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churn.csv
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"id","attrition_flag","customer_age","gender","education_level","income_category","total_relationship_count","months_inactive_12_mon","credit_limit","total_revolving_bal","total_amt_chng_q4_q1","total_trans_amt","total_trans_ct","total_ct_chng_q4_q1","avg_utilization_ratio"
8805,0,27,"F","Post-Graduate","Less than $40K",3,2,1438.3,990,0.715,3855,73,1.147,0.688
4231,0,42,"F","College","Less than $40K",6,4,3050,1824,0.771,1973,50,1.381,0.598
5263,1,47,"F","Unknown","Less than $40K",3,3,1561,0,0.502,1947,28,0.556,0
2072,0,44,"M","Uneducated","$80K - $120K",1,3,25428,1528,0.725,13360,97,0.796,0.06
7412,0,54,"M","Graduate","$60K - $80K",3,3,2947,2216,0.76,1744,53,0.606,0.752
6142,0,51,"M","Graduate","$120K +",3,2,34516,1763,1.266,1550,41,1.05,0.051
558,0,37,"F","College","$40K - $60K",2,1,3680,683,0.85,4835,77,0.75,0.186
1046,0,38,"F","Graduate","Unknown",2,3,9830,2055,0.977,1042,23,0.917,0.209
576,0,45,"F","Post-Graduate","Less than $40K",3,4,5216,1519,0.887,3434,49,0.69,0.291
2942,0,63,"M","High School","$60K - $80K",6,2,2567,0,1.636,2399,43,0.955,0
8801,0,44,"F","Graduate","$40K - $60K",1,1,3107,1995,0.668,7535,87,0.673,0.642
1653,0,47,"M","Uneducated","$80K - $120K",3,3,34010,1340,0.744,1739,39,0.5,0.039
9165,1,43,"M","Post-Graduate","$60K - $80K",2,3,17306,0,0.4,6205,65,0.806,0
7098,1,42,"F","Uneducated","Less than $40K",4,3,3241,0,0.442,2152,43,0.303,0
3522,0,44,"M","Uneducated","Less than $40K",5,3,8837,2103,0.559,3753,60,0.875,0.238
4820,0,52,"F","Uneducated","Less than $40K",3,2,5299,578,0.931,4509,79,0.717,0.109
9615,0,48,"M","High School","$60K - $80K",4,3,5448,0,0.549,3912,72,0.565,0
4590,0,49,"M","High School","$120K +",1,2,21680,1587,0.605,4410,86,0.72,0.073
9346,0,54,"F","High School","$40K - $60K",2,4,3089,1177,1.01,5237,75,0.829,0.381
6550,0,45,"F","Uneducated","Unknown",4,3,15875,1719,0.86,1592,37,1.467,0.108
1179,0,53,"F","Graduate","$40K - $60K",2,1,9815,1699,0.62,7962,89,0.561,0.173
7073,0,35,"F","High School","Less than $40K",3,3,2189,1833,0.56,4530,72,0.846,0.837
9236,0,53,"M","Graduate","$60K - $80K",6,4,16320,0,0.757,1279,41,0.708,0
1074,0,36,"F","Unknown","Unknown",6,1,2222,0,0.769,4095,65,0.912,0
8479,0,46,"M","Uneducated","$120K +",4,2,34516,2213,0.584,4492,71,0.821,0.064
2811,0,51,"F","Graduate","Less than $40K",2,2,5118,980,0.786,14593,109,0.627,0.191
7279,0,57,"M","Graduate","$60K - $80K",4,1,2480,1584,0.874,3438,66,0.784,0.639
1736,1,52,"F","High School","Unknown",1,3,2233,1790,0.798,2888,50,0.562,0.802
5117,0,50,"F","College","Less than $40K",3,2,8416,1549,0.643,13988,124,0.771,0.184
2586,0,54,"F","Unknown","Unknown",3,1,8294,696,0.806,4136,77,1.2,0.084
7192,0,39,"F","Unknown","Less than $40K",6,2,2722,1592,1.319,3205,49,0.633,0.585
1571,0,54,"M","Graduate","$120K +",2,1,34516,862,0.815,15034,111,0.762,0.025
5977,0,39,"M","Graduate","$60K - $80K",1,2,6146,0,0.577,3645,76,0.551,0
7442,1,49,"M","Uneducated","$60K - $80K",3,3,1960,0,0.493,2253,39,0.345,0
7833,0,47,"F","Doctorate","Less than $40K",3,0,4254,1204,0.538,5385,93,0.691,0.283
6788,0,45,"M","High School","$80K - $120K",3,2,34516,1495,0.52,3247,70,0.707,0.043
2397,0,41,"M","Uneducated","$40K - $60K",5,3,11107,1222,0.538,1506,33,0.941,0.11
2826,0,41,"M","Unknown","$80K - $120K",5,3,16954,1588,0.878,3411,60,0.875,0.094
7737,0,33,"F","High School","Unknown",6,2,12716,1496,1.032,2412,64,0.6,0.118
8480,0,62,"F","High School","$40K - $60K",4,1,4409,785,0.838,4160,61,0.649,0.178
487,0,39,"M","Uneducated","$40K - $60K",6,3,7723,1902,1.181,1241,22,1,0.246
10124,1,45,"M","College","$40K - $60K",4,3,4982,0,0.886,8586,58,1,0
4605,0,38,"F","Graduate","Less than $40K",2,3,15987,1766,0.791,8195,94,0.679,0.11
6645,0,36,"M","Graduate","$60K - $80K",4,3,28174,1173,0.779,16258,108,0.714,0.042
3205,0,51,"F","Graduate","Unknown",3,2,9352,1429,0.728,3536,71,0.69,0.153
6960,0,48,"F","Uneducated","Unknown",4,2,5495,2200,0.696,5125,85,0.771,0.4
377,1,53,"M","Unknown","$60K - $80K",2,2,5905,0,0.797,8883,83,0.729,0
3277,0,58,"F","High School","Unknown",6,2,2395,1345,0.811,4983,84,0.867,0.562
9968,0,55,"M","Unknown","$120K +",4,3,14938,0,0.49,1134,31,0.632,0
4257,1,49,"F","Uneducated","Less than $40K",6,3,3468,2517,0.746,2494,39,0.345,0.726
9464,0,57,"F","Unknown","Less than $40K",4,2,2494,1639,0.858,1555,39,0.625,0.657
8854,0,37,"M","College","$60K - $80K",6,3,15755,1410,0.839,2061,61,0.649,0.089
2798,0,47,"F","Unknown","Unknown",5,1,1634,1463,0.873,4397,72,0.565,0.895
9718,0,48,"F","High School","$40K - $60K",5,3,3871,2055,0.824,5480,58,0.933,0.531
9301,0,46,"M","Uneducated","$60K - $80K",1,1,5131,1484,0.75,7432,92,0.559,0.289
3251,0,49,"M","Graduate","$40K - $60K",3,3,2822,1501,1.043,4344,68,1.194,0.532
2933,0,43,"M","Graduate","$80K - $120K",4,3,34516,1440,1.117,1575,34,2.4,0.042
5979,0,55,"M","Graduate","$80K - $120K",4,3,2801,2403,0.884,1526,44,1,0.858
5058,0,49,"F","Uneducated","Unknown",4,2,2542,850,0.723,4972,79,0.717,0.334
2894,1,48,"M","Unknown","$80K - $120K",5,2,12073,0,0.541,2400,52,0.793,0
7044,0,43,"F","Graduate","Unknown",6,6,4607,2440,0.646,4825,77,0.878,0.53
6707,1,50,"M","Graduate","$120K +",1,3,1656,0,0.626,2073,44,0.833,0
6034,1,45,"F","High School","Unknown",6,2,4549,1631,0.779,2240,34,0.478,0.359
9854,0,48,"F","Uneducated","$40K - $60K",2,2,21754,0,0.83,9105,104,0.763,0
6774,0,38,"F","High School","Less than $40K",4,3,1854,0,0.885,5245,89,0.712,0
5266,0,56,"M","High School","$60K - $80K",5,1,9226,1233,1.521,1626,29,1.636,0.134
7937,0,37,"F","High School","Less than $40K",5,3,2352,0,1.467,2344,48,0.92,0
7955,0,52,"F","Unknown","$40K - $60K",4,2,4259,0,0.59,4389,80,0.702,0
2876,0,40,"M","Graduate","Less than $40K",3,1,2577,1812,0.666,4134,62,0.824,0.703
3398,0,36,"M","Post-Graduate","$60K - $80K",4,2,1606,798,0.59,2229,45,1.045,0.497
9178,0,56,"F","High School","Less than $40K",4,3,2238,1324,0.762,4108,72,0.846,0.592
2023,0,54,"M","High School","$80K - $120K",4,2,9519,1936,0.929,2489,62,1,0.203
9973,0,37,"M","Unknown","$40K - $60K",4,1,3664,1449,0.712,4413,65,0.548,0.395
1182,0,42,"M","Uneducated","$80K - $120K",5,1,16054,0,0.446,3449,75,0.705,0
8787,0,42,"M","High School","$80K - $120K",3,2,7253,0,0.644,7595,83,0.804,0
807,0,36,"F","High School","Less than $40K",6,1,4331,1445,1.07,2053,33,1.75,0.334
7849,0,51,"F","Doctorate","Less than $40K",3,2,1438.3,0,0.872,4211,64,0.778,0
9498,0,43,"M","Unknown","$80K - $120K",5,2,13625,0,0.93,3902,62,0.632,0
334,0,49,"F","High School","Less than $40K",4,2,1656,929,0.898,4408,79,0.681,0.561
5350,0,43,"M","Unknown","$40K - $60K",5,3,8129,1799,0.566,1402,33,0.737,0.221
7345,0,41,"F","Graduate","Less than $40K",2,1,11463,0,0.908,14511,105,0.721,0
9119,0,37,"F","High School","Less than $40K",6,3,1879,1486,0.836,5202,88,0.692,0.791
6141,1,46,"M","Post-Graduate","$40K - $60K",3,4,2344,0,0.412,2098,31,0.409,0
4482,0,60,"M","Graduate","Less than $40K",5,3,3980,930,0.72,4449,82,0.608,0.234
7616,1,33,"M","College","$120K +",2,1,34516,0,1.004,9338,73,0.622,0
4429,0,53,"M","High School","$60K - $80K",4,1,15583,0,0.873,3938,69,1.091,0
9313,0,52,"M","Graduate","$80K - $120K",2,5,33256,928,0.694,7796,97,0.59,0.028
5089,0,42,"M","Unknown","$60K - $80K",5,3,15088,865,0.939,1107,21,1.625,0.057
5296,0,54,"F","High School","Less than $40K",6,4,2797,1627,0.413,1566,36,0.714,0.582
8903,0,41,"M","College","$80K - $120K",1,2,5037,1670,0.787,4379,67,0.811,0.332
6152,0,52,"M","Unknown","Less than $40K",3,3,2846,1606,0.697,5092,86,0.792,0.564
7328,0,51,"F","Unknown","Less than $40K",4,3,1515,996,0.558,4324,89,0.854,0.657
406,0,47,"F","Uneducated","$40K - $60K",3,1,14241,2081,0.909,1581,44,0.833,0.146
9397,0,61,"M","Uneducated","$80K - $120K",6,2,21740,0,0.676,1755,54,0.543,0
4057,0,43,"F","Graduate","Less than $40K",6,3,2624,1117,0.826,3929,67,0.595,0.426
4866,0,49,"M","Graduate","$120K +",1,1,34516,1316,0.569,3863,69,0.643,0.038
5256,0,54,"F","College","Less than $40K",4,2,3084,2517,0.651,1446,22,0.833,0.816
398,1,57,"F","High School","Less than $40K",4,3,2347,1900,0.845,2447,47,0.621,0.81
5040,0,32,"F","High School","Less than $40K",6,2,2778,2312,0.727,1680,33,1.062,0.832
6671,0,48,"M","High School","$60K - $80K",5,4,2384,1596,0.831,3149,59,0.903,0.669
8050,0,39,"M","Graduate","$80K - $120K",6,3,17438,0,1.078,1860,37,0.85,0
1078,0,36,"M","Uneducated","$80K - $120K",6,3,21434,1345,0.603,2143,46,0.586,0.063
2416,0,56,"M","Uneducated","$60K - $80K",5,3,2253,1375,0.388,1324,38,0.31,0.61
9909,0,42,"F","College","Less than $40K",2,3,4150,2517,0.619,4620,76,1.171,0.607
7164,0,51,"F","High School","Less than $40K",6,3,2943,2131,0.597,4554,75,0.562,0.724
151,0,42,"F","College","Less than $40K",5,4,2238,1693,0.714,5339,86,0.458,0.756
4649,0,44,"M","Graduate","Less than $40K",5,2,2978,2134,0.579,1413,46,0.394,0.717
5569,0,40,"M","High School","$80K - $120K",3,2,11502,2066,0.889,4786,85,1.125,0.18
10040,1,32,"F","Uneducated","Unknown",6,3,8791,0,0.894,2579,51,0.594,0
634,0,53,"M","Post-Graduate","$80K - $120K",5,2,9106,975,0.588,3863,74,0.644,0.107
1557,0,35,"F","Graduate","Less than $40K",5,1,7583,1619,1.468,2229,53,1.208,0.214
809,0,60,"M","Unknown","$60K - $80K",4,3,10698,1790,0.981,4095,67,0.914,0.167
2607,0,31,"M","Graduate","$80K - $120K",1,1,21615,570,0.737,16464,103,0.717,0.026
1714,1,42,"F","Graduate","Less than $40K",2,4,5230,2517,0.937,9495,61,0.605,0.481
8881,0,30,"F","Graduate","Less than $40K",4,2,1438.3,0,0.6,4322,68,0.619,0
8133,0,47,"F","Graduate","$40K - $60K",1,2,2977,1927,0.731,5217,88,0.725,0.647
2063,0,50,"M","Unknown","$80K - $120K",2,3,24533,1813,0.745,8436,77,0.878,0.074
886,1,44,"F","Graduate","$40K - $60K",6,3,1452,0,0.553,2287,42,0.5,0
8704,1,47,"M","Graduate","$40K - $60K",4,3,1889,0,0.874,2479,46,0.533,0
1024,0,34,"F","Unknown","Less than $40K",6,3,6131,1270,0.913,2825,93,0.824,0.207
2280,0,43,"F","Unknown","Less than $40K",1,3,2248,1853,0.666,7739,101,0.906,0.824
138,0,45,"F","Graduate","Less than $40K",1,1,4977,1411,0.652,4182,85,0.848,0.284
1354,0,52,"M","High School","$60K - $80K",6,3,2597,1740,0.71,5037,80,0.778,0.67
5732,0,50,"M","High School","$80K - $120K",3,1,34516,1260,0.588,1504,34,0.789,0.037
8552,0,49,"M","Uneducated","$80K - $120K",2,1,3090,0,0.769,14198,101,0.804,0
395,0,45,"F","High School","Less than $40K",4,1,1640,999,0.811,4597,77,0.878,0.609
982,0,47,"M","College","$60K - $80K",2,1,34516,1349,0.674,8582,106,0.767,0.039
5452,0,46,"M","College","$120K +",5,1,27378,1893,0.432,3934,78,0.592,0.069
3790,0,59,"F","Doctorate","Less than $40K",3,3,2687,2452,0.817,4697,81,0.761,0.913
2471,0,45,"F","Graduate","Less than $40K",2,1,4010,2517,0.71,14354,101,0.629,0.628
6085,0,57,"M","High School","$80K - $120K",6,3,8026,2202,0.586,4072,72,0.6,0.274
5437,1,47,"F","High School","Unknown",3,3,34516,2517,0.618,2691,42,0.5,0.073
2455,0,31,"M","Unknown","$40K - $60K",5,1,13427,1562,0.537,13117,108,0.714,0.116
9357,0,40,"F","Uneducated","Unknown",3,1,3056,2038,0.675,4734,73,0.659,0.667
8376,0,42,"F","Unknown","Unknown",3,1,7762,1319,0.793,5153,77,0.75,0.17
3213,0,51,"F","Uneducated","Less than $40K",5,3,3747,2268,0.709,4609,87,0.74,0.605
2092,0,47,"M","High School","$80K - $120K",3,2,23424,2517,0.762,3537,73,0.738,0.107
3196,0,30,"F","Graduate","Less than $40K",3,2,4868,1090,0.679,2907,69,0.816,0.224
9962,1,49,"F","Unknown","Less than $40K",6,3,2910,0,0.789,2648,41,0.464,0
2588,0,46,"M","Unknown","$60K - $80K",6,3,5735,2410,0.616,3908,75,0.63,0.42
6918,0,42,"F","Unknown","Less than $40K",3,3,1438.3,0,0.72,4154,78,0.814,0
4213,0,50,"M","Graduate","$80K - $120K",6,3,11882,1472,0.413,3291,62,0.722,0.124
9278,0,38,"F","High School","Unknown",5,2,14831,1302,0.916,4467,73,0.698,0.088
8562,0,51,"F","College","$40K - $60K",4,2,1438.3,0,0.803,2207,68,0.511,0
620,1,40,"M","Unknown","$60K - $80K",4,3,18975,0,1.028,4803,65,0.548,0
9432,1,65,"F","College","Less than $40K",3,4,10885,1758,0.8,2291,39,0.773,0.162
8337,0,54,"M","Unknown","$120K +",1,1,3731,1903,0.915,4667,88,0.725,0.51
8827,0,51,"M","Graduate","$40K - $60K",3,5,16277,1170,0.95,3634,62,0.676,0.072
7296,0,41,"M","Graduate","$60K - $80K",5,2,2122,1189,0.398,4379,45,1.143,0.56
3048,1,46,"M","College","$60K - $80K",4,2,1681,0,0.464,1953,48,0.5,0
7449,0,55,"F","Uneducated","$40K - $60K",4,1,3011,2138,0.565,4439,75,0.875,0.71
1445,0,44,"F","Post-Graduate","Less than $40K",5,2,1924,1471,1.485,3521,58,1,0.765
7088,0,52,"F","Uneducated","Less than $40K",3,3,6897,640,1.052,2781,57,0.839,0.093
1309,0,54,"M","Graduate","$60K - $80K",6,2,3583,0,1.088,1065,28,1.545,0
8703,0,59,"M","Graduate","$40K - $60K",2,1,11808,0,0.813,13751,113,0.823,0
5011,0,43,"M","College","$60K - $80K",4,3,9382,1455,0.482,3412,71,0.821,0.155
9990,1,40,"F","Graduate","Less than $40K",4,3,3319,0,0.262,4840,44,0.375,0
4977,0,51,"F","Graduate","Unknown",3,3,8365,1504,0.679,4778,88,0.956,0.18
9921,0,37,"M","Uneducated","$60K - $80K",5,3,7959,998,0.773,1855,29,0.318,0.125
1931,0,45,"F","Graduate","$40K - $60K",4,5,1533,728,0.906,4659,83,0.766,0.475
6126,0,39,"M","Uneducated","$40K - $60K",4,2,4323,1267,1.102,3078,58,0.611,0.293
6872,0,49,"M","Unknown","$80K - $120K",2,2,29690,2517,0.769,7640,86,0.564,0.085
875,0,45,"F","High School","Less than $40K",1,2,4174,2507,0.832,7905,86,0.755,0.601
6387,0,38,"F","Uneducated","$40K - $60K",5,2,12228,2137,0.553,3831,68,0.511,0.175
3569,0,50,"F","High School","Unknown",5,2,9716,874,0.775,5007,91,0.655,0.09
9075,0,38,"F","Uneducated","Less than $40K",6,2,5645,0,1.05,1527,32,0.455,0
2190,0,34,"M","High School","$40K - $60K",4,1,4353,1655,0.806,2664,81,0.884,0.38
459,0,37,"M","High School","$60K - $80K",5,2,3433,964,0.526,4444,87,0.642,0.281
3197,0,38,"M","Graduate","$60K - $80K",5,3,23391,1977,0.558,4106,85,0.809,0.085
1793,0,52,"M","High School","$80K - $120K",6,2,2650,1049,0.874,4218,64,0.73,0.396
1596,0,35,"F","High School","Unknown",2,1,16950,0,0.625,7821,97,0.672,0
5092,0,35,"F","College","$40K - $60K",4,1,2939,1865,0.932,2077,47,0.679,0.635
4854,0,42,"F","Graduate","Less than $40K",3,2,1853,0,0.846,4544,72,0.565,0
1900,1,41,"M","Graduate","$60K - $80K",5,2,5045,2080,0.738,2042,40,0.481,0.412
7157,0,36,"M","College","$80K - $120K",5,2,5821,764,0.688,5291,96,0.684,0.131
1945,0,55,"M","Post-Graduate","$60K - $80K",3,2,4998,1626,0.695,4329,61,0.694,0.325
3651,1,40,"M","Unknown","$60K - $80K",6,2,12283,0,0.413,1993,41,0.323,0
7532,0,49,"M","Uneducated","$80K - $120K",2,3,8561,915,0.637,7341,79,0.491,0.107
7379,0,41,"F","Graduate","Less than $40K",3,3,2069,1393,0.875,4962,70,0.75,0.673
4971,0,47,"M","High School","$60K - $80K",6,1,1943,1654,0.648,3392,70,0.591,0.851
7613,1,40,"M","Post-Graduate","$60K - $80K",6,3,18386,890,0.361,1698,43,0.483,0.048
5922,0,35,"F","Graduate","$40K - $60K",4,2,2523,1877,1.631,2005,50,1.174,0.744
150,0,60,"M","Uneducated","$60K - $80K",3,1,10264,2073,0.62,1685,45,0.364,0.202
5206,0,63,"M","High School","$80K - $120K",3,3,10257,1021,0.467,1508,30,0.429,0.1
6049,0,43,"M","Unknown","$40K - $60K",6,1,4402,1640,0.719,1774,46,1,0.373
6295,0,34,"M","College","$80K - $120K",3,1,24765,1999,1.013,1544,36,0.714,0.081
7391,0,46,"F","Post-Graduate","Less than $40K",4,2,2888,1641,0.976,3703,61,1.179,0.568
5152,1,27,"M","High School","$60K - $80K",2,3,13303,2517,0.929,10219,85,0.809,0.189
6330,0,49,"M","Doctorate","$40K - $60K",5,1,1438.3,0,0.562,3691,77,0.51,0
4704,1,39,"M","High School","$80K - $120K",2,1,8656,0,0.893,8056,89,0.935,0
8060,0,53,"F","Uneducated","$40K - $60K",1,3,2772,2414,0.805,5313,68,1.194,0.871
9965,0,45,"M","High School","$60K - $80K",4,1,17576,0,0.667,3494,67,0.718,0
8048,0,43,"M","College","$60K - $80K",5,2,19044,0,0.721,1780,44,0.76,0
1925,0,64,"F","Unknown","$40K - $60K",6,3,2895,2517,0.322,1541,37,0.609,0.869
8357,1,41,"F","Graduate","Less than $40K",6,2,1655,0,0.496,2156,37,0.194,0
1534,0,45,"F","Graduate","Less than $40K",5,3,5371,1499,0.737,3282,66,0.65,0.279
4912,0,51,"F","Unknown","Less than $40K",3,2,6006,1576,0.504,3199,65,0.548,0.262
1610,0,49,"F","High School","Less than $40K",5,3,2574,1555,0.583,4134,62,0.55,0.604
3087,0,38,"F","Uneducated","Less than $40K",3,3,3590,1924,0.573,1472,37,0.762,0.536
4121,0,44,"M","Graduate","$80K - $120K",4,3,26856,0,0.581,4222,75,0.471,0
1258,1,53,"F","High School","Less than $40K",3,3,1438.3,0,0.387,1587,42,0.448,0
2007,1,59,"F","Post-Graduate","$40K - $60K",1,4,1438.3,0,1.038,689,23,0.353,0
1090,0,56,"F","Unknown","Less than $40K",6,2,1971,922,0.762,4827,84,0.867,0.468
3669,1,44,"F","Graduate","Less than $40K",3,2,3101,0,0.66,2512,37,0.37,0
7983,0,55,"M","Post-Graduate","$80K - $120K",5,3,9959,1890,1.043,2041,45,0.875,0.19
2452,0,59,"M","College","$40K - $60K",6,3,7251,1603,0.591,1300,36,0.8,0.221
2398,0,54,"M","Unknown","$80K - $120K",6,2,30011,1232,0.944,1676,41,0.783,0.041
8000,0,53,"F","High School","Unknown",3,1,7469,1294,0.869,15212,124,0.746,0.173
4164,0,50,"M","Post-Graduate","$80K - $120K",6,1,9873,1276,0.791,4613,82,0.745,0.129
1167,0,55,"M","Graduate","$120K +",2,2,34516,2443,0.827,8765,105,0.721,0.071
8631,0,63,"M","Unknown","$60K - $80K",5,4,25502,1450,0.797,4323,81,0.688,0.057
4962,0,40,"M","Unknown","Less than $40K",5,3,1438.3,860,0.79,4655,82,0.864,0.598
2379,0,38,"F","Graduate","Less than $40K",6,2,2699,564,0.683,4813,78,0.814,0.209
8417,0,44,"M","Graduate","$60K - $80K",2,2,2758,461,0.58,4244,96,0.778,0.167
1712,0,51,"F","Graduate","Less than $40K",5,3,1571,0,0.89,4580,74,1.056,0
6701,0,47,"F","Unknown","Less than $40K",4,2,1738,0,1.124,2572,62,0.938,0
1668,0,40,"F","Graduate","Less than $40K",5,1,2694,1833,1.044,3366,56,1.074,0.68
8040,0,47,"M","Uneducated","$60K - $80K",4,1,9300,769,0.68,3651,67,0.718,0.083
3794,1,47,"F","College","Less than $40K",6,3,1781,0,0.693,2196,35,0.75,0
2207,1,49,"F","Graduate","Less than $40K",2,3,11059,0,0.99,9524,80,0.905,0
8321,0,37,"M","Uneducated","Unknown",5,3,7147,1424,0.821,2539,50,1.273,0.199
7092,0,34,"F","Doctorate","Less than $40K",3,3,1438.3,0,0.892,3044,91,0.896,0
4251,0,41,"F","High School","Less than $40K",6,2,4953,991,0.342,4183,67,0.489,0.2
4833,0,51,"F","High School","Less than $40K",2,1,5625,1640,0.893,7890,75,0.875,0.292
4654,0,39,"F","Graduate","Less than $40K",5,3,8325,2048,0.92,14571,91,0.655,0.246
591,1,56,"F","Graduate","Unknown",3,3,10016,1872,0.735,2804,37,0.542,0.187
6115,0,39,"F","Doctorate","Less than $40K",6,4,2001,1430,0.555,4509,69,0.683,0.715
2298,0,51,"M","Unknown","$80K - $120K",4,3,3554,1563,0.893,3640,59,0.735,0.44
6221,0,47,"M","Unknown","$60K - $80K",3,2,13867,0,0.659,4297,68,0.744,0
1984,1,53,"F","Doctorate","Unknown",1,2,1438.3,0,0.644,807,22,0.692,0
921,0,29,"F","Uneducated","Less than $40K",2,1,2832,1819,0.674,4761,75,0.744,0.642
3459,0,56,"F","Uneducated","Less than $40K",4,1,3652,1351,0.836,1561,39,0.625,0.37
2082,0,44,"M","Graduate","$60K - $80K",3,3,10534,0,0.985,3456,72,0.636,0
6737,0,49,"F","Unknown","Less than $40K",5,3,3261,814,0.85,4739,89,0.712,0.25
6756,0,51,"M","College","$80K - $120K",3,3,21543,0,0.53,3928,82,0.64,0
9330,0,49,"M","Uneducated","Less than $40K",6,1,7232,1830,1.002,4337,71,0.543,0.253
9629,0,45,"F","Unknown","Less than $40K",3,2,3682,0,0.797,4015,77,0.51,0
668,1,52,"F","Graduate","Less than $40K",5,3,2566,1079,0.554,2340,36,0.5,0.42
6668,0,48,"M","Graduate","$60K - $80K",4,5,14951,1413,0.784,3899,68,1.061,0.095
6686,0,42,"F","Graduate","Less than $40K",3,2,2555,1587,1.088,4193,79,0.881,0.621
7485,0,38,"F","Doctorate","Less than $40K",4,2,4002,1402,0.579,2114,53,0.514,0.35
10034,1,38,"M","College","$60K - $80K",6,3,12050,1821,0.63,2381,40,0.481,0.151
1066,1,47,"M","Graduate","$40K - $60K",2,3,9080,2174,0.653,2098,46,0.586,0.239
972,0,48,"F","Graduate","Less than $40K",3,2,3117,1603,1.167,1437,37,0.609,0.514
6780,1,55,"M","High School","$60K - $80K",2,2,1438.3,0,1.037,888,18,1.25,0
5472,0,48,"F","Doctorate","Unknown",6,1,2845,919,0.652,2635,43,1.263,0.323
5144,0,57,"F","High School","Less than $40K",4,1,2454,1610,1.036,4983,79,0.795,0.656
4031,0,28,"F","Graduate","Less than $40K",4,1,2543,1156,0.641,3864,64,0.684,0.455
57,0,35,"M","High School","$40K - $60K",3,3,2967,1843,0.681,1673,58,0.526,0.621
6404,1,41,"F","Graduate","$40K - $60K",5,2,2990,1828,0.488,2265,41,0.414,0.611
2806,0,42,"M","Uneducated","$120K +",3,4,34516,2070,0.88,13781,102,0.545,0.06
6431,0,58,"M","Graduate","$120K +",6,2,31680,1812,0.483,1121,25,0.562,0.057
1847,0,51,"M","Post-Graduate","$80K - $120K",4,2,4830,1970,0.799,4850,80,0.633,0.408
4375,1,46,"F","Graduate","Less than $40K",2,2,8551,1067,0.931,1097,32,0.778,0.125
9537,0,42,"M","Doctorate","$80K - $120K",6,1,4728,1386,0.756,4077,70,0.628,0.293
5346,0,58,"M","Uneducated","$80K - $120K",6,3,3785,1935,1.558,1824,49,1.45,0.511
3045,0,46,"F","College","$40K - $60K",6,1,3276,1915,0.672,4264,76,0.617,0.585
3858,0,64,"F","Graduate","Less than $40K",5,3,6663,765,1.129,4583,78,0.857,0.115
6355,0,41,"M","High School","$80K - $120K",4,3,27756,1789,0.75,994,24,0.846,0.064
5325,1,46,"F","High School","Unknown",4,3,29543,1164,0.717,1015,27,0.35,0.039
2038,0,42,"M","Post-Graduate","$40K - $60K",3,3,2533,1126,0.788,3436,74,0.574,0.445
4918,0,62,"F","Uneducated","Less than $40K",6,1,12590,931,1.068,4182,78,0.696,0.074
4391,0,42,"F","Uneducated","Unknown",5,5,4708,0,0.718,4597,89,0.679,0
3828,0,42,"F","Graduate","Less than $40K",4,2,2797,1943,0.899,4917,66,0.784,0.695
7201,0,51,"F","Unknown","Less than $40K",1,2,7098,1829,0.557,13139,102,0.789,0.258
1743,0,57,"F","Unknown","Less than $40K",3,1,2159,1004,0.603,1353,30,0.111,0.465
9460,0,34,"F","High School","Unknown",2,2,32056,1668,0.771,12595,106,0.683,0.052
1728,0,37,"F","Graduate","$40K - $60K",4,3,1920,0,0.688,4715,81,0.841,0
4800,1,33,"F","Uneducated","$40K - $60K",4,2,1843,1293,0.349,2077,61,0.694,0.702
3393,0,50,"M","High School","$80K - $120K",2,2,34516,0,0.627,15059,118,0.735,0
2803,0,49,"M","Graduate","$80K - $120K",2,2,9959,2216,0.747,15139,90,0.837,0.223
8956,1,39,"F","Graduate","Unknown",3,2,1575,592,0.236,644,15,0.154,0.376
3424,0,50,"F","Uneducated","Less than $40K",6,2,4204,499,0.635,4740,67,0.523,0.119
4384,0,50,"F","Graduate","Less than $40K",5,2,3510,1881,0.66,3808,81,0.884,0.536
3410,0,56,"F","Uneducated","Unknown",5,2,5261,1966,0.672,4448,86,0.792,0.374
5307,0,30,"F","Graduate","Less than $40K",3,1,3213,2517,1.275,2666,46,1,0.783
8210,0,53,"F","College","Unknown",3,2,4941,1867,0.73,5104,87,0.851,0.378
6759,0,36,"M","College","$60K - $80K",5,3,4511,754,0.905,2597,71,0.919,0.167
1050,0,38,"F","Uneducated","Unknown",2,3,5666,1393,0.84,5015,90,0.915,0.246
3400,0,53,"F","College","Less than $40K",1,3,1665,964,1.049,4881,75,0.923,0.579
2077,0,37,"F","College","Less than $40K",2,1,2939,1388,0.69,5076,84,0.826,0.472
5521,0,42,"F","Uneducated","Unknown",5,1,4568,2025,0.849,4869,85,0.848,0.443
8828,0,59,"F","College","$40K - $60K",3,2,1438.3,0,0.896,4457,79,0.927,0
2285,0,35,"F","High School","Unknown",5,3,4588,2517,1.525,2442,62,0.632,0.549
4415,0,48,"M","Graduate","$80K - $120K",6,3,12882,1402,0.783,4407,84,0.647,0.109
3886,0,49,"F","Uneducated","$40K - $60K",2,1,7045,1293,0.628,7381,98,0.607,0.184
7525,0,47,"M","High School","$40K - $60K",3,2,16138,1249,1.01,1198,33,0.833,0.077
8840,1,47,"F","Graduate","Less than $40K",5,3,7246,0,0.612,777,13,0.625,0
1782,0,63,"F","Graduate","Less than $40K",5,2,2689,2101,0.416,1188,35,0.75,0.781
3271,0,45,"F","College","Less than $40K",6,1,5923,1686,0.702,1236,35,0.591,0.285
3705,0,44,"F","College","Less than $40K",4,2,8128,1846,0.857,1224,32,0.778,0.227
3760,1,56,"F","High School","Unknown",5,2,3674,2517,0.854,2608,45,0.731,0.685
3583,0,49,"M","Graduate","$120K +",3,2,34516,0,0.507,1106,31,0.938,0
4538,0,44,"F","Unknown","Less than $40K",6,2,1724,0,0.669,4768,80,0.86,0
9285,1,60,"M","Uneducated","Less than $40K",1,3,3316,0,0.372,1684,19,0.188,0
9371,0,41,"M","Graduate","$40K - $60K",2,3,8919,1723,0.848,13719,96,0.714,0.193
1132,0,38,"F","Graduate","Less than $40K",4,3,1860,0,0.992,1731,29,0.611,0
744,0,26,"M","Graduate","Unknown",6,1,21084,2517,0.763,2309,71,0.543,0.119
7215,0,56,"M","High School","$40K - $60K",5,2,3295,2002,0.599,1191,34,0.545,0.608
6113,0,45,"F","Graduate","Less than $40K",4,1,8829,901,0.825,1902,45,0.667,0.102
2635,1,51,"F","Uneducated","Unknown",3,3,3664,0,0.839,1168,31,0.409,0
2439,0,63,"F","Unknown","Less than $40K",5,2,1438.3,0,0.923,3383,61,1.103,0
9112,0,37,"M","Graduate","Less than $40K",2,2,3079,1267,0.65,14540,104,0.552,0.411
10020,0,47,"M","Post-Graduate","Unknown",2,1,33184,855,0.728,7190,93,0.525,0.026
6124,0,46,"F","High School","Less than $40K",3,3,2283,1020,0.944,3687,68,1.125,0.447
52,0,46,"F","College","$40K - $60K",4,1,2423,429,0.625,4717,80,0.739,0.177
9778,1,51,"M","Graduate","$80K - $120K",4,3,34516,2201,0.978,8614,63,0.75,0.064
993,0,33,"M","Post-Graduate","$80K - $120K",4,3,2946,1359,0.746,2017,48,0.455,0.461
8541,0,56,"M","High School","$120K +",6,2,23362,1453,0.848,15399,116,0.841,0.062
5374,0,49,"F","Uneducated","Less than $40K",6,3,2468,0,1.057,3371,62,0.676,0
8255,0,42,"F","Graduate","$40K - $60K",6,2,4008,1636,0.637,1395,43,0.955,0.408
4498,0,52,"M","Graduate","$120K +",6,2,34516,1230,0.608,2100,38,0.407,0.036
678,0,57,"F","Post-Graduate","$40K - $60K",5,4,7226,1689,0.83,3474,67,0.763,0.234
5948,0,51,"F","High School","Less than $40K",5,2,4038,1237,0.61,4188,68,0.545,0.306
9047,0,54,"M","Graduate","$80K - $120K",4,2,29200,1310,1.092,3042,73,1.028,0.045
7483,0,47,"M","Graduate","$80K - $120K",3,2,2158,1170,0.73,4421,89,0.679,0.542
6099,1,57,"M","Graduate","$120K +",3,5,8760,0,0.726,2460,39,0.56,0
8356,0,38,"M","Unknown","$60K - $80K",3,3,6692,2037,0.401,1468,36,0.241,0.304
6583,0,40,"F","High School","Less than $40K",6,3,4712,0,0.84,4216,82,0.64,0
4362,0,58,"F","Graduate","$40K - $60K",3,3,1996,1850,0.952,3421,55,0.719,0.927
3315,0,49,"F","Uneducated","Less than $40K",5,3,1438.3,0,0.929,4205,88,0.66,0
8659,0,54,"M","High School","$120K +",5,3,3251,1919,0.56,1406,31,0.24,0.59
8274,0,43,"M","Graduate","$120K +",3,1,34516,2129,0.587,1463,38,0.583,0.062
7936,0,45,"F","Graduate","Unknown",1,2,4348,1830,1.036,4293,66,0.692,0.421
7581,0,43,"F","Unknown","Less than $40K",4,3,10466,2080,0.648,4116,64,0.684,0.199
5845,0,40,"F","Graduate","Unknown",3,1,1829,1140,0.325,1610,49,0.4,0.623
713,0,59,"M","College","$40K - $60K",4,2,5042,1002,1.108,2897,62,0.632,0.199
4435,1,49,"M","Graduate","$120K +",3,4,8136,2517,0.674,2179,40,0.429,0.309
5608,1,55,"M","Uneducated","$60K - $80K",3,2,2323,0,0.737,804,15,0.5,0
8033,0,56,"M","Graduate","$60K - $80K",6,3,6735,2289,0.661,1249,28,0.75,0.34
7931,0,31,"F","Uneducated","Less than $40K",4,3,4712,955,0.855,2568,62,0.59,0.203
2525,0,54,"F","Post-Graduate","Unknown",4,1,2876,1267,0.617,4302,74,0.51,0.441
8372,0,39,"M","Graduate","$60K - $80K",6,3,13049,943,0.686,3944,72,0.674,0.072
5587,0,44,"F","High School","Less than $40K",5,3,4135,1606,0.734,3334,56,0.6,0.388
2001,0,50,"M","College","$80K - $120K",4,3,5856,2007,0.727,4916,87,0.642,0.343
869,0,50,"M","Graduate","$120K +",1,3,4607,0,0.898,4793,88,0.63,0
3628,0,38,"F","Uneducated","Less than $40K",5,1,4345,838,0.593,4770,62,0.722,0.193
4430,1,47,"M","Uneducated","Unknown",3,3,18873,0,0.636,2021,38,0.52,0
8502,0,43,"F","Graduate","Less than $40K",5,4,8919,2231,0.562,3923,73,1.028,0.25
6492,0,48,"F","Post-Graduate","Unknown",2,1,7469,2474,0.674,8213,86,0.623,0.331
1378,0,40,"F","High School","$40K - $60K",5,2,2822,2182,0.768,5371,93,0.824,0.773
7344,0,46,"M","Unknown","$80K - $120K",6,3,18578,1385,0.565,1606,54,0.421,0.075
10024,0,54,"F","Unknown","Unknown",1,3,3723,1728,0.595,8554,99,0.678,0.464
214,0,43,"F","College","Less than $40K",5,1,2304,1589,0.872,1273,36,0.895,0.69
10031,0,51,"F","Graduate","Unknown",4,3,2002,1248,0.502,1585,40,0.905,0.623
9318,0,35,"M","Post-Graduate","$80K - $120K",5,3,34516,1872,1.068,2227,61,1.103,0.054
8224,0,48,"F","Uneducated","Less than $40K",4,3,2991,1508,0.703,3734,64,0.882,0.504
1665,0,34,"M","Graduate","$80K - $120K",6,2,7567,1776,1.275,2361,45,0.875,0.235
8295,0,51,"M","Uneducated","$120K +",4,1,23898,0,0.486,3781,66,0.61,0
1432,0,65,"F","Graduate","Unknown",3,3,2025,1701,0.628,4056,71,0.578,0.84
9738,0,42,"F","Graduate","Less than $40K",5,1,3308,2517,0.543,5104,85,0.545,0.761
4757,0,50,"F","College","Less than $40K",3,2,3462,1817,0.717,4635,65,0.711,0.525
4146,0,47,"F","High School","Less than $40K",4,2,4255,1681,0.65,3453,72,0.5,0.395
8465,0,49,"F","Uneducated","Less than $40K",6,2,2182,1722,0.937,5377,86,0.654,0.789
8693,1,53,"M","High School","$80K - $120K",2,2,34516,0,0.534,6361,74,1.114,0
4358,0,51,"F","Uneducated","Less than $40K",3,3,2238,1300,1.071,4508,79,0.756,0.581
2739,1,54,"F","Unknown","Less than $40K",4,3,1438.3,0,0.72,2145,41,0.519,0
6509,0,47,"M","Graduate","$120K +",6,2,34516,933,0.946,1804,32,0.6,0.027
6086,0,40,"F","Uneducated","Less than $40K",5,2,3140,2183,0.58,5109,78,0.733,0.695
5533,0,37,"F","High School","Less than $40K",5,1,4138,0,1.168,2420,50,0.613,0
8302,0,41,"F","Uneducated","Less than $40K",5,3,7764,621,0.67,3955,72,0.756,0.08
4878,0,34,"M","Graduate","$60K - $80K",5,2,2501,1909,0.956,1850,34,1.125,0.763
541,0,53,"M","High School","$80K - $120K",6,2,8154,996,0.594,1379,26,1,0.122
2661,0,53,"F","Uneducated","$40K - $60K",5,2,1438.3,0,0.743,2118,64,0.455,0
7536,0,49,"F","High School","Unknown",6,2,15704,0,0.924,4253,91,0.685,0
9978,0,58,"M","Unknown","$60K - $80K",3,1,2347,2163,0.615,1631,40,0.29,0.922
8618,0,44,"M","High School","$80K - $120K",3,2,2509,1464,1.25,3166,72,0.946,0.583
5217,0,43,"F","Uneducated","Less than $40K",5,3,3006,879,0.759,5125,87,0.74,0.292
9617,0,52,"M","Unknown","$120K +",4,1,3614,0,0.671,4561,82,0.907,0
5250,1,54,"F","Graduate","$40K - $60K",2,2,1779,0,0.856,2660,41,0.323,0
4020,1,45,"F","Uneducated","Unknown",3,3,4028,710,0.731,791,22,0.833,0.176
6729,0,44,"M","High School","$60K - $80K",4,3,14370,945,0.557,4510,79,0.646,0.066
3798,0,43,"M","College","$80K - $120K",6,1,1669,0,0.698,3591,59,0.788,0
589,0,39,"F","Graduate","$40K - $60K",4,2,1947,1160,1.227,4496,71,1.29,0.596
2386,0,44,"M","Doctorate","$120K +",5,1,7567,2496,0.709,4076,60,0.579,0.33
6450,0,49,"F","Unknown","$40K - $60K",6,1,2147,1402,0.612,4240,69,0.683,0.653
5022,0,39,"M","High School","$80K - $120K",2,1,17978,1820,0.85,15657,114,0.81,0.101
4802,0,57,"M","Graduate","$80K - $120K",6,3,6248,1493,0.597,4664,60,0.579,0.239
3043,1,51,"F","Graduate","$40K - $60K",3,1,1495,0,0.528,2220,50,0.562,0
3136,0,56,"F","Doctorate","Unknown",4,2,11281,2118,0.534,1255,30,0.304,0.188
9083,0,65,"M","Graduate","$40K - $60K",3,2,13921,1201,0.556,4351,75,0.923,0.086
278,0,46,"F","Graduate","Less than $40K",1,1,5785,2130,0.813,7950,86,0.593,0.368
3870,0,44,"F","High School","Less than $40K",6,1,2288,1505,0.788,4396,68,0.659,0.658
2141,0,40,"M","High School","$80K - $120K",1,3,5238,2077,0.656,7321,73,0.659,0.397
4979,1,42,"F","Graduate","$40K - $60K",6,2,1451,599,0.752,2192,35,0.458,0.413
6600,0,46,"M","Graduate","$60K - $80K",4,2,9451,1280,0.681,3179,79,0.975,0.135
5696,0,50,"F","Graduate","Less than $40K",1,2,2167,988,0.619,7199,83,0.729,0.456
3242,0,47,"M","High School","$60K - $80K",1,1,1983,989,0.726,5065,80,0.667,0.499
836,0,39,"F","Uneducated","Less than $40K",5,3,2062,1302,0.631,3785,63,0.75,0.631
3544,0,54,"F","High School","Less than $40K",1,1,3173,1822,0.801,4883,71,0.614,0.574
2233,0,40,"M","Post-Graduate","$120K +",4,2,7464,2517,0.9,4348,62,0.879,0.337
3238,0,49,"M","Unknown","$80K - $120K",1,2,26882,1673,0.691,7409,89,0.534,0.062
4270,1,59,"M","Graduate","$60K - $80K",2,4,6224,0,0.801,8291,69,1.029,0
971,0,54,"F","Graduate","Unknown",3,2,3805,821,0.807,4326,67,0.811,0.216
7042,0,38,"M","Unknown","$60K - $80K",4,2,26437,681,1.021,2167,57,0.727,0.026
305,0,42,"F","Unknown","Unknown",6,1,15648,0,0.731,13784,88,0.913,0
3186,0,46,"M","High School","$40K - $60K",3,2,8285,1359,0.634,7205,84,0.826,0.164
5474,0,45,"F","Uneducated","$40K - $60K",1,1,3918,2070,0.76,4700,69,0.643,0.528
7181,0,61,"M","Uneducated","$120K +",4,3,24172,2517,0.424,1658,27,0.5,0.104
9757,0,58,"M","Unknown","$60K - $80K",6,2,20410,1196,0.726,3525,78,0.733,0.059
1803,0,50,"M","Unknown","$80K - $120K",3,3,6030,1315,0.623,3420,81,0.841,0.218
3300,1,54,"F","Graduate","Less than $40K",3,5,1438.3,0,0.647,1603,39,0.444,0
96,1,44,"M","High School","$120K +",2,3,7793,2270,0.945,8260,54,0.5,0.291
2868,0,50,"F","Graduate","Unknown",5,2,4846,2490,0.788,3724,61,0.605,0.514
8991,0,57,"M","College","$80K - $120K",6,3,14270,0,0.398,1222,37,0.423,0
2903,1,50,"M","High School","$120K +",6,4,13709,813,0.65,2511,40,0.6,0.059
9422,0,46,"M","Graduate","$120K +",6,2,2016,797,1.108,3772,62,0.879,0.395
8732,0,55,"F","Graduate","Less than $40K",4,3,3968,1374,0.703,4641,65,0.711,0.346
196,0,39,"F","High School","Less than $40K",6,2,1578,760,0.709,2017,43,0.955,0.482
2855,0,42,"F","Unknown","Less than $40K",5,3,3200,1733,0.909,5026,79,0.837,0.542
1462,0,34,"F","High School","$40K - $60K",6,1,2432,851,0.873,4760,69,0.917,0.35
652,0,41,"F","High School","Less than $40K",2,2,2601,1861,0.794,5111,83,0.66,0.715
2983,0,35,"M","High School","$60K - $80K",5,2,6391,2317,0.831,2274,61,1.033,0.363
5053,0,41,"F","Uneducated","Less than $40K",5,1,2490,627,0.345,1391,45,0.364,0.252
9467,0,50,"M","Graduate","$80K - $120K",4,3,34516,1542,0.869,1770,65,0.585,0.045
599,0,39,"F","Graduate","$40K - $60K",5,1,2575,1424,0.543,1487,33,0.737,0.553
862,0,49,"M","Graduate","$60K - $80K",5,1,4854,1212,0.308,3651,70,0.556,0.25
6008,0,53,"M","Graduate","$80K - $120K",3,2,2492,1668,0.651,1606,32,0.882,0.669
1969,0,60,"M","Graduate","$60K - $80K",3,1,9033,845,0.663,1661,35,0.4,0.094
516,0,65,"F","High School","Less than $40K",3,3,4010,1504,0.766,3807,61,0.564,0.375
10019,0,27,"M","High School","$60K - $80K",5,2,2730,1351,0.623,2319,61,0.743,0.495
7352,0,51,"M","Unknown","$120K +",6,1,34516,2264,1.975,1330,31,0.722,0.066
5846,0,41,"M","Unknown","$60K - $80K",3,1,2888,1676,0.534,3798,58,0.812,0.58
212,0,42,"M","Graduate","$60K - $80K",2,2,6280,2181,0.795,14109,92,0.878,0.347
1621,0,43,"F","Graduate","$40K - $60K",5,1,7135,1164,1.127,3746,81,1.189,0.163
5989,0,29,"M","Graduate","Less than $40K",6,2,2827,1430,0.885,1608,30,1.308,0.506
7732,0,45,"F","Uneducated","Less than $40K",1,1,3335,2238,0.644,5321,78,0.95,0.671
5246,0,52,"M","Doctorate","$60K - $80K",6,2,5376,804,0.51,4511,74,0.682,0.15
7407,1,48,"M","Unknown","$80K - $120K",2,3,4806,1357,0.573,1771,35,0.346,0.282
3508,0,38,"M","High School","$60K - $80K",4,3,26556,1583,0.694,3168,73,0.738,0.06
1990,0,56,"M","College","$80K - $120K",3,3,34516,1477,1.234,2395,50,0.724,0.043
877,0,42,"F","Graduate","Less than $40K",4,6,4311,822,0.722,4965,94,0.541,0.191
5321,1,38,"F","Graduate","Less than $40K",2,3,2369,0,0.51,1924,48,0.548,0
409,0,47,"F","Post-Graduate","$40K - $60K",6,2,5624,1216,0.691,3843,66,1,0.216
9925,0,47,"F","Graduate","Less than $40K",6,1,2178,1455,1.001,5363,76,0.81,0.668
9352,0,44,"F","High School","Less than $40K",2,5,1552,1375,0.995,5064,80,0.905,0.886
2432,0,26,"M","College","Unknown",6,3,2347,0,0.863,2595,56,0.333,0
8456,0,49,"F","Graduate","Less than $40K",5,2,2608,2455,0.886,4776,85,0.889,0.941
8187,0,45,"M","Graduate","$60K - $80K",6,3,9106,2477,0.515,1239,33,0.737,0.272
5045,0,46,"M","High School","$60K - $80K",4,1,23642,2049,0.719,3139,54,0.636,0.087
6976,0,57,"M","Uneducated","$60K - $80K",6,4,8377,1211,0.813,1797,44,1.2,0.145
447,0,57,"M","Uneducated","$40K - $60K",5,3,12291,2289,0.685,1683,50,0.471,0.186
2239,0,59,"F","Post-Graduate","$40K - $60K",5,3,1944,1346,1.052,1960,57,0.727,0.692
5759,0,36,"M","Uneducated","$80K - $120K",4,1,34516,774,0.989,3030,74,0.805,0.022
1328,0,46,"M","College","$120K +",6,3,1438.3,0,0.681,4833,69,0.769,0
4295,0,44,"F","Unknown","Unknown",4,2,5791,0,0.645,4556,67,0.861,0
397,0,50,"M","Graduate","$120K +",3,2,34516,1023,1.004,1064,13,0.625,0.03
5211,0,55,"M","Graduate","$80K - $120K",4,3,2663,1784,0.785,4317,81,0.929,0.67
8019,0,46,"F","College","Less than $40K",6,1,1852,1428,0.795,4486,61,0.848,0.771
5763,1,34,"F","Graduate","Less than $40K",1,2,1666,0,0.713,2312,35,0.25,0
537,0,37,"M","Doctorate","$60K - $80K",1,3,7539,0,1.023,15293,129,0.743,0
5957,0,51,"M","Unknown","$80K - $120K",3,1,4546,0,0.651,3739,53,0.963,0
8698,0,55,"M","Graduate","Less than $40K",3,5,15987,0,0.82,15853,117,0.56,0
5315,1,50,"M","Graduate","$120K +",5,3,34516,0,0.321,1480,37,0.276,0
2707,0,34,"M","Graduate","$80K - $120K",6,4,4670,0,0.883,2256,56,0.6,0
1488,0,59,"F","Post-Graduate","Less than $40K",6,2,2759,2481,0.588,5037,84,0.68,0.899
4600,0,45,"F","Graduate","Unknown",2,2,4146,2027,0.74,4323,64,0.684,0.489
3610,0,53,"F","Graduate","Less than $40K",6,4,2266,0,0.565,3634,66,0.65,0
4570,0,27,"M","Graduate","$40K - $60K",2,3,10284,787,0.739,13355,92,0.84,0.077
3254,0,42,"M","High School","$40K - $60K",6,2,2793,1661,1.117,3247,69,0.865,0.595
9852,0,48,"M","High School","$40K - $60K",5,0,17657,2018,0.55,1682,39,0.95,0.114
1553,0,43,"M","Graduate","$120K +",3,2,22906,1132,0.942,3204,64,0.73,0.049
8301,0,37,"F","Unknown","Less than $40K",6,1,2140,0,0.602,4610,65,1.321,0
9269,0,46,"F","High School","Less than $40K",5,5,3322,2517,0.789,3913,86,0.911,0.758
1721,0,49,"M","Uneducated","$60K - $80K",1,3,3599,0,0.738,13324,110,0.594,0
6959,0,43,"M","Uneducated","$40K - $60K",5,4,9449,1914,0.87,4658,93,0.722,0.203
6197,1,47,"M","Uneducated","$60K - $80K",3,2,1659,1544,0.408,1920,39,0.345,0.931
3744,0,56,"F","High School","$40K - $60K",3,2,2610,1988,0.576,4127,69,0.533,0.762
9817,0,53,"M","Post-Graduate","$80K - $120K",4,2,29205,1208,0.957,1556,43,1.048,0.041
2326,1,47,"F","Post-Graduate","Unknown",4,4,6451,0,0.706,2400,43,0.433,0
5623,0,38,"M","Graduate","$40K - $60K",1,3,10486,1544,0.716,4042,77,0.925,0.147
8405,0,56,"M","Unknown","$60K - $80K",3,3,4058,793,0.758,15865,105,0.667,0.195
1263,0,53,"M","High School","$120K +",6,3,3401,1713,0.773,1924,54,0.317,0.504
4567,0,48,"F","College","Less than $40K",4,3,3745,2517,0.672,4550,78,0.857,0.672
4548,0,44,"M","Uneducated","$120K +",2,1,34516,1421,0.744,14465,114,0.754,0.041
760,0,58,"M","College","$80K - $120K",6,3,26108,1146,0.476,3677,70,0.892,0.044
7816,0,50,"M","College","$60K - $80K",5,3,5965,688,0.673,3382,58,1.071,0.115
7865,0,60,"F","College","Less than $40K",5,1,1438.3,738,0.782,1226,33,0.571,0.513
9060,0,53,"F","Graduate","Unknown",4,2,6074,0,0.697,4303,77,0.674,0
7475,0,36,"M","Unknown","$40K - $60K",3,6,8436,2517,0.807,2627,63,1.032,0.298
7998,1,37,"M","College","$80K - $120K",3,4,11638,926,0.262,563,15,0.364,0.08
6033,0,42,"F","Uneducated","Less than $40K",4,1,1438.3,860,0.761,4754,79,0.837,0.598
8935,0,37,"M","Doctorate","$80K - $120K",4,1,34516,0,0.711,2681,55,0.618,0
8363,0,38,"M","Graduate","$80K - $120K",3,3,2155,1290,0.718,3781,61,0.906,0.599
7111,0,45,"F","College","$40K - $60K",6,3,2901,2384,0.717,3835,78,0.592,0.822
6472,0,57,"F","High School","Less than $40K",6,2,3101,1257,0.416,1681,32,0.524,0.405
3642,0,41,"M","High School","$80K - $120K",3,5,33472,2517,0.633,4719,70,0.667,0.075
7274,0,40,"F","Unknown","Less than $40K",6,1,2594,2159,0.792,3872,71,0.511,0.832
9333,0,49,"M","Graduate","Less than $40K",3,3,2976,1817,0.739,3332,60,0.667,0.611
859,0,43,"F","High School","$40K - $60K",3,3,4902,2517,0.982,4508,69,0.643,0.513
3208,0,49,"M","High School","$60K - $80K",5,2,3906,0,1.214,1756,32,1,0
9329,0,46,"F","Uneducated","Less than $40K",5,1,2228,1449,0.61,4382,83,0.694,0.65
2512,0,40,"F","Unknown","Less than $40K",6,1,2348,1061,1.062,1901,27,1.25,0.452
3521,0,39,"M","Uneducated","Less than $40K",3,3,4683,2514,0.58,2010,45,0.731,0.537
9276,1,52,"M","Graduate","$80K - $120K",4,3,34516,751,0.357,5806,40,0.429,0.022
4733,0,52,"M","High School","$60K - $80K",5,1,24287,1676,0.506,5495,69,0.816,0.069
9731,0,38,"M","Uneducated","Less than $40K",6,2,1438.3,0,0.945,2412,58,0.657,0
2224,0,42,"F","Uneducated","Unknown",4,1,8348,0,0.695,15905,111,0.708,0
5734,0,44,"M","Unknown","$40K - $60K",4,2,2534,1706,0.793,3965,57,1.111,0.673
9823,0,35,"F","Doctorate","Unknown",1,1,12287,770,0.612,4601,65,0.757,0.063
9538,0,48,"M","High School","Less than $40K",4,3,8892,889,0.67,4900,89,0.745,0.1
9743,1,41,"F","Unknown","Less than $40K",5,3,1654,0,0.329,1730,30,0.364,0
4668,0,39,"F","Unknown","Less than $40K",6,1,2890,0,0.545,2040,36,0.44,0
3276,0,55,"M","Graduate","$80K - $120K",3,2,25878,1733,0.438,1777,54,0.862,0.067
8892,0,49,"F","Graduate","Less than $40K",5,3,2188,1067,0.618,4537,66,0.435,0.488
6070,1,46,"F","Post-Graduate","Less than $40K",3,2,1836,0,0.323,1799,28,0.167,0
3842,0,35,"M","Graduate","$120K +",4,3,14869,0,1.624,2753,48,1.087,0
4221,1,54,"M","Graduate","$80K - $120K",5,3,12342,0,0.431,1430,37,0.423,0
2243,0,56,"M","Uneducated","$120K +",3,2,6041,1355,0.685,1747,49,0.581,0.224
6037,0,46,"F","Uneducated","Unknown",3,2,6083,1716,0.618,4528,86,0.755,0.282
6940,0,40,"F","Unknown","Less than $40K",5,2,1768,1242,0.776,4439,65,0.806,0.702
2249,0,53,"M","Graduate","$80K - $120K",3,2,3924,2517,0.511,1417,30,0.667,0.641
1580,0,43,"F","Graduate","Less than $40K",5,2,3933,852,0.433,1489,45,0.324,0.217
3962,0,40,"M","High School","$80K - $120K",5,1,21617,0,1.047,1351,22,0.467,0
1322,0,50,"M","Uneducated","$40K - $60K",1,3,12458,1332,0.68,8752,95,0.863,0.107
3758,0,50,"F","College","Unknown",2,1,24735,2296,0.808,7910,95,0.557,0.093
6536,0,50,"M","Graduate","$120K +",6,2,8220,1015,1.063,4794,77,0.878,0.123
103,0,52,"M","Uneducated","$80K - $120K",5,2,2733,1306,0.791,1139,39,0.444,0.478
5313,0,48,"F","High School","Less than $40K",4,1,3716,0,0.886,4833,73,0.521,0
3695,0,45,"M","Graduate","Less than $40K",2,1,12695,1613,0.852,8328,94,0.843,0.127
5765,0,47,"F","Unknown","Unknown",1,3,24987,824,0.691,3995,64,0.561,0.033
207,0,48,"M","Uneducated","$40K - $60K",1,3,3202,2517,0.597,4675,88,0.692,0.786
7797,1,62,"M","Post-Graduate","$60K - $80K",4,5,28229,287,0.594,2281,45,0.552,0.01
6284,0,47,"M","High School","$120K +",3,1,27858,1314,0.676,1772,53,0.559,0.047
1154,0,57,"M","Graduate","$120K +",5,3,32676,2134,0.797,3990,88,0.76,0.065
7685,0,40,"M","High School","$40K - $60K",1,3,7566,1618,0.72,7570,88,0.544,0.214
9996,0,35,"M","Graduate","$60K - $80K",5,1,7453,0,0.712,1691,47,0.516,0
2748,0,46,"M","Doctorate","$80K - $120K",3,3,5106,1539,0.907,3784,74,0.609,0.301
5624,1,42,"F","Graduate","Less than $40K",2,3,1438.3,0,0.663,2418,48,0.778,0
6327,0,39,"M","College","$40K - $60K",1,1,4874,2317,0.854,7776,98,0.782,0.475
7071,0,59,"F","Uneducated","$40K - $60K",2,2,3720,1569,0.891,16208,129,0.792,0.422
7988,0,42,"M","Uneducated","$60K - $80K",4,2,8302,1294,0.558,3221,66,0.61,0.156
6248,0,49,"M","Graduate","$40K - $60K",4,2,4158,1889,0.872,15842,130,0.831,0.454
1778,0,51,"M","Uneducated","$120K +",1,3,10984,1429,0.751,7850,85,0.635,0.13
3875,0,47,"M","Graduate","$80K - $120K",2,1,11671,1304,0.491,4168,71,0.868,0.112
1673,0,51,"F","College","Less than $40K",3,3,4860,1772,0.561,4329,80,0.86,0.365
3065,0,46,"M","High School","$120K +",3,2,3659,1381,0.669,16252,112,0.623,0.377
6250,1,38,"F","High School","Less than $40K",3,3,1568,0,0.611,2812,59,0.788,0
8205,0,35,"F","High School","Unknown",2,3,4460,0,0.916,5473,79,0.756,0
2675,0,51,"M","Unknown","$80K - $120K",6,1,9854,1886,0.921,3912,76,0.949,0.191
3686,0,37,"F","Graduate","Less than $40K",6,2,6827,0,0.754,2621,49,0.815,0
5254,0,54,"F","Unknown","$40K - $60K",4,1,9231,1642,0.416,4676,68,0.659,0.178
1627,0,43,"M","Graduate","$60K - $80K",3,2,13193,1749,0.671,4071,64,0.73,0.133
2517,0,41,"M","Uneducated","$80K - $120K",1,3,7142,1917,0.727,7892,83,0.729,0.268
5496,0,39,"M","Unknown","$60K - $80K",6,2,5219,1826,1.011,1715,35,1.188,0.35
8654,0,43,"F","Unknown","$40K - $60K",5,2,2594,1686,0.624,4503,67,0.811,0.65
8886,0,57,"F","Post-Graduate","Less than $40K",2,2,3059,1744,0.614,7709,89,0.561,0.57
8519,0,50,"M","Graduate","$80K - $120K",6,2,1438.3,862,0.65,1391,40,0.212,0.599
1752,0,40,"M","High School","$80K - $120K",5,3,3624,0,0.74,4749,82,0.864,0
8252,0,32,"F","High School","Unknown",2,3,4251,2295,0.628,15574,115,0.797,0.54
3390,0,41,"M","College","$60K - $80K",6,1,5246,0,0.969,3189,56,0.556,0
2240,0,51,"M","Unknown","$60K - $80K",2,3,4248,1177,0.821,13958,116,0.785,0.277
3305,0,45,"M","High School","$80K - $120K",6,2,6366,1344,0.492,3258,58,0.758,0.211
7036,0,47,"F","Graduate","Less than $40K",3,3,3144,0,0.561,3774,80,0.818,0
7194,0,53,"F","High School","Less than $40K",1,2,3472,2517,0.75,4520,84,0.68,0.725
2087,0,47,"F","College","Less than $40K",6,2,4256,1084,0.63,1100,29,0.381,0.255
6224,0,38,"M","High School","$60K - $80K",4,1,5815,1698,0.896,1604,42,0.448,0.292
3033,0,44,"F","Graduate","Less than $40K",1,3,10877,1802,0.706,7974,90,0.731,0.166
2864,0,52,"F","High School","Unknown",5,3,9078,1194,0.745,4458,87,0.812,0.132
6068,0,39,"M","High School","Less than $40K",4,1,4423,1643,0.724,15467,112,0.623,0.371
7908,0,49,"F","College","$40K - $60K",6,2,2578,1590,0.657,4683,89,0.618,0.617
8694,0,56,"M","High School","$120K +",4,1,9257,0,0.722,4212,72,0.895,0
7389,0,47,"M","Graduate","$40K - $60K",2,3,2430,1657,0.659,8444,100,0.449,0.682
6716,0,37,"M","Graduate","$80K - $120K",4,4,34516,934,0.681,1768,52,0.576,0.027
5226,0,30,"F","High School","Less than $40K",3,2,3955,2352,0.779,16423,109,0.758,0.595
2702,0,45,"M","Unknown","$40K - $60K",2,2,5800,1434,0.715,8202,89,0.679,0.247
5722,0,37,"M","Graduate","$120K +",3,3,15017,1733,0.635,2076,58,0.487,0.115
6592,0,48,"F","Graduate","$40K - $60K",4,2,5724,582,0.817,4510,59,0.903,0.102
8517,0,54,"M","Unknown","$80K - $120K",4,2,12217,0,1.075,1110,21,0.75,0
5788,0,41,"F","Graduate","Less than $40K",2,2,1438.3,0,0.824,4897,96,0.778,0
5317,0,61,"M","Post-Graduate","$40K - $60K",5,1,5561,1434,1.423,1820,42,0.826,0.258
5329,0,49,"F","Uneducated","Less than $40K",5,1,2934,2381,0.762,3396,64,0.778,0.812
1898,0,46,"M","College","$60K - $80K",1,3,10074,1223,0.955,8256,99,0.623,0.121
4215,0,36,"F","Uneducated","$40K - $60K",5,2,2517,1336,0.755,5211,83,0.804,0.531
4981,0,26,"F","Unknown","Unknown",3,3,7595,1032,1.035,4080,72,0.8,0.136
4610,0,46,"F","Graduate","Less than $40K",4,2,1438.3,639,0.768,4427,85,0.735,0.444
4653,0,48,"M","Graduate","$40K - $60K",3,1,6223,2126,0.681,4518,79,0.795,0.342
1398,0,49,"M","Graduate","$80K - $120K",5,1,1963,1516,0.872,4150,75,0.744,0.772
682,1,51,"M","High School","$80K - $120K",2,3,28605,0,1.054,5524,67,0.718,0
9107,0,37,"M","Post-Graduate","$80K - $120K",6,3,2626,1736,0.786,4714,93,0.788,0.661
5772,0,44,"M","High School","$80K - $120K",5,3,22143,730,0.871,4263,62,0.632,0.033
2192,1,53,"M","Unknown","$120K +",3,3,34516,278,0.817,3029,49,0.4,0.008
6054,0,52,"F","Uneducated","$40K - $60K",5,2,2498,1650,0.673,4434,79,0.837,0.661
5813,1,49,"F","Graduate","Unknown",1,2,11025,0,0.501,1902,28,0.273,0
7917,0,54,"M","Uneducated","$80K - $120K",4,1,6249,2517,0.751,3988,68,0.789,0.403
9737,1,62,"F","High School","$40K - $60K",3,5,3807,2517,0.506,1739,36,0.5,0.661
189,0,53,"F","Uneducated","Less than $40K",5,1,2383,1516,0.857,4917,78,0.95,0.636
1684,0,32,"M","High School","$60K - $80K",6,1,2239,1338,0.567,2466,60,0.579,0.598
7965,0,37,"F","High School","Less than $40K",4,2,5723,1873,0.851,2732,63,0.853,0.327
1756,1,61,"F","High School","Unknown",3,2,3293,0,0.838,3121,56,0.867,0
5998,0,36,"M","Graduate","$60K - $80K",3,4,2789,1584,0.996,2688,60,0.714,0.568
6486,0,60,"F","Doctorate","Unknown",1,1,3803,1448,0.565,4575,78,0.592,0.381
3339,0,47,"F","Post-Graduate","Less than $40K",6,2,1790,0,0.516,4141,87,0.74,0
1760,1,42,"F","Graduate","Less than $40K",6,3,3413,0,0.593,2285,40,0.429,0
6566,0,45,"F","High School","Less than $40K",1,3,15987,2262,0.714,15513,127,0.649,0.141
6279,0,52,"M","Unknown","$80K - $120K",3,3,2757,1425,0.574,3992,76,1.054,0.517
1885,0,45,"F","High School","Less than $40K",6,2,2020,1103,0.942,4951,85,0.932,0.546
2649,1,48,"M","Post-Graduate","$40K - $60K",3,2,2954,931,0.575,2433,29,0.381,0.315
3498,0,51,"M","Graduate","$80K - $120K",6,2,11106,2107,0.948,1243,24,1,0.19
9017,0,29,"M","High School","$40K - $60K",3,1,1438.3,0,0.742,2144,41,0.577,0
223,1,59,"F","Doctorate","Less than $40K",6,4,2302,0,0.52,2256,40,0.667,0
5127,0,46,"F","Graduate","Less than $40K",3,3,1485,736,0.622,4198,65,0.912,0.496
1696,0,40,"F","College","Unknown",2,3,2321,1190,0.736,5149,98,0.661,0.513
3567,0,53,"F","High School","Less than $40K",4,1,1904,886,0.695,4798,85,0.809,0.465
9728,1,45,"M","Unknown","$80K - $120K",2,2,34516,1964,0.624,2234,49,0.361,0.057
6161,0,51,"F","College","Less than $40K",6,2,1936,0,0.705,4072,72,0.756,0
2869,0,39,"M","Graduate","$80K - $120K",5,4,5140,2517,0.876,1842,36,0.714,0.49
7653,0,50,"M","Graduate","$80K - $120K",2,3,34516,2517,0.759,8186,85,0.635,0.073
663,0,52,"M","Post-Graduate","$80K - $120K",2,1,5520,2448,0.862,14330,116,0.681,0.443
3037,0,55,"F","Graduate","Unknown",6,1,18202,1841,0.76,3551,68,0.7,0.101
9696,0,40,"M","Graduate","$40K - $60K",2,2,7680,1589,0.688,13617,105,0.721,0.207
7856,1,47,"F","Uneducated","$40K - $60K",2,3,23981,0,0.196,4536,61,0.605,0
5318,0,43,"M","Graduate","$60K - $80K",4,3,34516,1774,0.667,13966,115,0.667,0.051
2266,0,55,"F","Graduate","Less than $40K",6,3,2517,1257,0.834,4528,75,0.786,0.499
7069,0,50,"F","Uneducated","Unknown",6,1,5660,2401,0.779,1932,35,0.346,0.424
7799,0,48,"F","Unknown","Less than $40K",2,2,2105,1072,0.514,4833,81,1.077,0.509
722,1,42,"F","Graduate","Less than $40K",5,2,2128,528,0.525,2289,41,0.414,0.248
3438,0,54,"F","High School","Less than $40K",1,3,1572,985,0.745,4148,54,0.862,0.627
1784,1,39,"M","Graduate","$40K - $60K",5,2,17894,304,0.965,4691,63,0.465,0.017
5825,0,61,"F","Graduate","$40K - $60K",2,3,15698,2000,0.749,12980,82,0.64,0.127
2605,1,40,"M","Post-Graduate","$60K - $80K",3,4,20178,1553,0.324,1735,44,0.375,0.077
423,1,46,"F","Graduate","Less than $40K",4,2,3138,986,1.002,4724,56,0.806,0.314
9270,0,42,"M","Graduate","$80K - $120K",3,1,3046,1231,0.692,4711,77,0.878,0.404
4558,0,50,"M","Unknown","$40K - $60K",3,1,5426,1478,0.664,1266,22,0.571,0.272
6675,0,40,"M","Graduate","$60K - $80K",6,3,17126,1201,0.802,3891,79,0.881,0.07
434,0,43,"F","Uneducated","Less than $40K",5,2,1736,1513,0.829,3462,67,0.558,0.872
1162,0,37,"M","Graduate","$40K - $60K",6,3,3176,0,0.652,2298,67,0.457,0
4741,0,57,"F","Unknown","Less than $40K",4,1,3416,2468,0.598,1536,42,0.556,0.722
3722,0,46,"M","Graduate","$40K - $60K",5,2,2564,0,1.026,2038,45,0.364,0
137,0,52,"F","Post-Graduate","Unknown",5,1,1481,0,0.698,4435,67,0.718,0
8509,0,50,"M","High School","$60K - $80K",6,2,5180,1211,0.809,3447,74,0.85,0.234
1033,0,52,"M","College","$80K - $120K",3,3,18352,1509,0.898,1454,29,1.071,0.082
5113,0,42,"F","High School","Less than $40K",6,1,3124,0,0.879,4986,79,0.795,0
716,1,60,"M","High School","Less than $40K",4,4,4613,0,0.978,8970,78,1.294,0
5160,0,54,"F","Uneducated","Less than $40K",3,3,7477,1960,1.008,3618,76,0.583,0.262
4996,1,41,"F","Unknown","Unknown",2,1,4411,2517,0.988,803,15,0.875,0.571
2573,0,49,"M","Unknown","$60K - $80K",6,2,10177,1748,0.622,3557,64,0.939,0.172
932,0,40,"M","Uneducated","$80K - $120K",3,2,30997,2330,0.65,3821,81,0.841,0.075
5091,0,60,"F","College","Less than $40K",6,2,4167,0,0.917,5039,85,0.809,0
4922,0,51,"F","High School","Less than $40K",1,1,5189,1171,0.732,16563,94,0.741,0.226
2420,0,43,"F","High School","Less than $40K",5,3,3370,2284,0.673,4084,70,0.628,0.678
9753,1,52,"M","Unknown","$120K +",4,5,13114,2247,1.003,2474,51,0.417,0.171
5686,0,56,"F","High School","Unknown",1,2,17542,2517,0.8,13939,138,0.792,0.143
4900,1,49,"F","High School","Unknown",2,3,34516,1273,0.977,4777,51,0.457,0.037
6708,0,62,"M","Graduate","$80K - $120K",5,3,29100,1228,0.722,5041,74,0.805,0.042
7813,0,41,"M","Uneducated","$80K - $120K",5,3,34516,1642,0.891,4161,71,0.868,0.048
1452,1,39,"F","Graduate","Less than $40K",1,2,1462,0,0.393,1998,36,0.161,0
9110,0,45,"F","Uneducated","Less than $40K",3,4,2918,1597,0.884,4454,76,0.9,0.547
262,0,52,"F","Post-Graduate","$40K - $60K",3,2,3900,0,1.092,4337,81,0.8,0
2549,1,50,"F","Graduate","Less than $40K",2,3,3201,2517,0.445,1880,42,0.355,0.786
8341,0,30,"M","Graduate","$60K - $80K",3,5,18513,2517,0.524,1567,33,0.941,0.136
735,0,48,"M","High School","$80K - $120K",2,1,10761,1722,0.7,4731,82,0.783,0.16
956,0,56,"F","Graduate","Unknown",2,1,8204,1375,0.915,4727,76,0.949,0.168
6771,1,60,"F","Uneducated","Unknown",3,6,7359,0,0.768,2869,43,0.433,0
4476,1,30,"F","Graduate","Less than $40K",5,1,4203,996,0.705,7292,68,0.7,0.237
2921,0,50,"M","Graduate","$60K - $80K",6,3,4702,0,0.578,1673,44,0.257,0
4392,0,44,"F","Graduate","Less than $40K",5,2,1438.3,679,0.859,1117,29,1.071,0.472
1817,0,46,"F","Graduate","Less than $40K",6,1,9013,0,0.597,3819,71,0.614,0
8240,0,44,"F","Graduate","Unknown",6,2,3979,780,0.873,5024,69,0.769,0.196
5344,0,47,"F","Graduate","Less than $40K",5,1,3111,1541,0.656,4570,68,0.511,0.495
9908,0,40,"F","Uneducated","Less than $40K",4,1,2490,2225,0.566,3339,71,0.543,0.894
2670,0,55,"F","High School","Less than $40K",2,1,6394,0,0.656,3470,69,0.917,0
5085,0,54,"M","Post-Graduate","$80K - $120K",6,3,10260,942,1.042,1566,50,0.562,0.092
945,0,53,"F","Graduate","$40K - $60K",2,2,4621,913,0.917,4952,82,0.745,0.198
4066,1,53,"F","High School","$40K - $60K",3,3,1816,0,0.884,2474,44,0.692,0
5341,1,42,"M","Uneducated","$60K - $80K",2,2,6414,0,0.718,708,14,0.4,0
523,0,51,"M","Doctorate","$60K - $80K",6,2,3232,1346,0.697,5102,69,0.643,0.416
8644,0,47,"M","College","$120K +",3,1,17603,1063,1.065,2902,64,0.641,0.06
5064,0,26,"M","Uneducated","$40K - $60K",4,1,2158,1695,0.766,1833,27,0.588,0.785
1739,0,51,"F","High School","Unknown",6,2,4789,2203,0.847,4718,81,0.976,0.46
5713,0,28,"F","Graduate","Unknown",2,2,23103,897,0.913,14049,120,0.714,0.039
1236,0,53,"F","Uneducated","$40K - $60K",2,1,14839,2226,0.828,14625,115,0.769,0.15
751,0,43,"F","College","Unknown",3,3,21922,1467,0.696,7409,89,0.679,0.067
383,0,47,"F","Doctorate","$40K - $60K",3,2,18341,1060,0.718,7584,85,0.7,0.058
9265,0,51,"F","Unknown","Unknown",2,2,6519,2178,0.739,4505,71,0.732,0.334
3547,0,34,"F","Graduate","$40K - $60K",5,2,2472,1899,0.77,4408,86,0.792,0.768
350,1,53,"M","High School","$80K - $120K",3,2,11778,0,0.603,2147,44,0.375,0
9116,0,38,"F","Graduate","Less than $40K",5,3,4429,0,1.065,1970,40,0.818,0
11,0,51,"M","Graduate","$60K - $80K",3,3,9589,628,0.695,3971,66,0.784,0.065
3820,1,43,"M","Graduate","$80K - $120K",4,2,25517,321,0.769,2508,44,0.294,0.013
3847,0,45,"M","Uneducated","$60K - $80K",4,2,31756,1459,0.687,4759,70,0.556,0.046
9308,0,63,"F","College","Unknown",6,2,3967,1568,1.236,1657,29,1.231,0.395
9579,0,54,"M","College","$80K - $120K",4,3,18750,1705,0.807,1200,36,0.895,0.091
3730,1,45,"F","Unknown","Unknown",1,2,34516,0,0.331,2198,42,0.355,0
8769,0,53,"M","Graduate","$120K +",5,2,10620,2090,0.88,3453,68,0.838,0.197
1880,1,48,"F","Post-Graduate","Less than $40K",5,3,9943,2138,0.949,8325,54,1,0.215
184,0,46,"M","Graduate","Less than $40K",1,2,6954,1502,0.624,7510,89,0.648,0.216
4098,0,40,"F","Unknown","Less than $40K",4,4,1964,1811,0.69,4699,81,0.841,0.922
9248,0,48,"F","Unknown","Less than $40K",4,2,5758,0,0.433,4422,76,0.407,0
5081,0,36,"M","High School","$80K - $120K",5,3,2607,1880,1.464,2045,39,0.95,0.721
7961,1,49,"M","Unknown","$80K - $120K",2,2,2886,925,0.946,5481,58,0.758,0.321
9977,0,52,"F","High School","$40K - $60K",5,1,3136,1864,0.693,1036,25,0.25,0.594
2349,0,38,"M","Graduate","$60K - $80K",3,3,4800,1212,1.254,2935,62,0.879,0.252
2317,0,54,"M","Post-Graduate","$40K - $60K",2,5,4216,1290,0.86,13787,121,0.571,0.306
1000,0,45,"F","Graduate","Less than $40K",2,1,3001,2055,0.838,4662,70,0.628,0.685
1447,1,48,"M","Graduate","$80K - $120K",5,2,7970,2434,0.406,1263,27,0.35,0.305
1436,0,52,"F","Uneducated","Less than $40K",6,3,5456,0,0.337,3470,65,0.625,0
7473,0,50,"F","High School","Less than $40K",4,3,1986,1614,0.554,4442,64,0.73,0.813
3237,0,38,"F","College","Less than $40K",3,1,5523,2517,0.72,4170,80,0.739,0.456
7481,0,47,"F","Post-Graduate","Unknown",3,2,1491,0,0.716,4634,92,0.804,0
4157,0,46,"M","Uneducated","$60K - $80K",4,1,3135,0,0.572,4116,68,0.7,0
5516,0,36,"F","High School","Unknown",6,3,2804,2090,1.248,2812,77,1.081,0.745
7241,0,39,"M","Uneducated","$80K - $120K",4,2,12618,1585,0.586,4768,82,0.864,0.126
6544,0,55,"M","College","$80K - $120K",3,1,34516,1433,0.728,1966,31,0.55,0.042
3243,1,39,"M","Uneducated","$60K - $80K",4,3,2187,0,0.467,2031,40,0.333,0
174,0,54,"M","High School","$80K - $120K",3,1,14015,2065,0.704,1903,49,0.633,0.147
7193,0,43,"F","Uneducated","Less than $40K",5,2,4026,0,0.483,1237,32,0.6,0
5673,0,35,"F","High School","Less than $40K",6,0,1438.3,977,1.189,4840,85,1.073,0.679
4042,0,50,"F","High School","Less than $40K",6,1,2965,1819,0.796,4475,66,0.692,0.613
5982,0,50,"F","Graduate","Unknown",2,1,34516,1826,0.718,14994,121,0.833,0.053
795,0,45,"F","Graduate","Less than $40K",4,2,3518,2035,0.567,4034,82,0.673,0.578
2000,0,51,"F","High School","Less than $40K",3,4,1857,1033,0.95,5149,90,0.636,0.556
2883,0,50,"M","Unknown","$60K - $80K",1,3,8014,1250,0.667,6950,84,0.585,0.156
3657,0,53,"F","College","Unknown",2,3,16592,1435,0.76,7642,89,0.648,0.086
1495,0,54,"F","High School","Less than $40K",2,2,5642,541,0.742,4633,84,0.68,0.096
3683,0,59,"M","Uneducated","$60K - $80K",5,1,4906,1302,0.862,4833,80,0.905,0.265
4491,0,42,"F","Uneducated","Less than $40K",6,3,1438.3,0,0.813,4653,78,0.95,0
9211,0,51,"M","Doctorate","$60K - $80K",2,1,3451,2006,0.555,4097,67,0.763,0.581
8619,0,48,"F","Graduate","Less than $40K",2,1,8881,1901,0.808,15530,110,0.692,0.214
1946,0,43,"F","Graduate","Less than $40K",1,3,7584,1834,0.818,4783,65,0.667,0.242
10074,0,37,"F","Graduate","Less than $40K",4,3,1734,987,0.879,4727,67,0.914,0.569
8230,0,51,"M","High School","$80K - $120K",5,2,15897,1437,0.584,1405,43,0.387,0.09
6374,0,41,"M","Graduate","$80K - $120K",3,2,9959,1946,0.725,15594,114,0.676,0.195
3928,1,49,"M","Graduate","$80K - $120K",4,2,4576,193,0.85,3100,54,0.742,0.042
8670,0,53,"M","High School","$120K +",5,1,19081,2431,0.37,1536,31,0.476,0.127
5750,0,56,"F","Uneducated","Less than $40K",4,3,2258,0,0.617,4803,72,0.714,0
401,0,36,"F","High School","Less than $40K",5,1,2226,1607,0.656,2660,62,1,0.722
6596,0,42,"F","Uneducated","Less than $40K",4,3,10091,0,1.121,3347,64,0.778,0
1722,0,52,"M","Uneducated","$60K - $80K",3,2,5693,0,0.928,4003,64,0.684,0
7848,0,52,"M","Graduate","$80K - $120K",5,4,34516,1938,0.807,2275,46,0.438,0.056
5805,0,26,"F","Graduate","Less than $40K",3,2,2163,1942,0.582,4380,57,0.781,0.898
8007,0,49,"M","Graduate","$80K - $120K",6,2,17764,1459,0.964,2750,57,0.9,0.082
8414,0,43,"F","Graduate","Unknown",2,3,8314,1349,0.531,5028,80,0.702,0.162
8887,0,50,"M","Graduate","$80K - $120K",5,1,4601,2517,0.775,5056,80,0.778,0.547
2279,0,49,"M","College","$80K - $120K",3,2,29219,0,0.77,4575,84,0.68,0
9073,0,62,"F","Graduate","Unknown",5,2,2870,2284,0.661,3946,74,0.574,0.796
6146,0,43,"F","Graduate","$40K - $60K",5,3,11155,1583,1.061,3504,60,0.765,0.142
351,0,44,"F","College","$40K - $60K",2,1,17077,2179,0.738,7391,75,0.705,0.128
5950,0,34,"M","High School","$80K - $120K",6,4,34516,2517,0.791,2901,75,0.923,0.073
3749,0,41,"F","Graduate","Less than $40K",4,2,2670,2079,0.649,3895,59,0.788,0.779
9495,0,52,"F","Graduate","Less than $40K",2,1,2743,1705,0.605,6993,97,0.54,0.622
2121,0,54,"F","Uneducated","$40K - $60K",3,1,2488,2196,0.733,4361,75,0.63,0.883
6342,0,39,"F","High School","Less than $40K",5,2,1862,726,0.63,5105,79,1.026,0.39
2046,0,65,"F","High School","$40K - $60K",3,3,10962,1559,0.708,2724,71,0.651,0.142
3080,0,49,"M","High School","Unknown",2,1,3519,1336,0.506,3552,68,0.619,0.38
3936,0,48,"M","Doctorate","$80K - $120K",6,3,18102,1381,0.513,1486,32,0.143,0.076
2254,0,33,"F","Graduate","Less than $40K",3,1,3315,1243,0.709,4006,65,0.548,0.375
7710,0,58,"M","Uneducated","$80K - $120K",1,3,22104,1783,0.805,13830,112,0.806,0.081
4198,1,54,"F","Graduate","Unknown",2,3,3781,1692,0.791,2310,43,0.72,0.448
1222,0,41,"F","Unknown","Unknown",2,3,14746,0,0.857,14771,127,0.628,0
912,1,39,"M","Unknown","$60K - $80K",4,3,34516,2517,0.841,8248,66,0.65,0.073
8912,1,46,"F","Unknown","Less than $40K",2,3,4065,2517,0.957,2899,51,0.821,0.619
8306,0,53,"F","Graduate","Unknown",6,3,12059,1978,0.877,1836,36,0.895,0.164
1785,0,51,"F","High School","Unknown",2,1,2319,1347,0.722,7558,85,0.491,0.581
8736,0,35,"F","Graduate","Less than $40K",3,3,5780,938,0.988,2960,65,0.757,0.162
6787,0,52,"M","Unknown","$80K - $120K",4,3,4675,0,0.863,3487,69,0.683,0
5423,0,39,"F","Unknown","Unknown",6,2,1493,792,0.688,4131,80,0.702,0.53
6751,0,52,"M","Unknown","$60K - $80K",6,3,14785,1088,0.961,4354,70,0.489,0.074
3444,0,63,"M","Graduate","Less than $40K",5,2,2743,1815,0.567,1210,25,1.273,0.662
2818,0,34,"F","High School","Less than $40K",3,6,2426,0,0.888,4918,81,0.8,0
4372,0,50,"M","Unknown","$120K +",4,1,17087,0,0.761,3519,70,0.591,0
970,0,50,"F","High School","Less than $40K",4,1,2055,1276,0.869,5025,70,0.707,0.621
8858,0,42,"F","Graduate","Less than $40K",2,3,3422,0,0.506,4486,74,0.682,0
1637,1,40,"M","Uneducated","$80K - $120K",4,2,3427,0,0.5,2625,63,0.5,0
5285,0,44,"F","High School","Less than $40K",3,2,1980,823,0.861,4467,69,0.683,0.416
3989,0,45,"F","High School","Less than $40K",4,1,2104,1267,0.677,1732,35,1.059,0.602
8961,1,41,"F","High School","Less than $40K",4,2,1478,524,0.751,2180,46,0.643,0.355
2589,0,59,"M","Graduate","$60K - $80K",4,3,14257,1113,0.406,1809,23,0.278,0.078
7252,0,26,"M","Unknown","$120K +",4,2,30928,2005,0.52,3863,72,0.756,0.065
10060,0,32,"F","High School","Less than $40K",2,3,8851,1753,0.627,14783,110,0.864,0.198
2335,0,49,"M","College","$60K - $80K",6,3,22036,1560,0.555,2139,48,0.714,0.071
2286,0,51,"M","High School","$80K - $120K",6,1,13287,1864,0.603,3851,75,0.705,0.14
8535,0,57,"F","College","$40K - $60K",3,1,8184,1508,0.789,4134,71,0.821,0.184
9782,1,51,"M","High School","$80K - $120K",2,4,4041,0,0.67,8219,84,0.909,0
1429,0,56,"F","Unknown","Less than $40K",5,1,1737,0,0.653,4611,73,0.973,0
9044,0,62,"M","Graduate","$60K - $80K",1,3,6103,2517,0.74,8080,92,0.704,0.412
4954,0,46,"M","Doctorate","$120K +",6,3,3499,1759,0.635,3972,67,0.558,0.503
5762,0,49,"F","Unknown","Less than $40K",4,3,1635,1220,0.565,4807,56,0.931,0.746
5891,0,53,"M","Post-Graduate","$120K +",6,1,34516,931,0.828,1022,21,1.1,0.027
2691,1,48,"M","Uneducated","$80K - $120K",2,3,34516,0,0.671,1626,28,0.4,0
2419,0,55,"F","Uneducated","Less than $40K",3,3,1438.3,756,1.012,4436,73,0.622,0.526
3743,0,46,"F","Graduate","$40K - $60K",1,3,2652,2386,0.766,5329,83,0.729,0.9
964,1,37,"M","Graduate","$120K +",2,4,13662,0,0.153,725,22,0,0
55,0,46,"M","College","$80K - $120K",4,2,20860,1496,0.816,3435,56,0.697,0.072
8904,0,38,"F","Graduate","Unknown",5,1,2348,1028,0.469,5125,71,0.578,0.438
2724,0,53,"F","Unknown","$40K - $60K",4,3,1972,0,0.761,5085,73,0.587,0
1839,0,47,"M","College","$120K +",6,3,34516,2315,0.599,1805,46,0.704,0.067
10100,0,45,"F","High School","$40K - $60K",4,1,6407,1884,0.678,1675,47,0.469,0.294
9681,0,50,"F","Graduate","Less than $40K",4,1,5012,2242,0.816,1142,28,1,0.447
3840,0,48,"M","Graduate","$60K - $80K",6,1,6085,930,1.307,3154,59,0.967,0.153
6720,0,41,"M","Unknown","$80K - $120K",4,2,3497,0,0.696,4345,72,0.756,0
8520,0,44,"F","Graduate","Unknown",3,2,4703,1555,0.932,4127,89,0.648,0.331
1582,0,40,"F","Uneducated","Less than $40K",2,6,1965,0,0.608,4268,91,0.857,0
3141,0,32,"M","Graduate","$40K - $60K",6,2,2801,1472,1.027,2467,54,0.8,0.526
8024,0,33,"F","Graduate","Less than $40K",5,3,1438.3,611,0.692,4688,89,0.816,0.425
8225,0,43,"M","Graduate","$60K - $80K",3,2,19711,0,1.037,3602,72,1,0
9426,0,39,"F","Unknown","$40K - $60K",2,2,11135,1563,0.746,8777,112,0.778,0.14
3710,0,29,"M","Post-Graduate","Less than $40K",4,3,2963,1466,1.378,2523,48,0.846,0.495
5868,0,45,"F","High School","Less than $40K",3,1,5486,685,0.879,2965,70,0.556,0.125
3401,0,26,"M","College","Less than $40K",4,1,1438.3,479,0.553,1786,37,0.37,0.333
8978,0,65,"F","Unknown","$40K - $60K",3,2,7427,1303,0.61,1596,42,0.909,0.175
4183,0,36,"F","Uneducated","Less than $40K",2,3,3277,0,0.84,14252,127,0.649,0
1630,0,42,"F","Uneducated","Less than $40K",3,3,1438.3,838,0.61,3910,75,0.63,0.583
1416,0,32,"F","Graduate","Less than $40K",6,3,2428,1027,0.824,3007,84,0.867,0.423
5535,1,54,"F","Graduate","$40K - $60K",3,4,1606,0,0.763,2258,37,0.609,0
6599,0,37,"M","College","$80K - $120K",5,3,4631,1991,1.669,2864,37,0.947,0.43
2343,0,42,"F","Post-Graduate","Less than $40K",4,3,4328,1749,0.806,4593,72,1,0.404
1873,0,36,"F","Graduate","$40K - $60K",3,2,3701,969,1.079,3222,86,0.623,0.262
2318,1,41,"M","Graduate","$80K - $120K",1,3,4725,1253,1.008,9134,77,0.974,0.265
4029,1,30,"F","Uneducated","Less than $40K",3,1,6075,0,0.923,9242,63,0.909,0
947,0,45,"F","High School","$40K - $60K",5,2,2948,2232,0.858,3635,79,0.58,0.757
3311,0,53,"M","Post-Graduate","$60K - $80K",1,3,29038,2295,0.657,12025,103,0.807,0.079
3357,0,61,"F","Uneducated","$40K - $60K",6,1,2214,2123,0.64,4478,77,0.791,0.959
4950,0,44,"F","Graduate","Unknown",2,1,7469,1378,0.859,15225,108,0.862,0.184
2683,0,52,"M","Unknown","$60K - $80K",3,2,2742,2184,0.592,3829,72,0.532,0.796
6217,0,49,"M","Unknown","$60K - $80K",6,1,22651,1085,0.81,3915,72,0.674,0.048
3692,0,33,"F","High School","Unknown",3,2,2279,1432,0.855,4169,74,0.947,0.628
6163,0,47,"F","Doctorate","Less than $40K",4,3,2193,1084,0.974,4755,81,0.761,0.494
4604,0,51,"F","Unknown","Less than $40K",3,2,5139,1799,0.94,7548,89,0.618,0.35
1111,0,43,"F","Graduate","$40K - $60K",2,3,4287,0,0.807,4874,82,0.708,0
7669,0,43,"F","High School","Less than $40K",1,1,1820,0,0.708,7714,91,0.596,0
9941,1,42,"F","College","$40K - $60K",3,3,4139,0,0.547,2232,41,0.464,0
5847,0,46,"F","Unknown","Less than $40K",5,2,1438.3,0,0.691,3942,78,1.229,0
8505,0,44,"F","Unknown","$40K - $60K",4,3,7277,0,0.758,4458,71,0.578,0
6839,0,47,"M","Uneducated","$80K - $120K",5,2,17682,2481,1.302,1747,31,1.214,0.14
699,0,26,"M","Graduate","Unknown",4,1,1438.3,0,0.472,2005,47,0.469,0
5511,0,51,"F","Unknown","Less than $40K",6,4,3049,1151,0.533,4027,76,0.52,0.378
6443,0,51,"F","Uneducated","Less than $40K",6,2,2124,1426,0.966,3210,52,0.733,0.671
4209,0,53,"F","Graduate","Unknown",6,1,1882,0,0.8,5221,87,0.891,0
2728,0,40,"F","Graduate","Less than $40K",1,1,2019,803,0.882,8426,102,0.478,0.398
5107,0,56,"M","Unknown","$40K - $60K",6,2,1813,1387,0.406,1468,32,0.231,0.765
9526,0,58,"F","College","Less than $40K",6,4,2212,1902,0.691,4976,79,0.975,0.86
3826,0,47,"F","Graduate","Less than $40K",4,2,5062,1423,0.775,4535,68,0.417,0.281
4154,0,43,"M","College","$60K - $80K",3,3,13840,1079,0.947,4190,74,0.805,0.078
7792,0,46,"F","High School","Less than $40K",4,3,1870,1785,0.696,4347,88,0.76,0.955
8835,1,47,"F","Uneducated","Unknown",5,4,3502,0,0.531,1895,42,0.4,0
6757,1,44,"M","Uneducated","$80K - $120K",2,3,34516,569,0.919,8570,68,0.789,0.016
5365,1,37,"M","High School","Less than $40K",3,3,6866,2389,0.395,862,13,0.182,0.348
5083,0,40,"M","Unknown","$80K - $120K",6,2,5014,1887,0.806,4391,66,0.571,0.376
7585,0,50,"F","Unknown","$40K - $60K",5,3,12740,1173,1.04,3441,55,0.719,0.092
5173,0,40,"M","Graduate","$80K - $120K",3,3,2165,1465,0.622,3672,64,0.73,0.677
5413,0,43,"M","Graduate","$60K - $80K",5,3,7534,0,0.587,4685,79,0.975,0
9957,0,50,"F","Graduate","Less than $40K",4,3,1438.3,1002,1.306,2004,25,0.667,0.697
1136,0,39,"F","Graduate","Less than $40K",3,1,5494,1356,0.463,3566,81,0.884,0.247
9153,1,35,"M","Graduate","$80K - $120K",6,3,12634,0,0.323,717,18,0.286,0
2838,0,58,"F","Uneducated","$40K - $60K",6,2,2019,1380,1.158,2005,62,0.59,0.684
2952,0,41,"M","Uneducated","$80K - $120K",4,3,4119,1656,0.561,1455,35,0.667,0.402
9605,1,48,"F","Graduate","Less than $40K",3,3,1942,860,0.708,2522,42,0.312,0.443
3517,0,47,"M","Graduate","$120K +",1,3,34516,1161,0.74,8212,100,0.695,0.034
5962,0,31,"M","Graduate","$60K - $80K",6,2,4232,2092,0.604,2565,69,0.865,0.494
9987,0,40,"F","Unknown","Less than $40K",4,1,2712,0,0.835,5207,79,0.927,0
3100,0,47,"F","Uneducated","Unknown",3,1,32444,1843,1.127,3725,60,0.622,0.057
296,0,53,"M","Unknown","$120K +",6,2,3386,1984,0.573,1318,37,0.194,0.586
8767,0,38,"F","High School","$40K - $60K",2,2,23981,0,0.741,7872,103,0.635,0
9944,0,62,"M","Uneducated","$60K - $80K",6,3,9521,1669,1.308,2444,63,0.4,0.175
9733,0,51,"F","Doctorate","Less than $40K",5,3,1438.3,908,0.615,4653,74,0.897,0.631
6867,0,37,"F","Graduate","Unknown",4,2,3642,610,0.676,2790,68,0.581,0.167
7703,0,57,"F","Graduate","$40K - $60K",4,2,3301,2517,0.842,3939,69,1.226,0.762
6498,0,56,"M","Graduate","$120K +",3,3,5270,779,0.731,16179,105,0.694,0.148
1223,0,51,"M","Graduate","$120K +",4,2,18733,1292,0.442,5080,85,0.491,0.069
2304,0,60,"M","Doctorate","$40K - $60K",4,2,16541,1428,0.846,4352,82,0.907,0.086
2216,0,42,"F","Unknown","Unknown",5,3,2369,1019,0.691,4317,66,0.784,0.43
1515,0,45,"F","Uneducated","Unknown",1,2,7600,1574,0.605,4240,67,0.396,0.207
4743,1,31,"F","Graduate","Less than $40K",4,2,4598,0,0.439,6317,77,0.833,0
3257,0,46,"M","College","$40K - $60K",1,3,3914,1683,0.636,4242,64,0.73,0.43
5767,0,49,"M","Unknown","$120K +",5,2,21620,2008,0.691,1300,33,0.5,0.093
8410,1,52,"F","Graduate","Unknown",2,3,3608,2517,1.057,4907,53,0.559,0.698
8620,0,39,"M","Graduate","$60K - $80K",6,3,1982,1751,0.843,4313,62,0.676,0.883
5208,0,51,"F","Uneducated","Less than $40K",5,4,1562,1057,0.807,5019,78,0.696,0.677
9341,0,60,"M","High School","Less than $40K",2,2,13399,1456,0.856,16493,122,0.649,0.109
5937,0,35,"F","Graduate","$40K - $60K",4,3,3454,1603,1.078,1575,41,0.519,0.464
6665,1,45,"F","Uneducated","Less than $40K",3,2,8924,0,0.547,1720,42,0.4,0
5090,0,45,"M","High School","$80K - $120K",5,2,9852,2277,0.831,3813,71,0.614,0.231
4092,0,43,"M","Graduate","$60K - $80K",5,3,19188,0,0.453,4366,69,0.816,0
7755,0,37,"F","Uneducated","Less than $40K",6,3,2388,1708,0.903,4539,89,0.745,0.715
7559,0,38,"M","Uneducated","$40K - $60K",3,3,3523,1379,0.71,15108,118,0.71,0.391
1804,0,50,"F","Uneducated","Less than $40K",2,2,1596,1185,0.687,5235,76,1,0.742
6072,0,48,"F","Uneducated","$40K - $60K",2,3,3072,1734,0.754,4540,78,0.857,0.564
3386,0,64,"F","Uneducated","Unknown",6,1,3250,1992,0.715,1355,36,0.565,0.613
9903,0,47,"F","High School","Less than $40K",4,2,2262,0,0.806,4113,83,0.627,0
6696,0,51,"M","High School","$80K - $120K",6,1,14438,2517,0.853,2090,47,0.88,0.174
1814,1,40,"M","Doctorate","$40K - $60K",3,3,2313,0,0.673,2249,42,0.312,0
8570,0,38,"F","High School","Less than $40K",3,3,2450,1981,0.712,4352,66,0.784,0.809
133,0,54,"F","Unknown","$40K - $60K",6,3,5632,1596,0.951,3557,64,1.065,0.283
7115,0,57,"F","Uneducated","Less than $40K",5,3,3545,1446,0.638,3691,69,0.917,0.408
2722,0,50,"F","Unknown","Unknown",4,2,3604,0,0.934,4051,65,0.667,0
6862,0,50,"M","Doctorate","$60K - $80K",3,5,19939,0,1.03,3342,76,0.462,0
6322,1,55,"F","Graduate","Less than $40K",6,3,12207,0,0.319,5838,74,1.056,0
2948,0,50,"F","Graduate","Unknown",5,2,5708,1884,0.791,4914,60,0.765,0.33
3619,0,65,"F","Uneducated","Less than $40K",5,1,11097,0,0.648,4836,83,0.566,0
7912,0,43,"F","Graduate","Less than $40K",4,3,2422,1237,0.925,5079,80,0.818,0.511
8109,1,49,"M","College","$40K - $60K",2,2,1438.3,0,0.734,815,21,0.615,0
3069,0,39,"F","Graduate","Less than $40K",6,3,6458,1802,0.923,2315,49,0.581,0.279
5301,0,35,"F","Uneducated","Less than $40K",3,1,2664,0,1.071,3135,59,0.903,0
6407,0,48,"M","High School","$40K - $60K",3,2,7400,636,0.972,1568,51,0.5,0.086
5066,0,45,"M","Unknown","$80K - $120K",6,3,12918,1345,1.061,1562,33,1.2,0.104
6456,0,55,"M","High School","$60K - $80K",4,1,2001,1553,0.482,1910,51,0.7,0.776
7086,0,44,"F","College","Unknown",4,3,5589,1336,0.944,4262,75,1.027,0.239
2654,0,50,"M","Doctorate","$120K +",2,3,34516,2517,0.778,8087,86,0.509,0.073
7260,0,54,"F","Doctorate","Unknown",2,2,1900,1376,0.89,1881,45,0.607,0.724
9068,1,65,"F","High School","Unknown",3,6,5894,477,1.015,1616,32,0.455,0.081
5547,0,59,"M","Uneducated","Less than $40K",6,1,3939,2517,0.376,1489,34,0.545,0.639
4128,0,46,"M","College","$40K - $60K",3,2,18956,1694,0.702,8032,88,0.66,0.089
9509,0,49,"M","Doctorate","$120K +",6,1,9364,618,0.554,1099,27,0.8,0.066
2261,0,53,"M","High School","$80K - $120K",6,3,18531,1548,0.833,2484,52,0.857,0.084
2369,1,51,"F","Unknown","$40K - $60K",2,3,2710,0,0.999,4724,60,0.395,0
6242,1,48,"F","Graduate","Less than $40K",5,3,15987,0,0.827,7681,71,0.69,0
1670,0,39,"M","Uneducated","$80K - $120K",2,2,2844,2065,0.638,7345,73,0.738,0.726
8042,0,42,"M","Unknown","$40K - $60K",4,3,6698,1327,0.798,4065,77,0.711,0.198
7783,1,48,"M","Uneducated","$120K +",5,2,34516,787,0.763,1312,32,0.6,0.023
837,0,32,"F","High School","Unknown",3,2,3413,2517,0.984,4355,71,0.919,0.737
9904,0,49,"F","Uneducated","Less than $40K",6,2,2331,1798,0.847,4061,66,0.692,0.771
2863,0,63,"F","High School","Less than $40K",6,1,3055,1685,0.541,1405,40,0.481,0.552
2801,0,54,"F","High School","Unknown",5,3,7563,1465,0.511,4175,67,0.718,0.194
8591,0,39,"F","Unknown","Less than $40K",3,1,3251,1937,0.685,4284,85,0.809,0.596
1289,1,45,"F","Uneducated","Less than $40K",3,4,4908,0,0.993,827,21,0.75,0
867,0,48,"F","Graduate","Less than $40K",6,2,2423,1773,0.574,2038,64,0.362,0.732
1619,0,49,"F","Unknown","Unknown",6,3,2874,0,0.676,4617,89,0.78,0
9847,0,46,"F","Uneducated","$40K - $60K",3,2,7020,1784,0.815,16937,116,0.731,0.254
7827,1,46,"M","Post-Graduate","$60K - $80K",5,2,8766,0,0.702,2263,35,0.522,0
2784,1,54,"F","High School","$40K - $60K",3,3,1438.3,0,0.641,2092,42,0.68,0
6845,0,45,"F","Graduate","Less than $40K",4,1,1438.3,877,0.743,4283,76,0.617,0.61
4805,0,45,"M","Uneducated","$80K - $120K",1,4,20356,2031,0.752,15180,121,0.806,0.1
9954,1,50,"F","Post-Graduate","$40K - $60K",1,3,1493,932,0.466,1554,43,0.344,0.624
9469,0,53,"M","High School","$80K - $120K",3,3,9355,715,0.422,1138,38,0.727,0.076
9039,0,50,"M","Unknown","$120K +",5,1,9697,0,0.759,1812,50,0.923,0
1015,0,47,"M","Uneducated","$80K - $120K",3,2,34516,1264,0.774,7827,77,0.54,0.037
2272,0,61,"F","Uneducated","Less than $40K",3,2,6859,2489,0.65,1617,26,1,0.363
9190,0,61,"F","Graduate","Less than $40K",4,2,2250,1041,0.678,1339,28,0.867,0.463
10098,0,40,"M","Graduate","$60K - $80K",3,2,8529,901,0.764,4252,68,0.511,0.106
1890,0,47,"M","Uneducated","$60K - $80K",3,3,17656,0,0.727,4633,71,0.868,0
5650,1,50,"F","Graduate","Less than $40K",5,2,1438.3,0,0.658,2329,43,0.593,0
9739,0,41,"F","Uneducated","Unknown",2,5,5877,1713,0.791,15106,91,0.978,0.291
9524,1,53,"F","Doctorate","Unknown",3,3,1790,1474,0.595,2128,40,0.429,0.823
9230,0,39,"F","High School","Less than $40K",2,2,3600,2072,0.94,14137,116,0.966,0.576
584,0,65,"M","Unknown","$40K - $60K",6,2,9095,1587,1.433,1314,26,1.364,0.174
482,0,63,"F","Unknown","Less than $40K",5,3,3558,2318,1.265,1631,31,0.824,0.651
796,0,45,"F","Graduate","$40K - $60K",4,4,4244,1066,0.606,4016,89,0.854,0.251
2290,1,51,"F","High School","Unknown",3,3,9701,0,1.024,9404,62,0.824,0
2440,0,26,"M","Graduate","$60K - $80K",3,3,7102,0,0.537,2411,41,0.281,0
6139,0,53,"M","Graduate","$80K - $120K",5,3,5272,1515,0.857,1289,33,0.435,0.287
1887,0,44,"M","Unknown","$60K - $80K",5,1,7872,2509,0.971,1155,32,0.882,0.319
3769,0,49,"F","College","Unknown",4,4,23032,1960,0.619,1289,22,1,0.085
6873,0,57,"M","Uneducated","$40K - $60K",6,2,2601,0,0.814,1232,32,0.684,0
5379,0,43,"M","Graduate","$80K - $120K",2,2,34427,1613,0.704,13545,112,0.672,0.047
6831,0,45,"F","High School","Less than $40K",1,2,1457,828,0.852,5401,93,0.661,0.568
4976,0,59,"M","High School","$40K - $60K",6,2,5446,1885,0.643,1505,33,0.32,0.346
9235,0,57,"M","Graduate","$40K - $60K",4,2,5387,2047,0.579,1546,36,0.5,0.38
8792,0,42,"F","Unknown","$40K - $60K",4,3,1786,1316,0.704,4306,73,1.086,0.737
307,0,51,"M","Uneducated","$80K - $120K",6,2,25197,2517,0.721,3002,58,0.812,0.1
6244,0,50,"M","Graduate","$120K +",4,2,34516,1185,0.725,3874,72,0.714,0.034
10075,0,52,"M","Graduate","$60K - $80K",3,3,8185,941,0.874,4525,77,0.604,0.115
3245,0,34,"F","High School","Less than $40K",4,3,2707,2036,0.827,1926,33,0.941,0.752
2582,0,50,"F","Uneducated","Less than $40K",3,4,3749,1594,0.738,7990,89,0.534,0.425
9777,0,45,"F","Graduate","Less than $40K",5,1,1927,1337,0.667,5127,81,0.653,0.694
1573,0,50,"M","High School","$40K - $60K",5,3,5530,2034,0.647,4836,68,0.744,0.368
5275,0,40,"F","Doctorate","Less than $40K",1,1,4660,1844,1.018,8571,84,0.647,0.396
5380,0,36,"M","Graduate","Less than $40K",2,2,3920,0,0.813,16500,102,0.729,0
686,1,53,"M","Uneducated","$80K - $120K",3,3,11561,2189,0.742,2153,39,0.5,0.189
5507,0,40,"M","Uneducated","$80K - $120K",4,3,11721,1175,0.779,4187,73,0.825,0.1
9482,0,32,"F","Graduate","Less than $40K",3,1,5497,1735,0.664,16266,124,0.771,0.316
6214,0,50,"F","High School","$40K - $60K",2,3,4154,1060,0.544,4325,86,0.72,0.255
8790,0,51,"M","Graduate","$60K - $80K",6,3,10824,0,0.962,3700,73,0.738,0
9444,0,46,"M","High School","$120K +",5,2,34516,1024,0.72,2436,71,0.651,0.03
7539,0,35,"F","Graduate","Less than $40K",6,3,2118,1189,1.158,4541,60,0.818,0.561
3222,0,39,"F","Graduate","$40K - $60K",2,3,3394,2517,0.689,5421,75,0.829,0.742
5018,0,48,"M","College","$80K - $120K",6,1,5033,0,0.597,4054,82,0.822,0
4349,0,48,"M","High School","$80K - $120K",5,1,6798,2517,0.873,4327,79,0.881,0.37
6047,0,46,"F","Unknown","$40K - $60K",6,4,1912,1172,0.827,4841,81,0.884,0.613
140,0,57,"M","High School","$120K +",4,4,9272,982,0.651,4649,89,0.816,0.106
9384,0,41,"M","High School","Less than $40K",3,2,1614,700,0.842,4293,87,0.812,0.434
9793,0,41,"M","Unknown","$120K +",2,4,34516,638,0.724,13085,139,0.675,0.018
7605,0,58,"M","Graduate","$60K - $80K",3,2,14607,1480,0.346,1393,38,0.462,0.101
5814,0,54,"F","Unknown","Less than $40K",3,2,2341,1550,0.656,3406,57,1.478,0.662
2040,0,34,"F","Graduate","Unknown",6,3,3095,2010,0.668,3901,77,0.711,0.649
7459,0,49,"M","College","$40K - $60K",3,2,1922,710,0.951,2920,46,1.421,0.369
4203,0,37,"F","Graduate","Less than $40K",3,3,3727,995,0.743,14786,101,0.656,0.267
2780,1,58,"F","High School","Less than $40K",3,2,7418,396,0.826,911,26,1,0.053
8222,0,42,"F","High School","Less than $40K",2,3,15987,1187,0.597,7471,88,0.467,0.074
2409,0,42,"F","Uneducated","Less than $40K",4,1,1538,868,0.828,5228,61,0.694,0.564
5444,0,48,"F","Graduate","Less than $40K",6,2,1449,749,0.943,4039,50,0.852,0.517
4211,0,54,"F","Unknown","Less than $40K",3,2,2720,1694,0.843,5103,81,0.761,0.623
2295,0,52,"F","Graduate","Less than $40K",4,1,8431,1862,0.59,2008,37,0.682,0.221
3603,0,50,"M","Graduate","$60K - $80K",5,3,4772,1770,0.545,4054,72,0.674,0.371
9783,0,38,"F","High School","Less than $40K",3,3,1939,1484,0.576,4790,77,0.75,0.765
6204,0,45,"F","Unknown","Less than $40K",5,1,7924,1896,1.161,3270,58,0.933,0.239
1451,0,50,"M","Uneducated","$120K +",5,3,27876,557,0.768,4654,88,0.66,0.02
4346,0,33,"M","Graduate","$60K - $80K",3,3,1963,1721,0.68,1378,37,0.762,0.877
3215,0,65,"M","Doctorate","$40K - $60K",5,2,1456,867,0.725,3953,69,0.725,0.595
1724,0,32,"M","Graduate","$40K - $60K",2,1,7473,1253,0.98,13400,104,0.733,0.168
6649,0,45,"F","Doctorate","Less than $40K",4,2,1438.3,491,0.708,4376,84,0.787,0.341
4342,0,45,"F","Graduate","Less than $40K",4,3,8121,1595,0.743,1914,45,0.5,0.196
229,0,38,"M","High School","$60K - $80K",5,4,5824,1542,0.827,1801,44,0.571,0.265
4207,0,33,"F","College","Unknown",3,1,34516,1540,1.038,2574,72,0.756,0.045
4069,0,40,"F","Unknown","Unknown",5,5,14999,1123,0.539,3441,69,0.468,0.075
9219,0,54,"F","College","Less than $40K",3,1,2440,1083,0.907,3017,53,0.71,0.444
710,0,50,"F","Graduate","Unknown",6,2,15641,2379,0.816,3769,76,0.617,0.152
3952,0,59,"M","College","$60K - $80K",4,1,7871,1687,1.242,1428,22,1.444,0.214
456,1,41,"M","Graduate","$60K - $80K",3,2,2238,0,0.452,2063,42,0.5,0