1,3,2,5541,2517,3024,0.879,9195,73,0.825,0.454, 716296833,Existing Customer,56,M,0,Doctorate,Single,$80K - $120K,Blue,47,2,1,2,7204,0,7204,0.803,14042,113,0.766,0, 715728108,Existing Customer,27,F,0,Graduate,Unknown,Less than $40K,Blue,36,1,1,2,4548,1450,3098,0.844,14330,131,0.638,0.319, 771507258,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,26,1,2,1,3860,1175,2685,0.734,14474,118,0.71,0.304, 713758758,Existing Customer,48,M,2,High School,Married,Less than $40K,Silver,36,2,2,2,14581,2517,12064,0.776,17628,109,0.817,0.173, 779809908,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,34,2,2,2,3084,0,3084,0.861,12739,96,0.882,0, 816310158,Existing Customer,49,M,4,Uneducated,Unknown,$60K - $80K,Blue,44,1,3,2,12375,2263,10112,1.044,14500,106,0.582,0.183, 780349833,Existing Customer,36,M,2,College,Married,$40K - $60K,Gold,23,1,1,3,23981,0,23981,0.827,15236,120,0.875,0, 818235408,Existing Customer,30,M,0,College,Married,$60K - $80K,Blue,25,2,3,1,19534,0,19534,0.616,15634,118,0.639,0, 709213458,Attrited Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,22993,0,22993,1.004,7867,75,0.786,0, 719634408,Existing Customer,51,M,2,Unknown,Single,$120K +,Silver,31,2,2,2,34516,585,33931,0.875,13534,104,0.825,0.017, 709934808,Existing Customer,59,M,1,Unknown,Single,$40K - $60K,Silver,51,2,2,1,15164,1071,14093,0.9,13062,103,0.717,0.071, 712238958,Existing Customer,45,M,4,Graduate,Married,Less than $40K,Blue,36,1,2,3,7231,1047,6184,0.947,15571,115,0.797,0.145, 711813258,Existing Customer,56,M,2,College,Single,$60K - $80K,Gold,43,2,1,2,34516,2022,32494,0.761,13633,116,0.785,0.059, 789983133,Existing Customer,31,M,2,Graduate,Unknown,$80K - $120K,Silver,22,2,3,2,34516,1780,32736,0.839,14185,98,0.69,0.052, 792139308,Existing Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,42,1,2,3,9215,639,8576,0.646,13345,114,0.754,0.069, 718123608,Existing Customer,32,M,2,Graduate,Married,$80K - $120K,Blue,36,2,1,2,25438,1907,23531,0.741,16485,104,0.793,0.075, 715369008,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,2,2,3759,0,3759,0.722,15331,106,0.767,0, 717556758,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,36,1,2,3,3029,2267,762,0.842,14934,113,0.823,0.748, 718252533,Attrited Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,18,5,1,1,4203,996,3207,0.705,7292,68,0.7,0.237, 716340783,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,1,1,2,21526,1320,20206,0.762,14441,105,0.875,0.061, 717898758,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Silver,45,6,3,3,12207,0,12207,0.319,5838,74,1.056,0, 825743583,Existing Customer,39,F,2,Graduate,Single,Unknown,Silver,35,1,3,3,32089,1971,30118,0.671,13796,121,0.833,0.061, 717711108,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,27,1,2,2,3541,1042,2499,0.774,14511,123,0.708,0.294, 789791808,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,2,2,2,7139,1512,5627,1.106,14802,112,0.75,0.212, 807971658,Existing Customer,47,F,3,Unknown,Married,Less than $40K,Blue,42,1,2,3,3669,2517,1152,0.83,13931,112,0.836,0.686, 770220558,Attrited Customer,57,M,3,Unknown,Single,$60K - $80K,Blue,51,1,6,1,5859,0,5859,0.914,8004,82,0.708,0, 818239983,Existing Customer,53,M,2,Unknown,Divorced,$80K - $120K,Blue,48,2,1,2,15594,1590,14004,0.679,13016,118,0.616,0.102, 712544358,Existing Customer,48,M,3,Graduate,Married,$120K +,Gold,36,1,4,2,34516,1823,32693,1.062,15552,108,0.831,0.053, 720306408,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,41,2,3,2,6704,0,6704,0.856,12576,103,0.776,0, 721488858,Existing Customer,53,M,3,Uneducated,Married,$60K - $80K,Silver,38,1,3,2,32417,871,31546,0.911,14381,121,0.862,0.027, 710771433,Existing Customer,48,M,1,Graduate,Single,$80K - $120K,Blue,36,1,3,1,2754,2152,602,0.821,13991,125,0.761,0.781, 708662583,Attrited Customer,41,M,3,Unknown,Married,$60K - $80K,Silver,29,1,3,4,27945,0,27945,0.902,8345,70,1.059,0, 717663033,Existing Customer,51,M,2,Uneducated,Single,$120K +,Blue,35,1,2,2,34516,1068,33448,0.966,16428,123,0.809,0.031, 721524858,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,37,1,2,3,7098,1829,5269,0.557,13139,102,0.789,0.258, 788778033,Existing Customer,39,F,2,College,Single,Less than $40K,Silver,20,1,2,3,12338,1277,11061,0.828,15869,109,0.758,0.104, 708649683,Existing Customer,51,M,2,High School,Single,$60K - $80K,Blue,42,1,3,2,16703,1140,15563,0.555,15472,122,0.768,0.068, 708770883,Existing Customer,43,M,2,Uneducated,Married,$80K - $120K,Blue,24,2,2,2,16667,1463,15204,0.803,15301,115,0.797,0.088, 708152358,Attrited Customer,54,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,36,1,3,2,18512,1664,16848,0.889,8019,57,0.583,0.09, 719210133,Existing Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,35,2,3,1,14131,1333,12798,0.767,12779,103,0.689,0.094, 714690633,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,3276,1474,1802,0.759,14212,116,0.681,0.45, 719719158,Existing Customer,38,M,4,Post-Graduate,Single,$80K - $120K,Silver,36,1,3,1,34516,1435,33081,0.865,15584,114,0.839,0.042, 712690458,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,28,1,1,2,3629,1891,1738,0.917,15982,113,0.687,0.521, 718758783,Existing Customer,44,F,4,Unknown,Single,Less than $40K,Silver,36,2,3,3,13067,1943,11124,0.85,15172,118,1.034,0.149, 716947083,Existing Customer,32,M,3,High School,Single,$40K - $60K,Blue,36,2,2,1,3845,1871,1974,0.847,14593,110,0.803,0.487, 709075533,Attrited Customer,41,M,5,Uneducated,Single,$80K - $120K,Blue,32,4,3,3,12094,0,12094,0.995,8607,90,0.957,0, 712952283,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,35,1,1,2,34516,1638,32878,0.761,14474,121,0.833,0.047, 718799958,Existing Customer,60,F,1,Graduate,Married,Unknown,Blue,52,2,3,3,13312,1974,11338,0.898,14336,106,0.656,0.148, 718663983,Existing Customer,38,F,1,Doctorate,Single,Less than $40K,Blue,36,2,2,2,3466,2517,949,0.699,13140,94,0.709,0.726, 789550458,Existing Customer,59,M,0,High School,Single,$40K - $60K,Silver,52,1,2,1,15223,1729,13494,0.863,14230,111,0.79,0.114, 708226833,Existing Customer,53,M,1,High School,Married,$120K +,Gold,44,1,6,3,34516,831,33685,0.727,13247,107,0.754,0.024, 714361083,Attrited Customer,40,F,2,College,Single,Less than $40K,Blue,36,4,2,3,5989,0,5989,0.311,5843,60,0.176,0, 714608583,Attrited Customer,45,M,5,High School,Divorced,$120K +,Blue,36,2,3,2,5287,0,5287,0.841,8392,69,0.683,0, 710775483,Existing Customer,53,M,1,High School,Unknown,$40K - $60K,Blue,43,2,1,3,9060,0,9060,0.775,14305,102,0.645,0, 709410033,Existing Customer,56,M,2,High School,Unknown,$80K - $120K,Blue,36,1,1,1,4731,831,3900,0.96,14952,118,0.788,0.176, 717173358,Existing Customer,60,F,0,Graduate,Single,$40K - $60K,Blue,47,1,2,3,9502,1881,7621,0.717,14418,100,0.754,0.198, 719773158,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,3,0,29738,2370,27368,0.806,14270,97,0.902,0.08, 771292233,Existing Customer,48,F,1,Unknown,Single,Less than $40K,Blue,36,1,1,2,3918,813,3105,1.149,15867,103,1.06,0.208, 756371058,Existing Customer,58,F,1,Unknown,Married,Less than $40K,Blue,40,1,2,3,3944,1006,2938,0.782,15315,124,0.851,0.255, 709476033,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,2,1,2,6577,1800,4777,0.786,14229,120,0.69,0.274, 770560683,Existing Customer,51,M,1,Graduate,Married,$120K +,Gold,37,2,3,1,34516,2417,32099,0.947,13021,117,0.625,0.07, 788766933,Existing Customer,46,M,2,Post-Graduate,Married,$80K - $120K,Blue,26,1,3,1,34516,714,33802,0.883,14279,97,0.764,0.021, 713550483,Existing Customer,45,M,4,Graduate,Unknown,$60K - $80K,Blue,33,1,5,1,8670,1930,6740,0.933,13767,96,0.655,0.223, 709928358,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,20,1,2,2,32554,0,32554,0.872,8528,87,1.122,0, 713895633,Existing Customer,56,F,1,High School,Unknown,$40K - $60K,Blue,36,2,1,3,8331,0,8331,0.705,14324,103,0.689,0, 720471108,Existing Customer,34,F,4,High School,Single,Unknown,Silver,26,2,2,2,32056,1668,30388,0.771,12595,106,0.683,0.052, 718192608,Existing Customer,48,M,3,Uneducated,Married,$60K - $80K,Blue,36,1,1,2,15524,1148,14376,0.829,13819,106,0.71,0.074, 805485933,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,40,2,1,3,4010,2517,1493,0.71,14354,101,0.629,0.628, 712517808,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,2,4,3,3275,1525,1750,0.749,14830,112,0.697,0.466, 780604083,Existing Customer,49,M,1,Unknown,Single,$60K - $80K,Blue,37,1,2,2,18349,1209,17140,0.738,16422,110,0.803,0.066, 715311183,Existing Customer,35,M,2,Post-Graduate,Single,$60K - $80K,Blue,24,2,3,1,3388,1659,1729,0.842,13557,100,0.724,0.49, 712265508,Attrited Customer,32,M,0,Post-Graduate,Single,$40K - $60K,Blue,14,1,1,3,4015,0,4015,1.045,8363,65,0.806,0, 715051608,Attrited Customer,34,M,2,High School,Single,$60K - $80K,Blue,36,2,3,2,9719,2517,7202,0.906,9183,51,0.7,0.259, 757786608,Existing Customer,33,M,2,Post-Graduate,Single,$80K - $120K,Blue,24,2,3,2,4178,2463,1715,0.815,16216,107,0.814,0.59, 714303483,Existing Customer,40,M,2,College,Married,$40K - $60K,Gold,31,1,2,1,3735,1474,2261,0.798,15039,130,0.757,0.395, 718728108,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Silver,30,1,3,1,29856,1576,28280,0.8,14887,119,0.545,0.053, 710019933,Existing Customer,29,M,1,Uneducated,Single,$40K - $60K,Blue,22,2,3,3,11522,1203,10319,0.847,13720,119,0.831,0.104, 812453283,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,37,2,2,3,3161,1788,1373,0.865,13692,117,0.828,0.566, 717439983,Attrited Customer,48,M,2,Graduate,Married,$80K - $120K,Blue,28,1,3,3,14774,2517,12257,0.979,8293,63,0.703,0.17, 714391683,Attrited Customer,39,M,4,Unknown,Married,$60K - $80K,Gold,36,4,3,2,34516,2517,31999,0.841,8248,66,0.65,0.073, 827901183,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,47,2,2,1,5118,980,4138,0.786,14593,109,0.627,0.191, 708841233,Attrited Customer,41,M,2,College,Married,$80K - $120K,Blue,33,2,3,3,14682,2517,12165,1.041,8193,72,0.846,0.171, 710663508,Existing Customer,42,M,4,Uneducated,Married,$40K - $60K,Blue,33,1,2,2,3108,2280,828,0.844,14763,99,0.8,0.734, 716439258,Existing Customer,32,M,3,Graduate,Married,$60K - $80K,Blue,36,1,1,1,3223,1413,1810,1.009,13648,103,0.635,0.438, 719610708,Existing Customer,43,M,1,Graduate,Married,$120K +,Blue,34,5,1,3,28612,2517,26095,0.712,14727,105,0.641,0.088, 715026258,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Silver,37,1,1,1,6224,777,5447,0.743,13503,112,0.623,0.125, 711706458,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,27,1,2,1,24134,1290,22844,0.814,13311,110,0.642,0.053, 712180308,Existing Customer,36,M,4,High School,Single,$120K +,Blue,36,1,3,3,27929,1898,26031,0.725,14755,123,0.732,0.068, 802622733,Existing Customer,44,F,4,Uneducated,Single,$40K - $60K,Blue,34,1,3,3,3657,0,3657,0.785,14802,95,0.667,0, 778832883,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,28,1,3,1,8257,961,7296,0.741,13769,104,0.857,0.116, 788671608,Existing Customer,45,F,4,College,Single,$40K - $60K,Gold,30,1,2,1,23051,1836,21215,0.743,14393,107,0.814,0.08, 718023708,Existing Customer,53,F,2,Uneducated,Single,$40K - $60K,Blue,42,2,1,3,14839,2226,12613,0.828,14625,115,0.769,0.15, 718692258,Existing Customer,43,M,3,Unknown,Married,$60K - $80K,Blue,34,1,3,1,3755,1591,2164,0.883,14402,110,0.803,0.424, 718357458,Existing Customer,48,M,5,Unknown,Single,$60K - $80K,Blue,36,2,3,0,3862,0,3862,0.807,15282,125,0.712,0, 714003483,Existing Customer,37,M,1,Doctorate,Unknown,$60K - $80K,Blue,36,1,3,1,7539,0,7539,1.023,15293,129,0.743,0, 713632983,Attrited Customer,43,M,4,High School,Married,$80K - $120K,Blue,35,2,3,2,10588,503,10085,0.918,7886,70,0.75,0.048, 711008508,Existing Customer,59,M,2,Graduate,Single,$40K - $60K,Blue,50,2,1,2,11808,0,11808,0.813,13751,113,0.823,0, 815230458,Existing Customer,31,M,1,High School,Divorced,$40K - $60K,Silver,26,1,1,3,15504,1277,14227,0.612,14181,126,0.615,0.082, 719612583,Attrited Customer,52,F,4,Uneducated,Divorced,Unknown,Blue,42,4,4,1,12091,0,12091,0.898,8127,74,0.805,0, 709514433,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,33,2,1,1,13818,609,13209,0.787,13209,101,0.656,0.044, 815826708,Existing Customer,53,F,2,Unknown,Married,$40K - $60K,Blue,48,2,3,3,4442,1107,3335,0.822,14437,109,0.912,0.249, 815520333,Existing Customer,55,M,3,High School,Married,$60K - $80K,Blue,50,2,1,2,5282,1144,4138,0.8,13513,115,0.597,0.217, 718661958,Existing Customer,41,M,3,College,Married,$80K - $120K,Blue,28,1,1,3,34516,1617,32899,0.625,13083,93,0.722,0.047, 788980983,Existing Customer,55,M,1,High School,Single,$80K - $120K,Blue,42,1,4,2,34516,1583,32933,0.824,12192,112,0.672,0.046, 721171008,Existing Customer,31,F,1,Unknown,Married,Less than $40K,Silver,36,2,3,1,10353,1520,8833,0.724,15028,124,0.746,0.147, 714682233,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,43,1,4,1,9959,0,9959,0.751,14948,125,0.866,0, 720736608,Existing Customer,42,M,2,Graduate,Married,$60K - $80K,Blue,36,2,2,1,6280,2181,4099,0.795,14109,92,0.878,0.347, 718333983,Attrited Customer,57,M,4,Unknown,Divorced,$120K +,Blue,36,2,2,3,13694,2219,11475,1.078,9040,63,0.8,0.162, 772207683,Existing Customer,34,M,2,Graduate,Single,Less than $40K,Blue,23,1,3,2,8940,1518,7422,0.726,14459,97,0.702,0.17, 714794133,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,45,2,3,1,6546,1908,4638,0.697,14103,112,0.672,0.291, 756639708,Existing Customer,46,F,2,Unknown,Married,Unknown,Silver,39,1,1,2,32587,992,31595,1.139,15958,113,0.687,0.03, 713686008,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Blue,25,1,1,1,11474,0,11474,0.628,13041,98,0.661,0, 713475633,Existing Customer,40,M,5,Unknown,Single,$120K +,Silver,31,1,3,3,34516,2203,32313,0.728,14204,96,0.92,0.064, 717518733,Attrited Customer,56,F,2,High School,Married,Less than $40K,Blue,46,4,3,3,9463,764,8699,0.994,7106,61,0.906,0.081, 712532058,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,1,1,2,12552,1405,11147,0.702,15508,95,0.792,0.112, 789666333,Existing Customer,39,M,2,Graduate,Single,$60K - $80K,Blue,24,2,3,2,21679,1073,20606,0.745,15581,115,0.797,0.049, 711422358,Existing Customer,42,M,5,Post-Graduate,Unknown,$40K - $60K,Blue,36,1,2,2,10531,2330,8201,0.757,14955,118,0.662,0.221, 708510858,Existing Customer,60,F,1,Uneducated,Single,Less than $40K,Blue,47,1,3,2,4905,2413,2492,0.853,15478,109,0.73,0.492, 767023308,Existing Customer,35,M,3,College,Unknown,$80K - $120K,Silver,29,2,2,2,34516,0,34516,0.758,12847,106,0.738,0, 789289383,Existing Customer,42,M,3,Graduate,Single,$80K - $120K,Silver,31,2,2,3,34516,2120,32396,0.9,14626,97,0.644,0.061, 708805908,Attrited Customer,30,M,2,Graduate,Married,Less than $40K,Silver,18,1,1,3,10017,726,9291,0.924,9299,68,0.619,0.072, 710155158,Attrited Customer,37,M,2,Uneducated,Unknown,$80K - $120K,Blue,18,1,1,2,31832,518,31314,0.972,10201,59,0.788,0.016, 713330133,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,19,2,3,2,5843,1346,4497,0.641,13299,95,0.863,0.23, 714403983,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,1,34427,1613,32814,0.704,13545,112,0.672,0.047, 720353808,Attrited Customer,34,M,3,High School,Unknown,$80K - $120K,Silver,21,1,2,3,34516,0,34516,0.794,9177,50,1.083,0, 710362233,Existing Customer,48,M,3,Unknown,Unknown,$80K - $120K,Platinum,40,1,2,3,34516,1723,32793,0.628,13853,98,0.782,0.05, 771484908,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Silver,19,1,3,3,34516,1984,32532,0.757,14969,96,0.811,0.057, 717047583,Attrited Customer,47,F,3,Doctorate,Married,Less than $40K,Blue,35,2,3,2,4779,2517,2262,0.929,8912,63,0.658,0.527, 715694433,Existing Customer,51,M,1,Unknown,Single,$60K - $80K,Blue,22,2,3,3,4248,1177,3071,0.821,13958,116,0.785,0.277, 793456983,Existing Customer,43,M,0,Post-Graduate,Single,$40K - $60K,Blue,37,1,2,3,7872,989,6883,0.809,13746,104,0.733,0.126, 715742658,Existing Customer,41,F,3,Graduate,Unknown,Less than $40K,Blue,13,1,3,2,6077,1421,4656,0.739,12489,97,0.764,0.234, 715518783,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,36,2,3,1,3882,2029,1853,0.751,13980,128,0.707,0.523, 779514558,Existing Customer,41,F,2,High School,Married,Less than $40K,Blue,24,1,1,1,7207,1645,5562,0.969,13730,96,0.745,0.228, 720017958,Existing Customer,48,F,4,Unknown,Single,$40K - $60K,Blue,36,1,1,2,6121,1679,4442,0.705,14224,117,0.887,0.274, 712895733,Attrited Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,34516,572,33944,1.05,8659,81,1.077,0.017, 719039283,Existing Customer,32,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,3535,1964,1571,0.661,14080,85,0.809,0.556, 719629308,Attrited Customer,55,F,2,Unknown,Single,Unknown,Silver,37,2,2,3,34516,1783,32733,0.821,8472,80,0.739,0.052, 754443033,Attrited Customer,50,M,1,Graduate,Single,$80K - $120K,Silver,43,6,3,3,34516,432,34084,0.807,9045,72,1,0.013, 716159958,Existing Customer,49,M,2,Unknown,Married,$60K - $80K,Blue,36,2,1,2,6224,1329,4895,0.74,14238,93,0.755,0.214, 712195383,Existing Customer,37,F,0,Doctorate,Single,Less than $40K,Blue,36,2,2,3,9178,1585,7593,0.617,14932,110,0.803,0.173, 822885033,Existing Customer,31,M,1,High School,Married,$60K - $80K,Blue,24,2,1,3,4328,1493,2835,0.651,14731,120,0.765,0.345, 716543433,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,36,1,2,2,9959,1049,8910,0.976,15195,99,0.941,0.105, 717403158,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Blue,47,1,2,2,9634,2076,7558,0.876,14218,102,0.759,0.215, 826065258,Existing Customer,35,F,2,Unknown,Divorced,Unknown,Blue,31,2,2,2,19033,1555,17478,1.001,16033,116,0.812,0.082, 709397508,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,39,2,3,1,8624,1709,6915,0.967,15738,111,0.82,0.198, 720748608,Attrited Customer,44,M,3,Graduate,Divorced,$40K - $60K,Blue,32,1,2,2,3575,0,3575,0.843,7672,66,0.737,0, 709823733,Attrited Customer,44,F,2,Graduate,Unknown,$40K - $60K,Blue,34,2,3,3,5508,0,5508,0.89,7507,78,0.733,0, 713542908,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,19,1,2,3,5871,1829,4042,0.81,15645,117,0.746,0.312, 720512433,Attrited Customer,56,M,1,Uneducated,Single,$60K - $80K,Blue,36,6,4,3,15219,2281,12938,0.832,7625,78,0.95,0.15, 713671158,Existing Customer,46,M,2,Uneducated,Single,$120K +,Blue,32,2,3,1,34516,2328,32188,0.855,15754,121,0.729,0.067, 802449933,Existing Customer,29,M,1,Uneducated,Married,$40K - $60K,Blue,23,1,3,1,8147,1750,6397,0.751,14912,114,0.869,0.215, 716723658,Existing Customer,37,F,2,Post-Graduate,Single,Less than $40K,Blue,28,1,3,1,3525,1519,2006,0.685,13625,110,1,0.431, 710451708,Existing Customer,32,M,1,Graduate,Married,$40K - $60K,Blue,24,1,1,2,9711,972,8739,0.647,14926,115,0.742,0.1, 809540733,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,47,1,1,1,11358,1425,9933,0.611,14327,92,0.673,0.125, 716372358,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,47,1,2,1,6765,0,6765,0.739,14133,124,0.771,0, 710162133,Attrited Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,36,1,3,6,4725,1253,3472,1.008,9134,77,0.974,0.265, 710878308,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,37,1,2,3,3699,913,2786,0.866,7297,71,0.69,0.247, 710262408,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Silver,36,1,2,1,34516,1666,32850,0.82,13971,116,0.812,0.048, 713975433,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,25,2,3,0,8851,1753,7098,0.627,14783,110,0.864,0.198, 771244383,Existing Customer,52,F,1,College,Unknown,Less than $40K,Blue,39,1,2,1,8506,0,8506,0.719,14289,113,0.638,0, 710405808,Existing Customer,48,M,2,Graduate,Divorced,Less than $40K,Blue,36,1,3,2,3442,1229,2213,0.81,14618,100,0.724,0.357, 715542783,Existing Customer,33,F,2,Graduate,Married,Less than $40K,Blue,24,1,3,2,3731,0,3731,0.767,13234,92,0.84,0, 815840283,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,46,1,6,3,7744,1893,5851,0.813,16059,124,0.722,0.244, 788908308,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,2,3,2,5972,0,5972,0.606,14227,116,0.706,0, 789394833,Existing Customer,47,M,2,Unknown,Divorced,$80K - $120K,Blue,37,1,2,2,21714,1969,19745,0.944,13270,104,0.625,0.091, 712609533,Existing Customer,32,M,1,Uneducated,Single,$80K - $120K,Blue,15,2,2,1,3371,1530,1841,0.828,13432,118,0.815,0.454, 710237283,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,38,2,1,1,9546,960,8586,0.71,14211,111,0.657,0.101, 770766633,Existing Customer,28,F,1,Post-Graduate,Single,Less than $40K,Blue,14,2,3,3,3848,0,3848,0.841,14054,105,0.694,0, 823837158,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,40,1,3,1,9199,1230,7969,0.591,15367,123,0.685,0.134, 712123008,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,31,2,3,1,13381,1845,11536,0.883,14532,116,0.871,0.138, 711727083,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Blue,36,2,1,3,2833,1622,1211,0.951,14341,101,0.712,0.573, 720033033,Existing Customer,53,F,2,Post-Graduate,Single,Unknown,Blue,41,2,2,3,15101,1396,13705,0.692,13545,96,0.655,0.092, 787723758,Existing Customer,58,F,3,Unknown,Married,Less than $40K,Blue,48,2,1,2,3603,1465,2138,0.63,14235,101,0.656,0.407, 770926158,Existing Customer,51,F,0,Doctorate,Single,Less than $40K,Blue,38,2,2,2,4132,2517,1615,0.786,13820,129,0.697,0.609, 711360783,Existing Customer,39,F,0,College,Single,Less than $40K,Blue,36,1,2,2,4366,1870,2496,0.814,15451,127,0.764,0.428, 708285108,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,36,1,1,2,6128,2239,3889,0.768,13505,116,0.681,0.365, 713390433,Attrited Customer,44,M,3,Graduate,Unknown,$60K - $80K,Gold,29,2,3,2,34516,2517,31999,0.579,6782,67,0.763,0.073, 718096608,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,30,1,2,3,6882,1930,4952,0.915,13836,113,0.766,0.28, 719094333,Existing Customer,46,M,4,Uneducated,Married,$80K - $120K,Blue,33,1,2,1,13490,1567,11923,0.795,13159,105,0.75,0.116, 813764283,Existing Customer,39,M,3,High School,Married,$80K - $120K,Blue,34,2,1,2,17978,1820,16158,0.85,15657,114,0.81,0.101, 713398158,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,30,2,2,2,3821,1673,2148,0.869,15005,89,0.712,0.438, 711227883,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,21,2,3,3,3624,1641,1983,0.833,15824,121,0.779,0.453, 810040908,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,37,1,3,1,3787,824,2963,0.809,16220,120,0.69,0.218, 772640808,Existing Customer,38,F,1,College,Single,Less than $40K,Blue,28,2,2,2,4623,1366,3257,0.776,14730,118,0.735,0.295, 784907658,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,30,2,1,2,4343,2220,2123,1.045,14463,119,0.776,0.511, 794692158,Existing Customer,43,F,3,High School,Unknown,$40K - $60K,Silver,25,1,2,1,17328,0,17328,0.82,15367,105,0.641,0, 718383183,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,39,2,1,1,3803,2437,1366,0.809,14397,117,0.746,0.641, 721156758,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,44,1,2,1,23889,603,23286,0.792,13360,124,0.968,0.025, 811793433,Existing Customer,50,F,3,Graduate,Divorced,Unknown,Silver,45,2,1,2,34516,2381,32135,0.748,15071,103,0.717,0.069, 712010358,Attrited Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,36,2,3,2,3999,0,3999,0.938,7567,76,0.652,0, 719420058,Existing Customer,44,M,4,Unknown,Single,$80K - $120K,Blue,26,1,2,1,11782,2177,9605,0.875,16605,110,0.692,0.185, 809459733,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,38,2,1,2,3220,0,3220,0.782,13339,90,0.698,0, 798783858,Existing Customer,48,F,3,Unknown,Unknown,$40K - $60K,Blue,42,2,1,1,9742,2517,7225,0.692,13082,92,0.804,0.258, 711432258,Attrited Customer,55,M,3,Graduate,Single,$60K - $80K,Blue,46,2,4,2,4178,0,4178,0.882,7914,54,0.862,0, 721294533,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,34,1,1,1,34516,738,33778,0.719,15143,121,0.635,0.021, 718425333,Existing Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,32,1,1,3,26819,1657,25162,0.816,14450,111,0.762,0.062, 714294183,Attrited Customer,54,M,1,Graduate,Divorced,$80K - $120K,Blue,44,1,3,3,9580,132,9448,0.32,5385,51,0.308,0.014, 714637908,Existing Customer,47,F,4,Unknown,Single,Less than $40K,Blue,36,2,2,1,7940,1669,6271,0.696,15445,118,0.934,0.21, 712341933,Existing Customer,39,M,1,Graduate,Single,$60K - $80K,Gold,36,1,3,2,34516,1662,32854,0.751,13578,105,0.615,0.048, 708332808,Existing Customer,47,M,2,Uneducated,Married,$40K - $60K,Blue,39,2,2,2,3471,0,3471,0.871,14381,115,0.742,0, 708354858,Attrited Customer,51,M,2,Unknown,Single,$120K +,Blue,42,2,4,2,14938,0,14938,0.758,8192,80,0.778,0, 766649283,Existing Customer,49,F,3,Graduate,Divorced,Unknown,Blue,42,2,2,3,14072,1917,12155,0.653,13432,107,0.981,0.136, 817951083,Existing Customer,58,F,1,Unknown,Married,$40K - $60K,Silver,53,1,3,3,15928,1527,14401,0.838,14678,125,0.712,0.096, 708301683,Attrited Customer,40,M,2,Uneducated,Married,$80K - $120K,Blue,30,6,2,3,20798,1059,19739,1.049,8038,90,0.837,0.051, 713655108,Existing Customer,60,F,1,Graduate,Single,Less than $40K,Blue,45,2,3,1,9752,1423,8329,0.872,14220,108,0.964,0.146, 714560358,Existing Customer,53,M,1,Unknown,Single,$40K - $60K,Blue,45,1,2,1,3234,1514,1720,0.846,13803,100,0.695,0.468, 712113558,Attrited Customer,45,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,3,24844,1273,23571,0.437,6549,75,0.974,0.051, 710603958,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,36,2,1,3,3090,0,3090,0.769,14198,101,0.804,0, 720597108,Attrited Customer,48,F,3,Post-Graduate,Divorced,Less than $40K,Blue,36,5,3,1,9943,2138,7805,0.949,8325,54,1,0.215, 713810658,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,36,1,2,3,3384,799,2585,0.737,13152,100,0.754,0.236, 721519908,Existing Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,1,2,1,3640,1419,2221,0.749,13306,99,0.678,0.39, 712025958,Existing Customer,42,M,4,Uneducated,Married,$80K - $120K,Silver,35,1,2,3,34516,1420,33096,0.848,14672,110,0.803,0.041, 794740458,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Silver,39,1,2,3,10186,1608,8578,0.712,14023,106,0.767,0.158, 709814883,Existing Customer,45,F,2,High School,Single,Less than $40K,Platinum,36,1,3,1,15987,2262,13725,0.714,15513,127,0.649,0.141, 719767683,Attrited Customer,46,M,0,College,Single,$80K - $120K,Blue,39,2,3,3,16983,0,16983,1.061,8526,79,0.837,0, 715321008,Attrited Customer,39,M,2,Unknown,Married,$120K +,Blue,36,6,3,3,34516,2517,31999,1.052,7866,63,0.75,0.073, 710106933,Existing Customer,32,M,2,Uneducated,Single,$80K - $120K,Silver,20,2,3,3,34516,2136,32380,0.849,14667,119,0.75,0.062, 716655858,Existing Customer,38,M,2,High School,Single,$80K - $120K,Blue,31,1,3,2,34516,0,34516,0.768,14036,99,0.768,0, 778260108,Existing Customer,50,F,4,Unknown,Married,$40K - $60K,Blue,41,1,2,2,4268,1509,2759,0.562,14351,112,0.867,0.354, 713986908,Existing Customer,50,F,2,High School,Married,Unknown,Blue,40,2,3,2,10748,1084,9664,0.868,16541,126,0.68,0.101, 780042633,Attrited Customer,37,F,2,Unknown,Married,Unknown,Silver,21,2,2,2,31718,0,31718,0.91,7432,64,0.641,0, 713269533,Attrited Customer,42,M,2,College,Single,$80K - $120K,Blue,36,1,3,1,9959,2517,7442,0.884,8847,85,0.771,0.253, 713868033,Existing Customer,53,M,1,College,Married,$80K - $120K,Silver,36,2,2,2,34516,1484,33032,1.015,16373,114,0.9,0.043, 708103608,Existing Customer,52,M,1,High School,Single,$60K - $80K,Blue,45,1,5,1,11898,2517,9381,0.745,15798,128,0.73,0.212, 789684258,Attrited Customer,57,M,2,Post-Graduate,Single,$80K - $120K,Silver,43,2,3,3,34516,1847,32669,0.557,7842,61,0.794,0.054, 779067408,Existing Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,27,1,3,1,13056,1890,11166,0.713,14280,102,0.672,0.145, 712231308,Existing Customer,60,M,0,Graduate,Single,Less than $40K,Silver,47,1,1,3,14002,1413,12589,0.621,13849,128,0.882,0.101, 761079783,Attrited Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,33,5,3,6,5500,442,5058,0.609,7720,67,0.558,0.08, 787518258,Attrited Customer,49,M,3,Uneducated,Married,$120K +,Blue,38,2,3,3,8549,0,8549,1.023,9192,77,0.791,0, 717631908,Attrited Customer,56,M,2,Unknown,Married,Less than $40K,Blue,44,5,3,1,4390,0,4390,1.005,8454,69,0.769,0, 769396158,Attrited Customer,55,M,1,College,Single,$80K - $120K,Blue,43,2,2,3,24884,0,24884,0.072,5107,53,0.293,0, 713462508,Existing Customer,55,F,2,Graduate,Married,Unknown,Blue,41,1,1,1,3591,1760,1831,0.507,13289,121,0.754,0.49, 716717733,Attrited Customer,55,F,3,Uneducated,Single,Less than $40K,Blue,47,2,5,4,4841,859,3982,1.003,8918,87,0.977,0.177, 709383933,Attrited Customer,31,M,2,Unknown,Unknown,$80K - $120K,Blue,18,2,1,3,4246,2517,1729,0.951,8102,66,0.886,0.593, 717283008,Existing Customer,44,F,4,Graduate,Single,Unknown,Blue,36,2,1,2,7469,1378,6091,0.859,15225,108,0.862,0.184, 793449333,Existing Customer,54,M,2,Graduate,Divorced,$80K - $120K,Blue,48,2,3,2,29974,2114,27860,0.925,15190,115,0.855,0.071, 710873583,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,48,2,3,2,20724,2221,18503,0.769,14215,109,0.703,0.107, 718486608,Existing Customer,53,M,2,High School,Single,$120K +,Blue,36,2,2,2,21079,1431,19648,0.688,13930,96,0.655,0.068, 716748483,Existing Customer,59,F,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,3720,1569,2151,0.891,16208,129,0.792,0.422, 715113933,Attrited Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,36,2,3,2,11077,573,10504,0.973,8165,87,0.776,0.052, 711160233,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,19,2,3,1,12024,0,12024,0.823,14551,105,0.78,0, 715714458,Attrited Customer,48,M,5,Graduate,Single,$40K - $60K,Blue,38,2,3,3,4446,0,4446,0.963,8753,76,0.949,0, 709615458,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,44,2,1,3,34516,862,33654,0.815,15034,111,0.762,0.025, 719955558,Existing Customer,32,M,0,Unknown,Married,Less than $40K,Silver,24,2,2,3,11511,0,11511,0.867,14436,123,0.64,0, 713072358,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Silver,31,2,1,3,34516,1356,33160,0.71,12878,104,0.825,0.039, 721402233,Existing Customer,42,M,3,Uneducated,Married,$120K +,Blue,28,2,3,1,19192,1507,17685,0.594,15615,125,0.736,0.079, 713691633,Existing Customer,29,M,0,Post-Graduate,Married,Less than $40K,Blue,36,1,1,1,3076,0,3076,0.924,15514,123,0.892,0, 708866133,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,32,2,1,2,4196,1331,2865,0.537,14545,116,0.841,0.317, 757256358,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,38,1,3,3,3243,1580,1663,1.075,15710,122,0.743,0.487, 784868958,Existing Customer,56,F,1,High School,Married,Unknown,Blue,49,1,2,1,17542,2517,15025,0.8,13939,138,0.792,0.143, 710845308,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,36,2,2,1,32949,1190,31759,0.664,14892,113,0.638,0.036, 719368533,Existing Customer,41,F,2,Doctorate,Married,Unknown,Silver,28,1,3,3,32250,1289,30961,0.703,15785,100,0.786,0.04, 718337733,Existing Customer,50,F,2,Graduate,Married,Unknown,Gold,40,2,1,1,34516,1826,32690,0.718,14994,121,0.833,0.053, 715132758,Existing Customer,52,F,2,College,Divorced,$40K - $60K,Gold,43,2,2,3,23981,2114,21867,0.721,15281,100,0.724,0.088, 712556433,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,43,1,2,3,4090,1649,2441,0.752,15497,92,0.673,0.403, 718947558,Existing Customer,32,F,0,High School,Single,Unknown,Blue,21,2,3,1,4251,2295,1956,0.628,15574,115,0.797,0.54, 710303208,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,40,2,1,1,4119,2517,1602,0.754,15215,121,0.862,0.611, 804158583,Existing Customer,60,M,1,High School,Married,Less than $40K,Silver,55,2,2,3,13399,1456,11943,0.856,16493,122,0.649,0.109, 711720408,Existing Customer,44,F,0,Unknown,Married,Less than $40K,Blue,34,1,3,3,9070,1273,7797,0.637,15211,129,0.743,0.14, 715808808,Existing Customer,48,F,4,Uneducated,Married,Unknown,Blue,36,2,6,1,7469,1216,6253,0.771,13614,104,0.6,0.163, 715076358,Attrited Customer,57,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,36,4,3,3,23714,0,23714,0.981,8463,62,0.824,0, 718343058,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,40,1,2,3,5240,2517,2723,0.78,14161,105,0.875,0.48, 769667583,Attrited Customer,34,M,3,Post-Graduate,Single,$40K - $60K,Blue,28,2,3,2,3744,0,3744,0.796,8202,69,0.769,0, 709013208,Existing Customer,40,M,2,Uneducated,Single,$80K - $120K,Blue,36,2,2,1,15594,1690,13904,0.69,16101,127,0.608,0.108, 716004258,Existing Customer,45,M,4,High School,Single,$60K - $80K,Blue,35,1,1,3,8449,2092,6357,0.709,17634,120,0.667,0.248, 715645908,Attrited Customer,59,M,0,High School,Single,$80K - $120K,Gold,48,5,2,6,34516,0,34516,0.969,8480,71,0.821,0, 717724233,Existing Customer,43,M,3,Unknown,Unknown,$80K - $120K,Blue,28,2,1,3,9959,734,9225,0.86,16732,116,0.812,0.074, 719850933,Existing Customer,30,M,2,College,Single,$60K - $80K,Blue,36,1,3,3,4192,1734,2458,0.753,13345,106,0.893,0.414, 790131033,Existing Customer,38,F,1,High School,Married,Less than $40K,Blue,31,2,6,3,3416,2517,899,0.925,14230,105,0.78,0.737, 721211433,Existing Customer,42,M,4,Doctorate,Single,$60K - $80K,Blue,31,2,2,2,3322,0,3322,0.758,13784,108,0.588,0, 721290708,Existing Customer,50,M,1,Uneducated,Single,$60K - $80K,Blue,30,1,3,2,14217,1816,12401,0.978,15554,99,0.678,0.128, 712107783,Existing Customer,49,M,4,College,Single,$60K - $80K,Blue,35,1,2,2,17350,1817,15533,0.816,16132,118,0.873,0.105, 818960133,Existing Customer,58,M,4,High School,Married,$60K - $80K,Blue,53,1,3,0,13784,698,13086,0.75,13120,91,0.784,0.051, 713560758,Existing Customer,54,F,1,Uneducated,Married,Less than $40K,Blue,42,2,2,3,3181,2087,1094,0.752,13392,92,0.736,0.656, 718579833,Existing Customer,39,F,3,Graduate,Unknown,Less than $40K,Blue,26,2,2,1,5325,2488,2837,0.926,13674,101,0.836,0.467, 778643733,Attrited Customer,48,F,1,Uneducated,Single,$40K - $60K,Gold,28,3,2,1,23981,1454,22527,0.925,9140,64,0.684,0.061, 770977833,Existing Customer,36,M,2,Graduate,Married,Less than $40K,Blue,23,2,2,3,3920,0,3920,0.813,16500,102,0.729,0, 708721533,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,36,2,1,2,5158,1148,4010,0.637,13113,128,0.882,0.223, 772300383,Existing Customer,57,F,2,Unknown,Married,$40K - $60K,Blue,46,3,1,3,5073,1533,3540,0.654,13420,122,0.743,0.302, 751155783,Existing Customer,47,F,2,High School,Married,$40K - $60K,Blue,40,2,1,3,4074,1868,2206,0.688,15005,118,0.761,0.459, 768457008,Existing Customer,27,M,1,Graduate,Single,$40K - $60K,Blue,21,2,3,1,10284,787,9497,0.739,13355,92,0.84,0.077, 794494308,Existing Customer,42,M,3,Uneducated,Married,$120K +,Platinum,23,3,4,3,34516,2070,32446,0.88,13781,102,0.545,0.06, 710980383,Attrited Customer,53,M,3,High School,Single,$80K - $120K,Silver,33,2,2,3,34516,0,34516,0.534,6361,74,1.114,0, 716663808,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,3,3,1,3999,721,3278,0.847,15443,102,0.672,0.18, 712912233,Existing Customer,50,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,3,4,1,3468,2221,1247,0.783,14222,122,0.627,0.64, 717992433,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,39,3,1,2,11900,1796,10104,0.651,14666,101,0.98,0.151, 709971708,Attrited Customer,51,F,1,High School,Single,Unknown,Blue,41,3,3,2,9701,0,9701,1.024,9404,62,0.824,0, 715600533,Existing Customer,61,M,0,Graduate,Single,$80K - $120K,Gold,50,3,3,3,34516,1357,33159,0.687,13722,124,0.746,0.039, 710153583,Attrited Customer,30,F,0,Uneducated,Married,Less than $40K,Blue,13,3,1,3,6075,0,6075,0.923,9242,63,0.909,0, 794132808,Existing Customer,60,M,0,Uneducated,Married,$40K - $60K,Blue,54,3,3,3,13035,1285,11750,0.761,14585,97,0.98,0.099, 720565458,Attrited Customer,43,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,2,3,3,17306,0,17306,0.4,6205,65,0.806,0, 715496058,Attrited Customer,41,F,4,Uneducated,Single,Less than $40K,Gold,36,3,3,3,15987,0,15987,0.598,7832,73,0.78,0, 709015833,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Silver,36,3,3,2,34516,0,34516,0.774,12920,132,0.737,0, 718612758,Existing Customer,36,M,2,High School,Married,$120K +,Blue,36,3,1,2,34516,939,33577,0.826,15552,107,0.754,0.027, 712438308,Existing Customer,27,F,1,High School,Married,Unknown,Blue,15,2,1,2,7469,0,7469,0.688,16730,122,0.718,0, 716238483,Attrited Customer,59,M,0,College,Married,$80K - $120K,Blue,50,3,2,3,12918,2352,10566,1.008,9138,76,0.9,0.182, 718297683,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,50,1,0,3,4085,0,4085,0.787,7597,71,0.69,0, 712206033,Existing Customer,55,M,1,Graduate,Married,$40K - $60K,Blue,36,2,1,2,3705,1355,2350,0.742,16089,119,0.725,0.366, 710904708,Existing Customer,56,F,1,High School,Married,Less than $40K,Blue,43,3,1,1,5319,921,4398,0.866,15048,110,0.618,0.173, 711190233,Existing Customer,34,M,3,Graduate,Married,$40K - $60K,Blue,36,3,2,1,4549,990,3559,0.745,13804,123,0.732,0.218, 710535708,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,39,2,3,1,15894,1293,14601,0.693,14256,118,0.735,0.081, 794573883,Existing Customer,32,M,1,Unknown,Single,$40K - $60K,Silver,16,3,3,1,17894,2517,15377,0.731,15305,111,0.586,0.141, 719118708,Attrited Customer,49,F,3,Unknown,Single,Less than $40K,Blue,37,2,2,2,5855,0,5855,0.962,9202,80,0.86,0, 790201158,Existing Customer,60,F,1,Uneducated,Married,Less than $40K,Silver,54,2,2,3,13062,1731,11331,0.936,13609,108,0.565,0.133, 779333883,Attrited Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,33,3,3,3,7428,0,7428,0.873,8078,62,0.722,0, 719805183,Existing Customer,39,M,2,College,Married,Less than $40K,Blue,19,3,3,2,8848,961,7887,0.884,15352,117,0.671,0.109, 721220583,Existing Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,41,3,1,3,7362,1176,6186,0.735,17390,130,0.688,0.16, 779685558,Existing Customer,53,M,5,Graduate,Single,$120K +,Gold,36,2,4,1,34516,2088,32428,0.822,15290,123,0.732,0.06, 713965683,Existing Customer,35,M,3,Post-Graduate,Married,$80K - $120K,Blue,28,3,1,2,4380,0,4380,0.719,17258,121,0.704,0, 710667708,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,12510,1871,10639,0.748,14018,128,0.778,0.15, 718979733,Existing Customer,52,M,5,Unknown,Single,$60K - $80K,Blue,36,2,3,2,23712,2195,21517,0.754,16258,115,0.855,0.093, 712104333,Existing Customer,57,F,2,Doctorate,Single,Less than $40K,Blue,44,2,2,3,9149,1254,7895,0.762,14401,100,0.754,0.137, 793560033,Existing Customer,47,F,3,Uneducated,Single,Unknown,Silver,33,2,2,3,34516,1930,32586,0.93,16369,125,0.736,0.056, 779920533,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,41,3,3,2,3784,2517,1267,0.648,15199,96,0.684,0.665, 717480783,Existing Customer,39,M,1,High School,Single,$80K - $120K,Blue,29,3,1,2,9680,2101,7579,0.626,15152,100,0.695,0.217, 709066983,Existing Customer,50,M,4,High School,Married,$120K +,Blue,41,2,2,2,34516,2353,32163,0.667,15214,129,0.675,0.068, 718528008,Existing Customer,60,F,1,High School,Married,Less than $40K,Blue,47,2,3,1,3845,1460,2385,0.857,14432,106,0.828,0.38, 712390683,Existing Customer,41,M,2,Uneducated,Single,$40K - $60K,Blue,27,2,3,1,13409,1255,12154,0.742,15573,99,0.768,0.094, 826245858,Attrited Customer,50,M,2,Graduate,Single,$80K - $120K,Silver,40,3,4,6,34516,0,34516,0.801,7661,79,1.079,0, 712966458,Existing Customer,51,M,0,Unknown,Married,$80K - $120K,Blue,36,3,2,3,8065,0,8065,0.729,14807,115,0.769,0, 709467183,Existing Customer,56,M,3,Graduate,Married,$60K - $80K,Blue,40,3,3,2,20501,561,19940,0.779,15162,99,0.678,0.027, 710529708,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,36,3,3,1,23260,1476,21784,0.975,15140,105,0.81,0.063, 789817833,Attrited Customer,44,F,5,Post-Graduate,Unknown,Less than $40K,Blue,33,3,3,2,9073,2466,6607,0.446,6793,60,1.069,0.272, 712363158,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,24,3,2,1,20101,1299,18802,0.858,14732,115,0.855,0.065, 717060858,Attrited Customer,31,M,0,Graduate,Married,Less than $40K,Blue,36,3,2,3,6911,2517,4394,0.934,8123,71,0.732,0.364, 718060983,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,2,3423,2186,1237,0.671,14037,120,0.875,0.639, 711600033,Existing Customer,40,F,3,College,Single,Less than $40K,Silver,36,2,1,0,10729,0,10729,0.68,14364,108,0.636,0, 709910733,Existing Customer,49,F,4,High School,Single,Unknown,Silver,30,2,3,2,34516,1963,32553,0.758,13174,86,0.792,0.057, 757291008,Attrited Customer,46,M,4,Unknown,Married,$80K - $120K,Blue,39,3,3,2,34516,289,34227,0.95,8964,76,1.054,0.008, 819376683,Existing Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,49,2,3,3,28570,2027,26543,0.749,15130,102,0.759,0.071, 720458883,Existing Customer,29,M,1,High School,Married,$60K - $80K,Blue,16,3,2,1,12495,2517,9978,0.827,14524,106,0.683,0.201, 708963258,Attrited Customer,46,M,3,College,Married,$60K - $80K,Blue,39,3,3,2,13344,1907,11437,0.832,8534,86,0.83,0.143, 711746133,Attrited Customer,50,M,1,Unknown,Single,$120K +,Blue,37,4,3,2,32563,0,32563,1.013,9220,81,0.884,0, 715249533,Existing Customer,49,F,3,Graduate,Single,Unknown,Blue,36,3,2,2,3375,0,3375,0.629,13992,103,0.807,0, 708522033,Existing Customer,50,M,2,College,Married,$60K - $80K,Blue,36,2,2,1,12299,1664,10635,0.879,15060,90,0.915,0.135, 708496833,Attrited Customer,60,M,1,High School,Single,Less than $40K,Blue,50,4,4,5,4613,0,4613,0.978,8970,78,1.294,0, 717464958,Existing Customer,55,F,2,Doctorate,Married,Less than $40K,Silver,36,3,2,1,10858,0,10858,0.787,14475,111,0.682,0, 751166508,Existing Customer,57,M,3,Post-Graduate,Single,$80K - $120K,Blue,50,3,1,1,34516,2293,32223,0.799,14287,114,0.754,0.066, 795218883,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,41,2,3,3,4207,1556,2651,0.658,15312,122,0.718,0.37, 710856558,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,1,3336,1889,1447,0.85,13989,105,0.567,0.566, 721107258,Existing Customer,45,F,5,Unknown,Unknown,Less than $40K,Blue,37,2,2,2,5465,1967,3498,0.644,14192,115,0.667,0.36, 716457783,Existing Customer,55,F,1,College,Single,Less than $40K,Silver,36,3,1,3,12633,1661,10972,0.718,14378,98,0.69,0.131, 710810883,Existing Customer,39,M,1,College,Single,$80K - $120K,Blue,36,3,1,3,34516,1260,33256,0.877,14576,95,0.759,0.037, 710895708,Attrited Customer,35,F,0,Doctorate,Married,Less than $40K,Blue,27,2,3,2,3876,0,3876,0.848,7712,73,0.825,0, 789200208,Existing Customer,40,F,4,Uneducated,Married,Unknown,Blue,29,2,3,3,3326,2181,1145,0.827,13583,110,0.746,0.656, 718578708,Existing Customer,49,M,4,Post-Graduate,Single,$120K +,Silver,38,3,3,1,34516,1562,32954,0.618,14212,100,0.667,0.045, 719859033,Attrited Customer,32,M,3,Graduate,Married,$40K - $60K,Blue,20,2,2,2,3264,0,3264,0.549,6439,63,0.75,0, 713036208,Existing Customer,46,M,1,Graduate,Married,$40K - $60K,Blue,27,2,2,2,6903,2091,4812,0.919,15751,107,0.911,0.303, 771769383,Existing Customer,42,F,3,Unknown,Married,Less than $40K,Blue,31,2,3,2,2940,0,2940,0.962,14792,120,0.875,0, 718316058,Existing Customer,51,M,1,Uneducated,Married,$60K - $80K,Blue,38,3,3,1,13731,1375,12356,0.878,14826,99,0.707,0.1, 710155983,Attrited Customer,52,M,1,Unknown,Single,$40K - $60K,Blue,36,3,3,4,4826,0,4826,0.954,8585,62,1,0, 779571708,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,25,1,2,3,4259,0,4259,0.934,7993,71,0.651,0, 718042383,Existing Customer,38,M,1,Uneducated,Unknown,$40K - $60K,Blue,18,3,3,3,3523,1379,2144,0.71,15108,118,0.71,0.391, 710244108,Existing Customer,44,M,3,College,Married,$60K - $80K,Gold,34,3,1,3,34516,1543,32973,0.774,13967,101,0.712,0.045, 806649333,Existing Customer,47,F,4,High School,Unknown,Unknown,Blue,42,3,3,2,16998,1404,15594,0.785,13977,127,0.693,0.083, 789280683,Existing Customer,56,M,2,Graduate,Single,$120K +,Blue,45,2,2,3,11714,898,10816,0.726,13956,122,0.718,0.077, 713318733,Attrited Customer,32,M,0,College,Single,$60K - $80K,Blue,24,3,2,3,4097,0,4097,0.836,8376,64,0.684,0, 709611183,Attrited Customer,41,F,3,High School,Married,Less than $40K,Blue,31,3,3,3,3952,0,3952,1.002,8241,82,0.952,0, 712441308,Attrited Customer,41,F,4,Unknown,Single,Unknown,Blue,25,2,2,3,29295,0,29295,1.411,9865,65,0.711,0, 709315383,Existing Customer,31,F,0,Post-Graduate,Single,Unknown,Blue,36,3,3,1,26423,0,26423,0.671,13575,108,0.77,0, 710141208,Existing Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,37,3,3,1,3196,1817,1379,0.731,13300,104,0.677,0.569, 711684408,Attrited Customer,50,F,0,Graduate,Married,Less than $40K,Blue,38,2,3,1,4935,1574,3361,1.01,8527,84,0.5,0.319, 758331483,Existing Customer,31,M,0,Graduate,Single,$60K - $80K,Silver,24,2,2,2,34516,984,33532,0.913,15347,109,0.787,0.029, 715825458,Attrited Customer,47,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12933,2239,10694,0.445,6564,56,0.514,0.173, 708248358,Existing Customer,42,M,4,Graduate,Unknown,$60K - $80K,Silver,30,3,1,3,29937,0,29937,0.746,14863,109,0.627,0, 779808333,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,38,2,1,2,8881,1901,6980,0.808,15530,110,0.692,0.214, 715989108,Existing Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,42,3,3,3,27514,1834,25680,0.769,12841,100,0.786,0.067, 714912408,Existing Customer,45,M,2,Uneducated,Married,$80K - $120K,Blue,37,3,1,1,32275,1845,30430,0.841,14917,88,0.796,0.057, 827683383,Existing Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,44,3,2,1,4107,2517,1590,0.779,16027,112,0.723,0.613, 719595708,Existing Customer,53,F,2,High School,Married,Unknown,Blue,47,3,1,1,7469,1294,6175,0.869,15212,124,0.746,0.173, 711566208,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,36,2,2,2,5023,1857,3166,0.631,14111,98,0.69,0.37, 711161133,Attrited Customer,36,F,2,Unknown,Single,Less than $40K,Blue,36,2,3,3,6071,0,6071,0.912,9338,59,0.903,0, 715052583,Existing Customer,45,M,3,Doctorate,Single,$60K - $80K,Silver,34,3,3,1,27494,879,26615,0.671,14375,112,0.672,0.032, 714586458,Existing Customer,41,F,1,High School,Divorced,Less than $40K,Blue,36,2,3,1,7106,2031,5075,0.746,16377,124,0.746,0.286, 711523533,Existing Customer,43,M,5,Post-Graduate,Single,$60K - $80K,Blue,31,3,3,1,17230,1805,15425,0.788,14781,130,0.857,0.105, 756658083,Existing Customer,49,M,4,Post-Graduate,Single,$80K - $120K,Blue,42,3,2,1,30885,2018,28867,0.904,17350,115,0.62,0.065, 709247808,Existing Customer,53,F,1,Unknown,Unknown,Less than $40K,Blue,43,2,2,2,3629,2517,1112,0.735,14205,102,0.759,0.694, 713242383,Attrited Customer,39,M,2,Uneducated,Married,$120K +,Silver,19,2,1,2,34516,796,33720,0.841,7721,75,0.667,0.023, 717135333,Existing Customer,50,F,1,Graduate,Single,Unknown,Blue,36,3,2,2,17970,1390,16580,0.724,13204,97,0.796,0.077, 716150358,Existing Customer,38,M,3,Graduate,Married,Less than $40K,Silver,27,3,2,3,10343,2070,8273,0.747,14805,115,0.769,0.2, 717457008,Attrited Customer,43,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,9267,0,9267,0.866,7991,90,1.093,0, 711822933,Existing Customer,55,F,2,College,Married,$40K - $60K,Blue,45,2,3,3,2985,1651,1334,0.693,14187,103,0.873,0.553, 803968233,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Silver,34,3,3,3,14386,2517,11869,0.735,13377,114,0.869,0.175, 779037408,Existing Customer,38,M,1,High School,Single,$40K - $60K,Blue,19,2,3,3,3581,694,2887,0.673,14637,109,0.787,0.194, 709007883,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,28,2,2,3,3079,1267,1812,0.65,14540,104,0.552,0.411, 714635883,Existing Customer,48,F,2,Unknown,Single,Less than $40K,Blue,37,3,3,2,3594,1996,1598,0.795,14881,109,0.703,0.555, 779914383,Existing Customer,34,M,1,Uneducated,Married,$60K - $80K,Blue,18,3,2,2,10488,1636,8852,0.681,14719,116,0.681,0.156, 712841883,Attrited Customer,50,M,3,College,Single,$80K - $120K,Silver,36,3,3,2,34516,2517,31999,0.735,7155,66,0.65,0.073, 719582058,Attrited Customer,41,M,3,Doctorate,Single,$80K - $120K,Blue,29,2,2,3,24001,1629,22372,0.965,9102,75,0.974,0.068, 708387933,Existing Customer,49,F,2,Post-Graduate,Married,Less than $40K,Blue,37,2,1,2,5500,0,5500,0.675,14357,110,0.618,0, 717251508,Existing Customer,37,M,1,Uneducated,Married,$120K +,Blue,17,1,1,3,34516,0,34516,0.776,14127,116,0.731,0, 710699283,Existing Customer,46,M,2,Graduate,Single,$120K +,Blue,28,1,1,1,7790,1921,5869,0.789,14567,131,0.617,0.247, 709141908,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,2,3,1,10301,2451,7850,0.906,16359,111,0.657,0.238, 720356133,Existing Customer,48,F,4,High School,Single,Unknown,Blue,36,2,3,1,23939,1419,22520,0.785,14812,101,0.804,0.059, 717788958,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Blue,19,1,1,2,21615,570,21045,0.737,16464,103,0.717,0.026, 778563858,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,33,1,1,1,8712,991,7721,0.615,14512,115,0.769,0.114, 711096633,Attrited Customer,37,F,2,Uneducated,Unknown,Less than $40K,Silver,29,5,2,6,12203,0,12203,0.9,8600,94,0.843,0, 716816583,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,48,1,3,1,15483,2148,13335,0.738,14463,94,0.774,0.139, 719841708,Existing Customer,45,M,0,Uneducated,Single,$80K - $120K,Blue,36,1,4,3,20356,2031,18325,0.752,15180,121,0.806,0.1, 708555633,Existing Customer,32,F,1,High School,Single,Less than $40K,Blue,16,2,3,1,3548,2517,1031,0.818,15157,97,0.865,0.709, 714638883,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,36,2,3,3,4661,1835,2826,0.999,14257,110,0.964,0.394, 809147283,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Gold,38,2,2,1,15987,1372,14615,0.649,15058,109,0.912,0.086, 708197358,Attrited Customer,57,M,2,Uneducated,Unknown,$80K - $120K,Blue,48,4,1,3,30543,264,30279,0.882,7784,63,0.703,0.009, 757247808,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,35,2,4,3,5230,2517,2713,0.937,9495,61,0.605,0.481, 820922733,Existing Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,38,2,1,2,34516,0,34516,0.674,14160,124,0.771,0, 807977808,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,34,1,3,3,3246,2517,729,0.722,13671,103,0.689,0.775, 712863183,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,38,2,3,3,10018,829,9189,0.844,13819,114,0.81,0.083, 778825908,Existing Customer,43,F,2,Unknown,Single,Less than $40K,Silver,24,1,1,3,10272,1523,8749,0.869,14321,113,0.794,0.148, 713379258,Existing Customer,32,F,1,High School,Married,Less than $40K,Blue,36,1,1,2,4097,1293,2804,0.671,15925,100,0.786,0.316, 710232483,Existing Customer,49,F,1,Uneducated,Married,Unknown,Blue,36,2,3,2,19846,2162,17684,0.602,16908,122,0.694,0.109, 710170758,Attrited Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,25,6,2,2,4469,2331,2138,1.006,8314,67,0.763,0.522, 803421108,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,43,1,2,2,20701,2517,18184,1.023,14374,113,0.823,0.122, 792152283,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,48,1,3,2,8426,0,8426,0.96,14378,103,0.717,0, 717291333,Existing Customer,38,M,3,Uneducated,Married,$80K - $120K,Blue,29,2,2,2,16722,0,16722,0.719,15110,113,0.823,0, 714928158,Existing Customer,60,M,0,High School,Single,$80K - $120K,Silver,36,1,2,3,34516,806,33710,0.755,13434,102,0.672,0.023, 780511683,Attrited Customer,47,M,3,Graduate,Single,$40K - $60K,Blue,34,4,3,3,4413,232,4181,0.799,7869,76,0.767,0.053, 772491333,Existing Customer,31,F,1,Post-Graduate,Married,Less than $40K,Blue,21,2,1,2,5342,2005,3337,0.682,14738,94,0.709,0.375, 719847108,Attrited Customer,52,M,1,Unknown,Married,$40K - $60K,Blue,36,4,3,3,8455,2517,5938,0.809,8124,73,1.028,0.298, 808045833,Existing Customer,49,M,3,Uneducated,Single,Less than $40K,Blue,44,2,3,2,7659,1698,5961,0.992,15860,105,0.75,0.222, 708385533,Attrited Customer,49,F,1,Graduate,Married,Less than $40K,Silver,36,2,3,3,11059,0,11059,0.99,9524,80,0.905,0, 770205708,Existing Customer,31,M,0,Unknown,Married,Less than $40K,Blue,25,2,3,0,4093,0,4093,0.697,15495,112,0.778,0, 719379858,Attrited Customer,39,M,1,Graduate,Married,$80K - $120K,Blue,36,2,2,3,24239,0,24239,0.94,8549,73,0.78,0, 709657533,Attrited Customer,44,M,3,High School,Unknown,$120K +,Blue,36,2,3,2,7793,2270,5523,0.945,8260,54,0.5,0.291, 798788958,Existing Customer,32,M,1,High School,Single,$80K - $120K,Blue,26,2,3,2,6407,1130,5277,0.756,14471,93,0.603,0.176, 720011958,Existing Customer,57,M,2,High School,Single,$60K - $80K,Blue,36,2,3,3,6024,1532,4492,0.867,15763,97,0.83,0.254, 708982158,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,36,2,2,3,3352,2122,1230,0.701,14802,106,0.797,0.633, 710803983,Existing Customer,44,M,1,Unknown,Married,$80K - $120K,Blue,33,2,3,1,32222,0,32222,0.844,14220,95,0.61,0, 719768658,Existing Customer,31,F,0,College,Married,Unknown,Silver,24,2,3,1,34516,2032,32484,0.82,14544,104,0.705,0.059, 711355908,Existing Customer,44,F,3,Graduate,Unknown,Unknown,Silver,36,2,3,3,34516,941,33575,0.659,12042,117,0.857,0.027, 813153108,Existing Customer,49,M,4,College,Married,$80K - $120K,Blue,44,2,3,3,31091,966,30125,0.57,14565,108,0.742,0.031, 712487883,Attrited Customer,54,M,5,High School,Married,$80K - $120K,Blue,48,2,1,3,7464,0,7464,0.865,9071,74,1,0, 753220383,Attrited Customer,29,M,0,Graduate,Single,$120K +,Blue,22,2,2,3,11722,0,11722,0.778,8302,78,0.902,0, 708340758,Attrited Customer,41,M,4,High School,Married,Less than $40K,Blue,32,2,3,3,7769,0,7769,0.943,8109,74,0.762,0, 720852108,Existing Customer,46,M,4,High School,Divorced,$120K +,Blue,31,2,3,1,3569,1553,2016,0.798,16695,116,0.681,0.435, 716728233,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,36,1,3,1,3216,1480,1736,0.733,14178,123,0.809,0.46, 711863433,Existing Customer,30,M,1,Unknown,Unknown,Less than $40K,Blue,13,1,3,1,3789,1782,2007,0.85,15670,116,0.785,0.47, 779422458,Existing Customer,31,F,1,Unknown,Divorced,Less than $40K,Blue,13,2,2,3,3533,1206,2327,0.859,16339,120,0.579,0.341, 715573758,Existing Customer,43,M,4,Uneducated,Married,$120K +,Silver,36,1,2,1,34516,1816,32700,0.995,15226,113,0.712,0.053, 794530608,Existing Customer,52,M,2,Uneducated,Single,$80K - $120K,Blue,34,2,2,3,27229,0,27229,0.795,13264,120,0.667,0, 718376583,Attrited Customer,52,M,2,Graduate,Divorced,$80K - $120K,Silver,44,4,3,2,34516,751,33765,0.357,5806,40,0.429,0.022, 720827133,Attrited Customer,43,F,3,Doctorate,Single,Less than $40K,Blue,30,1,2,2,6261,463,5798,0.889,8132,64,0.6,0.074, 767414808,Existing Customer,57,F,0,Uneducated,Married,Less than $40K,Blue,51,2,3,3,6996,2092,4904,0.794,15017,120,0.765,0.299, 718919433,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,4440,1149,3291,0.842,14973,112,0.723,0.259, 708694983,Existing Customer,55,F,1,Uneducated,Unknown,Less than $40K,Blue,36,1,2,1,3150,2222,928,0.794,14750,96,0.655,0.705, 719270358,Existing Customer,57,F,2,Doctorate,Divorced,$40K - $60K,Blue,48,2,2,2,4288,1678,2610,0.643,15505,113,0.687,0.391, 708948483,Attrited Customer,54,M,3,Graduate,Married,$80K - $120K,Silver,36,2,3,1,34516,761,33755,0.838,8444,68,0.744,0.022, 708462258,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,38,1,1,2,5189,1171,4018,0.732,16563,94,0.741,0.226, 716721483,Attrited Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,52,1,2,2,14458,2017,12441,0.99,8696,72,0.895,0.14, 799011558,Existing Customer,43,M,3,Uneducated,Married,$120K +,Blue,37,1,2,3,16909,1171,15738,0.767,15740,120,0.739,0.069, 710697408,Existing Customer,41,F,5,Unknown,Married,Less than $40K,Blue,22,2,1,3,6739,896,5843,0.765,15471,115,0.855,0.133, 710527533,Attrited Customer,45,M,5,College,Single,$40K - $60K,Blue,36,4,3,3,4982,0,4982,0.886,8586,58,1,0, 709996833,Attrited Customer,31,M,1,Post-Graduate,Single,Less than $40K,Silver,36,6,3,5,12359,0,12359,0.843,7528,70,0.628,0, 718531983,Existing Customer,51,M,3,High School,Married,$80K - $120K,Blue,41,1,3,3,9959,2068,7891,0.741,13810,124,0.797,0.208, 715554708,Existing Customer,53,M,1,High School,Unknown,$120K +,Blue,34,2,1,2,8507,1484,7023,0.709,14949,114,0.727,0.174, 718774533,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,44,2,3,1,15355,1823,13532,0.809,15053,111,1.018,0.119, 712337208,Existing Customer,59,F,2,Unknown,Single,Unknown,Blue,46,2,3,2,23731,1890,21841,0.677,13647,93,0.576,0.08, 714022833,Attrited Customer,42,F,2,Graduate,Single,$40K - $60K,Silver,32,4,3,3,17909,0,17909,0.225,5977,58,0.487,0, 710026458,Existing Customer,34,M,1,Unknown,Married,$40K - $60K,Blue,36,2,2,2,3995,2475,1520,0.817,12575,99,0.8,0.62, 710178558,Attrited Customer,46,M,2,High School,Married,$60K - $80K,Gold,38,5,3,6,34516,2517,31999,0.956,9314,89,0.978,0.073, 768712383,Attrited Customer,51,M,5,Graduate,Divorced,$120K +,Blue,45,6,3,6,34516,0,34516,0.757,8173,91,1.022,0, 711156858,Attrited Customer,48,F,5,High School,Single,Less than $40K,Blue,40,1,4,3,8297,2517,5780,0.899,9819,74,0.682,0.303, 719799033,Existing Customer,52,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,40,2,1,2,5520,2448,3072,0.862,14330,116,0.681,0.443, 720788883,Existing Customer,58,F,0,Uneducated,Unknown,Unknown,Blue,36,1,2,3,3736,2209,1527,0.98,15886,118,0.662,0.591, 710306358,Attrited Customer,38,M,1,Unknown,Married,$40K - $60K,Blue,18,1,1,2,9664,1983,7681,0.873,7995,56,0.806,0.205, 758617233,Existing Customer,56,F,5,Doctorate,Single,Less than $40K,Blue,49,3,3,2,4132,1559,2573,0.827,14781,108,0.688,0.377, 720163458,Existing Customer,38,M,1,Uneducated,Unknown,$120K +,Blue,21,4,2,3,28043,1786,26257,0.802,14521,109,0.847,0.064, 708482658,Existing Customer,41,M,3,Graduate,Married,$80K - $120K,Blue,31,3,2,2,9959,1946,8013,0.725,15594,114,0.676,0.195, 826148883,Existing Customer,45,M,2,Graduate,Married,$120K +,Blue,41,4,3,1,16453,1660,14793,0.629,14762,108,0.742,0.101, 779055033,Attrited Customer,43,F,3,Uneducated,Unknown,Less than $40K,Blue,24,1,2,2,8256,2416,5840,0.696,8104,64,0.73,0.293, 713118183,Existing Customer,31,M,1,Unknown,Married,$40K - $60K,Blue,23,5,1,2,13427,1562,11865,0.537,13117,108,0.714,0.116, 714103083,Existing Customer,47,M,2,College,Married,$40K - $60K,Blue,37,6,3,1,3263,1525,1738,0.542,14649,110,0.833,0.467, 714145233,Attrited Customer,34,M,0,Graduate,Divorced,$80K - $120K,Silver,24,1,2,3,34516,400,34116,0.202,5112,49,0.256,0.012, 719547033,Attrited Customer,40,M,4,Unknown,Married,$80K - $120K,Blue,31,1,3,6,23502,0,23502,0.839,7957,60,0.875,0, 720899058,Existing Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,21,6,2,1,7685,2517,5168,0.745,13604,116,0.731,0.328, 789432033,Attrited Customer,32,F,1,Graduate,Married,Less than $40K,Blue,23,1,2,3,4065,230,3835,0.779,7844,64,0.73,0.057, 717214158,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Blue,28,5,3,3,9815,0,9815,0.859,15475,94,0.679,0, 715269483,Existing Customer,50,M,4,Post-Graduate,Married,$120K +,Blue,36,4,1,3,17374,2517,14857,0.743,15473,128,0.707,0.145, 718805733,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,28,3,1,1,7093,2517,4576,0.745,13937,120,0.846,0.355, 789780033,Existing Customer,33,M,3,College,Married,$80K - $120K,Silver,22,6,2,2,34516,917,33599,0.764,14202,114,0.781,0.027, 716482533,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,36,2,1,2,3329,0,3329,0.814,14893,98,0.815,0, 708319908,Attrited Customer,37,M,3,Graduate,Single,$80K - $120K,Blue,17,1,1,2,4116,1473,2643,1.023,8667,70,0.892,0.358, 711663858,Existing Customer,28,M,1,Post-Graduate,Single,Unknown,Blue,13,4,3,3,20030,1204,18826,0.979,15862,127,0.693,0.06, 716894658,Existing Customer,49,F,1,Graduate,Divorced,Less than $40K,Blue,44,5,2,2,8687,1763,6924,0.796,16824,123,0.708,0.203, 714082308,Attrited Customer,39,M,3,High School,Single,$80K - $120K,Blue,13,2,1,3,8656,0,8656,0.893,8056,89,0.935,0, 708082083,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,36,4,3,3,3544,1661,1883,0.831,15149,111,0.734,0.469, 714820158,Attrited Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,6,3,1,5988,660,5328,1.041,10211,68,1,0.11, 713347608,Attrited Customer,54,F,2,Post-Graduate,Single,Less than $40K,Blue,43,2,3,2,4917,0,4917,0.972,9442,69,0.917,0, 721395633,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,41,5,3,3,18591,994,17597,0.737,15063,108,0.662,0.053, 721438233,Existing Customer,39,M,2,Post-Graduate,Single,$40K - $60K,Blue,31,6,3,3,3297,1761,1536,0.879,15580,120,0.739,0.534, 713987808,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,33,4,2,2,5702,2165,3537,0.79,14970,120,0.935,0.38, 721086483,Existing Customer,27,F,0,Uneducated,Single,Less than $40K,Silver,19,3,3,3,10982,2517,8465,0.84,13563,97,0.732,0.229, 709969758,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Platinum,35,4,3,3,34516,1774,32742,0.667,13966,115,0.667,0.051, 801502008,Existing Customer,37,M,1,Graduate,Married,$60K - $80K,Blue,31,5,1,2,20144,1195,18949,0.67,14287,106,0.828,0.059, 819051183,Existing Customer,47,F,4,Graduate,Married,Unknown,Blue,42,4,1,3,16349,1925,14424,0.833,16207,114,0.81,0.118, 710858658,Existing Customer,48,F,4,Doctorate,Divorced,Less than $40K,Silver,38,2,1,2,10610,0,10610,0.664,15050,108,0.742,0, 716002458,Existing Customer,43,M,4,College,Married,$40K - $60K,Blue,30,1,1,2,7386,656,6730,0.885,15691,126,0.68,0.089, 718080558,Attrited Customer,41,F,4,High School,Single,Less than $40K,Blue,36,6,3,3,4720,0,4720,0.978,8798,67,0.675,0, 788019483,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,40,4,1,3,3660,766,2894,0.535,14515,122,0.848,0.209, 716151858,Existing Customer,46,M,3,Unknown,Single,$80K - $120K,Blue,36,5,1,3,12932,1893,11039,0.804,15372,97,0.796,0.146, 717241233,Existing Customer,60,F,1,Unknown,Single,Less than $40K,Blue,51,3,3,3,6089,1341,4748,0.757,14112,123,0.809,0.22, 713880633,Attrited Customer,53,M,2,Unknown,Single,$60K - $80K,Blue,43,2,2,3,5905,0,5905,0.797,8883,83,0.729,0, 712374708,Existing Customer,28,F,0,Graduate,Married,Unknown,Blue,15,2,2,2,23103,897,22206,0.913,14049,120,0.714,0.039, 721145433,Existing Customer,52,F,5,High School,Single,Less than $40K,Silver,36,3,2,2,11280,1523,9757,0.765,16237,128,0.753,0.135, 711398433,Existing Customer,38,M,0,High School,Married,$60K - $80K,Blue,31,4,3,3,16565,1200,15365,0.68,16736,99,0.8,0.072, 715601808,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,41,4,2,3,34516,2253,32263,1.032,16692,131,0.795,0.065, 717324183,Existing Customer,31,F,0,High School,Single,Less than $40K,Silver,21,3,1,3,14305,1288,13017,0.774,14769,119,0.63,0.09, 720557883,Existing Customer,35,M,3,Uneducated,Single,Less than $40K,Blue,21,5,2,1,6104,1595,4509,0.619,15240,102,0.729,0.261, 708759408,Existing Customer,48,F,3,Uneducated,Single,$40K - $60K,Blue,39,6,3,2,4207,0,4207,0.923,15124,108,0.714,0, 719430483,Existing Customer,51,M,3,College,Married,$120K +,Blue,40,3,3,2,34516,1476,33040,0.763,14145,119,0.776,0.043, 758753283,Attrited Customer,52,M,3,Doctorate,Married,$120K +,Blue,45,1,3,3,34516,550,33966,0.674,7341,71,0.732,0.016, 716933283,Existing Customer,52,M,2,High School,Single,$60K - $80K,Gold,39,4,1,1,34516,1882,32634,0.743,14738,116,0.758,0.055, 773172483,Attrited Customer,30,M,0,Graduate,Married,$40K - $60K,Blue,23,6,2,4,4063,0,4063,0.776,7463,70,0.707,0, 721459008,Existing Customer,36,M,2,High School,Single,$120K +,Blue,36,4,1,2,11791,1168,10623,0.662,14885,101,0.629,0.099, 710639658,Attrited Customer,29,M,1,High School,Single,$60K - $80K,Blue,17,6,1,3,17744,829,16915,0.851,9658,78,0.773,0.047, 710710233,Existing Customer,58,M,4,Graduate,Married,$120K +,Silver,45,4,2,3,34516,0,34516,0.849,15560,100,0.724,0, 708996708,Existing Customer,55,M,1,Graduate,Single,$80K - $120K,Blue,46,3,1,1,21032,1409,19623,0.767,15584,105,0.81,0.067, 713315433,Existing Customer,61,M,2,Uneducated,Married,$60K - $80K,Blue,48,4,1,2,18571,0,18571,0.594,15802,118,0.686,0, 712941483,Attrited Customer,51,F,4,Post-Graduate,Married,$40K - $60K,Silver,43,1,3,3,3735,0,3735,0.762,6826,61,0.848,0, 789890958,Existing Customer,53,F,4,High School,Divorced,$40K - $60K,Blue,43,3,1,2,10948,482,10466,0.742,16230,111,0.947,0.044, 714757083,Attrited Customer,44,M,4,Uneducated,Married,$60K - $80K,Silver,37,1,2,2,29076,0,29076,0.77,8765,84,1.211,0, 789237333,Existing Customer,47,M,4,Post-Graduate,Divorced,$60K - $80K,Blue,36,4,2,5,20237,1593,18644,0.811,15041,102,1,0.079, 714949758,Existing Customer,51,F,3,Graduate,Single,Unknown,Platinum,42,3,1,4,34516,1913,32603,0.851,16712,123,0.708,0.055, 714136233,Attrited Customer,53,M,4,Graduate,Married,$120K +,Blue,38,5,2,3,34516,0,34516,0.854,8417,72,0.714,0, 778888083,Attrited Customer,45,F,2,Graduate,Married,$40K - $60K,Blue,26,6,2,4,4307,0,4307,0.743,8697,62,0.59,0, 710923533,Existing Customer,38,M,4,Unknown,Single,$120K +,Blue,31,3,2,3,34516,0,34516,0.604,15611,127,0.693,0, 709385133,Existing Customer,42,F,2,Doctorate,Married,Unknown,Blue,30,4,3,5,14828,1513,13315,0.748,15572,113,0.614,0.102, 716836308,Existing Customer,29,M,1,Graduate,Divorced,Less than $40K,Blue,36,4,3,2,3839,1139,2700,0.632,14791,124,0.771,0.297, 720633558,Existing Customer,37,F,3,Graduate,Divorced,Less than $40K,Blue,24,3,3,4,3727,995,2732,0.743,14786,101,0.656,0.267, 712846458,Existing Customer,45,M,4,High School,Divorced,$80K - $120K,Blue,39,5,3,4,14290,1432,12858,0.815,14709,125,0.689,0.1, 709399908,Existing Customer,34,F,2,Graduate,Single,$40K - $60K,Blue,23,4,2,2,7594,1442,6152,0.753,15026,99,0.678,0.19, 772698783,Existing Customer,50,F,2,College,Married,Less than $40K,Blue,40,3,2,4,8416,1549,6867,0.643,13988,124,0.771,0.184, 718665033,Attrited Customer,44,M,5,Doctorate,Single,$60K - $80K,Silver,36,2,3,4,34140,0,34140,0.877,8177,76,0.52,0, 771561183,Attrited Customer,42,F,4,Graduate,Single,$40K - $60K,Blue,30,6,3,3,13753,2517,11236,0.652,7464,66,0.692,0.183, 789008508,Existing Customer,44,M,4,College,Married,$80K - $120K,Blue,31,2,1,1,3472,1687,1785,0.645,13999,119,0.725,0.486, 719439108,Existing Customer,42,M,1,Graduate,Married,$40K - $60K,Silver,34,3,3,2,15315,1613,13702,0.859,14728,100,0.754,0.105, 720817533,Existing Customer,54,M,1,Uneducated,Married,$120K +,Blue,40,4,1,2,12086,1264,10822,0.986,15559,91,0.717,0.105, 813901458,Existing Customer,60,M,1,High School,Single,$60K - $80K,Silver,55,5,5,3,34516,1642,32874,0.709,14954,95,0.696,0.048, 717783483,Existing Customer,47,F,5,Post-Graduate,Divorced,Less than $40K,Blue,30,4,1,2,5016,2286,2730,0.669,17038,122,0.649,0.456, 718299933,Existing Customer,42,M,3,High School,Married,$40K - $60K,Blue,30,3,3,4,4333,739,3594,0.69,15903,100,0.754,0.171, 789074358,Existing Customer,46,M,2,High School,Single,$60K - $80K,Blue,34,2,2,1,10325,0,10325,0.866,16856,122,0.718,0, 712036383,Attrited Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,6,3,3,18418,0,18418,0.918,9980,68,0.744,0, 720618033,Existing Customer,43,F,3,College,Married,$40K - $60K,Blue,36,1,3,2,9633,0,9633,0.638,14829,90,0.8,0, 720415833,Existing Customer,47,M,2,High School,Married,$60K - $80K,Blue,32,3,5,2,3842,1563,2279,0.781,14751,107,0.726,0.407, 720385608,Existing Customer,45,M,3,College,Unknown,$80K - $120K,Blue,31,2,1,4,20958,1936,19022,0.772,14314,99,0.768,0.092, 709937583,Existing Customer,45,F,2,High School,Single,Unknown,Blue,34,4,3,2,3024,1835,1189,0.793,14220,108,0.662,0.607, 770743983,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,20,1,2,3,8698,874,7824,0.708,15683,94,0.709,0.1, 715671183,Attrited Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,31,6,3,4,6824,2517,4307,0.972,9045,67,0.595,0.369, 711283008,Existing Customer,50,M,1,High School,Single,$80K - $120K,Silver,36,4,5,3,34516,0,34516,0.732,16019,105,0.694,0, 778873608,Existing Customer,44,M,4,Uneducated,Married,$80K - $120K,Silver,25,3,1,1,34516,1984,32532,0.734,14335,116,0.758,0.057, 709592808,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,28,5,3,4,3311,1556,1755,0.652,14470,103,0.746,0.47, 773306658,Existing Customer,54,M,1,Unknown,Single,$60K - $80K,Blue,48,4,5,4,4752,1230,3522,0.883,15678,103,0.717,0.259, 822084333,Attrited Customer,51,M,3,High School,Married,$80K - $120K,Blue,47,2,4,3,4041,0,4041,0.67,8219,84,0.909,0, 708821733,Attrited Customer,43,F,3,Unknown,Single,$40K - $60K,Silver,36,2,3,4,19713,531,19182,0.792,8301,70,0.591,0.027, 711070683,Existing Customer,48,F,3,Post-Graduate,Married,$40K - $60K,Blue,37,4,1,2,6725,493,6232,0.72,13891,106,0.606,0.073, 772596783,Existing Customer,31,M,1,Graduate,Unknown,Less than $40K,Gold,21,3,2,2,15261,1109,14152,0.655,15442,125,0.761,0.073, 806917983,Existing Customer,32,F,2,Graduate,Divorced,Unknown,Silver,27,2,3,1,33779,1526,32253,0.879,15200,126,0.8,0.045, 719329983,Existing Customer,42,F,3,Unknown,Unknown,Unknown,Blue,36,6,1,2,15648,0,15648,0.731,13784,88,0.913,0, 710190858,Existing Customer,28,M,1,Unknown,Unknown,$40K - $60K,Blue,15,5,2,4,9283,2288,6995,0.928,13804,110,0.719,0.246, 708880683,Existing Customer,49,M,5,College,Married,$40K - $60K,Blue,40,4,3,4,3970,892,3078,0.772,13697,102,0.759,0.225, 709332408,Existing Customer,44,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,6159,1640,4519,0.619,13517,106,0.656,0.266, 710751033,Attrited Customer,31,F,1,Graduate,Single,Less than $40K,Blue,13,1,1,3,4829,0,4829,0.836,8286,65,0.857,0, 710679933,Attrited Customer,59,M,1,Graduate,Single,$80K - $120K,Blue,54,2,5,4,15633,0,15633,0.984,8660,58,0.758,0, 710849208,Existing Customer,47,M,2,Post-Graduate,Single,$120K +,Silver,35,3,3,4,34516,1652,32864,0.756,14738,113,0.766,0.048, 710056758,Existing Customer,51,M,4,High School,Single,$40K - $60K,Blue,36,2,2,4,10017,1850,8167,0.622,15635,116,0.681,0.185, 713520858,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,38,3,3,2,3895,1981,1914,0.839,16023,119,0.725,0.509, 714710733,Existing Customer,51,M,3,Unknown,Single,$80K - $120K,Blue,36,4,1,2,5611,0,5611,0.697,16557,120,0.622,0, 766769058,Existing Customer,51,M,1,Graduate,Single,$40K - $60K,Gold,44,3,3,3,22722,1790,20932,0.813,15817,121,0.754,0.079, 716990883,Existing Customer,38,M,5,Unknown,Married,$80K - $120K,Blue,26,5,1,2,16033,766,15267,0.682,15260,115,0.855,0.048, 718298733,Existing Customer,40,M,4,High School,Single,$80K - $120K,Blue,29,3,3,2,12978,0,12978,0.628,14134,85,0.7,0, 717174558,Attrited Customer,57,F,1,Uneducated,Single,Less than $40K,Blue,46,2,3,3,9129,0,9129,0.733,7733,81,0.884,0, 714543633,Attrited Customer,45,F,3,Unknown,Single,Less than $40K,Blue,36,1,2,5,7500,0,7500,0.576,8024,78,0.696,0, 715756683,Existing Customer,50,M,4,Graduate,Single,$80K - $120K,Blue,36,3,2,4,14804,1696,13108,0.959,15237,111,0.734,0.115, 719400108,Existing Customer,53,M,3,Unknown,Single,$80K - $120K,Blue,43,4,3,4,34516,1084,33432,0.686,14319,124,0.699,0.031, 710463408,Existing Customer,47,M,3,Unknown,Married,$80K - $120K,Blue,36,3,2,3,9683,1116,8567,0.721,15627,104,0.825,0.115, 708245808,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,36,4,1,4,19671,924,18747,0.82,13908,124,0.676,0.047, 799253808,Existing Customer,42,M,3,High School,Married,$80K - $120K,Silver,36,5,2,3,34516,1294,33222,0.679,13845,120,0.791,0.037, 716552433,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,2,5056,1067,3989,0.749,15926,117,0.519,0.211, 720995583,Existing Customer,48,M,2,Graduate,Divorced,$60K - $80K,Silver,33,3,2,2,25217,1754,23463,0.712,15054,110,0.833,0.07, 780118158,Existing Customer,27,M,0,Graduate,Single,Less than $40K,Blue,13,2,2,4,3585,2420,1165,0.812,15656,124,0.746,0.675, 713668158,Attrited Customer,31,F,1,Uneducated,Single,Unknown,Blue,36,2,3,3,21067,0,21067,0.995,9212,71,0.821,0, 709249083,Attrited Customer,40,M,2,Unknown,Single,$60K - $80K,Blue,20,4,2,4,4283,0,4283,0.878,8672,64,1.207,0, 717081483,Existing Customer,37,M,2,Graduate,Divorced,$80K - $120K,Blue,25,3,2,2,25187,2209,22978,0.799,16606,96,0.778,0.088, 718455633,Existing Customer,60,F,0,Graduate,Single,Unknown,Gold,55,4,3,2,7469,2517,4952,0.656,16328,124,0.771,0.337, 708974283,Existing Customer,50,M,4,Graduate,Married,$60K - $80K,Blue,34,5,1,1,18142,0,18142,0.857,15427,95,0.792,0, 713399583,Attrited Customer,49,M,2,Unknown,Married,$80K - $120K,Blue,39,2,3,4,29865,2097,27768,0.902,8636,74,0.947,0.07, 713293983,Existing Customer,52,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,33,5,3,2,3388,2517,871,0.919,15313,91,0.784,0.743, 714785508,Existing Customer,49,M,2,High School,Single,$80K - $120K,Silver,40,4,3,2,34516,1313,33203,0.583,15154,99,0.833,0.038, 827318958,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,45,5,3,2,9431,1785,7646,0.603,14261,99,0.65,0.189, 718496283,Existing Customer,42,F,1,College,Single,Unknown,Silver,31,6,2,3,30770,2228,28542,0.712,15998,121,0.704,0.072, 709608708,Attrited Customer,29,M,1,Graduate,Married,$60K - $80K,Blue,17,5,1,4,6500,2517,3983,0.915,9451,79,0.646,0.387, 710939283,Existing Customer,45,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,3,2,4,4209,1300,2909,0.75,16078,105,0.615,0.309, 770824833,Existing Customer,32,M,1,Graduate,Divorced,$40K - $60K,Blue,19,2,3,5,3657,1135,2522,0.795,16236,94,0.808,0.31, 779082633,Existing Customer,30,M,2,Uneducated,Single,$60K - $80K,Blue,13,3,2,3,4107,979,3128,0.647,14596,104,0.733,0.238, 720515883,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,46,4,3,2,3638,0,3638,0.837,16469,115,0.667,0, 747885858,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,31,5,3,3,8325,2048,6277,0.92,14571,91,0.655,0.246, 779140533,Existing Customer,49,M,2,Doctorate,Married,$120K +,Blue,34,3,6,4,27124,2311,24813,0.73,15195,121,0.729,0.085, 716619558,Existing Customer,38,F,0,High School,Single,Less than $40K,Silver,36,4,3,2,13747,1941,11806,0.748,16401,119,0.608,0.141, 788633733,Existing Customer,36,M,3,Graduate,Married,$60K - $80K,Silver,13,4,3,2,28174,1173,27001,0.779,16258,108,0.714,0.042, 715291908,Existing Customer,31,M,1,College,Single,$40K - $60K,Blue,36,3,1,2,11109,2045,9064,0.625,13988,92,0.84,0.184, 709977933,Attrited Customer,52,M,5,Uneducated,Married,$80K - $120K,Blue,44,2,3,4,9959,199,9760,1.003,8517,60,0.5,0.02, 716454858,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,28,6,1,3,4014,2266,1748,0.718,14257,94,0.958,0.565, 720539583,Existing Customer,46,M,4,Unknown,Single,$60K - $80K,Blue,31,4,1,4,21226,1202,20024,0.755,14103,96,0.655,0.057, 739021908,Existing Customer,56,F,2,Unknown,Married,$40K - $60K,Blue,49,3,3,2,3681,0,3681,0.693,13222,112,0.931,0, 711289533,Existing Customer,39,M,4,Post-Graduate,Single,$80K - $120K,Blue,32,5,3,2,26710,1681,25029,0.741,14043,117,0.746,0.063, 716464533,Existing Customer,32,F,1,Graduate,Married,Less than $40K,Blue,36,4,3,3,9550,2517,7033,0.713,13783,116,0.841,0.264, 710590683,Attrited Customer,33,M,2,Unknown,Married,$120K +,Blue,36,3,3,5,16127,0,16127,0.769,7729,82,1,0, 710081208,Attrited Customer,52,M,2,College,Single,$120K +,Blue,32,4,3,1,4935,0,4935,0.713,7886,64,0.882,0, 717482658,Existing Customer,55,M,2,High School,Single,$80K - $120K,Blue,36,3,2,2,18022,0,18022,0.823,14485,106,0.738,0, 712246983,Existing Customer,50,M,4,High School,Married,$80K - $120K,Blue,43,2,2,5,16748,2413,14335,0.769,15338,121,0.635,0.144, 711460458,Attrited Customer,44,M,1,Uneducated,Married,$40K - $60K,Blue,34,5,2,3,10973,0,10973,0.792,10583,75,0.786,0, 713159133,Existing Customer,32,F,2,High School,Single,Less than $40K,Silver,23,4,2,2,14143,1472,12671,0.777,13785,117,0.648,0.104, 710047533,Attrited Customer,51,M,3,Graduate,Single,$80K - $120K,Gold,36,4,3,3,34516,2201,32315,0.978,8614,63,0.75,0.064, 716708583,Attrited Customer,54,M,4,Graduate,Married,$120K +,Blue,36,2,3,5,7684,0,7684,0.61,7667,68,0.789,0, 712766208,Attrited Customer,45,M,5,Uneducated,Single,$120K +,Silver,36,4,2,1,34516,0,34516,0.732,8603,84,0.615,0, 715150983,Attrited Customer,44,F,3,Unknown,Single,Unknown,Blue,34,2,3,3,26021,0,26021,1.04,8898,60,0.538,0, 717991533,Existing Customer,44,M,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,3843,1460,2383,0.811,16461,105,0.909,0.38, 797641683,Existing Customer,40,M,3,Uneducated,Married,$80K - $120K,Blue,34,4,3,2,14840,2043,12797,0.778,16256,111,0.85,0.138, 714879483,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,31,1,3,3,3929,542,3387,0.811,7773,64,0.73,0.138, 720105933,Existing Customer,48,M,3,Uneducated,Divorced,$40K - $60K,Blue,35,3,5,3,11427,2307,9120,0.848,15243,107,0.754,0.202, 804670758,Existing Customer,48,F,5,Unknown,Divorced,Unknown,Blue,43,4,3,2,20974,2249,18725,0.567,15903,121,0.571,0.107, 818987958,Existing Customer,43,M,4,Graduate,Unknown,$40K - $60K,Blue,38,5,1,3,3771,0,3771,0.675,14662,125,0.667,0, 824160333,Existing Customer,56,M,2,High School,Unknown,$120K +,Blue,52,6,2,2,23362,1453,21909,0.848,15399,116,0.841,0.062, 714919308,Attrited Customer,32,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,8135,0,8135,0.841,8620,67,0.971,0, 717928308,Existing Customer,40,F,1,Uneducated,Single,Less than $40K,Silver,34,5,2,2,13669,1774,11895,0.653,15772,130,0.625,0.13, 788890533,Existing Customer,54,M,2,College,Married,$80K - $120K,Silver,39,4,1,4,34516,2305,32211,0.586,13756,106,0.71,0.067, 779692608,Existing Customer,36,M,1,Uneducated,Married,$60K - $80K,Blue,19,6,3,5,9764,0,9764,0.689,15097,115,0.797,0, 717774333,Attrited Customer,48,M,3,High School,Married,$60K - $80K,Blue,36,1,2,5,8431,0,8431,0.222,5189,57,0.357,0, 718140783,Existing Customer,47,M,4,Unknown,Married,$60K - $80K,Blue,36,4,5,2,10585,1749,8836,0.655,18484,108,0.588,0.165, 714465558,Existing Customer,41,M,4,Unknown,Married,$120K +,Silver,36,3,1,4,34516,2205,32311,0.897,15033,98,0.922,0.064, 804431283,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,52,5,1,2,7882,1101,6781,0.682,14651,120,0.6,0.14, 715199808,Existing Customer,39,F,3,Graduate,Unknown,Unknown,Silver,30,6,3,5,33905,2070,31835,0.685,15335,99,0.768,0.061, 759584958,Attrited Customer,51,F,1,Graduate,Married,Unknown,Silver,44,4,2,4,33004,2418,30586,0.923,10156,72,0.946,0.073, 758802333,Existing Customer,40,M,2,Graduate,Single,$120K +,Blue,33,3,1,2,20891,1213,19678,0.717,14641,117,0.773,0.058, 720237408,Existing Customer,59,M,1,Doctorate,Single,$80K - $120K,Blue,49,4,2,2,22715,707,22008,0.848,15004,117,0.887,0.031, 713787333,Existing Customer,46,M,2,High School,Single,Less than $40K,Blue,36,5,1,0,3818,1142,2676,0.709,14731,113,0.948,0.299, 709660233,Attrited Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,44,1,2,4,3526,2429,1097,0.712,7775,63,0.909,0.689, 721005108,Existing Customer,41,M,0,College,Married,$40K - $60K,Blue,29,3,2,2,6991,1384,5607,0.66,14994,104,0.733,0.198, 809589783,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,36,3,3,2,16268,817,15451,0.64,13969,120,0.69,0.05, 712627083,Attrited Customer,38,M,4,Uneducated,Married,$80K - $120K,Blue,25,5,2,4,5768,0,5768,0.924,9867,78,0.902,0, 778444908,Existing Customer,57,M,2,Graduate,Married,$120K +,Silver,39,4,2,3,34516,1444,33072,0.568,16392,116,0.657,0.042, 711433908,Attrited Customer,41,F,3,Uneducated,Married,Less than $40K,Blue,30,1,2,3,9491,0,9491,1.056,9061,51,1.684,0, 768728508,Existing Customer,45,F,5,Doctorate,Married,Less than $40K,Gold,39,6,3,2,15987,1096,14891,0.625,14209,103,0.776,0.069, 789937683,Existing Customer,37,M,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,1,2,3645,701,2944,0.654,15559,120,0.739,0.192, 711788583,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,2,3466,1444,2022,0.653,15075,124,0.699,0.417, 819196158,Existing Customer,49,F,2,Unknown,Single,Less than $40K,Blue,44,5,2,3,9797,998,8799,0.886,15013,116,0.841,0.102, 710207208,Existing Customer,31,F,1,Unknown,Single,Less than $40K,Blue,18,3,1,3,3399,1800,1599,0.752,13148,121,0.806,0.53, 713994108,Existing Customer,40,M,5,High School,Married,$60K - $80K,Blue,33,3,1,2,4155,1315,2840,0.767,15851,128,0.855,0.316, 712509108,Attrited Customer,46,F,3,Doctorate,Single,Less than $40K,Gold,36,1,3,5,15164,532,14632,0.858,8356,68,0.478,0.035, 711745233,Attrited Customer,30,F,0,High School,Single,Unknown,Blue,22,1,2,4,13894,0,13894,0.845,9351,69,0.533,0, 778745058,Existing Customer,50,M,3,High School,Single,$80K - $120K,Silver,41,2,2,1,34516,0,34516,0.627,15059,118,0.735,0, 721455558,Existing Customer,56,M,0,Graduate,Single,$60K - $80K,Blue,44,1,3,2,6828,1859,4969,0.752,14713,104,0.677,0.272, 710721858,Attrited Customer,46,F,3,Unknown,Married,$40K - $60K,Blue,37,2,3,4,5542,0,5542,0.808,8246,59,0.639,0, 769206483,Existing Customer,58,M,3,Unknown,Married,$120K +,Blue,52,3,3,3,15733,2101,13632,0.597,13986,97,0.764,0.134, 769587258,Existing Customer,38,M,3,College,Single,$60K - $80K,Silver,32,4,2,2,30082,1671,28411,0.707,15240,126,0.8,0.056, 712080333,Existing Customer,46,M,2,High School,Divorced,$120K +,Blue,34,3,2,4,3659,1381,2278,0.669,16252,112,0.623,0.377, 712457208,Attrited Customer,58,M,1,Graduate,Single,$80K - $120K,Blue,36,6,3,4,22718,0,22718,0.747,8100,77,0.833,0, 719934783,Existing Customer,43,M,3,Doctorate,Married,$80K - $120K,Blue,27,4,2,2,3676,673,3003,0.629,14651,105,0.78,0.183, 709589208,Existing Customer,53,M,0,Graduate,Single,$60K - $80K,Blue,35,3,1,3,17721,596,17125,0.694,14409,83,0.844,0.034, 714860808,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,39,5,3,2,4404,2272,2132,0.809,15709,93,0.722,0.516, 713934633,Attrited Customer,40,F,4,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4423,2517,1906,0.84,8935,87,0.933,0.569, 773185833,Existing Customer,49,M,3,High School,Married,$60K - $80K,Gold,42,3,1,4,34516,0,34516,0.838,15095,102,0.759,0, 715923408,Existing Customer,30,F,0,College,Married,Less than $40K,Blue,19,4,2,3,4184,1254,2930,0.549,14999,110,0.719,0.3, 778956033,Existing Customer,51,M,1,Graduate,Married,$80K - $120K,Blue,32,3,2,3,34516,1549,32967,0.892,15151,104,0.677,0.045, 712260633,Existing Customer,47,F,5,Doctorate,Single,Unknown,Blue,36,4,1,4,26923,2461,24462,0.602,13643,94,0.918,0.091, 714945708,Attrited Customer,33,M,4,College,Single,$40K - $60K,Silver,20,2,1,3,15977,0,15977,0.702,7745,64,0.684,0, 720971358,Existing Customer,59,M,0,High School,Single,$80K - $120K,Blue,47,5,3,3,26812,1491,25321,0.679,14838,110,0.642,0.056, 719701383,Existing Customer,44,M,4,Unknown,Married,$60K - $80K,Blue,32,4,3,3,5175,0,5175,0.72,14304,99,0.768,0, 764316708,Existing Customer,30,F,1,High School,Single,Less than $40K,Blue,23,3,2,2,3955,2352,1603,0.779,16423,109,0.758,0.595, 715545933,Existing Customer,43,M,5,Graduate,Married,$120K +,Blue,36,6,2,4,22355,2179,20176,0.726,14268,99,0.8,0.097, 714524583,Attrited Customer,56,M,3,Uneducated,Married,$80K - $120K,Blue,46,1,3,3,23240,1534,21706,0.971,9441,82,0.907,0.066, 780079833,Existing Customer,43,M,3,Graduate,Divorced,$60K - $80K,Blue,28,3,3,4,5479,1183,4296,0.596,14728,126,0.909,0.216, 714199008,Attrited Customer,50,M,2,Unknown,Married,$120K +,Blue,36,6,2,2,16081,492,15589,0.204,6100,61,0.564,0.031, 719941533,Existing Customer,32,F,1,Graduate,Married,Less than $40K,Blue,20,3,1,4,5497,1735,3762,0.664,16266,124,0.771,0.316, 715544883,Existing Customer,39,M,1,Graduate,Married,Less than $40K,Silver,30,4,3,3,14135,630,13505,0.64,13703,99,0.768,0.045, 710122458,Existing Customer,38,M,2,High School,Single,$60K - $80K,Silver,36,5,3,2,31546,2057,29489,0.625,15311,108,0.714,0.065, 713833233,Existing Customer,49,M,5,Uneducated,Married,$80K - $120K,Silver,30,3,3,2,34516,1768,32748,0.767,15134,124,0.722,0.051, 719326758,Attrited Customer,52,F,0,Doctorate,Married,Less than $40K,Blue,36,4,3,2,4353,1489,2864,0.945,9226,85,1.073,0.342, 711686658,Existing Customer,48,M,5,High School,Married,$80K - $120K,Silver,40,6,2,2,34516,1417,33099,0.692,16579,109,0.879,0.041, 708964683,Existing Customer,48,F,4,College,Unknown,Unknown,Blue,36,3,2,1,3310,0,3310,0.748,14542,89,0.854,0, 718840833,Attrited Customer,49,M,3,High School,Single,$40K - $60K,Blue,36,1,3,4,4601,0,4601,0.962,9610,76,0.689,0, 797228883,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,40,3,3,0,3981,0,3981,0.626,14340,114,0.781,0, 709566408,Attrited Customer,40,F,2,Graduate,Single,Less than $40K,Blue,30,5,3,6,4458,0,4458,0.935,9640,70,0.707,0, 780097533,Existing Customer,48,M,3,Doctorate,Divorced,$80K - $120K,Blue,33,4,1,2,10292,0,10292,0.656,15148,111,0.79,0, 715020933,Attrited Customer,44,F,4,High School,Unknown,Unknown,Blue,34,4,3,4,15944,0,15944,0.919,9360,67,0.763,0, 711149133,Attrited Customer,30,F,1,Graduate,Married,Unknown,Blue,18,4,1,4,4377,2517,1860,0.941,8759,74,0.609,0.575, 716832858,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,34,1,2,4,4930,159,4771,0.592,7412,60,0.579,0.032, 715154058,Attrited Customer,49,F,0,Unknown,Married,Less than $40K,Blue,39,1,3,3,4982,2517,2465,0.903,9274,65,0.857,0.505, 789497283,Attrited Customer,50,M,2,High School,Single,$120K +,Blue,42,1,3,2,34162,1723,32439,0.429,7572,56,0.697,0.05, 711834708,Existing Customer,55,M,4,College,Married,$80K - $120K,Blue,40,4,2,5,4047,1482,2565,0.959,16191,102,0.789,0.366, 785038908,Existing Customer,43,F,0,Graduate,Married,Less than $40K,Blue,37,3,1,4,6380,1160,5220,0.753,17119,124,0.797,0.182, 720001758,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,34,5,1,3,3534,1175,2359,0.737,13588,94,0.808,0.332, 778428108,Existing Customer,36,F,1,Graduate,Single,Less than $40K,Blue,16,6,5,3,6091,1184,4907,0.766,17437,113,0.766,0.194, 715268508,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Gold,36,3,2,5,23981,1399,22582,0.712,14840,125,0.761,0.058, 788741733,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,32,4,2,3,7832,1784,6048,0.711,14614,106,0.656,0.228, 717355533,Existing Customer,56,M,3,Graduate,Single,$120K +,Blue,44,3,1,2,34516,1307,33209,0.558,13759,120,0.765,0.038, 712128258,Existing Customer,49,F,4,High School,Single,Less than $40K,Silver,40,5,3,5,13704,2127,11577,0.805,15872,116,0.681,0.155, 735825258,Existing Customer,39,M,2,High School,Single,Less than $40K,Blue,32,4,1,4,4423,1643,2780,0.724,15467,112,0.623,0.371, 714544908,Attrited Customer,56,M,4,Graduate,Divorced,$60K - $80K,Blue,36,6,3,3,6224,0,6224,0.92,8979,68,0.581,0, 818712633,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Blue,36,4,6,2,4133,1067,3066,0.632,16100,119,0.608,0.258, 709831983,Existing Customer,57,M,2,Uneducated,Single,$120K +,Blue,46,3,2,3,34516,1244,33272,0.606,15176,126,0.8,0.036, 789398733,Existing Customer,56,M,3,Graduate,Married,$120K +,Blue,46,3,3,2,5270,779,4491,0.731,16179,105,0.694,0.148, 716850558,Existing Customer,48,M,4,Graduate,Unknown,$60K - $80K,Gold,32,5,1,3,34516,1285,33231,0.654,15279,122,0.649,0.037, 717316008,Existing Customer,38,M,2,Unknown,Married,$120K +,Blue,36,6,2,3,3782,0,3782,0.717,14977,117,0.721,0, 714677583,Attrited Customer,50,F,3,Doctorate,Single,Unknown,Blue,36,4,3,3,5173,0,5173,0.912,8757,68,0.789,0, 767348733,Existing Customer,56,M,2,Unknown,Married,$60K - $80K,Blue,49,3,3,3,4058,793,3265,0.758,15865,105,0.667,0.195, 779900808,Existing Customer,32,M,0,College,Single,$60K - $80K,Blue,16,2,3,2,21551,0,21551,0.536,14950,94,0.843,0, 719900733,Existing Customer,60,M,1,High School,Married,$40K - $60K,Blue,47,3,1,3,9805,1007,8798,0.8,14641,95,0.9,0.103, 816517683,Existing Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,33,4,3,3,7530,1336,6194,0.749,14719,115,0.855,0.177, 755305683,Existing Customer,45,M,5,Graduate,Married,$60K - $80K,Blue,38,5,1,4,8983,0,8983,0.713,15163,124,0.746,0, 715769958,Existing Customer,53,F,3,Unknown,Married,$40K - $60K,Blue,39,3,2,2,4855,1912,2943,0.606,14969,104,0.763,0.394, 715493733,Attrited Customer,53,M,2,Graduate,Married,$40K - $60K,Blue,36,2,3,4,5735,0,5735,1.009,9088,64,0.684,0, 827440458,Attrited Customer,48,M,4,College,Married,$80K - $120K,Blue,44,2,3,3,9524,1449,8075,0.559,7527,58,0.657,0.152, 715713408,Existing Customer,55,M,2,Graduate,Married,Less than $40K,Gold,46,3,5,3,15987,0,15987,0.82,15853,117,0.56,0, 720128658,Attrited Customer,49,M,1,Uneducated,Single,$120K +,Blue,30,5,3,3,5181,0,5181,0.83,8943,68,1,0, 770038983,Attrited Customer,37,M,4,High School,Single,$60K - $80K,Silver,31,1,3,3,28831,2517,26314,0.77,8688,69,0.769,0.087, 714684108,Attrited Customer,31,M,1,Post-Graduate,Single,$40K - $60K,Blue,24,4,2,4,4169,534,3635,0.836,8565,70,0.795,0.128, 708942408,Existing Customer,46,F,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,2,7020,1784,5236,0.815,16937,116,0.731,0.254, 779134458,Attrited Customer,33,F,1,Doctorate,Single,Less than $40K,Blue,15,1,1,3,3709,1180,2529,0.645,8130,74,0.897,0.318, 710066133,Attrited Customer,30,M,0,Graduate,Single,Less than $40K,Silver,36,4,3,3,12833,0,12833,0.853,9619,75,0.786,0, 709578258,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,33,4,3,2,3804,1917,1887,0.744,14321,102,0.759,0.504, 718043583,Existing Customer,50,M,2,Uneducated,Single,$120K +,Blue,40,5,3,4,21794,1368,20426,0.691,15111,116,0.706,0.063, 715186608,Existing Customer,43,M,4,Graduate,Married,$80K - $120K,Blue,35,3,2,3,3304,2517,787,0.741,14565,120,0.818,0.762, 708447858,Existing Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,36,6,3,2,3850,0,3850,0.509,15107,117,0.918,0, 718071933,Existing Customer,49,M,1,Graduate,Married,$40K - $60K,Blue,36,4,2,3,4158,1889,2269,0.872,15842,130,0.831,0.454, 771217758,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,2,3,4182,2028,2154,0.658,16920,114,0.606,0.485, 721210158,Existing Customer,29,M,2,College,Married,$40K - $60K,Blue,17,3,1,3,4626,1232,3394,0.731,14740,102,0.759,0.266, 788779983,Existing Customer,58,M,2,Post-Graduate,Married,$80K - $120K,Blue,39,4,2,3,3742,2517,1225,0.75,16401,121,0.806,0.673, 718614183,Attrited Customer,43,F,4,High School,Unknown,Less than $40K,Silver,31,6,2,2,13651,0,13651,1.046,9772,71,0.775,0, 709865883,Attrited Customer,38,M,2,High School,Divorced,$60K - $80K,Silver,25,1,2,3,26794,821,25973,0.848,8788,58,0.933,0.031, 766273533,Existing Customer,53,M,2,Uneducated,Unknown,$80K - $120K,Blue,46,3,6,3,17190,1736,15454,0.698,15055,117,0.696,0.101, 717390408,Attrited Customer,49,F,4,Uneducated,Married,$40K - $60K,Blue,36,5,2,3,4167,0,4167,0.581,7590,87,0.776,0, 718655808,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Silver,36,3,3,2,12944,1200,11744,0.839,16161,105,0.944,0.093, 817035108,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,14,4,3,3,6933,1870,5063,0.656,15585,115,0.917,0.27, 747551658,Existing Customer,47,M,3,High School,Unknown,$80K - $120K,Silver,40,5,3,2,34516,1371,33145,0.691,15930,123,0.836,0.04, 713281833,Attrited Customer,37,M,3,Unknown,Single,$40K - $60K,Blue,29,6,2,3,13589,2517,11072,0.941,9456,79,1.026,0.185, 771982083,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,33,3,1,3,4552,1144,3408,0.709,14418,104,0.677,0.251, 717642633,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,40,3,3,3,3750,1801,1949,0.889,17995,116,0.657,0.48, 772721208,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,4,3,3,17655,1720,15935,0.706,16293,120,0.739,0.097, 714385983,Existing Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,8224,1239,6985,0.793,16319,124,0.653,0.151, 712516608,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,36,6,2,3,3946,1275,2671,0.647,14822,96,0.811,0.323, 714725883,Existing Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,36,4,1,0,5654,2470,3184,0.637,15123,111,0.881,0.437, 709398708,Existing Customer,40,M,3,High School,Divorced,$60K - $80K,Blue,36,3,1,2,16268,2517,13751,0.652,15925,124,0.824,0.155, 715090008,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Silver,36,2,3,4,28564,2517,26047,0.711,14875,107,0.783,0.088, 709159308,Existing Customer,42,F,4,High School,Single,Less than $40K,Blue,30,3,1,3,6172,1212,4960,0.723,16622,99,0.65,0.196, 711348033,Existing Customer,50,M,2,Graduate,Married,$40K - $60K,Blue,40,4,3,2,5435,1243,4192,0.749,16202,117,0.671,0.229, 788230158,Existing Customer,29,M,1,Unknown,Married,$40K - $60K,Silver,20,3,1,2,16496,1409,15087,0.677,16715,126,0.703,0.085, 718170033,Existing Customer,42,F,4,Uneducated,Married,Unknown,Blue,23,4,1,2,8348,0,8348,0.695,15905,111,0.708,0, 718161708,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,34,5,1,2,7562,1500,6062,0.632,14908,100,0.754,0.198, 717714633,Existing Customer,49,M,3,Uneducated,Married,$120K +,Gold,38,4,3,4,14938,0,14938,0.737,15277,131,0.724,0, 824150733,Existing Customer,43,M,2,High School,Married,$80K - $120K,Silver,39,3,1,3,34516,1987,32529,0.673,16177,122,0.848,0.058, 713768358,Existing Customer,45,M,4,Graduate,Single,$40K - $60K,Blue,35,3,2,2,7935,888,7047,0.779,15380,122,0.694,0.112, 709188108,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Silver,33,4,2,2,34516,1529,32987,0.609,13940,105,0.81,0.044, 720328983,Attrited Customer,52,F,5,Unknown,Married,Less than $40K,Blue,36,4,3,3,9611,0,9611,0.84,7636,64,0.829,0, 712296408,Existing Customer,36,F,3,Unknown,Married,$40K - $60K,Blue,22,5,3,3,12958,2273,10685,0.608,15681,96,0.627,0.175, 719106783,Existing Customer,52,M,1,High School,Single,$80K - $120K,Blue,41,4,1,4,4103,1972,2131,0.665,16344,118,0.788,0.481, 713437008,Attrited Customer,40,F,3,Graduate,Married,Unknown,Blue,25,1,2,3,6888,1878,5010,1.059,9038,64,0.829,0.273, 719574033,Existing Customer,38,M,1,High School,Single,$60K - $80K,Blue,28,2,2,2,21906,0,21906,0.696,15349,119,0.7,0, 716123283,Existing Customer,59,M,1,Unknown,Single,$60K - $80K,Blue,48,3,1,2,7288,0,7288,0.64,14873,120,0.714,0, 789023508,Existing Customer,46,M,3,Unknown,Married,$80K - $120K,Blue,33,4,1,3,34516,1099,33417,0.816,15490,110,0.618,0.032, 710005683,Existing Customer,56,M,2,College,Single,$80K - $120K,Blue,46,3,3,5,12540,1696,10844,0.799,16518,115,0.716,0.135, 801036033,Existing Customer,31,M,0,High School,Single,$40K - $60K,Blue,25,3,2,3,4493,1388,3105,0.795,17744,104,0.763,0.309, 716644008,Attrited Customer,55,M,3,Graduate,Single,$120K +,Silver,36,4,3,4,34516,0,34516,1.007,9931,70,0.75,0, 709094358,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,41,4,2,3,8900,798,8102,0.647,16737,88,0.66,0.09, 719848008,Existing Customer,39,M,2,Graduate,Unknown,$60K - $80K,Silver,36,4,2,2,29808,0,29808,0.669,16098,128,0.684,0, 718372458,Existing Customer,42,M,2,Graduate,Unknown,$40K - $60K,Blue,30,3,2,5,3735,1723,2012,0.595,14501,92,0.84,0.461, 720608658,Existing Customer,33,F,1,Uneducated,Single,Less than $40K,Blue,36,5,3,3,8398,1875,6523,0.727,16706,123,0.757,0.223, 717185658,Attrited Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,4,3,4,22754,0,22754,0.799,8531,77,0.791,0, 715474083,Existing Customer,51,M,3,Graduate,Single,$60K - $80K,Silver,36,3,2,2,29663,1743,27920,0.667,14638,93,0.722,0.059, 709646433,Attrited Customer,59,F,1,High School,Married,Less than $40K,Blue,50,1,4,3,5043,743,4300,0.805,10170,66,0.784,0.147, 717494358,Existing Customer,58,F,0,Graduate,Single,Less than $40K,Blue,48,2,2,5,4299,1334,2965,0.66,15068,123,0.685,0.31, 713924283,Attrited Customer,61,M,0,Graduate,Single,$60K - $80K,Blue,54,2,1,4,11859,1644,10215,0.866,8930,79,0.837,0.139, 714471183,Attrited Customer,47,M,4,Graduate,Divorced,$80K - $120K,Blue,39,4,3,4,17504,476,17028,0.892,10468,66,0.737,0.027, 780613758,Existing Customer,47,M,5,High School,Single,Less than $40K,Blue,35,4,3,5,4165,0,4165,0.813,17093,111,0.82,0, 718225683,Existing Customer,56,M,1,Graduate,Single,$80K - $120K,Silver,49,5,2,2,34516,1091,33425,0.64,15274,108,0.714,0.032, 710734308,Existing Customer,49,M,1,Graduate,Single,$60K - $80K,Blue,40,6,3,3,6481,1569,4912,0.692,15937,119,0.803,0.242, 708564858,Attrited Customer,33,M,2,College,Married,$120K +,Gold,20,2,1,4,34516,0,34516,1.004,9338,73,0.622,0, 713733633,Attrited Customer,27,M,0,High School,Divorced,$60K - $80K,Blue,36,2,3,2,13303,2517,10786,0.929,10219,85,0.809,0.189, 720841533,Existing Customer,29,M,0,Graduate,Married,Less than $40K,Blue,15,3,1,5,4700,0,4700,0.617,14723,96,0.655,0, 712210458,Existing Customer,38,M,1,Uneducated,Single,$40K - $60K,Blue,36,2,3,2,5639,1558,4081,0.614,16628,109,0.946,0.276, 714109308,Existing Customer,46,M,5,College,Single,$80K - $120K,Blue,36,1,2,3,13187,2241,10946,0.689,15354,112,0.931,0.17, 712503408,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,40,6,3,4,17925,1909,16016,0.712,17498,111,0.82,0.106, 713755458,Attrited Customer,50,M,1,Unknown,Unknown,$80K - $120K,Blue,36,6,3,4,9959,952,9007,0.825,10310,63,1.1,0.096, 716893683,Attrited Customer,55,F,3,Uneducated,Single,Unknown,Blue,47,4,3,3,14657,2517,12140,0.166,6009,53,0.514,0.172, 710841183,Existing Customer,54,M,1,High School,Single,$60K - $80K,Blue,34,5,2,0,13940,2109,11831,0.66,15577,114,0.754,0.151, 713899383,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,50,4,1,4,3688,606,3082,0.57,14596,120,0.791,0.164, 772366833,Existing Customer,50,M,2,Graduate,Single,$40K - $60K,Blue,40,3,2,3,4003,1851,2152,0.703,15476,117,0.857,0.462, 710638233,Attrited Customer,41,M,2,Unknown,Divorced,$40K - $60K,Blue,25,4,2,3,4277,2186,2091,0.804,8764,69,0.683,0.511, 716506083,Attrited Customer,44,F,1,High School,Married,Less than $40K,Blue,36,5,3,4,5409,0,5409,0.819,10291,60,0.818,0, 717406983,Attrited Customer,30,M,2,Graduate,Unknown,$40K - $60K,Blue,36,4,3,3,5281,0,5281,0.535,8395,62,0.722,0, 714337233,Attrited Customer,43,F,2,Graduate,Married,Less than $40K,Silver,25,6,2,4,10388,1961,8427,0.703,10294,61,0.649,0.189,