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ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_001/current.csv

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+CLIENTNUM,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
+717267108,37,M,1,College,Single,$60K - $80K,Blue,26,6,3,2,15755.0,1410,14345.0,0.839,2061,61,0.649,0.089
+713948808,55,M,3,High School,Single,$60K - $80K,Blue,47,3,2,2,1602.0,962,640.0,0.834,4873,97,0.764,0.6
+711203658,46,M,3,Graduate,Unknown,$40K - $60K,Blue,34,3,6,1,2259.0,1346,913.0,0.813,7745,88,0.517,0.596
+716513358,51,F,2,Graduate,Divorced,Unknown,Blue,36,5,3,3,2069.0,1802,267.0,0.651,4402,91,0.75,0.871
+789089958,57,M,2,High School,Single,$60K - $80K,Silver,45,5,2,3,33211.0,0,33211.0,0.732,3662,81,0.761,0.0
+792695808,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232.0,1140,17092.0,0.657,4775,84,1.1,0.063
+718940208,55,F,0,Graduate,Single,Unknown,Blue,44,6,1,3,18202.0,1841,16361.0,0.76,3551,68,0.7,0.101
+716216958,48,M,1,Uneducated,Married,$60K - $80K,Blue,42,6,1,1,4429.0,883,3546.0,0.688,4386,63,0.537,0.199
+711878733,60,M,1,Uneducated,Married,$60K - $80K,Blue,48,3,1,3,10264.0,2073,8191.0,0.62,1685,45,0.364,0.202
+716452908,36,F,1,Unknown,Single,Less than $40K,Blue,36,4,2,3,9239.0,1421,7818.0,0.823,2246,44,0.833,0.154
+717713283,42,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,3,8628.0,1077,7551.0,0.872,1675,58,0.415,0.125
+716056158,63,M,0,Graduate,Single,$60K - $80K,Blue,51,3,3,3,11619.0,0,11619.0,0.631,2395,49,0.361,0.0
+717087858,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,2146.0,967,1179.0,0.569,4253,74,0.721,0.451
+720986958,50,F,2,Graduate,Divorced,$40K - $60K,Blue,40,6,2,5,8307.0,2517,5790.0,1.743,2293,36,0.8,0.303
+771471708,44,F,2,Graduate,Unknown,Less than $40K,Blue,32,2,1,3,3080.0,1776,1304.0,0.973,5097,77,0.833,0.577
+819376683,54,M,1,Unknown,Single,$80K - $120K,Blue,49,2,3,3,28570.0,2027,26543.0,0.749,15130,102,0.759,0.071
+738195708,47,M,2,Graduate,Divorced,$80K - $120K,Blue,40,6,1,3,16741.0,1225,15516.0,0.641,3608,56,0.514,0.073
+713374533,52,F,1,Unknown,Single,$40K - $60K,Blue,43,4,2,2,1981.0,1082,899.0,0.584,3913,90,0.731,0.546
+714839808,51,F,3,Graduate,Married,Less than $40K,Blue,35,6,1,1,2141.0,1176,965.0,0.746,4317,64,0.778,0.549
+720163458,38,M,1,Uneducated,Unknown,$120K +,Blue,21,4,2,3,28043.0,1786,26257.0,0.802,14521,109,0.847,0.064
+715120608,44,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,2,14546.0,1703,12843.0,0.955,1273,27,0.588,0.117
+712033833,42,F,4,Unknown,Unknown,Less than $40K,Blue,34,5,3,2,1874.0,1341,533.0,0.952,3899,70,0.75,0.716
+711311883,48,F,2,Graduate,Married,Less than $40K,Silver,35,5,2,2,13994.0,0,13994.0,0.57,3299,63,0.853,0.0
+717277833,27,F,1,Graduate,Single,Unknown,Blue,13,6,2,4,2339.0,2080,259.0,1.067,2294,45,0.452,0.889
+825850383,53,F,2,Graduate,Single,Unknown,Blue,49,4,2,3,6074.0,0,6074.0,0.697,4303,77,0.674,0.0
+789497283,50,M,2,High School,Single,$120K +,Blue,42,1,3,2,34162.0,1723,32439.0,0.429,7572,56,0.697,0.05
+739828308,55,M,3,Uneducated,Single,$120K +,Blue,48,5,2,2,3088.0,1743,1345.0,0.766,3906,68,0.659,0.564
+717994608,51,M,0,Graduate,Married,$80K - $120K,Blue,40,4,3,2,7158.0,0,7158.0,0.904,2113,60,0.875,0.0
+788838033,45,M,2,College,Single,$60K - $80K,Blue,29,3,2,4,3841.0,0,3841.0,0.794,2832,48,0.846,0.0
+714691683,62,M,1,Graduate,Single,$60K - $80K,Blue,54,4,1,4,13284.0,607,12677.0,0.857,4942,76,0.652,0.046
+796174983,52,M,2,High School,Single,$80K - $120K,Blue,46,2,3,3,25737.0,1168,24569.0,0.718,7722,94,0.469,0.045
+719401158,62,F,0,Post-Graduate,Single,$40K - $60K,Blue,53,1,2,3,4136.0,0,4136.0,0.64,7739,97,0.59,0.0
+718415133,38,M,1,Uneducated,Married,$80K - $120K,Blue,25,6,1,3,11352.0,0,11352.0,1.324,1601,34,1.125,0.0
+719620983,41,F,2,Unknown,Single,Less than $40K,Blue,29,6,3,0,2701.0,1839,862.0,0.765,4406,80,0.778,0.681
+714998508,53,M,3,Uneducated,Married,$120K +,Blue,36,2,2,0,3742.0,1454,2288.0,0.894,5326,62,0.676,0.389
+721475133,54,F,1,Doctorate,Single,Unknown,Blue,36,6,3,4,26053.0,829,25224.0,0.669,2768,70,0.628,0.032
+708360108,50,M,1,College,Single,$40K - $60K,Blue,41,3,1,1,2800.0,1338,1462.0,0.818,4869,90,0.8,0.478
+803833608,40,M,3,Uneducated,Single,$40K - $60K,Silver,33,4,1,3,21308.0,564,20744.0,0.448,1322,38,0.652,0.026
+708324483,47,F,4,Unknown,Single,Less than $40K,Blue,39,3,3,4,1548.0,0,1548.0,0.664,4420,71,0.775,0.0
+709766808,49,F,2,Uneducated,Married,Unknown,Blue,36,4,3,2,5099.0,1178,3921.0,0.912,3819,82,0.864,0.231
+815525508,46,F,3,High School,Unknown,Less than $40K,Blue,41,2,1,4,1515.0,0,1515.0,0.819,3894,60,0.818,0.0
+811467708,33,M,2,Graduate,Married,$80K - $120K,Blue,28,4,2,2,22399.0,1431,20968.0,1.019,2390,62,0.722,0.064
+716169258,47,F,5,Graduate,Married,Less than $40K,Blue,39,3,3,4,7128.0,1560,5568.0,0.573,1468,44,0.76,0.219
+781923483,53,F,1,College,Married,$40K - $60K,Blue,47,3,3,4,2459.0,1733,726.0,1.216,2309,62,0.632,0.705
+709126833,42,M,3,College,Unknown,$120K +,Blue,36,3,2,1,21670.0,2183,19487.0,0.995,4121,81,0.761,0.101
+710969433,41,F,1,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2909.0,1201,1708.0,0.729,4230,68,0.659,0.413
+719281533,37,F,3,College,Married,Less than $40K,Blue,27,2,1,3,2939.0,1388,1551.0,0.69,5076,84,0.826,0.472
+807349158,36,M,4,Doctorate,Divorced,$120K +,Blue,31,4,3,4,34516.0,1491,33025.0,0.93,2243,60,0.935,0.043
+780790008,46,F,3,Unknown,Married,$40K - $60K,Blue,39,6,3,2,1457.0,563,894.0,0.711,3967,69,0.568,0.386
+715017858,44,M,2,Uneducated,Married,$120K +,Platinum,36,2,1,3,34516.0,1421,33095.0,0.744,14465,114,0.754,0.041
+718876683,43,F,4,Graduate,Single,Less than $40K,Blue,31,5,2,0,5781.0,1168,4613.0,0.638,1600,32,0.455,0.202
+789238683,53,M,2,Uneducated,Divorced,$120K +,Blue,42,4,2,2,22664.0,0,22664.0,0.749,4586,89,0.745,0.0
+712198983,46,M,4,Graduate,Married,$60K - $80K,Blue,36,3,3,3,3258.0,0,3258.0,0.784,3169,67,0.489,0.0
+751166508,57,M,3,Post-Graduate,Single,$80K - $120K,Blue,50,3,1,1,34516.0,2293,32223.0,0.799,14287,114,0.754,0.066
+789959283,39,M,2,College,Single,$80K - $120K,Blue,24,4,3,2,4061.0,1775,2286.0,0.686,1602,40,0.667,0.437
+719184783,51,F,1,Graduate,Single,Unknown,Blue,41,3,2,2,9352.0,1429,7923.0,0.728,3536,71,0.69,0.153
+771201408,53,F,3,Graduate,Divorced,Less than $40K,Blue,40,3,2,3,2684.0,2126,558.0,0.69,5299,75,0.875,0.792
+772687983,53,M,3,Graduate,Single,$60K - $80K,Blue,43,5,3,3,8404.0,1498,6906.0,0.922,4811,56,0.556,0.178
+717954333,39,F,2,Unknown,Single,Less than $40K,Blue,25,4,2,1,1781.0,935,846.0,0.868,5093,77,0.974,0.525
+716580933,63,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,1970.0,1224,746.0,0.54,4533,65,0.625,0.621
+716671983,38,M,0,High School,Single,$80K - $120K,Blue,29,3,3,2,5983.0,1885,4098.0,0.601,4141,65,0.711,0.315
+714036258,47,F,3,Unknown,Single,Less than $40K,Blue,36,4,1,4,2798.0,1963,835.0,0.805,4255,64,0.561,0.702
+779961408,58,F,1,Uneducated,Single,Less than $40K,Blue,43,4,4,2,3382.0,1446,1936.0,0.705,4854,74,0.682,0.428
+715955208,35,F,1,High School,Single,Less than $40K,Blue,26,3,3,2,2189.0,1833,356.0,0.56,4530,72,0.846,0.837
+709477233,37,F,2,High School,Single,Unknown,Blue,36,3,2,1,2346.0,1621,725.0,0.613,4287,79,0.717,0.691
+720656883,50,F,3,Graduate,Single,Less than $40K,Blue,40,3,3,1,1848.0,501,1347.0,0.653,4600,69,0.683,0.271
+713246208,65,M,1,Unknown,Single,$40K - $60K,Blue,56,6,2,4,13364.0,1318,12046.0,1.063,4548,54,0.862,0.099
+716068683,28,M,0,Uneducated,Divorced,Unknown,Blue,36,3,3,3,16766.0,1535,15231.0,1.042,3093,77,0.878,0.092
+709719333,41,M,2,High School,Single,$80K - $120K,Blue,29,6,3,4,28422.0,1258,27164.0,0.672,4841,80,0.6,0.044
+721012983,46,M,3,Doctorate,Married,$80K - $120K,Blue,38,6,1,2,12935.0,1417,11518.0,0.738,3528,61,0.743,0.11
+716445783,42,F,2,Uneducated,Married,Unknown,Blue,31,4,2,0,22718.0,0,22718.0,0.791,1191,37,1.176,0.0
+709597983,65,M,0,Doctorate,Divorced,Less than $40K,Blue,56,6,1,3,1573.0,653,920.0,0.71,3349,77,0.674,0.415
+771829758,36,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,3,21434.0,1345,20089.0,0.603,2143,46,0.586,0.063
+721412208,57,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
+819202533,57,M,1,Doctorate,Married,$80K - $120K,Blue,52,3,2,3,10378.0,1540,8838.0,0.547,1306,32,0.28,0.148
+718510983,54,F,3,Unknown,Single,$40K - $60K,Blue,41,1,3,2,4440.0,0,4440.0,0.639,3720,89,0.894,0.0
+718270833,48,F,3,Post-Graduate,Married,Less than $40K,Silver,40,6,3,3,13991.0,1580,12411.0,0.864,4100,74,0.721,0.113
+711343233,53,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
+804708633,44,F,3,Uneducated,Single,Less than $40K,Blue,39,3,2,2,7323.0,0,7323.0,0.518,4666,87,0.776,0.0
+709626858,44,F,3,High School,Married,Less than $40K,Blue,31,3,3,4,4985.0,1379,3606.0,0.896,4222,61,0.605,0.277
+798996183,61,F,0,Unknown,Married,Less than $40K,Blue,55,4,2,3,2194.0,1512,682.0,0.725,4069,80,0.778,0.689
+714492783,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.346,1517,38,0.407,0.0
+710842308,41,F,5,Uneducated,Single,$40K - $60K,Blue,26,4,3,4,2264.0,928,1336.0,0.662,4150,83,0.844,0.41
+716244033,44,M,3,Graduate,Married,$40K - $60K,Blue,33,2,3,3,7266.0,906,6360.0,0.676,1741,27,0.421,0.125
+714292533,48,F,3,College,Married,Less than $40K,Blue,36,4,1,2,2544.0,0,2544.0,0.759,3593,64,1.0,0.0
+718136283,52,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,1,4,22103.0,1515,20588.0,0.506,1541,29,0.318,0.069
+718436133,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,3,2368.0,1244,1124.0,0.935,4289,71,0.868,0.525
+713997183,34,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,2,2791.0,2160,631.0,0.825,2214,56,0.6,0.774
+809363958,49,F,3,High School,Married,$40K - $60K,Blue,44,5,1,2,3881.0,0,3881.0,0.601,4177,66,0.737,0.0
+713672208,50,M,1,Doctorate,Divorced,$60K - $80K,Blue,33,3,5,2,19939.0,0,19939.0,1.03,3342,76,0.462,0.0
+824915208,44,F,3,Doctorate,Married,Unknown,Blue,40,2,1,1,7212.0,1008,6204.0,0.727,5169,82,0.745,0.14
+711594858,44,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,2,2936.0,1297,1639.0,0.556,4509,70,0.795,0.442
+715551783,54,F,2,Uneducated,Married,Unknown,Blue,42,1,1,3,24927.0,1273,23654.0,0.743,14603,113,0.687,0.051
+711416958,33,F,2,Graduate,Single,Unknown,Blue,21,3,3,2,5795.0,0,5795.0,0.746,2322,65,0.585,0.0
+710844408,38,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,4,3,2,2584.0,0,2584.0,0.593,1843,28,0.647,0.0
+712072908,48,M,4,College,Single,$80K - $120K,Blue,36,4,3,2,2852.0,736,2116.0,0.386,1382,40,0.29,0.258
+714343608,56,F,0,Unknown,Single,Less than $40K,Blue,36,5,4,2,3033.0,0,3033.0,0.89,4921,90,0.698,0.0
+771852483,46,M,3,Graduate,Single,$80K - $120K,Blue,35,6,3,4,4930.0,0,4930.0,1.019,3343,77,0.638,0.0
+789744033,50,M,2,Graduate,Single,$80K - $120K,Blue,38,4,1,1,19999.0,1007,18992.0,0.987,3183,69,0.5,0.05
+716322783,47,F,3,Unknown,Married,Less than $40K,Blue,37,2,2,2,2154.0,1628,526.0,0.665,4538,74,0.762,0.756
+817035108,31,M,2,Graduate,Single,Less than $40K,Blue,14,4,3,3,6933.0,1870,5063.0,0.656,15585,115,0.917,0.27
+778601733,55,F,3,High School,Single,$40K - $60K,Blue,47,5,4,3,2687.0,1689,998.0,0.714,2370,34,0.789,0.629
+789820308,50,F,3,Graduate,Married,Less than $40K,Blue,40,3,2,2,2925.0,2065,860.0,0.692,3913,47,1.474,0.706
+711864783,61,M,1,Uneducated,Single,$60K - $80K,Blue,46,5,3,2,2201.0,1138,1063.0,0.675,1199,32,0.6,0.517
+717966933,45,F,5,Uneducated,Married,Unknown,Blue,37,3,1,1,2467.0,1446,1021.0,0.73,5024,81,0.62,0.586
+779945508,50,F,1,Graduate,Married,Less than $40K,Blue,35,5,2,2,3510.0,1881,1629.0,0.66,3808,81,0.884,0.536
+709333608,58,F,2,High School,Single,Unknown,Blue,46,6,2,2,2395.0,1345,1050.0,0.811,4983,84,0.867,0.562
+713247408,51,F,3,Uneducated,Unknown,Less than $40K,Blue,36,3,1,2,1750.0,813,937.0,0.76,4333,68,0.7,0.465
+787591008,42,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,2,1,1,2289.0,1195,1094.0,0.651,4955,83,0.627,0.522
+779715108,46,M,2,Unknown,Divorced,$80K - $120K,Blue,30,3,3,3,2770.0,1286,1484.0,1.068,2920,74,0.721,0.464
+818235408,30,M,0,College,Married,$60K - $80K,Blue,25,2,3,1,19534.0,0,19534.0,0.616,15634,118,0.639,0.0
+716457783,55,F,1,College,Single,Less than $40K,Silver,36,3,1,3,12633.0,1661,10972.0,0.718,14378,98,0.69,0.131
+801064833,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,2,30117.0,2129,27988.0,0.769,7930,91,0.542,0.071
+721332033,42,M,2,Unknown,Single,$80K - $120K,Blue,30,4,2,1,29195.0,892,28303.0,0.565,4411,67,0.763,0.031
+789775308,54,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
+802087683,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,26,6,2,3,5478.0,1491,3987.0,1.304,2456,55,0.571,0.272
+771163533,52,F,1,Unknown,Married,$40K - $60K,Blue,39,3,2,1,1438.3,635,803.3,0.744,4617,79,0.927,0.441
+779084208,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662.0,613,1049.0,0.868,2326,31,0.55,0.369
+716144058,36,F,1,College,Single,$40K - $60K,Blue,25,6,3,3,1888.0,0,1888.0,0.928,1886,66,0.65,0.0
+778340733,44,F,3,College,Married,$40K - $60K,Blue,24,3,1,4,8495.0,1537,6958.0,0.919,1950,31,0.938,0.181
+795392433,35,F,2,Uneducated,Single,Unknown,Blue,29,3,1,1,2423.0,0,2423.0,0.663,4651,69,0.568,0.0
+711978858,59,M,2,Graduate,Single,Less than $40K,Blue,49,6,3,2,6834.0,900,5934.0,0.605,4422,70,0.628,0.132
+817908783,44,M,3,Unknown,Single,$120K +,Silver,39,2,3,1,34516.0,2123,32393.0,0.801,14242,107,0.551,0.062
+713975433,32,F,0,High School,Divorced,Less than $40K,Blue,25,2,3,0,8851.0,1753,7098.0,0.627,14783,110,0.864,0.198
+708702258,40,F,3,Uneducated,Single,Unknown,Blue,36,3,2,2,3698.0,478,3220.0,0.611,2051,31,0.632,0.129
+719238183,55,F,3,Graduate,Married,Less than $40K,Blue,35,3,2,3,1872.0,1167,705.0,0.517,2238,45,0.607,0.623
+721163133,44,M,2,Graduate,Single,Unknown,Blue,36,6,3,1,28292.0,0,28292.0,0.542,3948,60,0.538,0.0
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+788246958,44,F,2,Graduate,Married,Unknown,Blue,36,3,1,2,6038.0,0,6038.0,0.666,4375,81,0.688,0.0
+718569258,56,F,2,Unknown,Married,Less than $40K,Blue,36,5,3,3,2029.0,974,1055.0,0.624,4170,73,0.553,0.48
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+779261433,54,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2043.0,1597,446.0,0.814,3553,61,0.694,0.782
+716229108,55,F,3,College,Divorced,Less than $40K,Blue,46,2,3,3,3282.0,2262,1020.0,0.653,4674,84,0.585,0.689
+720746208,52,M,1,Graduate,Married,$80K - $120K,Blue,43,6,1,1,2689.0,2077,612.0,0.378,1356,33,0.435,0.772
+809147283,43,F,5,Graduate,Married,Less than $40K,Gold,38,2,2,1,15987.0,1372,14615.0,0.649,15058,109,0.912,0.086
+714222183,38,F,3,Graduate,Single,$40K - $60K,Blue,36,1,1,1,2132.0,1084,1048.0,0.767,4874,78,0.66,0.508
+778706508,43,M,4,College,Married,$60K - $80K,Blue,24,3,5,4,6231.0,0,6231.0,1.054,1448,30,0.875,0.0
+720642633,43,F,4,Graduate,Single,$40K - $60K,Blue,24,6,1,1,6475.0,1686,4789.0,0.699,3837,65,0.667,0.26
+714098883,45,F,1,Graduate,Single,$40K - $60K,Blue,36,5,2,2,1936.0,1613,323.0,0.841,4773,80,0.818,0.833
+708863733,35,M,3,Unknown,Single,$40K - $60K,Gold,19,1,1,3,22725.0,808,21917.0,0.779,13847,120,0.875,0.036
+711982383,62,M,1,Graduate,Single,$60K - $80K,Blue,49,3,3,2,21805.0,1777,20028.0,0.519,4694,79,0.411,0.081
+710410158,49,M,2,Graduate,Unknown,$80K - $120K,Blue,38,3,4,3,34516.0,0,34516.0,0.482,1592,35,0.346,0.0
+720697908,35,M,2,High School,Married,$40K - $60K,Blue,21,3,3,1,2967.0,1843,1124.0,0.681,1673,58,0.526,0.621
+715785933,54,M,3,College,Married,$80K - $120K,Blue,45,4,3,0,3380.0,1655,1725.0,0.636,1636,58,0.706,0.49
+712404483,49,M,2,High School,Married,$80K - $120K,Blue,36,4,3,1,3989.0,2514,1475.0,0.469,5189,82,0.519,0.63
+714118383,49,F,5,Graduate,Married,Less than $40K,Blue,43,4,2,3,8154.0,0,8154.0,0.964,2223,72,0.946,0.0
+714408933,44,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,2,10834.0,0,10834.0,0.522,2249,51,0.594,0.0
+709476033,55,M,2,Uneducated,Married,$120K +,Blue,48,2,1,2,6577.0,1800,4777.0,0.786,14229,120,0.69,0.274
+720899058,35,M,2,Graduate,Married,$80K - $120K,Blue,21,6,2,1,7685.0,2517,5168.0,0.745,13604,116,0.731,0.328
+711728208,46,M,4,Graduate,Single,$120K +,Blue,34,4,1,2,34516.0,0,34516.0,0.991,4143,68,0.659,0.0
+720303933,40,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,3,3340.0,1282,2058.0,0.724,4526,82,0.547,0.384
+811081083,48,F,3,Uneducated,Single,Less than $40K,Blue,43,5,4,2,1532.0,1183,349.0,0.617,4359,78,0.857,0.772
+717846108,49,M,4,Uneducated,Married,$60K - $80K,Blue,34,5,3,2,12994.0,904,12090.0,0.627,3734,74,0.85,0.07
+719554758,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,6,3,2,34516.0,2165,32351.0,0.837,1672,32,0.524,0.063
+713348433,42,F,3,High School,Single,$40K - $60K,Blue,29,6,3,2,1545.0,751,794.0,0.551,4477,62,0.59,0.486
+768212583,49,M,2,Graduate,Married,$60K - $80K,Blue,43,4,4,4,15377.0,1516,13861.0,0.627,1848,49,1.042,0.099
+718909158,38,M,1,College,Married,Less than $40K,Blue,25,6,3,3,5559.0,658,4901.0,0.627,1793,37,0.947,0.118
+779523258,34,M,2,Graduate,Married,$40K - $60K,Blue,17,6,2,1,3323.0,1062,2261.0,0.729,4610,78,0.773,0.32
+714266883,54,F,4,Post-Graduate,Unknown,Less than $40K,Blue,44,5,3,3,2440.0,503,1937.0,0.415,2334,51,0.594,0.206
+719178183,50,M,2,Graduate,Married,$80K - $120K,Silver,42,2,3,3,34516.0,2517,31999.0,0.759,8186,85,0.635,0.073
+712363158,36,M,1,Graduate,Single,$60K - $80K,Blue,24,3,2,1,20101.0,1299,18802.0,0.858,14732,115,0.855,0.065
+714495258,26,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
+780602733,42,M,3,Uneducated,Single,$60K - $80K,Blue,30,4,2,3,8302.0,1294,7008.0,0.558,3221,66,0.61,0.156
+713037333,63,M,1,Graduate,Single,$80K - $120K,Blue,55,6,1,2,21430.0,0,21430.0,0.511,3561,57,0.676,0.0
+792795933,39,F,1,Graduate,Single,Less than $40K,Blue,30,5,6,2,2669.0,2397,272.0,0.807,3847,65,0.585,0.898
+712425258,46,F,4,Unknown,Single,Less than $40K,Blue,26,6,1,3,1859.0,1379,480.0,0.836,4260,72,0.714,0.742
+715449333,55,F,3,Unknown,Married,$40K - $60K,Blue,47,5,2,0,1929.0,1540,389.0,1.142,2354,50,0.786,0.798
+710090958,51,M,3,College,Married,$80K - $120K,Blue,40,6,3,3,1844.0,1232,612.0,0.588,4182,71,0.651,0.668
+751143858,59,F,1,High School,Single,Unknown,Blue,52,2,1,1,7427.0,2421,5006.0,0.701,4636,91,0.82,0.326
+711791583,52,F,1,Graduate,Single,Less than $40K,Blue,40,1,2,2,2317.0,0,2317.0,1.005,884,19,0.727,0.0
+717904383,40,M,2,Graduate,Married,$80K - $120K,Blue,31,5,1,2,18693.0,2052,16641.0,0.5,1516,44,0.63,0.11
+793630083,39,M,2,High School,Single,$120K +,Blue,33,1,3,4,1726.0,1476,250.0,0.371,1804,34,0.259,0.855
+718282983,60,M,0,College,Unknown,Less than $40K,Blue,47,6,3,3,3076.0,2257,819.0,0.795,4522,75,0.471,0.734
+716732958,44,F,2,High School,Married,$40K - $60K,Blue,32,2,2,3,7244.0,2031,5213.0,0.724,7925,90,0.5,0.28
+708291633,33,F,2,Doctorate,Unknown,Unknown,Blue,21,3,3,3,4651.0,2499,2152.0,0.766,5097,79,0.795,0.537
+788876208,42,F,2,Graduate,Single,Less than $40K,Blue,27,5,3,3,2265.0,0,2265.0,0.603,3826,71,0.543,0.0
+789611283,44,M,4,Graduate,Married,$40K - $60K,Blue,38,5,2,3,5452.0,2091,3361.0,0.813,1347,30,0.5,0.384
+778465533,54,F,0,College,Married,Less than $40K,Blue,40,3,1,2,1638.0,0,1638.0,0.75,1885,51,0.545,0.0
+713757633,65,F,0,Unknown,Married,$40K - $60K,Blue,56,3,2,4,7427.0,1303,6124.0,0.61,1596,42,0.909,0.175
+771516333,41,F,2,Graduate,Unknown,$40K - $60K,Blue,29,6,2,3,4663.0,0,4663.0,0.892,3831,81,0.761,0.0
+789187908,56,M,2,Uneducated,Married,$80K - $120K,Blue,45,4,2,2,11102.0,1946,9156.0,0.625,1448,36,1.0,0.175
+716979183,45,M,2,College,Married,$60K - $80K,Blue,34,1,1,2,17646.0,1396,16250.0,0.851,15527,106,0.893,0.079
+717961458,49,F,2,Uneducated,Single,Less than $40K,Blue,37,5,1,4,2934.0,2381,553.0,0.762,3396,64,0.778,0.812
+711329658,30,M,0,High School,Married,$120K +,Blue,13,3,1,4,9007.0,1965,7042.0,0.698,1925,42,0.448,0.218
+709078908,48,F,3,High School,Single,Less than $40K,Blue,32,1,2,3,2648.0,1539,1109.0,0.94,4926,89,0.816,0.581
+710166783,49,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,0,8228.0,0,8228.0,0.942,4277,80,0.702,0.0
+788824083,41,M,2,Uneducated,Single,$120K +,Blue,24,2,2,1,34516.0,1022,33494.0,0.743,8202,88,0.913,0.03
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+714578283,47,M,1,Graduate,Married,$60K - $80K,Blue,37,6,3,0,2053.0,0,2053.0,0.865,1283,28,1.154,0.0
+716151858,46,M,3,Unknown,Single,$80K - $120K,Blue,36,5,1,3,12932.0,1893,11039.0,0.804,15372,97,0.796,0.146
+716239383,45,F,4,High School,Married,Less than $40K,Blue,36,5,2,2,2225.0,0,2225.0,0.611,4138,85,0.771,0.0
+789097833,39,F,0,High School,Single,Less than $40K,Blue,27,4,3,3,3927.0,720,3207.0,0.63,4230,93,0.898,0.183
+779951058,54,F,3,High School,Married,Unknown,Blue,38,4,2,4,5122.0,1642,3480.0,0.935,1908,39,0.696,0.321
+719252583,29,F,1,High School,Single,Less than $40K,Blue,20,4,2,1,3095.0,1488,1607.0,0.924,4642,92,0.878,0.481
+716199408,52,F,2,Graduate,Single,Unknown,Blue,41,2,3,3,3608.0,2517,1091.0,1.057,4907,53,0.559,0.698
+715047333,57,F,1,High School,Married,Unknown,Blue,36,5,2,3,1734.0,980,754.0,0.639,4313,92,0.917,0.565
+712235433,43,F,1,Graduate,Single,Less than $40K,Blue,36,2,3,2,2886.0,0,2886.0,0.587,2326,50,0.429,0.0
+715492983,40,M,3,Post-Graduate,Married,$120K +,Blue,36,4,2,4,7464.0,2517,4947.0,0.9,4348,62,0.879,0.337

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_001/info.json

@@ -0,0 +1,152 @@
+{
+    "name": "Credit Card customers",
+    "source": "https://www.kaggle.com/datasets/sakshigoyal7/credit-card-customers/data",
+    "data_intro": "this dataset consists of 10,000 customers mentioning their age, salary, marital_status, credit card limit, credit card category, etc,try to predict what kind of client is likely to leave",
+    "is_splited": false,
+    "overall_size": 10127,
+    "train_size": 0,
+    "test_size": 0,
+    "c_classes": 6,
+    "n_classes": 17,
+    "task_type": "classification",
+    "target": {
+        "Attrition_Flag": "Given a customer's all other data, predict whether the customer will be Existing Customer or Attrited Customer"
+    },
+    "cat_feature_intro": {
+        "Attrition_Flag": "- Attrition_Flag:Internal event (customer activity) variable - if the account is closed then 1 else 0,Existing Customer,Attrited Customer",
+        "Gender": "- Gender: Demographic variable - M=Male, F=Female",
+        "Education_Level": "- Education_Level:Demographic variable - Educational Qualification of the account holder (example: high school, college graduate, etc.)",
+        "Marital_Status": "- Marital_Status:Demographic variable - Married, Single, Divorced, Unknown",
+        "Income_Category": "- Income_Category: Demographic variable - Annual Income Category of the account holder (< $40K, $40K - 60K, $60K - $80K, $80K-$120K, > $120K, Unknown)",
+        "Card_Category": "- Card_Category: Product Variable - Type of Card (Blue, Silver, Gold, Platinum)"
+    },
+    "num_feature_intro": {
+        "CLIENTNUM": "- CLIENTNUM:Client number. Unique identifier for the customer holding the account",
+        "Customer_Age": "- Customer_Age:Demographic variable - Customer's Age in Years",
+        "Dependent_count": "- Dependent_count:Demographic variable - Number of dependents",
+        "Months_on_book": "- Months_on_book:Period of relationship with bank",
+        "Total_Relationship_Count": "- Total_Relationship_Count:Total no. of products held by the customer",
+        "Months_Inactive_12_mon": "- Months_Inactive_12_mon:No. of months inactive in the last 12 months",
+        "Contacts_Count_12_mon": "- Contacts_Count_12_mon:No. of Contacts in the last 12 months",
+        "Credit_Limit": "- Credit_Limit:Credit Limit on the Credit Card",
+        "Total_Revolving_Bal": "- Total_Revolving_Bal:Total Revolving Balance on the Credit Card",
+        "Avg_Open_To_Buy": "- Avg_Open_To_Buy:Open to Buy Credit Line (Average of last 12 months)",
+        "Total_Amt_Chng_Q4_Q1": "- Total_Amt_Chng_Q4_Q1:Change in Transaction Amount (Q4 over Q1)",
+        "Total_Trans_Amt": "- Total_Trans_Amt:Total Transaction Amount (Last 12 months)",
+        "Total_Trans_Ct": "- Total_Trans_Ct:Total Transaction Count (Last 12 months)",
+        "Total_Ct_Chng_Q4_Q1": "- Total_Ct_Chng_Q4_Q1:Change in Transaction Count (Q4 over Q1)",
+        "Avg_Utilization_Ratio": "- Avg_Utilization_Ratio:Average Card Utilization Ratio",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1:Naive Bayes",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2:Naive Bayes"
+    },
+    "evaluation_metric": null,
+    "num_feature_value": {
+        "Avg_Open_To_Buy": [
+            3.0,
+            34516.0
+        ],
+        "Avg_Utilization_Ratio": [
+            0.0,
+            0.999
+        ],
+        "CLIENTNUM": [
+            708082083.0,
+            828343083.0
+        ],
+        "Contacts_Count_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Credit_Limit": [
+            1438.3,
+            34516.0
+        ],
+        "Customer_Age": [
+            26.0,
+            73.0
+        ],
+        "Dependent_count": [
+            0.0,
+            5.0
+        ],
+        "Months_Inactive_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Months_on_book": [
+            13.0,
+            56.0
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": [
+            7.6642e-06,
+            0.99958
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": [
+            0.00041998,
+            0.99999
+        ],
+        "Total_Amt_Chng_Q4_Q1": [
+            0.0,
+            3.397
+        ],
+        "Total_Ct_Chng_Q4_Q1": [
+            0.0,
+            3.714
+        ],
+        "Total_Relationship_Count": [
+            1.0,
+            6.0
+        ],
+        "Total_Revolving_Bal": [
+            0.0,
+            2517.0
+        ],
+        "Total_Trans_Amt": [
+            510.0,
+            18484.0
+        ],
+        "Total_Trans_Ct": [
+            10.0,
+            139.0
+        ]
+    },
+    "cat_feature_value": {
+        "Attrition_Flag": [
+            "Attrited Customer",
+            "Existing Customer"
+        ],
+        "Card_Category": [
+            "Blue",
+            "Gold",
+            "Platinum",
+            "Silver"
+        ],
+        "Education_Level": [
+            "College",
+            "Doctorate",
+            "Graduate",
+            "High School",
+            "Post-Graduate",
+            "Uneducated",
+            "Unknown"
+        ],
+        "Gender": [
+            "F",
+            "M"
+        ],
+        "Income_Category": [
+            "$120K +",
+            "$40K - $60K",
+            "$60K - $80K",
+            "$80K - $120K",
+            "Less than $40K",
+            "Unknown"
+        ],
+        "Marital_Status": [
+            "Divorced",
+            "Married",
+            "Single",
+            "Unknown"
+        ]
+    }
+}

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_001/test.csv

@@ -0,0 +1,501 @@
+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
+714318033,Existing Customer,50,M,4,Unknown,Married,$60K - $80K,Blue,36,5,1,4,10226.0,1638,8588.0,1.053,3321,57,1.036,0.16
+769463433,Existing Customer,41,F,2,Post-Graduate,Single,Less than $40K,Blue,35,6,3,2,8666.0,0,8666.0,0.682,3593,71,0.578,0.0
+718957083,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,35,5,2,2,1449.0,0,1449.0,0.785,4797,88,0.913,0.0
+713577483,Existing Customer,47,M,4,Unknown,Married,$80K - $120K,Blue,35,3,3,4,5589.0,1430,4159.0,0.632,1570,31,0.722,0.256
+712507758,Existing Customer,36,F,2,College,Unknown,Unknown,Blue,24,6,3,3,3448.0,1903,1545.0,0.841,5471,87,0.642,0.552
+717267108,Existing Customer,37,M,1,College,Single,$60K - $80K,Blue,26,6,3,2,15755.0,1410,14345.0,0.839,2061,61,0.649,0.089
+714878508,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,36,3,3,3,5483.0,535,4948.0,0.681,2051,49,0.633,0.098
+709868433,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,33,3,3,1,2525.0,2217,308.0,0.763,4409,69,0.568,0.878
+771626283,Existing Customer,54,M,2,Post-Graduate,Married,$60K - $80K,Platinum,42,1,3,1,34516.0,1996,32520.0,0.988,15033,114,0.81,0.058
+708727983,Existing Customer,62,M,0,Uneducated,Single,$60K - $80K,Blue,36,6,1,3,3933.0,0,3933.0,0.884,3048,54,0.688,0.0
+720294258,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,30,4,2,2,2558.0,0,2558.0,0.728,4635,82,0.64,0.0
+785432733,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,3,15433.0,0,15433.0,0.865,966,22,1.2,0.0
+713948808,Existing Customer,55,M,3,High School,Single,$60K - $80K,Blue,47,3,2,2,1602.0,962,640.0,0.834,4873,97,0.764,0.6
+710436108,Existing Customer,41,M,4,High School,Unknown,$40K - $60K,Blue,29,5,4,2,3600.0,746,2854.0,0.824,4184,61,0.694,0.207
+711203658,Existing Customer,46,M,3,Graduate,Unknown,$40K - $60K,Blue,34,3,6,1,2259.0,1346,913.0,0.813,7745,88,0.517,0.596
+716513358,Existing Customer,51,F,2,Graduate,Divorced,Unknown,Blue,36,5,3,3,2069.0,1802,267.0,0.651,4402,91,0.75,0.871
+719836083,Existing Customer,54,M,4,Unknown,Married,$60K - $80K,Blue,36,3,4,2,7477.0,1752,5725.0,0.294,1543,34,0.172,0.234
+794856033,Existing Customer,38,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,2,3,5242.0,470,4772.0,0.805,4306,77,0.604,0.09
+789089958,Existing Customer,57,M,2,High School,Single,$60K - $80K,Silver,45,5,2,3,33211.0,0,33211.0,0.732,3662,81,0.761,0.0
+792695808,Existing Customer,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232.0,1140,17092.0,0.657,4775,84,1.1,0.063
+718940208,Existing Customer,55,F,0,Graduate,Single,Unknown,Blue,44,6,1,3,18202.0,1841,16361.0,0.76,3551,68,0.7,0.101
+824805858,Existing Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,35,5,3,3,9235.0,1479,7756.0,0.843,1537,49,0.581,0.16
+715399908,Existing Customer,54,F,2,High School,Single,Unknown,Blue,45,5,3,5,7563.0,1465,6098.0,0.511,4175,67,0.718,0.194
+818259558,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,56,4,2,3,2294.0,1582,712.0,0.775,3951,79,0.881,0.69
+716216958,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,42,6,1,1,4429.0,883,3546.0,0.688,4386,63,0.537,0.199
+711878733,Existing Customer,60,M,1,Uneducated,Married,$60K - $80K,Blue,48,3,1,3,10264.0,2073,8191.0,0.62,1685,45,0.364,0.202
+779217333,Existing Customer,59,F,0,Graduate,Divorced,Less than $40K,Blue,49,6,2,3,2228.0,1502,726.0,0.719,3922,75,1.027,0.674
+709343433,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,26,5,3,3,2469.0,1826,643.0,0.666,3837,74,0.721,0.74
+716452908,Existing Customer,36,F,1,Unknown,Single,Less than $40K,Blue,36,4,2,3,9239.0,1421,7818.0,0.823,2246,44,0.833,0.154
+788771733,Existing Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,5,3,3,1579.0,900,679.0,0.592,4354,70,0.707,0.57
+717713283,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,3,8628.0,1077,7551.0,0.872,1675,58,0.415,0.125
+716056158,Attrited Customer,63,M,0,Graduate,Single,$60K - $80K,Blue,51,3,3,3,11619.0,0,11619.0,0.631,2395,49,0.361,0.0
+717087858,Existing Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,2146.0,967,1179.0,0.569,4253,74,0.721,0.451
+789433758,Existing Customer,36,M,0,College,Married,$80K - $120K,Blue,27,3,3,2,6338.0,2379,3959.0,0.624,1715,39,0.5,0.375
+720986958,Existing Customer,50,F,2,Graduate,Divorced,$40K - $60K,Blue,40,6,2,5,8307.0,2517,5790.0,1.743,2293,36,0.8,0.303
+713264583,Existing Customer,43,M,2,High School,Married,$120K +,Silver,23,3,3,2,34516.0,1153,33363.0,0.89,4486,71,0.69,0.033
+771471708,Existing Customer,44,F,2,Graduate,Unknown,Less than $40K,Blue,32,2,1,3,3080.0,1776,1304.0,0.973,5097,77,0.833,0.577
+815472108,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,37,3,3,3,2247.0,1045,1202.0,0.952,1300,31,0.55,0.465
+819376683,Existing Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,49,2,3,3,28570.0,2027,26543.0,0.749,15130,102,0.759,0.071
+738195708,Existing Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,40,6,1,3,16741.0,1225,15516.0,0.641,3608,56,0.514,0.073
+718054833,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,37,6,3,4,15341.0,1016,14325.0,0.709,2916,65,0.548,0.066
+761240358,Existing Customer,52,F,2,Unknown,Single,Less than $40K,Blue,45,5,2,2,2155.0,1219,936.0,0.805,4295,77,0.791,0.566
+713374533,Existing Customer,52,F,1,Unknown,Single,$40K - $60K,Blue,43,4,2,2,1981.0,1082,899.0,0.584,3913,90,0.731,0.546
+714839808,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,35,6,1,1,2141.0,1176,965.0,0.746,4317,64,0.778,0.549
+720163458,Existing Customer,38,M,1,Uneducated,Unknown,$120K +,Blue,21,4,2,3,28043.0,1786,26257.0,0.802,14521,109,0.847,0.064
+715421058,Existing Customer,51,M,1,Unknown,Married,$60K - $80K,Blue,36,3,2,4,22224.0,979,21245.0,1.255,3346,69,1.156,0.044
+710971908,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,31,2,3,3,3764.0,1780,1984.0,0.79,4898,80,0.667,0.473
+711443808,Existing Customer,46,M,2,Unknown,Divorced,$60K - $80K,Blue,37,6,1,1,2695.0,1657,1038.0,0.813,4068,53,0.963,0.615
+715120608,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,2,14546.0,1703,12843.0,0.955,1273,27,0.588,0.117
+712033833,Existing Customer,42,F,4,Unknown,Unknown,Less than $40K,Blue,34,5,3,2,1874.0,1341,533.0,0.952,3899,70,0.75,0.716
+711311883,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Silver,35,5,2,2,13994.0,0,13994.0,0.57,3299,63,0.853,0.0
+717277833,Existing Customer,27,F,1,Graduate,Single,Unknown,Blue,13,6,2,4,2339.0,2080,259.0,1.067,2294,45,0.452,0.889
+825850383,Existing Customer,53,F,2,Graduate,Single,Unknown,Blue,49,4,2,3,6074.0,0,6074.0,0.697,4303,77,0.674,0.0
+789497283,Attrited Customer,50,M,2,High School,Single,$120K +,Blue,42,1,3,2,34162.0,1723,32439.0,0.429,7572,56,0.697,0.05
+739828308,Existing Customer,55,M,3,Uneducated,Single,$120K +,Blue,48,5,2,2,3088.0,1743,1345.0,0.766,3906,68,0.659,0.564
+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
+771989733,Existing Customer,37,M,2,Unknown,Single,$40K - $60K,Blue,26,4,1,2,3664.0,1449,2215.0,0.712,4413,65,0.548,0.395
+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
+717994608,Existing Customer,51,M,0,Graduate,Married,$80K - $120K,Blue,40,4,3,2,7158.0,0,7158.0,0.904,2113,60,0.875,0.0
+719267283,Existing Customer,35,F,2,Doctorate,Married,$40K - $60K,Blue,27,6,1,0,1953.0,1554,399.0,0.581,4598,71,0.651,0.796
+788838033,Attrited Customer,45,M,2,College,Single,$60K - $80K,Blue,29,3,2,4,3841.0,0,3841.0,0.794,2832,48,0.846,0.0
+714594933,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,3,0,7065.0,990,6075.0,0.503,3758,65,0.711,0.14
+716878533,Existing Customer,55,M,2,Unknown,Married,$80K - $120K,Blue,46,4,1,1,10979.0,1889,9090.0,0.475,1425,33,0.5,0.172
+717287883,Existing Customer,57,M,3,Graduate,Married,$80K - $120K,Blue,46,6,2,3,5516.0,2517,2999.0,0.473,1532,24,0.5,0.456
+714691683,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,54,4,1,4,13284.0,607,12677.0,0.857,4942,76,0.652,0.046
+752666508,Existing Customer,41,M,4,College,Married,$80K - $120K,Silver,34,4,3,3,34516.0,1347,33169.0,0.801,1005,22,1.0,0.039
+766795983,Existing Customer,46,F,1,Unknown,Single,Less than $40K,Blue,40,4,2,2,1438.3,0,1438.3,0.756,4692,91,0.596,0.0
+708886533,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,41,4,1,3,13032.0,1701,11331.0,0.904,4348,77,0.878,0.131
+796174983,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,46,2,3,3,25737.0,1168,24569.0,0.718,7722,94,0.469,0.045
+719677758,Existing Customer,39,F,1,Unknown,Married,$40K - $60K,Blue,36,2,1,3,10830.0,2184,8646.0,0.907,8814,88,0.725,0.202
+719401158,Existing Customer,62,F,0,Post-Graduate,Single,$40K - $60K,Blue,53,1,2,3,4136.0,0,4136.0,0.64,7739,97,0.59,0.0
+740784258,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,4,3,3,1789.0,1088,701.0,0.683,4191,90,0.525,0.608
+718415133,Existing Customer,38,M,1,Uneducated,Married,$80K - $120K,Blue,25,6,1,3,11352.0,0,11352.0,1.324,1601,34,1.125,0.0
+715253433,Existing Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,38,5,2,3,5543.0,1372,4171.0,0.744,5266,79,0.795,0.248
+719620983,Existing Customer,41,F,2,Unknown,Single,Less than $40K,Blue,29,6,3,0,2701.0,1839,862.0,0.765,4406,80,0.778,0.681
+715232058,Existing Customer,61,M,0,Post-Graduate,Married,$40K - $60K,Blue,53,5,1,2,5561.0,1434,4127.0,1.423,1820,42,0.826,0.258
+714998508,Existing Customer,53,M,3,Uneducated,Married,$120K +,Blue,36,2,2,0,3742.0,1454,2288.0,0.894,5326,62,0.676,0.389
+720868683,Existing Customer,50,F,4,Uneducated,Single,$40K - $60K,Blue,22,5,2,3,7853.0,1343,6510.0,0.491,1814,37,0.37,0.171
+714195108,Existing Customer,45,F,2,Post-Graduate,Single,Unknown,Blue,37,3,3,4,2707.0,1796,911.0,0.597,4077,70,1.059,0.663
+721475133,Existing Customer,54,F,1,Doctorate,Single,Unknown,Blue,36,6,3,4,26053.0,829,25224.0,0.669,2768,70,0.628,0.032
+709664658,Existing Customer,40,M,4,Unknown,Unknown,$80K - $120K,Blue,27,4,3,2,22863.0,927,21936.0,0.569,4071,69,0.725,0.041
+710681808,Existing Customer,53,M,3,High School,Single,$80K - $120K,Blue,42,6,3,3,18531.0,1548,16983.0,0.833,2484,52,0.857,0.084
+708360108,Existing Customer,50,M,1,College,Single,$40K - $60K,Blue,41,3,1,1,2800.0,1338,1462.0,0.818,4869,90,0.8,0.478
+803833608,Existing Customer,40,M,3,Uneducated,Single,$40K - $60K,Silver,33,4,1,3,21308.0,564,20744.0,0.448,1322,38,0.652,0.026
+708324483,Existing Customer,47,F,4,Unknown,Single,Less than $40K,Blue,39,3,3,4,1548.0,0,1548.0,0.664,4420,71,0.775,0.0
+710833908,Existing Customer,45,M,5,High School,Married,$80K - $120K,Blue,25,1,3,3,25601.0,1384,24217.0,0.745,12896,100,0.852,0.054
+787532808,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,30,6,3,3,16386.0,2236,14150.0,1.004,3293,66,0.833,0.136
+708134283,Existing Customer,35,M,2,Uneducated,Married,Less than $40K,Blue,36,4,3,3,3131.0,629,2502.0,0.749,1483,31,0.632,0.201
+708899283,Existing Customer,40,F,3,Uneducated,Single,Unknown,Blue,28,3,3,3,2690.0,1935,755.0,0.593,4917,81,0.653,0.719
+709766808,Existing Customer,49,F,2,Uneducated,Married,Unknown,Blue,36,4,3,2,5099.0,1178,3921.0,0.912,3819,82,0.864,0.231
+815525508,Existing Customer,46,F,3,High School,Unknown,Less than $40K,Blue,41,2,1,4,1515.0,0,1515.0,0.819,3894,60,0.818,0.0
+719483358,Existing Customer,33,M,1,College,Married,$40K - $60K,Blue,14,3,2,2,6746.0,1750,4996.0,0.962,2962,54,0.862,0.259
+719222133,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,36,2,3,2,8919.0,1723,7196.0,0.848,13719,96,0.714,0.193
+773297508,Existing Customer,34,M,3,College,Married,$80K - $120K,Blue,28,3,1,3,24765.0,1999,22766.0,1.013,1544,36,0.714,0.081
+712822758,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,33,6,3,3,5677.0,1403,4274.0,0.951,2730,58,0.758,0.247
+708982158,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,36,2,2,3,3352.0,2122,1230.0,0.701,14802,106,0.797,0.633
+811467708,Existing Customer,33,M,2,Graduate,Married,$80K - $120K,Blue,28,4,2,2,22399.0,1431,20968.0,1.019,2390,62,0.722,0.064
+735825258,Existing Customer,39,M,2,High School,Single,Less than $40K,Blue,32,4,1,4,4423.0,1643,2780.0,0.724,15467,112,0.623,0.371
+716169258,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,39,3,3,4,7128.0,1560,5568.0,0.573,1468,44,0.76,0.219
+781923483,Existing Customer,53,F,1,College,Married,$40K - $60K,Blue,47,3,3,4,2459.0,1733,726.0,1.216,2309,62,0.632,0.705
+713661933,Existing Customer,44,F,1,College,Married,Less than $40K,Blue,33,5,1,3,1522.0,0,1522.0,0.783,4835,70,0.489,0.0
+709914858,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,36,4,1,2,6362.0,1705,4657.0,0.644,5169,84,0.474,0.268
+821157183,Existing Customer,42,F,5,Unknown,Married,Less than $40K,Blue,37,5,2,3,2541.0,1398,1143.0,0.635,4698,88,0.833,0.55
+708502908,Existing Customer,61,M,2,High School,Single,$60K - $80K,Silver,48,5,2,3,26218.0,0,26218.0,0.74,3925,88,0.833,0.0
+709126833,Existing Customer,42,M,3,College,Unknown,$120K +,Blue,36,3,2,1,21670.0,2183,19487.0,0.995,4121,81,0.761,0.101
+714146208,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,32,6,1,1,2594.0,2159,435.0,0.792,3872,71,0.511,0.832
+709550958,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,32,3,1,4,7133.0,0,7133.0,0.612,2689,62,0.59,0.0
+718161708,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,34,5,1,2,7562.0,1500,6062.0,0.632,14908,100,0.754,0.198
+795155433,Existing Customer,45,M,3,Unknown,Married,$80K - $120K,Blue,38,6,3,1,12918.0,1345,11573.0,1.061,1562,33,1.2,0.104
+714916758,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,5210.0,0,5210.0,0.531,1309,45,0.607,0.0
+713964858,Existing Customer,51,M,2,Graduate,Divorced,$120K +,Blue,41,4,2,3,2792.0,887,1905.0,0.793,4074,81,0.8,0.318
+772300383,Existing Customer,57,F,2,Unknown,Married,$40K - $60K,Blue,46,3,1,3,5073.0,1533,3540.0,0.654,13420,122,0.743,0.302
+710969433,Existing Customer,41,F,1,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2909.0,1201,1708.0,0.729,4230,68,0.659,0.413
+719281533,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,2,1,3,2939.0,1388,1551.0,0.69,5076,84,0.826,0.472
+719026383,Existing Customer,35,F,2,Uneducated,Married,Less than $40K,Blue,36,3,1,3,2664.0,0,2664.0,1.071,3135,59,0.903,0.0
+789070233,Existing Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,39,5,4,3,2987.0,1764,1223.0,0.686,4339,72,0.6,0.591
+737967708,Existing Customer,52,F,1,Unknown,Married,$40K - $60K,Blue,45,5,1,1,1611.0,938,673.0,0.601,4087,86,0.911,0.582
+807349158,Existing Customer,36,M,4,Doctorate,Divorced,$120K +,Blue,31,4,3,4,34516.0,1491,33025.0,0.93,2243,60,0.935,0.043
+718712583,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,1,34496.0,1665,32831.0,0.883,8092,80,0.667,0.048
+716909283,Existing Customer,60,M,1,Post-Graduate,Single,$80K - $120K,Blue,48,3,1,3,30655.0,0,30655.0,0.475,3280,78,0.625,0.0
+715365183,Existing Customer,51,F,1,College,Married,Less than $40K,Blue,42,4,2,2,2431.0,0,2431.0,0.886,3323,65,1.097,0.0
+748326258,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,41,4,5,3,12302.0,1632,10670.0,1.509,1483,41,0.519,0.133
+712431183,Existing Customer,52,F,2,Uneducated,Single,Less than $40K,Blue,37,4,3,1,2164.0,0,2164.0,0.688,5282,80,0.818,0.0
+713346558,Existing Customer,45,M,4,Graduate,Divorced,$60K - $80K,Blue,37,5,2,4,6784.0,891,5893.0,1.047,1900,28,0.556,0.131
+780790008,Existing Customer,46,F,3,Unknown,Married,$40K - $60K,Blue,39,6,3,2,1457.0,563,894.0,0.711,3967,69,0.568,0.386
+715017858,Existing Customer,44,M,2,Uneducated,Married,$120K +,Platinum,36,2,1,3,34516.0,1421,33095.0,0.744,14465,114,0.754,0.041
+718876683,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,31,5,2,0,5781.0,1168,4613.0,0.638,1600,32,0.455,0.202
+759127158,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,35,3,1,3,2592.0,0,2592.0,0.767,4177,85,0.771,0.0
+709596783,Existing Customer,46,M,3,College,Married,$40K - $60K,Blue,34,5,1,2,1611.0,0,1611.0,0.731,4444,78,0.857,0.0
+713316558,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,29,3,2,2,4573.0,0,4573.0,0.703,3776,70,0.944,0.0
+789238683,Existing Customer,53,M,2,Uneducated,Divorced,$120K +,Blue,42,4,2,2,22664.0,0,22664.0,0.749,4586,89,0.745,0.0
+712198983,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,36,3,3,3,3258.0,0,3258.0,0.784,3169,67,0.489,0.0
+751166508,Existing Customer,57,M,3,Post-Graduate,Single,$80K - $120K,Blue,50,3,1,1,34516.0,2293,32223.0,0.799,14287,114,0.754,0.066
+789959283,Existing Customer,39,M,2,College,Single,$80K - $120K,Blue,24,4,3,2,4061.0,1775,2286.0,0.686,1602,40,0.667,0.437
+712833633,Existing Customer,41,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,2,1,3,10688.0,653,10035.0,0.682,13866,98,0.508,0.061
+719184783,Existing Customer,51,F,1,Graduate,Single,Unknown,Blue,41,3,2,2,9352.0,1429,7923.0,0.728,3536,71,0.69,0.153
+771201408,Existing Customer,53,F,3,Graduate,Divorced,Less than $40K,Blue,40,3,2,3,2684.0,2126,558.0,0.69,5299,75,0.875,0.792
+788658483,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,38,5,2,3,2650.0,1490,1160.0,1.75,1411,28,1.0,0.562
+718096608,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,30,1,2,3,6882.0,1930,4952.0,0.915,13836,113,0.766,0.28
+772687983,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,43,5,3,3,8404.0,1498,6906.0,0.922,4811,56,0.556,0.178
+719672283,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,39,4,2,4,33122.0,1587,31535.0,0.475,3145,63,0.75,0.048
+717954333,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,25,4,2,1,1781.0,935,846.0,0.868,5093,77,0.974,0.525
+716580933,Existing Customer,63,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,1970.0,1224,746.0,0.54,4533,65,0.625,0.621
+716671983,Existing Customer,38,M,0,High School,Single,$80K - $120K,Blue,29,3,3,2,5983.0,1885,4098.0,0.601,4141,65,0.711,0.315
+789526458,Existing Customer,44,M,3,Unknown,Married,$40K - $60K,Blue,36,4,2,1,2534.0,1706,828.0,0.793,3965,57,1.111,0.673
+720904233,Existing Customer,53,M,0,Graduate,Married,$80K - $120K,Blue,41,3,3,2,16033.0,560,15473.0,0.963,1158,31,1.067,0.035
+718020408,Existing Customer,60,F,1,Graduate,Married,Less than $40K,Blue,36,3,4,3,1977.0,545,1432.0,0.901,4393,72,0.946,0.276
+754897008,Existing Customer,46,M,3,High School,Single,$40K - $60K,Blue,39,2,3,2,9432.0,1418,8014.0,0.612,1319,26,0.368,0.15
+710487033,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,28,2,3,3,1438.3,0,1438.3,0.926,4445,78,0.773,0.0
+714036258,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,36,4,1,4,2798.0,1963,835.0,0.805,4255,64,0.561,0.702
+714637908,Existing Customer,47,F,4,Unknown,Single,Less than $40K,Blue,36,2,2,1,7940.0,1669,6271.0,0.696,15445,118,0.934,0.21
+779961408,Existing Customer,58,F,1,Uneducated,Single,Less than $40K,Blue,43,4,4,2,3382.0,1446,1936.0,0.705,4854,74,0.682,0.428
+716713533,Existing Customer,53,M,3,Post-Graduate,Single,$80K - $120K,Blue,44,5,2,2,19063.0,1236,17827.0,0.542,3393,58,0.871,0.065
+715955208,Existing Customer,35,F,1,High School,Single,Less than $40K,Blue,26,3,3,2,2189.0,1833,356.0,0.56,4530,72,0.846,0.837
+713642133,Existing Customer,45,M,4,Unknown,Married,$40K - $60K,Blue,30,6,3,3,1892.0,1049,843.0,1.122,4558,60,1.609,0.554
+717561108,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,36,4,3,2,34516.0,549,33967.0,0.78,1629,32,0.778,0.016
+709477233,Existing Customer,37,F,2,High School,Single,Unknown,Blue,36,3,2,1,2346.0,1621,725.0,0.613,4287,79,0.717,0.691
+711748983,Existing Customer,30,M,1,High School,Married,$60K - $80K,Blue,17,3,3,2,7906.0,1631,6275.0,0.889,1946,45,0.552,0.206
+715779333,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,4753.0,0,4753.0,0.856,3895,71,0.578,0.0
+772837083,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,32,2,3,1,27169.0,0,27169.0,0.781,3906,87,0.977,0.0
+720656883,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,40,3,3,1,1848.0,501,1347.0,0.653,4600,69,0.683,0.271
+787655058,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,37,5,2,3,2568.0,1875,693.0,0.578,4254,85,0.735,0.73
+716769783,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,40,3,2,4,5104.0,736,4368.0,0.679,3943,78,0.696,0.144
+713246208,Existing Customer,65,M,1,Unknown,Single,$40K - $60K,Blue,56,6,2,4,13364.0,1318,12046.0,1.063,4548,54,0.862,0.099
+778343958,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,0,1451.0,0,1451.0,0.5,3866,72,0.714,0.0
+716068683,Existing Customer,28,M,0,Uneducated,Divorced,Unknown,Blue,36,3,3,3,16766.0,1535,15231.0,1.042,3093,77,0.878,0.092
+709719333,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,29,6,3,4,28422.0,1258,27164.0,0.672,4841,80,0.6,0.044
+778148283,Existing Customer,48,M,2,Doctorate,Single,$120K +,Blue,41,5,2,1,20148.0,1084,19064.0,0.79,3921,74,0.542,0.054
+710287533,Existing Customer,31,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,4,6269.0,1169,5100.0,0.743,2221,57,0.727,0.186
+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
+789396783,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,20,3,3,4,2112.0,1109,1003.0,0.693,4729,78,0.733,0.525
+721012983,Existing Customer,46,M,3,Doctorate,Married,$80K - $120K,Blue,38,6,1,2,12935.0,1417,11518.0,0.738,3528,61,0.743,0.11
+716445783,Existing Customer,42,F,2,Uneducated,Married,Unknown,Blue,31,4,2,0,22718.0,0,22718.0,0.791,1191,37,1.176,0.0
+770278833,Existing Customer,43,M,4,Unknown,Married,$120K +,Blue,37,3,1,3,20695.0,1250,19445.0,0.605,3924,82,0.783,0.06
+709597983,Existing Customer,65,M,0,Doctorate,Divorced,Less than $40K,Blue,56,6,1,3,1573.0,653,920.0,0.71,3349,77,0.674,0.415
+779008158,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,43,3,1,4,2191.0,1655,536.0,1.008,4961,71,0.821,0.755
+778131333,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,31,6,3,3,3222.0,0,3222.0,0.786,5154,80,0.778,0.0
+719722308,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Blue,22,2,1,3,3329.0,0,3329.0,0.641,13109,114,0.727,0.0
+771829758,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,3,21434.0,1345,20089.0,0.603,2143,46,0.586,0.063
+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
+710529708,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,36,3,3,1,23260.0,1476,21784.0,0.975,15140,105,0.81,0.063
+711942783,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,28,3,1,3,2354.0,1909,445.0,0.833,4048,61,0.848,0.811
+711164508,Existing Customer,49,F,1,Graduate,Divorced,Unknown,Silver,43,1,3,1,34516.0,1163,33353.0,0.725,3941,71,0.821,0.034
+819202533,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,52,3,2,3,10378.0,1540,8838.0,0.547,1306,32,0.28,0.148
+716532258,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,43,4,3,2,2827.0,1308,1519.0,0.79,3291,55,0.618,0.463
+708848208,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,40,6,3,2,34516.0,1757,32759.0,0.786,4223,81,0.653,0.051
+789124683,Existing Customer,54,M,2,Unknown,Married,$80K - $120K,Blue,42,4,2,3,12217.0,0,12217.0,1.075,1110,21,0.75,0.0
+713777883,Existing Customer,46,F,0,Graduate,Divorced,Unknown,Blue,36,3,3,2,6853.0,1679,5174.0,0.975,3543,52,1.0,0.245
+718510983,Existing Customer,54,F,3,Unknown,Single,$40K - $60K,Blue,41,1,3,2,4440.0,0,4440.0,0.639,3720,89,0.894,0.0
+788661408,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,33,4,5,2,2990.0,890,2100.0,0.711,4757,79,0.837,0.298
+718270833,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,40,6,3,3,13991.0,1580,12411.0,0.864,4100,74,0.721,0.113
+714929283,Existing Customer,34,F,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3203.0,2229,974.0,1.146,2625,52,0.625,0.696
+772640808,Existing Customer,38,F,1,College,Single,Less than $40K,Blue,28,2,2,2,4623.0,1366,3257.0,0.776,14730,118,0.735,0.295
+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
+804708633,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,39,3,2,2,7323.0,0,7323.0,0.518,4666,87,0.776,0.0
+709783908,Existing Customer,52,F,3,Unknown,Married,Less than $40K,Blue,47,6,3,2,2280.0,1170,1110.0,0.603,1924,50,0.667,0.513
+709626858,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,3,3,4,4985.0,1379,3606.0,0.896,4222,61,0.605,0.277
+712216533,Existing Customer,44,M,5,Unknown,Single,$80K - $120K,Blue,34,6,2,3,8206.0,763,7443.0,0.87,1715,43,0.72,0.093
+713432508,Existing Customer,42,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,4328.0,1749,2579.0,0.806,4593,72,1.0,0.404
+712885533,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,31,6,3,2,11882.0,1472,10410.0,0.413,3291,62,0.722,0.124
+715432608,Existing Customer,43,M,4,Unknown,Single,$60K - $80K,Blue,36,4,1,0,22322.0,953,21369.0,0.769,1348,34,1.125,0.043
+788907033,Existing Customer,40,M,2,High School,Unknown,$80K - $120K,Blue,26,1,3,1,5238.0,2077,3161.0,0.656,7321,73,0.659,0.397
+798996183,Existing Customer,61,F,0,Unknown,Married,Less than $40K,Blue,55,4,2,3,2194.0,1512,682.0,0.725,4069,80,0.778,0.689
+714492783,Attrited Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.346,1517,38,0.407,0.0
+710842308,Existing Customer,41,F,5,Uneducated,Single,$40K - $60K,Blue,26,4,3,4,2264.0,928,1336.0,0.662,4150,83,0.844,0.41
+765755283,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,41,1,1,3,7884.0,745,7139.0,0.714,4588,74,0.762,0.094
+708992733,Existing Customer,50,F,0,High School,Married,Less than $40K,Blue,36,4,3,2,1513.0,0,1513.0,0.854,4759,98,0.719,0.0
+711734508,Existing Customer,55,M,2,Graduate,Married,$80K - $120K,Blue,47,3,3,3,9959.0,1209,8750.0,0.548,1584,28,0.273,0.121
+716244033,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,33,2,3,3,7266.0,906,6360.0,0.676,1741,27,0.421,0.125
+714292533,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,4,1,2,2544.0,0,2544.0,0.759,3593,64,1.0,0.0
+778502958,Existing Customer,47,M,3,Unknown,Divorced,$60K - $80K,Silver,35,4,2,5,29812.0,2031,27781.0,0.767,2385,50,0.515,0.068
+710078358,Existing Customer,36,M,4,Post-Graduate,Married,Less than $40K,Blue,26,5,1,1,2222.0,1291,931.0,0.988,4095,88,0.63,0.581
+718136283,Existing Customer,52,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,1,4,22103.0,1515,20588.0,0.506,1541,29,0.318,0.069
+717862308,Existing Customer,45,F,2,College,Divorced,$40K - $60K,Blue,27,6,3,2,2901.0,2384,517.0,0.717,3835,78,0.592,0.822
+718436133,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,3,2368.0,1244,1124.0,0.935,4289,71,0.868,0.525
+769701258,Existing Customer,26,F,0,Unknown,Unknown,Unknown,Blue,18,3,3,3,12463.0,1319,11144.0,0.655,3996,71,0.543,0.106
+789487308,Existing Customer,48,M,2,Doctorate,Single,$60K - $80K,Blue,39,3,2,2,10033.0,0,10033.0,0.644,4106,78,0.902,0.0
+713997183,Existing Customer,34,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,2,2791.0,2160,631.0,0.825,2214,56,0.6,0.774
+827683383,Existing Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,44,3,2,1,4107.0,2517,1590.0,0.779,16027,112,0.723,0.613
+809363958,Existing Customer,49,F,3,High School,Married,$40K - $60K,Blue,44,5,1,2,3881.0,0,3881.0,0.601,4177,66,0.737,0.0
+772468983,Existing Customer,36,M,1,Post-Graduate,Married,$80K - $120K,Blue,26,3,4,2,21927.0,1291,20636.0,0.864,1946,37,0.542,0.059
+713672208,Existing Customer,50,M,1,Doctorate,Divorced,$60K - $80K,Blue,33,3,5,2,19939.0,0,19939.0,1.03,3342,76,0.462,0.0
+714778833,Existing Customer,49,F,3,College,Single,Unknown,Blue,43,4,4,0,23032.0,1960,21072.0,0.619,1289,22,1.0,0.085
+720853158,Existing Customer,38,F,3,High School,Single,Unknown,Blue,24,6,3,3,13951.0,1607,12344.0,0.932,4576,70,0.591,0.115
+778493808,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,37,5,2,1,3906.0,0,3906.0,1.214,1756,32,1.0,0.0
+787291308,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,36,5,2,4,4228.0,1709,2519.0,0.493,4389,79,0.58,0.404
+824915208,Existing Customer,44,F,3,Doctorate,Married,Unknown,Blue,40,2,1,1,7212.0,1008,6204.0,0.727,5169,82,0.745,0.14
+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
+711594858,Existing Customer,44,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,2,2936.0,1297,1639.0,0.556,4509,70,0.795,0.442
+779058108,Existing Customer,49,M,3,Graduate,Divorced,$60K - $80K,Blue,30,6,1,2,2536.0,1823,713.0,0.703,1468,23,0.353,0.719
+712881483,Existing Customer,55,M,1,Post-Graduate,Married,$80K - $120K,Blue,45,5,3,3,9959.0,1890,8069.0,1.043,2041,45,0.875,0.19
+720973833,Existing Customer,49,M,2,Graduate,Divorced,$60K - $80K,Blue,36,5,3,2,4596.0,0,4596.0,0.93,2872,62,0.722,0.0
+713135883,Existing Customer,65,F,0,High School,Married,Unknown,Blue,53,4,3,0,4315.0,717,3598.0,0.808,1723,51,0.5,0.166
+711575058,Existing Customer,36,M,3,Unknown,Married,$60K - $80K,Blue,36,4,2,2,2956.0,2411,545.0,0.971,1896,31,0.824,0.816
+789937683,Existing Customer,37,M,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,1,2,3645.0,701,2944.0,0.654,15559,120,0.739,0.192
+709123908,Existing Customer,43,F,2,Graduate,Married,$40K - $60K,Blue,36,2,3,2,4287.0,0,4287.0,0.807,4874,82,0.708,0.0
+711555483,Existing Customer,43,F,3,High School,Unknown,Unknown,Blue,36,3,3,2,8777.0,2517,6260.0,0.696,4551,83,0.729,0.287
+715551783,Existing Customer,54,F,2,Uneducated,Married,Unknown,Blue,42,1,1,3,24927.0,1273,23654.0,0.743,14603,113,0.687,0.051
+711416958,Existing Customer,33,F,2,Graduate,Single,Unknown,Blue,21,3,3,2,5795.0,0,5795.0,0.746,2322,65,0.585,0.0
+710844408,Existing Customer,38,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,4,3,2,2584.0,0,2584.0,0.593,1843,28,0.647,0.0
+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
+813573333,Existing Customer,60,M,1,High School,Married,Less than $40K,Blue,55,5,1,4,2661.0,1466,1195.0,0.631,1354,25,0.316,0.551
+712072908,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,36,4,3,2,2852.0,736,2116.0,0.386,1382,40,0.29,0.258
+779305008,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,23,3,2,2,2787.0,2053,734.0,0.76,4949,76,0.551,0.737
+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
+714343608,Existing Customer,56,F,0,Unknown,Single,Less than $40K,Blue,36,5,4,2,3033.0,0,3033.0,0.89,4921,90,0.698,0.0
+771852483,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,35,6,3,4,4930.0,0,4930.0,1.019,3343,77,0.638,0.0
+713325108,Existing Customer,36,M,2,Post-Graduate,Married,$60K - $80K,Blue,29,5,3,3,7712.0,2517,5195.0,0.676,1845,40,0.739,0.326
+714560358,Existing Customer,53,M,1,Unknown,Single,$40K - $60K,Blue,45,1,2,1,3234.0,1514,1720.0,0.846,13803,100,0.695,0.468
+712278108,Existing Customer,46,F,2,Unknown,Married,$40K - $60K,Blue,38,6,3,1,1963.0,1112,851.0,0.761,4821,67,0.763,0.566
+721011858,Existing Customer,63,M,1,Graduate,Unknown,Less than $40K,Blue,52,6,3,3,1438.3,0,1438.3,0.854,3913,78,0.5,0.0
+789744033,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,38,4,1,1,19999.0,1007,18992.0,0.987,3183,69,0.5,0.05
+716335983,Existing Customer,37,M,2,High School,Single,$80K - $120K,Blue,36,1,2,3,6713.0,1590,5123.0,0.847,7946,85,0.667,0.237
+714385983,Existing Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,8224.0,1239,6985.0,0.793,16319,124,0.653,0.151
+716322783,Existing Customer,47,F,3,Unknown,Married,Less than $40K,Blue,37,2,2,2,2154.0,1628,526.0,0.665,4538,74,0.762,0.756
+780206958,Existing Customer,49,M,4,Graduate,Married,$60K - $80K,Blue,39,3,2,2,5937.0,2120,3817.0,0.654,4228,70,0.75,0.357
+817035108,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,14,4,3,3,6933.0,1870,5063.0,0.656,15585,115,0.917,0.27
+710782458,Existing Customer,31,M,1,Graduate,Married,$40K - $60K,Blue,20,6,2,5,2469.0,1695,774.0,0.842,1615,36,0.333,0.687
+719810583,Existing Customer,64,M,0,High School,Married,Less than $40K,Blue,54,4,3,2,2140.0,1361,779.0,0.46,1280,34,1.0,0.636
+717983058,Existing Customer,41,F,3,Graduate,Married,$40K - $60K,Blue,29,5,1,3,1982.0,1068,914.0,0.881,3058,58,0.871,0.539
+778601733,Attrited Customer,55,F,3,High School,Single,$40K - $60K,Blue,47,5,4,3,2687.0,1689,998.0,0.714,2370,34,0.789,0.629
+716973333,Existing Customer,40,M,3,Uneducated,Married,$120K +,Blue,28,3,3,2,4642.0,1676,2966.0,0.615,5080,76,0.81,0.361
+789820308,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,40,3,2,2,2925.0,2065,860.0,0.692,3913,47,1.474,0.706
+708438033,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,27,3,3,4,3049.0,2198,851.0,1.546,2617,48,1.0,0.721
+711864783,Existing Customer,61,M,1,Uneducated,Single,$60K - $80K,Blue,46,5,3,2,2201.0,1138,1063.0,0.675,1199,32,0.6,0.517
+719527833,Existing Customer,45,F,4,High School,Unknown,Unknown,Blue,36,6,3,3,23000.0,1097,21903.0,1.095,3886,70,0.667,0.048
+714621183,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,4,2650.0,1646,1004.0,0.747,4512,80,0.509,0.621
+709585758,Existing Customer,41,M,4,High School,Single,$120K +,Blue,28,5,1,4,34516.0,0,34516.0,0.791,4004,86,0.755,0.0
+712676208,Existing Customer,46,F,5,High School,Single,Less than $40K,Blue,36,6,3,3,1787.0,1324,463.0,0.684,4084,79,1.026,0.741
+807226683,Existing Customer,48,M,3,Unknown,Single,$40K - $60K,Blue,43,6,1,3,5279.0,1115,4164.0,0.549,1642,41,0.519,0.211
+717966933,Existing Customer,45,F,5,Uneducated,Married,Unknown,Blue,37,3,1,1,2467.0,1446,1021.0,0.73,5024,81,0.62,0.586
+779945508,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,35,5,2,2,3510.0,1881,1629.0,0.66,3808,81,0.884,0.536
+709333608,Existing Customer,58,F,2,High School,Single,Unknown,Blue,46,6,2,2,2395.0,1345,1050.0,0.811,4983,84,0.867,0.562
+716277558,Existing Customer,45,F,1,Uneducated,Single,Less than $40K,Blue,36,4,3,4,3281.0,1961,1320.0,0.744,1779,47,0.808,0.598
+708824958,Existing Customer,50,F,4,High School,Single,Less than $40K,Blue,42,2,1,2,1460.0,0,1460.0,0.682,4265,63,0.615,0.0
+710040483,Existing Customer,37,M,3,Uneducated,Unknown,$60K - $80K,Blue,26,6,2,1,14485.0,2124,12361.0,0.527,3895,87,0.776,0.147
+713247408,Existing Customer,51,F,3,Uneducated,Unknown,Less than $40K,Blue,36,3,1,2,1750.0,813,937.0,0.76,4333,68,0.7,0.465
+789477483,Existing Customer,40,F,5,Unknown,Single,Unknown,Blue,31,6,3,1,4433.0,1488,2945.0,0.669,3847,76,0.9,0.336
+797998158,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,46,4,1,2,4555.0,0,4555.0,1.031,3646,66,1.2,0.0
+713914683,Existing Customer,44,F,1,Graduate,Single,$40K - $60K,Blue,36,3,4,2,1484.0,885,599.0,0.951,4819,74,0.805,0.596
+716014983,Existing Customer,56,F,3,High School,Single,Less than $40K,Blue,48,6,5,3,8340.0,1902,6438.0,0.81,3755,77,0.833,0.228
+785055108,Existing Customer,52,M,0,Graduate,Single,$60K - $80K,Blue,46,4,2,4,10817.0,1142,9675.0,0.722,3889,60,0.818,0.106
+787591008,Existing Customer,42,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,2,1,1,2289.0,1195,1094.0,0.651,4955,83,0.627,0.522
+796145133,Existing Customer,46,F,2,Uneducated,Married,Unknown,Blue,40,3,2,2,6083.0,1716,4367.0,0.618,4528,86,0.755,0.282
+755615208,Existing Customer,49,M,3,High School,Single,$120K +,Blue,42,5,3,2,12630.0,1822,10808.0,0.947,4084,66,0.571,0.144
+779715108,Existing Customer,46,M,2,Unknown,Divorced,$80K - $120K,Blue,30,3,3,3,2770.0,1286,1484.0,1.068,2920,74,0.721,0.464
+751227183,Existing Customer,36,M,2,Unknown,Single,$80K - $120K,Blue,29,3,3,5,5346.0,1539,3807.0,0.777,2283,51,0.889,0.288
+714818058,Existing Customer,36,F,4,High School,Married,$40K - $60K,Blue,30,3,3,1,1438.3,0,1438.3,0.71,4591,74,0.644,0.0
+711676908,Existing Customer,51,F,3,College,Married,Unknown,Blue,36,3,2,3,12605.0,1449,11156.0,0.703,1870,56,0.647,0.115
+818235408,Existing Customer,30,M,0,College,Married,$60K - $80K,Blue,25,2,3,1,19534.0,0,19534.0,0.616,15634,118,0.639,0.0
+716457783,Existing Customer,55,F,1,College,Single,Less than $40K,Silver,36,3,1,3,12633.0,1661,10972.0,0.718,14378,98,0.69,0.131
+720812433,Existing Customer,54,M,2,College,Married,$120K +,Blue,46,6,1,2,28465.0,0,28465.0,0.696,1693,37,1.056,0.0
+717992433,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,39,3,1,2,11900.0,1796,10104.0,0.651,14666,101,0.98,0.151
+718950483,Existing Customer,58,F,1,Unknown,Married,$40K - $60K,Blue,48,3,3,2,12423.0,1910,10513.0,0.405,1208,38,0.357,0.154
+801064833,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,2,30117.0,2129,27988.0,0.769,7930,91,0.542,0.071
+716556258,Existing Customer,50,F,3,Doctorate,Single,Less than $40K,Blue,39,6,1,3,9966.0,0,9966.0,0.966,4401,60,1.069,0.0
+721332033,Existing Customer,42,M,2,Unknown,Single,$80K - $120K,Blue,30,4,2,1,29195.0,892,28303.0,0.565,4411,67,0.763,0.031
+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
+802087683,Existing Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,26,6,2,3,5478.0,1491,3987.0,1.304,2456,55,0.571,0.272
+708721533,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,36,2,1,2,5158.0,1148,4010.0,0.637,13113,128,0.882,0.223
+822063408,Existing Customer,43,M,4,Unknown,Married,$40K - $60K,Blue,39,5,1,2,6111.0,2517,3594.0,0.632,1221,16,2.2,0.412
+719608308,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,3,2,3,9829.0,2517,7312.0,0.59,2927,73,1.212,0.256
+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
+816129258,Existing Customer,34,F,2,Post-Graduate,Single,Less than $40K,Blue,29,2,3,3,2509.0,1897,612.0,0.938,4837,74,0.542,0.756
+779084208,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662.0,613,1049.0,0.868,2326,31,0.55,0.369
+708504783,Existing Customer,47,M,3,Uneducated,Unknown,$40K - $60K,Blue,36,3,3,3,10960.0,1333,9627.0,0.678,3480,62,0.632,0.122
+716144058,Existing Customer,36,F,1,College,Single,$40K - $60K,Blue,25,6,3,3,1888.0,0,1888.0,0.928,1886,66,0.65,0.0
+719900733,Existing Customer,60,M,1,High School,Married,$40K - $60K,Blue,47,3,1,3,9805.0,1007,8798.0,0.8,14641,95,0.9,0.103
+778340733,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,24,3,1,4,8495.0,1537,6958.0,0.919,1950,31,0.938,0.181
+795392433,Existing Customer,35,F,2,Uneducated,Single,Unknown,Blue,29,3,1,1,2423.0,0,2423.0,0.663,4651,69,0.568,0.0
+711287733,Existing Customer,45,M,4,Unknown,Married,$40K - $60K,Blue,36,3,2,1,4721.0,1289,3432.0,0.656,3856,74,0.762,0.273
+711210633,Existing Customer,51,M,3,Uneducated,Single,$60K - $80K,Blue,42,2,4,1,1922.0,1124,798.0,0.766,8049,76,0.434,0.585
+718361583,Existing Customer,56,F,2,Uneducated,Married,Unknown,Blue,36,3,3,5,8242.0,0,8242.0,0.434,1559,44,0.467,0.0
+716739258,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,33,5,2,4,1438.3,0,1438.3,0.679,3932,62,0.771,0.0
+721311333,Existing Customer,32,M,1,High School,Married,Unknown,Blue,22,3,1,4,16912.0,1590,15322.0,1.274,2413,41,0.708,0.094
+708414033,Existing Customer,50,M,4,Graduate,Married,$40K - $60K,Blue,38,6,3,3,2845.0,1153,1692.0,0.836,3730,66,0.941,0.405
+711978858,Existing Customer,59,M,2,Graduate,Single,Less than $40K,Blue,49,6,3,2,6834.0,900,5934.0,0.605,4422,70,0.628,0.132
+817908783,Existing Customer,44,M,3,Unknown,Single,$120K +,Silver,39,2,3,1,34516.0,2123,32393.0,0.801,14242,107,0.551,0.062
+740852733,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,42,4,1,2,10155.0,1805,8350.0,0.673,1685,49,0.815,0.178
+711199008,Existing Customer,38,M,2,Unknown,Married,$40K - $60K,Blue,31,3,2,2,2919.0,2192,727.0,1.073,2399,57,0.966,0.751
+710277183,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,27,3,2,4,2313.0,1775,538.0,0.773,4317,68,0.545,0.767
+721091583,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,32,3,3,3,3031.0,1879,1152.0,0.788,1298,15,1.5,0.62
+713975433,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,25,2,3,0,8851.0,1753,7098.0,0.627,14783,110,0.864,0.198
+708702258,Attrited Customer,40,F,3,Uneducated,Single,Unknown,Blue,36,3,2,2,3698.0,478,3220.0,0.611,2051,31,0.632,0.129
+767280633,Existing Customer,46,F,2,Graduate,Unknown,Less than $40K,Blue,39,5,2,2,3003.0,1454,1549.0,0.595,4378,96,0.548,0.484
+719494983,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,15,6,3,3,2740.0,2069,671.0,0.418,1997,44,0.419,0.755
+710183283,Existing Customer,55,F,1,High School,Married,Less than $40K,Blue,36,5,1,1,2747.0,0,2747.0,0.834,5032,84,0.68,0.0
+714228558,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,5,3,3,3624.0,0,3624.0,0.74,4749,82,0.864,0.0
+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
+719238183,Existing Customer,55,F,3,Graduate,Married,Less than $40K,Blue,35,3,2,3,1872.0,1167,705.0,0.517,2238,45,0.607,0.623
+820355433,Existing Customer,43,M,3,Unknown,Single,$40K - $60K,Blue,38,6,1,1,2615.0,0,2615.0,0.589,1395,34,0.259,0.0
+820906233,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,2,8532.0,2165,6367.0,0.707,3242,63,0.75,0.254
+719019483,Existing Customer,46,F,2,College,Unknown,Less than $40K,Silver,36,2,3,1,13427.0,1507,11920.0,0.84,4266,63,0.75,0.112
+721163133,Existing Customer,44,M,2,Graduate,Single,Unknown,Blue,36,6,3,1,28292.0,0,28292.0,0.542,3948,60,0.538,0.0
+709077933,Existing Customer,26,F,0,High School,Married,Less than $40K,Blue,18,5,3,2,5422.0,682,4740.0,0.892,4460,62,0.676,0.126
+810856833,Existing Customer,45,M,4,College,Unknown,$120K +,Blue,40,3,2,2,11962.0,1025,10937.0,0.694,1907,52,0.926,0.086
+710850633,Existing Customer,65,M,0,High School,Single,$40K - $60K,Blue,53,3,2,2,2507.0,1613,894.0,1.082,3325,67,0.675,0.643
+711550983,Existing Customer,46,M,1,Graduate,Divorced,$40K - $60K,Blue,37,1,2,2,11343.0,1175,10168.0,0.699,8313,107,0.672,0.104
+751076058,Existing Customer,44,F,4,Unknown,Married,Unknown,Blue,37,4,3,3,5826.0,0,5826.0,0.689,3756,73,0.921,0.0
+788246958,Existing Customer,44,F,2,Graduate,Married,Unknown,Blue,36,3,1,2,6038.0,0,6038.0,0.666,4375,81,0.688,0.0
+718569258,Existing Customer,56,F,2,Unknown,Married,Less than $40K,Blue,36,5,3,3,2029.0,974,1055.0,0.624,4170,73,0.553,0.48
+720214833,Existing Customer,52,M,2,High School,Single,$80K - $120K,Silver,40,3,3,3,34516.0,2177,32339.0,1.32,1234,23,1.875,0.063
+779261433,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2043.0,1597,446.0,0.814,3553,61,0.694,0.782
+712004208,Existing Customer,65,M,0,Graduate,Single,Less than $40K,Blue,56,3,3,2,3422.0,0,3422.0,0.929,1973,59,0.686,0.0
+716229108,Existing Customer,55,F,3,College,Divorced,Less than $40K,Blue,46,2,3,3,3282.0,2262,1020.0,0.653,4674,84,0.585,0.689
+778928283,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,39,3,2,1,2742.0,2321,421.0,1.315,1389,32,0.6,0.846
+719724933,Existing Customer,58,F,1,Uneducated,Married,Less than $40K,Blue,51,5,4,2,2220.0,1240,980.0,0.906,4396,78,0.95,0.559
+720746208,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,6,1,1,2689.0,2077,612.0,0.378,1356,33,0.435,0.772
+709329558,Existing Customer,49,F,4,High School,Single,Less than $40K,Gold,34,4,3,2,15569.0,1554,14015.0,0.436,4566,73,0.78,0.1
+809147283,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Gold,38,2,2,1,15987.0,1372,14615.0,0.649,15058,109,0.912,0.086
+714222183,Existing Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,36,1,1,1,2132.0,1084,1048.0,0.767,4874,78,0.66,0.508
+718699683,Existing Customer,48,M,3,College,Married,$80K - $120K,Silver,36,6,2,2,34516.0,0,34516.0,0.691,1733,54,0.636,0.0
+778706508,Existing Customer,43,M,4,College,Married,$60K - $80K,Blue,24,3,5,4,6231.0,0,6231.0,1.054,1448,30,0.875,0.0
+720642633,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,24,6,1,1,6475.0,1686,4789.0,0.699,3837,65,0.667,0.26
+714098883,Existing Customer,45,F,1,Graduate,Single,$40K - $60K,Blue,36,5,2,2,1936.0,1613,323.0,0.841,4773,80,0.818,0.833
+715179933,Existing Customer,49,F,2,High School,Married,Unknown,Blue,36,6,2,3,15704.0,0,15704.0,0.924,4253,91,0.685,0.0
+708453408,Existing Customer,40,M,4,College,Divorced,$80K - $120K,Blue,31,6,2,3,16050.0,0,16050.0,0.77,3721,62,0.512,0.0
+719028783,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,29,2,3,3,3422.0,0,3422.0,0.506,4486,74,0.682,0.0
+714140133,Existing Customer,42,F,4,Graduate,Unknown,Less than $40K,Blue,32,3,1,2,2314.0,1547,767.0,0.804,4678,74,1.0,0.669
+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
+708863733,Existing Customer,35,M,3,Unknown,Single,$40K - $60K,Gold,19,1,1,3,22725.0,808,21917.0,0.779,13847,120,0.875,0.036
+711982383,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,49,3,3,2,21805.0,1777,20028.0,0.519,4694,79,0.411,0.081
+719634408,Existing Customer,51,M,2,Unknown,Single,$120K +,Silver,31,2,2,2,34516.0,585,33931.0,0.875,13534,104,0.825,0.017
+710645583,Existing Customer,44,F,2,Uneducated,Single,Unknown,Blue,37,5,1,2,7627.0,1742,5885.0,0.771,4349,75,0.705,0.228
+710410158,Attrited Customer,49,M,2,Graduate,Unknown,$80K - $120K,Blue,38,3,4,3,34516.0,0,34516.0,0.482,1592,35,0.346,0.0
+720697908,Existing Customer,35,M,2,High School,Married,$40K - $60K,Blue,21,3,3,1,2967.0,1843,1124.0,0.681,1673,58,0.526,0.621
+715785933,Existing Customer,54,M,3,College,Married,$80K - $120K,Blue,45,4,3,0,3380.0,1655,1725.0,0.636,1636,58,0.706,0.49
+712404483,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,36,4,3,1,3989.0,2514,1475.0,0.469,5189,82,0.519,0.63
+790048158,Existing Customer,46,F,4,College,Married,Less than $40K,Blue,38,3,3,3,8881.0,1865,7016.0,1.279,2632,54,1.077,0.21
+714118383,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Blue,43,4,2,3,8154.0,0,8154.0,0.964,2223,72,0.946,0.0
+714408933,Attrited Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,2,10834.0,0,10834.0,0.522,2249,51,0.594,0.0
+812794983,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,31,2,2,2,4086.0,1974,2112.0,0.775,7932,87,0.642,0.483
+709476033,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,2,1,2,6577.0,1800,4777.0,0.786,14229,120,0.69,0.274
+718637208,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,43,3,2,1,2019.0,1387,632.0,0.56,1689,36,0.714,0.687
+709411383,Existing Customer,45,M,2,Uneducated,Unknown,$40K - $60K,Blue,37,6,4,1,2811.0,1630,1181.0,0.847,4275,78,0.733,0.58
+710262408,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Silver,36,1,2,1,34516.0,1666,32850.0,0.82,13971,116,0.812,0.048
+720899058,Existing Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,21,6,2,1,7685.0,2517,5168.0,0.745,13604,116,0.731,0.328
+712040433,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,43,6,2,3,2306.0,2200,106.0,0.697,2097,57,0.541,0.954
+716414958,Existing Customer,39,F,3,High School,Single,Unknown,Blue,36,3,3,3,2366.0,1927,439.0,0.631,3659,66,0.833,0.814
+711728208,Existing Customer,46,M,4,Graduate,Single,$120K +,Blue,34,4,1,2,34516.0,0,34516.0,0.991,4143,68,0.659,0.0
+720168558,Existing Customer,39,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,2936.0,0,2936.0,0.842,4876,74,0.542,0.0
+720303933,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,3,3340.0,1282,2058.0,0.724,4526,82,0.547,0.384
+785487783,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,53,2,2,0,1980.0,1409,571.0,0.743,5350,96,0.714,0.712
+811081083,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,43,5,4,2,1532.0,1183,349.0,0.617,4359,78,0.857,0.772
+717846108,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,34,5,3,2,12994.0,904,12090.0,0.627,3734,74,0.85,0.07
+718191483,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,35,6,3,2,5065.0,1362,3703.0,0.68,3555,75,0.471,0.269
+719554758,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,6,3,2,34516.0,2165,32351.0,0.837,1672,32,0.524,0.063
+713348433,Existing Customer,42,F,3,High School,Single,$40K - $60K,Blue,29,6,3,2,1545.0,751,794.0,0.551,4477,62,0.59,0.486
+803418783,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Blue,35,5,4,1,9974.0,2185,7789.0,0.852,4680,87,0.673,0.219
+714305508,Existing Customer,46,F,3,Uneducated,Married,$40K - $60K,Blue,36,6,3,2,13387.0,0,13387.0,0.746,3706,81,0.62,0.0
+768212583,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,43,4,4,4,15377.0,1516,13861.0,0.627,1848,49,1.042,0.099
+718909158,Existing Customer,38,M,1,College,Married,Less than $40K,Blue,25,6,3,3,5559.0,658,4901.0,0.627,1793,37,0.947,0.118
+714273708,Existing Customer,53,F,4,Graduate,Married,$40K - $60K,Blue,36,3,2,3,4753.0,2472,2281.0,1.274,2242,49,0.815,0.52
+779523258,Existing Customer,34,M,2,Graduate,Married,$40K - $60K,Blue,17,6,2,1,3323.0,1062,2261.0,0.729,4610,78,0.773,0.32
+714266883,Attrited Customer,54,F,4,Post-Graduate,Unknown,Less than $40K,Blue,44,5,3,3,2440.0,503,1937.0,0.415,2334,51,0.594,0.206
+788730933,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,20,6,3,3,2084.0,1468,616.0,1.004,1132,28,0.556,0.704
+715705683,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,2,1936.0,1101,835.0,0.984,4578,70,0.892,0.569
+720135333,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,34,5,1,0,8694.0,961,7733.0,0.551,1753,49,0.441,0.111
+719178183,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Silver,42,2,3,3,34516.0,2517,31999.0,0.759,8186,85,0.635,0.073
+712363158,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,24,3,2,1,20101.0,1299,18802.0,0.858,14732,115,0.855,0.065
+713293983,Existing Customer,52,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,33,5,3,2,3388.0,2517,871.0,0.919,15313,91,0.784,0.743
+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
+716620458,Existing Customer,32,M,1,High School,Single,Less than $40K,Blue,23,3,2,3,4500.0,0,4500.0,0.626,2439,63,0.703,0.0
+780602733,Existing Customer,42,M,3,Uneducated,Single,$60K - $80K,Blue,30,4,2,3,8302.0,1294,7008.0,0.558,3221,66,0.61,0.156
+713037333,Existing Customer,63,M,1,Graduate,Single,$80K - $120K,Blue,55,6,1,2,21430.0,0,21430.0,0.511,3561,57,0.676,0.0
+792795933,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,30,5,6,2,2669.0,2397,272.0,0.807,3847,65,0.585,0.898
+771108933,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,34,5,3,4,1926.0,879,1047.0,0.536,4385,71,0.614,0.456
+712425258,Existing Customer,46,F,4,Unknown,Single,Less than $40K,Blue,26,6,1,3,1859.0,1379,480.0,0.836,4260,72,0.714,0.742
+714047733,Existing Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,45,2,2,1,4942.0,2119,2823.0,0.718,7460,85,0.604,0.429
+712166583,Existing Customer,45,F,0,Graduate,Married,Less than $40K,Blue,38,4,3,3,4096.0,1468,2628.0,0.627,3490,66,0.737,0.358
+711706458,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,27,1,2,1,24134.0,1290,22844.0,0.814,13311,110,0.642,0.053
+716198358,Existing Customer,33,F,4,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,3,2372.0,1887,485.0,0.8,1852,55,0.618,0.796
+718329183,Existing Customer,57,F,3,Graduate,Divorced,$40K - $60K,Blue,47,1,3,2,4262.0,2517,1745.0,0.682,3943,75,0.744,0.591
+789466008,Existing Customer,47,M,5,Graduate,Married,$60K - $80K,Blue,38,5,3,4,24033.0,612,23421.0,0.635,3578,75,0.531,0.025
+715449333,Existing Customer,55,F,3,Unknown,Married,$40K - $60K,Blue,47,5,2,0,1929.0,1540,389.0,1.142,2354,50,0.786,0.798
+714360033,Existing Customer,62,M,1,High School,Married,$40K - $60K,Blue,43,5,1,3,4450.0,1444,3006.0,0.465,1326,44,0.419,0.324
+715398033,Existing Customer,53,M,2,High School,Single,$120K +,Blue,35,4,2,1,19040.0,2056,16984.0,0.607,1212,31,0.722,0.108
+710090958,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,40,6,3,3,1844.0,1232,612.0,0.588,4182,71,0.651,0.668
+714777858,Existing Customer,60,F,2,Unknown,Married,Less than $40K,Blue,36,6,3,2,2343.0,2066,277.0,0.72,4858,69,0.917,0.882
+714926508,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Silver,45,5,4,2,34516.0,1938,32578.0,0.807,2275,46,0.438,0.056
+751143858,Existing Customer,59,F,1,High School,Single,Unknown,Blue,52,2,1,1,7427.0,2421,5006.0,0.701,4636,91,0.82,0.326
+710881008,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,29,3,1,1,6380.0,1238,5142.0,0.903,4119,66,0.61,0.194
+820633833,Existing Customer,64,F,1,Graduate,Single,$40K - $60K,Blue,56,5,2,4,5152.0,948,4204.0,0.953,4074,72,1.057,0.184
+711791583,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,40,1,2,2,2317.0,0,2317.0,1.005,884,19,0.727,0.0
+710622333,Existing Customer,39,F,2,High School,Single,$40K - $60K,Blue,28,3,2,2,2751.0,2258,493.0,0.634,4386,67,0.675,0.821
+717904383,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,31,5,1,2,18693.0,2052,16641.0,0.5,1516,44,0.63,0.11
+793630083,Attrited Customer,39,M,2,High School,Single,$120K +,Blue,33,1,3,4,1726.0,1476,250.0,0.371,1804,34,0.259,0.855
+714144258,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,1,2725.0,2517,208.0,0.482,4430,66,0.692,0.924
+713413758,Existing Customer,26,F,1,College,Single,Unknown,Blue,16,4,3,3,2751.0,1599,1152.0,0.694,2270,44,0.333,0.581
+712027683,Existing Customer,47,F,2,Doctorate,Married,Less than $40K,Blue,35,3,2,2,5544.0,1184,4360.0,0.85,1336,38,0.652,0.214
+716089983,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,24,3,1,4,12050.0,1732,10318.0,0.804,2015,46,0.704,0.144
+797232183,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,36,2,1,1,2676.0,1962,714.0,0.668,5020,75,0.786,0.733
+714772758,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,27,6,2,4,2926.0,1346,1580.0,0.834,1851,48,0.455,0.46
+718282983,Existing Customer,60,M,0,College,Unknown,Less than $40K,Blue,47,6,3,3,3076.0,2257,819.0,0.795,4522,75,0.471,0.734
+715268508,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Gold,36,3,2,5,23981.0,1399,22582.0,0.712,14840,125,0.761,0.058
+716732958,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,32,2,2,3,7244.0,2031,5213.0,0.724,7925,90,0.5,0.28
+779082633,Existing Customer,30,M,2,Uneducated,Single,$60K - $80K,Blue,13,3,2,3,4107.0,979,3128.0,0.647,14596,104,0.733,0.238
+715309083,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,2,1912.0,0,1912.0,0.728,4851,87,0.642,0.0
+789494133,Existing Customer,30,M,0,High School,Married,Less than $40K,Blue,21,5,4,3,2490.0,1259,1231.0,1.079,2441,53,0.514,0.506
+708291633,Existing Customer,33,F,2,Doctorate,Unknown,Unknown,Blue,21,3,3,3,4651.0,2499,2152.0,0.766,5097,79,0.795,0.537
+713095533,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,36,5,3,3,2333.0,1485,848.0,0.692,1198,31,0.722,0.637
+719343633,Existing Customer,48,M,3,High School,Unknown,Less than $40K,Blue,38,4,3,3,8892.0,889,8003.0,0.67,4900,89,0.745,0.1
+788876208,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,27,5,3,3,2265.0,0,2265.0,0.603,3826,71,0.543,0.0
+789611283,Existing Customer,44,M,4,Graduate,Married,$40K - $60K,Blue,38,5,2,3,5452.0,2091,3361.0,0.813,1347,30,0.5,0.384
+721210158,Existing Customer,29,M,2,College,Married,$40K - $60K,Blue,17,3,1,3,4626.0,1232,3394.0,0.731,14740,102,0.759,0.266
+753443583,Existing Customer,43,F,1,High School,Single,$40K - $60K,Blue,36,5,2,1,8156.0,0,8156.0,0.663,3992,73,0.553,0.0
+778465533,Existing Customer,54,F,0,College,Married,Less than $40K,Blue,40,3,1,2,1638.0,0,1638.0,0.75,1885,51,0.545,0.0
+713352183,Existing Customer,30,M,1,Post-Graduate,Married,Less than $40K,Blue,17,5,1,2,7173.0,1227,5946.0,0.646,1793,33,0.737,0.171
+719414658,Existing Customer,52,F,0,Graduate,Single,Unknown,Blue,36,3,4,1,12366.0,0,12366.0,0.738,4880,76,0.9,0.0
+715490733,Existing Customer,54,F,3,Uneducated,Single,Unknown,Blue,36,5,1,2,11975.0,1542,10433.0,0.77,1211,35,0.4,0.129
+715971108,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,42,3,2,3,34516.0,1763,32753.0,1.266,1550,41,1.05,0.051
+721304133,Existing Customer,36,F,4,High School,Married,Less than $40K,Blue,36,4,1,3,4277.0,1578,2699.0,0.84,1855,49,1.042,0.369
+713757633,Existing Customer,65,F,0,Unknown,Married,$40K - $60K,Blue,56,3,2,4,7427.0,1303,6124.0,0.61,1596,42,0.909,0.175
+771516333,Existing Customer,41,F,2,Graduate,Unknown,$40K - $60K,Blue,29,6,2,3,4663.0,0,4663.0,0.892,3831,81,0.761,0.0
+714892533,Existing Customer,26,M,0,Unknown,Single,Unknown,Blue,16,5,3,2,3877.0,0,3877.0,0.773,2473,33,0.833,0.0
+709372608,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,31,1,1,2,23457.0,2517,20940.0,0.676,7370,96,0.627,0.107
+717914808,Existing Customer,65,M,1,High School,Single,Unknown,Blue,36,4,3,5,4465.0,703,3762.0,1.026,4044,66,0.65,0.157
+755365233,Existing Customer,34,M,1,Graduate,Unknown,$60K - $80K,Blue,27,5,2,4,19900.0,1581,18319.0,0.838,3948,96,0.846,0.079
+715878183,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,4,3,3,18325.0,723,17602.0,0.815,1517,33,0.65,0.039
+712905708,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,39,5,2,4,2590.0,1564,1026.0,0.386,1188,40,0.6,0.604
+802937058,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,47,3,3,1,2540.0,1859,681.0,0.768,4480,80,0.702,0.732
+789187908,Existing Customer,56,M,2,Uneducated,Married,$80K - $120K,Blue,45,4,2,2,11102.0,1946,9156.0,0.625,1448,36,1.0,0.175
+716979183,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,34,1,1,2,17646.0,1396,16250.0,0.851,15527,106,0.893,0.079
+717961458,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,37,5,1,4,2934.0,2381,553.0,0.762,3396,64,0.778,0.812
+711329658,Existing Customer,30,M,0,High School,Married,$120K +,Blue,13,3,1,4,9007.0,1965,7042.0,0.698,1925,42,0.448,0.218
+744705408,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,41,5,3,2,5239.0,1172,4067.0,0.825,4241,61,0.968,0.224
+709078908,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,32,1,2,3,2648.0,1539,1109.0,0.94,4926,89,0.816,0.581
+805254708,Existing Customer,36,F,4,Unknown,Married,Unknown,Blue,31,5,2,0,15700.0,1276,14424.0,1.389,2229,48,0.778,0.081
+717376758,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,47,4,3,1,2238.0,1324,914.0,0.762,4108,72,0.846,0.592
+715659333,Existing Customer,43,F,4,High School,Single,$40K - $60K,Blue,36,3,3,2,4902.0,2517,2385.0,0.982,4508,69,0.643,0.513
+715090008,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Silver,36,2,3,4,28564.0,2517,26047.0,0.711,14875,107,0.783,0.088
+778172583,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,3,2,6636.0,2399,4237.0,0.681,7023,86,0.654,0.362
+710166783,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,0,8228.0,0,8228.0,0.942,4277,80,0.702,0.0
+788824083,Existing Customer,41,M,2,Uneducated,Single,$120K +,Blue,24,2,2,1,34516.0,1022,33494.0,0.743,8202,88,0.913,0.03
+708967608,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,45,3,1,2,3471.0,1785,1686.0,1.051,1052,24,0.714,0.514
+718819158,Existing Customer,54,F,3,Uneducated,Single,$40K - $60K,Blue,41,3,1,3,2488.0,2196,292.0,0.733,4361,75,0.63,0.883
+713419908,Existing Customer,58,F,2,High School,Married,Unknown,Blue,50,3,2,3,12362.0,0,12362.0,0.635,4537,72,0.636,0.0
+717903108,Existing Customer,57,F,1,College,Single,Unknown,Blue,46,6,1,1,4283.0,488,3795.0,0.865,4689,65,0.477,0.114
+714578283,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,37,6,3,0,2053.0,0,2053.0,0.865,1283,28,1.154,0.0
+716151858,Existing Customer,46,M,3,Unknown,Single,$80K - $120K,Blue,36,5,1,3,12932.0,1893,11039.0,0.804,15372,97,0.796,0.146
+711129483,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,36,3,1,3,14593.0,1504,13089.0,0.668,3447,72,0.895,0.103
+716239383,Existing Customer,45,F,4,High School,Married,Less than $40K,Blue,36,5,2,2,2225.0,0,2225.0,0.611,4138,85,0.771,0.0
+708113208,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,36,3,2,2,1688.0,0,1688.0,0.641,4375,69,0.605,0.0
+719366358,Existing Customer,51,M,3,High School,Married,$120K +,Blue,40,6,3,2,7319.0,1692,5627.0,0.701,1233,29,0.611,0.231
+772139433,Existing Customer,44,F,2,College,Single,$40K - $60K,Blue,33,4,2,3,4589.0,1240,3349.0,0.856,1637,61,0.906,0.27
+789097833,Existing Customer,39,F,0,High School,Single,Less than $40K,Blue,27,4,3,3,3927.0,720,3207.0,0.63,4230,93,0.898,0.183
+781675983,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,53,4,5,1,3054.0,2517,537.0,1.061,4706,84,0.647,0.824
+779951058,Existing Customer,54,F,3,High School,Married,Unknown,Blue,38,4,2,4,5122.0,1642,3480.0,0.935,1908,39,0.696,0.321
+719252583,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,20,4,2,1,3095.0,1488,1607.0,0.924,4642,92,0.878,0.481
+808287408,Existing Customer,45,M,5,Graduate,Married,$80K - $120K,Blue,40,1,2,0,29227.0,1151,28076.0,0.73,8420,100,0.852,0.039
+711657783,Existing Customer,50,F,2,College,Single,Less than $40K,Blue,41,6,3,4,1438.3,0,1438.3,0.872,4617,67,0.634,0.0
+709315383,Existing Customer,31,F,0,Post-Graduate,Single,Unknown,Blue,36,3,3,1,26423.0,0,26423.0,0.671,13575,108,0.77,0.0
+719720058,Existing Customer,44,M,3,High School,Single,$60K - $80K,Blue,31,4,3,1,12756.0,837,11919.0,1.932,1413,14,1.8,0.066
+716199408,Attrited Customer,52,F,2,Graduate,Single,Unknown,Blue,41,2,3,3,3608.0,2517,1091.0,1.057,4907,53,0.559,0.698
+715047333,Existing Customer,57,F,1,High School,Married,Unknown,Blue,36,5,2,3,1734.0,980,754.0,0.639,4313,92,0.917,0.565
+712235433,Attrited Customer,43,F,1,Graduate,Single,Less than $40K,Blue,36,2,3,2,2886.0,0,2886.0,0.587,2326,50,0.429,0.0
+712374708,Existing Customer,28,F,0,Graduate,Married,Unknown,Blue,15,2,2,2,23103.0,897,22206.0,0.913,14049,120,0.714,0.039
+715492983,Existing Customer,40,M,3,Post-Graduate,Married,$120K +,Blue,36,4,2,4,7464.0,2517,4947.0,0.9,4348,62,0.879,0.337
+719995008,Existing Customer,44,F,4,Graduate,Married,Unknown,Blue,36,6,2,2,3979.0,780,3199.0,0.873,5024,69,0.769,0.196
+793379058,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,42,2,2,1,2214.0,1025,1189.0,0.567,5084,82,0.745,0.463

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_001/test_current.csv

@@ -0,0 +1,16 @@
+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
+716056158,Attrited Customer,63,M,0,Graduate,Single,$60K - $80K,Blue,51,3,3,3,11619.0,0,11619.0,0.631,2395,49,0.361,0.0
+789497283,Attrited Customer,50,M,2,High School,Single,$120K +,Blue,42,1,3,2,34162.0,1723,32439.0,0.429,7572,56,0.697,0.05
+788838033,Attrited Customer,45,M,2,College,Single,$60K - $80K,Blue,29,3,2,4,3841.0,0,3841.0,0.794,2832,48,0.846,0.0
+714492783,Attrited Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.346,1517,38,0.407,0.0
+716244033,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,33,2,3,3,7266.0,906,6360.0,0.676,1741,27,0.421,0.125
+778601733,Attrited Customer,55,F,3,High School,Single,$40K - $60K,Blue,47,5,4,3,2687.0,1689,998.0,0.714,2370,34,0.789,0.629
+779084208,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662.0,613,1049.0,0.868,2326,31,0.55,0.369
+708702258,Attrited Customer,40,F,3,Uneducated,Single,Unknown,Blue,36,3,2,2,3698.0,478,3220.0,0.611,2051,31,0.632,0.129
+710410158,Attrited Customer,49,M,2,Graduate,Unknown,$80K - $120K,Blue,38,3,4,3,34516.0,0,34516.0,0.482,1592,35,0.346,0.0
+714408933,Attrited Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,2,10834.0,0,10834.0,0.522,2249,51,0.594,0.0
+714266883,Attrited Customer,54,F,4,Post-Graduate,Unknown,Less than $40K,Blue,44,5,3,3,2440.0,503,1937.0,0.415,2334,51,0.594,0.206
+711791583,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,40,1,2,2,2317.0,0,2317.0,1.005,884,19,0.727,0.0
+793630083,Attrited Customer,39,M,2,High School,Single,$120K +,Blue,33,1,3,4,1726.0,1476,250.0,0.371,1804,34,0.259,0.855
+716199408,Attrited Customer,52,F,2,Graduate,Single,Unknown,Blue,41,2,3,3,3608.0,2517,1091.0,1.057,4907,53,0.559,0.698
+712235433,Attrited Customer,43,F,1,Graduate,Single,Less than $40K,Blue,36,2,3,2,2886.0,0,2886.0,0.587,2326,50,0.429,0.0

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_002/current.csv

@@ -0,0 +1,201 @@
+CLIENTNUM,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
+713736333,41,F,3,Uneducated,Married,$40K - $60K,Blue,36,1,3,4,3606.0,0,3606.0,0.37,1829,41,0.519,0.0
+789817833,44,F,5,Post-Graduate,Unknown,Less than $40K,Blue,33,3,3,2,9073.0,2466,6607.0,0.446,6793,60,1.069,0.272
+789095958,50,M,1,Unknown,Single,$60K - $80K,Blue,38,4,3,3,7603.0,744,6859.0,0.711,2497,42,0.273,0.098
+717898758,55,F,2,Graduate,Married,Less than $40K,Silver,45,6,3,3,12207.0,0,12207.0,0.319,5838,74,1.056,0.0
+717026658,43,F,3,Uneducated,Married,Less than $40K,Blue,32,6,3,3,1897.0,0,1897.0,0.645,2866,47,0.469,0.0
+715014633,32,F,0,Uneducated,Married,Unknown,Blue,36,6,3,2,8791.0,0,8791.0,0.894,2579,51,0.594,0.0
+753795633,48,F,2,Uneducated,Married,Less than $40K,Blue,41,5,3,2,2964.0,2517,447.0,0.699,2327,38,0.81,0.849
+709488108,42,M,4,College,Single,$40K - $60K,Blue,36,5,2,3,10543.0,0,10543.0,0.509,1841,39,0.5,0.0
+779084208,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662.0,613,1049.0,0.868,2326,31,0.55,0.369
+719443683,50,M,1,Unknown,Single,$120K +,Blue,39,3,2,3,27512.0,2137,25375.0,1.048,1149,25,0.562,0.078
+771733608,47,F,1,Graduate,Married,$40K - $60K,Blue,35,3,3,5,1438.3,0,1438.3,0.809,2276,40,0.538,0.0
+710170758,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,25,6,2,2,4469.0,2331,2138.0,1.006,8314,67,0.763,0.522
+712953483,64,F,0,Graduate,Single,Less than $40K,Blue,36,1,3,4,1682.0,0,1682.0,0.75,1811,39,0.5,0.0
+715406658,47,F,1,Unknown,Single,Less than $40K,Blue,37,4,2,1,2173.0,596,1577.0,0.81,2738,45,0.406,0.274
+711298458,39,F,3,Unknown,Married,Less than $40K,Blue,26,5,2,5,2190.0,0,2190.0,0.691,2338,40,0.6,0.0
+721365033,37,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,4,1696.0,0,1696.0,0.857,2095,43,0.536,0.0
+711205758,45,M,3,College,Single,$80K - $120K,Silver,33,1,3,3,34516.0,0,34516.0,1.492,2534,43,0.433,0.0
+789923058,53,F,1,High School,Married,$40K - $60K,Blue,44,3,3,3,1816.0,0,1816.0,0.884,2474,44,0.692,0.0
+789637308,45,F,2,College,Divorced,$40K - $60K,Blue,39,4,3,4,3076.0,0,3076.0,0.734,2580,50,0.429,0.0
+718791708,48,M,2,High School,Married,$80K - $120K,Blue,32,1,2,4,16362.0,2268,14094.0,0.841,2228,37,0.85,0.139
+711274458,38,F,3,High School,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.73,2478,45,0.552,0.0
+718252533,30,F,0,Graduate,Divorced,Less than $40K,Blue,18,5,1,1,4203.0,996,3207.0,0.705,7292,68,0.7,0.237
+719174433,36,F,1,Unknown,Single,Less than $40K,Blue,24,2,1,2,1735.0,0,1735.0,0.74,2467,35,0.346,0.0
+709714008,50,F,1,Unknown,Single,Unknown,Blue,39,6,3,3,9248.0,0,9248.0,0.613,2325,45,0.552,0.0
+720761208,59,M,1,College,Single,$120K +,Blue,47,2,4,2,4789.0,357,4432.0,0.798,2496,41,0.64,0.075
+719987733,51,F,3,Unknown,Single,$40K - $60K,Blue,38,3,3,3,5026.0,0,5026.0,0.564,1844,37,0.609,0.0
+715732533,52,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9375.0,1625,7750.0,0.532,2108,51,0.5,0.173
+711253383,48,F,2,Unknown,Married,Unknown,Blue,38,6,2,3,4382.0,0,4382.0,0.714,2446,34,0.417,0.0
+713144208,51,F,0,High School,Married,Unknown,Blue,42,1,4,4,9989.0,568,9421.0,0.52,2053,49,0.485,0.057
+779722308,45,F,3,High School,Married,$40K - $60K,Blue,30,5,2,2,12355.0,0,12355.0,0.912,1044,28,0.273,0.0
+713573508,41,M,4,Graduate,Unknown,$40K - $60K,Silver,32,4,2,4,16509.0,425,16084.0,0.356,1740,43,0.387,0.026
+712900308,44,F,2,College,Single,Less than $40K,Blue,34,4,3,3,1751.0,0,1751.0,0.506,2078,37,0.423,0.0
+718812708,57,M,2,Graduate,Single,$120K +,Blue,44,5,3,4,34516.0,219,34297.0,0.482,1882,48,0.714,0.006
+789853533,54,M,3,High School,Married,$40K - $60K,Blue,44,2,1,5,3032.0,0,3032.0,0.949,1037,14,2.5,0.0
+713512308,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423.0,0,3423.0,0.505,2229,45,0.406,0.0
+712130058,44,F,4,Uneducated,Single,Unknown,Blue,36,3,3,4,8075.0,317,7758.0,0.585,2415,41,0.577,0.039
+716977758,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,1,3675.0,2517,1158.0,0.766,1913,35,0.667,0.685
+716922633,38,M,2,Uneducated,Single,$120K +,Blue,30,6,3,4,4043.0,2517,1526.0,0.602,2600,47,0.621,0.623
+716654808,48,M,4,High School,Single,$120K +,Blue,39,3,4,4,24593.0,0,24593.0,0.777,2084,31,0.55,0.0
+712036383,49,M,4,High School,Single,$60K - $80K,Blue,30,6,3,3,18418.0,0,18418.0,0.918,9980,68,0.744,0.0
+708498033,44,F,3,Unknown,Married,Less than $40K,Blue,36,3,4,6,2279.0,1837,442.0,0.853,2789,52,0.677,0.806
+708654933,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987.0,193,15794.0,0.435,2021,46,0.394,0.012
+717280158,49,M,3,Graduate,Married,Less than $40K,Blue,36,3,3,5,2976.0,1817,1159.0,0.739,3332,60,0.667,0.611
+714377058,63,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,4,1896.0,0,1896.0,0.747,2186,50,0.562,0.0
+714820158,29,M,0,High School,Single,$40K - $60K,Blue,36,6,3,1,5988.0,660,5328.0,1.041,10211,68,1.0,0.11
+803800533,39,M,1,Unknown,Single,$40K - $60K,Blue,33,3,3,4,2088.0,975,1113.0,1.144,2866,59,0.735,0.467
+718958583,44,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,5,3,2,2367.0,1606,761.0,0.956,4506,59,0.639,0.678
+713303733,53,M,1,Graduate,Married,$120K +,Blue,41,6,3,2,1612.0,744,868.0,0.636,1564,33,0.5,0.462
+720113433,61,M,0,Unknown,Single,$60K - $80K,Blue,48,3,2,4,20803.0,1446,19357.0,0.736,2073,43,0.654,0.07
+787463508,26,M,0,Graduate,Single,Less than $40K,Blue,13,5,2,4,2469.0,2410,59.0,0.544,1027,20,0.176,0.976
+718296558,44,F,4,Unknown,Married,$40K - $60K,Blue,31,4,3,5,1691.0,1327,364.0,0.774,2345,33,0.435,0.785
+717575958,50,F,1,Post-Graduate,Married,$40K - $60K,Blue,41,6,3,3,1694.0,479,1215.0,0.838,2349,42,0.312,0.283
+719176308,43,M,3,College,Divorced,$80K - $120K,Blue,32,6,3,2,7278.0,0,7278.0,0.618,2120,43,0.593,0.0
+709430508,40,M,4,High School,Unknown,$40K - $60K,Blue,32,1,2,3,7316.0,1335,5981.0,0.563,1849,50,0.471,0.182
+709827933,44,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12230.0,1196,11034.0,0.62,3659,76,0.52,0.098
+812420358,61,F,0,Graduate,Married,Less than $40K,Blue,56,3,3,3,2122.0,554,1568.0,0.857,949,17,0.133,0.261
+715319958,48,M,3,Uneducated,Married,$120K +,Blue,36,5,2,4,34516.0,787,33729.0,0.763,1312,32,0.6,0.023
+711161133,36,F,2,Unknown,Single,Less than $40K,Blue,36,2,3,3,6071.0,0,6071.0,0.912,9338,59,0.903,0.0
+711204483,56,M,4,High School,Married,$60K - $80K,Blue,46,3,3,3,2340.0,1930,410.0,0.987,781,15,0.364,0.825
+823904133,53,F,2,College,Single,Unknown,Blue,49,2,2,4,10195.0,0,10195.0,0.629,2489,54,0.385,0.0
+796903083,47,F,1,Doctorate,Married,$40K - $60K,Blue,36,2,3,2,1438.3,0,1438.3,0.838,2584,42,0.448,0.0
+714202008,53,F,2,High School,Married,Less than $40K,Blue,36,6,3,2,3918.0,2517,1401.0,0.47,2115,42,0.448,0.642
+715630983,31,F,0,Graduate,Single,Less than $40K,Blue,21,4,2,3,4598.0,0,4598.0,0.439,6317,77,0.833,0.0
+805313808,52,F,3,High School,Married,$40K - $60K,Blue,47,2,2,3,8018.0,134,7884.0,0.717,2409,38,0.31,0.017
+712373208,43,M,3,Doctorate,Single,$60K - $80K,Blue,35,3,3,2,3312.0,0,3312.0,0.698,647,19,0.462,0.0
+718191483,45,M,3,Graduate,Divorced,$60K - $80K,Blue,35,6,3,2,5065.0,1362,3703.0,0.68,3555,75,0.471,0.269
+709991883,53,M,1,Graduate,Married,$80K - $120K,Blue,42,2,1,2,6214.0,1147,5067.0,0.861,938,35,0.75,0.185
+712450008,50,F,2,Post-Graduate,Married,Unknown,Blue,36,5,2,4,4045.0,0,4045.0,0.66,2438,41,0.464,0.0
+713906508,42,F,3,Unknown,Single,Less than $40K,Blue,36,6,3,3,2837.0,834,2003.0,0.427,3892,69,0.408,0.294
+717146208,59,F,1,Graduate,Single,Less than $40K,Blue,51,1,4,4,4257.0,2517,1740.0,0.703,2828,50,1.083,0.591
+720049083,35,F,1,Unknown,Divorced,Unknown,Blue,24,5,3,3,1438.3,0,1438.3,0.849,2355,47,0.567,0.0
+714864333,43,M,2,College,Divorced,$120K +,Blue,37,4,1,2,34516.0,0,34516.0,0.536,1370,38,0.357,0.0
+712265508,32,M,0,Post-Graduate,Single,$40K - $60K,Blue,14,1,1,3,4015.0,0,4015.0,1.045,8363,65,0.806,0.0
+789560433,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,42,2,4,2,14895.0,0,14895.0,1.043,5147,53,0.559,0.0
+711724083,27,F,0,Unknown,Single,Less than $40K,Blue,16,6,1,3,1835.0,1647,188.0,0.513,1903,44,0.63,0.898
+714615258,32,M,1,High School,Single,$40K - $60K,Blue,36,6,3,2,4819.0,2134,2685.0,0.834,9330,64,0.882,0.443
+709178733,50,F,2,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,3,5527.0,1120,4407.0,0.442,2281,37,0.48,0.203
+828215508,55,F,2,Graduate,Unknown,Less than $40K,Blue,50,4,4,3,1438.3,0,1438.3,0.639,1785,33,0.32,0.0
+818699208,47,F,4,Post-Graduate,Married,Unknown,Blue,42,4,4,4,6451.0,0,6451.0,0.706,2400,43,0.433,0.0
+778959258,51,F,1,Unknown,Married,Less than $40K,Blue,32,5,3,3,1438.3,0,1438.3,0.905,2585,45,0.5,0.0
+719512983,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,3,6,1438.3,0,1438.3,0.854,2295,51,0.545,0.0
+713027058,46,F,4,Doctorate,Single,Less than $40K,Blue,36,2,2,3,2292.0,0,2292.0,0.568,2595,31,0.409,0.0
+708226833,53,M,1,High School,Married,$120K +,Gold,44,1,6,3,34516.0,831,33685.0,0.727,13247,107,0.754,0.024
+720426708,56,M,3,High School,Single,$60K - $80K,Blue,45,2,1,3,8512.0,0,8512.0,1.038,811,27,1.25,0.0
+778207083,53,M,4,Uneducated,Single,$80K - $120K,Blue,44,3,3,2,11561.0,2189,9372.0,0.742,2153,39,0.5,0.189
+714475908,43,M,2,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,6348.0,0,6348.0,0.4,1732,39,0.393,0.0
+713639058,49,M,3,High School,Married,$60K - $80K,Blue,34,6,3,3,1511.0,0,1511.0,0.432,1329,35,0.591,0.0
+714773508,54,F,1,Graduate,Married,$40K - $60K,Blue,46,6,4,3,1632.0,351,1281.0,0.721,2532,43,0.483,0.215
+713815383,53,M,1,High School,Single,$80K - $120K,Blue,36,3,2,2,11778.0,0,11778.0,0.603,2147,44,0.375,0.0
+808273533,39,M,2,High School,Single,$60K - $80K,Blue,34,3,4,3,1818.0,0,1818.0,0.651,2054,55,0.774,0.0
+709008708,47,M,3,College,Married,Less than $40K,Blue,34,2,1,2,8390.0,0,8390.0,0.8,8316,92,0.704,0.0
+714726858,31,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,6,3,3,4871.0,0,4871.0,0.89,2773,34,0.789,0.0
+721338783,49,F,4,Uneducated,Married,Unknown,Blue,36,3,2,3,13483.0,2517,10966.0,0.733,3427,72,0.6,0.187
+772341783,45,F,3,High School,Single,Unknown,Blue,35,3,2,6,3512.0,2517,995.0,0.597,1801,48,0.548,0.717
+720739083,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,2,3,1691.0,0,1691.0,0.865,2716,63,0.703,0.0
+818459733,41,M,3,Doctorate,Single,$120K +,Blue,26,3,2,2,9220.0,0,9220.0,0.733,2276,32,0.6,0.0
+712030833,48,M,2,Graduate,Married,$60K - $80K,Silver,35,2,4,4,34516.0,0,34516.0,0.763,691,15,0.5,0.0
+780376683,57,M,1,Graduate,Married,$80K - $120K,Blue,47,5,3,1,14612.0,1976,12636.0,1.768,1827,24,3.0,0.135
+712789383,52,M,1,Graduate,Married,$120K +,Blue,44,6,1,4,9274.0,2097,7177.0,0.776,2048,59,0.639,0.226
+714076683,29,F,0,College,Married,Less than $40K,Blue,19,2,1,2,3261.0,2517,744.0,0.636,2461,54,0.742,0.772
+712916958,55,F,2,Graduate,Married,Unknown,Blue,36,5,3,2,12494.0,0,12494.0,0.576,7026,69,0.917,0.0
+720130233,48,M,2,High School,Single,$60K - $80K,Blue,36,4,3,1,1641.0,0,1641.0,0.791,2536,45,0.364,0.0
+712656783,49,M,1,Graduate,Single,$120K +,Blue,36,3,4,3,8136.0,2517,5619.0,0.674,2179,40,0.429,0.309
+719756133,34,M,4,Uneducated,Single,$60K - $80K,Blue,20,3,2,6,3940.0,1384,2556.0,0.908,3257,53,0.767,0.351
+717371583,56,F,2,Uneducated,Single,Less than $40K,Blue,36,1,3,5,1883.0,400,1483.0,0.528,1954,45,0.5,0.212
+791856033,45,M,2,College,Divorced,$80K - $120K,Blue,39,3,4,4,34516.0,0,34516.0,1.014,1041,27,0.35,0.0
+778868958,42,F,2,Graduate,Married,Less than $40K,Blue,23,3,3,3,1929.0,1673,256.0,0.835,857,36,1.118,0.867
+715773783,44,F,2,Graduate,Single,$40K - $60K,Blue,35,2,3,4,4196.0,561,3635.0,0.741,2558,38,0.652,0.134
+718826883,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,6925.0,0,6925.0,0.821,2506,36,0.44,0.0
+708223383,47,F,3,High School,Married,Unknown,Blue,39,6,3,4,11410.0,979,10431.0,1.049,2736,38,0.462,0.086
+709161108,44,M,1,Unknown,Single,$60K - $80K,Blue,33,3,2,4,2540.0,0,2540.0,0.212,1531,31,0.107,0.0
+713924283,61,M,0,Graduate,Single,$60K - $80K,Blue,54,2,1,4,11859.0,1644,10215.0,0.866,8930,79,0.837,0.139
+798041508,50,F,4,Graduate,Single,Less than $40K,Blue,44,2,3,2,3201.0,2517,684.0,0.445,1880,42,0.355,0.786
+780511683,47,M,3,Graduate,Single,$40K - $60K,Blue,34,4,3,3,4413.0,232,4181.0,0.799,7869,76,0.767,0.053
+713259858,26,M,0,High School,Single,$40K - $60K,Blue,15,3,1,3,3324.0,0,3324.0,0.537,982,22,0.692,0.0
+708519108,46,F,1,Graduate,Married,Unknown,Blue,24,3,3,2,2694.0,1576,1118.0,0.494,2041,57,0.9,0.585
+709967358,48,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,6,2,3,30367.0,2362,28005.0,1.708,1671,27,0.929,0.078
+720460083,45,F,4,Unknown,Single,Unknown,Gold,27,1,2,3,34516.0,0,34516.0,0.331,2198,42,0.355,0.0
+811700058,41,M,2,Graduate,Single,$60K - $80K,Gold,36,2,3,3,34516.0,687,33829.0,1.015,4822,57,0.295,0.02
+710752233,43,F,5,High School,Unknown,$40K - $60K,Blue,24,3,2,2,4430.0,2203,2227.0,1.046,2742,49,0.4,0.497
+718458858,41,M,4,Graduate,Single,$80K - $120K,Silver,29,2,3,6,34516.0,0,34516.0,0.434,3526,53,0.828,0.0
+789365508,49,M,2,High School,Divorced,$40K - $60K,Blue,39,2,3,4,14839.0,512,14327.0,0.176,1453,26,0.13,0.035
+757710783,36,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,3,1493.0,0,1493.0,0.721,2516,63,0.575,0.0
+712623258,42,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,3,5505.0,2517,2988.0,0.729,2272,42,0.448,0.457
+708963258,46,M,3,College,Married,$60K - $80K,Blue,39,3,3,2,13344.0,1907,11437.0,0.832,8534,86,0.83,0.143
+803028858,38,F,2,Graduate,Single,Less than $40K,Blue,32,2,3,3,3775.0,0,3775.0,0.581,2031,36,0.385,0.0
+788621658,54,M,1,College,Married,$60K - $80K,Blue,37,6,3,2,1909.0,1753,156.0,0.788,1457,24,0.6,0.918
+718197108,54,M,2,Graduate,Single,$80K - $120K,Blue,36,5,3,3,12342.0,0,12342.0,0.431,1430,37,0.423,0.0
+712161858,55,F,5,Unknown,Single,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.571,2244,54,0.929,0.0
+713104458,46,M,2,Graduate,Single,$40K - $60K,Blue,31,3,3,5,7869.0,0,7869.0,0.692,998,25,0.562,0.0
+711721458,50,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,1438.3,0,1438.3,0.658,2329,43,0.593,0.0
+720178158,46,F,4,High School,Unknown,Less than $40K,Blue,37,5,3,3,7552.0,0,7552.0,1.047,5537,63,0.853,0.0
+715306983,42,M,5,High School,Married,$60K - $80K,Blue,36,1,2,3,1866.0,0,1866.0,0.798,2833,42,0.355,0.0
+794571108,39,M,2,Graduate,Divorced,$40K - $60K,Silver,23,5,2,3,17894.0,304,17590.0,0.965,4691,63,0.465,0.017
+713717283,40,F,3,Unknown,Single,$40K - $60K,Blue,29,3,3,3,2473.0,2332,141.0,0.293,1738,32,0.455,0.943
+714915633,42,M,0,High School,Single,$60K - $80K,Blue,36,4,3,6,15699.0,0,15699.0,0.569,1793,40,0.6,0.0
+708731658,53,F,0,High School,Married,Less than $40K,Blue,41,3,3,4,1438.3,0,1438.3,0.387,1587,42,0.448,0.0
+714082308,39,M,3,High School,Single,$80K - $120K,Blue,13,2,1,3,8656.0,0,8656.0,0.893,8056,89,0.935,0.0
+821241708,47,M,4,Unknown,Unknown,$80K - $120K,Blue,42,1,4,1,7953.0,0,7953.0,1.031,8670,74,0.574,0.0
+710639658,29,M,1,High School,Single,$60K - $80K,Blue,17,6,1,3,17744.0,829,16915.0,0.851,9658,78,0.773,0.047
+709222008,41,M,3,Unknown,Single,$80K - $120K,Blue,32,1,3,4,4742.0,2221,2521.0,0.464,2422,41,0.464,0.468
+718376583,52,M,2,Graduate,Divorced,$80K - $120K,Silver,44,4,3,2,34516.0,751,33765.0,0.357,5806,40,0.429,0.022
+713886333,47,M,2,High School,Married,$60K - $80K,Blue,39,2,3,1,18660.0,728,17932.0,0.403,1682,43,0.303,0.039
+720810783,54,F,2,Graduate,Married,Unknown,Blue,44,2,3,3,3781.0,1692,2089.0,0.791,2310,43,0.72,0.448
+714014733,33,M,2,College,Single,$80K - $120K,Blue,36,4,3,2,9642.0,1431,8211.0,0.561,2172,33,0.571,0.148
+713041683,55,M,2,Graduate,Married,$120K +,Blue,36,3,2,4,4697.0,0,4697.0,0.544,1867,34,0.478,0.0
+720827133,43,F,3,Doctorate,Single,Less than $40K,Blue,30,1,2,2,6261.0,463,5798.0,0.889,8132,64,0.6,0.074
+719470458,46,M,3,College,Single,$80K - $120K,Blue,39,1,4,3,4026.0,243,3783.0,0.738,1102,27,0.8,0.06
+721426383,36,F,3,Unknown,Single,Less than $40K,Blue,36,4,3,0,1558.0,261,1297.0,0.775,2424,40,0.6,0.168
+711535158,46,F,1,College,Unknown,Unknown,Blue,35,5,3,3,2197.0,461,1736.0,0.636,1955,42,0.448,0.21
+713952558,53,F,3,Doctorate,Single,Unknown,Blue,43,3,3,2,1790.0,1474,316.0,0.595,2128,40,0.429,0.823
+720719883,54,F,1,Graduate,Single,Unknown,Blue,41,3,3,3,1874.0,0,1874.0,0.806,2535,55,0.618,0.0
+711772008,35,F,3,Graduate,Single,Less than $40K,Blue,22,1,2,1,1890.0,666,1224.0,0.691,1483,36,0.5,0.352
+794707083,50,M,2,College,Single,$80K - $120K,Blue,44,5,2,4,3495.0,0,3495.0,0.639,2131,41,0.464,0.0
+771783333,49,F,1,Uneducated,Divorced,$40K - $60K,Blue,37,6,2,2,2173.0,0,2173.0,0.652,2379,57,0.781,0.0
+738899658,45,F,2,Graduate,Single,Unknown,Blue,38,6,2,3,3120.0,2517,603.0,0.736,2468,43,0.536,0.807
+807136758,58,F,2,High School,Married,Less than $40K,Blue,53,3,0,2,1944.0,0,1944.0,0.613,2412,40,0.481,0.0
+716510658,50,F,0,Doctorate,Single,Less than $40K,Blue,38,4,3,3,2595.0,2353,242.0,0.924,2526,41,0.577,0.907
+711232608,47,F,5,High School,Single,Less than $40K,Blue,36,2,3,2,1636.0,0,1636.0,0.694,2235,35,0.591,0.0
+720190083,56,F,3,Unknown,Single,Less than $40K,Blue,39,1,3,4,1632.0,0,1632.0,0.621,2509,47,0.424,0.0
+816378033,46,M,4,Uneducated,Single,$80K - $120K,Gold,41,6,3,2,34516.0,1104,33412.0,0.591,1989,47,0.741,0.032
+715960308,53,F,1,Graduate,Divorced,Less than $40K,Blue,44,3,3,3,4090.0,2517,1573.0,0.562,2016,49,0.69,0.615
+711092658,39,F,3,Graduate,Married,Unknown,Blue,26,2,2,3,4376.0,855,3521.0,0.839,2862,52,0.733,0.195
+708563433,65,F,0,High School,Single,Unknown,Blue,56,3,6,3,5894.0,477,5417.0,1.015,1616,32,0.455,0.081
+720950283,47,M,3,High School,Married,$80K - $120K,Blue,34,3,3,3,21359.0,0,21359.0,0.551,2064,63,0.853,0.0
+714492783,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.346,1517,38,0.407,0.0
+712267983,57,F,0,Graduate,Single,Less than $40K,Blue,45,4,3,3,3023.0,2517,506.0,0.646,2477,42,0.615,0.833
+713722608,48,F,2,Unknown,Divorced,Less than $40K,Blue,35,3,1,4,2806.0,2514,292.0,0.341,1757,35,0.4,0.896
+758753283,52,M,3,Doctorate,Married,$120K +,Blue,45,1,3,3,34516.0,550,33966.0,0.674,7341,71,0.732,0.016
+772273983,48,M,4,Uneducated,Single,$40K - $60K,Blue,37,1,3,4,5268.0,2191,3077.0,0.622,2138,40,0.429,0.416
+715671183,43,M,3,Uneducated,Married,$80K - $120K,Blue,31,6,3,4,6824.0,2517,4307.0,0.972,9045,67,0.595,0.369
+781320783,47,M,2,Graduate,Divorced,$80K - $120K,Blue,41,3,2,3,4586.0,0,4586.0,0.812,2529,43,0.433,0.0
+716858433,43,F,4,Graduate,Single,Less than $40K,Blue,32,4,3,1,3015.0,0,3015.0,1.058,5372,75,0.596,0.0
+807014583,31,F,0,Graduate,Divorced,Unknown,Blue,26,3,3,3,1469.0,0,1469.0,0.915,4331,89,0.935,0.0
+715651833,65,M,1,Unknown,Single,Less than $40K,Blue,36,3,4,4,2351.0,0,2351.0,0.881,1593,35,0.591,0.0
+753220383,29,M,0,Graduate,Single,$120K +,Blue,22,2,2,3,11722.0,0,11722.0,0.778,8302,78,0.902,0.0
+708726708,42,F,3,Graduate,Single,$40K - $60K,Blue,36,6,2,3,1451.0,599,852.0,0.752,2192,35,0.458,0.413
+714983283,39,F,3,High School,Single,Less than $40K,Blue,36,6,1,3,3651.0,0,3651.0,0.977,862,19,1.111,0.0
+720150858,34,M,2,High School,Married,$80K - $120K,Blue,25,6,2,0,1439.0,0,1439.0,0.89,2932,44,0.913,0.0
+797150733,44,M,3,Unknown,Single,$40K - $60K,Blue,38,5,2,2,1643.0,0,1643.0,0.6,1754,39,0.56,0.0
+779055033,43,F,3,Uneducated,Unknown,Less than $40K,Blue,24,1,2,2,8256.0,2416,5840.0,0.696,8104,64,0.73,0.293
+712795833,34,F,4,Graduate,Married,Less than $40K,Blue,36,2,2,4,5021.0,2517,2504.0,0.587,2270,40,0.481,0.501
+708949908,50,M,1,Graduate,Divorced,$120K +,Blue,42,1,3,2,1656.0,0,1656.0,0.626,2073,44,0.833,0.0
+721003008,36,F,4,Graduate,Married,Less than $40K,Blue,24,3,2,2,3261.0,2517,744.0,0.378,856,18,0.059,0.772
+718558758,34,M,1,Unknown,Single,$80K - $120K,Blue,22,1,2,2,3711.0,1413,2298.0,0.175,3922,51,0.645,0.381
+716127333,45,F,3,Graduate,Married,Unknown,Blue,36,5,2,3,18432.0,484,17948.0,0.557,2300,45,0.552,0.026
+708821733,43,F,3,Unknown,Single,$40K - $60K,Silver,36,2,3,4,19713.0,531,19182.0,0.792,8301,70,0.591,0.027
+709249083,40,M,2,Unknown,Single,$60K - $80K,Blue,20,4,2,4,4283.0,0,4283.0,0.878,8672,64,1.207,0.0
+713514633,59,M,2,Graduate,Single,$60K - $80K,Blue,50,2,4,2,6224.0,0,6224.0,0.801,8291,69,1.029,0.0
+718626033,47,M,3,High School,Married,$60K - $80K,Blue,39,2,3,2,10061.0,0,10061.0,0.787,2802,52,0.529,0.0
+810875958,51,F,3,Graduate,Married,Less than $40K,Blue,46,1,4,3,2016.0,395,1621.0,0.711,2473,44,0.571,0.196
+716199408,52,F,2,Graduate,Single,Unknown,Blue,41,2,3,3,3608.0,2517,1091.0,1.057,4907,53,0.559,0.698
+720328983,52,F,5,Unknown,Married,Less than $40K,Blue,36,4,3,3,9611.0,0,9611.0,0.84,7636,64,0.829,0.0
+714408933,44,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,2,10834.0,0,10834.0,0.522,2249,51,0.594,0.0
+715113933,54,M,1,Unknown,Single,$80K - $120K,Blue,36,2,3,2,11077.0,573,10504.0,0.973,8165,87,0.776,0.052
+709101258,41,F,2,High School,Divorced,Less than $40K,Blue,28,4,2,2,1478.0,524,954.0,0.751,2180,46,0.643,0.355
+719986758,46,F,2,Unknown,Single,$40K - $60K,Blue,33,5,3,6,3001.0,0,3001.0,0.74,2577,39,0.444,0.0
+821179233,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,1,3,3,1493.0,932,561.0,0.466,1554,43,0.344,0.624
+714804483,48,M,3,College,Divorced,$40K - $60K,Blue,36,3,3,3,12159.0,1665,10494.0,0.608,1426,34,0.545,0.137
+791730183,38,F,2,College,Unknown,Less than $40K,Blue,32,2,2,6,7385.0,1817,5568.0,1.029,5070,50,0.389,0.246

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_002/info.json

@@ -0,0 +1,152 @@
+{
+    "name": "Credit Card customers",
+    "source": "https://www.kaggle.com/datasets/sakshigoyal7/credit-card-customers/data",
+    "data_intro": "this dataset consists of 10,000 customers mentioning their age, salary, marital_status, credit card limit, credit card category, etc,try to predict what kind of client is likely to leave",
+    "is_splited": false,
+    "overall_size": 10127,
+    "train_size": 0,
+    "test_size": 0,
+    "c_classes": 6,
+    "n_classes": 17,
+    "task_type": "classification",
+    "target": {
+        "Attrition_Flag": "Given a customer's all other data, predict whether the customer will be Existing Customer or Attrited Customer"
+    },
+    "cat_feature_intro": {
+        "Attrition_Flag": "- Attrition_Flag:Internal event (customer activity) variable - if the account is closed then 1 else 0,Existing Customer,Attrited Customer",
+        "Gender": "- Gender: Demographic variable - M=Male, F=Female",
+        "Education_Level": "- Education_Level:Demographic variable - Educational Qualification of the account holder (example: high school, college graduate, etc.)",
+        "Marital_Status": "- Marital_Status:Demographic variable - Married, Single, Divorced, Unknown",
+        "Income_Category": "- Income_Category: Demographic variable - Annual Income Category of the account holder (< $40K, $40K - 60K, $60K - $80K, $80K-$120K, > $120K, Unknown)",
+        "Card_Category": "- Card_Category: Product Variable - Type of Card (Blue, Silver, Gold, Platinum)"
+    },
+    "num_feature_intro": {
+        "CLIENTNUM": "- CLIENTNUM:Client number. Unique identifier for the customer holding the account",
+        "Customer_Age": "- Customer_Age:Demographic variable - Customer's Age in Years",
+        "Dependent_count": "- Dependent_count:Demographic variable - Number of dependents",
+        "Months_on_book": "- Months_on_book:Period of relationship with bank",
+        "Total_Relationship_Count": "- Total_Relationship_Count:Total no. of products held by the customer",
+        "Months_Inactive_12_mon": "- Months_Inactive_12_mon:No. of months inactive in the last 12 months",
+        "Contacts_Count_12_mon": "- Contacts_Count_12_mon:No. of Contacts in the last 12 months",
+        "Credit_Limit": "- Credit_Limit:Credit Limit on the Credit Card",
+        "Total_Revolving_Bal": "- Total_Revolving_Bal:Total Revolving Balance on the Credit Card",
+        "Avg_Open_To_Buy": "- Avg_Open_To_Buy:Open to Buy Credit Line (Average of last 12 months)",
+        "Total_Amt_Chng_Q4_Q1": "- Total_Amt_Chng_Q4_Q1:Change in Transaction Amount (Q4 over Q1)",
+        "Total_Trans_Amt": "- Total_Trans_Amt:Total Transaction Amount (Last 12 months)",
+        "Total_Trans_Ct": "- Total_Trans_Ct:Total Transaction Count (Last 12 months)",
+        "Total_Ct_Chng_Q4_Q1": "- Total_Ct_Chng_Q4_Q1:Change in Transaction Count (Q4 over Q1)",
+        "Avg_Utilization_Ratio": "- Avg_Utilization_Ratio:Average Card Utilization Ratio",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1:Naive Bayes",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2:Naive Bayes"
+    },
+    "evaluation_metric": null,
+    "num_feature_value": {
+        "Avg_Open_To_Buy": [
+            3.0,
+            34516.0
+        ],
+        "Avg_Utilization_Ratio": [
+            0.0,
+            0.999
+        ],
+        "CLIENTNUM": [
+            708082083.0,
+            828343083.0
+        ],
+        "Contacts_Count_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Credit_Limit": [
+            1438.3,
+            34516.0
+        ],
+        "Customer_Age": [
+            26.0,
+            73.0
+        ],
+        "Dependent_count": [
+            0.0,
+            5.0
+        ],
+        "Months_Inactive_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Months_on_book": [
+            13.0,
+            56.0
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": [
+            7.6642e-06,
+            0.99958
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": [
+            0.00041998,
+            0.99999
+        ],
+        "Total_Amt_Chng_Q4_Q1": [
+            0.0,
+            3.397
+        ],
+        "Total_Ct_Chng_Q4_Q1": [
+            0.0,
+            3.714
+        ],
+        "Total_Relationship_Count": [
+            1.0,
+            6.0
+        ],
+        "Total_Revolving_Bal": [
+            0.0,
+            2517.0
+        ],
+        "Total_Trans_Amt": [
+            510.0,
+            18484.0
+        ],
+        "Total_Trans_Ct": [
+            10.0,
+            139.0
+        ]
+    },
+    "cat_feature_value": {
+        "Attrition_Flag": [
+            "Attrited Customer",
+            "Existing Customer"
+        ],
+        "Card_Category": [
+            "Blue",
+            "Gold",
+            "Platinum",
+            "Silver"
+        ],
+        "Education_Level": [
+            "College",
+            "Doctorate",
+            "Graduate",
+            "High School",
+            "Post-Graduate",
+            "Uneducated",
+            "Unknown"
+        ],
+        "Gender": [
+            "F",
+            "M"
+        ],
+        "Income_Category": [
+            "$120K +",
+            "$40K - $60K",
+            "$60K - $80K",
+            "$80K - $120K",
+            "Less than $40K",
+            "Unknown"
+        ],
+        "Marital_Status": [
+            "Divorced",
+            "Married",
+            "Single",
+            "Unknown"
+        ]
+    }
+}

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_002/test.csv

@@ -0,0 +1,501 @@
+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
+772532208,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Blue,41,2,2,3,6630.0,916,5714.0,0.927,842,24,0.5,0.138
+708681708,Attrited Customer,51,F,2,Unknown,Single,Less than $40K,Blue,43,5,3,2,3245.0,0,3245.0,0.553,1977,29,0.261,0.0
+713158083,Attrited Customer,56,M,2,High School,Single,$120K +,Blue,46,2,4,4,7327.0,0,7327.0,0.598,2185,41,0.864,0.0
+780496833,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,43,3,2,2,2846.0,0,2846.0,0.747,2122,44,0.419,0.0
+719299533,Attrited Customer,55,F,1,Unknown,Unknown,Less than $40K,Blue,36,2,3,2,3626.0,795,2831.0,0.896,2954,42,0.556,0.219
+713736333,Attrited Customer,41,F,3,Uneducated,Married,$40K - $60K,Blue,36,1,3,4,3606.0,0,3606.0,0.37,1829,41,0.519,0.0
+789817833,Attrited Customer,44,F,5,Post-Graduate,Unknown,Less than $40K,Blue,33,3,3,2,9073.0,2466,6607.0,0.446,6793,60,1.069,0.272
+716088783,Attrited Customer,60,M,0,College,Married,$80K - $120K,Blue,50,1,4,2,29239.0,0,29239.0,1.057,8169,65,0.585,0.0
+716112933,Attrited Customer,39,F,3,Graduate,Married,Unknown,Blue,36,3,2,3,1575.0,592,983.0,0.236,644,15,0.154,0.376
+789095958,Attrited Customer,50,M,1,Unknown,Single,$60K - $80K,Blue,38,4,3,3,7603.0,744,6859.0,0.711,2497,42,0.273,0.098
+715660308,Attrited Customer,54,F,3,College,Married,Less than $40K,Blue,44,5,3,2,2921.0,2412,509.0,0.823,2612,33,0.375,0.826
+779183958,Attrited Customer,45,F,2,Graduate,Single,Less than $40K,Blue,33,1,3,4,1492.0,0,1492.0,0.502,2469,38,0.267,0.0
+714089658,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,36,3,2,1,2238.0,0,2238.0,0.452,2063,42,0.5,0.0
+717898758,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Silver,45,6,3,3,12207.0,0,12207.0,0.319,5838,74,1.056,0.0
+714319233,Attrited Customer,44,M,5,Graduate,Divorced,$60K - $80K,Blue,36,3,3,6,6538.0,0,6538.0,0.556,2132,33,0.571,0.0
+717026658,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,32,6,3,3,1897.0,0,1897.0,0.645,2866,47,0.469,0.0
+715014633,Attrited Customer,32,F,0,Uneducated,Married,Unknown,Blue,36,6,3,2,8791.0,0,8791.0,0.894,2579,51,0.594,0.0
+713865333,Attrited Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,38,3,4,3,4908.0,0,4908.0,0.993,827,21,0.75,0.0
+713333433,Attrited Customer,49,M,3,Uneducated,Unknown,$60K - $80K,Blue,41,3,4,4,18075.0,0,18075.0,0.531,1477,30,0.5,0.0
+787460883,Attrited Customer,41,M,3,Uneducated,Married,$40K - $60K,Blue,28,3,3,4,11091.0,0,11091.0,0.522,1234,34,0.308,0.0
+713526258,Attrited Customer,47,M,3,Uneducated,Single,$120K +,Blue,36,3,3,4,34516.0,0,34516.0,0.517,2020,33,0.375,0.0
+753795633,Attrited Customer,48,F,2,Uneducated,Married,Less than $40K,Blue,41,5,3,2,2964.0,2517,447.0,0.699,2327,38,0.81,0.849
+709488108,Attrited Customer,42,M,4,College,Single,$40K - $60K,Blue,36,5,2,3,10543.0,0,10543.0,0.509,1841,39,0.5,0.0
+779084208,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662.0,613,1049.0,0.868,2326,31,0.55,0.369
+719443683,Attrited Customer,50,M,1,Unknown,Single,$120K +,Blue,39,3,2,3,27512.0,2137,25375.0,1.048,1149,25,0.562,0.078
+771733608,Attrited Customer,47,F,1,Graduate,Married,$40K - $60K,Blue,35,3,3,5,1438.3,0,1438.3,0.809,2276,40,0.538,0.0
+771833433,Attrited Customer,49,M,2,High School,Married,$80K - $120K,Blue,38,3,2,4,29893.0,0,29893.0,0.519,2063,48,0.846,0.0
+779348358,Attrited Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,37,5,3,4,1717.0,0,1717.0,1.028,3004,46,0.586,0.0
+710170758,Attrited Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,25,6,2,2,4469.0,2331,2138.0,1.006,8314,67,0.763,0.522
+718110858,Attrited Customer,42,M,4,Unknown,Married,$40K - $60K,Blue,36,2,3,5,1606.0,0,1606.0,0.87,2628,41,0.64,0.0
+815320383,Attrited Customer,46,F,3,Unknown,Unknown,Less than $40K,Blue,41,5,3,2,4710.0,0,4710.0,0.717,2690,43,0.955,0.0
+712953483,Attrited Customer,64,F,0,Graduate,Single,Less than $40K,Blue,36,1,3,4,1682.0,0,1682.0,0.75,1811,39,0.5,0.0
+709977933,Attrited Customer,52,M,5,Uneducated,Married,$80K - $120K,Blue,44,2,3,4,9959.0,199,9760.0,1.003,8517,60,0.5,0.02
+762020133,Attrited Customer,37,F,3,High School,Married,Unknown,Blue,30,3,3,3,9874.0,0,9874.0,0.491,2446,47,0.567,0.0
+715406658,Attrited Customer,47,F,1,Unknown,Single,Less than $40K,Blue,37,4,2,1,2173.0,596,1577.0,0.81,2738,45,0.406,0.274
+817889583,Attrited Customer,61,F,0,Graduate,Single,$40K - $60K,Blue,56,3,3,4,9721.0,0,9721.0,0.826,2260,46,1.0,0.0
+709444983,Attrited Customer,38,F,3,Uneducated,Single,$40K - $60K,Blue,30,3,2,3,2435.0,2432,3.0,0.12,1460,32,0.103,0.999
+720062508,Attrited Customer,38,F,2,Unknown,Married,$40K - $60K,Blue,28,6,2,2,1628.0,0,1628.0,0.876,2527,41,0.64,0.0
+713845083,Attrited Customer,41,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,4203.0,2517,1686.0,0.771,1489,43,0.536,0.599
+714337233,Attrited Customer,43,F,2,Graduate,Married,Less than $40K,Silver,25,6,2,4,10388.0,1961,8427.0,0.703,10294,61,0.649,0.189
+778289883,Attrited Customer,42,F,2,Graduate,Unknown,Less than $40K,Blue,32,3,3,3,1507.0,0,1507.0,0.806,2528,41,0.64,0.0
+714045783,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,29,2,2,6,2547.0,1965,582.0,0.535,2160,46,0.353,0.771
+711298458,Attrited Customer,39,F,3,Unknown,Married,Less than $40K,Blue,26,5,2,5,2190.0,0,2190.0,0.691,2338,40,0.6,0.0
+714372333,Attrited Customer,59,F,0,Doctorate,Married,Less than $40K,Blue,52,6,4,2,2302.0,0,2302.0,0.52,2256,40,0.667,0.0
+721365033,Attrited Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,4,1696.0,0,1696.0,0.857,2095,43,0.536,0.0
+771028533,Attrited Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,35,5,1,3,10357.0,0,10357.0,0.506,911,25,0.19,0.0
+711205758,Attrited Customer,45,M,3,College,Single,$80K - $120K,Silver,33,1,3,3,34516.0,0,34516.0,1.492,2534,43,0.433,0.0
+779931783,Attrited Customer,52,M,2,High School,Single,$120K +,Blue,38,6,3,3,34516.0,0,34516.0,0.639,2213,47,0.382,0.0
+720444408,Attrited Customer,35,F,1,College,Single,Less than $40K,Blue,25,2,2,4,2231.0,1791,440.0,0.82,2576,42,0.75,0.803
+789923058,Attrited Customer,53,F,1,High School,Married,$40K - $60K,Blue,44,3,3,3,1816.0,0,1816.0,0.884,2474,44,0.692,0.0
+789637308,Attrited Customer,45,F,2,College,Divorced,$40K - $60K,Blue,39,4,3,4,3076.0,0,3076.0,0.734,2580,50,0.429,0.0
+718791708,Attrited Customer,48,M,2,High School,Married,$80K - $120K,Blue,32,1,2,4,16362.0,2268,14094.0,0.841,2228,37,0.85,0.139
+778693458,Attrited Customer,32,M,1,High School,Divorced,$60K - $80K,Blue,13,3,3,3,12616.0,0,12616.0,1.054,1376,29,0.611,0.0
+809599158,Attrited Customer,48,M,4,Uneducated,Single,$80K - $120K,Silver,43,2,3,4,34516.0,0,34516.0,0.671,1626,28,0.4,0.0
+711274458,Attrited Customer,38,F,3,High School,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.73,2478,45,0.552,0.0
+717696333,Attrited Customer,44,M,4,Unknown,Married,$120K +,Blue,36,4,3,3,34516.0,0,34516.0,1.043,5425,60,0.875,0.0
+778781508,Attrited Customer,44,F,2,High School,Married,Unknown,Blue,32,4,3,3,8477.0,2517,5960.0,0.717,2455,41,0.64,0.297
+711716133,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,34,6,3,1,1585.0,1381,204.0,0.706,2360,40,0.379,0.871
+714102183,Attrited Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,1,2,3,7970.0,2282,5688.0,0.28,1872,41,0.206,0.286
+718252533,Attrited Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,18,5,1,1,4203.0,996,3207.0,0.705,7292,68,0.7,0.237
+709102458,Attrited Customer,47,M,2,High School,Single,$80K - $120K,Blue,36,4,3,5,4754.0,0,4754.0,0.618,2607,41,0.367,0.0
+713347608,Attrited Customer,54,F,2,Post-Graduate,Single,Less than $40K,Blue,43,2,3,2,4917.0,0,4917.0,0.972,9442,69,0.917,0.0
+708330858,Attrited Customer,57,M,3,Graduate,Married,$120K +,Blue,38,2,3,3,8249.0,1381,6868.0,0.798,678,11,0.833,0.167
+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
+715410783,Attrited Customer,55,F,1,Unknown,Single,Less than $40K,Blue,36,5,2,3,1836.0,572,1264.0,0.758,2400,34,0.789,0.312
+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
+719174433,Attrited Customer,36,F,1,Unknown,Single,Less than $40K,Blue,24,2,1,2,1735.0,0,1735.0,0.74,2467,35,0.346,0.0
+710493558,Attrited Customer,46,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,3,2,2,1803.0,0,1803.0,0.415,1979,37,0.321,0.0
+716387733,Attrited Customer,49,M,4,Graduate,Single,$60K - $80K,Blue,36,1,4,5,5662.0,1484,4178.0,0.434,1693,25,0.25,0.262
+709714008,Attrited Customer,50,F,1,Unknown,Single,Unknown,Blue,39,6,3,3,9248.0,0,9248.0,0.613,2325,45,0.552,0.0
+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
+712551258,Attrited Customer,39,M,1,Uneducated,Married,Less than $40K,Blue,36,3,3,3,4247.0,0,4247.0,0.405,847,17,0.133,0.0
+708384033,Attrited Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,35,3,3,3,2745.0,2463,282.0,0.643,2466,39,0.345,0.897
+771723408,Attrited Customer,37,F,2,Unknown,Single,Less than $40K,Blue,25,3,2,4,1690.0,0,1690.0,0.69,2645,60,0.622,0.0
+712563408,Attrited Customer,33,M,2,Uneducated,Single,$40K - $60K,Blue,18,1,1,6,5600.0,2517,3083.0,0.628,2296,46,0.586,0.449
+708197358,Attrited Customer,57,M,2,Uneducated,Unknown,$80K - $120K,Blue,48,4,1,3,30543.0,264,30279.0,0.882,7784,63,0.703,0.009
+801380808,Attrited Customer,44,M,2,Doctorate,Married,$80K - $120K,Blue,38,1,2,1,25894.0,2517,23377.0,1.046,4847,49,0.815,0.097
+720761208,Attrited Customer,59,M,1,College,Single,$120K +,Blue,47,2,4,2,4789.0,357,4432.0,0.798,2496,41,0.64,0.075
+769575783,Attrited Customer,49,F,3,College,Married,Less than $40K,Blue,41,3,3,3,1603.0,749,854.0,0.733,2644,43,0.483,0.467
+719987733,Attrited Customer,51,F,3,Unknown,Single,$40K - $60K,Blue,38,3,3,3,5026.0,0,5026.0,0.564,1844,37,0.609,0.0
+738627708,Attrited Customer,49,F,2,Unknown,Single,Unknown,Blue,41,5,3,4,5984.0,0,5984.0,0.551,1838,42,0.556,0.0
+713748708,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,37,1,2,4,1438.3,0,1438.3,0.35,1757,44,0.467,0.0
+715732533,Attrited Customer,52,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9375.0,1625,7750.0,0.532,2108,51,0.5,0.173
+711253383,Attrited Customer,48,F,2,Unknown,Married,Unknown,Blue,38,6,2,3,4382.0,0,4382.0,0.714,2446,34,0.417,0.0
+718890933,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,27,3,2,2,1438.3,0,1438.3,0.68,2429,38,0.652,0.0
+711390333,Attrited Customer,59,M,0,Post-Graduate,Married,$80K - $120K,Blue,46,5,4,2,6526.0,489,6037.0,0.678,2331,45,0.452,0.075
+713144208,Attrited Customer,51,F,0,High School,Married,Unknown,Blue,42,1,4,4,9989.0,568,9421.0,0.52,2053,49,0.485,0.057
+712783083,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,37,1,2,3,3607.0,0,3607.0,0.504,2013,35,0.458,0.0
+712841883,Attrited Customer,50,M,3,College,Single,$80K - $120K,Silver,36,3,3,2,34516.0,2517,31999.0,0.735,7155,66,0.65,0.073
+709971708,Attrited Customer,51,F,1,High School,Single,Unknown,Blue,41,3,3,2,9701.0,0,9701.0,1.024,9404,62,0.824,0.0
+720815208,Attrited Customer,52,M,0,High School,Single,$120K +,Blue,39,5,3,3,34516.0,216,34300.0,0.556,2395,47,0.306,0.006
+714192933,Attrited Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,3,3,5,2060.0,0,2060.0,0.251,1976,44,0.257,0.0
+779722308,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,30,5,2,2,12355.0,0,12355.0,0.912,1044,28,0.273,0.0
+713573508,Attrited Customer,41,M,4,Graduate,Unknown,$40K - $60K,Silver,32,4,2,4,16509.0,425,16084.0,0.356,1740,43,0.387,0.026
+715609533,Attrited Customer,47,F,3,Unknown,Single,Less than $40K,Blue,35,1,3,3,5398.0,0,5398.0,0.621,1887,36,0.333,0.0
+712900308,Attrited Customer,44,F,2,College,Single,Less than $40K,Blue,34,4,3,3,1751.0,0,1751.0,0.506,2078,37,0.423,0.0
+718812708,Attrited Customer,57,M,2,Graduate,Single,$120K +,Blue,44,5,3,4,34516.0,219,34297.0,0.482,1882,48,0.714,0.006
+789853533,Attrited Customer,54,M,3,High School,Married,$40K - $60K,Blue,44,2,1,5,3032.0,0,3032.0,0.949,1037,14,2.5,0.0
+720124758,Attrited Customer,49,M,3,Uneducated,Married,$80K - $120K,Blue,40,5,4,3,2509.0,450,2059.0,0.654,2239,47,0.621,0.179
+713512308,Attrited Customer,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423.0,0,3423.0,0.505,2229,45,0.406,0.0
+804668658,Attrited Customer,26,F,0,Uneducated,Single,Less than $40K,Blue,20,3,2,4,1438.3,0,1438.3,0.506,947,20,0.053,0.0
+712130058,Attrited Customer,44,F,4,Uneducated,Single,Unknown,Blue,36,3,3,4,8075.0,317,7758.0,0.585,2415,41,0.577,0.039
+708703308,Attrited Customer,35,F,1,Unknown,Married,$40K - $60K,Blue,26,6,4,4,2045.0,1707,338.0,0.577,2183,39,0.696,0.835
+716977758,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,1,3675.0,2517,1158.0,0.766,1913,35,0.667,0.685
+709688883,Attrited Customer,45,M,3,High School,Unknown,$80K - $120K,Blue,36,4,3,2,3845.0,0,3845.0,0.595,2174,39,0.393,0.0
+718171308,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,3,4,1984.0,0,1984.0,0.89,2506,46,0.643,0.0
+708152358,Attrited Customer,54,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,36,1,3,2,18512.0,1664,16848.0,0.889,8019,57,0.583,0.09
+709460883,Attrited Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,28,5,2,4,1614.0,0,1614.0,0.609,2437,46,0.438,0.0
+712664658,Attrited Customer,35,F,1,Graduate,Single,Less than $40K,Blue,30,2,2,2,1649.0,0,1649.0,0.683,2549,54,0.588,0.0
+716922633,Attrited Customer,38,M,2,Uneducated,Single,$120K +,Blue,30,6,3,4,4043.0,2517,1526.0,0.602,2600,47,0.621,0.623
+822132858,Attrited Customer,41,M,4,Uneducated,Married,$80K - $120K,Blue,37,1,2,2,23250.0,0,23250.0,0.564,2205,43,0.654,0.0
+781137783,Attrited Customer,40,M,3,High School,Unknown,Less than $40K,Blue,33,1,3,4,2420.0,191,2229.0,0.818,2478,43,0.433,0.079
+820276908,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,37,3,3,1,4139.0,0,4139.0,0.547,2232,41,0.464,0.0
+716654808,Attrited Customer,48,M,4,High School,Single,$120K +,Blue,39,3,4,4,24593.0,0,24593.0,0.777,2084,31,0.55,0.0
+719384433,Attrited Customer,44,F,3,High School,Divorced,Less than $40K,Blue,28,5,2,3,1877.0,1203,674.0,0.654,2581,57,0.781,0.641
+712036383,Attrited Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,6,3,3,18418.0,0,18418.0,0.918,9980,68,0.744,0.0
+708498033,Attrited Customer,44,F,3,Unknown,Married,Less than $40K,Blue,36,3,4,6,2279.0,1837,442.0,0.853,2789,52,0.677,0.806
+708654933,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987.0,193,15794.0,0.435,2021,46,0.394,0.012
+717280158,Existing Customer,49,M,3,Graduate,Married,Less than $40K,Blue,36,3,3,5,2976.0,1817,1159.0,0.739,3332,60,0.667,0.611
+710438358,Attrited Customer,42,F,1,Uneducated,Single,Less than $40K,Blue,35,4,3,3,3241.0,0,3241.0,0.442,2152,43,0.303,0.0
+712693908,Attrited Customer,43,M,3,Graduate,Married,$120K +,Blue,31,2,4,1,13883.0,783,13100.0,0.749,1871,32,0.684,0.056
+716053083,Attrited Customer,33,M,2,Graduate,Married,$120K +,Blue,21,2,2,4,27992.0,0,27992.0,0.433,837,18,1.0,0.0
+714377058,Attrited Customer,63,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,4,1896.0,0,1896.0,0.747,2186,50,0.562,0.0
+714820158,Attrited Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,6,3,1,5988.0,660,5328.0,1.041,10211,68,1.0,0.11
+717793983,Attrited Customer,55,M,3,Graduate,Single,$40K - $60K,Silver,45,2,3,1,18128.0,0,18128.0,0.71,2503,49,0.885,0.0
+803800533,Attrited Customer,39,M,1,Unknown,Single,$40K - $60K,Blue,33,3,3,4,2088.0,975,1113.0,1.144,2866,59,0.735,0.467
+718250883,Attrited Customer,59,F,2,High School,Married,Unknown,Blue,51,3,3,3,3875.0,1397,2478.0,0.573,2312,49,0.581,0.361
+718958583,Attrited Customer,44,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,5,3,2,2367.0,1606,761.0,0.956,4506,59,0.639,0.678
+826709658,Attrited Customer,45,F,3,Graduate,Divorced,$40K - $60K,Blue,41,1,3,3,1477.0,0,1477.0,0.768,2214,43,0.654,0.0
+708376983,Attrited Customer,58,F,1,Unknown,Single,Unknown,Blue,50,5,2,2,8513.0,799,7714.0,0.451,2119,37,0.542,0.094
+713303733,Existing Customer,53,M,1,Graduate,Married,$120K +,Blue,41,6,3,2,1612.0,744,868.0,0.636,1564,33,0.5,0.462
+720113433,Existing Customer,61,M,0,Unknown,Single,$60K - $80K,Blue,48,3,2,4,20803.0,1446,19357.0,0.736,2073,43,0.654,0.07
+787463508,Attrited Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,5,2,4,2469.0,2410,59.0,0.544,1027,20,0.176,0.976
+718296558,Attrited Customer,44,F,4,Unknown,Married,$40K - $60K,Blue,31,4,3,5,1691.0,1327,364.0,0.774,2345,33,0.435,0.785
+715517733,Attrited Customer,46,F,3,High School,Single,Less than $40K,Silver,39,1,0,4,13092.0,1962,11130.0,0.686,936,25,0.25,0.15
+712662783,Attrited Customer,43,F,2,College,Married,Unknown,Blue,36,1,2,6,3793.0,2517,1276.0,0.512,2577,57,0.629,0.664
+717575958,Attrited Customer,50,F,1,Post-Graduate,Married,$40K - $60K,Blue,41,6,3,3,1694.0,479,1215.0,0.838,2349,42,0.312,0.283
+780450708,Attrited Customer,58,M,1,College,Single,$120K +,Silver,45,1,3,2,34516.0,0,34516.0,0.964,4864,48,0.548,0.0
+720905133,Attrited Customer,43,M,3,Graduate,Unknown,$80K - $120K,Blue,29,1,2,6,11422.0,1095,10327.0,0.773,2439,45,0.8,0.096
+719176308,Attrited Customer,43,M,3,College,Divorced,$80K - $120K,Blue,32,6,3,2,7278.0,0,7278.0,0.618,2120,43,0.593,0.0
+709430508,Attrited Customer,40,M,4,High School,Unknown,$40K - $60K,Blue,32,1,2,3,7316.0,1335,5981.0,0.563,1849,50,0.471,0.182
+755996583,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,50,5,0,3,2475.0,0,2475.0,0.823,2574,43,0.654,0.0
+719683158,Attrited Customer,56,F,2,Unknown,Married,Less than $40K,Blue,48,2,4,2,4746.0,0,4746.0,0.862,7154,66,1.062,0.0
+719860308,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,3,1438.3,0,1438.3,0.663,2418,48,0.778,0.0
+778433283,Attrited Customer,51,M,3,High School,Married,$60K - $80K,Blue,31,3,3,3,8989.0,0,8989.0,0.47,2031,53,1.038,0.0
+772271508,Attrited Customer,46,F,3,Uneducated,Single,Unknown,Blue,35,2,3,3,1706.0,0,1706.0,0.726,2320,42,0.448,0.0
+710586483,Attrited Customer,26,F,0,High School,Single,Unknown,Blue,13,1,2,4,6152.0,0,6152.0,0.391,968,23,0.533,0.0
+717074283,Attrited Customer,45,F,3,Graduate,Divorced,Unknown,Blue,37,5,2,6,17678.0,0,17678.0,0.788,2566,49,0.815,0.0
+772922883,Attrited Customer,41,M,3,Unknown,Married,$80K - $120K,Blue,22,3,3,4,20543.0,0,20543.0,0.547,1874,42,0.615,0.0
+720270633,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,1,1516.0,0,1516.0,0.737,2709,54,0.385,0.0
+813810333,Attrited Customer,50,M,3,Post-Graduate,Married,$60K - $80K,Blue,45,6,4,3,2049.0,0,2049.0,0.974,2703,54,1.0,0.0
+709827933,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12230.0,1196,11034.0,0.62,3659,76,0.52,0.098
+716434533,Attrited Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,29149.0,0,29149.0,0.615,2106,56,0.697,0.0
+812420358,Attrited Customer,61,F,0,Graduate,Married,Less than $40K,Blue,56,3,3,3,2122.0,554,1568.0,0.857,949,17,0.133,0.261
+715319958,Attrited Customer,48,M,3,Uneducated,Married,$120K +,Blue,36,5,2,4,34516.0,787,33729.0,0.763,1312,32,0.6,0.023
+779315508,Attrited Customer,43,M,4,Post-Graduate,Single,$40K - $60K,Blue,25,1,2,2,9043.0,1974,7069.0,1.027,4638,48,0.655,0.218
+768490458,Attrited Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,43,1,3,3,5701.0,2517,3184.0,0.716,961,32,0.524,0.442
+711161133,Attrited Customer,36,F,2,Unknown,Single,Less than $40K,Blue,36,2,3,3,6071.0,0,6071.0,0.912,9338,59,0.903,0.0
+711204483,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,46,3,3,3,2340.0,1930,410.0,0.987,781,15,0.364,0.825
+711275433,Attrited Customer,47,M,4,Uneducated,Unknown,Unknown,Blue,36,3,3,3,18873.0,0,18873.0,0.636,2021,38,0.52,0.0
+823904133,Attrited Customer,53,F,2,College,Single,Unknown,Blue,49,2,2,4,10195.0,0,10195.0,0.629,2489,54,0.385,0.0
+796903083,Attrited Customer,47,F,1,Doctorate,Married,$40K - $60K,Blue,36,2,3,2,1438.3,0,1438.3,0.838,2584,42,0.448,0.0
+714202008,Attrited Customer,53,F,2,High School,Married,Less than $40K,Blue,36,6,3,2,3918.0,2517,1401.0,0.47,2115,42,0.448,0.642
+715630983,Attrited Customer,31,F,0,Graduate,Single,Less than $40K,Blue,21,4,2,3,4598.0,0,4598.0,0.439,6317,77,0.833,0.0
+805313808,Attrited Customer,52,F,3,High School,Married,$40K - $60K,Blue,47,2,2,3,8018.0,134,7884.0,0.717,2409,38,0.31,0.017
+712373208,Attrited Customer,43,M,3,Doctorate,Single,$60K - $80K,Blue,35,3,3,2,3312.0,0,3312.0,0.698,647,19,0.462,0.0
+719902908,Attrited Customer,51,M,3,Unknown,Married,$80K - $120K,Blue,36,3,3,3,5130.0,0,5130.0,0.407,1434,31,0.292,0.0
+718191483,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,35,6,3,2,5065.0,1362,3703.0,0.68,3555,75,0.471,0.269
+709991883,Attrited Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,42,2,1,2,6214.0,1147,5067.0,0.861,938,35,0.75,0.185
+712450008,Attrited Customer,50,F,2,Post-Graduate,Married,Unknown,Blue,36,5,2,4,4045.0,0,4045.0,0.66,2438,41,0.464,0.0
+713906508,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,36,6,3,3,2837.0,834,2003.0,0.427,3892,69,0.408,0.294
+717146208,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,51,1,4,4,4257.0,2517,1740.0,0.703,2828,50,1.083,0.591
+720049083,Attrited Customer,35,F,1,Unknown,Divorced,Unknown,Blue,24,5,3,3,1438.3,0,1438.3,0.849,2355,47,0.567,0.0
+708508758,Attrited Customer,62,F,0,Graduate,Married,Less than $40K,Blue,49,2,3,3,1438.3,0,1438.3,1.047,692,16,0.6,0.0
+796931508,Attrited Customer,42,M,4,High School,Unknown,$60K - $80K,Blue,36,4,3,4,1871.0,0,1871.0,0.73,2593,48,0.548,0.0
+716963283,Attrited Customer,47,F,3,Graduate,Unknown,Less than $40K,Blue,38,2,2,3,3165.0,2517,648.0,0.748,2751,49,1.042,0.795
+714864333,Attrited Customer,43,M,2,College,Divorced,$120K +,Blue,37,4,1,2,34516.0,0,34516.0,0.536,1370,38,0.357,0.0
+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
+717255333,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,36,1,2,2,6921.0,0,6921.0,0.824,2729,44,0.467,0.0
+712265508,Attrited Customer,32,M,0,Post-Graduate,Single,$40K - $60K,Blue,14,1,1,3,4015.0,0,4015.0,1.045,8363,65,0.806,0.0
+789560433,Attrited Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,42,2,4,2,14895.0,0,14895.0,1.043,5147,53,0.559,0.0
+714634983,Attrited Customer,44,F,1,Unknown,Single,Unknown,Blue,36,3,3,3,3517.0,0,3517.0,0.634,2403,48,0.548,0.0
+709657533,Attrited Customer,44,M,3,High School,Unknown,$120K +,Blue,36,2,3,2,7793.0,2270,5523.0,0.945,8260,54,0.5,0.291
+770038983,Attrited Customer,37,M,4,High School,Single,$60K - $80K,Silver,31,1,3,3,28831.0,2517,26314.0,0.77,8688,69,0.769,0.087
+711724083,Attrited Customer,27,F,0,Unknown,Single,Less than $40K,Blue,16,6,1,3,1835.0,1647,188.0,0.513,1903,44,0.63,0.898
+714615258,Attrited Customer,32,M,1,High School,Single,$40K - $60K,Blue,36,6,3,2,4819.0,2134,2685.0,0.834,9330,64,0.882,0.443
+778867533,Attrited Customer,59,F,0,Post-Graduate,Married,$40K - $60K,Blue,40,1,4,1,1438.3,0,1438.3,1.038,689,23,0.353,0.0
+709178733,Attrited Customer,50,F,2,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,3,5527.0,1120,4407.0,0.442,2281,37,0.48,0.203
+770024733,Attrited Customer,53,F,2,Uneducated,Single,$40K - $60K,Blue,47,1,2,3,1699.0,0,1699.0,0.602,2520,49,0.531,0.0
+708736608,Attrited Customer,40,M,3,Graduate,Married,$120K +,Blue,27,5,3,2,2269.0,0,2269.0,0.572,2108,39,0.56,0.0
+709560258,Attrited Customer,49,F,3,Graduate,Single,Unknown,Blue,31,2,3,4,4946.0,0,4946.0,0.54,2239,38,0.407,0.0
+718297683,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,50,1,0,3,4085.0,0,4085.0,0.787,7597,71,0.69,0.0
+719818983,Attrited Customer,39,M,1,College,Divorced,$80K - $120K,Blue,28,1,3,4,12464.0,0,12464.0,0.864,1195,35,0.522,0.0
+828215508,Attrited Customer,55,F,2,Graduate,Unknown,Less than $40K,Blue,50,4,4,3,1438.3,0,1438.3,0.639,1785,33,0.32,0.0
+716282208,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,48,3,6,3,1638.0,0,1638.0,0.163,1702,36,0.125,0.0
+818699208,Attrited Customer,47,F,4,Post-Graduate,Married,Unknown,Blue,42,4,4,4,6451.0,0,6451.0,0.706,2400,43,0.433,0.0
+778959258,Attrited Customer,51,F,1,Unknown,Married,Less than $40K,Blue,32,5,3,3,1438.3,0,1438.3,0.905,2585,45,0.5,0.0
+720531633,Attrited Customer,55,F,1,Graduate,Unknown,Less than $40K,Blue,36,4,2,2,3552.0,2517,1035.0,0.865,2665,36,0.333,0.709
+712552608,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,34,3,3,1,1438.3,0,1438.3,0.714,2658,43,0.654,0.0
+712982808,Attrited Customer,47,M,2,Doctorate,Divorced,$80K - $120K,Blue,32,1,3,3,1438.3,0,1438.3,0.454,2388,42,0.5,0.0
+770596458,Attrited Customer,45,F,2,Doctorate,Married,Less than $40K,Blue,31,4,3,4,2704.0,2262,442.0,0.87,2362,39,0.444,0.837
+813449508,Attrited Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,56,6,2,3,9918.0,850,9068.0,0.688,2485,40,0.29,0.086
+719512983,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,3,6,1438.3,0,1438.3,0.854,2295,51,0.545,0.0
+789052308,Attrited Customer,40,M,3,Graduate,Unknown,$40K - $60K,Blue,28,6,2,2,4323.0,0,4323.0,0.817,2451,38,0.727,0.0
+717390408,Attrited Customer,49,F,4,Uneducated,Married,$40K - $60K,Blue,36,5,2,3,4167.0,0,4167.0,0.581,7590,87,0.776,0.0
+712163433,Attrited Customer,47,M,3,Uneducated,Married,$40K - $60K,Blue,29,1,2,4,1684.0,644,1040.0,0.723,2164,36,0.714,0.382
+713027058,Attrited Customer,46,F,4,Doctorate,Single,Less than $40K,Blue,36,2,2,3,2292.0,0,2292.0,0.568,2595,31,0.409,0.0
+719519058,Attrited Customer,55,F,4,High School,Married,Less than $40K,Blue,36,4,2,3,1477.0,0,1477.0,0.719,2419,49,0.531,0.0
+711919608,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,2,2031.0,1720,311.0,0.713,2702,32,0.778,0.847
+708226833,Existing Customer,53,M,1,High School,Married,$120K +,Gold,44,1,6,3,34516.0,831,33685.0,0.727,13247,107,0.754,0.024
+720426708,Attrited Customer,56,M,3,High School,Single,$60K - $80K,Blue,45,2,1,3,8512.0,0,8512.0,1.038,811,27,1.25,0.0
+778207083,Attrited Customer,53,M,4,Uneducated,Single,$80K - $120K,Blue,44,3,3,2,11561.0,2189,9372.0,0.742,2153,39,0.5,0.189
+714475908,Attrited Customer,43,M,2,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,6348.0,0,6348.0,0.4,1732,39,0.393,0.0
+713639058,Attrited Customer,49,M,3,High School,Married,$60K - $80K,Blue,34,6,3,3,1511.0,0,1511.0,0.432,1329,35,0.591,0.0
+771795933,Attrited Customer,49,M,4,Unknown,Single,$120K +,Blue,38,3,3,4,34516.0,2517,31999.0,0.7,2376,55,0.486,0.073
+711684408,Attrited Customer,50,F,0,Graduate,Married,Less than $40K,Blue,38,2,3,1,4935.0,1574,3361.0,1.01,8527,84,0.5,0.319
+779681433,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,4,14899.0,0,14899.0,0.381,1519,26,0.368,0.0
+714773508,Attrited Customer,54,F,1,Graduate,Married,$40K - $60K,Blue,46,6,4,3,1632.0,351,1281.0,0.721,2532,43,0.483,0.215
+714514008,Attrited Customer,38,F,1,Graduate,Married,Unknown,Blue,29,3,3,3,8953.0,0,8953.0,0.403,1982,43,0.303,0.0
+713815383,Attrited Customer,53,M,1,High School,Single,$80K - $120K,Blue,36,3,2,2,11778.0,0,11778.0,0.603,2147,44,0.375,0.0
+808273533,Attrited Customer,39,M,2,High School,Single,$60K - $80K,Blue,34,3,4,3,1818.0,0,1818.0,0.651,2054,55,0.774,0.0
+772127508,Attrited Customer,31,F,1,Uneducated,Married,Less than $40K,Blue,20,6,2,2,1438.3,0,1438.3,0.706,2614,49,0.531,0.0
+709707033,Attrited Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,32,2,3,2,13162.0,0,13162.0,0.512,1424,38,0.583,0.0
+709008708,Existing Customer,47,M,3,College,Married,Less than $40K,Blue,34,2,1,2,8390.0,0,8390.0,0.8,8316,92,0.704,0.0
+809616108,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,33,3,3,3,1568.0,0,1568.0,0.611,2812,59,0.788,0.0
+711357858,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,4,7246.0,0,7246.0,0.612,777,13,0.625,0.0
+718045008,Attrited Customer,31,M,0,Post-Graduate,Married,Less than $40K,Blue,21,1,2,2,3768.0,0,3768.0,0.799,6639,71,1.152,0.0
+711323283,Attrited Customer,57,M,2,Uneducated,Married,$60K - $80K,Blue,41,3,3,2,2527.0,1030,1497.0,0.714,2767,43,0.387,0.408
+708575058,Attrited Customer,46,F,3,Uneducated,Divorced,$40K - $60K,Blue,39,2,3,2,3157.0,965,2192.0,0.928,3300,58,0.568,0.306
+717774333,Attrited Customer,48,M,3,High School,Married,$60K - $80K,Blue,36,1,2,5,8431.0,0,8431.0,0.222,5189,57,0.357,0.0
+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
+787747308,Attrited Customer,49,F,4,Uneducated,Unknown,Less than $40K,Blue,39,6,3,2,3468.0,2517,951.0,0.746,2494,39,0.345,0.726
+816850458,Attrited Customer,33,M,2,Unknown,Married,$60K - $80K,Blue,28,6,2,4,1698.0,0,1698.0,0.823,2448,40,0.379,0.0
+714726858,Attrited Customer,31,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,6,3,3,4871.0,0,4871.0,0.89,2773,34,0.789,0.0
+721338783,Existing Customer,49,F,4,Uneducated,Married,Unknown,Blue,36,3,2,3,13483.0,2517,10966.0,0.733,3427,72,0.6,0.187
+772341783,Attrited Customer,45,F,3,High School,Single,Unknown,Blue,35,3,2,6,3512.0,2517,995.0,0.597,1801,48,0.548,0.717
+721437333,Attrited Customer,46,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,2,5054.0,2517,2537.0,0.605,2027,39,0.393,0.498
+780289308,Attrited Customer,61,F,0,High School,Married,Less than $40K,Blue,47,1,3,4,4130.0,0,4130.0,0.814,2418,57,0.781,0.0
+713847858,Attrited Customer,49,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.409,1849,43,0.536,0.0
+709564683,Attrited Customer,32,M,2,Graduate,Married,$40K - $60K,Blue,22,3,3,5,4739.0,0,4739.0,0.363,886,21,0.4,0.0
+714119283,Attrited Customer,42,F,2,Unknown,Single,$40K - $60K,Blue,34,3,3,3,2516.0,0,2516.0,0.53,2257,51,0.545,0.0
+720201033,Attrited Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,3,2,11669.0,2227,9442.0,0.622,720,23,0.353,0.191
+709224033,Attrited Customer,53,M,4,Uneducated,Single,$60K - $80K,Blue,43,1,3,2,13720.0,0,13720.0,0.671,1830,36,0.241,0.0
+813053733,Attrited Customer,53,M,4,Unknown,Single,$120K +,Blue,48,3,3,4,34516.0,278,34238.0,0.817,3029,49,0.4,0.008
+712229283,Attrited Customer,48,F,4,Doctorate,Unknown,Unknown,Blue,24,4,2,3,1438.3,0,1438.3,0.738,2306,46,0.484,0.0
+714967233,Attrited Customer,52,M,2,Doctorate,Married,$120K +,Blue,34,3,2,3,11188.0,0,11188.0,0.658,2109,47,0.621,0.0
+720739083,Attrited Customer,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,2,3,1691.0,0,1691.0,0.865,2716,63,0.703,0.0
+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
+818459733,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,26,3,2,2,9220.0,0,9220.0,0.733,2276,32,0.6,0.0
+712030833,Attrited Customer,48,M,2,Graduate,Married,$60K - $80K,Silver,35,2,4,4,34516.0,0,34516.0,0.763,691,15,0.5,0.0
+716855058,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,38,5,2,4,1757.0,0,1757.0,0.89,2557,45,0.406,0.0
+780376683,Existing Customer,57,M,1,Graduate,Married,$80K - $120K,Blue,47,5,3,1,14612.0,1976,12636.0,1.768,1827,24,3.0,0.135
+711741708,Attrited Customer,41,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,33,3,2,3,7591.0,0,7591.0,0.648,2302,42,0.5,0.0
+789777408,Attrited Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,15,3,2,3,1442.0,1428,14.0,0.496,1134,26,0.238,0.99
+710980383,Attrited Customer,53,M,3,High School,Single,$80K - $120K,Silver,33,2,2,3,34516.0,0,34516.0,0.534,6361,74,1.114,0.0
+712789383,Existing Customer,52,M,1,Graduate,Married,$120K +,Blue,44,6,1,4,9274.0,2097,7177.0,0.776,2048,59,0.639,0.226
+711430908,Attrited Customer,45,F,4,Graduate,Married,Less than $40K,Blue,34,3,2,1,1438.3,0,1438.3,0.685,2153,35,0.346,0.0
+714076683,Attrited Customer,29,F,0,College,Married,Less than $40K,Blue,19,2,1,2,3261.0,2517,744.0,0.636,2461,54,0.742,0.772
+712916958,Attrited Customer,55,F,2,Graduate,Married,Unknown,Blue,36,5,3,2,12494.0,0,12494.0,0.576,7026,69,0.917,0.0
+720130233,Attrited Customer,48,M,2,High School,Single,$60K - $80K,Blue,36,4,3,1,1641.0,0,1641.0,0.791,2536,45,0.364,0.0
+720512433,Attrited Customer,56,M,1,Uneducated,Single,$60K - $80K,Blue,36,6,4,3,15219.0,2281,12938.0,0.832,7625,78,0.95,0.15
+712947333,Attrited Customer,54,F,4,Unknown,Married,Less than $40K,Blue,43,3,3,0,5139.0,0,5139.0,0.33,1653,44,0.692,0.0
+712656783,Attrited Customer,49,M,1,Graduate,Single,$120K +,Blue,36,3,4,3,8136.0,2517,5619.0,0.674,2179,40,0.429,0.309
+719756133,Attrited Customer,34,M,4,Uneducated,Single,$60K - $80K,Blue,20,3,2,6,3940.0,1384,2556.0,0.908,3257,53,0.767,0.351
+717371583,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,36,1,3,5,1883.0,400,1483.0,0.528,1954,45,0.5,0.212
+711819708,Attrited Customer,33,F,3,Post-Graduate,Unknown,Unknown,Blue,25,3,2,4,4734.0,2517,2217.0,0.483,2275,55,0.897,0.532
+791856033,Attrited Customer,45,M,2,College,Divorced,$80K - $120K,Blue,39,3,4,4,34516.0,0,34516.0,1.014,1041,27,0.35,0.0
+827051808,Attrited Customer,44,F,0,College,Married,Less than $40K,Blue,40,5,4,2,7499.0,1083,6416.0,0.716,2478,45,0.667,0.144
+778868958,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,23,3,3,3,1929.0,1673,256.0,0.835,857,36,1.118,0.867
+772528158,Attrited Customer,55,F,3,Unknown,Single,Less than $40K,Blue,45,4,3,4,1741.0,0,1741.0,0.84,2546,42,0.4,0.0
+715773783,Attrited Customer,44,F,2,Graduate,Single,$40K - $60K,Blue,35,2,3,4,4196.0,561,3635.0,0.741,2558,38,0.652,0.134
+713796033,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,42,6,3,3,4738.0,0,4738.0,0.641,1900,36,0.5,0.0
+718826883,Attrited Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,6925.0,0,6925.0,0.821,2506,36,0.44,0.0
+709534083,Attrited Customer,58,F,0,Uneducated,Divorced,Less than $40K,Blue,36,3,2,6,9909.0,0,9909.0,0.466,1844,41,0.64,0.0
+711012783,Attrited Customer,43,M,4,Graduate,Single,$120K +,Blue,36,1,3,4,33384.0,0,33384.0,0.631,2066,46,0.769,0.0
+708223383,Attrited Customer,47,F,3,High School,Married,Unknown,Blue,39,6,3,4,11410.0,979,10431.0,1.049,2736,38,0.462,0.086
+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
+718418958,Attrited Customer,30,M,1,Post-Graduate,Divorced,Less than $40K,Blue,36,6,2,4,5061.0,0,5061.0,0.911,1309,38,0.462,0.0
+711927108,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,9457.0,350,9107.0,1.024,1196,28,0.333,0.037
+709161108,Attrited Customer,44,M,1,Unknown,Single,$60K - $80K,Blue,33,3,2,4,2540.0,0,2540.0,0.212,1531,31,0.107,0.0
+713924283,Attrited Customer,61,M,0,Graduate,Single,$60K - $80K,Blue,54,2,1,4,11859.0,1644,10215.0,0.866,8930,79,0.837,0.139
+771809733,Attrited Customer,64,F,0,High School,Married,$40K - $60K,Blue,53,1,3,3,3353.0,0,3353.0,1.021,960,18,0.385,0.0
+798041508,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,44,2,3,2,3201.0,2517,684.0,0.445,1880,42,0.355,0.786
+780511683,Attrited Customer,47,M,3,Graduate,Single,$40K - $60K,Blue,34,4,3,3,4413.0,232,4181.0,0.799,7869,76,0.767,0.053
+713259858,Attrited Customer,26,M,0,High School,Single,$40K - $60K,Blue,15,3,1,3,3324.0,0,3324.0,0.537,982,22,0.692,0.0
+708519108,Attrited Customer,46,F,1,Graduate,Married,Unknown,Blue,24,3,3,2,2694.0,1576,1118.0,0.494,2041,57,0.9,0.585
+809464608,Attrited Customer,47,F,3,High School,Married,Unknown,Silver,31,3,3,2,34516.0,2517,31999.0,0.618,2691,42,0.5,0.073
+720598308,Attrited Customer,47,M,4,Uneducated,Single,$120K +,Blue,37,3,2,6,34516.0,1126,33390.0,0.575,1736,35,0.4,0.033
+711904008,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,36,4,3,5,5869.0,0,5869.0,0.642,2203,41,0.519,0.0
+710333883,Attrited Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,37,5,2,2,8808.0,390,8418.0,0.628,1905,42,0.448,0.044
+709967358,Existing Customer,48,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,6,2,3,30367.0,2362,28005.0,1.708,1671,27,0.929,0.078
+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
+720460083,Attrited Customer,45,F,4,Unknown,Single,Unknown,Gold,27,1,2,3,34516.0,0,34516.0,0.331,2198,42,0.355,0.0
+821759658,Attrited Customer,41,F,4,High School,Divorced,$40K - $60K,Blue,37,3,2,3,4650.0,204,4446.0,0.685,2014,54,0.8,0.044
+720085233,Attrited Customer,51,F,2,Doctorate,Divorced,Unknown,Blue,40,6,3,4,8930.0,2517,6413.0,0.661,2167,38,0.357,0.282
+780126033,Attrited Customer,50,M,4,Unknown,Married,$40K - $60K,Blue,35,6,1,5,12914.0,1227,11687.0,0.392,2082,54,0.459,0.095
+811700058,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Gold,36,2,3,3,34516.0,687,33829.0,1.015,4822,57,0.295,0.02
+719821908,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,16,2,1,2,2703.0,0,2703.0,0.882,2752,43,0.433,0.0
+715487733,Attrited Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1452.0,0,1452.0,0.553,2287,42,0.5,0.0
+710752233,Attrited Customer,43,F,5,High School,Unknown,$40K - $60K,Blue,24,3,2,2,4430.0,2203,2227.0,1.046,2742,49,0.4,0.497
+718458858,Attrited Customer,41,M,4,Graduate,Single,$80K - $120K,Silver,29,2,3,6,34516.0,0,34516.0,0.434,3526,53,0.828,0.0
+789365508,Attrited Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,39,2,3,4,14839.0,512,14327.0,0.176,1453,26,0.13,0.035
+714384783,Attrited Customer,59,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,3,2468.0,0,2468.0,0.5,2017,37,0.762,0.0
+757710783,Attrited Customer,36,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,3,1493.0,0,1493.0,0.721,2516,63,0.575,0.0
+794965233,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Silver,45,6,3,3,13199.0,781,12418.0,0.411,1927,44,0.63,0.059
+719981508,Attrited Customer,37,M,2,Uneducated,Single,Unknown,Blue,24,2,2,3,1649.0,0,1649.0,0.864,2574,51,0.7,0.0
+712623258,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,3,5505.0,2517,2988.0,0.729,2272,42,0.448,0.457
+718113633,Attrited Customer,41,M,3,Uneducated,Married,$120K +,Blue,36,1,2,3,34516.0,0,34516.0,0.377,5603,56,0.244,0.0
+720867708,Attrited Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,33,1,3,2,1748.0,1103,645.0,0.739,2335,41,0.708,0.631
+708963258,Attrited Customer,46,M,3,College,Married,$60K - $80K,Blue,39,3,3,2,13344.0,1907,11437.0,0.832,8534,86,0.83,0.143
+717666783,Attrited Customer,56,F,3,College,Single,Less than $40K,Blue,46,1,3,3,2272.0,1350,922.0,0.762,2354,49,0.96,0.594
+803028858,Attrited Customer,38,F,2,Graduate,Single,Less than $40K,Blue,32,2,3,3,3775.0,0,3775.0,0.581,2031,36,0.385,0.0
+788621658,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,37,6,3,2,1909.0,1753,156.0,0.788,1457,24,0.6,0.918
+715514133,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,31,3,3,4,2184.0,0,2184.0,0.671,1973,42,0.556,0.0
+712479633,Attrited Customer,31,F,1,Unknown,Single,Less than $40K,Blue,20,3,1,2,1695.0,0,1695.0,0.561,2428,43,0.593,0.0
+718197108,Attrited Customer,54,M,2,Graduate,Single,$80K - $120K,Blue,36,5,3,3,12342.0,0,12342.0,0.431,1430,37,0.423,0.0
+708692583,Attrited Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,3,3,1506.0,168,1338.0,0.671,2312,44,0.467,0.112
+714374133,Attrited Customer,56,M,2,Graduate,Married,$120K +,Blue,36,1,3,3,15769.0,0,15769.0,1.041,602,15,0.364,0.0
+712161858,Attrited Customer,55,F,5,Unknown,Single,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.571,2244,54,0.929,0.0
+713104458,Attrited Customer,46,M,2,Graduate,Single,$40K - $60K,Blue,31,3,3,5,7869.0,0,7869.0,0.692,998,25,0.562,0.0
+711721458,Attrited Customer,50,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,1438.3,0,1438.3,0.658,2329,43,0.593,0.0
+794675058,Attrited Customer,36,M,3,Graduate,Married,$80K - $120K,Blue,21,5,3,2,5015.0,1963,3052.0,0.881,2491,43,0.87,0.391
+790145733,Attrited Customer,40,M,3,College,Single,$80K - $120K,Silver,33,1,3,4,34516.0,0,34516.0,0.927,1112,26,0.368,0.0
+720178158,Attrited Customer,46,F,4,High School,Unknown,Less than $40K,Blue,37,5,3,3,7552.0,0,7552.0,1.047,5537,63,0.853,0.0
+771899433,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,4,7970.0,2434,5536.0,0.406,1263,27,0.35,0.305
+715306983,Attrited Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,1,2,3,1866.0,0,1866.0,0.798,2833,42,0.355,0.0
+716721483,Attrited Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,52,1,2,2,14458.0,2017,12441.0,0.99,8696,72,0.895,0.14
+794571108,Attrited Customer,39,M,2,Graduate,Divorced,$40K - $60K,Silver,23,5,2,3,17894.0,304,17590.0,0.965,4691,63,0.465,0.017
+713717283,Attrited Customer,40,F,3,Unknown,Single,$40K - $60K,Blue,29,3,3,3,2473.0,2332,141.0,0.293,1738,32,0.455,0.943
+771097683,Attrited Customer,43,M,2,High School,Single,$120K +,Blue,30,1,2,2,10896.0,2517,8379.0,1.028,4935,58,0.487,0.231
+714503433,Attrited Customer,57,F,2,Doctorate,Married,Less than $40K,Blue,36,1,3,3,1615.0,950,665.0,0.507,2212,43,0.387,0.588
+719418933,Attrited Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,36,1,3,3,4503.0,0,4503.0,0.659,748,20,0.429,0.0
+771963708,Attrited Customer,56,M,3,Unknown,Married,$60K - $80K,Blue,45,5,3,2,12248.0,0,12248.0,0.894,767,25,0.562,0.0
+711382458,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,38,2,3,5,1438.3,0,1438.3,0.713,2389,49,0.361,0.0
+713399583,Attrited Customer,49,M,2,Unknown,Married,$80K - $120K,Blue,39,2,3,4,29865.0,2097,27768.0,0.902,8636,74,0.947,0.07
+814765533,Attrited Customer,44,F,4,High School,Single,$40K - $60K,Blue,39,4,3,3,10587.0,2517,8070.0,1.052,2971,54,0.742,0.238
+714915633,Attrited Customer,42,M,0,High School,Single,$60K - $80K,Blue,36,4,3,6,15699.0,0,15699.0,0.569,1793,40,0.6,0.0
+714684933,Attrited Customer,40,F,1,Uneducated,Married,Less than $40K,Blue,28,5,2,3,3680.0,0,3680.0,0.729,2725,41,0.577,0.0
+712683633,Attrited Customer,32,F,0,Unknown,Married,Less than $40K,Blue,36,5,3,3,1438.3,0,1438.3,0.569,2464,37,0.321,0.0
+788794758,Attrited Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,28,2,2,4,2979.0,0,2979.0,0.644,2061,38,0.462,0.0
+803216433,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Silver,33,6,3,2,14806.0,2517,12289.0,0.558,4804,57,0.462,0.17
+708731658,Attrited Customer,53,F,0,High School,Married,Less than $40K,Blue,41,3,3,4,1438.3,0,1438.3,0.387,1587,42,0.448,0.0
+709213458,Attrited Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,22993.0,0,22993.0,1.004,7867,75,0.786,0.0
+717518733,Attrited Customer,56,F,2,High School,Married,Less than $40K,Blue,46,4,3,3,9463.0,764,8699.0,0.994,7106,61,0.906,0.081
+714082308,Attrited Customer,39,M,3,High School,Single,$80K - $120K,Blue,13,2,1,3,8656.0,0,8656.0,0.893,8056,89,0.935,0.0
+821241708,Attrited Customer,47,M,4,Unknown,Unknown,$80K - $120K,Blue,42,1,4,1,7953.0,0,7953.0,1.031,8670,74,0.574,0.0
+710639658,Attrited Customer,29,M,1,High School,Single,$60K - $80K,Blue,17,6,1,3,17744.0,829,16915.0,0.851,9658,78,0.773,0.047
+709222008,Attrited Customer,41,M,3,Unknown,Single,$80K - $120K,Blue,32,1,3,4,4742.0,2221,2521.0,0.464,2422,41,0.464,0.468
+718975083,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,40,6,4,3,2473.0,0,2473.0,0.547,2133,44,0.419,0.0
+718913358,Attrited Customer,36,M,2,Graduate,Single,Less than $40K,Blue,36,3,3,3,4225.0,2517,1708.0,0.662,2659,43,0.387,0.596
+715530258,Attrited Customer,46,F,2,Post-Graduate,Single,Unknown,Blue,37,1,3,3,4848.0,2517,2331.0,0.651,2353,53,0.828,0.519
+778929783,Attrited Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,22,2,2,3,1925.0,0,1925.0,0.672,781,28,0.75,0.0
+718376583,Attrited Customer,52,M,2,Graduate,Divorced,$80K - $120K,Silver,44,4,3,2,34516.0,751,33765.0,0.357,5806,40,0.429,0.022
+714213708,Attrited Customer,35,F,3,College,Single,Less than $40K,Blue,25,4,3,2,3611.0,2517,1094.0,0.537,2178,45,0.552,0.697
+709192233,Attrited Customer,50,F,2,Unknown,Married,Unknown,Blue,39,3,2,1,1773.0,0,1773.0,0.228,1764,30,0.111,0.0
+715146558,Attrited Customer,34,F,2,College,Married,Less than $40K,Blue,36,1,3,2,1696.0,0,1696.0,0.782,2325,56,0.556,0.0
+713886333,Attrited Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,2,3,1,18660.0,728,17932.0,0.403,1682,43,0.303,0.039
+718731183,Attrited Customer,61,M,1,Unknown,Married,$40K - $60K,Blue,49,1,2,2,5472.0,788,4684.0,0.526,705,14,0.273,0.144
+719894433,Attrited Customer,43,F,4,Unknown,Married,Less than $40K,Blue,24,6,2,3,1679.0,951,728.0,0.706,2492,43,0.593,0.566
+720810783,Attrited Customer,54,F,2,Graduate,Married,Unknown,Blue,44,2,3,3,3781.0,1692,2089.0,0.791,2310,43,0.72,0.448
+714014733,Attrited Customer,33,M,2,College,Single,$80K - $120K,Blue,36,4,3,2,9642.0,1431,8211.0,0.561,2172,33,0.571,0.148
+713041683,Attrited Customer,55,M,2,Graduate,Married,$120K +,Blue,36,3,2,4,4697.0,0,4697.0,0.544,1867,34,0.478,0.0
+720827133,Attrited Customer,43,F,3,Doctorate,Single,Less than $40K,Blue,30,1,2,2,6261.0,463,5798.0,0.889,8132,64,0.6,0.074
+712853358,Attrited Customer,39,F,3,High School,Unknown,Less than $40K,Blue,36,2,3,2,1817.0,0,1817.0,0.583,2216,44,0.833,0.0
+708687483,Attrited Customer,54,F,4,Graduate,Single,Less than $40K,Silver,36,3,2,3,13626.0,0,13626.0,0.411,1711,30,0.25,0.0
+719470458,Attrited Customer,46,M,3,College,Single,$80K - $120K,Blue,39,1,4,3,4026.0,243,3783.0,0.738,1102,27,0.8,0.06
+716668308,Attrited Customer,39,F,4,High School,Single,Unknown,Blue,36,3,2,4,12405.0,0,12405.0,0.949,3151,39,0.444,0.0
+713804883,Attrited Customer,46,F,4,Post-Graduate,Single,Less than $40K,Blue,37,3,2,2,1836.0,0,1836.0,0.323,1799,28,0.167,0.0
+710410158,Attrited Customer,49,M,2,Graduate,Unknown,$80K - $120K,Blue,38,3,4,3,34516.0,0,34516.0,0.482,1592,35,0.346,0.0
+721426383,Attrited Customer,36,F,3,Unknown,Single,Less than $40K,Blue,36,4,3,0,1558.0,261,1297.0,0.775,2424,40,0.6,0.168
+713114133,Attrited Customer,42,F,2,Uneducated,Single,Less than $40K,Blue,23,4,2,3,1443.0,0,1443.0,0.529,2092,38,0.31,0.0
+711535158,Attrited Customer,46,F,1,College,Unknown,Unknown,Blue,35,5,3,3,2197.0,461,1736.0,0.636,1955,42,0.448,0.21
+713952558,Attrited Customer,53,F,3,Doctorate,Single,Unknown,Blue,43,3,3,2,1790.0,1474,316.0,0.595,2128,40,0.429,0.823
+712196508,Attrited Customer,46,F,3,High School,Single,Unknown,Blue,34,4,3,3,29543.0,1164,28379.0,0.717,1015,27,0.35,0.039
+720719883,Attrited Customer,54,F,1,Graduate,Single,Unknown,Blue,41,3,3,3,1874.0,0,1874.0,0.806,2535,55,0.618,0.0
+718090233,Attrited Customer,56,F,3,Graduate,Single,Unknown,Blue,36,3,3,3,10016.0,1872,8144.0,0.735,2804,37,0.542,0.187
+711935283,Attrited Customer,55,M,5,Post-Graduate,Single,$80K - $120K,Blue,47,3,1,4,1438.3,0,1438.3,0.414,1427,36,0.333,0.0
+712925808,Attrited Customer,51,F,1,Unknown,Married,$40K - $60K,Blue,36,2,3,2,2710.0,0,2710.0,0.999,4724,60,0.395,0.0
+711772008,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,22,1,2,1,1890.0,666,1224.0,0.691,1483,36,0.5,0.352
+794707083,Attrited Customer,50,M,2,College,Single,$80K - $120K,Blue,44,5,2,4,3495.0,0,3495.0,0.639,2131,41,0.464,0.0
+721532583,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,4,12250.0,2165,10085.0,0.641,1995,39,0.696,0.177
+771783333,Attrited Customer,49,F,1,Uneducated,Divorced,$40K - $60K,Blue,37,6,2,2,2173.0,0,2173.0,0.652,2379,57,0.781,0.0
+738899658,Attrited Customer,45,F,2,Graduate,Single,Unknown,Blue,38,6,2,3,3120.0,2517,603.0,0.736,2468,43,0.536,0.807
+716307558,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,40,6,2,4,2897.0,1506,1391.0,0.618,2214,46,0.484,0.52
+807136758,Attrited Customer,58,F,2,High School,Married,Less than $40K,Blue,53,3,0,2,1944.0,0,1944.0,0.613,2412,40,0.481,0.0
+716510658,Attrited Customer,50,F,0,Doctorate,Single,Less than $40K,Blue,38,4,3,3,2595.0,2353,242.0,0.924,2526,41,0.577,0.907
+711232608,Attrited Customer,47,F,5,High School,Single,Less than $40K,Blue,36,2,3,2,1636.0,0,1636.0,0.694,2235,35,0.591,0.0
+720190083,Attrited Customer,56,F,3,Unknown,Single,Less than $40K,Blue,39,1,3,4,1632.0,0,1632.0,0.621,2509,47,0.424,0.0
+712578933,Attrited Customer,35,F,5,High School,Married,$40K - $60K,Blue,25,3,2,6,1438.3,0,1438.3,0.763,2500,44,0.517,0.0
+772150983,Attrited Customer,48,F,3,High School,Unknown,Less than $40K,Blue,37,4,2,1,2363.0,978,1385.0,0.662,2635,40,0.538,0.414
+716425833,Attrited Customer,38,M,2,Graduate,Single,$120K +,Blue,36,5,2,1,34516.0,1229,33287.0,0.427,1797,35,0.296,0.036
+712164333,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,29,3,3,2,12544.0,1636,10908.0,0.503,1758,51,0.457,0.13
+772390908,Attrited Customer,59,M,0,High School,Single,$40K - $60K,Blue,48,2,4,3,3616.0,1054,2562.0,0.616,687,17,0.545,0.291
+714960408,Attrited Customer,44,F,3,College,Single,Less than $40K,Blue,34,4,3,1,1605.0,890,715.0,0.742,2722,45,0.5,0.555
+779029458,Attrited Customer,54,F,1,Post-Graduate,Single,Less than $40K,Blue,35,4,3,3,1724.0,0,1724.0,0.67,2725,47,0.424,0.0
+712998033,Attrited Customer,37,M,3,High School,Single,$120K +,Blue,36,3,2,2,7361.0,0,7361.0,0.59,2109,44,0.571,0.0
+718735908,Attrited Customer,47,M,4,Graduate,Single,$120K +,Blue,35,3,4,3,7015.0,0,7015.0,0.456,1799,51,0.645,0.0
+812218908,Attrited Customer,46,F,2,Unknown,Married,Less than $40K,Blue,36,2,3,2,4065.0,2517,1548.0,0.957,2899,51,0.821,0.619
+816378033,Attrited Customer,46,M,4,Uneducated,Single,$80K - $120K,Gold,41,6,3,2,34516.0,1104,33412.0,0.591,1989,47,0.741,0.032
+708084558,Attrited Customer,46,M,3,Doctorate,Divorced,$80K - $120K,Blue,38,6,3,3,8258.0,1771,6487.0,0.0,1447,23,0.0,0.214
+715960308,Attrited Customer,53,F,1,Graduate,Divorced,Less than $40K,Blue,44,3,3,3,4090.0,2517,1573.0,0.562,2016,49,0.69,0.615
+711092658,Attrited Customer,39,F,3,Graduate,Married,Unknown,Blue,26,2,2,3,4376.0,855,3521.0,0.839,2862,52,0.733,0.195
+719099583,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,34,3,2,3,1640.0,1444,196.0,0.423,1360,33,0.222,0.88
+717409533,Attrited Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,26,1,2,3,1821.0,1486,335.0,0.827,2824,43,0.387,0.816
+710533233,Attrited Customer,38,F,1,Graduate,Married,Less than $40K,Blue,29,3,3,4,1438.3,0,1438.3,0.508,2139,47,0.567,0.0
+708563433,Attrited Customer,65,F,0,High School,Single,Unknown,Blue,56,3,6,3,5894.0,477,5417.0,1.015,1616,32,0.455,0.081
+720950283,Attrited Customer,47,M,3,High School,Married,$80K - $120K,Blue,34,3,3,3,21359.0,0,21359.0,0.551,2064,63,0.853,0.0
+714492783,Attrited Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.346,1517,38,0.407,0.0
+712267983,Attrited Customer,57,F,0,Graduate,Single,Less than $40K,Blue,45,4,3,3,3023.0,2517,506.0,0.646,2477,42,0.615,0.833
+711871758,Attrited Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,3,2905.0,2517,388.0,0.725,2487,39,0.393,0.866
+713722608,Attrited Customer,48,F,2,Unknown,Divorced,Less than $40K,Blue,35,3,1,4,2806.0,2514,292.0,0.341,1757,35,0.4,0.896
+758753283,Attrited Customer,52,M,3,Doctorate,Married,$120K +,Blue,45,1,3,3,34516.0,550,33966.0,0.674,7341,71,0.732,0.016
+757291008,Attrited Customer,46,M,4,Unknown,Married,$80K - $120K,Blue,39,3,3,2,34516.0,289,34227.0,0.95,8964,76,1.054,0.008
+807593058,Attrited Customer,41,F,3,Unknown,Single,$40K - $60K,Blue,36,3,2,4,5317.0,0,5317.0,0.699,2003,29,0.318,0.0
+788943333,Attrited Customer,51,M,3,Post-Graduate,Married,$80K - $120K,Silver,37,6,2,2,34516.0,989,33527.0,1.021,4810,55,0.341,0.029
+720565458,Attrited Customer,43,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,2,3,3,17306.0,0,17306.0,0.4,6205,65,0.806,0.0
+717930483,Attrited Customer,37,M,2,Graduate,Single,$120K +,Blue,25,3,3,0,5616.0,0,5616.0,0.995,1564,31,0.476,0.0
+715304958,Attrited Customer,42,F,3,Graduate,Single,Less than $40K,Blue,27,6,2,2,2053.0,0,2053.0,0.866,3053,50,0.562,0.0
+772273983,Attrited Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,37,1,3,4,5268.0,2191,3077.0,0.622,2138,40,0.429,0.416
+772306383,Attrited Customer,57,F,3,Unknown,Unknown,Less than $40K,Blue,43,5,3,2,1462.0,0,1462.0,0.602,2299,42,0.312,0.0
+775152708,Attrited Customer,49,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,39,2,3,4,20769.0,901,19868.0,0.371,1835,43,0.72,0.043
+715671183,Attrited Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,31,6,3,4,6824.0,2517,4307.0,0.972,9045,67,0.595,0.369
+781320783,Attrited Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,41,3,2,3,4586.0,0,4586.0,0.812,2529,43,0.433,0.0
+716858433,Attrited Customer,43,F,4,Graduate,Single,Less than $40K,Blue,32,4,3,1,3015.0,0,3015.0,1.058,5372,75,0.596,0.0
+711838008,Attrited Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,28,2,3,2,6407.0,478,5929.0,1.022,9322,77,0.833,0.075
+708300483,Attrited Customer,66,F,0,Doctorate,Married,Unknown,Blue,56,5,4,3,7882.0,605,7277.0,1.052,704,16,0.143,0.077
+714145233,Attrited Customer,34,M,0,Graduate,Divorced,$80K - $120K,Silver,24,1,2,3,34516.0,400,34116.0,0.202,5112,49,0.256,0.012
+807014583,Existing Customer,31,F,0,Graduate,Divorced,Unknown,Blue,26,3,3,3,1469.0,0,1469.0,0.915,4331,89,0.935,0.0
+717725433,Attrited Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,44,3,4,2,1606.0,0,1606.0,0.763,2258,37,0.609,0.0
+827476983,Attrited Customer,56,F,2,College,Single,Less than $40K,Blue,52,3,5,1,3639.0,2178,1461.0,0.451,1865,42,0.5,0.599
+712660308,Attrited Customer,44,F,1,High School,Single,Less than $40K,Blue,36,2,3,3,1895.0,0,1895.0,0.736,2472,40,0.429,0.0
+789662283,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,33,3,3,4,2140.0,0,2140.0,0.765,2915,50,0.316,0.0
+715651833,Attrited Customer,65,M,1,Unknown,Single,Less than $40K,Blue,36,3,4,4,2351.0,0,2351.0,0.881,1593,35,0.591,0.0
+753220383,Attrited Customer,29,M,0,Graduate,Single,$120K +,Blue,22,2,2,3,11722.0,0,11722.0,0.778,8302,78,0.902,0.0
+708726708,Attrited Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,36,6,2,3,1451.0,599,852.0,0.752,2192,35,0.458,0.413
+800758233,Attrited Customer,30,M,0,College,Single,$60K - $80K,Blue,24,6,2,2,4109.0,0,4109.0,0.949,8642,77,0.481,0.0
+713931258,Attrited Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,2,3,4,1438.3,0,1438.3,0.315,1988,42,0.355,0.0
+714983283,Attrited Customer,39,F,3,High School,Single,Less than $40K,Blue,36,6,1,3,3651.0,0,3651.0,0.977,862,19,1.111,0.0
+720150858,Attrited Customer,34,M,2,High School,Married,$80K - $120K,Blue,25,6,2,0,1439.0,0,1439.0,0.89,2932,44,0.913,0.0
+771594783,Attrited Customer,56,F,1,College,Married,Unknown,Blue,44,2,4,4,1438.3,0,1438.3,0.859,2264,37,0.423,0.0
+824140908,Attrited Customer,52,M,3,Uneducated,Single,$120K +,Blue,48,5,3,4,20974.0,0,20974.0,0.0,1246,27,0.0,0.0
+797150733,Attrited Customer,44,M,3,Unknown,Single,$40K - $60K,Blue,38,5,2,2,1643.0,0,1643.0,0.6,1754,39,0.56,0.0
+709005633,Attrited Customer,62,M,0,High School,Single,$60K - $80K,Blue,51,3,2,4,18734.0,0,18734.0,0.674,2112,52,0.857,0.0
+716421633,Attrited Customer,43,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,4,3523.0,0,3523.0,0.973,3174,44,0.222,0.0
+717448383,Attrited Customer,41,M,4,Unknown,Single,$80K - $120K,Blue,28,1,2,4,4428.0,0,4428.0,0.865,2331,36,0.286,0.0
+779055033,Attrited Customer,43,F,3,Uneducated,Unknown,Less than $40K,Blue,24,1,2,2,8256.0,2416,5840.0,0.696,8104,64,0.73,0.293
+708660408,Attrited Customer,40,F,1,College,Married,$40K - $60K,Blue,36,4,2,4,1737.0,1689,48.0,0.644,2459,43,0.536,0.972
+712795833,Attrited Customer,34,F,4,Graduate,Married,Less than $40K,Blue,36,2,2,4,5021.0,2517,2504.0,0.587,2270,40,0.481,0.501
+708927108,Attrited Customer,53,M,2,Graduate,Married,$120K +,Blue,36,1,3,2,12778.0,507,12271.0,0.967,1133,28,0.4,0.04
+711159108,Attrited Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,7418.0,396,7022.0,0.826,911,26,1.0,0.053
+778606308,Attrited Customer,45,M,3,Uneducated,Divorced,$80K - $120K,Blue,25,2,2,3,6614.0,1881,4733.0,0.737,3016,51,0.645,0.284
+808903308,Attrited Customer,54,F,1,Unknown,Married,$40K - $60K,Blue,49,4,3,6,2471.0,0,2471.0,0.722,2519,35,0.522,0.0
+757247808,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,35,2,4,3,5230.0,2517,2713.0,0.937,9495,61,0.605,0.481
+708949908,Attrited Customer,50,M,1,Graduate,Divorced,$120K +,Blue,42,1,3,2,1656.0,0,1656.0,0.626,2073,44,0.833,0.0
+721003008,Attrited Customer,36,F,4,Graduate,Married,Less than $40K,Blue,24,3,2,2,3261.0,2517,744.0,0.378,856,18,0.059,0.772
+718311933,Attrited Customer,53,F,4,Doctorate,Married,Less than $40K,Blue,37,6,2,2,3719.0,2517,1202.0,0.666,2587,43,0.536,0.677
+718558758,Attrited Customer,34,M,1,Unknown,Single,$80K - $120K,Blue,22,1,2,2,3711.0,1413,2298.0,0.175,3922,51,0.645,0.381
+768632958,Attrited Customer,59,F,1,Graduate,Single,Unknown,Blue,49,3,4,6,8708.0,1091,7617.0,0.904,2508,49,0.885,0.125
+716127333,Attrited Customer,45,F,3,Graduate,Married,Unknown,Blue,36,5,2,3,18432.0,484,17948.0,0.557,2300,45,0.552,0.026
+711116133,Attrited Customer,50,F,1,Uneducated,Single,Less than $40K,Blue,37,3,2,4,1838.0,0,1838.0,0.743,2461,47,1.136,0.0
+709520058,Attrited Customer,53,M,5,Uneducated,Married,$120K +,Blue,38,4,2,2,19138.0,0,19138.0,0.482,2028,43,0.303,0.0
+708821733,Attrited Customer,43,F,3,Unknown,Single,$40K - $60K,Silver,36,2,3,4,19713.0,531,19182.0,0.792,8301,70,0.591,0.027
+709249083,Attrited Customer,40,M,2,Unknown,Single,$60K - $80K,Blue,20,4,2,4,4283.0,0,4283.0,0.878,8672,64,1.207,0.0
+717242058,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Blue,39,2,3,4,3981.0,0,3981.0,0.764,2134,42,0.355,0.0
+713514633,Attrited Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,50,2,4,2,6224.0,0,6224.0,0.801,8291,69,1.029,0.0
+718626033,Attrited Customer,47,M,3,High School,Married,$60K - $80K,Blue,39,2,3,2,10061.0,0,10061.0,0.787,2802,52,0.529,0.0
+717450633,Attrited Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,2,4,1659.0,1544,115.0,0.408,1920,39,0.345,0.931
+810875958,Attrited Customer,51,F,3,Graduate,Married,Less than $40K,Blue,46,1,4,3,2016.0,395,1621.0,0.711,2473,44,0.571,0.196
+778915233,Attrited Customer,51,F,0,Graduate,Married,Less than $40K,Blue,32,4,2,3,1757.0,331,1426.0,0.879,2377,47,0.516,0.188
+710674533,Attrited Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,34,3,3,4,15060.0,0,15060.0,0.545,1611,42,0.4,0.0
+718508883,Attrited Customer,43,F,3,Unknown,Single,Less than $40K,Blue,36,6,3,3,2325.0,238,2087.0,0.64,2306,47,0.621,0.102
+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
+716199408,Attrited Customer,52,F,2,Graduate,Single,Unknown,Blue,41,2,3,3,3608.0,2517,1091.0,1.057,4907,53,0.559,0.698
+778397358,Attrited Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,22,6,2,4,5096.0,0,5096.0,0.808,2574,43,0.483,0.0
+711691608,Attrited Customer,46,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,2881.0,2450,431.0,0.629,2450,49,0.531,0.85
+720328983,Attrited Customer,52,F,5,Unknown,Married,Less than $40K,Blue,36,4,3,3,9611.0,0,9611.0,0.84,7636,64,0.829,0.0
+788739633,Attrited Customer,38,M,1,Unknown,Married,$120K +,Blue,16,3,1,4,2106.0,238,1868.0,0.61,2136,40,0.905,0.113
+714408933,Attrited Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,2,10834.0,0,10834.0,0.522,2249,51,0.594,0.0
+717502083,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,28,4,2,3,6314.0,0,6314.0,0.903,2718,44,0.63,0.0
+713370033,Attrited Customer,53,F,0,Graduate,Single,Less than $40K,Blue,40,4,1,4,1438.3,0,1438.3,0.503,2014,53,0.472,0.0
+715113933,Attrited Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,36,2,3,2,11077.0,573,10504.0,0.973,8165,87,0.776,0.052
+709101258,Attrited Customer,41,F,2,High School,Divorced,Less than $40K,Blue,28,4,2,2,1478.0,524,954.0,0.751,2180,46,0.643,0.355
+768712383,Attrited Customer,51,M,5,Graduate,Divorced,$120K +,Blue,45,6,3,6,34516.0,0,34516.0,0.757,8173,91,1.022,0.0
+807379833,Attrited Customer,48,M,3,Graduate,Divorced,$40K - $60K,Blue,43,2,3,3,9104.0,145,8959.0,0.765,2563,34,0.417,0.016
+779104608,Attrited Customer,34,F,3,High School,Unknown,Unknown,Blue,15,5,1,3,1438.3,0,1438.3,0.689,2819,48,0.6,0.0
+719986758,Attrited Customer,46,F,2,Unknown,Single,$40K - $60K,Blue,33,5,3,6,3001.0,0,3001.0,0.74,2577,39,0.444,0.0
+715020933,Attrited Customer,44,F,4,High School,Unknown,Unknown,Blue,34,4,3,4,15944.0,0,15944.0,0.919,9360,67,0.763,0.0
+809626983,Attrited Customer,48,F,3,High School,Married,Less than $40K,Blue,43,3,3,3,1670.0,0,1670.0,0.707,2790,37,0.321,0.0
+821179233,Attrited Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,1,3,3,1493.0,932,561.0,0.466,1554,43,0.344,0.624
+720711483,Attrited Customer,56,F,1,High School,Married,Unknown,Blue,42,5,2,3,3674.0,2517,1157.0,0.854,2608,45,0.731,0.685
+714804483,Existing Customer,48,M,3,College,Divorced,$40K - $60K,Blue,36,3,3,3,12159.0,1665,10494.0,0.608,1426,34,0.545,0.137
+716260833,Attrited Customer,56,F,5,Unknown,Single,Less than $40K,Blue,36,6,3,5,4668.0,2517,2151.0,1.062,8331,63,0.853,0.539
+794560833,Attrited Customer,47,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,6,5496.0,0,5496.0,0.548,1913,34,0.308,0.0
+713632983,Attrited Customer,43,M,4,High School,Married,$80K - $120K,Blue,35,2,3,2,10588.0,503,10085.0,0.918,7886,70,0.75,0.048
+791730183,Attrited Customer,38,F,2,College,Unknown,Less than $40K,Blue,32,2,2,6,7385.0,1817,5568.0,1.029,5070,50,0.389,0.246
+720962208,Attrited Customer,42,M,2,Post-Graduate,Married,$60K - $80K,Blue,27,2,2,2,2476.0,2250,226.0,0.969,4659,48,0.6,0.909
+716987358,Attrited Customer,29,M,0,Post-Graduate,Divorced,$60K - $80K,Blue,15,2,1,3,8022.0,0,8022.0,0.381,5660,59,0.735,0.0
+711096633,Attrited Customer,37,F,2,Uneducated,Unknown,Less than $40K,Silver,29,5,2,6,12203.0,0,12203.0,0.9,8600,94,0.843,0.0
+713163258,Attrited Customer,38,F,2,Unknown,Married,Unknown,Blue,33,4,3,3,3388.0,0,3388.0,0.368,1959,52,0.857,0.0
+716893683,Attrited Customer,55,F,3,Uneducated,Single,Unknown,Blue,47,4,3,3,14657.0,2517,12140.0,0.166,6009,53,0.514,0.172

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_002/test_current.csv

@@ -0,0 +1,16 @@
+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
+717280158,Existing Customer,49,M,3,Graduate,Married,Less than $40K,Blue,36,3,3,5,2976.0,1817,1159.0,0.739,3332,60,0.667,0.611
+713303733,Existing Customer,53,M,1,Graduate,Married,$120K +,Blue,41,6,3,2,1612.0,744,868.0,0.636,1564,33,0.5,0.462
+720113433,Existing Customer,61,M,0,Unknown,Single,$60K - $80K,Blue,48,3,2,4,20803.0,1446,19357.0,0.736,2073,43,0.654,0.07
+709827933,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12230.0,1196,11034.0,0.62,3659,76,0.52,0.098
+718191483,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,35,6,3,2,5065.0,1362,3703.0,0.68,3555,75,0.471,0.269
+713906508,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,36,6,3,3,2837.0,834,2003.0,0.427,3892,69,0.408,0.294
+708226833,Existing Customer,53,M,1,High School,Married,$120K +,Gold,44,1,6,3,34516.0,831,33685.0,0.727,13247,107,0.754,0.024
+709008708,Existing Customer,47,M,3,College,Married,Less than $40K,Blue,34,2,1,2,8390.0,0,8390.0,0.8,8316,92,0.704,0.0
+721338783,Existing Customer,49,F,4,Uneducated,Married,Unknown,Blue,36,3,2,3,13483.0,2517,10966.0,0.733,3427,72,0.6,0.187
+780376683,Existing Customer,57,M,1,Graduate,Married,$80K - $120K,Blue,47,5,3,1,14612.0,1976,12636.0,1.768,1827,24,3.0,0.135
+712789383,Existing Customer,52,M,1,Graduate,Married,$120K +,Blue,44,6,1,4,9274.0,2097,7177.0,0.776,2048,59,0.639,0.226
+709967358,Existing Customer,48,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,6,2,3,30367.0,2362,28005.0,1.708,1671,27,0.929,0.078
+788621658,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,37,6,3,2,1909.0,1753,156.0,0.788,1457,24,0.6,0.918
+807014583,Existing Customer,31,F,0,Graduate,Divorced,Unknown,Blue,26,3,3,3,1469.0,0,1469.0,0.915,4331,89,0.935,0.0
+714804483,Existing Customer,48,M,3,College,Divorced,$40K - $60K,Blue,36,3,3,3,12159.0,1665,10494.0,0.608,1426,34,0.545,0.137

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_003/current.csv

@@ -0,0 +1,201 @@
+CLIENTNUM,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
+820044333,39,M,3,College,Divorced,$40K - $60K,Blue,34,3,3,2,2503.0,2185,318.0,0.5,4157,58,0.758,0.873
+708877458,50,F,3,Uneducated,Married,Unknown,Blue,34,2,3,3,11343.0,0,11343.0,0.709,8027,94,0.679,0.0
+720028683,49,F,2,High School,Married,$40K - $60K,Blue,39,5,3,4,2720.0,1926,794.0,0.602,3806,61,0.794,0.708
+716911608,48,M,4,Graduate,Single,$80K - $120K,Blue,36,4,1,4,1536.0,1017,519.0,0.589,3816,71,0.449,0.662
+715940358,51,F,1,Graduate,Married,Less than $40K,Blue,42,6,2,2,5822.0,2387,3435.0,0.76,1804,49,0.75,0.41
+789235383,38,M,4,College,Married,$80K - $120K,Blue,27,5,2,4,10386.0,1909,8477.0,1.43,2119,52,1.08,0.184
+710342508,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,4,1593.0,0,1593.0,0.718,4004,76,0.652,0.0
+710297133,47,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,30210.0,1194,29016.0,0.948,3503,65,0.667,0.04
+758331483,31,M,0,Graduate,Single,$60K - $80K,Silver,24,2,2,2,34516.0,984,33532.0,0.913,15347,109,0.787,0.029
+711184983,41,M,5,Unknown,Unknown,$80K - $120K,Blue,29,6,2,1,11191.0,0,11191.0,0.808,3839,73,0.78,0.0
+718023708,53,F,2,Uneducated,Single,$40K - $60K,Blue,42,2,1,3,14839.0,2226,12613.0,0.828,14625,115,0.769,0.15
+718333983,57,M,4,Unknown,Divorced,$120K +,Blue,36,2,2,3,13694.0,2219,11475.0,1.078,9040,63,0.8,0.162
+714989583,46,M,2,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15405.0,1691,13714.0,0.814,1763,44,0.189,0.11
+719258433,49,M,5,Graduate,Single,$60K - $80K,Blue,42,2,1,3,7801.0,2018,5783.0,0.684,7561,91,0.685,0.259
+712190358,48,F,4,Uneducated,Married,Less than $40K,Blue,29,1,3,2,1843.0,1802,41.0,0.762,5199,73,0.738,0.978
+710760258,50,F,3,High School,Married,Less than $40K,Blue,38,4,3,4,1438.3,0,1438.3,1.084,4740,81,0.653,0.0
+717399183,37,M,1,Graduate,Married,$80K - $120K,Blue,26,6,3,1,8058.0,1176,6882.0,1.164,2774,52,0.625,0.146
+778745058,50,M,3,High School,Single,$80K - $120K,Silver,41,2,2,1,34516.0,0,34516.0,0.627,15059,118,0.735,0.0
+817038333,55,F,0,Graduate,Married,Less than $40K,Blue,40,4,3,4,1513.0,725,788.0,0.791,4042,72,0.714,0.479
+796196733,52,F,2,Unknown,Single,$40K - $60K,Blue,46,4,2,3,4259.0,0,4259.0,0.59,4389,80,0.702,0.0
+788782008,49,F,3,Unknown,Married,Less than $40K,Gold,30,4,3,2,15987.0,0,15987.0,0.658,4146,69,0.533,0.0
+708478233,48,F,3,Graduate,Married,$40K - $60K,Blue,36,4,2,2,5573.0,1238,4335.0,0.624,4348,90,0.837,0.222
+713997183,34,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,2,2791.0,2160,631.0,0.825,2214,56,0.6,0.774
+709087983,35,F,3,Doctorate,Single,Less than $40K,Blue,27,2,2,3,1438.3,0,1438.3,0.62,5020,94,0.843,0.0
+778942233,60,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
+714548733,35,M,0,College,Single,$80K - $120K,Silver,16,6,3,3,34516.0,0,34516.0,0.524,2655,64,0.829,0.0
+717353433,50,F,2,Unknown,Single,Unknown,Blue,42,1,3,3,21498.0,1542,19956.0,0.759,13015,104,0.857,0.072
+773332908,48,M,4,High School,Unknown,$60K - $80K,Blue,30,3,3,2,14670.0,1900,12770.0,0.806,4221,83,0.766,0.13
+713681433,50,F,2,High School,Divorced,Unknown,Blue,39,5,2,4,9716.0,874,8842.0,0.775,5007,91,0.655,0.09
+713769258,36,M,3,College,Married,$120K +,Blue,26,3,2,3,17116.0,939,16177.0,1.575,2547,45,0.731,0.055
+811013658,41,M,2,High School,Married,$120K +,Blue,36,4,3,2,10816.0,871,9945.0,0.606,3221,68,0.581,0.081
+717538683,43,M,3,Graduate,Married,$120K +,Blue,36,3,2,2,22906.0,1132,21774.0,0.942,3204,64,0.73,0.049
+711673983,44,M,4,Unknown,Single,$60K - $80K,Blue,36,3,1,2,18721.0,1568,17153.0,0.788,4537,81,0.8,0.084
+718785483,38,M,1,Doctorate,Single,$80K - $120K,Silver,29,6,3,3,34516.0,1435,33081.0,1.13,4238,85,0.809,0.042
+718693683,65,F,0,High School,Single,$40K - $60K,Blue,53,4,1,3,2418.0,2205,213.0,0.84,3918,74,0.51,0.912
+713325108,36,M,2,Post-Graduate,Married,$60K - $80K,Blue,29,5,3,3,7712.0,2517,5195.0,0.676,1845,40,0.739,0.326
+720105933,48,M,3,Uneducated,Divorced,$40K - $60K,Blue,35,3,5,3,11427.0,2307,9120.0,0.848,15243,107,0.754,0.202
+709082808,53,F,2,High School,Married,Less than $40K,Blue,36,2,3,2,2156.0,1198,958.0,0.507,5092,95,0.759,0.556
+714034158,46,F,4,Unknown,Married,Less than $40K,Blue,38,5,2,3,3331.0,1307,2024.0,0.617,3946,69,0.683,0.392
+788950158,36,M,2,College,Unknown,$80K - $120K,Blue,22,2,2,3,34516.0,1652,32864.0,0.854,1283,39,1.294,0.048
+789413958,53,M,1,Graduate,Single,$80K - $120K,Blue,43,4,2,3,11909.0,1018,10891.0,1.006,1938,53,0.656,0.085
+818322033,41,F,3,Graduate,Married,Less than $40K,Blue,36,6,6,4,2873.0,1247,1626.0,0.889,3943,80,0.702,0.434
+713935533,44,M,3,Graduate,Single,$40K - $60K,Silver,29,5,1,3,19360.0,870,18490.0,0.532,3966,78,0.902,0.045
+708708858,50,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,4,2422.0,502,1920.0,0.997,2548,46,0.484,0.207
+715984908,52,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,2866.0,1882,984.0,0.803,4850,84,0.826,0.657
+787909158,40,F,3,Graduate,Divorced,Less than $40K,Blue,31,1,3,2,8694.0,1117,7577.0,0.842,9523,105,0.694,0.128
+712038258,48,M,4,Unknown,Single,$80K - $120K,Blue,36,3,3,3,32838.0,1717,31121.0,0.995,2538,42,0.4,0.052
+803205258,51,F,3,Graduate,Single,Unknown,Blue,45,4,3,4,2420.0,2379,41.0,0.741,4348,86,0.955,0.983
+804359133,55,M,0,High School,Married,$120K +,Blue,49,5,3,3,3805.0,2233,1572.0,1.095,1743,27,0.929,0.587
+772539558,65,F,0,College,Single,Less than $40K,Blue,55,3,3,0,2022.0,0,2022.0,0.579,4623,65,0.548,0.0
+712342833,52,F,2,Graduate,Married,Unknown,Blue,36,5,3,1,5905.0,2248,3657.0,0.728,4042,80,0.86,0.381
+806889633,38,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,4,20117.0,1226,18891.0,1.4,2906,58,1.0,0.061
+789109983,40,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,4,4464.0,1418,3046.0,0.92,3870,73,0.46,0.318
+818908833,46,M,3,Graduate,Married,$40K - $60K,Blue,41,5,2,2,2564.0,0,2564.0,1.026,2038,45,0.364,0.0
+712986483,32,M,3,College,Unknown,$80K - $120K,Blue,36,3,5,2,15412.0,0,15412.0,0.589,3993,73,0.659,0.0
+805261983,35,F,4,Unknown,Married,Less than $40K,Blue,30,6,3,4,1626.0,979,647.0,1.467,2847,61,0.968,0.602
+790221633,44,F,4,Graduate,Single,$40K - $60K,Blue,38,3,3,3,3897.0,2296,1601.0,0.746,4627,77,0.791,0.589
+708542283,58,F,1,Doctorate,Married,Less than $40K,Blue,47,5,3,4,2495.0,2061,434.0,0.849,4399,70,0.707,0.826
+718306308,48,M,4,Graduate,Married,$80K - $120K,Blue,36,1,2,3,27984.0,1793,26191.0,0.754,8147,81,0.588,0.064
+767835558,42,F,2,Unknown,Married,Less than $40K,Blue,36,5,1,3,5928.0,2517,3411.0,0.817,3536,69,0.769,0.425
+804583833,56,F,2,High School,Married,Unknown,Blue,51,4,1,3,1796.0,1243,553.0,0.768,4316,87,0.891,0.692
+751450008,41,M,1,Post-Graduate,Single,$40K - $60K,Blue,32,3,2,4,10266.0,1390,8876.0,0.593,1720,42,0.556,0.135
+720294258,40,F,4,Graduate,Single,Less than $40K,Blue,30,4,2,2,2558.0,0,2558.0,0.728,4635,82,0.64,0.0
+757024233,34,M,2,Graduate,Single,$120K +,Blue,27,3,1,4,31313.0,2152,29161.0,0.679,2555,62,0.676,0.069
+804426858,35,F,1,Uneducated,Married,Less than $40K,Blue,30,3,2,1,2593.0,1660,933.0,0.562,1974,33,1.062,0.64
+715376508,47,F,5,Graduate,Married,Less than $40K,Blue,42,3,5,1,2838.0,2517,321.0,0.625,3493,65,0.711,0.887
+811721133,62,M,1,High School,Married,$40K - $60K,Blue,56,5,3,3,2359.0,1242,1117.0,1.043,2021,50,0.613,0.526
+712771233,52,M,3,Unknown,Single,$80K - $120K,Blue,36,3,4,1,2516.0,1268,1248.0,0.751,4461,80,0.818,0.504
+771464808,35,F,2,Graduate,Single,Less than $40K,Blue,23,6,3,3,2317.0,1301,1016.0,0.925,4161,71,1.219,0.562
+712966458,51,M,0,Unknown,Married,$80K - $120K,Blue,36,3,2,3,8065.0,0,8065.0,0.729,14807,115,0.769,0.0
+710665533,42,F,5,Doctorate,Married,Unknown,Blue,23,4,2,2,24602.0,1660,22942.0,0.588,1337,44,0.76,0.067
+710359458,50,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,2560.0,1807,753.0,0.995,4456,70,0.522,0.706
+710675508,40,F,3,College,Unknown,Unknown,Blue,28,2,3,1,2321.0,1190,1131.0,0.736,5149,98,0.661,0.513
+712658283,36,F,3,Graduate,Single,$40K - $60K,Blue,28,3,2,3,3701.0,969,2732.0,1.079,3222,86,0.623,0.262
+718994583,48,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
+715716333,62,F,0,High School,Single,Unknown,Blue,50,6,2,2,18819.0,0,18819.0,0.894,4273,87,0.977,0.0
+717124983,62,F,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,1,4760.0,0,4760.0,0.564,1459,20,0.538,0.0
+774437583,55,M,1,Doctorate,Married,$60K - $80K,Blue,49,6,2,4,4597.0,2442,2155.0,0.512,1504,38,0.357,0.531
+827968383,43,F,3,High School,Unknown,Less than $40K,Blue,39,5,3,2,3370.0,2284,1086.0,0.673,4084,70,0.628,0.678
+710790258,47,M,2,Graduate,Married,$80K - $120K,Blue,38,6,3,2,28904.0,1899,27005.0,0.85,1334,35,0.4,0.066
+709332408,44,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,6159.0,1640,4519.0,0.619,13517,106,0.656,0.266
+720782658,42,M,4,Graduate,Married,$60K - $80K,Blue,36,4,2,3,3591.0,1749,1842.0,0.733,5079,80,0.905,0.487
+720348933,44,M,3,Graduate,Single,$60K - $80K,Blue,31,4,3,4,12871.0,758,12113.0,0.778,3060,60,1.069,0.059
+708711483,57,M,2,Unknown,Married,$80K - $120K,Blue,46,2,3,0,18871.0,1740,17131.0,1.727,1516,21,2.0,0.092
+789179583,28,F,1,College,Divorced,Unknown,Blue,17,5,3,2,11881.0,1488,10393.0,0.587,4865,87,0.891,0.125
+715756683,50,M,4,Graduate,Single,$80K - $120K,Blue,36,3,2,4,14804.0,1696,13108.0,0.959,15237,111,0.734,0.115
+716691783,46,F,3,High School,Single,Less than $40K,Blue,36,2,2,3,6218.0,2517,3701.0,0.716,7689,84,0.68,0.405
+809360883,46,M,4,College,Single,$60K - $80K,Blue,41,3,1,1,17673.0,1783,15890.0,1.003,3160,59,1.36,0.101
+708376983,58,F,1,Unknown,Single,Unknown,Blue,50,5,2,2,8513.0,799,7714.0,0.451,2119,37,0.542,0.094
+719268333,49,F,3,Uneducated,Married,Less than $40K,Blue,36,5,3,4,1438.3,0,1438.3,0.929,4205,88,0.66,0.0
+709406733,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,2,2,1,20434.0,1504,18930.0,0.725,13280,106,0.656,0.074
+767197983,52,F,2,High School,Single,Less than $40K,Blue,45,1,1,1,4209.0,0,4209.0,0.856,5938,83,0.694,0.0
+720484908,65,F,1,Post-Graduate,Married,$40K - $60K,Blue,52,5,3,3,2155.0,0,2155.0,1.423,1655,27,1.25,0.0
+713766183,49,M,0,Uneducated,Single,$80K - $120K,Blue,36,5,3,4,16156.0,2517,13639.0,0.804,4160,81,0.653,0.156
+708724908,47,F,2,High School,Single,Less than $40K,Blue,35,4,2,3,2262.0,0,2262.0,0.806,4113,83,0.627,0.0
+788997408,65,F,2,Doctorate,Single,Less than $40K,Blue,53,6,3,2,2195.0,1917,278.0,0.535,4205,65,0.625,0.873
+711542358,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,2,15987.0,1187,14800.0,0.597,7471,88,0.467,0.074
+714372333,59,F,0,Doctorate,Married,Less than $40K,Blue,52,6,4,2,2302.0,0,2302.0,0.52,2256,40,0.667,0.0
+789791808,43,M,4,High School,Married,$40K - $60K,Blue,32,2,2,2,7139.0,1512,5627.0,1.106,14802,112,0.75,0.212
+708714108,42,F,3,High School,Single,Less than $40K,Silver,31,5,2,3,13441.0,2517,10924.0,0.734,1894,49,0.633,0.187
+779655183,48,M,4,College,Single,$80K - $120K,Blue,31,6,1,3,5033.0,0,5033.0,0.597,4054,82,0.822,0.0
+721276383,47,F,2,Post-Graduate,Divorced,$40K - $60K,Blue,33,6,2,3,5624.0,1216,4408.0,0.691,3843,66,1.0,0.216
+717190533,49,M,4,High School,Married,$60K - $80K,Blue,36,6,3,2,12938.0,661,12277.0,0.725,1282,32,0.778,0.051
+771032658,54,M,3,Unknown,Married,$80K - $120K,Blue,41,3,3,2,10448.0,1569,8879.0,0.482,1604,39,0.444,0.15
+708649683,51,M,2,High School,Single,$60K - $80K,Blue,42,1,3,2,16703.0,1140,15563.0,0.555,15472,122,0.768,0.068
+716032233,42,M,2,College,Married,$80K - $120K,Blue,32,5,2,2,22120.0,1805,20315.0,0.65,3981,65,0.667,0.082
+713682708,45,M,2,College,Divorced,$40K - $60K,Blue,37,5,1,2,10991.0,1328,9663.0,1.027,3692,60,0.714,0.121
+711691608,46,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,2881.0,2450,431.0,0.629,2450,49,0.531,0.85
+770874483,54,F,1,Post-Graduate,Married,Unknown,Blue,40,4,1,2,2876.0,1267,1609.0,0.617,4302,74,0.51,0.441
+715503558,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3542.0,2417,1125.0,0.687,4127,71,0.479,0.682
+778619358,42,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
+717159858,27,M,1,High School,Single,$60K - $80K,Blue,18,5,2,2,2730.0,1351,1379.0,0.623,2319,61,0.743,0.495
+720818658,50,F,1,Uneducated,Married,Less than $40K,Blue,38,3,3,3,1438.3,0,1438.3,0.679,4594,86,0.72,0.0
+760807608,48,F,4,Uneducated,Married,Less than $40K,Blue,41,5,3,4,2340.0,1680,660.0,0.791,4751,83,0.804,0.718
+712627083,38,M,4,Uneducated,Married,$80K - $120K,Blue,25,5,2,4,5768.0,0,5768.0,0.924,9867,78,0.902,0.0
+715555833,47,F,3,Unknown,Single,Less than $40K,Blue,34,6,3,0,4862.0,0,4862.0,0.695,4167,86,0.593,0.0
+708745983,37,F,2,Unknown,Married,$40K - $60K,Blue,36,4,2,2,2208.0,1559,649.0,0.51,4686,81,0.761,0.706
+716371308,40,M,2,Unknown,Single,$40K - $60K,Blue,36,6,6,1,4947.0,0,4947.0,0.751,4497,84,0.826,0.0
+718162908,55,M,3,College,Married,$80K - $120K,Blue,42,3,2,1,26101.0,614,25487.0,0.397,1472,48,0.412,0.024
+789483333,41,M,2,Uneducated,Married,$40K - $60K,Blue,32,5,1,3,5214.0,795,4419.0,0.707,1258,23,1.3,0.152
+708390633,52,F,3,Graduate,Married,Less than $40K,Blue,44,5,5,3,2421.0,2312,109.0,0.674,4219,69,0.605,0.955
+708229308,49,F,2,Unknown,Married,Less than $40K,Blue,41,5,2,2,3243.0,0,3243.0,0.685,6059,71,0.821,0.0
+803028858,38,F,2,Graduate,Single,Less than $40K,Blue,32,2,3,3,3775.0,0,3775.0,0.581,2031,36,0.385,0.0
+717904383,40,M,2,Graduate,Married,$80K - $120K,Blue,31,5,1,2,18693.0,2052,16641.0,0.5,1516,44,0.63,0.11
+795599883,57,F,2,Uneducated,Married,Unknown,Blue,51,3,6,2,2404.0,284,2120.0,0.866,2511,51,0.5,0.118
+758076408,50,M,2,Unknown,Single,$40K - $60K,Blue,43,2,1,3,1857.0,1603,254.0,0.579,1590,43,1.263,0.863
+778397358,42,M,5,Unknown,Married,$60K - $80K,Blue,22,6,2,4,5096.0,0,5096.0,0.808,2574,43,0.483,0.0
+779701983,49,F,3,Graduate,Single,$40K - $60K,Blue,32,1,3,3,5400.0,1426,3974.0,0.595,4643,80,0.702,0.264
+778425408,44,M,4,Graduate,Single,$80K - $120K,Blue,24,5,3,0,3839.0,2295,1544.0,0.569,1271,24,0.714,0.598
+711861258,65,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,3,4182.0,0,4182.0,0.691,4046,57,0.629,0.0
+780913308,43,M,3,Unknown,Single,$60K - $80K,Blue,34,6,2,0,13771.0,2517,11254.0,0.501,1510,42,0.75,0.183
+717202908,39,M,5,College,Married,$80K - $120K,Blue,29,3,3,4,34198.0,1804,32394.0,0.934,4270,59,0.639,0.053
+710858658,48,F,4,Doctorate,Divorced,Less than $40K,Silver,38,2,1,2,10610.0,0,10610.0,0.664,15050,108,0.742,0.0
+826068183,36,M,1,Graduate,Married,$80K - $120K,Blue,32,4,4,3,15488.0,1463,14025.0,1.28,2916,50,0.724,0.094
+710603958,49,M,2,Uneducated,Married,$80K - $120K,Blue,36,2,1,3,3090.0,0,3090.0,0.769,14198,101,0.804,0.0
+789296133,35,F,3,Doctorate,Single,Unknown,Blue,24,1,1,3,12287.0,770,11517.0,0.612,4601,65,0.757,0.063
+755420433,59,F,1,Graduate,Married,Unknown,Blue,52,2,3,3,10133.0,1417,8716.0,0.383,1068,20,0.818,0.14
+714658233,46,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
+767280633,46,F,2,Graduate,Unknown,Less than $40K,Blue,39,5,2,2,3003.0,1454,1549.0,0.595,4378,96,0.548,0.484
+716033508,46,M,2,Graduate,Single,$60K - $80K,Blue,34,1,3,2,6272.0,1434,4838.0,1.172,4514,66,1.2,0.229
+797410983,45,F,3,High School,Married,Unknown,Blue,39,1,2,2,1438.3,745,693.3,0.83,5020,83,0.766,0.518
+714691683,62,M,1,Graduate,Single,$60K - $80K,Blue,54,4,1,4,13284.0,607,12677.0,0.857,4942,76,0.652,0.046
+720259308,39,M,3,High School,Single,$80K - $120K,Blue,30,5,3,3,6347.0,569,5778.0,0.668,3927,82,0.577,0.09
+710260983,51,F,4,Graduate,Divorced,Less than $40K,Blue,36,2,3,2,2984.0,2512,472.0,0.861,8296,91,0.685,0.842
+714256758,50,M,2,Unknown,Single,$60K - $80K,Blue,36,3,1,1,8074.0,0,8074.0,0.528,4347,66,0.535,0.0
+779122908,55,F,3,Graduate,Single,$40K - $60K,Blue,37,5,1,2,3187.0,1437,1750.0,0.79,4511,82,0.822,0.451
+711776433,37,M,3,Uneducated,Single,$80K - $120K,Blue,26,4,2,2,23622.0,1153,22469.0,0.666,2574,65,0.625,0.049
+788752833,52,F,2,High School,Divorced,Less than $40K,Blue,32,6,3,4,2427.0,1581,846.0,0.694,3857,69,0.816,0.651
+803097333,41,M,2,Graduate,Married,$80K - $120K,Blue,35,3,3,4,10873.0,1514,9359.0,0.879,5089,82,0.783,0.139
+708615183,44,M,2,Unknown,Married,$60K - $80K,Blue,34,4,4,4,3828.0,1146,2682.0,0.681,4558,90,0.636,0.299
+709261383,56,F,3,Graduate,Married,$40K - $60K,Blue,36,2,3,2,1872.0,661,1211.0,0.756,4970,81,0.929,0.353
+716068683,28,M,0,Uneducated,Divorced,Unknown,Blue,36,3,3,3,16766.0,1535,15231.0,1.042,3093,77,0.878,0.092
+708924783,43,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,1,0,5506.0,2129,3377.0,0.705,4024,62,0.55,0.387
+711375558,48,F,2,Uneducated,Single,$40K - $60K,Blue,34,2,3,1,3072.0,1734,1338.0,0.754,4540,78,0.857,0.564
+780276258,53,M,2,High School,Married,$120K +,Blue,39,3,2,3,13091.0,985,12106.0,0.322,1452,37,0.276,0.075
+713858733,61,F,0,Post-Graduate,Married,$40K - $60K,Blue,53,4,3,2,2566.0,2164,402.0,0.578,4344,73,0.659,0.843
+713180433,56,F,2,Graduate,Single,Unknown,Blue,48,5,3,2,3934.0,2517,1417.0,0.682,4837,87,0.673,0.64
+778686408,48,M,1,College,Married,$60K - $80K,Blue,29,4,3,2,19324.0,1040,18284.0,0.904,1744,50,0.852,0.054
+771058908,55,F,3,High School,Single,$40K - $60K,Blue,42,3,3,2,2873.0,2455,418.0,1.0,4563,72,0.756,0.855
+718431258,41,M,4,High School,Single,$60K - $80K,Blue,28,4,3,3,3126.0,1503,1623.0,0.892,3662,74,0.644,0.481
+715052583,45,M,3,Doctorate,Single,$60K - $80K,Silver,34,3,3,1,27494.0,879,26615.0,0.671,14375,112,0.672,0.032
+718024908,52,F,2,Graduate,Unknown,Less than $40K,Blue,40,2,1,3,2743.0,1705,1038.0,0.605,6993,97,0.54,0.622
+719617758,56,F,1,Graduate,Married,Less than $40K,Blue,48,3,1,3,2464.0,1794,670.0,0.682,4610,76,0.9,0.728
+780064983,44,M,1,Graduate,Married,$80K - $120K,Gold,29,2,1,3,34516.0,942,33574.0,0.75,7665,86,0.593,0.027
+712828533,62,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,2,2796.0,0,2796.0,0.563,4820,74,0.644,0.0
+711907083,53,M,1,High School,Unknown,$80K - $120K,Blue,36,3,3,4,14111.0,1034,13077.0,0.505,2950,64,0.684,0.073
+712562433,48,F,2,Unknown,Married,Less than $40K,Blue,30,3,3,3,4204.0,0,4204.0,0.703,2316,43,0.536,0.0
+710036508,42,M,5,Uneducated,Married,$40K - $60K,Blue,34,5,3,2,14281.0,1519,12762.0,0.256,1164,35,0.522,0.106
+744483633,35,M,3,Graduate,Married,$120K +,Blue,28,4,3,2,14869.0,0,14869.0,1.624,2753,48,1.087,0.0
+801728658,53,M,2,Graduate,Single,$60K - $80K,Blue,47,6,3,0,13848.0,1389,12459.0,1.178,1773,38,0.407,0.1
+709646433,59,F,1,High School,Married,Less than $40K,Blue,50,1,4,3,5043.0,743,4300.0,0.805,10170,66,0.784,0.147
+713520858,53,F,1,College,Single,Less than $40K,Blue,38,3,3,2,3895.0,1981,1914.0,0.839,16023,119,0.725,0.509
+771725808,43,M,3,Uneducated,Unknown,$80K - $120K,Blue,31,5,1,4,28700.0,769,27931.0,0.901,3395,71,0.578,0.027
+718983333,53,M,2,Uneducated,Married,$80K - $120K,Blue,43,6,1,3,6704.0,1354,5350.0,0.411,1331,30,0.364,0.202
+814312308,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,5,3,2,5335.0,1373,3962.0,0.558,1435,29,0.611,0.257
+713902983,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,1676.0,1372,304.0,0.522,4381,77,0.571,0.819
+708476808,54,M,4,Unknown,Divorced,$120K +,Blue,36,6,3,2,33791.0,1960,31831.0,0.618,1047,31,0.824,0.058
+772640808,38,F,1,College,Single,Less than $40K,Blue,28,2,2,2,4623.0,1366,3257.0,0.776,14730,118,0.735,0.295
+801977733,40,F,2,High School,Single,Less than $40K,Blue,34,4,2,2,2395.0,1437,958.0,0.787,4481,82,0.822,0.6
+789025083,40,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
+778375458,52,M,3,Graduate,Married,$80K - $120K,Blue,32,6,3,3,30820.0,1724,29096.0,0.948,3402,75,0.923,0.056
+711550983,46,M,1,Graduate,Divorced,$40K - $60K,Blue,37,1,2,2,11343.0,1175,10168.0,0.699,8313,107,0.672,0.104
+717011958,43,F,4,Graduate,Single,$40K - $60K,Blue,23,2,1,1,1438.3,0,1438.3,0.728,4494,82,0.708,0.0
+718082208,37,F,1,Graduate,Married,$40K - $60K,Blue,30,5,3,4,6469.0,2351,4118.0,1.018,1717,50,0.667,0.363
+711697158,60,M,0,Graduate,Married,Less than $40K,Blue,36,6,2,2,1976.0,1311,665.0,0.995,1498,43,0.536,0.663
+713512308,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423.0,0,3423.0,0.505,2229,45,0.406,0.0
+720119808,42,M,3,High School,Married,$80K - $120K,Blue,36,3,2,2,24126.0,948,23178.0,0.616,3342,52,0.677,0.039
+714928158,60,M,0,High School,Single,$80K - $120K,Silver,36,1,2,3,34516.0,806,33710.0,0.755,13434,102,0.672,0.023
+718263108,44,F,3,Unknown,Divorced,Less than $40K,Blue,32,3,3,2,1693.0,1457,236.0,0.919,2829,42,0.615,0.861
+810986883,45,F,0,High School,Single,Unknown,Blue,40,5,4,0,2557.0,1898,659.0,0.772,4808,83,0.694,0.742
+783561558,57,M,4,Post-Graduate,Married,$120K +,Blue,51,4,2,3,16952.0,0,16952.0,0.709,1918,61,0.649,0.0
+715849983,44,F,4,Unknown,Married,Less than $40K,Blue,36,4,1,4,2107.0,0,2107.0,0.975,4007,82,0.952,0.0
+714964758,45,F,5,Graduate,Divorced,$40K - $60K,Blue,36,5,2,2,10400.0,1777,8623.0,0.791,1105,28,0.867,0.171
+792912708,45,M,5,Graduate,Married,$40K - $60K,Silver,39,3,1,5,15198.0,2098,13100.0,0.8,3183,64,0.73,0.138
+778928283,57,F,3,High School,Married,Less than $40K,Blue,39,3,2,1,2742.0,2321,421.0,1.315,1389,32,0.6,0.846
+788230158,29,M,1,Unknown,Married,$40K - $60K,Silver,20,3,1,2,16496.0,1409,15087.0,0.677,16715,126,0.703,0.085
+786087633,60,M,0,Unknown,Married,$60K - $80K,Blue,54,4,1,0,2759.0,2501,258.0,0.505,1650,34,0.7,0.906
+771484908,31,M,0,Graduate,Divorced,$80K - $120K,Silver,19,1,3,3,34516.0,1984,32532.0,0.757,14969,96,0.811,0.057
+711922158,57,F,2,Graduate,Married,Less than $40K,Blue,45,1,3,3,1860.0,0,1860.0,0.778,5109,62,0.722,0.0
+721359183,33,F,2,Unknown,Married,$40K - $60K,Blue,19,4,3,4,2907.0,1537,1370.0,0.79,4390,76,1.0,0.529

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_003/info.json

@@ -0,0 +1,152 @@
+{
+    "name": "Credit Card customers",
+    "source": "https://www.kaggle.com/datasets/sakshigoyal7/credit-card-customers/data",
+    "data_intro": "this dataset consists of 10,000 customers mentioning their age, salary, marital_status, credit card limit, credit card category, etc,try to predict what kind of client is likely to leave",
+    "is_splited": false,
+    "overall_size": 10127,
+    "train_size": 0,
+    "test_size": 0,
+    "c_classes": 6,
+    "n_classes": 17,
+    "task_type": "classification",
+    "target": {
+        "Attrition_Flag": "Given a customer's all other data, predict whether the customer will be Existing Customer or Attrited Customer"
+    },
+    "cat_feature_intro": {
+        "Attrition_Flag": "- Attrition_Flag:Internal event (customer activity) variable - if the account is closed then 1 else 0,Existing Customer,Attrited Customer",
+        "Gender": "- Gender: Demographic variable - M=Male, F=Female",
+        "Education_Level": "- Education_Level:Demographic variable - Educational Qualification of the account holder (example: high school, college graduate, etc.)",
+        "Marital_Status": "- Marital_Status:Demographic variable - Married, Single, Divorced, Unknown",
+        "Income_Category": "- Income_Category: Demographic variable - Annual Income Category of the account holder (< $40K, $40K - 60K, $60K - $80K, $80K-$120K, > $120K, Unknown)",
+        "Card_Category": "- Card_Category: Product Variable - Type of Card (Blue, Silver, Gold, Platinum)"
+    },
+    "num_feature_intro": {
+        "CLIENTNUM": "- CLIENTNUM:Client number. Unique identifier for the customer holding the account",
+        "Customer_Age": "- Customer_Age:Demographic variable - Customer's Age in Years",
+        "Dependent_count": "- Dependent_count:Demographic variable - Number of dependents",
+        "Months_on_book": "- Months_on_book:Period of relationship with bank",
+        "Total_Relationship_Count": "- Total_Relationship_Count:Total no. of products held by the customer",
+        "Months_Inactive_12_mon": "- Months_Inactive_12_mon:No. of months inactive in the last 12 months",
+        "Contacts_Count_12_mon": "- Contacts_Count_12_mon:No. of Contacts in the last 12 months",
+        "Credit_Limit": "- Credit_Limit:Credit Limit on the Credit Card",
+        "Total_Revolving_Bal": "- Total_Revolving_Bal:Total Revolving Balance on the Credit Card",
+        "Avg_Open_To_Buy": "- Avg_Open_To_Buy:Open to Buy Credit Line (Average of last 12 months)",
+        "Total_Amt_Chng_Q4_Q1": "- Total_Amt_Chng_Q4_Q1:Change in Transaction Amount (Q4 over Q1)",
+        "Total_Trans_Amt": "- Total_Trans_Amt:Total Transaction Amount (Last 12 months)",
+        "Total_Trans_Ct": "- Total_Trans_Ct:Total Transaction Count (Last 12 months)",
+        "Total_Ct_Chng_Q4_Q1": "- Total_Ct_Chng_Q4_Q1:Change in Transaction Count (Q4 over Q1)",
+        "Avg_Utilization_Ratio": "- Avg_Utilization_Ratio:Average Card Utilization Ratio",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1:Naive Bayes",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2:Naive Bayes"
+    },
+    "evaluation_metric": null,
+    "num_feature_value": {
+        "Avg_Open_To_Buy": [
+            3.0,
+            34516.0
+        ],
+        "Avg_Utilization_Ratio": [
+            0.0,
+            0.999
+        ],
+        "CLIENTNUM": [
+            708082083.0,
+            828343083.0
+        ],
+        "Contacts_Count_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Credit_Limit": [
+            1438.3,
+            34516.0
+        ],
+        "Customer_Age": [
+            26.0,
+            73.0
+        ],
+        "Dependent_count": [
+            0.0,
+            5.0
+        ],
+        "Months_Inactive_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Months_on_book": [
+            13.0,
+            56.0
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": [
+            7.6642e-06,
+            0.99958
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": [
+            0.00041998,
+            0.99999
+        ],
+        "Total_Amt_Chng_Q4_Q1": [
+            0.0,
+            3.397
+        ],
+        "Total_Ct_Chng_Q4_Q1": [
+            0.0,
+            3.714
+        ],
+        "Total_Relationship_Count": [
+            1.0,
+            6.0
+        ],
+        "Total_Revolving_Bal": [
+            0.0,
+            2517.0
+        ],
+        "Total_Trans_Amt": [
+            510.0,
+            18484.0
+        ],
+        "Total_Trans_Ct": [
+            10.0,
+            139.0
+        ]
+    },
+    "cat_feature_value": {
+        "Attrition_Flag": [
+            "Attrited Customer",
+            "Existing Customer"
+        ],
+        "Card_Category": [
+            "Blue",
+            "Gold",
+            "Platinum",
+            "Silver"
+        ],
+        "Education_Level": [
+            "College",
+            "Doctorate",
+            "Graduate",
+            "High School",
+            "Post-Graduate",
+            "Uneducated",
+            "Unknown"
+        ],
+        "Gender": [
+            "F",
+            "M"
+        ],
+        "Income_Category": [
+            "$120K +",
+            "$40K - $60K",
+            "$60K - $80K",
+            "$80K - $120K",
+            "Less than $40K",
+            "Unknown"
+        ],
+        "Marital_Status": [
+            "Divorced",
+            "Married",
+            "Single",
+            "Unknown"
+        ]
+    }
+}

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_003/test.csv

@@ -0,0 +1,501 @@
+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
+820044333,Existing Customer,39,M,3,College,Divorced,$40K - $60K,Blue,34,3,3,2,2503.0,2185,318.0,0.5,4157,58,0.758,0.873
+708877458,Existing Customer,50,F,3,Uneducated,Married,Unknown,Blue,34,2,3,3,11343.0,0,11343.0,0.709,8027,94,0.679,0.0
+720028683,Existing Customer,49,F,2,High School,Married,$40K - $60K,Blue,39,5,3,4,2720.0,1926,794.0,0.602,3806,61,0.794,0.708
+771288258,Existing Customer,48,F,3,Unknown,Unknown,$40K - $60K,Blue,36,6,2,2,2545.0,1894,651.0,0.911,4660,68,0.789,0.744
+717200508,Existing Customer,40,F,4,Uneducated,Single,Unknown,Blue,32,3,1,3,3056.0,2038,1018.0,0.675,4734,73,0.659,0.667
+779508333,Existing Customer,63,M,0,Unknown,Unknown,$60K - $80K,Blue,46,6,2,2,23925.0,1494,22431.0,0.704,3677,55,0.719,0.062
+789953733,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,37,5,1,3,2470.0,1961,509.0,0.802,4519,78,0.733,0.794
+714138408,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,39,4,1,4,9264.0,629,8635.0,0.659,4107,79,0.58,0.068
+713237958,Existing Customer,34,M,0,Graduate,Married,$40K - $60K,Blue,17,4,1,4,2638.0,2092,546.0,0.591,1868,43,0.344,0.793
+715519983,Existing Customer,43,M,2,Post-Graduate,Married,$60K - $80K,Blue,34,1,1,3,13553.0,1448,12105.0,0.925,8751,94,0.808,0.107
+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
+716911608,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,4,1,4,1536.0,1017,519.0,0.589,3816,71,0.449,0.662
+715940358,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,42,6,2,2,5822.0,2387,3435.0,0.76,1804,49,0.75,0.41
+713451408,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,6,1,3,1943.0,1654,289.0,0.648,3392,70,0.591,0.851
+772857558,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Blue,30,4,2,3,2257.0,896,1361.0,0.68,4618,94,0.516,0.397
+772721208,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,4,3,3,17655.0,1720,15935.0,0.706,16293,120,0.739,0.097
+720174033,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,33,1,3,1,34516.0,975,33541.0,0.738,12871,104,0.552,0.028
+721207908,Existing Customer,47,F,5,High School,Single,Less than $40K,Blue,37,5,2,3,1493.0,0,1493.0,0.605,4655,95,0.638,0.0
+788797983,Existing Customer,42,F,3,Uneducated,Married,Unknown,Blue,24,5,1,3,4568.0,2025,2543.0,0.849,4869,85,0.848,0.443
+719195733,Existing Customer,47,M,3,College,Married,$60K - $80K,Blue,36,5,1,3,4284.0,1900,2384.0,0.971,4948,85,0.848,0.444
+789235383,Existing Customer,38,M,4,College,Married,$80K - $120K,Blue,27,5,2,4,10386.0,1909,8477.0,1.43,2119,52,1.08,0.184
+710342508,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,4,1593.0,0,1593.0,0.718,4004,76,0.652,0.0
+716462658,Existing Customer,47,M,4,Doctorate,Single,$80K - $120K,Blue,36,3,1,1,18037.0,0,18037.0,0.74,1387,36,0.333,0.0
+710297133,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,30210.0,1194,29016.0,0.948,3503,65,0.667,0.04
+758331483,Existing Customer,31,M,0,Graduate,Single,$60K - $80K,Silver,24,2,2,2,34516.0,984,33532.0,0.913,15347,109,0.787,0.029
+713738883,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,3,3136.0,1422,1714.0,0.591,1260,34,0.889,0.453
+711184983,Existing Customer,41,M,5,Unknown,Unknown,$80K - $120K,Blue,29,6,2,1,11191.0,0,11191.0,0.808,3839,73,0.78,0.0
+771037008,Existing Customer,46,M,1,Uneducated,Married,$80K - $120K,Blue,33,3,1,2,13324.0,0,13324.0,0.917,4245,76,1.0,0.0
+718023708,Existing Customer,53,F,2,Uneducated,Single,$40K - $60K,Blue,42,2,1,3,14839.0,2226,12613.0,0.828,14625,115,0.769,0.15
+794113758,Existing Customer,60,M,0,High School,Married,$60K - $80K,Blue,54,6,1,2,9592.0,1968,7624.0,0.61,1821,55,0.447,0.205
+718333983,Attrited Customer,57,M,4,Unknown,Divorced,$120K +,Blue,36,2,2,3,13694.0,2219,11475.0,1.078,9040,63,0.8,0.162
+714989583,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15405.0,1691,13714.0,0.814,1763,44,0.189,0.11
+715624533,Existing Customer,41,F,3,Unknown,Unknown,$40K - $60K,Blue,30,1,2,3,5357.0,1272,4085.0,0.708,7730,97,0.54,0.237
+717181833,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Silver,30,5,2,2,10190.0,891,9299.0,0.678,3768,59,0.967,0.087
+719258433,Existing Customer,49,M,5,Graduate,Single,$60K - $80K,Blue,42,2,1,3,7801.0,2018,5783.0,0.684,7561,91,0.685,0.259
+793015083,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,40,5,3,4,2586.0,1270,1316.0,0.675,4481,77,0.925,0.491
+712190358,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,29,1,3,2,1843.0,1802,41.0,0.762,5199,73,0.738,0.978
+710760258,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,38,4,3,4,1438.3,0,1438.3,1.084,4740,81,0.653,0.0
+799731033,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,28,3,3,2,1438.3,0,1438.3,0.892,3044,91,0.896,0.0
+710078358,Existing Customer,36,M,4,Post-Graduate,Married,Less than $40K,Blue,26,5,1,1,2222.0,1291,931.0,0.988,4095,88,0.63,0.581
+717399183,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,26,6,3,1,8058.0,1176,6882.0,1.164,2774,52,0.625,0.146
+720697908,Existing Customer,35,M,2,High School,Married,$40K - $60K,Blue,21,3,3,1,2967.0,1843,1124.0,0.681,1673,58,0.526,0.621
+717636933,Existing Customer,48,F,5,College,Divorced,$40K - $60K,Blue,40,3,1,1,4365.0,0,4365.0,0.598,3542,57,1.111,0.0
+778745058,Existing Customer,50,M,3,High School,Single,$80K - $120K,Silver,41,2,2,1,34516.0,0,34516.0,0.627,15059,118,0.735,0.0
+817038333,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,40,4,3,4,1513.0,725,788.0,0.791,4042,72,0.714,0.479
+720244983,Existing Customer,40,M,3,Unknown,Single,$40K - $60K,Blue,28,4,1,1,3563.0,1707,1856.0,0.506,1482,42,0.312,0.479
+796196733,Existing Customer,52,F,2,Unknown,Single,$40K - $60K,Blue,46,4,2,3,4259.0,0,4259.0,0.59,4389,80,0.702,0.0
+788782008,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Gold,30,4,3,2,15987.0,0,15987.0,0.658,4146,69,0.533,0.0
+708478233,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,36,4,2,2,5573.0,1238,4335.0,0.624,4348,90,0.837,0.222
+713997183,Existing Customer,34,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,2,2791.0,2160,631.0,0.825,2214,56,0.6,0.774
+721006458,Existing Customer,42,M,2,Unknown,Single,$120K +,Blue,35,2,1,3,3214.0,1471,1743.0,0.933,14557,114,0.652,0.458
+717401883,Existing Customer,35,M,3,Uneducated,Married,$60K - $80K,Blue,22,5,2,2,6985.0,1130,5855.0,0.963,1694,44,0.76,0.162
+709087983,Existing Customer,35,F,3,Doctorate,Single,Less than $40K,Blue,27,2,2,3,1438.3,0,1438.3,0.62,5020,94,0.843,0.0
+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
+714548733,Existing Customer,35,M,0,College,Single,$80K - $120K,Silver,16,6,3,3,34516.0,0,34516.0,0.524,2655,64,0.829,0.0
+811081083,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,43,5,4,2,1532.0,1183,349.0,0.617,4359,78,0.857,0.772
+768638208,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,2,3386.0,2517,869.0,0.743,4890,65,0.667,0.743
+709769283,Existing Customer,36,F,4,Unknown,Divorced,Unknown,Blue,16,6,3,3,8513.0,0,8513.0,0.631,4162,70,1.0,0.0
+788769783,Existing Customer,42,F,4,College,Divorced,Less than $40K,Blue,23,6,1,3,1878.0,1024,854.0,0.76,4707,74,0.897,0.545
+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
+714557583,Existing Customer,58,F,2,College,Single,Less than $40K,Blue,36,6,4,0,2212.0,1902,310.0,0.691,4976,79,0.975,0.86
+780114558,Existing Customer,50,M,1,High School,Married,Less than $40K,Blue,35,2,1,3,3968.0,2264,1704.0,1.098,12535,118,0.815,0.571
+712490283,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,4,3,3,3156.0,2517,639.0,1.516,2091,48,0.778,0.798
+717353433,Existing Customer,50,F,2,Unknown,Single,Unknown,Blue,42,1,3,3,21498.0,1542,19956.0,0.759,13015,104,0.857,0.072
+773332908,Existing Customer,48,M,4,High School,Unknown,$60K - $80K,Blue,30,3,3,2,14670.0,1900,12770.0,0.806,4221,83,0.766,0.13
+789368658,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,47,6,2,3,2092.0,1387,705.0,0.731,1468,30,0.304,0.663
+713681433,Existing Customer,50,F,2,High School,Divorced,Unknown,Blue,39,5,2,4,9716.0,874,8842.0,0.775,5007,91,0.655,0.09
+713769258,Existing Customer,36,M,3,College,Married,$120K +,Blue,26,3,2,3,17116.0,939,16177.0,1.575,2547,45,0.731,0.055
+811013658,Existing Customer,41,M,2,High School,Married,$120K +,Blue,36,4,3,2,10816.0,871,9945.0,0.606,3221,68,0.581,0.081
+717538683,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,36,3,2,2,22906.0,1132,21774.0,0.942,3204,64,0.73,0.049
+710413533,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,51,3,3,3,12186.0,1080,11106.0,0.842,4785,66,0.65,0.089
+718951683,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,35,2,3,1,2216.0,1262,954.0,0.497,4763,83,0.66,0.569
+711673983,Existing Customer,44,M,4,Unknown,Single,$60K - $80K,Blue,36,3,1,2,18721.0,1568,17153.0,0.788,4537,81,0.8,0.084
+770917608,Existing Customer,42,F,1,Uneducated,Married,Less than $40K,Blue,29,3,4,2,2756.0,1911,845.0,0.774,4656,62,0.879,0.693
+711004533,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,26,6,3,1,2240.0,1664,576.0,0.691,4399,80,0.6,0.743
+720819858,Existing Customer,47,F,4,Post-Graduate,Single,Less than $40K,Blue,27,1,2,2,8837.0,2517,6320.0,0.618,8210,100,0.754,0.285
+767269908,Existing Customer,36,M,2,College,Married,$120K +,Blue,29,6,3,2,3158.0,0,3158.0,1.209,2973,63,0.969,0.0
+718785483,Existing Customer,38,M,1,Doctorate,Single,$80K - $120K,Silver,29,6,3,3,34516.0,1435,33081.0,1.13,4238,85,0.809,0.042
+718693683,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,53,4,1,3,2418.0,2205,213.0,0.84,3918,74,0.51,0.912
+713325108,Existing Customer,36,M,2,Post-Graduate,Married,$60K - $80K,Blue,29,5,3,3,7712.0,2517,5195.0,0.676,1845,40,0.739,0.326
+779942808,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,1,1438.3,0,1438.3,0.46,4482,74,0.644,0.0
+712290258,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,40,5,1,3,2636.0,1840,796.0,0.844,4056,67,0.811,0.698
+778973658,Existing Customer,55,M,0,Doctorate,Married,$60K - $80K,Blue,36,4,6,4,4980.0,906,4074.0,0.721,2273,66,0.886,0.182
+712411908,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,34,4,2,5,21158.0,0,21158.0,0.633,4071,67,0.811,0.0
+718611333,Existing Customer,55,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,6,1,0,6400.0,1979,4421.0,0.696,4475,91,0.685,0.309
+710428308,Existing Customer,55,M,4,High School,Single,$60K - $80K,Blue,51,4,1,4,2001.0,1553,448.0,0.482,1910,51,0.7,0.776
+715749108,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Gold,37,5,1,2,34516.0,2429,32087.0,0.742,3205,57,0.727,0.07
+720105933,Existing Customer,48,M,3,Uneducated,Divorced,$40K - $60K,Blue,35,3,5,3,11427.0,2307,9120.0,0.848,15243,107,0.754,0.202
+768390708,Existing Customer,47,M,2,Unknown,Single,$80K - $120K,Blue,41,6,1,1,2877.0,1136,1741.0,0.756,4006,68,0.478,0.395
+721514883,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,25,5,0,1,16665.0,1147,15518.0,0.799,4657,78,0.696,0.069
+711428733,Existing Customer,50,F,3,Post-Graduate,Divorced,$40K - $60K,Blue,39,3,2,2,3028.0,1339,1689.0,0.843,4144,64,0.684,0.442
+709082808,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,2,3,2,2156.0,1198,958.0,0.507,5092,95,0.759,0.556
+709820658,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,36,3,2,3,34516.0,1170,33346.0,0.678,3785,64,0.6,0.034
+714034158,Existing Customer,46,F,4,Unknown,Married,Less than $40K,Blue,38,5,2,3,3331.0,1307,2024.0,0.617,3946,69,0.683,0.392
+788950158,Existing Customer,36,M,2,College,Unknown,$80K - $120K,Blue,22,2,2,3,34516.0,1652,32864.0,0.854,1283,39,1.294,0.048
+818712633,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Blue,36,4,6,2,4133.0,1067,3066.0,0.632,16100,119,0.608,0.258
+789413958,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,43,4,2,3,11909.0,1018,10891.0,1.006,1938,53,0.656,0.085
+713487633,Existing Customer,44,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,4,2,34516.0,1807,32709.0,0.665,7663,91,0.655,0.052
+757256358,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,38,1,3,3,3243.0,1580,1663.0,1.075,15710,122,0.743,0.487
+818322033,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,6,6,4,2873.0,1247,1626.0,0.889,3943,80,0.702,0.434
+716742483,Existing Customer,38,F,1,Graduate,Single,Less than $40K,Blue,29,2,3,3,7504.0,1134,6370.0,0.67,7525,100,0.449,0.151
+789523683,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,43,3,1,3,2180.0,1865,315.0,0.748,4348,77,0.51,0.856
+713935533,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Silver,29,5,1,3,19360.0,870,18490.0,0.532,3966,78,0.902,0.045
+712595433,Existing Customer,58,M,2,Uneducated,Unknown,$120K +,Blue,49,6,2,3,9788.0,1794,7994.0,0.778,1805,37,0.762,0.183
+708708858,Attrited Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,4,2422.0,502,1920.0,0.997,2548,46,0.484,0.207
+720906033,Existing Customer,35,M,1,Graduate,Married,$40K - $60K,Blue,25,5,4,4,5801.0,1176,4625.0,1.12,2987,52,0.857,0.203
+789973308,Existing Customer,44,M,1,College,Single,$60K - $80K,Blue,35,3,3,3,24312.0,1932,22380.0,1.312,1341,24,1.182,0.079
+711906033,Existing Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,36,4,2,2,6182.0,1131,5051.0,0.566,3546,63,0.615,0.183
+715984908,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,2866.0,1882,984.0,0.803,4850,84,0.826,0.657
+787909158,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,31,1,3,2,8694.0,1117,7577.0,0.842,9523,105,0.694,0.128
+712038258,Attrited Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,36,3,3,3,32838.0,1717,31121.0,0.995,2538,42,0.4,0.052
+717539808,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,36,3,2,2,9930.0,0,9930.0,0.731,1276,21,1.333,0.0
+771935283,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,36,1,2,1,2977.0,1927,1050.0,0.731,5217,88,0.725,0.647
+803205258,Existing Customer,51,F,3,Graduate,Single,Unknown,Blue,45,4,3,4,2420.0,2379,41.0,0.741,4348,86,0.955,0.983
+709363383,Existing Customer,34,M,2,High School,Single,Unknown,Blue,36,3,4,2,22886.0,836,22050.0,0.889,2652,61,0.743,0.037
+804359133,Existing Customer,55,M,0,High School,Married,$120K +,Blue,49,5,3,3,3805.0,2233,1572.0,1.095,1743,27,0.929,0.587
+772539558,Existing Customer,65,F,0,College,Single,Less than $40K,Blue,55,3,3,0,2022.0,0,2022.0,0.579,4623,65,0.548,0.0
+713522058,Existing Customer,39,F,0,College,Married,Less than $40K,Blue,30,3,2,3,1978.0,871,1107.0,0.636,4299,59,0.844,0.44
+780713058,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,35,4,3,3,14701.0,1635,13066.0,0.618,3490,69,0.533,0.111
+792864858,Existing Customer,47,M,4,Unknown,Unknown,Less than $40K,Blue,37,6,3,3,5726.0,834,4892.0,0.569,2311,58,0.487,0.146
+712342833,Existing Customer,52,F,2,Graduate,Married,Unknown,Blue,36,5,3,1,5905.0,2248,3657.0,0.728,4042,80,0.86,0.381
+806889633,Existing Customer,38,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,4,20117.0,1226,18891.0,1.4,2906,58,1.0,0.061
+716908158,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,36,6,2,1,8260.0,2517,5743.0,1.049,3299,64,0.73,0.305
+714742758,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,24,2,2,2,3428.0,2209,1219.0,0.671,4751,87,0.642,0.644
+796170933,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,51,6,2,4,30622.0,0,30622.0,1.329,3600,66,0.784,0.0
+808527183,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,41,4,1,1,1489.0,949,540.0,0.65,4669,94,0.741,0.637
+709327383,Existing Customer,45,F,2,Graduate,Married,Unknown,Blue,37,6,1,2,14470.0,1157,13313.0,0.966,1207,21,0.909,0.08
+789109983,Existing Customer,40,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,4,4464.0,1418,3046.0,0.92,3870,73,0.46,0.318
+717094758,Existing Customer,40,F,4,Post-Graduate,Married,Unknown,Blue,29,5,3,1,8823.0,0,8823.0,0.812,4453,84,0.787,0.0
+818908833,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,41,5,2,2,2564.0,0,2564.0,1.026,2038,45,0.364,0.0
+712986483,Existing Customer,32,M,3,College,Unknown,$80K - $120K,Blue,36,3,5,2,15412.0,0,15412.0,0.589,3993,73,0.659,0.0
+709056558,Existing Customer,43,F,3,College,Married,$40K - $60K,Blue,31,5,3,2,2800.0,2517,283.0,0.816,1994,41,0.64,0.899
+805261983,Existing Customer,35,F,4,Unknown,Married,Less than $40K,Blue,30,6,3,4,1626.0,979,647.0,1.467,2847,61,0.968,0.602
+779360808,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,35,3,3,3,2919.0,2032,887.0,0.654,4937,75,0.667,0.696
+779281233,Existing Customer,45,F,3,Graduate,Single,Unknown,Blue,27,4,3,3,2478.0,1748,730.0,0.643,4353,80,0.667,0.705
+809445858,Existing Customer,38,F,0,Graduate,Single,Less than $40K,Blue,32,6,3,3,1755.0,750,1005.0,0.659,5000,79,0.837,0.427
+708952758,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,35,2,1,2,2066.0,1542,524.0,0.71,4887,76,0.617,0.746
+795573333,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,2,1,8376.0,1165,7211.0,0.888,4142,67,0.634,0.139
+720384633,Existing Customer,48,M,3,Uneducated,Single,$40K - $60K,Blue,36,6,3,2,3786.0,0,3786.0,0.715,3403,70,0.489,0.0
+801700233,Existing Customer,36,M,2,Graduate,Single,$120K +,Blue,28,4,3,0,3174.0,2462,712.0,0.772,3140,74,0.721,0.776
+790221633,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,38,3,3,3,3897.0,2296,1601.0,0.746,4627,77,0.791,0.589
+712973733,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,3,2,2,14607.0,1480,13127.0,0.346,1393,38,0.462,0.101
+716973333,Existing Customer,40,M,3,Uneducated,Married,$120K +,Blue,28,3,3,2,4642.0,1676,2966.0,0.615,5080,76,0.81,0.361
+715161633,Existing Customer,44,F,4,High School,Single,$40K - $60K,Blue,38,6,3,3,7881.0,2517,5364.0,0.738,3068,77,0.711,0.319
+708542283,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,47,5,3,4,2495.0,2061,434.0,0.849,4399,70,0.707,0.826
+717637908,Existing Customer,36,F,2,College,Unknown,Less than $40K,Blue,23,4,3,3,1924.0,971,953.0,0.806,4951,96,0.6,0.505
+710883483,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,34,3,3,3,4189.0,2066,2123.0,0.686,4661,85,0.735,0.493
+720253908,Existing Customer,56,M,0,High School,Married,$80K - $120K,Blue,43,5,2,1,2852.0,1024,1828.0,1.009,1651,28,1.0,0.359
+712988958,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,33,5,2,0,2021.0,1731,290.0,0.986,3253,62,0.722,0.857
+789477483,Existing Customer,40,F,5,Unknown,Single,Unknown,Blue,31,6,3,1,4433.0,1488,2945.0,0.669,3847,76,0.9,0.336
+718306308,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,36,1,2,3,27984.0,1793,26191.0,0.754,8147,81,0.588,0.064
+780971583,Existing Customer,46,M,1,Graduate,Divorced,$120K +,Blue,30,6,2,2,2016.0,797,1219.0,1.108,3772,62,0.879,0.395
+715050408,Existing Customer,41,M,3,High School,Single,$80K - $120K,Blue,36,4,3,3,8029.0,1576,6453.0,0.826,1094,32,0.524,0.196
+767835558,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,36,5,1,3,5928.0,2517,3411.0,0.817,3536,69,0.769,0.425
+804583833,Existing Customer,56,F,2,High School,Married,Unknown,Blue,51,4,1,3,1796.0,1243,553.0,0.768,4316,87,0.891,0.692
+717714633,Existing Customer,49,M,3,Uneducated,Married,$120K +,Gold,38,4,3,4,14938.0,0,14938.0,0.737,15277,131,0.724,0.0
+714228558,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,5,3,3,3624.0,0,3624.0,0.74,4749,82,0.864,0.0
+778172583,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,3,2,6636.0,2399,4237.0,0.681,7023,86,0.654,0.362
+717517758,Existing Customer,57,F,0,High School,Married,$40K - $60K,Blue,45,3,2,2,2278.0,845,1433.0,1.328,2307,45,0.8,0.371
+751450008,Existing Customer,41,M,1,Post-Graduate,Single,$40K - $60K,Blue,32,3,2,4,10266.0,1390,8876.0,0.593,1720,42,0.556,0.135
+720294258,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,30,4,2,2,2558.0,0,2558.0,0.728,4635,82,0.64,0.0
+720836808,Existing Customer,35,M,3,High School,Single,$80K - $120K,Blue,28,4,2,2,11521.0,1147,10374.0,1.023,2260,68,1.125,0.1
+757024233,Existing Customer,34,M,2,Graduate,Single,$120K +,Blue,27,3,1,4,31313.0,2152,29161.0,0.679,2555,62,0.676,0.069
+804426858,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,30,3,2,1,2593.0,1660,933.0,0.562,1974,33,1.062,0.64
+719028783,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,29,2,3,3,3422.0,0,3422.0,0.506,4486,74,0.682,0.0
+712071708,Existing Customer,63,F,0,Graduate,Married,Less than $40K,Blue,36,6,3,4,2107.0,1351,756.0,0.521,1320,35,0.522,0.641
+715376508,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,42,3,5,1,2838.0,2517,321.0,0.625,3493,65,0.711,0.887
+811721133,Existing Customer,62,M,1,High School,Married,$40K - $60K,Blue,56,5,3,3,2359.0,1242,1117.0,1.043,2021,50,0.613,0.526
+719381733,Existing Customer,61,M,2,High School,Single,$60K - $80K,Blue,47,5,2,3,2175.0,1404,771.0,0.633,3994,64,0.778,0.646
+771486933,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,52,5,3,2,2563.0,2242,321.0,1.114,3942,84,0.826,0.875
+708296883,Existing Customer,44,F,3,Graduate,Single,$40K - $60K,Blue,38,3,1,0,11749.0,788,10961.0,0.688,1178,27,0.929,0.067
+712771233,Existing Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,36,3,4,1,2516.0,1268,1248.0,0.751,4461,80,0.818,0.504
+771516333,Existing Customer,41,F,2,Graduate,Unknown,$40K - $60K,Blue,29,6,2,3,4663.0,0,4663.0,0.892,3831,81,0.761,0.0
+771464808,Existing Customer,35,F,2,Graduate,Single,Less than $40K,Blue,23,6,3,3,2317.0,1301,1016.0,0.925,4161,71,1.219,0.562
+718088133,Existing Customer,40,F,3,Unknown,Divorced,Less than $40K,Blue,36,6,1,0,2348.0,1061,1287.0,1.062,1901,27,1.25,0.452
+712966458,Existing Customer,51,M,0,Unknown,Married,$80K - $120K,Blue,36,3,2,3,8065.0,0,8065.0,0.729,14807,115,0.769,0.0
+712762758,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,34,4,2,0,9451.0,1280,8171.0,0.681,3179,79,0.975,0.135
+710665533,Existing Customer,42,F,5,Doctorate,Married,Unknown,Blue,23,4,2,2,24602.0,1660,22942.0,0.588,1337,44,0.76,0.067
+712851108,Existing Customer,51,F,3,High School,Married,Unknown,Blue,31,5,1,5,15340.0,2331,13009.0,0.565,2965,51,0.594,0.152
+710359458,Existing Customer,50,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,2560.0,1807,753.0,0.995,4456,70,0.522,0.706
+710675508,Existing Customer,40,F,3,College,Unknown,Unknown,Blue,28,2,3,1,2321.0,1190,1131.0,0.736,5149,98,0.661,0.513
+712658283,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,28,3,2,3,3701.0,969,2732.0,1.079,3222,86,0.623,0.262
+721060083,Existing Customer,42,F,3,College,Married,Unknown,Blue,27,1,1,1,7226.0,1889,5337.0,0.661,4653,71,0.614,0.261
+711255858,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,30,4,2,3,8777.0,1668,7109.0,0.85,4141,83,0.66,0.19
+719911458,Existing Customer,49,F,5,High School,Married,Less than $40K,Blue,36,4,2,3,2598.0,1848,750.0,0.547,4396,78,0.814,0.711
+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
+710990283,Existing Customer,56,M,1,High School,Married,$80K - $120K,Blue,36,4,1,2,3906.0,1851,2055.0,0.73,1839,33,0.833,0.474
+715716333,Existing Customer,62,F,0,High School,Single,Unknown,Blue,50,6,2,2,18819.0,0,18819.0,0.894,4273,87,0.977,0.0
+717124983,Existing Customer,62,F,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,1,4760.0,0,4760.0,0.564,1459,20,0.538,0.0
+718225683,Existing Customer,56,M,1,Graduate,Single,$80K - $120K,Silver,49,5,2,2,34516.0,1091,33425.0,0.64,15274,108,0.714,0.032
+774437583,Existing Customer,55,M,1,Doctorate,Married,$60K - $80K,Blue,49,6,2,4,4597.0,2442,2155.0,0.512,1504,38,0.357,0.531
+819616383,Existing Customer,40,F,3,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4772.0,2004,2768.0,0.696,14748,118,0.761,0.42
+712278108,Existing Customer,46,F,2,Unknown,Married,$40K - $60K,Blue,38,6,3,1,1963.0,1112,851.0,0.761,4821,67,0.763,0.566
+710979033,Existing Customer,30,M,0,Unknown,Single,$40K - $60K,Blue,20,3,1,3,6607.0,2517,4090.0,0.854,3046,73,0.78,0.381
+827968383,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,39,5,3,2,3370.0,2284,1086.0,0.673,4084,70,0.628,0.678
+710790258,Existing Customer,47,M,2,Graduate,Married,$80K - $120K,Blue,38,6,3,2,28904.0,1899,27005.0,0.85,1334,35,0.4,0.066
+779709033,Existing Customer,46,M,4,Unknown,Married,$60K - $80K,Blue,29,6,3,2,5735.0,2410,3325.0,0.616,3908,75,0.63,0.42
+721074183,Existing Customer,49,M,1,Doctorate,Married,$60K - $80K,Blue,36,4,6,3,24159.0,1196,22963.0,0.712,1111,24,1.0,0.05
+710893533,Existing Customer,53,M,1,Unknown,Married,$120K +,Blue,42,4,1,4,8329.0,877,7452.0,0.432,1570,56,0.333,0.105
+820596183,Existing Customer,58,M,2,College,Married,$120K +,Blue,53,2,3,0,24407.0,2395,22012.0,1.071,2311,48,0.714,0.098
+771196083,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,34,6,3,3,18178.0,0,18178.0,0.922,1837,37,0.682,0.0
+709332408,Existing Customer,44,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,6159.0,1640,4519.0,0.619,13517,106,0.656,0.266
+720782658,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Blue,36,4,2,3,3591.0,1749,1842.0,0.733,5079,80,0.905,0.487
+719249733,Existing Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,36,6,2,2,30011.0,1232,28779.0,0.944,1676,41,0.783,0.041
+720348933,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,31,4,3,4,12871.0,758,12113.0,0.778,3060,60,1.069,0.059
+816094233,Existing Customer,37,M,1,High School,Married,$120K +,Blue,32,6,2,2,17393.0,1409,15984.0,0.608,1692,38,0.652,0.081
+708711483,Existing Customer,57,M,2,Unknown,Married,$80K - $120K,Blue,46,2,3,0,18871.0,1740,17131.0,1.727,1516,21,2.0,0.092
+789179583,Existing Customer,28,F,1,College,Divorced,Unknown,Blue,17,5,3,2,11881.0,1488,10393.0,0.587,4865,87,0.891,0.125
+717975333,Existing Customer,50,M,2,Doctorate,Married,$80K - $120K,Blue,38,6,2,2,25300.0,1330,23970.0,1.072,837,15,2.0,0.053
+712659408,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,45,3,3,2,2721.0,2159,562.0,0.846,4578,81,0.653,0.793
+712219083,Existing Customer,41,M,3,Uneducated,Single,$80K - $120K,Blue,28,1,3,3,7142.0,1917,5225.0,0.727,7892,83,0.729,0.268
+778832883,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,28,1,3,1,8257.0,961,7296.0,0.741,13769,104,0.857,0.116
+771106458,Existing Customer,54,F,4,College,Married,Less than $40K,Blue,41,1,5,2,2444.0,1313,1131.0,0.689,4609,61,0.794,0.537
+711850533,Existing Customer,46,F,4,Uneducated,Single,Unknown,Blue,36,5,1,4,3818.0,0,3818.0,0.885,4272,71,0.578,0.0
+721335558,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,3,6482.0,1686,4796.0,0.753,7544,101,0.629,0.26
+716283108,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,36,2,2,3,6769.0,1133,5636.0,0.743,7986,88,0.6,0.167
+715756683,Existing Customer,50,M,4,Graduate,Single,$80K - $120K,Blue,36,3,2,4,14804.0,1696,13108.0,0.959,15237,111,0.734,0.115
+708849858,Existing Customer,44,M,3,Doctorate,Single,$120K +,Blue,35,4,1,5,14028.0,1435,12593.0,0.57,3683,73,0.738,0.102
+719143308,Existing Customer,37,M,2,Unknown,Single,$40K - $60K,Blue,28,4,4,3,2394.0,0,2394.0,1.059,2805,85,0.667,0.0
+716183283,Existing Customer,27,F,1,College,Divorced,Less than $40K,Blue,15,5,3,2,2166.0,890,1276.0,1.024,3563,70,0.892,0.411
+720282558,Existing Customer,36,M,2,Graduate,Single,$80K - $120K,Silver,27,5,2,4,34516.0,1568,32948.0,0.878,2873,73,0.659,0.045
+716691783,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,2,2,3,6218.0,2517,3701.0,0.716,7689,84,0.68,0.405
+789209283,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,37,5,3,0,4361.0,806,3555.0,0.627,4518,84,0.75,0.185
+809360883,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,41,3,1,1,17673.0,1783,15890.0,1.003,3160,59,1.36,0.101
+712423233,Existing Customer,44,M,3,High School,Divorced,$60K - $80K,Blue,36,4,3,1,22919.0,1368,21551.0,0.942,3752,71,0.919,0.06
+708376983,Attrited Customer,58,F,1,Unknown,Single,Unknown,Blue,50,5,2,2,8513.0,799,7714.0,0.451,2119,37,0.542,0.094
+719268333,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,36,5,3,4,1438.3,0,1438.3,0.929,4205,88,0.66,0.0
+709429533,Existing Customer,49,F,5,Graduate,Divorced,Unknown,Blue,35,6,3,4,2561.0,0,2561.0,1.021,2047,41,0.864,0.0
+718243533,Existing Customer,48,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,3,4,2648.0,0,2648.0,0.715,3880,74,0.721,0.0
+719147208,Existing Customer,29,F,2,Unknown,Single,Less than $40K,Blue,21,4,3,2,2298.0,0,2298.0,0.776,4814,88,0.63,0.0
+709406733,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,2,2,1,20434.0,1504,18930.0,0.725,13280,106,0.656,0.074
+767197983,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,45,1,1,1,4209.0,0,4209.0,0.856,5938,83,0.694,0.0
+746453583,Existing Customer,56,F,1,Unknown,Married,$40K - $60K,Blue,49,2,2,2,2604.0,1395,1209.0,0.528,4498,85,0.7,0.536
+720484908,Existing Customer,65,F,1,Post-Graduate,Married,$40K - $60K,Blue,52,5,3,3,2155.0,0,2155.0,1.423,1655,27,1.25,0.0
+716636808,Existing Customer,39,M,3,Graduate,Single,$120K +,Blue,36,4,2,2,34516.0,0,34516.0,0.754,3572,55,0.667,0.0
+714917583,Existing Customer,42,F,2,Doctorate,Unknown,Less than $40K,Silver,36,6,1,2,10074.0,1079,8995.0,0.813,3338,65,0.711,0.107
+708285108,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,36,1,1,2,6128.0,2239,3889.0,0.768,13505,116,0.681,0.365
+709861008,Existing Customer,47,M,4,Post-Graduate,Married,$80K - $120K,Blue,30,3,3,1,27720.0,2414,25306.0,0.752,8520,89,0.589,0.087
+754886958,Existing Customer,48,F,3,College,Divorced,$40K - $60K,Blue,41,4,1,3,9336.0,1672,7664.0,0.696,1391,39,0.625,0.179
+794516508,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,24,2,2,1,1484.0,0,1484.0,0.532,4838,81,0.929,0.0
+717182883,Existing Customer,33,F,1,High School,Married,Unknown,Blue,36,3,2,2,2279.0,1432,847.0,0.855,4169,74,0.947,0.628
+808045833,Existing Customer,49,M,3,Uneducated,Single,Less than $40K,Blue,44,2,3,2,7659.0,1698,5961.0,0.992,15860,105,0.75,0.222
+720753183,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,9617.0,2035,7582.0,1.004,4247,76,0.854,0.212
+713766183,Existing Customer,49,M,0,Uneducated,Single,$80K - $120K,Blue,36,5,3,4,16156.0,2517,13639.0,0.804,4160,81,0.653,0.156
+708724908,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,35,4,2,3,2262.0,0,2262.0,0.806,4113,83,0.627,0.0
+788997408,Existing Customer,65,F,2,Doctorate,Single,Less than $40K,Blue,53,6,3,2,2195.0,1917,278.0,0.535,4205,65,0.625,0.873
+711542358,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,2,15987.0,1187,14800.0,0.597,7471,88,0.467,0.074
+714690633,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,3276.0,1474,1802.0,0.759,14212,116,0.681,0.45
+714680208,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,45,5,3,4,1652.0,1318,334.0,0.593,4533,69,0.533,0.798
+714372333,Attrited Customer,59,F,0,Doctorate,Married,Less than $40K,Blue,52,6,4,2,2302.0,0,2302.0,0.52,2256,40,0.667,0.0
+718755483,Existing Customer,44,M,2,High School,Married,$60K - $80K,Blue,36,3,2,1,7317.0,959,6358.0,0.653,5082,86,0.686,0.131
+714005508,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,36,2,2,2,4146.0,2027,2119.0,0.74,4323,64,0.684,0.489
+789791808,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,2,2,2,7139.0,1512,5627.0,1.106,14802,112,0.75,0.212
+789890958,Existing Customer,53,F,4,High School,Divorced,$40K - $60K,Blue,43,3,1,2,10948.0,482,10466.0,0.742,16230,111,0.947,0.044
+721045608,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,32,6,3,3,2943.0,2131,812.0,0.597,4554,75,0.562,0.724
+708714108,Existing Customer,42,F,3,High School,Single,Less than $40K,Silver,31,5,2,3,13441.0,2517,10924.0,0.734,1894,49,0.633,0.187
+779655183,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,31,6,1,3,5033.0,0,5033.0,0.597,4054,82,0.822,0.0
+721276383,Existing Customer,47,F,2,Post-Graduate,Divorced,$40K - $60K,Blue,33,6,2,3,5624.0,1216,4408.0,0.691,3843,66,1.0,0.216
+828343083,Existing Customer,43,F,4,High School,Unknown,Less than $40K,Blue,39,3,3,3,2786.0,1793,993.0,0.803,3646,68,0.659,0.644
+721156758,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,44,1,2,1,23889.0,603,23286.0,0.792,13360,124,0.968,0.025
+717190533,Existing Customer,49,M,4,High School,Married,$60K - $80K,Blue,36,6,3,2,12938.0,661,12277.0,0.725,1282,32,0.778,0.051
+806226933,Existing Customer,37,M,2,High School,Unknown,$120K +,Blue,32,6,1,1,34516.0,0,34516.0,0.928,3660,59,1.107,0.0
+771032658,Existing Customer,54,M,3,Unknown,Married,$80K - $120K,Blue,41,3,3,2,10448.0,1569,8879.0,0.482,1604,39,0.444,0.15
+718764708,Existing Customer,45,M,3,Graduate,Unknown,$120K +,Blue,36,1,4,3,8858.0,1359,7499.0,0.741,14223,103,0.776,0.153
+708649683,Existing Customer,51,M,2,High School,Single,$60K - $80K,Blue,42,1,3,2,16703.0,1140,15563.0,0.555,15472,122,0.768,0.068
+721350783,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,38,6,3,4,5660.0,2006,3654.0,0.779,1569,39,0.773,0.354
+718358808,Existing Customer,57,F,2,High School,Divorced,Less than $40K,Blue,50,5,3,5,3276.0,0,3276.0,0.972,3758,61,0.694,0.0
+710317758,Existing Customer,38,F,3,High School,Married,Unknown,Blue,29,4,2,2,11327.0,1528,9799.0,1.142,2033,38,0.727,0.135
+721165608,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Silver,36,3,6,3,26142.0,0,26142.0,0.651,3969,78,0.902,0.0
+770858283,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,27,5,2,2,2822.0,2182,640.0,0.768,5371,93,0.824,0.773
+716032233,Existing Customer,42,M,2,College,Married,$80K - $120K,Blue,32,5,2,2,22120.0,1805,20315.0,0.65,3981,65,0.667,0.082
+811534983,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,5,2,4,2031.0,1069,962.0,0.87,1943,47,0.621,0.526
+713682708,Existing Customer,45,M,2,College,Divorced,$40K - $60K,Blue,37,5,1,2,10991.0,1328,9663.0,1.027,3692,60,0.714,0.121
+819002508,Existing Customer,31,M,1,Unknown,Single,$40K - $60K,Blue,26,4,1,2,2037.0,0,2037.0,0.88,2563,64,0.641,0.0
+711691608,Attrited Customer,46,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,2881.0,2450,431.0,0.629,2450,49,0.531,0.85
+817960533,Existing Customer,41,M,4,Unknown,Married,$60K - $80K,Blue,36,5,3,2,1734.0,857,877.0,0.752,4741,84,0.714,0.494
+770874483,Existing Customer,54,F,1,Post-Graduate,Married,Unknown,Blue,40,4,1,2,2876.0,1267,1609.0,0.617,4302,74,0.51,0.441
+715503558,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3542.0,2417,1125.0,0.687,4127,71,0.479,0.682
+709895508,Existing Customer,42,M,3,Graduate,Married,Less than $40K,Blue,36,2,2,1,6153.0,974,5179.0,0.703,7434,92,0.586,0.158
+789577833,Existing Customer,56,M,2,Graduate,Married,$120K +,Blue,49,4,1,4,8902.0,1932,6970.0,0.781,969,29,1.071,0.217
+714169908,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,34,5,2,1,1944.0,1140,804.0,0.582,4921,82,0.907,0.586
+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
+717159858,Existing Customer,27,M,1,High School,Single,$60K - $80K,Blue,18,5,2,2,2730.0,1351,1379.0,0.623,2319,61,0.743,0.495
+793543758,Existing Customer,47,M,2,Graduate,Single,$120K +,Blue,41,3,2,4,10614.0,784,9830.0,0.73,4601,77,0.638,0.074
+711272058,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,28,1,3,3,1622.0,972,650.0,0.866,4216,71,1.367,0.599
+720818658,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,38,3,3,3,1438.3,0,1438.3,0.679,4594,86,0.72,0.0
+772601283,Existing Customer,39,M,1,Post-Graduate,Single,$80K - $120K,Blue,29,6,2,2,23034.0,1992,21042.0,0.759,2514,32,0.684,0.086
+756383283,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,31,3,1,3,5523.0,2517,3006.0,0.72,4170,80,0.739,0.456
+710521383,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,38,6,2,0,9810.0,1838,7972.0,0.661,2247,41,0.64,0.187
+720518283,Existing Customer,50,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,1,3,2,2296.0,1371,925.0,0.604,5483,77,0.791,0.597
+709185108,Existing Customer,38,M,3,High School,Married,$60K - $80K,Blue,26,5,4,2,5824.0,1542,4282.0,0.827,1801,44,0.571,0.265
+711199008,Existing Customer,38,M,2,Unknown,Married,$40K - $60K,Blue,31,3,2,2,2919.0,2192,727.0,1.073,2399,57,0.966,0.751
+792695808,Existing Customer,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232.0,1140,17092.0,0.657,4775,84,1.1,0.063
+760807608,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,41,5,3,4,2340.0,1680,660.0,0.791,4751,83,0.804,0.718
+712627083,Attrited Customer,38,M,4,Uneducated,Married,$80K - $120K,Blue,25,5,2,4,5768.0,0,5768.0,0.924,9867,78,0.902,0.0
+715555833,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,34,6,3,0,4862.0,0,4862.0,0.695,4167,86,0.593,0.0
+708745983,Existing Customer,37,F,2,Unknown,Married,$40K - $60K,Blue,36,4,2,2,2208.0,1559,649.0,0.51,4686,81,0.761,0.706
+716371308,Existing Customer,40,M,2,Unknown,Single,$40K - $60K,Blue,36,6,6,1,4947.0,0,4947.0,0.751,4497,84,0.826,0.0
+719337408,Existing Customer,63,M,0,High School,Married,$60K - $80K,Blue,36,6,2,3,2567.0,0,2567.0,1.636,2399,43,0.955,0.0
+718162908,Existing Customer,55,M,3,College,Married,$80K - $120K,Blue,42,3,2,1,26101.0,614,25487.0,0.397,1472,48,0.412,0.024
+789483333,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,32,5,1,3,5214.0,795,4419.0,0.707,1258,23,1.3,0.152
+708390633,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,44,5,5,3,2421.0,2312,109.0,0.674,4219,69,0.605,0.955
+804658833,Existing Customer,53,F,3,Unknown,Married,Less than $40K,Blue,48,5,1,2,1657.0,0,1657.0,0.664,4068,73,0.622,0.0
+710098233,Existing Customer,28,F,0,Unknown,Single,Less than $40K,Blue,13,3,2,2,2387.0,0,2387.0,0.639,4513,66,0.65,0.0
+708229308,Attrited Customer,49,F,2,Unknown,Married,Less than $40K,Blue,41,5,2,2,3243.0,0,3243.0,0.685,6059,71,0.821,0.0
+803028858,Attrited Customer,38,F,2,Graduate,Single,Less than $40K,Blue,32,2,3,3,3775.0,0,3775.0,0.581,2031,36,0.385,0.0
+771518658,Existing Customer,58,F,1,High School,Married,$40K - $60K,Blue,46,5,3,1,1871.0,1339,532.0,0.79,4553,90,0.731,0.716
+712270158,Existing Customer,62,F,0,High School,Married,$40K - $60K,Blue,52,5,2,3,2052.0,1250,802.0,0.728,1208,31,0.632,0.609
+717904383,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,31,5,1,2,18693.0,2052,16641.0,0.5,1516,44,0.63,0.11
+795599883,Attrited Customer,57,F,2,Uneducated,Married,Unknown,Blue,51,3,6,2,2404.0,284,2120.0,0.866,2511,51,0.5,0.118
+718594608,Existing Customer,43,F,2,Post-Graduate,Married,Unknown,Blue,36,3,3,3,20156.0,1759,18397.0,0.476,1362,28,0.556,0.087
+758076408,Existing Customer,50,M,2,Unknown,Single,$40K - $60K,Blue,43,2,1,3,1857.0,1603,254.0,0.579,1590,43,1.263,0.863
+778397358,Attrited Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,22,6,2,4,5096.0,0,5096.0,0.808,2574,43,0.483,0.0
+718343058,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,40,1,2,3,5240.0,2517,2723.0,0.78,14161,105,0.875,0.48
+779701983,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,32,1,3,3,5400.0,1426,3974.0,0.595,4643,80,0.702,0.264
+778425408,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,24,5,3,0,3839.0,2295,1544.0,0.569,1271,24,0.714,0.598
+711861258,Existing Customer,65,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,3,4182.0,0,4182.0,0.691,4046,57,0.629,0.0
+780913308,Existing Customer,43,M,3,Unknown,Single,$60K - $80K,Blue,34,6,2,0,13771.0,2517,11254.0,0.501,1510,42,0.75,0.183
+711480108,Existing Customer,37,M,4,High School,Married,$60K - $80K,Blue,24,3,1,4,5335.0,2145,3190.0,0.879,1888,43,0.433,0.402
+709373883,Existing Customer,37,F,5,Unknown,Married,$40K - $60K,Silver,36,1,1,2,19055.0,2517,16538.0,0.915,15091,124,0.676,0.132
+719884983,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,44,3,4,2,1538.0,666,872.0,0.642,4808,64,0.684,0.433
+720241758,Existing Customer,55,M,0,Doctorate,Married,$80K - $120K,Blue,36,3,1,3,8276.0,1671,6605.0,0.359,1409,25,0.25,0.202
+714665733,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,36,5,1,0,2727.0,834,1893.0,0.568,1294,26,0.444,0.306
+709422183,Existing Customer,58,F,1,Graduate,Married,Less than $40K,Blue,46,4,2,2,2203.0,1394,809.0,0.57,1788,45,0.364,0.633
+710183283,Existing Customer,55,F,1,High School,Married,Less than $40K,Blue,36,5,1,1,2747.0,0,2747.0,0.834,5032,84,0.68,0.0
+824761458,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,50,4,2,3,9519.0,1936,7583.0,0.929,2489,62,1.0,0.203
+719085933,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,24,4,1,2,23561.0,864,22697.0,1.373,2447,64,1.0,0.037
+711957708,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,4,2717.0,1591,1126.0,1.596,2064,33,1.062,0.586
+718509858,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,37,3,1,4,4786.0,0,4786.0,0.789,4347,69,0.683,0.0
+712855683,Existing Customer,50,F,2,Post-Graduate,Married,Less than $40K,Blue,36,1,2,2,3350.0,1335,2015.0,0.781,4906,89,0.561,0.399
+717202908,Existing Customer,39,M,5,College,Married,$80K - $120K,Blue,29,3,3,4,34198.0,1804,32394.0,0.934,4270,59,0.639,0.053
+710858658,Existing Customer,48,F,4,Doctorate,Divorced,Less than $40K,Silver,38,2,1,2,10610.0,0,10610.0,0.664,15050,108,0.742,0.0
+709779258,Existing Customer,53,F,3,Post-Graduate,Married,Less than $40K,Blue,43,4,3,4,1438.3,0,1438.3,0.939,4075,71,0.614,0.0
+715247508,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,3,2,2,7087.0,1060,6027.0,0.709,1712,37,0.609,0.15
+826490133,Existing Customer,42,F,4,Uneducated,Divorced,Unknown,Blue,38,6,3,2,10039.0,1600,8439.0,0.7,4685,76,0.9,0.159
+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
+826068183,Existing Customer,36,M,1,Graduate,Married,$80K - $120K,Blue,32,4,4,3,15488.0,1463,14025.0,1.28,2916,50,0.724,0.094
+711985833,Existing Customer,38,F,4,Uneducated,Single,Less than $40K,Blue,30,4,1,0,2569.0,1605,964.0,0.574,1190,46,0.643,0.625
+710603958,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,36,2,1,3,3090.0,0,3090.0,0.769,14198,101,0.804,0.0
+789296133,Existing Customer,35,F,3,Doctorate,Single,Unknown,Blue,24,1,1,3,12287.0,770,11517.0,0.612,4601,65,0.757,0.063
+755420433,Existing Customer,59,F,1,Graduate,Married,Unknown,Blue,52,2,3,3,10133.0,1417,8716.0,0.383,1068,20,0.818,0.14
+708538608,Existing Customer,50,F,4,College,Married,Unknown,Blue,36,6,4,3,3862.0,0,3862.0,0.578,4058,81,0.723,0.0
+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
+767280633,Existing Customer,46,F,2,Graduate,Unknown,Less than $40K,Blue,39,5,2,2,3003.0,1454,1549.0,0.595,4378,96,0.548,0.484
+713380308,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,36,6,2,1,1734.0,0,1734.0,0.593,4092,76,1.054,0.0
+716033508,Existing Customer,46,M,2,Graduate,Single,$60K - $80K,Blue,34,1,3,2,6272.0,1434,4838.0,1.172,4514,66,1.2,0.229
+719446833,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,46,4,1,3,2799.0,1532,1267.0,0.583,4214,83,0.537,0.547
+715391433,Existing Customer,38,M,0,Graduate,Married,$60K - $80K,Blue,33,5,4,4,11741.0,1560,10181.0,0.773,2143,41,0.783,0.133
+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
+816756783,Existing Customer,42,M,2,High School,Unknown,$40K - $60K,Blue,37,6,2,3,2993.0,2249,744.0,0.863,4106,81,0.528,0.751
+716766033,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,31,5,2,3,1768.0,1242,526.0,0.776,4439,65,0.806,0.702
+714691683,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,54,4,1,4,13284.0,607,12677.0,0.857,4942,76,0.652,0.046
+715800708,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,49,3,1,2,3955.0,2000,1955.0,0.425,1560,43,0.483,0.506
+780019908,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,2,2172.0,644,1528.0,0.673,4657,82,0.907,0.297
+712827258,Existing Customer,37,M,3,Uneducated,Married,$40K - $60K,Blue,25,5,0,3,1438.3,0,1438.3,1.023,5046,77,0.925,0.0
+720259308,Existing Customer,39,M,3,High School,Single,$80K - $120K,Blue,30,5,3,3,6347.0,569,5778.0,0.668,3927,82,0.577,0.09
+714738033,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,1602.0,1044,558.0,0.781,5428,85,0.635,0.652
+710260983,Existing Customer,51,F,4,Graduate,Divorced,Less than $40K,Blue,36,2,3,2,2984.0,2512,472.0,0.861,8296,91,0.685,0.842
+710345808,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,6,2,2,30030.0,2028,28002.0,0.601,1828,38,1.111,0.068
+714256758,Existing Customer,50,M,2,Unknown,Single,$60K - $80K,Blue,36,3,1,1,8074.0,0,8074.0,0.528,4347,66,0.535,0.0
+779122908,Existing Customer,55,F,3,Graduate,Single,$40K - $60K,Blue,37,5,1,2,3187.0,1437,1750.0,0.79,4511,82,0.822,0.451
+708217758,Existing Customer,63,M,2,Graduate,Married,$60K - $80K,Blue,49,5,2,3,14035.0,2061,11974.0,2.271,1606,30,1.5,0.147
+717008358,Existing Customer,40,F,1,Unknown,Married,Less than $40K,Blue,36,1,2,2,6540.0,0,6540.0,0.723,7919,88,0.6,0.0
+715041333,Existing Customer,39,M,3,Doctorate,Married,$60K - $80K,Blue,29,3,1,3,3537.0,2517,1020.0,1.021,1605,43,0.344,0.712
+711776433,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,26,4,2,2,23622.0,1153,22469.0,0.666,2574,65,0.625,0.049
+712993008,Existing Customer,58,F,1,Unknown,Single,Less than $40K,Blue,48,4,3,1,3819.0,1882,1937.0,0.809,4533,68,0.889,0.493
+788752833,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,32,6,3,4,2427.0,1581,846.0,0.694,3857,69,0.816,0.651
+803097333,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,35,3,3,4,10873.0,1514,9359.0,0.879,5089,82,0.783,0.139
+708615183,Existing Customer,44,M,2,Unknown,Married,$60K - $80K,Blue,34,4,4,4,3828.0,1146,2682.0,0.681,4558,90,0.636,0.299
+709261383,Existing Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,36,2,3,2,1872.0,661,1211.0,0.756,4970,81,0.929,0.353
+772353408,Existing Customer,43,F,5,Unknown,Single,$40K - $60K,Blue,33,4,3,4,5330.0,1161,4169.0,0.558,1441,43,0.387,0.218
+716068683,Existing Customer,28,M,0,Uneducated,Divorced,Unknown,Blue,36,3,3,3,16766.0,1535,15231.0,1.042,3093,77,0.878,0.092
+720725883,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,20,5,2,3,2715.0,1503,1212.0,0.704,4177,68,0.659,0.554
+708924783,Existing Customer,43,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,1,0,5506.0,2129,3377.0,0.705,4024,62,0.55,0.387
+806649333,Existing Customer,47,F,4,High School,Unknown,Unknown,Blue,42,3,3,2,16998.0,1404,15594.0,0.785,13977,127,0.693,0.083
+711375558,Existing Customer,48,F,2,Uneducated,Single,$40K - $60K,Blue,34,2,3,1,3072.0,1734,1338.0,0.754,4540,78,0.857,0.564
+780276258,Existing Customer,53,M,2,High School,Married,$120K +,Blue,39,3,2,3,13091.0,985,12106.0,0.322,1452,37,0.276,0.075
+712940508,Existing Customer,39,M,3,Unknown,Single,$40K - $60K,Blue,24,3,1,4,4562.0,1721,2841.0,0.896,1896,50,1.5,0.377
+720425508,Existing Customer,43,M,5,Graduate,Single,$80K - $120K,Blue,36,1,1,3,7196.0,696,6500.0,0.839,8689,93,0.898,0.097
+713858733,Existing Customer,61,F,0,Post-Graduate,Married,$40K - $60K,Blue,53,4,3,2,2566.0,2164,402.0,0.578,4344,73,0.659,0.843
+709513458,Existing Customer,49,M,3,High School,Unknown,$60K - $80K,Blue,36,3,2,2,9551.0,1833,7718.0,1.675,3213,52,1.476,0.192
+747107508,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,49,4,3,1,2433.0,1947,486.0,0.816,4269,88,0.76,0.8
+713180433,Existing Customer,56,F,2,Graduate,Single,Unknown,Blue,48,5,3,2,3934.0,2517,1417.0,0.682,4837,87,0.673,0.64
+778686408,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,29,4,3,2,19324.0,1040,18284.0,0.904,1744,50,0.852,0.054
+771058908,Existing Customer,55,F,3,High School,Single,$40K - $60K,Blue,42,3,3,2,2873.0,2455,418.0,1.0,4563,72,0.756,0.855
+718431258,Existing Customer,41,M,4,High School,Single,$60K - $80K,Blue,28,4,3,3,3126.0,1503,1623.0,0.892,3662,74,0.644,0.481
+715052583,Existing Customer,45,M,3,Doctorate,Single,$60K - $80K,Silver,34,3,3,1,27494.0,879,26615.0,0.671,14375,112,0.672,0.032
+712154883,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,48,3,2,2,2473.0,1745,728.0,0.769,4823,72,0.8,0.706
+718024908,Existing Customer,52,F,2,Graduate,Unknown,Less than $40K,Blue,40,2,1,3,2743.0,1705,1038.0,0.605,6993,97,0.54,0.622
+719617758,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,48,3,1,3,2464.0,1794,670.0,0.682,4610,76,0.9,0.728
+714024858,Existing Customer,36,M,3,High School,Married,$80K - $120K,Blue,27,3,1,2,7056.0,0,7056.0,0.815,1739,35,0.842,0.0
+781013958,Existing Customer,57,F,3,Unknown,Married,$40K - $60K,Blue,48,4,2,2,3585.0,1244,2341.0,0.507,1344,37,0.85,0.347
+780064983,Existing Customer,44,M,1,Graduate,Married,$80K - $120K,Gold,29,2,1,3,34516.0,942,33574.0,0.75,7665,86,0.593,0.027
+818791833,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,2730.0,1303,1427.0,1.308,4750,76,0.9,0.477
+783573408,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,36,3,1,2,2575.0,2136,439.0,0.722,5267,83,0.886,0.83
+710937783,Existing Customer,53,F,0,Uneducated,Married,$40K - $60K,Blue,40,1,3,3,2772.0,2414,358.0,0.805,5313,68,1.194,0.871
+710547783,Existing Customer,57,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,3,4,2,4784.0,1629,3155.0,0.706,4912,82,0.783,0.341
+712828533,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,2,2796.0,0,2796.0,0.563,4820,74,0.644,0.0
+772189308,Existing Customer,59,F,1,College,Single,Less than $40K,Blue,48,5,2,0,2601.0,1888,713.0,0.773,4899,62,0.771,0.726
+716586408,Existing Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,36,1,1,3,4850.0,1022,3828.0,0.603,4187,86,0.686,0.211
+827712108,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,38,5,1,2,2346.0,1373,973.0,0.73,4432,72,0.756,0.585
+808964433,Existing Customer,46,F,4,Doctorate,Divorced,Less than $40K,Blue,41,4,1,1,8693.0,1378,7315.0,0.799,1594,45,0.452,0.159
+711907083,Existing Customer,53,M,1,High School,Unknown,$80K - $120K,Blue,36,3,3,4,14111.0,1034,13077.0,0.505,2950,64,0.684,0.073
+715343883,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,32,5,3,3,1931.0,1297,634.0,1.037,4693,66,0.833,0.672
+778710783,Existing Customer,45,M,3,High School,Divorced,$80K - $120K,Blue,26,3,2,2,18410.0,974,17436.0,0.857,3778,83,0.694,0.053
+709219533,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,41,3,1,0,2480.0,1351,1129.0,0.522,1359,36,0.565,0.545
+788931558,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,1,2,2,2000.0,1739,261.0,0.821,7694,85,0.7,0.87
+715190283,Existing Customer,57,F,1,Graduate,Unknown,$40K - $60K,Blue,49,3,3,2,3672.0,886,2786.0,1.32,1464,28,0.556,0.241
+824816358,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,32,2,3,2,3277.0,0,3277.0,0.84,14252,127,0.649,0.0
+719863758,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,1869.0,758,1111.0,0.91,1549,34,0.478,0.406
+721349883,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,1,2847.0,2082,765.0,0.787,3672,59,0.553,0.731
+717413658,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,6,2,2,1539.0,989,550.0,0.86,1987,47,0.808,0.643
+711708408,Existing Customer,52,F,3,High School,Married,Unknown,Blue,43,4,3,2,4798.0,0,4798.0,0.583,3967,72,0.636,0.0
+713905608,Existing Customer,56,F,3,Unknown,Single,Less than $40K,Blue,50,5,2,2,8869.0,0,8869.0,0.721,3270,63,0.8,0.0
+712562433,Attrited Customer,48,F,2,Unknown,Married,Less than $40K,Blue,30,3,3,3,4204.0,0,4204.0,0.703,2316,43,0.536,0.0
+807600633,Existing Customer,44,F,2,Doctorate,Divorced,Unknown,Blue,39,6,4,1,9856.0,671,9185.0,0.662,5408,83,0.729,0.068
+788252358,Existing Customer,49,M,3,High School,Single,$60K - $80K,Blue,40,3,4,2,8190.0,1716,6474.0,0.781,3529,84,0.787,0.21
+798796233,Existing Customer,37,F,3,High School,Married,$40K - $60K,Blue,31,5,3,3,1586.0,1038,548.0,0.973,1724,24,0.714,0.654
+710369658,Existing Customer,50,M,3,Unknown,Married,$60K - $80K,Blue,36,4,3,2,3276.0,2353,923.0,0.725,4488,92,0.736,0.718
+710036508,Existing Customer,42,M,5,Uneducated,Married,$40K - $60K,Blue,34,5,3,2,14281.0,1519,12762.0,0.256,1164,35,0.522,0.106
+709186983,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,40,3,1,1,8714.0,2252,6462.0,0.831,1536,38,0.652,0.258
+721344858,Existing Customer,26,M,0,Uneducated,Single,Less than $40K,Blue,13,4,4,4,2237.0,451,1786.0,0.837,2192,36,0.44,0.202
+711065133,Existing Customer,26,M,1,High School,Single,$40K - $60K,Blue,13,6,2,4,1473.0,0,1473.0,0.813,2099,39,0.857,0.0
+744483633,Existing Customer,35,M,3,Graduate,Married,$120K +,Blue,28,4,3,2,14869.0,0,14869.0,1.624,2753,48,1.087,0.0
+720115683,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,2,2,29770.0,1565,28205.0,0.674,1774,42,2.0,0.053
+801728658,Existing Customer,53,M,2,Graduate,Single,$60K - $80K,Blue,47,6,3,0,13848.0,1389,12459.0,1.178,1773,38,0.407,0.1
+709646433,Attrited Customer,59,F,1,High School,Married,Less than $40K,Blue,50,1,4,3,5043.0,743,4300.0,0.805,10170,66,0.784,0.147
+720070383,Existing Customer,41,F,3,Uneducated,Single,Unknown,Blue,29,6,3,3,2429.0,1966,463.0,1.046,4775,84,0.787,0.809
+713520858,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,38,3,3,2,3895.0,1981,1914.0,0.839,16023,119,0.725,0.509
+771725808,Existing Customer,43,M,3,Uneducated,Unknown,$80K - $120K,Blue,31,5,1,4,28700.0,769,27931.0,0.901,3395,71,0.578,0.027
+716211258,Existing Customer,59,F,1,College,Unknown,Less than $40K,Blue,49,6,5,4,4072.0,0,4072.0,0.464,1966,43,1.15,0.0
+711226758,Existing Customer,51,F,1,College,Divorced,Less than $40K,Blue,42,3,2,3,4002.0,1669,2333.0,0.702,2024,53,1.12,0.417
+719601708,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,35,1,1,2,10699.0,1099,9600.0,0.661,5052,61,0.694,0.103
+713607108,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,31,6,1,2,1852.0,1428,424.0,0.795,4486,61,0.848,0.771
+718983333,Existing Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,43,6,1,3,6704.0,1354,5350.0,0.411,1331,30,0.364,0.202
+814312308,Existing Customer,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,5,3,2,5335.0,1373,3962.0,0.558,1435,29,0.611,0.257
+789043008,Existing Customer,55,F,2,Post-Graduate,Divorced,Less than $40K,Blue,43,4,2,4,9919.0,0,9919.0,0.496,2058,70,0.842,0.0
+751469808,Existing Customer,36,M,3,Graduate,Married,$120K +,Blue,29,5,2,4,12852.0,1945,10907.0,0.659,1606,33,0.941,0.151
+713902983,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,1676.0,1372,304.0,0.522,4381,77,0.571,0.819
+718043583,Existing Customer,50,M,2,Uneducated,Single,$120K +,Blue,40,5,3,4,21794.0,1368,20426.0,0.691,15111,116,0.706,0.063
+716723658,Existing Customer,37,F,2,Post-Graduate,Single,Less than $40K,Blue,28,1,3,1,3525.0,1519,2006.0,0.685,13625,110,1.0,0.431
+711175083,Existing Customer,54,M,3,Doctorate,Single,$60K - $80K,Blue,41,4,2,3,9110.0,0,9110.0,0.662,2999,75,0.786,0.0
+820920408,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,48,3,2,2,3685.0,0,3685.0,0.762,4012,59,0.639,0.0
+708476808,Existing Customer,54,M,4,Unknown,Divorced,$120K +,Blue,36,6,3,2,33791.0,1960,31831.0,0.618,1047,31,0.824,0.058
+710147958,Existing Customer,47,M,3,High School,Married,$40K - $60K,Silver,36,3,2,2,16138.0,1249,14889.0,1.01,1198,33,0.833,0.077
+827062158,Existing Customer,58,M,2,High School,Single,$80K - $120K,Blue,54,6,3,2,22981.0,1696,21285.0,0.466,4192,66,0.571,0.074
+721287183,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,35,5,2,3,2081.0,0,2081.0,1.004,4863,87,0.706,0.0
+712291308,Existing Customer,52,F,1,Uneducated,Single,Unknown,Blue,40,5,1,3,2259.0,1721,538.0,0.682,1852,38,0.81,0.762
+715401633,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,3,1,2,4469.0,2002,2467.0,0.669,2111,38,0.462,0.448
+716249508,Existing Customer,48,F,5,High School,Married,$40K - $60K,Blue,36,3,2,1,1610.0,0,1610.0,0.424,4243,85,0.848,0.0
+772640808,Existing Customer,38,F,1,College,Single,Less than $40K,Blue,28,2,2,2,4623.0,1366,3257.0,0.776,14730,118,0.735,0.295
+801977733,Existing Customer,40,F,2,High School,Single,Less than $40K,Blue,34,4,2,2,2395.0,1437,958.0,0.787,4481,82,0.822,0.6
+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
+708870408,Existing Customer,53,M,4,Unknown,Single,Less than $40K,Blue,43,6,3,1,3844.0,2079,1765.0,0.755,4271,56,0.806,0.541
+720509433,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,31,2,1,3,2306.0,1627,679.0,0.507,3776,70,0.944,0.706
+778375458,Existing Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,32,6,3,3,30820.0,1724,29096.0,0.948,3402,75,0.923,0.056
+711550983,Existing Customer,46,M,1,Graduate,Divorced,$40K - $60K,Blue,37,1,2,2,11343.0,1175,10168.0,0.699,8313,107,0.672,0.104
+717011958,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,23,2,1,1,1438.3,0,1438.3,0.728,4494,82,0.708,0.0
+717381183,Existing Customer,27,F,0,Graduate,Married,Less than $40K,Blue,36,3,2,2,1674.0,752,922.0,0.963,4513,57,0.966,0.449
+719543208,Existing Customer,38,F,3,Uneducated,Single,Unknown,Blue,36,5,3,3,13220.0,848,12372.0,0.825,3789,72,0.565,0.064
+716067333,Existing Customer,61,M,0,Graduate,Married,Unknown,Blue,36,2,3,3,6959.0,945,6014.0,0.816,4553,84,0.714,0.136
+718082208,Existing Customer,37,F,1,Graduate,Married,$40K - $60K,Blue,30,5,3,4,6469.0,2351,4118.0,1.018,1717,50,0.667,0.363
+716839983,Existing Customer,48,M,3,College,Married,$120K +,Blue,36,2,3,2,32777.0,0,32777.0,0.665,4520,75,0.923,0.0
+711697158,Existing Customer,60,M,0,Graduate,Married,Less than $40K,Blue,36,6,2,2,1976.0,1311,665.0,0.995,1498,43,0.536,0.663
+712375758,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,43,3,3,1,16393.0,1423,14970.0,1.642,1461,42,0.75,0.087
+713512308,Attrited Customer,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423.0,0,3423.0,0.505,2229,45,0.406,0.0
+720119808,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,3,2,2,24126.0,948,23178.0,0.616,3342,52,0.677,0.039
+714928158,Existing Customer,60,M,0,High School,Single,$80K - $120K,Silver,36,1,2,3,34516.0,806,33710.0,0.755,13434,102,0.672,0.023
+715510683,Existing Customer,40,F,1,High School,Single,Less than $40K,Blue,29,3,2,2,2506.0,1362,1144.0,0.844,4665,82,0.745,0.543
+713182458,Existing Customer,53,M,4,High School,Married,$80K - $120K,Blue,43,3,1,2,16692.0,2446,14246.0,0.853,1288,29,0.45,0.147
+718263108,Attrited Customer,44,F,3,Unknown,Divorced,Less than $40K,Blue,32,3,3,2,1693.0,1457,236.0,0.919,2829,42,0.615,0.861
+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
+771599283,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,2,5,2492.0,1668,824.0,0.651,1606,32,0.882,0.669
+783020958,Existing Customer,39,M,3,Unknown,Married,$80K - $120K,Blue,33,6,6,4,18582.0,794,17788.0,0.717,1836,46,0.586,0.043
+810986883,Existing Customer,45,F,0,High School,Single,Unknown,Blue,40,5,4,0,2557.0,1898,659.0,0.772,4808,83,0.694,0.742
+719850933,Existing Customer,30,M,2,College,Single,$60K - $80K,Blue,36,1,3,3,4192.0,1734,2458.0,0.753,13345,106,0.893,0.414
+783561558,Existing Customer,57,M,4,Post-Graduate,Married,$120K +,Blue,51,4,2,3,16952.0,0,16952.0,0.709,1918,61,0.649,0.0
+771869508,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,40,4,3,3,1612.0,831,781.0,0.602,4924,81,0.884,0.516
+715849983,Existing Customer,44,F,4,Unknown,Married,Less than $40K,Blue,36,4,1,4,2107.0,0,2107.0,0.975,4007,82,0.952,0.0
+759127158,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,35,3,1,3,2592.0,0,2592.0,0.767,4177,85,0.771,0.0
+768805383,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,39,5,1,3,12691.0,777,11914.0,1.335,1144,42,1.625,0.061
+803319633,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,45,4,3,2,3183.0,1358,1825.0,0.657,3988,81,0.688,0.427
+789114408,Existing Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,38,3,1,4,4182.0,0,4182.0,0.853,4693,82,0.608,0.0
+780251658,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,18,4,1,4,4583.0,1586,2997.0,0.828,2395,57,0.781,0.346
+721189008,Existing Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,27,4,2,4,12270.0,0,12270.0,0.543,4578,67,0.811,0.0
+778679883,Existing Customer,39,M,2,Graduate,Single,$60K - $80K,Blue,19,1,2,1,6146.0,0,6146.0,0.577,3645,76,0.551,0.0
+779324358,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,31,6,1,3,2381.0,1603,778.0,0.687,4013,79,0.756,0.673
+714964758,Existing Customer,45,F,5,Graduate,Divorced,$40K - $60K,Blue,36,5,2,2,10400.0,1777,8623.0,0.791,1105,28,0.867,0.171
+792912708,Existing Customer,45,M,5,Graduate,Married,$40K - $60K,Silver,39,3,1,5,15198.0,2098,13100.0,0.8,3183,64,0.73,0.138
+813990483,Existing Customer,27,F,0,High School,Married,Less than $40K,Blue,22,4,1,2,1864.0,1384,480.0,0.904,1662,32,0.391,0.742
+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
+712166583,Existing Customer,45,F,0,Graduate,Married,Less than $40K,Blue,38,4,3,3,4096.0,1468,2628.0,0.627,3490,66,0.737,0.358
+778928283,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,39,3,2,1,2742.0,2321,421.0,1.315,1389,32,0.6,0.846
+788230158,Existing Customer,29,M,1,Unknown,Married,$40K - $60K,Silver,20,3,1,2,16496.0,1409,15087.0,0.677,16715,126,0.703,0.085
+786087633,Existing Customer,60,M,0,Unknown,Married,$60K - $80K,Blue,54,4,1,0,2759.0,2501,258.0,0.505,1650,34,0.7,0.906
+788946783,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,36,5,1,3,9697.0,0,9697.0,0.759,1812,50,0.923,0.0
+771484908,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Silver,19,1,3,3,34516.0,1984,32532.0,0.757,14969,96,0.811,0.057
+711922158,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,45,1,3,3,1860.0,0,1860.0,0.778,5109,62,0.722,0.0
+721359183,Existing Customer,33,F,2,Unknown,Married,$40K - $60K,Blue,19,4,3,4,2907.0,1537,1370.0,0.79,4390,76,1.0,0.529
+719309133,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,51,3,3,4,1438.3,0,1438.3,0.798,3877,70,0.556,0.0

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_003/test_current.csv

@@ -0,0 +1,16 @@
+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
+718333983,Attrited Customer,57,M,4,Unknown,Divorced,$120K +,Blue,36,2,2,3,13694.0,2219,11475.0,1.078,9040,63,0.8,0.162
+708708858,Attrited Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,4,2422.0,502,1920.0,0.997,2548,46,0.484,0.207
+712038258,Attrited Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,36,3,3,3,32838.0,1717,31121.0,0.995,2538,42,0.4,0.052
+708376983,Attrited Customer,58,F,1,Unknown,Single,Unknown,Blue,50,5,2,2,8513.0,799,7714.0,0.451,2119,37,0.542,0.094
+714372333,Attrited Customer,59,F,0,Doctorate,Married,Less than $40K,Blue,52,6,4,2,2302.0,0,2302.0,0.52,2256,40,0.667,0.0
+711691608,Attrited Customer,46,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,2881.0,2450,431.0,0.629,2450,49,0.531,0.85
+712627083,Attrited Customer,38,M,4,Uneducated,Married,$80K - $120K,Blue,25,5,2,4,5768.0,0,5768.0,0.924,9867,78,0.902,0.0
+708229308,Attrited Customer,49,F,2,Unknown,Married,Less than $40K,Blue,41,5,2,2,3243.0,0,3243.0,0.685,6059,71,0.821,0.0
+803028858,Attrited Customer,38,F,2,Graduate,Single,Less than $40K,Blue,32,2,3,3,3775.0,0,3775.0,0.581,2031,36,0.385,0.0
+795599883,Attrited Customer,57,F,2,Uneducated,Married,Unknown,Blue,51,3,6,2,2404.0,284,2120.0,0.866,2511,51,0.5,0.118
+778397358,Attrited Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,22,6,2,4,5096.0,0,5096.0,0.808,2574,43,0.483,0.0
+712562433,Attrited Customer,48,F,2,Unknown,Married,Less than $40K,Blue,30,3,3,3,4204.0,0,4204.0,0.703,2316,43,0.536,0.0
+709646433,Attrited Customer,59,F,1,High School,Married,Less than $40K,Blue,50,1,4,3,5043.0,743,4300.0,0.805,10170,66,0.784,0.147
+713512308,Attrited Customer,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423.0,0,3423.0,0.505,2229,45,0.406,0.0
+718263108,Attrited Customer,44,F,3,Unknown,Divorced,Less than $40K,Blue,32,3,3,2,1693.0,1457,236.0,0.919,2829,42,0.615,0.861

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_004/current.csv

@@ -0,0 +1,201 @@
+CLIENTNUM,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
+713529858,29,M,2,Graduate,Divorced,$40K - $60K,Silver,22,6,2,3,15578.0,1383,14195.0,0.794,2492,71,0.614,0.089
+720509433,51,F,2,College,Single,Less than $40K,Blue,31,2,1,3,2306.0,1627,679.0,0.507,3776,70,0.944,0.706
+708799983,40,M,1,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,4,18386.0,890,17496.0,0.361,1698,43,0.483,0.048
+718909158,38,M,1,College,Married,Less than $40K,Blue,25,6,3,3,5559.0,658,4901.0,0.627,1793,37,0.947,0.118
+713070033,56,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
+818316108,43,F,1,Graduate,Married,Less than $40K,Blue,38,2,2,1,2550.0,1421,1129.0,0.819,8063,72,0.714,0.557
+719461008,51,M,2,High School,Married,$60K - $80K,Blue,38,5,3,2,22332.0,1748,20584.0,0.841,1318,28,0.647,0.078
+719801508,36,M,1,Uneducated,Unknown,$120K +,Blue,23,6,3,3,20230.0,798,19432.0,0.592,4314,82,0.708,0.039
+709276908,38,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,1438.3,0,1438.3,0.783,3990,75,0.596,0.0
+708185208,27,M,0,Graduate,Single,$40K - $60K,Blue,16,4,1,2,3178.0,1118,2060.0,0.643,2010,31,0.55,0.352
+710182383,44,M,3,Uneducated,Divorced,$80K - $120K,Blue,13,4,2,3,17846.0,1568,16278.0,1.064,3626,77,0.878,0.088
+772825308,40,M,3,Graduate,Divorced,$80K - $120K,Blue,31,4,2,3,27374.0,1509,25865.0,0.803,4231,60,0.714,0.055
+713292933,36,F,3,Graduate,Single,Unknown,Blue,36,5,2,2,10566.0,726,9840.0,0.893,2156,64,1.207,0.069
+771682533,43,F,3,Unknown,Married,Less than $40K,Blue,31,4,3,2,5702.0,0,5702.0,0.773,3928,75,0.744,0.0
+811035483,47,M,3,Uneducated,Divorced,$120K +,Silver,42,2,4,5,34516.0,0,34516.0,0.521,1641,35,0.591,0.0
+720075558,50,M,4,College,Married,$120K +,Blue,36,6,1,4,7084.0,0,7084.0,0.889,3838,66,0.737,0.0
+710416533,58,F,3,Unknown,Single,$40K - $60K,Blue,52,4,1,1,1454.0,888,566.0,1.19,3060,56,0.647,0.611
+809127858,51,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,4,1,3,2275.0,1219,1056.0,0.639,4807,72,0.6,0.536
+708895158,46,M,2,Unknown,Married,$80K - $120K,Blue,34,3,3,3,2925.0,2365,560.0,0.691,1371,30,0.579,0.809
+715688958,45,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,2736.0,2043,693.0,0.801,4550,84,0.75,0.747
+779404383,47,F,5,Uneducated,Divorced,Unknown,Blue,36,6,2,3,12581.0,1235,11346.0,0.611,4427,76,1.303,0.098
+713647083,53,F,2,Uneducated,Single,Unknown,Blue,36,5,2,3,9314.0,1761,7553.0,0.562,3696,80,0.778,0.189
+778264008,41,F,3,College,Single,$40K - $60K,Blue,32,2,1,2,3104.0,1954,1150.0,0.473,4699,77,0.925,0.63
+711784908,46,F,4,High School,Single,Less than $40K,Blue,34,5,5,2,3322.0,2517,805.0,0.789,3913,86,0.911,0.758
+713363583,34,M,2,Uneducated,Single,$120K +,Blue,17,3,1,2,5030.0,2326,2704.0,0.856,3345,69,1.3,0.462
+741116058,48,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,4,2582.0,1399,1183.0,0.559,2144,42,0.909,0.542
+717535083,52,F,2,Post-Graduate,Married,Less than $40K,Blue,40,2,2,1,5207.0,1121,4086.0,0.578,7153,84,0.647,0.215
+772073508,52,F,1,College,Single,Less than $40K,Blue,41,5,3,6,1764.0,0,1764.0,0.824,2740,47,0.343,0.0
+720259308,39,M,3,High School,Single,$80K - $120K,Blue,30,5,3,3,6347.0,569,5778.0,0.668,3927,82,0.577,0.09
+709621008,48,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,6,3,2,5826.0,1482,4344.0,0.729,4135,76,0.767,0.254
+720181758,37,M,0,Doctorate,Married,$120K +,Blue,22,3,3,4,8654.0,0,8654.0,0.446,850,18,0.385,0.0
+713630733,34,F,2,Graduate,Single,Less than $40K,Blue,24,5,3,3,5712.0,1955,3757.0,0.969,2617,54,0.8,0.342
+787568433,42,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7328.0,936,6392.0,0.689,4518,79,0.795,0.128
+778471758,52,F,2,Graduate,Married,Less than $40K,Blue,37,1,3,3,2427.0,2362,65.0,0.67,4663,85,0.771,0.973
+712110333,37,F,3,High School,Single,Unknown,Blue,18,4,1,3,2179.0,0,2179.0,0.725,2568,48,0.297,0.0
+789528183,39,F,2,Graduate,Married,Unknown,Blue,31,4,2,3,1438.3,997,441.3,1.867,2583,47,0.958,0.693
+779420583,45,F,4,Graduate,Single,Less than $40K,Blue,33,2,1,3,3001.0,2055,946.0,0.838,4662,70,0.628,0.685
+737921733,62,F,1,Unknown,Single,Less than $40K,Blue,55,3,3,3,1892.0,1604,288.0,0.476,1581,34,0.417,0.848
+785515533,43,F,2,College,Married,Less than $40K,Blue,37,3,3,1,5380.0,1337,4043.0,0.845,8947,93,0.576,0.249
+816549933,50,M,4,High School,Divorced,$80K - $120K,Blue,45,4,2,2,1687.0,992,695.0,0.721,4342,82,0.783,0.588
+712884408,43,F,1,High School,Single,Unknown,Blue,30,3,2,0,5700.0,1904,3796.0,0.649,7939,95,0.61,0.334
+719751483,39,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
+720242733,45,M,4,Unknown,Single,Less than $40K,Blue,36,5,2,3,1963.0,1549,414.0,0.778,3718,75,0.596,0.789
+713144208,51,F,0,High School,Married,Unknown,Blue,42,1,4,4,9989.0,568,9421.0,0.52,2053,49,0.485,0.057
+709443633,38,F,1,Uneducated,Married,Less than $40K,Blue,26,5,1,1,4345.0,838,3507.0,0.593,4770,62,0.722,0.193
+709319658,48,F,4,Graduate,Single,Less than $40K,Platinum,37,5,3,4,15987.0,0,15987.0,0.827,7681,71,0.69,0.0
+817293258,44,F,4,College,Married,$40K - $60K,Blue,27,1,1,2,3183.0,2517,666.0,0.726,4017,63,0.853,0.791
+714169083,48,M,4,Post-Graduate,Single,$120K +,Blue,38,5,2,0,34516.0,1639,32877.0,0.688,4959,74,0.805,0.047
+813814008,53,F,1,High School,Married,Less than $40K,Blue,48,6,3,2,2324.0,1576,748.0,0.728,1272,37,1.312,0.678
+813338733,47,F,3,Unknown,Single,Unknown,Blue,42,3,2,2,5884.0,1382,4502.0,0.91,4477,82,0.745,0.235
+816600933,56,M,0,College,Married,$80K - $120K,Blue,51,3,2,3,14501.0,0,14501.0,0.854,1031,25,0.389,0.0
+710411358,39,F,4,College,Married,$40K - $60K,Blue,28,4,2,4,7596.0,2199,5397.0,0.633,2164,45,0.5,0.289
+715616358,53,F,0,Graduate,Married,Unknown,Blue,36,5,4,3,5843.0,1162,4681.0,0.765,4405,67,0.811,0.199
+798451908,36,F,2,Graduate,Married,Less than $40K,Blue,30,1,3,2,5723.0,0,5723.0,0.85,12403,120,0.69,0.0
+802834158,42,M,4,Unknown,Married,$60K - $80K,Blue,36,3,2,2,6743.0,1737,5006.0,0.598,1934,30,0.579,0.258
+721233033,50,M,2,High School,Single,$80K - $120K,Blue,38,1,2,3,4915.0,464,4451.0,0.242,1474,36,0.091,0.094
+710382108,39,F,3,Post-Graduate,Married,Less than $40K,Blue,19,5,1,2,2452.0,2423,29.0,0.778,4204,63,0.8,0.988
+826068183,36,M,1,Graduate,Married,$80K - $120K,Blue,32,4,4,3,15488.0,1463,14025.0,1.28,2916,50,0.724,0.094
+721468533,59,M,1,Graduate,Single,Unknown,Blue,36,1,5,2,12265.0,1412,10853.0,0.643,7470,82,0.783,0.115
+780105483,65,F,0,Uneducated,Single,Less than $40K,Blue,50,3,4,4,1697.0,377,1320.0,1.048,2799,49,0.485,0.222
+713446083,49,F,4,Uneducated,Unknown,Unknown,Blue,39,5,2,3,11545.0,1732,9813.0,0.871,3996,65,0.548,0.15
+803113383,55,F,1,Uneducated,Single,Less than $40K,Blue,49,3,4,3,3292.0,0,3292.0,0.482,2222,54,0.636,0.0
+715866033,37,F,2,High School,Single,Less than $40K,Blue,36,5,2,1,2535.0,1352,1183.0,0.509,3840,72,0.565,0.533
+825743583,39,F,2,Graduate,Single,Unknown,Silver,35,1,3,3,32089.0,1971,30118.0,0.671,13796,121,0.833,0.061
+718548558,53,F,3,Unknown,Single,Less than $40K,Blue,42,1,1,3,2915.0,2041,874.0,0.927,4272,70,0.75,0.7
+717257658,41,M,3,Graduate,Single,$80K - $120K,Blue,29,2,2,1,9357.0,1942,7415.0,0.8,7971,84,0.787,0.208
+713993208,37,F,3,Doctorate,Married,Less than $40K,Blue,36,3,5,2,1438.3,0,1438.3,0.861,4314,82,0.864,0.0
+811762383,42,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,2250.0,1788,462.0,0.523,4908,71,1.152,0.795
+712154883,54,F,2,College,Married,Less than $40K,Blue,48,3,2,2,2473.0,1745,728.0,0.769,4823,72,0.8,0.706
+714337233,43,F,2,Graduate,Married,Less than $40K,Silver,25,6,2,4,10388.0,1961,8427.0,0.703,10294,61,0.649,0.189
+770743983,34,F,3,Uneducated,Single,$40K - $60K,Blue,20,1,2,3,8698.0,874,7824.0,0.708,15683,94,0.709,0.1
+808747233,50,M,2,Doctorate,Married,$120K +,Silver,45,6,3,3,34516.0,0,34516.0,0.771,2573,55,0.719,0.0
+779791908,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,6,3,3,2896.0,0,2896.0,0.961,4970,85,0.889,0.0
+809626983,48,F,3,High School,Married,Less than $40K,Blue,43,3,3,3,1670.0,0,1670.0,0.707,2790,37,0.321,0.0
+715855083,48,M,4,High School,Married,$80K - $120K,Blue,36,6,2,4,19762.0,507,19255.0,0.85,2793,67,0.595,0.026
+710136258,33,F,2,Graduate,Single,Less than $40K,Blue,24,6,2,3,1806.0,0,1806.0,0.983,2833,43,0.654,0.0
+708654933,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987.0,193,15794.0,0.435,2021,46,0.394,0.012
+718950483,58,F,1,Unknown,Married,$40K - $60K,Blue,48,3,3,2,12423.0,1910,10513.0,0.405,1208,38,0.357,0.154
+713115483,44,F,3,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1684.0,0,1684.0,0.557,2275,45,0.607,0.0
+708902883,55,M,2,Graduate,Single,$120K +,Blue,36,5,2,2,12856.0,0,12856.0,0.51,3364,61,0.564,0.0
+713134458,54,M,3,High School,Married,$120K +,Blue,43,4,1,1,13219.0,0,13219.0,0.576,1097,24,0.5,0.0
+711341433,34,F,2,Graduate,Single,Unknown,Blue,24,6,3,3,3095.0,2010,1085.0,0.668,3901,77,0.711,0.649
+711736083,47,F,4,College,Divorced,Unknown,Blue,36,4,3,3,6769.0,274,6495.0,0.998,4885,54,0.35,0.04
+713138433,50,M,3,Graduate,Single,$60K - $80K,Blue,42,4,2,3,14782.0,1020,13762.0,0.683,3206,54,0.8,0.069
+708559533,40,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,3,2,1770.0,584,1186.0,0.706,4442,83,0.844,0.33
+719592483,43,F,5,Graduate,Single,Unknown,Blue,34,6,6,3,4607.0,2440,2167.0,0.646,4825,77,0.878,0.53
+720180633,50,M,2,College,Married,$120K +,Blue,36,3,2,3,3390.0,2385,1005.0,0.656,4128,73,0.698,0.704
+816608808,46,M,1,Graduate,Single,$80K - $120K,Blue,41,4,2,3,8916.0,0,8916.0,0.631,2773,62,0.676,0.0
+770575233,37,M,2,Graduate,Single,$60K - $80K,Blue,23,6,1,2,5663.0,1149,4514.0,0.767,2553,61,0.794,0.203
+769575783,49,F,3,College,Married,Less than $40K,Blue,41,3,3,3,1603.0,749,854.0,0.733,2644,43,0.483,0.467
+784827108,39,F,1,High School,Single,Less than $40K,Blue,33,6,3,2,2292.0,1839,453.0,0.675,4043,72,0.674,0.802
+709246683,62,M,1,Unknown,Single,Unknown,Blue,36,5,1,1,18457.0,2248,16209.0,0.578,3603,69,0.643,0.122
+716354883,59,F,0,Graduate,Unknown,Unknown,Blue,49,2,3,2,9076.0,0,9076.0,0.899,3048,53,0.656,0.0
+710845308,46,M,4,High School,Married,$80K - $120K,Blue,36,2,2,1,32949.0,1190,31759.0,0.664,14892,113,0.638,0.036
+711332883,62,M,1,High School,Single,$60K - $80K,Blue,46,2,3,3,7547.0,2477,5070.0,1.021,5294,73,0.698,0.328
+824795358,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,0,1638.0,1038,600.0,0.718,4150,70,0.591,0.634
+713625483,58,M,2,College,Married,$80K - $120K,Blue,44,3,2,2,11811.0,2508,9303.0,0.476,1469,29,0.812,0.212
+710839308,34,F,2,High School,Single,Less than $40K,Blue,21,6,1,3,5015.0,1671,3344.0,0.689,3161,77,0.878,0.333
+788908308,46,M,2,High School,Single,$40K - $60K,Blue,32,2,3,2,5972.0,0,5972.0,0.606,14227,116,0.706,0.0
+794490858,48,F,1,High School,Married,$40K - $60K,Silver,28,3,1,2,15713.0,1387,14326.0,0.904,4775,61,0.605,0.088
+721524858,51,F,2,Unknown,Married,Less than $40K,Blue,37,1,2,3,7098.0,1829,5269.0,0.557,13139,102,0.789,0.258
+778327908,50,M,2,Uneducated,Single,Less than $40K,Blue,40,4,3,5,2419.0,2380,39.0,0.695,4099,73,0.659,0.984
+716002458,43,M,4,College,Married,$40K - $60K,Blue,30,1,1,2,7386.0,656,6730.0,0.885,15691,126,0.68,0.089
+716953083,53,F,2,Graduate,Married,Unknown,Blue,41,3,2,2,2046.0,1260,786.0,0.768,4228,81,0.884,0.616
+711538758,39,M,5,Graduate,Single,$60K - $80K,Blue,36,1,3,3,24657.0,633,24024.0,0.358,1954,46,0.394,0.026
+710190858,28,M,1,Unknown,Unknown,$40K - $60K,Blue,15,5,2,4,9283.0,2288,6995.0,0.928,13804,110,0.719,0.246
+719046558,39,M,2,Graduate,Married,$60K - $80K,Blue,36,6,3,3,1982.0,1751,231.0,0.843,4313,62,0.676,0.883
+710518308,54,F,2,Doctorate,Married,Less than $40K,Blue,35,1,4,2,1685.0,0,1685.0,0.457,4155,85,0.667,0.0
+711370458,49,F,5,Graduate,Married,Less than $40K,Gold,38,1,2,2,15016.0,2016,13000.0,0.709,7685,84,0.527,0.134
+803408733,32,M,2,High School,Divorced,$60K - $80K,Blue,26,6,1,4,2239.0,1338,901.0,0.567,2466,60,0.579,0.598
+712446783,50,F,4,Graduate,Married,Less than $40K,Blue,30,5,3,4,4038.0,1530,2508.0,0.724,2400,41,0.323,0.379
+794562783,28,F,0,Unknown,Single,Unknown,Blue,13,5,3,2,21691.0,661,21030.0,0.767,2534,51,0.962,0.03
+719431608,63,F,0,College,Married,$40K - $60K,Blue,53,6,1,4,3118.0,1528,1590.0,0.604,1291,24,0.6,0.49
+721397808,32,M,0,High School,Married,$40K - $60K,Blue,24,5,2,0,3735.0,1176,2559.0,1.184,1564,41,0.708,0.315
+711487533,47,F,3,Unknown,Married,Less than $40K,Blue,38,3,3,2,1438.3,0,1438.3,0.198,1687,38,0.226,0.0
+824667708,32,F,1,Graduate,Single,Less than $40K,Blue,28,6,3,3,2428.0,1027,1401.0,0.824,3007,84,0.867,0.423
+714086133,47,F,4,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2577.0,1450,1127.0,0.747,4576,83,0.766,0.563
+714190983,51,F,2,Graduate,Single,Unknown,Platinum,32,2,3,3,34516.0,531,33985.0,0.98,5418,65,0.711,0.015
+713289183,53,F,3,Doctorate,Married,Less than $40K,Blue,33,6,2,1,2255.0,1647,608.0,0.848,4270,76,0.767,0.73
+708134283,35,M,2,Uneducated,Married,Less than $40K,Blue,36,4,3,3,3131.0,629,2502.0,0.749,1483,31,0.632,0.201
+713482608,47,M,4,College,Married,$40K - $60K,Blue,35,6,1,2,3560.0,751,2809.0,1.096,4060,79,0.975,0.211
+779051808,35,F,1,Graduate,Single,$40K - $60K,Blue,16,3,2,2,2546.0,1348,1198.0,0.877,4145,75,0.596,0.529
+714927333,62,F,0,Graduate,Married,Unknown,Blue,52,6,3,2,9050.0,1538,7512.0,0.77,1542,43,0.654,0.17
+817086783,45,F,3,High School,Married,Less than $40K,Blue,27,4,3,2,2826.0,2162,664.0,0.924,2005,32,0.684,0.765
+819200133,44,M,3,Graduate,Unknown,$60K - $80K,Blue,39,5,4,3,2991.0,642,2349.0,0.76,4646,62,0.55,0.215
+720185058,46,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,4,4267.0,0,4267.0,0.862,1067,23,0.769,0.0
+717026658,43,F,3,Uneducated,Married,Less than $40K,Blue,32,6,3,3,1897.0,0,1897.0,0.645,2866,47,0.469,0.0
+715120608,44,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,2,14546.0,1703,12843.0,0.955,1273,27,0.588,0.117
+789529158,44,M,4,High School,Single,$60K - $80K,Blue,36,1,1,3,2946.0,743,2203.0,0.827,8553,88,0.872,0.252
+719071158,54,F,0,Graduate,Single,Unknown,Platinum,38,2,2,2,34516.0,0,34516.0,0.695,3901,54,0.421,0.0
+720761208,59,M,1,College,Single,$120K +,Blue,47,2,4,2,4789.0,357,4432.0,0.798,2496,41,0.64,0.075
+717518733,56,F,2,High School,Married,Less than $40K,Blue,46,4,3,3,9463.0,764,8699.0,0.994,7106,61,0.906,0.081
+710431158,52,F,3,Unknown,Single,Unknown,Blue,36,3,1,2,10273.0,1657,8616.0,0.71,3778,70,0.591,0.161
+708703308,35,F,1,Unknown,Married,$40K - $60K,Blue,26,6,4,4,2045.0,1707,338.0,0.577,2183,39,0.696,0.835
+711012783,43,M,4,Graduate,Single,$120K +,Blue,36,1,3,4,33384.0,0,33384.0,0.631,2066,46,0.769,0.0
+717949983,47,M,1,Uneducated,Married,$40K - $60K,Blue,36,3,2,3,8168.0,2137,6031.0,0.659,3554,82,0.822,0.262
+771499233,46,F,4,High School,Married,Less than $40K,Blue,34,6,1,3,5387.0,1133,4254.0,0.652,4374,76,0.49,0.21
+717129333,35,F,2,Graduate,Married,$40K - $60K,Blue,25,3,1,2,1438.3,0,1438.3,0.744,4434,73,0.78,0.0
+789817833,44,F,5,Post-Graduate,Unknown,Less than $40K,Blue,33,3,3,2,9073.0,2466,6607.0,0.446,6793,60,1.069,0.272
+715124958,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,24742.0,1676,23066.0,0.566,1306,31,0.55,0.068
+718846008,58,F,0,Unknown,Married,Unknown,Blue,36,6,3,1,4377.0,1500,2877.0,0.789,3900,62,0.938,0.343
+758617233,56,F,5,Doctorate,Single,Less than $40K,Blue,49,3,3,2,4132.0,1559,2573.0,0.827,14781,108,0.688,0.377
+715418508,51,M,1,Uneducated,Single,$120K +,Blue,36,2,1,3,8671.0,590,8081.0,0.693,4399,72,0.756,0.068
+718777008,59,M,0,High School,Married,$80K - $120K,Blue,47,5,1,2,3278.0,1306,1972.0,0.399,1374,32,0.391,0.398
+798687258,40,M,4,Graduate,Married,Less than $40K,Blue,34,3,1,2,2577.0,1812,765.0,0.666,4134,62,0.824,0.703
+778905033,45,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
+714077583,43,M,3,Post-Graduate,Married,$40K - $60K,Platinum,31,2,3,4,23981.0,593,23388.0,0.987,4758,65,0.512,0.025
+709952658,46,F,3,Graduate,Unknown,Less than $40K,Blue,33,6,3,2,3025.0,2491,534.0,0.45,4460,62,0.722,0.823
+802243458,48,M,2,Doctorate,Single,$40K - $60K,Blue,42,6,3,2,2760.0,0,2760.0,0.576,1759,34,0.214,0.0
+712302783,38,F,2,Uneducated,Single,Less than $40K,Blue,25,2,3,1,2468.0,872,1596.0,0.991,4426,76,1.111,0.353
+788756133,44,F,3,Unknown,Divorced,Less than $40K,Blue,24,4,1,2,2617.0,1508,1109.0,1.393,4400,60,0.818,0.576
+708255633,36,M,1,Graduate,Single,$80K - $120K,Blue,27,3,2,4,3761.0,1710,2051.0,0.627,3240,65,0.585,0.455
+824172258,34,F,2,Unknown,Divorced,Less than $40K,Blue,30,3,1,2,4408.0,1510,2898.0,0.73,4495,77,0.833,0.343
+769751958,55,M,3,Unknown,Married,$120K +,Blue,49,3,2,4,9926.0,2018,7908.0,0.618,2235,57,0.357,0.203
+720494058,51,F,2,College,Married,Less than $40K,Blue,25,4,3,3,3042.0,0,3042.0,0.578,4781,79,0.756,0.0
+823149483,52,F,1,Post-Graduate,Single,$40K - $60K,Blue,48,1,5,3,1766.0,0,1766.0,0.769,4643,76,0.617,0.0
+713167383,57,F,3,High School,Single,Less than $40K,Blue,46,1,2,2,2298.0,1540,758.0,0.708,5154,81,0.976,0.67
+716101308,48,M,3,Unknown,Married,$40K - $60K,Blue,35,6,3,4,2173.0,0,2173.0,0.857,4251,60,0.714,0.0
+717140733,52,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,3,6616.0,831,5785.0,0.707,9065,85,0.735,0.126
+709781208,34,F,0,Unknown,Married,Less than $40K,Blue,26,5,3,1,2291.0,0,2291.0,0.892,5409,82,0.822,0.0
+717214158,41,M,4,Post-Graduate,Married,$40K - $60K,Blue,28,5,3,3,9815.0,0,9815.0,0.859,15475,94,0.679,0.0
+710570058,44,F,1,Graduate,Single,Less than $40K,Blue,25,3,2,4,3101.0,0,3101.0,0.66,2512,37,0.37,0.0
+716246733,57,F,2,College,Single,Less than $40K,Blue,49,4,2,2,1857.0,1528,329.0,0.698,4681,71,0.868,0.823
+719862258,38,F,2,Uneducated,Single,Unknown,Blue,28,2,3,3,5666.0,1393,4273.0,0.84,5015,90,0.915,0.246
+780008358,59,M,0,Uneducated,Unknown,$60K - $80K,Blue,48,2,6,2,13172.0,0,13172.0,0.876,2598,47,0.621,0.0
+708553008,38,F,1,High School,Single,$40K - $60K,Blue,36,1,2,3,2148.0,1103,1045.0,0.602,4711,64,0.882,0.514
+711033408,50,F,2,High School,Married,Less than $40K,Blue,36,5,1,2,9355.0,1626,7729.0,0.701,1230,28,0.867,0.174
+715335558,43,F,5,Uneducated,Single,Less than $40K,Blue,36,2,1,2,1855.0,907,948.0,0.816,4191,81,0.761,0.489
+709597983,65,M,0,Doctorate,Divorced,Less than $40K,Blue,56,6,1,3,1573.0,653,920.0,0.71,3349,77,0.674,0.415
+789144633,45,M,1,Graduate,Married,$80K - $120K,Blue,34,3,2,2,9705.0,850,8855.0,0.481,2001,34,0.889,0.088
+716029158,59,M,0,Unknown,Married,$60K - $80K,Blue,36,6,4,5,4230.0,1366,2864.0,0.63,1480,35,0.458,0.323
+717322833,55,M,2,Unknown,Single,$80K - $120K,Blue,36,5,2,2,10604.0,1988,8616.0,0.644,1578,30,0.579,0.187
+717281658,52,F,3,Graduate,Divorced,Less than $40K,Blue,41,3,3,4,6060.0,1687,4373.0,0.563,3953,65,0.711,0.278
+753327333,41,M,3,Unknown,Married,$80K - $120K,Blue,34,4,4,1,13535.0,1291,12244.0,0.653,1028,21,1.625,0.095
+714899283,46,F,2,Unknown,Married,Less than $40K,Blue,36,5,2,3,5258.0,1994,3264.0,0.725,3972,73,0.587,0.379
+720756708,52,F,3,Unknown,Married,Less than $40K,Blue,41,6,3,2,2622.0,1549,1073.0,1.321,1878,30,1.143,0.591
+714477408,36,F,3,High School,Married,Less than $40K,Blue,36,3,3,3,2977.0,1340,1637.0,0.507,2201,39,0.345,0.45
+718328283,40,F,4,High School,Single,Less than $40K,Blue,36,2,1,3,3961.0,1531,2430.0,0.646,12631,100,0.852,0.387
+717297708,47,F,1,Graduate,Single,Unknown,Blue,37,6,3,3,2441.0,1672,769.0,0.893,4439,74,0.682,0.685
+717830583,41,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,9133.0,2140,6993.0,0.649,4101,88,0.63,0.234
+721006458,42,M,2,Unknown,Single,$120K +,Blue,35,2,1,3,3214.0,1471,1743.0,0.933,14557,114,0.652,0.458
+778799583,35,F,0,Unknown,Married,Less than $40K,Blue,24,6,1,1,2592.0,2227,365.0,0.633,1695,48,0.548,0.859
+772528158,55,F,3,Unknown,Single,Less than $40K,Blue,45,4,3,4,1741.0,0,1741.0,0.84,2546,42,0.4,0.0
+751607058,45,M,2,Doctorate,Married,$120K +,Blue,38,4,3,3,1686.0,0,1686.0,0.812,4413,77,0.75,0.0
+713096583,40,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
+711436983,57,M,3,Unknown,Single,$120K +,Silver,49,1,2,1,34516.0,2517,31999.0,0.693,8596,102,0.672,0.073
+778511733,42,F,3,College,Single,$40K - $60K,Blue,30,6,3,2,5424.0,1812,3612.0,0.513,1634,44,0.76,0.334
+720914358,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,4416.0,1333,3083.0,0.631,4894,84,0.647,0.302
+712829808,39,M,3,Uneducated,Married,$60K - $80K,Blue,29,4,3,4,2187.0,0,2187.0,0.467,2031,40,0.333,0.0
+716037708,50,M,0,Uneducated,Divorced,$60K - $80K,Blue,39,6,3,3,9474.0,1021,8453.0,0.557,3240,54,0.588,0.108
+713773458,52,M,2,High School,Single,$60K - $80K,Blue,45,5,3,2,7567.0,1173,6394.0,0.541,1435,32,0.6,0.155
+779618433,48,M,4,Uneducated,Single,$40K - $60K,Blue,38,6,3,2,8327.0,1551,6776.0,0.463,4428,82,0.822,0.186
+711909933,54,M,4,Unknown,Married,$80K - $120K,Blue,42,3,3,1,1621.0,618,1003.0,0.846,4815,83,1.024,0.381
+757685733,43,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,2,3226.0,2145,1081.0,0.644,5066,75,0.786,0.665
+721036233,61,M,0,High School,Married,$60K - $80K,Blue,36,4,3,3,9172.0,1567,7605.0,1.451,1836,42,0.75,0.171
+710273658,36,M,2,Graduate,Married,$60K - $80K,Blue,17,5,2,3,3092.0,1825,1267.0,1.46,2883,61,0.488,0.59
+709991883,53,M,1,Graduate,Married,$80K - $120K,Blue,42,2,1,2,6214.0,1147,5067.0,0.861,938,35,0.75,0.185
+717755058,41,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,4,2687.0,1317,1370.0,0.58,4096,76,0.727,0.49
+709176108,56,F,4,Post-Graduate,Unknown,Less than $40K,Blue,49,5,3,3,4604.0,621,3983.0,0.814,4586,79,0.646,0.135
+787550808,51,M,2,Graduate,Married,$40K - $60K,Blue,40,5,1,2,12240.0,1566,10674.0,0.539,1422,26,0.529,0.128

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_004/info.json

@@ -0,0 +1,152 @@
+{
+    "name": "Credit Card customers",
+    "source": "https://www.kaggle.com/datasets/sakshigoyal7/credit-card-customers/data",
+    "data_intro": "this dataset consists of 10,000 customers mentioning their age, salary, marital_status, credit card limit, credit card category, etc,try to predict what kind of client is likely to leave",
+    "is_splited": false,
+    "overall_size": 10127,
+    "train_size": 0,
+    "test_size": 0,
+    "c_classes": 6,
+    "n_classes": 17,
+    "task_type": "classification",
+    "target": {
+        "Attrition_Flag": "Given a customer's all other data, predict whether the customer will be Existing Customer or Attrited Customer"
+    },
+    "cat_feature_intro": {
+        "Attrition_Flag": "- Attrition_Flag:Internal event (customer activity) variable - if the account is closed then 1 else 0,Existing Customer,Attrited Customer",
+        "Gender": "- Gender: Demographic variable - M=Male, F=Female",
+        "Education_Level": "- Education_Level:Demographic variable - Educational Qualification of the account holder (example: high school, college graduate, etc.)",
+        "Marital_Status": "- Marital_Status:Demographic variable - Married, Single, Divorced, Unknown",
+        "Income_Category": "- Income_Category: Demographic variable - Annual Income Category of the account holder (< $40K, $40K - 60K, $60K - $80K, $80K-$120K, > $120K, Unknown)",
+        "Card_Category": "- Card_Category: Product Variable - Type of Card (Blue, Silver, Gold, Platinum)"
+    },
+    "num_feature_intro": {
+        "CLIENTNUM": "- CLIENTNUM:Client number. Unique identifier for the customer holding the account",
+        "Customer_Age": "- Customer_Age:Demographic variable - Customer's Age in Years",
+        "Dependent_count": "- Dependent_count:Demographic variable - Number of dependents",
+        "Months_on_book": "- Months_on_book:Period of relationship with bank",
+        "Total_Relationship_Count": "- Total_Relationship_Count:Total no. of products held by the customer",
+        "Months_Inactive_12_mon": "- Months_Inactive_12_mon:No. of months inactive in the last 12 months",
+        "Contacts_Count_12_mon": "- Contacts_Count_12_mon:No. of Contacts in the last 12 months",
+        "Credit_Limit": "- Credit_Limit:Credit Limit on the Credit Card",
+        "Total_Revolving_Bal": "- Total_Revolving_Bal:Total Revolving Balance on the Credit Card",
+        "Avg_Open_To_Buy": "- Avg_Open_To_Buy:Open to Buy Credit Line (Average of last 12 months)",
+        "Total_Amt_Chng_Q4_Q1": "- Total_Amt_Chng_Q4_Q1:Change in Transaction Amount (Q4 over Q1)",
+        "Total_Trans_Amt": "- Total_Trans_Amt:Total Transaction Amount (Last 12 months)",
+        "Total_Trans_Ct": "- Total_Trans_Ct:Total Transaction Count (Last 12 months)",
+        "Total_Ct_Chng_Q4_Q1": "- Total_Ct_Chng_Q4_Q1:Change in Transaction Count (Q4 over Q1)",
+        "Avg_Utilization_Ratio": "- Avg_Utilization_Ratio:Average Card Utilization Ratio",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1:Naive Bayes",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2:Naive Bayes"
+    },
+    "evaluation_metric": null,
+    "num_feature_value": {
+        "Avg_Open_To_Buy": [
+            3.0,
+            34516.0
+        ],
+        "Avg_Utilization_Ratio": [
+            0.0,
+            0.999
+        ],
+        "CLIENTNUM": [
+            708082083.0,
+            828343083.0
+        ],
+        "Contacts_Count_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Credit_Limit": [
+            1438.3,
+            34516.0
+        ],
+        "Customer_Age": [
+            26.0,
+            73.0
+        ],
+        "Dependent_count": [
+            0.0,
+            5.0
+        ],
+        "Months_Inactive_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Months_on_book": [
+            13.0,
+            56.0
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": [
+            7.6642e-06,
+            0.99958
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": [
+            0.00041998,
+            0.99999
+        ],
+        "Total_Amt_Chng_Q4_Q1": [
+            0.0,
+            3.397
+        ],
+        "Total_Ct_Chng_Q4_Q1": [
+            0.0,
+            3.714
+        ],
+        "Total_Relationship_Count": [
+            1.0,
+            6.0
+        ],
+        "Total_Revolving_Bal": [
+            0.0,
+            2517.0
+        ],
+        "Total_Trans_Amt": [
+            510.0,
+            18484.0
+        ],
+        "Total_Trans_Ct": [
+            10.0,
+            139.0
+        ]
+    },
+    "cat_feature_value": {
+        "Attrition_Flag": [
+            "Attrited Customer",
+            "Existing Customer"
+        ],
+        "Card_Category": [
+            "Blue",
+            "Gold",
+            "Platinum",
+            "Silver"
+        ],
+        "Education_Level": [
+            "College",
+            "Doctorate",
+            "Graduate",
+            "High School",
+            "Post-Graduate",
+            "Uneducated",
+            "Unknown"
+        ],
+        "Gender": [
+            "F",
+            "M"
+        ],
+        "Income_Category": [
+            "$120K +",
+            "$40K - $60K",
+            "$60K - $80K",
+            "$80K - $120K",
+            "Less than $40K",
+            "Unknown"
+        ],
+        "Marital_Status": [
+            "Divorced",
+            "Married",
+            "Single",
+            "Unknown"
+        ]
+    }
+}

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_004/test.csv

@@ -0,0 +1,501 @@
+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
+713854608,Existing Customer,62,M,1,Uneducated,Married,$60K - $80K,Blue,36,6,3,3,9521.0,1669,7852.0,1.308,2444,63,0.4,0.175
+713529858,Existing Customer,29,M,2,Graduate,Divorced,$40K - $60K,Silver,22,6,2,3,15578.0,1383,14195.0,0.794,2492,71,0.614,0.089
+720509433,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,31,2,1,3,2306.0,1627,679.0,0.507,3776,70,0.944,0.706
+713837058,Existing Customer,48,M,2,College,Single,Less than $40K,Blue,36,3,2,3,2571.0,1955,616.0,0.531,1234,24,0.714,0.76
+708799983,Attrited Customer,40,M,1,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,4,18386.0,890,17496.0,0.361,1698,43,0.483,0.048
+718909158,Existing Customer,38,M,1,College,Married,Less than $40K,Blue,25,6,3,3,5559.0,658,4901.0,0.627,1793,37,0.947,0.118
+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
+718350033,Existing Customer,50,M,3,College,Single,$40K - $60K,Blue,36,3,2,2,3069.0,1881,1188.0,1.111,2909,58,1.522,0.613
+721033908,Existing Customer,58,M,1,Uneducated,Single,$60K - $80K,Blue,46,6,3,1,2541.0,1053,1488.0,0.926,4552,82,0.745,0.414
+709741608,Existing Customer,51,M,2,Unknown,Single,$80K - $120K,Blue,36,3,1,2,4546.0,0,4546.0,0.651,3739,53,0.963,0.0
+750995508,Attrited Customer,41,M,3,Unknown,Single,$60K - $80K,Blue,32,1,3,3,4697.0,1046,3651.0,0.313,1679,29,0.318,0.223
+818316108,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Blue,38,2,2,1,2550.0,1421,1129.0,0.819,8063,72,0.714,0.557
+719461008,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,38,5,3,2,22332.0,1748,20584.0,0.841,1318,28,0.647,0.078
+719801508,Existing Customer,36,M,1,Uneducated,Unknown,$120K +,Blue,23,6,3,3,20230.0,798,19432.0,0.592,4314,82,0.708,0.039
+719606133,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Blue,31,3,2,1,5169.0,2296,2873.0,0.773,4656,88,0.796,0.444
+709014558,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,42,3,3,2,3783.0,0,3783.0,0.59,4383,82,0.783,0.0
+719338383,Existing Customer,34,M,2,High School,Married,$120K +,Blue,21,3,3,3,6259.0,1063,5196.0,0.668,1836,50,0.515,0.17
+712747758,Attrited Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2477.0,0,2477.0,0.445,2037,43,0.387,0.0
+715203108,Existing Customer,63,M,2,High School,Married,$40K - $60K,Blue,36,2,2,2,5007.0,930,4077.0,0.885,1050,28,1.154,0.186
+771045708,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,2,3,3,1504.0,970,534.0,0.864,2801,51,1.217,0.645
+709276908,Existing Customer,38,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,1438.3,0,1438.3,0.783,3990,75,0.596,0.0
+708185208,Existing Customer,27,M,0,Graduate,Single,$40K - $60K,Blue,16,4,1,2,3178.0,1118,2060.0,0.643,2010,31,0.55,0.352
+712506708,Existing Customer,39,F,3,College,Single,Less than $40K,Blue,25,6,1,2,3920.0,2008,1912.0,0.944,3178,53,0.656,0.512
+710182383,Existing Customer,44,M,3,Uneducated,Divorced,$80K - $120K,Blue,13,4,2,3,17846.0,1568,16278.0,1.064,3626,77,0.878,0.088
+721295658,Existing Customer,62,M,1,Unknown,Single,$80K - $120K,Blue,55,6,1,4,34516.0,2517,31999.0,0.945,3975,63,0.537,0.073
+718063083,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,31,6,1,2,6500.0,2025,4475.0,0.656,4738,82,0.673,0.312
+717574683,Existing Customer,53,F,3,Unknown,Married,$40K - $60K,Blue,46,6,3,1,2192.0,1146,1046.0,0.622,4756,85,0.735,0.523
+711550983,Existing Customer,46,M,1,Graduate,Divorced,$40K - $60K,Blue,37,1,2,2,11343.0,1175,10168.0,0.699,8313,107,0.672,0.104
+718645308,Existing Customer,35,M,4,College,Married,Less than $40K,Blue,36,3,3,3,2311.0,1222,1089.0,0.674,4730,89,0.745,0.529
+772825308,Existing Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,31,4,2,3,27374.0,1509,25865.0,0.803,4231,60,0.714,0.055
+820906233,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,2,8532.0,2165,6367.0,0.707,3242,63,0.75,0.254
+799731033,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,28,3,3,2,1438.3,0,1438.3,0.892,3044,91,0.896,0.0
+716216958,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,42,6,1,1,4429.0,883,3546.0,0.688,4386,63,0.537,0.199
+712475733,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,28,4,2,3,2435.0,1888,547.0,0.922,1847,39,0.696,0.775
+710201058,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,38,3,3,2,1485.0,736,749.0,0.622,4198,65,0.912,0.496
+769962933,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,34,4,1,4,6728.0,1192,5536.0,0.687,5244,75,0.471,0.177
+778357458,Existing Customer,44,F,5,Unknown,Single,Less than $40K,Blue,24,4,3,3,2003.0,1224,779.0,0.646,1756,42,0.355,0.611
+715339758,Existing Customer,64,F,1,High School,Divorced,Unknown,Blue,36,3,3,1,18038.0,1184,16854.0,0.827,4168,64,0.6,0.066
+716088783,Attrited Customer,60,M,0,College,Married,$80K - $120K,Blue,50,1,4,2,29239.0,0,29239.0,1.057,8169,65,0.585,0.0
+827948133,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,43,4,2,4,5062.0,1423,3639.0,0.775,4535,68,0.417,0.281
+715127208,Existing Customer,48,M,3,Doctorate,Divorced,$120K +,Blue,36,4,3,2,34516.0,2517,31999.0,0.697,1699,48,0.846,0.073
+713292933,Existing Customer,36,F,3,Graduate,Single,Unknown,Blue,36,5,2,2,10566.0,726,9840.0,0.893,2156,64,1.207,0.069
+720689583,Existing Customer,50,F,3,High School,Married,$40K - $60K,Blue,40,1,3,3,3367.0,1747,1620.0,0.769,5657,91,0.517,0.519
+821710308,Existing Customer,38,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,2,2206.0,2018,188.0,0.648,1739,35,0.667,0.915
+715799808,Attrited Customer,52,M,0,High School,Single,$60K - $80K,Blue,39,4,3,2,3764.0,0,3764.0,0.776,6574,69,0.865,0.0
+771682533,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,31,4,3,2,5702.0,0,5702.0,0.773,3928,75,0.744,0.0
+811035483,Attrited Customer,47,M,3,Uneducated,Divorced,$120K +,Silver,42,2,4,5,34516.0,0,34516.0,0.521,1641,35,0.591,0.0
+779100408,Existing Customer,33,F,1,Post-Graduate,Married,Less than $40K,Blue,15,6,2,0,1741.0,1328,413.0,0.69,2629,61,0.649,0.763
+711371208,Existing Customer,50,F,4,College,Married,Unknown,Blue,36,4,2,2,6465.0,1863,4602.0,0.399,4490,68,0.789,0.288
+720075558,Existing Customer,50,M,4,College,Married,$120K +,Blue,36,6,1,4,7084.0,0,7084.0,0.889,3838,66,0.737,0.0
+711745233,Attrited Customer,30,F,0,High School,Single,Unknown,Blue,22,1,2,4,13894.0,0,13894.0,0.845,9351,69,0.533,0.0
+710416533,Existing Customer,58,F,3,Unknown,Single,$40K - $60K,Blue,52,4,1,1,1454.0,888,566.0,1.19,3060,56,0.647,0.611
+715690908,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Silver,39,4,3,2,12222.0,1260,10962.0,1.138,3418,78,0.733,0.103
+779351208,Existing Customer,49,M,2,Unknown,Single,$60K - $80K,Blue,34,4,1,4,5176.0,0,5176.0,0.838,1902,56,0.931,0.0
+789193383,Existing Customer,65,M,0,Uneducated,Single,Less than $40K,Blue,54,3,1,5,2644.0,1691,953.0,0.755,3495,70,0.628,0.64
+713318733,Attrited Customer,32,M,0,College,Single,$60K - $80K,Blue,24,3,2,3,4097.0,0,4097.0,0.836,8376,64,0.684,0.0
+823528833,Existing Customer,50,F,1,Unknown,Single,Less than $40K,Blue,46,4,2,3,2081.0,1235,846.0,1.485,1337,29,1.071,0.593
+715080258,Existing Customer,37,F,1,High School,Single,Unknown,Blue,36,3,2,3,6730.0,1093,5637.0,1.01,4814,89,0.854,0.162
+794160408,Existing Customer,46,F,3,Graduate,Married,Unknown,Blue,40,1,1,1,3044.0,1973,1071.0,0.946,4747,73,1.028,0.648
+809127858,Existing Customer,51,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,4,1,3,2275.0,1219,1056.0,0.639,4807,72,0.6,0.536
+714097683,Attrited Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,49,3,3,4,1809.0,0,1809.0,0.569,2123,44,0.571,0.0
+720904233,Existing Customer,53,M,0,Graduate,Married,$80K - $120K,Blue,41,3,3,2,16033.0,560,15473.0,0.963,1158,31,1.067,0.035
+709343433,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,26,5,3,3,2469.0,1826,643.0,0.666,3837,74,0.721,0.74
+708895158,Existing Customer,46,M,2,Unknown,Married,$80K - $120K,Blue,34,3,3,3,2925.0,2365,560.0,0.691,1371,30,0.579,0.809
+813234108,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,40,4,1,3,2922.0,1212,1710.0,0.662,3895,70,0.591,0.415
+716399583,Existing Customer,34,M,1,Uneducated,Married,$120K +,Blue,36,6,2,1,19630.0,1251,18379.0,1.399,2286,39,0.696,0.064
+720695583,Existing Customer,65,M,1,Graduate,Single,Unknown,Blue,53,6,2,3,10775.0,1787,8988.0,0.648,3432,70,0.75,0.166
+715688958,Existing Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,2736.0,2043,693.0,0.801,4550,84,0.75,0.747
+779404383,Existing Customer,47,F,5,Uneducated,Divorced,Unknown,Blue,36,6,2,3,12581.0,1235,11346.0,0.611,4427,76,1.303,0.098
+721221783,Existing Customer,62,M,2,Graduate,Single,Less than $40K,Blue,48,6,3,2,5844.0,2013,3831.0,0.478,3546,65,0.548,0.344
+713647083,Existing Customer,53,F,2,Uneducated,Single,Unknown,Blue,36,5,2,3,9314.0,1761,7553.0,0.562,3696,80,0.778,0.189
+717877533,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,36,5,1,1,11314.0,0,11314.0,0.674,3761,70,0.628,0.0
+720254883,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,46,6,1,3,5877.0,1697,4180.0,1.058,2494,58,0.706,0.289
+714892533,Existing Customer,26,M,0,Unknown,Single,Unknown,Blue,16,5,3,2,3877.0,0,3877.0,0.773,2473,33,0.833,0.0
+768498258,Existing Customer,47,F,1,High School,Married,Unknown,Blue,41,3,2,3,2950.0,1642,1308.0,0.8,4740,83,0.694,0.557
+710792733,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,29,4,2,2,2897.0,638,2259.0,1.041,4491,75,0.786,0.22
+778264008,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,32,2,1,2,3104.0,1954,1150.0,0.473,4699,77,0.925,0.63
+774675933,Existing Customer,40,M,3,College,Divorced,$80K - $120K,Silver,34,2,1,3,34516.0,2052,32464.0,0.477,3510,62,0.476,0.059
+711784908,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,34,5,5,2,3322.0,2517,805.0,0.789,3913,86,0.911,0.758
+713363583,Existing Customer,34,M,2,Uneducated,Single,$120K +,Blue,17,3,1,2,5030.0,2326,2704.0,0.856,3345,69,1.3,0.462
+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
+815767983,Existing Customer,45,M,0,Graduate,Married,$60K - $80K,Blue,40,4,3,3,1438.3,0,1438.3,0.555,4869,66,0.737,0.0
+741116058,Existing Customer,48,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,4,2582.0,1399,1183.0,0.559,2144,42,0.909,0.542
+714241083,Existing Customer,49,F,1,Graduate,Married,Unknown,Blue,39,1,1,3,5455.0,2091,3364.0,0.748,4349,58,0.812,0.383
+710687508,Existing Customer,65,M,0,High School,Married,Less than $40K,Blue,56,6,3,1,2621.0,1858,763.0,0.987,2148,47,1.043,0.709
+717535083,Existing Customer,52,F,2,Post-Graduate,Married,Less than $40K,Blue,40,2,2,1,5207.0,1121,4086.0,0.578,7153,84,0.647,0.215
+772073508,Attrited Customer,52,F,1,College,Single,Less than $40K,Blue,41,5,3,6,1764.0,0,1764.0,0.824,2740,47,0.343,0.0
+711379083,Existing Customer,60,F,0,Doctorate,Single,Less than $40K,Blue,42,5,3,3,2758.0,1429,1329.0,0.718,5124,74,0.644,0.518
+717655458,Existing Customer,40,F,2,Uneducated,Unknown,$40K - $60K,Silver,28,5,3,4,16903.0,1507,15396.0,0.97,3819,61,0.525,0.089
+720259308,Existing Customer,39,M,3,High School,Single,$80K - $120K,Blue,30,5,3,3,6347.0,569,5778.0,0.668,3927,82,0.577,0.09
+709621008,Existing Customer,48,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,6,3,2,5826.0,1482,4344.0,0.729,4135,76,0.767,0.254
+810545733,Existing Customer,47,F,2,College,Married,Unknown,Blue,42,3,3,3,2373.0,1480,893.0,0.631,4228,63,0.658,0.624
+720181758,Attrited Customer,37,M,0,Doctorate,Married,$120K +,Blue,22,3,3,4,8654.0,0,8654.0,0.446,850,18,0.385,0.0
+713630733,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,24,5,3,3,5712.0,1955,3757.0,0.969,2617,54,0.8,0.342
+787568433,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7328.0,936,6392.0,0.689,4518,79,0.795,0.128
+778471758,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,37,1,3,3,2427.0,2362,65.0,0.67,4663,85,0.771,0.973
+713399583,Attrited Customer,49,M,2,Unknown,Married,$80K - $120K,Blue,39,2,3,4,29865.0,2097,27768.0,0.902,8636,74,0.947,0.07
+712110333,Attrited Customer,37,F,3,High School,Single,Unknown,Blue,18,4,1,3,2179.0,0,2179.0,0.725,2568,48,0.297,0.0
+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
+779420583,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,33,2,1,3,3001.0,2055,946.0,0.838,4662,70,0.628,0.685
+737921733,Attrited Customer,62,F,1,Unknown,Single,Less than $40K,Blue,55,3,3,3,1892.0,1604,288.0,0.476,1581,34,0.417,0.848
+785515533,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,37,3,3,1,5380.0,1337,4043.0,0.845,8947,93,0.576,0.249
+720841533,Existing Customer,29,M,0,Graduate,Married,Less than $40K,Blue,15,3,1,5,4700.0,0,4700.0,0.617,14723,96,0.655,0.0
+816549933,Existing Customer,50,M,4,High School,Divorced,$80K - $120K,Blue,45,4,2,2,1687.0,992,695.0,0.721,4342,82,0.783,0.588
+712884408,Existing Customer,43,F,1,High School,Single,Unknown,Blue,30,3,2,0,5700.0,1904,3796.0,0.649,7939,95,0.61,0.334
+711242058,Attrited Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,36,1,3,1,11862.0,2517,9345.0,0.766,643,16,0.231,0.212
+709028208,Existing Customer,44,F,2,Graduate,Married,Unknown,Blue,37,6,3,2,24221.0,1274,22947.0,0.452,3361,63,0.853,0.053
+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
+708997833,Existing Customer,49,F,4,Doctorate,Single,$40K - $60K,Blue,39,5,3,1,3255.0,603,2652.0,0.617,4045,62,0.824,0.185
+720242733,Existing Customer,45,M,4,Unknown,Single,Less than $40K,Blue,36,5,2,3,1963.0,1549,414.0,0.778,3718,75,0.596,0.789
+713144208,Attrited Customer,51,F,0,High School,Married,Unknown,Blue,42,1,4,4,9989.0,568,9421.0,0.52,2053,49,0.485,0.057
+709443633,Existing Customer,38,F,1,Uneducated,Married,Less than $40K,Blue,26,5,1,1,4345.0,838,3507.0,0.593,4770,62,0.722,0.193
+709319658,Attrited Customer,48,F,4,Graduate,Single,Less than $40K,Platinum,37,5,3,4,15987.0,0,15987.0,0.827,7681,71,0.69,0.0
+817293258,Existing Customer,44,F,4,College,Married,$40K - $60K,Blue,27,1,1,2,3183.0,2517,666.0,0.726,4017,63,0.853,0.791
+714169083,Existing Customer,48,M,4,Post-Graduate,Single,$120K +,Blue,38,5,2,0,34516.0,1639,32877.0,0.688,4959,74,0.805,0.047
+813814008,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,6,3,2,2324.0,1576,748.0,0.728,1272,37,1.312,0.678
+813338733,Existing Customer,47,F,3,Unknown,Single,Unknown,Blue,42,3,2,2,5884.0,1382,4502.0,0.91,4477,82,0.745,0.235
+816600933,Attrited Customer,56,M,0,College,Married,$80K - $120K,Blue,51,3,2,3,14501.0,0,14501.0,0.854,1031,25,0.389,0.0
+710411358,Attrited Customer,39,F,4,College,Married,$40K - $60K,Blue,28,4,2,4,7596.0,2199,5397.0,0.633,2164,45,0.5,0.289
+715616358,Existing Customer,53,F,0,Graduate,Married,Unknown,Blue,36,5,4,3,5843.0,1162,4681.0,0.765,4405,67,0.811,0.199
+798451908,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,30,1,3,2,5723.0,0,5723.0,0.85,12403,120,0.69,0.0
+811713408,Existing Customer,58,F,2,High School,Married,$40K - $60K,Blue,53,4,2,3,2642.0,1249,1393.0,0.682,4897,81,0.723,0.473
+716212383,Attrited Customer,38,M,1,High School,Single,$120K +,Blue,30,5,3,3,10874.0,2415,8459.0,0.933,4619,59,0.372,0.222
+713343333,Existing Customer,42,M,3,Unknown,Married,$40K - $60K,Blue,29,4,3,4,6698.0,1327,5371.0,0.798,4065,77,0.711,0.198
+802834158,Attrited Customer,42,M,4,Unknown,Married,$60K - $80K,Blue,36,3,2,2,6743.0,1737,5006.0,0.598,1934,30,0.579,0.258
+717704433,Existing Customer,48,F,4,Unknown,Single,Unknown,Blue,37,1,2,1,3829.0,836,2993.0,0.731,4313,85,0.545,0.218
+721233033,Attrited Customer,50,M,2,High School,Single,$80K - $120K,Blue,38,1,2,3,4915.0,464,4451.0,0.242,1474,36,0.091,0.094
+708817608,Existing Customer,41,F,3,High School,Married,Unknown,Blue,24,3,1,1,3427.0,1419,2008.0,0.685,4218,74,0.805,0.414
+714847983,Existing Customer,48,M,3,Unknown,Single,$80K - $120K,Blue,36,3,4,2,2713.0,2201,512.0,0.716,4220,79,0.612,0.811
+718325883,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,32,6,3,2,7723.0,1902,5821.0,1.181,1241,22,1.0,0.246
+710382108,Existing Customer,39,F,3,Post-Graduate,Married,Less than $40K,Blue,19,5,1,2,2452.0,2423,29.0,0.778,4204,63,0.8,0.988
+826068183,Existing Customer,36,M,1,Graduate,Married,$80K - $120K,Blue,32,4,4,3,15488.0,1463,14025.0,1.28,2916,50,0.724,0.094
+787301208,Existing Customer,52,M,2,Uneducated,Divorced,$40K - $60K,Blue,46,5,1,1,1438.3,0,1438.3,0.706,3763,74,0.85,0.0
+721468533,Existing Customer,59,M,1,Graduate,Single,Unknown,Blue,36,1,5,2,12265.0,1412,10853.0,0.643,7470,82,0.783,0.115
+718491708,Existing Customer,53,F,2,College,Single,Unknown,Blue,38,2,3,3,16592.0,1435,15157.0,0.76,7642,89,0.648,0.086
+780105483,Attrited Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,50,3,4,4,1697.0,377,1320.0,1.048,2799,49,0.485,0.222
+713446083,Existing Customer,49,F,4,Uneducated,Unknown,Unknown,Blue,39,5,2,3,11545.0,1732,9813.0,0.871,3996,65,0.548,0.15
+803113383,Attrited Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,49,3,4,3,3292.0,0,3292.0,0.482,2222,54,0.636,0.0
+772051308,Existing Customer,55,F,3,Graduate,Single,Unknown,Blue,44,6,6,3,2553.0,1823,730.0,0.574,3853,69,0.683,0.714
+715866033,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,5,2,1,2535.0,1352,1183.0,0.509,3840,72,0.565,0.533
+825743583,Existing Customer,39,F,2,Graduate,Single,Unknown,Silver,35,1,3,3,32089.0,1971,30118.0,0.671,13796,121,0.833,0.061
+717480783,Existing Customer,39,M,1,High School,Single,$80K - $120K,Blue,29,3,1,2,9680.0,2101,7579.0,0.626,15152,100,0.695,0.217
+718548558,Existing Customer,53,F,3,Unknown,Single,Less than $40K,Blue,42,1,1,3,2915.0,2041,874.0,0.927,4272,70,0.75,0.7
+710116833,Attrited Customer,59,F,1,High School,Single,$40K - $60K,Blue,36,5,3,3,1665.0,0,1665.0,1.01,2748,40,0.333,0.0
+778780008,Existing Customer,48,M,4,Unknown,Married,$60K - $80K,Blue,36,4,3,3,1622.0,1249,373.0,0.585,4164,66,0.61,0.77
+792795933,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,30,5,6,2,2669.0,2397,272.0,0.807,3847,65,0.585,0.898
+717257658,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,29,2,2,1,9357.0,1942,7415.0,0.8,7971,84,0.787,0.208
+717579258,Attrited Customer,36,M,1,Unknown,Unknown,$40K - $60K,Blue,36,2,3,3,6893.0,1462,5431.0,1.031,4782,50,0.351,0.212
+713993208,Existing Customer,37,F,3,Doctorate,Married,Less than $40K,Blue,36,3,5,2,1438.3,0,1438.3,0.861,4314,82,0.864,0.0
+811762383,Existing Customer,42,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,2250.0,1788,462.0,0.523,4908,71,1.152,0.795
+790201158,Existing Customer,60,F,1,Uneducated,Married,Less than $40K,Silver,54,2,2,3,13062.0,1731,11331.0,0.936,13609,108,0.565,0.133
+755399433,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,1,2,28634.0,926,27708.0,0.622,4549,68,0.659,0.032
+719590458,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,6,3,3,1905.0,0,1905.0,0.845,3120,46,0.586,0.0
+778353183,Existing Customer,31,F,0,High School,Married,Less than $40K,Blue,13,5,2,3,3201.0,984,2217.0,0.639,5155,77,0.925,0.307
+712154883,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,48,3,2,2,2473.0,1745,728.0,0.769,4823,72,0.8,0.706
+787849833,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,40,4,2,0,13490.0,1672,11818.0,0.799,4205,75,0.415,0.124
+714337233,Attrited Customer,43,F,2,Graduate,Married,Less than $40K,Silver,25,6,2,4,10388.0,1961,8427.0,0.703,10294,61,0.649,0.189
+711267633,Attrited Customer,50,F,3,Graduate,Divorced,Less than $40K,Blue,40,5,4,4,4248.0,316,3932.0,0.661,2271,36,0.333,0.074
+770743983,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,20,1,2,3,8698.0,874,7824.0,0.708,15683,94,0.709,0.1
+787557258,Existing Customer,52,F,4,Graduate,Married,Unknown,Blue,42,5,3,2,1816.0,0,1816.0,0.664,4957,78,0.773,0.0
+808747233,Attrited Customer,50,M,2,Doctorate,Married,$120K +,Silver,45,6,3,3,34516.0,0,34516.0,0.771,2573,55,0.719,0.0
+716118633,Existing Customer,43,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,36,6,1,1,5427.0,2177,3250.0,0.824,4328,73,0.622,0.401
+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
+779791908,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,6,3,3,2896.0,0,2896.0,0.961,4970,85,0.889,0.0
+708344358,Existing Customer,53,F,3,High School,Married,Unknown,Blue,45,5,1,3,2495.0,1354,1141.0,0.623,1311,31,0.476,0.543
+719845908,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,36,2,1,3,3240.0,0,3240.0,0.812,4803,83,0.804,0.0
+779425608,Existing Customer,50,F,1,Unknown,Single,Unknown,Blue,32,6,1,4,5916.0,983,4933.0,0.761,3752,75,0.974,0.166
+717908208,Existing Customer,43,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,1,2,2525.0,1595,930.0,0.78,4859,82,0.864,0.632
+717783483,Existing Customer,47,F,5,Post-Graduate,Divorced,Less than $40K,Blue,30,4,1,2,5016.0,2286,2730.0,0.669,17038,122,0.649,0.456
+809626983,Attrited Customer,48,F,3,High School,Married,Less than $40K,Blue,43,3,3,3,1670.0,0,1670.0,0.707,2790,37,0.321,0.0
+770705208,Existing Customer,44,F,2,Unknown,Single,Less than $40K,Gold,30,1,3,3,15365.0,630,14735.0,0.807,7890,91,0.685,0.041
+716098683,Existing Customer,46,F,5,Graduate,Unknown,Unknown,Blue,36,2,3,1,5496.0,1816,3680.0,0.678,7985,93,0.603,0.33
+715855083,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,6,2,4,19762.0,507,19255.0,0.85,2793,67,0.595,0.026
+820637433,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,40,5,2,3,1603.0,0,1603.0,0.467,4041,66,0.571,0.0
+710136258,Attrited Customer,33,F,2,Graduate,Single,Less than $40K,Blue,24,6,2,3,1806.0,0,1806.0,0.983,2833,43,0.654,0.0
+710784333,Existing Customer,57,M,2,Unknown,Married,$120K +,Blue,36,3,2,2,23700.0,1314,22386.0,1.487,1644,28,0.647,0.055
+720953658,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,36,5,3,4,5688.0,914,4774.0,1.099,1824,53,1.038,0.161
+708654933,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987.0,193,15794.0,0.435,2021,46,0.394,0.012
+718950483,Existing Customer,58,F,1,Unknown,Married,$40K - $60K,Blue,48,3,3,2,12423.0,1910,10513.0,0.405,1208,38,0.357,0.154
+713115483,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1684.0,0,1684.0,0.557,2275,45,0.607,0.0
+708902883,Existing Customer,55,M,2,Graduate,Single,$120K +,Blue,36,5,2,2,12856.0,0,12856.0,0.51,3364,61,0.564,0.0
+713134458,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,4,1,1,13219.0,0,13219.0,0.576,1097,24,0.5,0.0
+714907908,Existing Customer,51,F,0,High School,Married,$40K - $60K,Blue,40,6,2,2,5450.0,1674,3776.0,0.588,3722,77,0.711,0.307
+711341433,Existing Customer,34,F,2,Graduate,Single,Unknown,Blue,24,6,3,3,3095.0,2010,1085.0,0.668,3901,77,0.711,0.649
+796791258,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,44,5,2,4,3104.0,1791,1313.0,1.048,4006,76,0.81,0.577
+712637283,Existing Customer,36,F,2,Unknown,Unknown,Less than $40K,Blue,28,6,1,2,2169.0,1602,567.0,0.668,5182,78,0.814,0.739
+711736083,Attrited Customer,47,F,4,College,Divorced,Unknown,Blue,36,4,3,3,6769.0,274,6495.0,0.998,4885,54,0.35,0.04
+713138433,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,42,4,2,3,14782.0,1020,13762.0,0.683,3206,54,0.8,0.069
+821755233,Existing Customer,40,F,2,Unknown,Married,Unknown,Blue,28,5,5,2,14999.0,1123,13876.0,0.539,3441,69,0.468,0.075
+708559533,Existing Customer,40,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,3,2,1770.0,584,1186.0,0.706,4442,83,0.844,0.33
+719592483,Existing Customer,43,F,5,Graduate,Single,Unknown,Blue,34,6,6,3,4607.0,2440,2167.0,0.646,4825,77,0.878,0.53
+720180633,Existing Customer,50,M,2,College,Married,$120K +,Blue,36,3,2,3,3390.0,2385,1005.0,0.656,4128,73,0.698,0.704
+816608808,Existing Customer,46,M,1,Graduate,Single,$80K - $120K,Blue,41,4,2,3,8916.0,0,8916.0,0.631,2773,62,0.676,0.0
+710278458,Attrited Customer,52,M,2,High School,Single,$80K - $120K,Blue,43,4,3,3,11617.0,2517,9100.0,0.457,1643,43,0.483,0.217
+772207683,Existing Customer,34,M,2,Graduate,Single,Less than $40K,Blue,23,1,3,2,8940.0,1518,7422.0,0.726,14459,97,0.702,0.17
+770575233,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,23,6,1,2,5663.0,1149,4514.0,0.767,2553,61,0.794,0.203
+769575783,Attrited Customer,49,F,3,College,Married,Less than $40K,Blue,41,3,3,3,1603.0,749,854.0,0.733,2644,43,0.483,0.467
+784827108,Existing Customer,39,F,1,High School,Single,Less than $40K,Blue,33,6,3,2,2292.0,1839,453.0,0.675,4043,72,0.674,0.802
+716129208,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,2031.0,0,2031.0,0.752,1678,36,0.8,0.0
+709246683,Existing Customer,62,M,1,Unknown,Single,Unknown,Blue,36,5,1,1,18457.0,2248,16209.0,0.578,3603,69,0.643,0.122
+708482658,Existing Customer,41,M,3,Graduate,Married,$80K - $120K,Blue,31,3,2,2,9959.0,1946,8013.0,0.725,15594,114,0.676,0.195
+712817808,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,23,5,2,1,4761.0,1561,3200.0,0.69,2045,53,1.65,0.328
+709487058,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Silver,36,6,2,3,13812.0,1132,12680.0,0.699,3723,56,0.867,0.082
+716354883,Attrited Customer,59,F,0,Graduate,Unknown,Unknown,Blue,49,2,3,2,9076.0,0,9076.0,0.899,3048,53,0.656,0.0
+710845308,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,36,2,2,1,32949.0,1190,31759.0,0.664,14892,113,0.638,0.036
+721183983,Existing Customer,48,M,4,High School,Married,$120K +,Blue,31,6,3,1,34516.0,1013,33503.0,0.575,1222,37,0.85,0.029
+711332883,Attrited Customer,62,M,1,High School,Single,$60K - $80K,Blue,46,2,3,3,7547.0,2477,5070.0,1.021,5294,73,0.698,0.328
+824795358,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,0,1638.0,1038,600.0,0.718,4150,70,0.591,0.634
+713625483,Existing Customer,58,M,2,College,Married,$80K - $120K,Blue,44,3,2,2,11811.0,2508,9303.0,0.476,1469,29,0.812,0.212
+710839308,Existing Customer,34,F,2,High School,Single,Less than $40K,Blue,21,6,1,3,5015.0,1671,3344.0,0.689,3161,77,0.878,0.333
+717769008,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,36,5,3,4,11444.0,1278,10166.0,1.31,2493,44,0.913,0.112
+708953883,Attrited Customer,53,M,2,Unknown,Married,$80K - $120K,Blue,36,2,2,1,3212.0,0,3212.0,0.713,757,20,0.25,0.0
+714916758,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,5210.0,0,5210.0,0.531,1309,45,0.607,0.0
+717376758,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,47,4,3,1,2238.0,1324,914.0,0.762,4108,72,0.846,0.592
+788908308,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,2,3,2,5972.0,0,5972.0,0.606,14227,116,0.706,0.0
+708944958,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,4,3569.0,1030,2539.0,1.09,4612,75,0.923,0.289
+709025583,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,36,3,3,3,9355.0,715,8640.0,0.422,1138,38,0.727,0.076
+794490858,Existing Customer,48,F,1,High School,Married,$40K - $60K,Silver,28,3,1,2,15713.0,1387,14326.0,0.904,4775,61,0.605,0.088
+713350908,Existing Customer,41,F,2,Uneducated,Married,$40K - $60K,Blue,36,5,3,3,2690.0,1912,778.0,0.692,3636,68,0.7,0.711
+710974308,Existing Customer,38,M,1,Graduate,Unknown,$80K - $120K,Blue,36,3,3,4,26792.0,1671,25121.0,0.938,3587,66,0.571,0.062
+721524858,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,37,1,2,3,7098.0,1829,5269.0,0.557,13139,102,0.789,0.258
+778327908,Existing Customer,50,M,2,Uneducated,Single,Less than $40K,Blue,40,4,3,5,2419.0,2380,39.0,0.695,4099,73,0.659,0.984
+715004808,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,39,5,3,1,2992.0,1845,1147.0,0.707,4339,84,0.75,0.617
+718882008,Existing Customer,38,M,1,High School,Single,$120K +,Blue,27,6,2,2,22487.0,889,21598.0,0.528,4960,73,0.46,0.04
+710667708,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,12510.0,1871,10639.0,0.748,14018,128,0.778,0.15
+716002458,Existing Customer,43,M,4,College,Married,$40K - $60K,Blue,30,1,1,2,7386.0,656,6730.0,0.885,15691,126,0.68,0.089
+716953083,Existing Customer,53,F,2,Graduate,Married,Unknown,Blue,41,3,2,2,2046.0,1260,786.0,0.768,4228,81,0.884,0.616
+711538758,Attrited Customer,39,M,5,Graduate,Single,$60K - $80K,Blue,36,1,3,3,24657.0,633,24024.0,0.358,1954,46,0.394,0.026
+710190858,Existing Customer,28,M,1,Unknown,Unknown,$40K - $60K,Blue,15,5,2,4,9283.0,2288,6995.0,0.928,13804,110,0.719,0.246
+708217758,Existing Customer,63,M,2,Graduate,Married,$60K - $80K,Blue,49,5,2,3,14035.0,2061,11974.0,2.271,1606,30,1.5,0.147
+717954333,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,25,4,2,1,1781.0,935,846.0,0.868,5093,77,0.974,0.525
+719046558,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,36,6,3,3,1982.0,1751,231.0,0.843,4313,62,0.676,0.883
+719841708,Existing Customer,45,M,0,Uneducated,Single,$80K - $120K,Blue,36,1,4,3,20356.0,2031,18325.0,0.752,15180,121,0.806,0.1
+708095133,Existing Customer,43,M,4,Unknown,Unknown,$120K +,Blue,34,5,2,2,33304.0,1833,31471.0,0.428,1448,29,0.381,0.055
+710518308,Existing Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,35,1,4,2,1685.0,0,1685.0,0.457,4155,85,0.667,0.0
+809290308,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,26,3,1,1,3540.0,1173,2367.0,1.106,1912,45,0.667,0.331
+711370458,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Gold,38,1,2,2,15016.0,2016,13000.0,0.709,7685,84,0.527,0.134
+711738333,Existing Customer,34,M,2,Graduate,Married,$80K - $120K,Blue,23,6,2,3,7567.0,1776,5791.0,1.275,2361,45,0.875,0.235
+710952933,Existing Customer,43,F,1,Uneducated,Divorced,Less than $40K,Blue,36,5,2,3,2077.0,1254,823.0,0.821,4226,75,1.143,0.604
+716319258,Existing Customer,43,M,4,Uneducated,Single,$120K +,Blue,36,1,1,3,34516.0,1742,32774.0,0.661,7360,82,0.745,0.05
+797232183,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,36,2,1,1,2676.0,1962,714.0,0.668,5020,75,0.786,0.733
+803408733,Existing Customer,32,M,2,High School,Divorced,$60K - $80K,Blue,26,6,1,4,2239.0,1338,901.0,0.567,2466,60,0.579,0.598
+712446783,Attrited Customer,50,F,4,Graduate,Married,Less than $40K,Blue,30,5,3,4,4038.0,1530,2508.0,0.724,2400,41,0.323,0.379
+718993533,Existing Customer,44,M,2,Graduate,Unknown,$80K - $120K,Blue,37,2,3,0,15821.0,1334,14487.0,0.81,8927,103,0.635,0.084
+765755283,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,41,1,1,3,7884.0,745,7139.0,0.714,4588,74,0.762,0.094
+794562783,Existing Customer,28,F,0,Unknown,Single,Unknown,Blue,13,5,3,2,21691.0,661,21030.0,0.767,2534,51,0.962,0.03
+719431608,Existing Customer,63,F,0,College,Married,$40K - $60K,Blue,53,6,1,4,3118.0,1528,1590.0,0.604,1291,24,0.6,0.49
+721397808,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,24,5,2,0,3735.0,1176,2559.0,1.184,1564,41,0.708,0.315
+708117933,Attrited Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,3,2,3,1880.0,0,1880.0,0.519,2469,34,0.417,0.0
+716271183,Attrited Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,37,3,2,2,8924.0,0,8924.0,0.547,1720,42,0.4,0.0
+711487533,Attrited Customer,47,F,3,Unknown,Married,Less than $40K,Blue,38,3,3,2,1438.3,0,1438.3,0.198,1687,38,0.226,0.0
+714140133,Existing Customer,42,F,4,Graduate,Unknown,Less than $40K,Blue,32,3,1,2,2314.0,1547,767.0,0.804,4678,74,1.0,0.669
+716832858,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,34,1,2,4,4930.0,159,4771.0,0.592,7412,60,0.579,0.032
+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
+715857183,Existing Customer,46,M,2,College,Single,$60K - $80K,Blue,36,3,3,2,4939.0,1296,3643.0,0.911,2150,43,0.87,0.262
+714496083,Existing Customer,51,M,3,Unknown,Single,$60K - $80K,Blue,43,4,2,3,6649.0,1781,4868.0,0.546,1609,28,0.474,0.268
+713345508,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,36,4,3,2,2325.0,1662,663.0,0.8,4471,83,0.804,0.715
+818926833,Existing Customer,34,F,3,College,Married,$40K - $60K,Blue,29,4,1,2,2000.0,0,2000.0,0.782,1944,42,0.75,0.0
+824667708,Existing Customer,32,F,1,Graduate,Single,Less than $40K,Blue,28,6,3,3,2428.0,1027,1401.0,0.824,3007,84,0.867,0.423
+708653958,Attrited Customer,38,M,3,College,Married,$60K - $80K,Blue,36,5,2,2,6114.0,1461,4653.0,0.772,2608,36,0.385,0.239
+709714008,Attrited Customer,50,F,1,Unknown,Single,Unknown,Blue,39,6,3,3,9248.0,0,9248.0,0.613,2325,45,0.552,0.0
+714086133,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2577.0,1450,1127.0,0.747,4576,83,0.766,0.563
+778486008,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,40,4,4,1,4223.0,2235,1988.0,0.863,3669,62,1.138,0.529
+714190983,Attrited Customer,51,F,2,Graduate,Single,Unknown,Platinum,32,2,3,3,34516.0,531,33985.0,0.98,5418,65,0.711,0.015
+721440633,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,36,5,2,3,7982.0,897,7085.0,0.778,4387,71,0.511,0.112
+713289183,Existing Customer,53,F,3,Doctorate,Married,Less than $40K,Blue,33,6,2,1,2255.0,1647,608.0,0.848,4270,76,0.767,0.73
+720897783,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,30,6,2,5,34516.0,2010,32506.0,0.594,2776,59,0.735,0.058
+721479108,Existing Customer,52,M,1,Uneducated,Single,$120K +,Blue,41,1,1,3,12764.0,0,12764.0,0.71,3332,64,0.882,0.0
+712447758,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,2,2,3,11901.0,2517,9384.0,0.781,7998,82,0.608,0.211
+714577233,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,41,2,3,1,4755.0,0,4755.0,0.776,15999,109,0.73,0.0
+708134283,Existing Customer,35,M,2,Uneducated,Married,Less than $40K,Blue,36,4,3,3,3131.0,629,2502.0,0.749,1483,31,0.632,0.201
+720849708,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,37,3,3,1,14388.0,2517,11871.0,0.709,7042,85,0.635,0.175
+718570158,Existing Customer,54,F,4,College,Single,Less than $40K,Blue,44,3,3,2,2901.0,2517,384.0,0.608,4731,83,0.804,0.868
+713482608,Existing Customer,47,M,4,College,Married,$40K - $60K,Blue,35,6,1,2,3560.0,751,2809.0,1.096,4060,79,0.975,0.211
+779051808,Existing Customer,35,F,1,Graduate,Single,$40K - $60K,Blue,16,3,2,2,2546.0,1348,1198.0,0.877,4145,75,0.596,0.529
+780638958,Existing Customer,42,F,2,Graduate,Divorced,$40K - $60K,Blue,31,6,2,1,2468.0,1850,618.0,0.775,4483,77,0.54,0.75
+718594608,Existing Customer,43,F,2,Post-Graduate,Married,Unknown,Blue,36,3,3,3,20156.0,1759,18397.0,0.476,1362,28,0.556,0.087
+714927333,Existing Customer,62,F,0,Graduate,Married,Unknown,Blue,52,6,3,2,9050.0,1538,7512.0,0.77,1542,43,0.654,0.17
+721256808,Existing Customer,35,F,2,Unknown,Single,Less than $40K,Blue,20,6,1,2,2691.0,1935,756.0,0.681,4365,86,0.911,0.719
+714377058,Attrited Customer,63,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,4,1896.0,0,1896.0,0.747,2186,50,0.562,0.0
+710626758,Existing Customer,44,M,4,Uneducated,Unknown,$60K - $80K,Blue,36,6,1,3,2761.0,0,2761.0,0.619,3706,65,0.585,0.0
+710188308,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,41,6,2,3,1519.0,1148,371.0,0.767,4927,73,0.738,0.756
+719315508,Existing Customer,62,F,0,Unknown,Married,$40K - $60K,Blue,36,4,2,2,2964.0,2400,564.0,1.296,1557,25,1.778,0.81
+712947333,Attrited Customer,54,F,4,Unknown,Married,Less than $40K,Blue,43,3,3,0,5139.0,0,5139.0,0.33,1653,44,0.692,0.0
+714879483,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,31,1,3,3,3929.0,542,3387.0,0.811,7773,64,0.73,0.138
+817086783,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,27,4,3,2,2826.0,2162,664.0,0.924,2005,32,0.684,0.765
+716075208,Existing Customer,32,F,3,High School,Married,Less than $40K,Blue,22,4,2,4,4561.0,2029,2532.0,0.768,1874,38,0.52,0.445
+710035008,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,24,3,2,4,3827.0,1397,2430.0,0.88,2491,64,1.0,0.365
+819200133,Existing Customer,44,M,3,Graduate,Unknown,$60K - $80K,Blue,39,5,4,3,2991.0,642,2349.0,0.76,4646,62,0.55,0.215
+713789883,Existing Customer,50,F,4,High School,Married,$40K - $60K,Blue,36,6,1,1,1479.0,1004,475.0,0.827,5116,75,0.974,0.679
+778936008,Existing Customer,46,F,4,High School,Married,Unknown,Blue,30,3,1,3,5869.0,0,5869.0,0.852,5103,83,0.844,0.0
+714397983,Existing Customer,36,M,2,College,Married,$40K - $60K,Blue,36,4,3,1,3877.0,1495,2382.0,0.783,1942,42,0.75,0.386
+720185058,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,4,4267.0,0,4267.0,0.862,1067,23,0.769,0.0
+717026658,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,32,6,3,3,1897.0,0,1897.0,0.645,2866,47,0.469,0.0
+715120608,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,2,14546.0,1703,12843.0,0.955,1273,27,0.588,0.117
+772308408,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Blue,33,6,3,3,4131.0,785,3346.0,0.543,906,22,1.2,0.19
+789529158,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,36,1,1,3,2946.0,743,2203.0,0.827,8553,88,0.872,0.252
+712288158,Existing Customer,37,M,2,College,Married,$80K - $120K,Blue,17,5,3,2,4631.0,1991,2640.0,1.669,2864,37,0.947,0.43
+719071158,Attrited Customer,54,F,0,Graduate,Single,Unknown,Platinum,38,2,2,2,34516.0,0,34516.0,0.695,3901,54,0.421,0.0
+717740658,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,45,5,2,4,1850.0,942,908.0,0.757,4134,78,0.625,0.509
+720761208,Attrited Customer,59,M,1,College,Single,$120K +,Blue,47,2,4,2,4789.0,357,4432.0,0.798,2496,41,0.64,0.075
+717518733,Attrited Customer,56,F,2,High School,Married,Less than $40K,Blue,46,4,3,3,9463.0,764,8699.0,0.994,7106,61,0.906,0.081
+710431158,Existing Customer,52,F,3,Unknown,Single,Unknown,Blue,36,3,1,2,10273.0,1657,8616.0,0.71,3778,70,0.591,0.161
+719847108,Attrited Customer,52,M,1,Unknown,Married,$40K - $60K,Blue,36,4,3,3,8455.0,2517,5938.0,0.809,8124,73,1.028,0.298
+717001908,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,6,2,2,6936.0,0,6936.0,0.883,2874,44,0.63,0.0
+708703308,Attrited Customer,35,F,1,Unknown,Married,$40K - $60K,Blue,26,6,4,4,2045.0,1707,338.0,0.577,2183,39,0.696,0.835
+720831783,Existing Customer,50,F,0,High School,Unknown,Less than $40K,Blue,36,3,2,1,2242.0,888,1354.0,0.661,4708,81,0.558,0.396
+711012783,Attrited Customer,43,M,4,Graduate,Single,$120K +,Blue,36,1,3,4,33384.0,0,33384.0,0.631,2066,46,0.769,0.0
+717949983,Existing Customer,47,M,1,Uneducated,Married,$40K - $60K,Blue,36,3,2,3,8168.0,2137,6031.0,0.659,3554,82,0.822,0.262
+712662783,Attrited Customer,43,F,2,College,Married,Unknown,Blue,36,1,2,6,3793.0,2517,1276.0,0.512,2577,57,0.629,0.664
+717291333,Existing Customer,38,M,3,Uneducated,Married,$80K - $120K,Blue,29,2,2,2,16722.0,0,16722.0,0.719,15110,113,0.823,0.0
+771499233,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,34,6,1,3,5387.0,1133,4254.0,0.652,4374,76,0.49,0.21
+717129333,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,25,3,1,2,1438.3,0,1438.3,0.744,4434,73,0.78,0.0
+717203958,Existing Customer,51,M,3,Graduate,Married,$40K - $60K,Blue,36,6,3,2,11512.0,988,10524.0,0.569,1842,32,1.133,0.086
+708924783,Existing Customer,43,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,1,0,5506.0,2129,3377.0,0.705,4024,62,0.55,0.387
+789817833,Attrited Customer,44,F,5,Post-Graduate,Unknown,Less than $40K,Blue,33,3,3,2,9073.0,2466,6607.0,0.446,6793,60,1.069,0.272
+719683158,Attrited Customer,56,F,2,Unknown,Married,Less than $40K,Blue,48,2,4,2,4746.0,0,4746.0,0.862,7154,66,1.062,0.0
+788275083,Existing Customer,46,M,3,College,Married,$60K - $80K,Blue,38,5,3,4,15483.0,1719,13764.0,0.686,4678,80,0.509,0.111
+770848308,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Platinum,31,2,2,1,34516.0,1308,33208.0,0.746,8773,105,0.78,0.038
+715124958,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,24742.0,1676,23066.0,0.566,1306,31,0.55,0.068
+794573883,Existing Customer,32,M,1,Unknown,Single,$40K - $60K,Silver,16,3,3,1,17894.0,2517,15377.0,0.731,15305,111,0.586,0.141
+709267308,Existing Customer,62,M,1,Graduate,Married,$80K - $120K,Blue,49,3,1,2,2437.0,1400,1037.0,0.779,1651,32,1.0,0.574
+718846008,Existing Customer,58,F,0,Unknown,Married,Unknown,Blue,36,6,3,1,4377.0,1500,2877.0,0.789,3900,62,0.938,0.343
+708358683,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Silver,35,6,3,2,34516.0,1236,33280.0,0.549,1665,40,0.667,0.036
+712834533,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,39,5,2,4,2673.0,1275,1398.0,0.691,4119,75,1.027,0.477
+807946833,Attrited Customer,44,F,2,Graduate,Single,Less than $40K,Blue,39,6,3,3,1791.0,0,1791.0,0.735,2771,36,0.5,0.0
+716686158,Existing Customer,59,F,0,Post-Graduate,Married,Less than $40K,Blue,49,5,2,3,1479.0,601,878.0,0.607,1621,32,0.6,0.406
+758617233,Existing Customer,56,F,5,Doctorate,Single,Less than $40K,Blue,49,3,3,2,4132.0,1559,2573.0,0.827,14781,108,0.688,0.377
+715418508,Existing Customer,51,M,1,Uneducated,Single,$120K +,Blue,36,2,1,3,8671.0,590,8081.0,0.693,4399,72,0.756,0.068
+794581533,Existing Customer,52,M,2,College,Single,$60K - $80K,Blue,37,4,3,3,2749.0,1380,1369.0,0.937,3882,90,0.765,0.502
+719324658,Existing Customer,27,M,0,College,Unknown,$80K - $120K,Silver,19,1,1,3,34516.0,1131,33385.0,0.715,14716,112,0.75,0.033
+721294533,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,34,1,1,1,34516.0,738,33778.0,0.719,15143,121,0.635,0.021
+718777008,Existing Customer,59,M,0,High School,Married,$80K - $120K,Blue,47,5,1,2,3278.0,1306,1972.0,0.399,1374,32,0.391,0.398
+798687258,Existing Customer,40,M,4,Graduate,Married,Less than $40K,Blue,34,3,1,2,2577.0,1812,765.0,0.666,4134,62,0.824,0.703
+718476033,Existing Customer,65,F,0,Uneducated,Single,Unknown,Blue,56,5,3,5,20130.0,2355,17775.0,0.716,2444,49,0.633,0.117
+711099408,Existing Customer,35,F,4,High School,Single,Less than $40K,Blue,25,5,2,3,2684.0,1658,1026.0,0.669,4657,76,1.0,0.618
+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
+794962983,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,41,1,1,3,9947.0,2496,7451.0,0.802,14576,110,0.774,0.251
+714077583,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Platinum,31,2,3,4,23981.0,593,23388.0,0.987,4758,65,0.512,0.025
+709952658,Existing Customer,46,F,3,Graduate,Unknown,Less than $40K,Blue,33,6,3,2,3025.0,2491,534.0,0.45,4460,62,0.722,0.823
+715797783,Existing Customer,55,F,1,Uneducated,Divorced,$40K - $60K,Blue,47,3,2,3,2697.0,1863,834.0,0.735,4615,81,0.688,0.691
+716570958,Attrited Customer,50,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,2,3,14409.0,511,13898.0,0.799,2351,39,0.3,0.035
+711613308,Attrited Customer,58,M,2,Unknown,Single,$60K - $80K,Blue,48,2,1,2,2236.0,710,1526.0,0.434,2562,38,0.462,0.318
+802243458,Attrited Customer,48,M,2,Doctorate,Single,$40K - $60K,Blue,42,6,3,2,2760.0,0,2760.0,0.576,1759,34,0.214,0.0
+712302783,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,25,2,3,1,2468.0,872,1596.0,0.991,4426,76,1.111,0.353
+713956308,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,49,4,2,2,3297.0,2297,1000.0,0.744,1894,56,0.556,0.697
+709185108,Existing Customer,38,M,3,High School,Married,$60K - $80K,Blue,26,5,4,2,5824.0,1542,4282.0,0.827,1801,44,0.571,0.265
+788756133,Existing Customer,44,F,3,Unknown,Divorced,Less than $40K,Blue,24,4,1,2,2617.0,1508,1109.0,1.393,4400,60,0.818,0.576
+802856508,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,1,26690.0,0,26690.0,1.144,4363,76,1.054,0.0
+718855983,Existing Customer,49,F,4,High School,Single,Unknown,Blue,36,3,3,4,13039.0,1840,11199.0,0.793,4010,69,0.5,0.141
+708255633,Existing Customer,36,M,1,Graduate,Single,$80K - $120K,Blue,27,3,2,4,3761.0,1710,2051.0,0.627,3240,65,0.585,0.455
+716302383,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,14241.0,2081,12160.0,0.909,1581,44,0.833,0.146
+795713058,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,39,3,1,2,4409.0,1753,2656.0,0.55,4292,76,0.652,0.398
+787541883,Existing Customer,44,M,3,Graduate,Unknown,$80K - $120K,Blue,33,3,3,3,34516.0,0,34516.0,0.483,1120,27,0.35,0.0
+824172258,Existing Customer,34,F,2,Unknown,Divorced,Less than $40K,Blue,30,3,1,2,4408.0,1510,2898.0,0.73,4495,77,0.833,0.343
+827683383,Existing Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,44,3,2,1,4107.0,2517,1590.0,0.779,16027,112,0.723,0.613
+715170183,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,36,2,1,3,3735.0,2113,1622.0,0.684,7059,82,0.577,0.566
+717568308,Existing Customer,39,M,1,Unknown,Single,$80K - $120K,Blue,36,4,2,1,6018.0,0,6018.0,0.703,4355,78,0.857,0.0
+827332983,Existing Customer,46,M,3,High School,Single,$80K - $120K,Gold,42,3,2,2,34516.0,2113,32403.0,0.618,1362,31,1.214,0.061
+769751958,Existing Customer,55,M,3,Unknown,Married,$120K +,Blue,49,3,2,4,9926.0,2018,7908.0,0.618,2235,57,0.357,0.203
+709188108,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Silver,33,4,2,2,34516.0,1529,32987.0,0.609,13940,105,0.81,0.044
+720093333,Existing Customer,41,M,3,Post-Graduate,Divorced,$120K +,Blue,29,6,1,3,3491.0,2506,985.0,0.873,4855,79,0.58,0.718
+720494058,Existing Customer,51,F,2,College,Married,Less than $40K,Blue,25,4,3,3,3042.0,0,3042.0,0.578,4781,79,0.756,0.0
+823149483,Existing Customer,52,F,1,Post-Graduate,Single,$40K - $60K,Blue,48,1,5,3,1766.0,0,1766.0,0.769,4643,76,0.617,0.0
+720655833,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,30,2,3,2,2913.0,0,2913.0,1.058,4955,56,0.806,0.0
+713167383,Existing Customer,57,F,3,High School,Single,Less than $40K,Blue,46,1,2,2,2298.0,1540,758.0,0.708,5154,81,0.976,0.67
+716101308,Existing Customer,48,M,3,Unknown,Married,$40K - $60K,Blue,35,6,3,4,2173.0,0,2173.0,0.857,4251,60,0.714,0.0
+715973583,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,36,6,3,3,34516.0,1047,33469.0,0.61,1378,30,0.429,0.03
+717140733,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,3,6616.0,831,5785.0,0.707,9065,85,0.735,0.126
+709781208,Existing Customer,34,F,0,Unknown,Married,Less than $40K,Blue,26,5,3,1,2291.0,0,2291.0,0.892,5409,82,0.822,0.0
+813499458,Attrited Customer,45,M,5,High School,Unknown,$60K - $80K,Blue,40,3,3,1,1438.3,0,1438.3,1.23,2132,31,0.107,0.0
+779070033,Existing Customer,63,F,0,College,Single,Less than $40K,Blue,44,3,4,2,1938.0,0,1938.0,0.536,3974,56,0.931,0.0
+787467858,Existing Customer,43,M,1,High School,Married,$80K - $120K,Silver,30,1,1,3,34516.0,2045,32471.0,0.59,4081,54,0.421,0.059
+717211608,Existing Customer,45,F,3,Unknown,Single,Less than $40K,Blue,34,6,4,2,4975.0,1221,3754.0,0.602,4776,68,0.889,0.245
+721164483,Existing Customer,46,F,2,College,Married,$40K - $60K,Blue,34,2,1,3,1441.0,642,799.0,0.563,4894,84,0.826,0.446
+717214158,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Blue,28,5,3,3,9815.0,0,9815.0,0.859,15475,94,0.679,0.0
+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
+710570058,Attrited Customer,44,F,1,Graduate,Single,Less than $40K,Blue,25,3,2,4,3101.0,0,3101.0,0.66,2512,37,0.37,0.0
+716246733,Existing Customer,57,F,2,College,Single,Less than $40K,Blue,49,4,2,2,1857.0,1528,329.0,0.698,4681,71,0.868,0.823
+713418558,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,37,6,1,0,9013.0,0,9013.0,0.597,3819,71,0.614,0.0
+712214283,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,28,6,3,3,18295.0,0,18295.0,0.625,4827,70,0.75,0.0
+719862258,Existing Customer,38,F,2,Uneducated,Single,Unknown,Blue,28,2,3,3,5666.0,1393,4273.0,0.84,5015,90,0.915,0.246
+715650783,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,36,6,2,2,4499.0,0,4499.0,0.765,4906,75,0.667,0.0
+719504433,Existing Customer,63,M,0,Unknown,Single,$40K - $60K,Silver,54,4,3,3,18064.0,1695,16369.0,0.838,3434,71,0.479,0.094
+780008358,Attrited Customer,59,M,0,Uneducated,Unknown,$60K - $80K,Blue,48,2,6,2,13172.0,0,13172.0,0.876,2598,47,0.621,0.0
+789535233,Existing Customer,52,M,1,Graduate,Single,$80K - $120K,Silver,44,2,1,2,34516.0,1618,32898.0,1.0,11603,109,0.847,0.047
+713818158,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,5,4,2,5068.0,991,4077.0,0.736,5173,64,0.6,0.196
+708553008,Existing Customer,38,F,1,High School,Single,$40K - $60K,Blue,36,1,2,3,2148.0,1103,1045.0,0.602,4711,64,0.882,0.514
+788792583,Existing Customer,44,F,3,Unknown,Single,$40K - $60K,Blue,26,4,3,0,7277.0,0,7277.0,0.758,4458,71,0.578,0.0
+718672233,Existing Customer,48,F,1,Graduate,Single,Unknown,Blue,38,3,2,2,23007.0,1239,21768.0,0.713,3395,63,0.465,0.054
+715940358,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,42,6,2,2,5822.0,2387,3435.0,0.76,1804,49,0.75,0.41
+772189308,Existing Customer,59,F,1,College,Single,Less than $40K,Blue,48,5,2,0,2601.0,1888,713.0,0.773,4899,62,0.771,0.726
+711033408,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,5,1,2,9355.0,1626,7729.0,0.701,1230,28,0.867,0.174
+709213458,Attrited Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,22993.0,0,22993.0,1.004,7867,75,0.786,0.0
+803415183,Existing Customer,44,M,3,Unknown,Single,$80K - $120K,Silver,38,3,3,1,34516.0,657,33859.0,0.641,4614,76,0.689,0.019
+818929158,Existing Customer,36,M,2,Doctorate,Single,$40K - $60K,Blue,31,3,3,2,11558.0,0,11558.0,0.545,2220,53,0.828,0.0
+715335558,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,2,1,2,1855.0,907,948.0,0.816,4191,81,0.761,0.489
+709101258,Attrited Customer,41,F,2,High School,Divorced,Less than $40K,Blue,28,4,2,2,1478.0,524,954.0,0.751,2180,46,0.643,0.355
+719672283,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,39,4,2,4,33122.0,1587,31535.0,0.475,3145,63,0.75,0.048
+789960783,Existing Customer,39,F,1,Graduate,Unknown,Less than $40K,Silver,30,1,2,3,10398.0,1630,8768.0,0.755,7702,81,0.688,0.157
+713009208,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,44,3,2,3,2077.0,1634,443.0,0.771,4292,66,0.833,0.787
+718163808,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,6,3,4,11309.0,0,11309.0,0.474,4809,71,0.479,0.0
+709597983,Existing Customer,65,M,0,Doctorate,Divorced,Less than $40K,Blue,56,6,1,3,1573.0,653,920.0,0.71,3349,77,0.674,0.415
+789144633,Existing Customer,45,M,1,Graduate,Married,$80K - $120K,Blue,34,3,2,2,9705.0,850,8855.0,0.481,2001,34,0.889,0.088
+708412758,Attrited Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,1457.0,0,1457.0,0.677,2200,45,0.364,0.0
+716039433,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,35,4,6,1,1686.0,1271,415.0,1.087,3445,64,0.73,0.754
+713203908,Existing Customer,26,M,0,Uneducated,Single,$40K - $60K,Blue,15,4,1,3,2158.0,1695,463.0,0.766,1833,27,0.588,0.785
+709732608,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,3,3203.0,2366,837.0,0.665,4282,82,0.783,0.739
+721315233,Existing Customer,47,M,4,High School,Single,$40K - $60K,Silver,32,3,3,4,18535.0,1192,17343.0,0.646,3780,70,0.667,0.064
+714542058,Existing Customer,53,M,1,Graduate,Unknown,$60K - $80K,Silver,44,5,2,1,26365.0,680,25685.0,0.498,3411,68,0.789,0.026
+709296558,Existing Customer,53,M,2,Graduate,Single,$120K +,Blue,36,3,2,2,18551.0,1434,17117.0,1.149,5364,90,0.765,0.077
+715340733,Existing Customer,39,M,1,High School,Unknown,$40K - $60K,Blue,28,5,2,4,2222.0,0,2222.0,0.843,4792,62,0.722,0.0
+708568983,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,3,1,11476.0,2365,9111.0,0.65,8110,113,0.766,0.206
+716029158,Existing Customer,59,M,0,Unknown,Married,$60K - $80K,Blue,36,6,4,5,4230.0,1366,2864.0,0.63,1480,35,0.458,0.323
+720313083,Existing Customer,32,M,1,Unknown,Single,$120K +,Blue,18,5,3,2,6276.0,2289,3987.0,0.637,2637,68,0.388,0.365
+717477783,Attrited Customer,49,F,4,Unknown,Single,Less than $40K,Silver,37,1,2,2,10195.0,2389,7806.0,0.427,1563,36,0.44,0.234
+717322833,Existing Customer,55,M,2,Unknown,Single,$80K - $120K,Blue,36,5,2,2,10604.0,1988,8616.0,0.644,1578,30,0.579,0.187
+717343833,Existing Customer,47,F,5,Uneducated,Unknown,Unknown,Blue,34,4,1,3,3127.0,2094,1033.0,0.709,4518,86,0.83,0.67
+711251133,Existing Customer,37,M,0,Post-Graduate,Single,$80K - $120K,Blue,27,5,2,3,15326.0,0,15326.0,1.159,2990,55,0.964,0.0
+717281658,Existing Customer,52,F,3,Graduate,Divorced,Less than $40K,Blue,41,3,3,4,6060.0,1687,4373.0,0.563,3953,65,0.711,0.278
+753327333,Existing Customer,41,M,3,Unknown,Married,$80K - $120K,Blue,34,4,4,1,13535.0,1291,12244.0,0.653,1028,21,1.625,0.095
+787685658,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,33,4,3,2,3083.0,1898,1185.0,1.042,1448,30,2.0,0.616
+713003358,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,30,2,2,2,29338.0,159,29179.0,1.017,4983,40,0.379,0.005
+714899283,Existing Customer,46,F,2,Unknown,Married,Less than $40K,Blue,36,5,2,3,5258.0,1994,3264.0,0.725,3972,73,0.587,0.379
+720756708,Existing Customer,52,F,3,Unknown,Married,Less than $40K,Blue,41,6,3,2,2622.0,1549,1073.0,1.321,1878,30,1.143,0.591
+712865583,Existing Customer,57,F,5,Graduate,Married,$40K - $60K,Blue,49,4,2,2,3301.0,2517,784.0,0.842,3939,69,1.226,0.762
+715735233,Existing Customer,51,F,5,Post-Graduate,Married,Less than $40K,Blue,44,5,1,1,3449.0,1598,1851.0,0.971,1679,42,0.556,0.463
+714477408,Attrited Customer,36,F,3,High School,Married,Less than $40K,Blue,36,3,3,3,2977.0,1340,1637.0,0.507,2201,39,0.345,0.45
+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
+717504258,Existing Customer,38,M,2,College,Married,$40K - $60K,Blue,25,4,1,4,3735.0,1199,2536.0,0.886,1573,35,0.75,0.321
+718328283,Existing Customer,40,F,4,High School,Single,Less than $40K,Blue,36,2,1,3,3961.0,1531,2430.0,0.646,12631,100,0.852,0.387
+736893108,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,26,2,3,2,1438.3,0,1438.3,0.613,4196,87,0.891,0.0
+717424458,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,36,3,3,2,2293.0,1823,470.0,0.617,1166,22,1.444,0.795
+711762408,Existing Customer,43,M,2,Doctorate,Divorced,$40K - $60K,Blue,34,4,1,2,2243.0,0,2243.0,0.697,4023,63,0.75,0.0
+719048133,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,42,6,3,0,5456.0,0,5456.0,0.337,3470,65,0.625,0.0
+717297708,Existing Customer,47,F,1,Graduate,Single,Unknown,Blue,37,6,3,3,2441.0,1672,769.0,0.893,4439,74,0.682,0.685
+718896108,Existing Customer,48,F,3,High School,Unknown,Less than $40K,Blue,36,2,1,1,1438.3,0,1438.3,0.885,5014,84,0.909,0.0
+717830583,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,9133.0,2140,6993.0,0.649,4101,88,0.63,0.234
+771330558,Existing Customer,51,M,4,High School,Married,$60K - $80K,Blue,38,5,2,3,10462.0,1824,8638.0,0.736,1267,31,0.55,0.174
+715571583,Existing Customer,57,F,2,Doctorate,Divorced,Less than $40K,Blue,47,5,1,2,2504.0,1915,589.0,0.897,4847,86,0.654,0.765
+714346608,Attrited Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,36,3,1,4,1495.0,0,1495.0,0.528,2220,50,0.562,0.0
+713998233,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,6,2,4,3586.0,1414,2172.0,0.745,2780,57,0.727,0.394
+721006458,Existing Customer,42,M,2,Unknown,Single,$120K +,Blue,35,2,1,3,3214.0,1471,1743.0,0.933,14557,114,0.652,0.458
+712454958,Existing Customer,40,M,5,Graduate,Single,$60K - $80K,Blue,27,6,1,2,2742.0,1416,1326.0,0.761,1539,38,1.111,0.516
+712602708,Attrited Customer,36,M,3,Unknown,Unknown,$80K - $120K,Blue,36,4,1,2,1815.0,0,1815.0,0.478,2039,34,0.36,0.0
+720142308,Attrited Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,5,3,4,2160.0,0,2160.0,0.645,2360,56,0.647,0.0
+778799583,Existing Customer,35,F,0,Unknown,Married,Less than $40K,Blue,24,6,1,1,2592.0,2227,365.0,0.633,1695,48,0.548,0.859
+772528158,Attrited Customer,55,F,3,Unknown,Single,Less than $40K,Blue,45,4,3,4,1741.0,0,1741.0,0.84,2546,42,0.4,0.0
+711152658,Existing Customer,44,M,4,Graduate,Single,$120K +,Silver,36,2,2,1,34516.0,1635,32881.0,0.768,7219,86,0.564,0.047
+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
+719821908,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,16,2,1,2,2703.0,0,2703.0,0.882,2752,43,0.433,0.0
+751607058,Existing Customer,45,M,2,Doctorate,Married,$120K +,Blue,38,4,3,3,1686.0,0,1686.0,0.812,4413,77,0.75,0.0
+772095858,Existing Customer,38,F,2,Graduate,Single,Unknown,Blue,27,4,2,3,13429.0,1246,12183.0,1.055,3929,66,0.737,0.093
+710873583,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,48,2,3,2,20724.0,2221,18503.0,0.769,14215,109,0.703,0.107
+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
+720169383,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,41,3,1,1,3224.0,2111,1113.0,0.601,3707,74,0.682,0.655
+708692583,Attrited Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,3,3,1506.0,168,1338.0,0.671,2312,44,0.467,0.112
+779367858,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,28,5,3,3,6224.0,1898,4326.0,1.103,3014,58,0.706,0.305
+778932633,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,40,5,3,2,1629.0,1185,444.0,0.766,4897,83,0.886,0.727
+711436983,Existing Customer,57,M,3,Unknown,Single,$120K +,Silver,49,1,2,1,34516.0,2517,31999.0,0.693,8596,102,0.672,0.073
+778511733,Existing Customer,42,F,3,College,Single,$40K - $60K,Blue,30,6,3,2,5424.0,1812,3612.0,0.513,1634,44,0.76,0.334
+719328858,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,43,6,2,6,4535.0,0,4535.0,0.831,2342,40,0.6,0.0
+718751133,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,26,4,1,4,3182.0,2435,747.0,0.868,1670,30,0.765,0.765
+720914358,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,4416.0,1333,3083.0,0.631,4894,84,0.647,0.302
+789579033,Existing Customer,43,M,3,Graduate,Unknown,$40K - $60K,Blue,36,2,3,3,4878.0,2098,2780.0,0.665,5021,84,0.68,0.43
+717511533,Existing Customer,28,M,0,Graduate,Single,Less than $40K,Blue,36,4,2,4,1707.0,1191,516.0,0.669,2950,87,0.977,0.698
+771529608,Existing Customer,50,M,2,High School,Married,$120K +,Blue,38,5,6,0,10747.0,1027,9720.0,0.925,4538,63,0.658,0.096
+756409758,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,37,4,5,4,3203.0,2076,1127.0,0.543,1433,38,1.0,0.648
+712829808,Attrited Customer,39,M,3,Uneducated,Married,$60K - $80K,Blue,29,4,3,4,2187.0,0,2187.0,0.467,2031,40,0.333,0.0
+716037708,Existing Customer,50,M,0,Uneducated,Divorced,$60K - $80K,Blue,39,6,3,3,9474.0,1021,8453.0,0.557,3240,54,0.588,0.108
+788621658,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,37,6,3,2,1909.0,1753,156.0,0.788,1457,24,0.6,0.918
+713773458,Existing Customer,52,M,2,High School,Single,$60K - $80K,Blue,45,5,3,2,7567.0,1173,6394.0,0.541,1435,32,0.6,0.155
+779618433,Existing Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,38,6,3,2,8327.0,1551,6776.0,0.463,4428,82,0.822,0.186
+711909933,Existing Customer,54,M,4,Unknown,Married,$80K - $120K,Blue,42,3,3,1,1621.0,618,1003.0,0.846,4815,83,1.024,0.381
+757685733,Existing Customer,43,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,2,3226.0,2145,1081.0,0.644,5066,75,0.786,0.665
+721036233,Existing Customer,61,M,0,High School,Married,$60K - $80K,Blue,36,4,3,3,9172.0,1567,7605.0,1.451,1836,42,0.75,0.171
+711047658,Existing Customer,46,F,3,High School,Married,Less than $40K,Blue,38,4,2,2,1781.0,1315,466.0,0.704,4775,83,0.729,0.738
+710273658,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,17,5,2,3,3092.0,1825,1267.0,1.46,2883,61,0.488,0.59
+714754533,Existing Customer,51,M,0,Doctorate,Single,$120K +,Platinum,44,3,2,3,34516.0,1925,32591.0,0.764,8012,87,0.582,0.056
+775152708,Attrited Customer,49,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,39,2,3,4,20769.0,901,19868.0,0.371,1835,43,0.72,0.043
+826266483,Existing Customer,39,F,2,College,Single,Unknown,Blue,35,6,2,2,10600.0,598,10002.0,0.843,4586,81,0.929,0.056
+715041333,Existing Customer,39,M,3,Doctorate,Married,$60K - $80K,Blue,29,3,1,3,3537.0,2517,1020.0,1.021,1605,43,0.344,0.712
+719517258,Existing Customer,57,M,4,Unknown,Single,$80K - $120K,Blue,36,5,3,4,7558.0,1364,6194.0,0.719,3676,67,0.558,0.18
+802867683,Existing Customer,53,F,2,High School,Single,$40K - $60K,Blue,47,5,2,3,1536.0,728,808.0,0.604,4133,78,0.529,0.474
+719634408,Existing Customer,51,M,2,Unknown,Single,$120K +,Silver,31,2,2,2,34516.0,585,33931.0,0.875,13534,104,0.825,0.017
+717945108,Existing Customer,49,F,3,Graduate,Unknown,$40K - $60K,Blue,36,6,1,2,3088.0,1477,1611.0,0.748,5095,77,0.833,0.478
+720553158,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,31,5,2,1,3390.0,2222,1168.0,0.768,5001,82,0.822,0.655
+709991883,Attrited Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,42,2,1,2,6214.0,1147,5067.0,0.861,938,35,0.75,0.185
+717755058,Existing Customer,41,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,4,2687.0,1317,1370.0,0.58,4096,76,0.727,0.49
+715675458,Existing Customer,51,M,1,High School,Unknown,$80K - $120K,Blue,41,6,1,2,6346.0,578,5768.0,0.55,3837,85,0.604,0.091
+771230508,Existing Customer,46,F,4,College,Married,$40K - $60K,Blue,33,4,1,1,2423.0,429,1994.0,0.625,4717,80,0.739,0.177
+740784258,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,4,3,3,1789.0,1088,701.0,0.683,4191,90,0.525,0.608
+771749733,Existing Customer,41,M,2,Graduate,Single,$40K - $60K,Silver,30,5,2,3,17706.0,1081,16625.0,1.087,3680,81,0.723,0.061
+717461283,Attrited Customer,38,F,2,Graduate,Single,Unknown,Blue,24,3,2,3,2214.0,570,1644.0,0.688,2066,45,0.25,0.257
+709176108,Existing Customer,56,F,4,Post-Graduate,Unknown,Less than $40K,Blue,49,5,3,3,4604.0,621,3983.0,0.814,4586,79,0.646,0.135
+709453833,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,40,3,2,2,11164.0,859,10305.0,0.915,4227,67,0.634,0.077
+787550808,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,40,5,1,2,12240.0,1566,10674.0,0.539,1422,26,0.529,0.128
+710677608,Existing Customer,53,M,2,Post-Graduate,Unknown,$80K - $120K,Blue,36,4,2,0,29205.0,1208,27997.0,0.957,1556,43,1.048,0.041
+716717733,Attrited Customer,55,F,3,Uneducated,Single,Less than $40K,Blue,47,2,5,4,4841.0,859,3982.0,1.003,8918,87,0.977,0.177
+714421233,Existing Customer,54,F,0,Graduate,Married,Less than $40K,Blue,36,5,3,4,5399.0,1723,3676.0,0.765,1292,34,0.889,0.319

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_004/test_current.csv

@@ -0,0 +1,6 @@
+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
+709319658,Attrited Customer,48,F,4,Graduate,Single,Less than $40K,Platinum,37,5,3,4,15987.0,0,15987.0,0.827,7681,71,0.69,0.0
+708654933,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987.0,193,15794.0,0.435,2021,46,0.394,0.012
+714190983,Attrited Customer,51,F,2,Graduate,Single,Unknown,Platinum,32,2,3,3,34516.0,531,33985.0,0.98,5418,65,0.711,0.015
+719071158,Attrited Customer,54,F,0,Graduate,Single,Unknown,Platinum,38,2,2,2,34516.0,0,34516.0,0.695,3901,54,0.421,0.0
+714077583,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Platinum,31,2,3,4,23981.0,593,23388.0,0.987,4758,65,0.512,0.025

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_005/current.csv

@@ -0,0 +1,201 @@
+CLIENTNUM,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
+718246458,53,M,3,Graduate,Single,$80K - $120K,Blue,45,2,1,2,24262.0,1984,22278.0,0.805,8241,105,0.75,0.082
+720771933,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,1,1994.0,0,1994.0,0.829,4434,69,0.568,0.0
+718983333,53,M,2,Uneducated,Married,$80K - $120K,Blue,43,6,1,3,6704.0,1354,5350.0,0.411,1331,30,0.364,0.202
+719911458,49,F,5,High School,Married,Less than $40K,Blue,36,4,2,3,2598.0,1848,750.0,0.547,4396,78,0.814,0.711
+717007458,46,M,2,Graduate,Married,$40K - $60K,Blue,38,4,3,3,2457.0,1051,1406.0,0.982,3256,71,0.919,0.428
+771544533,42,F,5,High School,Married,Unknown,Blue,30,3,1,4,3578.0,0,3578.0,0.759,1015,36,0.44,0.0
+708948483,54,M,3,Graduate,Married,$80K - $120K,Silver,36,2,3,1,34516.0,761,33755.0,0.838,8444,68,0.744,0.022
+716442333,34,F,3,Graduate,Married,$40K - $60K,Blue,25,6,2,2,2275.0,1468,807.0,0.757,4977,88,0.692,0.645
+809589783,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,36,3,3,2,16268.0,817,15451.0,0.64,13969,120,0.69,0.05
+719085933,35,M,3,Graduate,Single,$80K - $120K,Blue,24,4,1,2,23561.0,864,22697.0,1.373,2447,64,1.0,0.037
+710784333,57,M,2,Unknown,Married,$120K +,Blue,36,3,2,2,23700.0,1314,22386.0,1.487,1644,28,0.647,0.055
+789520533,52,M,2,Uneducated,Single,$120K +,Blue,44,6,3,2,26174.0,1864,24310.0,0.684,4551,65,0.667,0.071
+717788958,31,M,0,Graduate,Divorced,$80K - $120K,Blue,19,1,1,2,21615.0,570,21045.0,0.737,16464,103,0.717,0.026
+772590408,41,M,5,Unknown,Married,$80K - $120K,Blue,31,3,3,1,12114.0,1379,10735.0,0.676,3964,90,0.837,0.114
+787833333,44,M,3,College,Unknown,$80K - $120K,Blue,35,6,1,2,6361.0,1292,5069.0,1.027,1571,38,0.52,0.203
+720899883,44,F,1,High School,Married,$40K - $60K,Blue,35,6,2,2,6849.0,0,6849.0,0.736,3770,82,0.864,0.0
+714181008,35,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,2,3019.0,1462,1557.0,0.718,4509,71,0.732,0.484
+789289383,42,M,3,Graduate,Single,$80K - $120K,Silver,31,2,2,3,34516.0,2120,32396.0,0.9,14626,97,0.644,0.061
+712774008,59,M,0,Uneducated,Married,Less than $40K,Blue,46,6,1,2,3939.0,2517,1422.0,0.376,1489,34,0.545,0.639
+778456983,38,F,2,Unknown,Single,Less than $40K,Blue,23,5,3,3,2222.0,1205,1017.0,0.395,1823,49,0.361,0.542
+792695808,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232.0,1140,17092.0,0.657,4775,84,1.1,0.063
+711701058,48,F,4,Graduate,Married,Less than $40K,Silver,36,2,2,3,10973.0,1466,9507.0,0.802,4892,94,0.593,0.134
+714103083,47,M,2,College,Married,$40K - $60K,Blue,37,6,3,1,3263.0,1525,1738.0,0.542,14649,110,0.833,0.467
+764776833,61,M,0,Graduate,Married,$40K - $60K,Blue,54,3,3,2,3077.0,1646,1431.0,0.456,1523,30,0.579,0.535
+721467258,58,M,1,High School,Married,$40K - $60K,Blue,36,3,2,5,2165.0,1135,1030.0,0.707,1541,33,0.833,0.524
+708881583,50,M,2,Uneducated,Married,$40K - $60K,Blue,43,1,3,1,12458.0,1332,11126.0,0.68,8752,95,0.863,0.107
+708121908,48,M,4,Unknown,Married,$80K - $120K,Blue,36,2,3,2,22917.0,0,22917.0,0.574,2045,45,0.5,0.0
+714046608,49,M,0,Doctorate,Married,$60K - $80K,Blue,39,5,6,3,19719.0,1395,18324.0,0.565,3572,73,0.738,0.071
+717410508,43,M,3,Unknown,Married,$60K - $80K,Silver,30,4,3,4,25856.0,1281,24575.0,0.975,3303,70,0.795,0.05
+788908308,46,M,2,High School,Single,$40K - $60K,Blue,32,2,3,2,5972.0,0,5972.0,0.606,14227,116,0.706,0.0
+709061658,44,F,1,Graduate,Single,Less than $40K,Blue,31,2,2,3,1550.0,716,834.0,0.749,4534,87,0.977,0.462
+713094483,43,F,3,Unknown,Married,$40K - $60K,Blue,32,3,2,4,4391.0,0,4391.0,0.757,4741,78,0.814,0.0
+708100533,55,F,3,College,Single,Less than $40K,Blue,36,3,3,3,2679.0,2277,402.0,0.736,4943,85,0.735,0.85
+820353558,41,F,3,High School,Married,$40K - $60K,Blue,36,4,1,2,9797.0,1434,8363.0,0.644,1503,34,0.478,0.146
+708585933,44,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,1656.0,1429,227.0,0.777,4258,77,0.75,0.863
+715153158,41,M,4,Uneducated,Single,$40K - $60K,Blue,36,4,3,4,3636.0,1884,1752.0,0.924,4254,79,0.491,0.518
+714292533,48,F,3,College,Married,Less than $40K,Blue,36,4,1,2,2544.0,0,2544.0,0.759,3593,64,1.0,0.0
+768490458,49,M,2,Uneducated,Married,$80K - $120K,Blue,43,1,3,3,5701.0,2517,3184.0,0.716,961,32,0.524,0.442
+719519058,55,F,4,High School,Married,Less than $40K,Blue,36,4,2,3,1477.0,0,1477.0,0.719,2419,49,0.531,0.0
+714187533,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,2,3,0,3540.0,849,2691.0,0.456,1321,28,0.75,0.24
+714418983,43,M,5,Graduate,Single,$40K - $60K,Blue,33,4,2,1,1438.3,0,1438.3,0.643,4509,80,0.569,0.0
+715269483,50,M,4,Post-Graduate,Married,$120K +,Blue,36,4,1,3,17374.0,2517,14857.0,0.743,15473,128,0.707,0.145
+714987633,42,M,3,Graduate,Married,$60K - $80K,Blue,36,2,2,3,4953.0,2039,2914.0,0.68,4026,53,0.828,0.412
+721175283,59,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,1,2697.0,1410,1287.0,0.925,4489,58,0.706,0.523
+713514633,59,M,2,Graduate,Single,$60K - $80K,Blue,50,2,4,2,6224.0,0,6224.0,0.801,8291,69,1.029,0.0
+822961533,65,F,0,College,Divorced,Unknown,Blue,56,5,2,3,13666.0,0,13666.0,0.808,3998,70,1.0,0.0
+715805133,52,F,1,High School,Single,Less than $40K,Blue,43,6,2,2,2705.0,1581,1124.0,0.851,5532,81,0.841,0.584
+719549508,49,F,4,Graduate,Single,Less than $40K,Blue,40,4,2,2,2712.0,1686,1026.0,0.791,4678,74,0.644,0.622
+771742533,48,M,2,Graduate,Unknown,$40K - $60K,Blue,36,5,1,2,13068.0,1718,11350.0,0.607,937,28,0.556,0.131
+711142308,37,M,0,High School,Divorced,$40K - $60K,Blue,36,3,1,5,3091.0,0,3091.0,0.665,2572,65,0.548,0.0
+709893858,43,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,9422.0,2108,7314.0,0.891,4633,58,0.611,0.224
+817616433,55,F,2,College,Unknown,Unknown,Blue,41,6,2,2,7613.0,0,7613.0,0.68,4268,69,0.725,0.0
+714131058,30,M,0,Graduate,Unknown,$60K - $80K,Blue,36,3,5,3,18513.0,2517,15996.0,0.524,1567,33,0.941,0.136
+719469333,33,F,1,High School,Single,Less than $40K,Blue,25,6,3,4,6193.0,695,5498.0,0.632,2456,69,0.725,0.112
+718441308,41,M,2,Graduate,Single,$60K - $80K,Blue,31,3,1,3,8228.0,1935,6293.0,0.627,4933,68,0.545,0.235
+715992558,52,M,2,Doctorate,Married,$80K - $120K,Blue,38,4,2,2,12878.0,1628,11250.0,0.542,1968,59,0.735,0.126
+708644208,39,F,2,Graduate,Single,$40K - $60K,Blue,34,5,2,4,5858.0,0,5858.0,0.853,3355,77,0.604,0.0
+714406158,53,F,3,High School,Divorced,Unknown,Blue,36,4,3,6,7939.0,0,7939.0,0.551,2269,42,0.312,0.0
+788240358,40,F,5,Graduate,Married,Unknown,Silver,24,2,1,2,33441.0,686,32755.0,0.761,8452,83,0.509,0.021
+720507108,42,F,3,College,Married,Less than $40K,Blue,28,3,3,2,1601.0,0,1601.0,0.63,2339,41,0.414,0.0
+718655808,44,F,3,Uneducated,Married,Less than $40K,Silver,36,3,3,2,12944.0,1200,11744.0,0.839,16161,105,0.944,0.093
+779041983,41,M,5,High School,Single,$40K - $60K,Blue,22,6,2,2,1438.3,0,1438.3,0.56,4439,81,1.025,0.0
+715072533,41,F,3,Unknown,Unknown,$40K - $60K,Blue,36,2,6,2,4451.0,0,4451.0,0.726,4456,75,0.974,0.0
+715765758,54,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
+779656908,40,M,1,Graduate,Married,$40K - $60K,Blue,23,6,3,2,6990.0,1378,5612.0,0.73,1479,29,0.611,0.197
+712642533,38,M,3,Unknown,Unknown,$80K - $120K,Blue,26,6,1,3,32866.0,2098,30768.0,0.549,3788,76,0.689,0.064
+718399233,43,F,4,College,Single,$40K - $60K,Blue,36,6,3,1,1531.0,0,1531.0,0.704,4152,77,0.54,0.0
+719136183,48,F,3,Uneducated,Married,Less than $40K,Blue,38,6,1,3,3541.0,1444,2097.0,0.664,3410,69,0.683,0.408
+711050058,33,F,2,Uneducated,Married,$40K - $60K,Blue,23,4,2,4,6732.0,0,6732.0,0.856,1644,45,0.731,0.0
+720980958,43,F,5,Uneducated,Married,Less than $40K,Blue,30,1,3,2,3092.0,909,2183.0,0.832,4797,87,0.851,0.294
+815230458,31,M,1,High School,Divorced,$40K - $60K,Silver,26,1,1,3,15504.0,1277,14227.0,0.612,14181,126,0.615,0.082
+787558683,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,35,3,5,2,1850.0,621,1229.0,0.682,4234,74,0.682,0.336
+718000383,60,F,1,Graduate,Single,Unknown,Blue,51,3,3,4,23566.0,1147,22419.0,0.629,4274,64,0.641,0.049
+708890133,46,F,4,College,Married,Unknown,Blue,35,2,2,2,1438.3,0,1438.3,0.802,4659,74,1.114,0.0
+721399833,43,F,2,High School,Married,$40K - $60K,Blue,34,3,1,3,2032.0,1008,1024.0,0.879,4736,86,0.83,0.496
+719245083,53,F,1,Uneducated,Single,Less than $40K,Blue,39,4,3,4,1773.0,1539,234.0,0.893,4087,74,0.762,0.868
+772264383,44,M,2,Graduate,Single,$120K +,Blue,33,4,1,3,13301.0,0,13301.0,1.058,1385,50,0.515,0.0
+718696458,52,F,1,Graduate,Married,Less than $40K,Blue,42,4,2,3,2012.0,1230,782.0,0.668,3822,68,0.659,0.611
+721462458,52,F,3,High School,Married,Unknown,Blue,42,3,2,1,23858.0,1179,22679.0,0.671,3784,69,0.683,0.049
+772127508,31,F,1,Uneducated,Married,Less than $40K,Blue,20,6,2,2,1438.3,0,1438.3,0.706,2614,49,0.531,0.0
+718428033,55,F,4,Graduate,Single,Less than $40K,Blue,41,6,2,1,4430.0,1543,2887.0,0.752,3395,70,0.628,0.348
+712265508,32,M,0,Post-Graduate,Single,$40K - $60K,Blue,14,1,1,3,4015.0,0,4015.0,1.045,8363,65,0.806,0.0
+778880358,49,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,3,3,2485.0,1648,837.0,0.595,4208,71,0.919,0.663
+804658833,53,F,3,Unknown,Married,Less than $40K,Blue,48,5,1,2,1657.0,0,1657.0,0.664,4068,73,0.622,0.0
+713463708,40,F,4,Graduate,Single,Less than $40K,Blue,25,4,2,3,1438.3,0,1438.3,0.628,2493,42,0.5,0.0
+788418933,35,F,2,Graduate,Married,$40K - $60K,Blue,27,5,2,3,1613.0,1085,528.0,0.659,5000,85,0.848,0.673
+719106783,52,M,1,High School,Single,$80K - $120K,Blue,41,4,1,4,4103.0,1972,2131.0,0.665,16344,118,0.788,0.481
+712014708,48,M,4,Graduate,Married,Less than $40K,Blue,36,4,1,2,2912.0,1501,1411.0,0.825,4518,90,0.875,0.515
+826477083,48,F,2,College,Married,Less than $40K,Blue,44,5,1,3,4570.0,2439,2131.0,0.693,1520,34,0.7,0.534
+789140283,53,M,0,Graduate,Single,$80K - $120K,Blue,42,5,4,1,2664.0,2037,627.0,0.85,1286,29,0.933,0.765
+715932708,41,M,3,Unknown,Unknown,$60K - $80K,Blue,36,4,3,1,5813.0,1614,4199.0,0.696,4365,75,0.875,0.278
+719835033,46,M,4,College,Married,$80K - $120K,Blue,34,5,3,2,13734.0,568,13166.0,0.719,4283,67,0.861,0.041
+780146658,40,F,2,Post-Graduate,Married,$40K - $60K,Blue,25,2,2,4,3795.0,2517,1278.0,0.563,1633,32,0.778,0.663
+771566208,48,M,3,College,Married,Less than $40K,Blue,36,3,1,2,8795.0,1318,7477.0,0.563,4681,74,0.682,0.15
+719547033,40,M,4,Unknown,Married,$80K - $120K,Blue,31,1,3,6,23502.0,0,23502.0,0.839,7957,60,0.875,0.0
+780715683,41,M,3,Doctorate,Single,$60K - $80K,Blue,30,4,1,3,13602.0,0,13602.0,0.699,3582,69,0.683,0.0
+720301458,52,M,1,High School,Single,$120K +,Blue,38,3,1,2,19709.0,1924,17785.0,0.468,3000,64,0.641,0.098
+711856683,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,3,3,1590.0,1273,317.0,0.64,7352,80,0.818,0.801
+788723133,36,M,1,High School,Single,$40K - $60K,Blue,20,5,1,2,12714.0,976,11738.0,0.649,2240,53,0.395,0.077
+771960708,51,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,4,3290.0,2461,829.0,0.797,3591,80,0.739,0.748
+716341833,53,F,3,College,Married,Less than $40K,Blue,44,6,2,3,4646.0,1730,2916.0,0.683,1774,37,0.85,0.372
+799468083,51,M,2,Graduate,Married,$40K - $60K,Blue,45,2,2,2,11467.0,1146,10321.0,1.018,14373,97,0.764,0.1
+709635858,56,F,3,Graduate,Married,Less than $40K,Blue,45,6,2,3,2235.0,0,2235.0,0.556,1229,27,0.35,0.0
+779289033,46,F,3,Uneducated,Single,Unknown,Blue,28,4,1,5,21646.0,1778,19868.0,1.071,3328,61,0.794,0.082
+719940483,51,F,1,Graduate,Married,$40K - $60K,Blue,43,2,2,2,2107.0,1663,444.0,0.712,4841,88,0.725,0.789
+711220683,48,M,1,Unknown,Married,$60K - $80K,Blue,36,4,1,3,11770.0,1813,9957.0,0.623,3280,70,0.667,0.154
+757863258,45,F,4,Graduate,Unknown,Less than $40K,Blue,38,2,2,1,2396.0,887,1509.0,0.604,7480,84,0.787,0.37
+716782758,48,M,3,Graduate,Single,$60K - $80K,Blue,42,3,2,4,19075.0,0,19075.0,0.807,2013,32,0.455,0.0
+721265883,26,M,1,Graduate,Single,Less than $40K,Blue,13,3,3,2,2174.0,1514,660.0,0.607,2510,44,0.294,0.696
+772086408,38,M,3,High School,Single,$80K - $120K,Blue,27,4,1,4,6162.0,943,5219.0,0.484,1527,35,0.207,0.153
+787800108,55,M,2,College,Married,$80K - $120K,Blue,45,5,1,2,2929.0,2431,498.0,1.632,1903,39,0.625,0.83
+738406533,59,M,1,Doctorate,Married,$40K - $60K,Blue,52,3,2,2,2548.0,2020,528.0,2.357,1719,27,1.7,0.793
+709243533,49,F,2,Unknown,Single,Less than $40K,Blue,41,5,3,2,2555.0,1815,740.0,0.847,4552,75,0.829,0.71
+713803158,41,M,3,High School,Single,$60K - $80K,Blue,33,4,1,3,9246.0,0,9246.0,0.658,4611,91,0.569,0.0
+719266158,42,M,2,Graduate,Divorced,$80K - $120K,Blue,35,5,3,1,6779.0,1359,5420.0,0.737,3434,65,0.512,0.2
+709261383,56,F,3,Graduate,Married,$40K - $60K,Blue,36,2,3,2,1872.0,661,1211.0,0.756,4970,81,0.929,0.353
+713172408,54,M,1,Unknown,Married,$80K - $120K,Blue,43,4,2,4,32558.0,2016,30542.0,0.506,1440,37,0.423,0.062
+817965858,42,F,4,Unknown,Married,Less than $40K,Blue,37,3,1,3,2757.0,1785,972.0,0.735,3766,69,0.605,0.647
+709009833,54,M,3,Graduate,Married,$40K - $60K,Blue,44,3,3,3,1655.0,0,1655.0,0.766,4621,67,0.675,0.0
+718734408,57,F,2,Unknown,Single,$40K - $60K,Blue,45,3,4,3,2428.0,932,1496.0,0.768,4823,62,0.824,0.384
+711816108,40,M,3,High School,Single,$80K - $120K,Blue,29,2,2,4,18563.0,0,18563.0,0.729,2395,45,0.552,0.0
+716899233,40,F,4,Graduate,Single,Less than $40K,Gold,20,6,4,3,15987.0,1965,14022.0,0.722,4542,70,0.591,0.123
+717336408,51,F,1,Doctorate,Single,Less than $40K,Blue,45,5,3,1,1952.0,1411,541.0,0.642,2452,44,0.63,0.723
+758426583,51,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
+789081408,44,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
+778143183,47,M,1,Graduate,Married,$60K - $80K,Blue,40,2,2,3,11773.0,0,11773.0,0.754,5098,58,1.071,0.0
+714190983,51,F,2,Graduate,Single,Unknown,Platinum,32,2,3,3,34516.0,531,33985.0,0.98,5418,65,0.711,0.015
+718712583,44,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,1,34496.0,1665,32831.0,0.883,8092,80,0.667,0.048
+813814008,53,F,1,High School,Married,Less than $40K,Blue,48,6,3,2,2324.0,1576,748.0,0.728,1272,37,1.312,0.678
+709367433,28,M,1,Unknown,Single,$40K - $60K,Blue,15,3,3,1,2109.0,1542,567.0,0.67,2261,56,0.6,0.731
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+788687133,42,M,2,Graduate,Married,$80K - $120K,Blue,31,2,3,1,16433.0,0,16433.0,0.791,13678,125,0.736,0.0
+708219108,49,M,3,College,Divorced,$80K - $120K,Blue,38,2,3,3,9959.0,1143,8816.0,0.661,7300,77,0.638,0.115
+719265108,42,F,3,High School,Married,Less than $40K,Blue,33,6,3,2,3815.0,1190,2625.0,0.852,4430,94,0.741,0.312
+717695058,46,F,5,High School,Married,Unknown,Blue,35,3,1,3,4163.0,0,4163.0,0.743,4763,76,0.854,0.0
+711356733,45,F,5,Unknown,Single,Less than $40K,Blue,36,2,2,3,3883.0,847,3036.0,0.951,4667,90,0.8,0.218
+716370258,49,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,2188.0,1067,1121.0,0.618,4537,66,0.435,0.488
+803606958,57,F,3,Graduate,Single,Less than $40K,Blue,52,5,5,0,3085.0,0,3085.0,0.719,3946,73,0.825,0.0
+780230208,53,M,2,College,Married,$40K - $60K,Blue,40,2,3,0,2672.0,1604,1068.0,0.62,4766,75,1.083,0.6
+720590058,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,3,8840.0,1794,7046.0,0.848,2839,47,0.808,0.203
+714615258,32,M,1,High School,Single,$40K - $60K,Blue,36,6,3,2,4819.0,2134,2685.0,0.834,9330,64,0.882,0.443
+709841433,45,F,2,Graduate,Divorced,Less than $40K,Blue,33,6,3,3,3855.0,1188,2667.0,0.927,3885,83,0.627,0.308
+714427608,45,F,5,Post-Graduate,Married,Unknown,Blue,29,5,3,1,2555.0,681,1874.0,0.576,4888,78,0.814,0.267
+826783233,57,F,3,High School,Single,Less than $40K,Blue,53,1,3,2,3029.0,2214,815.0,0.7,4750,89,0.978,0.731
+710658483,47,M,4,Graduate,Unknown,$40K - $60K,Blue,34,2,3,6,9080.0,2174,6906.0,0.653,2098,46,0.586,0.239
+712940508,39,M,3,Unknown,Single,$40K - $60K,Blue,24,3,1,4,4562.0,1721,2841.0,0.896,1896,50,1.5,0.377
+716457783,55,F,1,College,Single,Less than $40K,Silver,36,3,1,3,12633.0,1661,10972.0,0.718,14378,98,0.69,0.131
+713263758,53,F,1,College,Single,Less than $40K,Blue,45,3,2,2,2312.0,1997,315.0,0.787,5085,78,0.773,0.864
+720801033,51,F,1,High School,Married,Unknown,Blue,36,3,2,3,9095.0,2517,6578.0,0.37,1347,27,0.421,0.277
+711039633,52,F,4,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1594.0,0,1594.0,0.472,4653,65,0.667,0.0
+720494058,51,F,2,College,Married,Less than $40K,Blue,25,4,3,3,3042.0,0,3042.0,0.578,4781,79,0.756,0.0
+751974258,51,M,3,Unknown,Unknown,$120K +,Blue,44,2,2,3,11954.0,0,11954.0,0.779,7345,93,0.55,0.0
+709488108,42,M,4,College,Single,$40K - $60K,Blue,36,5,2,3,10543.0,0,10543.0,0.509,1841,39,0.5,0.0
+720043533,39,M,4,Graduate,Single,$60K - $80K,Blue,26,6,2,0,4534.0,917,3617.0,0.84,4211,66,0.61,0.202
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+720774183,40,F,1,High School,Divorced,Less than $40K,Blue,30,6,2,1,2579.0,1959,620.0,0.618,4300,69,0.683,0.76
+788747358,50,M,0,High School,Divorced,$40K - $60K,Blue,29,5,3,2,5530.0,2034,3496.0,0.647,4836,68,0.744,0.368
+823833483,41,M,3,Graduate,Single,$40K - $60K,Blue,37,3,3,2,7839.0,1544,6295.0,0.715,7904,83,0.804,0.197
+821749608,41,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,3,19402.0,0,19402.0,0.58,1937,51,0.594,0.0
+771032658,54,M,3,Unknown,Married,$80K - $120K,Blue,41,3,3,2,10448.0,1569,8879.0,0.482,1604,39,0.444,0.15
+779998083,33,M,3,High School,Married,$40K - $60K,Blue,23,1,2,3,6392.0,1429,4963.0,0.682,4069,66,0.737,0.224
+713935533,44,M,3,Graduate,Single,$40K - $60K,Silver,29,5,1,3,19360.0,870,18490.0,0.532,3966,78,0.902,0.045
+714407058,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,29,3,2,1,30997.0,2330,28667.0,0.65,3821,81,0.841,0.075
+756409758,44,F,2,Graduate,Married,Less than $40K,Blue,37,4,5,4,3203.0,2076,1127.0,0.543,1433,38,1.0,0.648
+708679383,44,F,2,Unknown,Unknown,Less than $40K,Blue,32,5,1,3,4852.0,1777,3075.0,0.667,1775,55,1.037,0.366
+709245783,44,F,3,Graduate,Married,Unknown,Blue,27,5,1,1,7751.0,1965,5786.0,0.782,4543,90,0.731,0.254
+771099183,37,F,2,Graduate,Single,Less than $40K,Blue,24,5,2,3,8444.0,1945,6499.0,0.703,2497,74,0.609,0.23
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+812973708,42,M,3,High School,Unknown,$40K - $60K,Blue,37,6,2,4,2793.0,1661,1132.0,1.117,3247,69,0.865,0.595
+715462008,45,M,2,College,Married,$60K - $80K,Blue,35,6,3,2,17884.0,2096,15788.0,0.477,2031,49,0.633,0.117
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+711776433,37,M,3,Uneducated,Single,$80K - $120K,Blue,26,4,2,2,23622.0,1153,22469.0,0.666,2574,65,0.625,0.049
+807604233,54,M,3,Graduate,Married,$80K - $120K,Blue,49,2,3,3,11114.0,2482,8632.0,1.08,5044,81,0.688,0.223
+720476733,47,F,3,High School,Married,Less than $40K,Blue,34,2,1,2,6028.0,799,5229.0,0.819,1002,22,0.571,0.133
+778447908,51,M,2,College,Married,$80K - $120K,Blue,33,3,1,2,3558.0,0,3558.0,0.57,4136,65,0.912,0.0
+770828358,38,M,1,Graduate,Unknown,$80K - $120K,Blue,25,4,2,4,8138.0,0,8138.0,0.596,4839,61,0.649,0.0
+718815108,50,M,2,Unknown,Married,$80K - $120K,Blue,38,3,3,1,6030.0,1315,4715.0,0.623,3420,81,0.841,0.218
+718410258,37,M,3,High School,Unknown,$80K - $120K,Blue,28,5,4,4,13441.0,0,13441.0,0.513,4207,80,0.702,0.0
+711669258,50,F,3,Uneducated,Single,Unknown,Blue,36,2,3,3,3187.0,986,2201.0,0.615,2381,47,0.516,0.309
+772684833,32,F,1,Unknown,Married,Less than $40K,Blue,22,3,3,2,2642.0,2035,607.0,1.119,1761,42,0.909,0.77
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+708983658,51,M,2,Uneducated,Single,$120K +,Blue,39,3,3,1,16868.0,0,16868.0,0.938,940,25,0.471,0.0
+708438033,36,F,2,Unknown,Married,Less than $40K,Blue,27,3,3,4,3049.0,2198,851.0,1.546,2617,48,1.0,0.721
+767376483,27,F,1,College,Married,Less than $40K,Blue,20,5,3,3,1893.0,0,1893.0,0.691,5176,91,0.784,0.0
+711598533,43,M,1,High School,Married,$60K - $80K,Blue,36,1,2,3,4255.0,1729,2526.0,0.55,3607,75,0.471,0.406
+788610258,49,M,4,College,Unknown,Less than $40K,Blue,43,5,2,4,9652.0,2517,7135.0,0.889,3762,73,0.587,0.261
+826478958,52,M,1,College,Married,$80K - $120K,Blue,48,4,3,3,2066.0,1601,465.0,0.742,1578,41,0.414,0.775
+713516433,36,F,3,College,Single,Less than $40K,Blue,36,6,1,0,5383.0,737,4646.0,0.956,2934,80,0.633,0.137
+813915933,45,M,2,Graduate,Divorced,$40K - $60K,Blue,40,3,3,2,2259.0,954,1305.0,0.695,1393,35,0.842,0.422
+715253433,48,M,4,Unknown,Single,$80K - $120K,Blue,38,5,2,3,5543.0,1372,4171.0,0.744,5266,79,0.795,0.248
+713641233,44,F,3,High School,Single,Unknown,Blue,31,5,6,4,10262.0,1888,8374.0,0.508,3553,65,0.757,0.184
+711721458,50,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,1438.3,0,1438.3,0.658,2329,43,0.593,0.0
+712777233,65,M,0,Graduate,Single,Unknown,Blue,48,1,4,3,1671.0,0,1671.0,0.725,2701,51,0.889,0.0
+719734533,40,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
+748503708,54,F,1,High School,Single,Less than $40K,Blue,47,6,4,3,2797.0,1627,1170.0,0.413,1566,36,0.714,0.582
+824172258,34,F,2,Unknown,Divorced,Less than $40K,Blue,30,3,1,2,4408.0,1510,2898.0,0.73,4495,77,0.833,0.343
+712111608,59,F,2,Post-Graduate,Single,Less than $40K,Blue,54,1,1,3,1438.3,0,1438.3,0.61,4919,72,0.756,0.0
+808279158,51,M,3,Graduate,Married,$80K - $120K,Blue,46,1,3,1,11765.0,1429,10336.0,0.817,8914,99,0.768,0.121
+720680058,47,M,2,Post-Graduate,Married,Less than $40K,Blue,36,6,1,3,3888.0,1663,2225.0,0.664,1145,37,0.423,0.428

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_005/info.json

@@ -0,0 +1,152 @@
+{
+    "name": "Credit Card customers",
+    "source": "https://www.kaggle.com/datasets/sakshigoyal7/credit-card-customers/data",
+    "data_intro": "this dataset consists of 10,000 customers mentioning their age, salary, marital_status, credit card limit, credit card category, etc,try to predict what kind of client is likely to leave",
+    "is_splited": false,
+    "overall_size": 10127,
+    "train_size": 0,
+    "test_size": 0,
+    "c_classes": 6,
+    "n_classes": 17,
+    "task_type": "classification",
+    "target": {
+        "Attrition_Flag": "Given a customer's all other data, predict whether the customer will be Existing Customer or Attrited Customer"
+    },
+    "cat_feature_intro": {
+        "Attrition_Flag": "- Attrition_Flag:Internal event (customer activity) variable - if the account is closed then 1 else 0,Existing Customer,Attrited Customer",
+        "Gender": "- Gender: Demographic variable - M=Male, F=Female",
+        "Education_Level": "- Education_Level:Demographic variable - Educational Qualification of the account holder (example: high school, college graduate, etc.)",
+        "Marital_Status": "- Marital_Status:Demographic variable - Married, Single, Divorced, Unknown",
+        "Income_Category": "- Income_Category: Demographic variable - Annual Income Category of the account holder (< $40K, $40K - 60K, $60K - $80K, $80K-$120K, > $120K, Unknown)",
+        "Card_Category": "- Card_Category: Product Variable - Type of Card (Blue, Silver, Gold, Platinum)"
+    },
+    "num_feature_intro": {
+        "CLIENTNUM": "- CLIENTNUM:Client number. Unique identifier for the customer holding the account",
+        "Customer_Age": "- Customer_Age:Demographic variable - Customer's Age in Years",
+        "Dependent_count": "- Dependent_count:Demographic variable - Number of dependents",
+        "Months_on_book": "- Months_on_book:Period of relationship with bank",
+        "Total_Relationship_Count": "- Total_Relationship_Count:Total no. of products held by the customer",
+        "Months_Inactive_12_mon": "- Months_Inactive_12_mon:No. of months inactive in the last 12 months",
+        "Contacts_Count_12_mon": "- Contacts_Count_12_mon:No. of Contacts in the last 12 months",
+        "Credit_Limit": "- Credit_Limit:Credit Limit on the Credit Card",
+        "Total_Revolving_Bal": "- Total_Revolving_Bal:Total Revolving Balance on the Credit Card",
+        "Avg_Open_To_Buy": "- Avg_Open_To_Buy:Open to Buy Credit Line (Average of last 12 months)",
+        "Total_Amt_Chng_Q4_Q1": "- Total_Amt_Chng_Q4_Q1:Change in Transaction Amount (Q4 over Q1)",
+        "Total_Trans_Amt": "- Total_Trans_Amt:Total Transaction Amount (Last 12 months)",
+        "Total_Trans_Ct": "- Total_Trans_Ct:Total Transaction Count (Last 12 months)",
+        "Total_Ct_Chng_Q4_Q1": "- Total_Ct_Chng_Q4_Q1:Change in Transaction Count (Q4 over Q1)",
+        "Avg_Utilization_Ratio": "- Avg_Utilization_Ratio:Average Card Utilization Ratio",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1:Naive Bayes",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2:Naive Bayes"
+    },
+    "evaluation_metric": null,
+    "num_feature_value": {
+        "Avg_Open_To_Buy": [
+            3.0,
+            34516.0
+        ],
+        "Avg_Utilization_Ratio": [
+            0.0,
+            0.999
+        ],
+        "CLIENTNUM": [
+            708082083.0,
+            828343083.0
+        ],
+        "Contacts_Count_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Credit_Limit": [
+            1438.3,
+            34516.0
+        ],
+        "Customer_Age": [
+            26.0,
+            73.0
+        ],
+        "Dependent_count": [
+            0.0,
+            5.0
+        ],
+        "Months_Inactive_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Months_on_book": [
+            13.0,
+            56.0
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": [
+            7.6642e-06,
+            0.99958
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": [
+            0.00041998,
+            0.99999
+        ],
+        "Total_Amt_Chng_Q4_Q1": [
+            0.0,
+            3.397
+        ],
+        "Total_Ct_Chng_Q4_Q1": [
+            0.0,
+            3.714
+        ],
+        "Total_Relationship_Count": [
+            1.0,
+            6.0
+        ],
+        "Total_Revolving_Bal": [
+            0.0,
+            2517.0
+        ],
+        "Total_Trans_Amt": [
+            510.0,
+            18484.0
+        ],
+        "Total_Trans_Ct": [
+            10.0,
+            139.0
+        ]
+    },
+    "cat_feature_value": {
+        "Attrition_Flag": [
+            "Attrited Customer",
+            "Existing Customer"
+        ],
+        "Card_Category": [
+            "Blue",
+            "Gold",
+            "Platinum",
+            "Silver"
+        ],
+        "Education_Level": [
+            "College",
+            "Doctorate",
+            "Graduate",
+            "High School",
+            "Post-Graduate",
+            "Uneducated",
+            "Unknown"
+        ],
+        "Gender": [
+            "F",
+            "M"
+        ],
+        "Income_Category": [
+            "$120K +",
+            "$40K - $60K",
+            "$60K - $80K",
+            "$80K - $120K",
+            "Less than $40K",
+            "Unknown"
+        ],
+        "Marital_Status": [
+            "Divorced",
+            "Married",
+            "Single",
+            "Unknown"
+        ]
+    }
+}

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_005/test.csv

@@ -0,0 +1,501 @@
+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
+779804208,Existing Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,42,6,2,0,5332.0,0,5332.0,0.939,1371,39,1.167,0.0
+718246458,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,45,2,1,2,24262.0,1984,22278.0,0.805,8241,105,0.75,0.082
+720771933,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,1,1994.0,0,1994.0,0.829,4434,69,0.568,0.0
+806641683,Existing Customer,44,M,3,Uneducated,Married,$80K - $120K,Silver,39,5,2,2,34516.0,1461,33055.0,0.646,3416,70,0.707,0.042
+718983333,Existing Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,43,6,1,3,6704.0,1354,5350.0,0.411,1331,30,0.364,0.202
+714680208,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,45,5,3,4,1652.0,1318,334.0,0.593,4533,69,0.533,0.798
+719911458,Existing Customer,49,F,5,High School,Married,Less than $40K,Blue,36,4,2,3,2598.0,1848,750.0,0.547,4396,78,0.814,0.711
+720275358,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,30,4,3,2,1889.0,0,1889.0,0.874,2479,46,0.533,0.0
+720725058,Attrited Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,1,3,4,7176.0,0,7176.0,0.45,1375,33,0.65,0.0
+769892058,Existing Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,34,4,2,2,9124.0,2126,6998.0,0.449,4564,65,0.548,0.233
+717007458,Existing Customer,46,M,2,Graduate,Married,$40K - $60K,Blue,38,4,3,3,2457.0,1051,1406.0,0.982,3256,71,0.919,0.428
+712549758,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,25,6,2,1,25060.0,0,25060.0,0.758,3749,61,0.743,0.0
+711128433,Existing Customer,55,M,3,Uneducated,Single,$40K - $60K,Blue,36,1,3,3,10949.0,829,10120.0,0.749,7685,91,0.596,0.076
+771544533,Attrited Customer,42,F,5,High School,Married,Unknown,Blue,30,3,1,4,3578.0,0,3578.0,0.759,1015,36,0.44,0.0
+708948483,Attrited Customer,54,M,3,Graduate,Married,$80K - $120K,Silver,36,2,3,1,34516.0,761,33755.0,0.838,8444,68,0.744,0.022
+715567608,Existing Customer,45,F,1,High School,Unknown,Less than $40K,Blue,35,4,4,4,4406.0,1247,3159.0,1.037,3964,76,0.854,0.283
+716442333,Existing Customer,34,F,3,Graduate,Married,$40K - $60K,Blue,25,6,2,2,2275.0,1468,807.0,0.757,4977,88,0.692,0.645
+714821433,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,2,1,1,2737.0,0,2737.0,0.71,7587,80,0.569,0.0
+720001758,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,34,5,1,3,3534.0,1175,2359.0,0.737,13588,94,0.808,0.332
+717299958,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,45,3,2,0,2453.0,1534,919.0,0.785,4185,66,0.784,0.625
+803026008,Existing Customer,48,M,3,Unknown,Married,$80K - $120K,Blue,42,3,6,2,6805.0,1448,5357.0,0.836,3463,65,0.711,0.213
+711913833,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,4,2,4,8818.0,1437,7381.0,0.649,1865,31,0.938,0.163
+720044658,Attrited Customer,53,M,1,Post-Graduate,Single,$60K - $80K,Blue,46,6,2,4,4573.0,2076,2497.0,0.839,2720,46,0.484,0.454
+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
+809589783,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,36,3,3,2,16268.0,817,15451.0,0.64,13969,120,0.69,0.05
+714999483,Existing Customer,38,M,4,Uneducated,Unknown,$80K - $120K,Silver,36,2,1,2,34516.0,1132,33384.0,0.84,9389,106,0.797,0.033
+719085933,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,24,4,1,2,23561.0,864,22697.0,1.373,2447,64,1.0,0.037
+794682483,Existing Customer,43,F,3,Post-Graduate,Unknown,Less than $40K,Blue,23,5,3,3,4284.0,1094,3190.0,0.63,3095,64,0.524,0.255
+710784333,Existing Customer,57,M,2,Unknown,Married,$120K +,Blue,36,3,2,2,23700.0,1314,22386.0,1.487,1644,28,0.647,0.055
+712662783,Attrited Customer,43,F,2,College,Married,Unknown,Blue,36,1,2,6,3793.0,2517,1276.0,0.512,2577,57,0.629,0.664
+712609533,Existing Customer,32,M,1,Uneducated,Single,$80K - $120K,Blue,15,2,2,1,3371.0,1530,1841.0,0.828,13432,118,0.815,0.454
+787587033,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,32,3,1,2,2996.0,1992,1004.0,0.948,4463,87,0.74,0.665
+789520533,Existing Customer,52,M,2,Uneducated,Single,$120K +,Blue,44,6,3,2,26174.0,1864,24310.0,0.684,4551,65,0.667,0.071
+717788958,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Blue,19,1,1,2,21615.0,570,21045.0,0.737,16464,103,0.717,0.026
+778924158,Existing Customer,45,F,2,High School,Single,Less than $40K,Blue,26,4,3,4,1438.3,0,1438.3,0.71,3749,77,0.604,0.0
+772590408,Existing Customer,41,M,5,Unknown,Married,$80K - $120K,Blue,31,3,3,1,12114.0,1379,10735.0,0.676,3964,90,0.837,0.114
+789370383,Existing Customer,42,M,1,High School,Married,$40K - $60K,Blue,32,4,2,2,2807.0,1845,962.0,1.027,1346,26,1.0,0.657
+711712983,Existing Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,46,6,2,3,15982.0,0,15982.0,0.687,4503,80,0.667,0.0
+710545158,Existing Customer,42,M,3,Unknown,Single,$120K +,Blue,36,6,3,2,15108.0,0,15108.0,1.015,3738,68,0.744,0.0
+716039433,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,35,4,6,1,1686.0,1271,415.0,1.087,3445,64,0.73,0.754
+787833333,Existing Customer,44,M,3,College,Unknown,$80K - $120K,Blue,35,6,1,2,6361.0,1292,5069.0,1.027,1571,38,0.52,0.203
+788923758,Existing Customer,26,F,1,High School,Unknown,Unknown,Blue,13,3,1,3,10693.0,2517,8176.0,0.88,4138,76,0.727,0.235
+713956308,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,49,4,2,2,3297.0,2297,1000.0,0.744,1894,56,0.556,0.697
+720899883,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,35,6,2,2,6849.0,0,6849.0,0.736,3770,82,0.864,0.0
+719934783,Existing Customer,43,M,3,Doctorate,Married,$80K - $120K,Blue,27,4,2,2,3676.0,673,3003.0,0.629,14651,105,0.78,0.183
+811475733,Attrited Customer,53,F,1,College,Married,$40K - $60K,Blue,48,2,2,3,3339.0,0,3339.0,0.694,2432,48,0.6,0.0
+717684858,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,38,6,3,3,22304.0,1333,20971.0,0.463,5002,60,0.5,0.06
+714181008,Existing Customer,35,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,2,3019.0,1462,1557.0,0.718,4509,71,0.732,0.484
+789469083,Existing Customer,55,M,2,Unknown,Single,$80K - $120K,Blue,46,2,1,1,10795.0,0,10795.0,0.855,7855,81,0.528,0.0
+710005683,Existing Customer,56,M,2,College,Single,$80K - $120K,Blue,46,3,3,5,12540.0,1696,10844.0,0.799,16518,115,0.716,0.135
+756477333,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,35,4,3,1,1539.0,0,1539.0,0.944,4793,71,0.614,0.0
+717949008,Attrited Customer,40,F,4,High School,Single,$40K - $60K,Blue,29,5,2,3,1554.0,412,1142.0,0.568,2341,43,0.483,0.265
+789180933,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,26,3,1,2,2917.0,2216,701.0,0.81,4524,67,0.489,0.76
+710436108,Existing Customer,41,M,4,High School,Unknown,$40K - $60K,Blue,29,5,4,2,3600.0,746,2854.0,0.824,4184,61,0.694,0.207
+711283008,Existing Customer,50,M,1,High School,Single,$80K - $120K,Silver,36,4,5,3,34516.0,0,34516.0,0.732,16019,105,0.694,0.0
+789289383,Existing Customer,42,M,3,Graduate,Single,$80K - $120K,Silver,31,2,2,3,34516.0,2120,32396.0,0.9,14626,97,0.644,0.061
+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
+717072108,Attrited Customer,50,F,2,Unknown,Single,$40K - $60K,Blue,36,3,3,2,2762.0,0,2762.0,0.684,2571,44,0.419,0.0
+770743983,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,20,1,2,3,8698.0,874,7824.0,0.708,15683,94,0.709,0.1
+714115533,Existing Customer,28,M,0,Graduate,Married,Less than $40K,Blue,18,5,1,3,2943.0,1789,1154.0,1.271,2591,55,0.897,0.608
+779521533,Existing Customer,53,M,2,High School,Married,$120K +,Blue,36,5,3,3,3329.0,1092,2237.0,1.466,1978,33,0.833,0.328
+712774008,Existing Customer,59,M,0,Uneducated,Married,Less than $40K,Blue,46,6,1,2,3939.0,2517,1422.0,0.376,1489,34,0.545,0.639
+716666133,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,39,6,4,1,19350.0,0,19350.0,0.982,4657,70,0.795,0.0
+778456983,Existing Customer,38,F,2,Unknown,Single,Less than $40K,Blue,23,5,3,3,2222.0,1205,1017.0,0.395,1823,49,0.361,0.542
+792695808,Existing Customer,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232.0,1140,17092.0,0.657,4775,84,1.1,0.063
+790000608,Existing Customer,64,F,1,Graduate,Single,Less than $40K,Blue,56,4,1,1,6723.0,968,5755.0,0.832,3838,67,0.811,0.144
+768632958,Attrited Customer,59,F,1,Graduate,Single,Unknown,Blue,49,3,4,6,8708.0,1091,7617.0,0.904,2508,49,0.885,0.125
+711701058,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Silver,36,2,2,3,10973.0,1466,9507.0,0.802,4892,94,0.593,0.134
+714103083,Existing Customer,47,M,2,College,Married,$40K - $60K,Blue,37,6,3,1,3263.0,1525,1738.0,0.542,14649,110,0.833,0.467
+764776833,Existing Customer,61,M,0,Graduate,Married,$40K - $60K,Blue,54,3,3,2,3077.0,1646,1431.0,0.456,1523,30,0.579,0.535
+788813658,Existing Customer,62,F,0,Graduate,Single,Unknown,Blue,45,2,2,3,10503.0,0,10503.0,0.886,4755,88,0.725,0.0
+721467258,Existing Customer,58,M,1,High School,Married,$40K - $60K,Blue,36,3,2,5,2165.0,1135,1030.0,0.707,1541,33,0.833,0.524
+711807333,Existing Customer,37,F,2,College,Single,Less than $40K,Blue,26,1,1,2,1438.3,0,1438.3,0.587,3948,84,0.68,0.0
+708881583,Existing Customer,50,M,2,Uneducated,Married,$40K - $60K,Blue,43,1,3,1,12458.0,1332,11126.0,0.68,8752,95,0.863,0.107
+771584658,Existing Customer,46,F,4,Unknown,Single,Unknown,Silver,34,1,2,3,33874.0,1473,32401.0,0.803,13753,98,0.849,0.043
+712627083,Attrited Customer,38,M,4,Uneducated,Married,$80K - $120K,Blue,25,5,2,4,5768.0,0,5768.0,0.924,9867,78,0.902,0.0
+712555233,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Blue,48,4,1,2,4205.0,710,3495.0,0.504,2023,38,0.727,0.169
+712855683,Existing Customer,50,F,2,Post-Graduate,Married,Less than $40K,Blue,36,1,2,2,3350.0,1335,2015.0,0.781,4906,89,0.561,0.399
+798777708,Existing Customer,54,F,4,High School,Single,$40K - $60K,Blue,48,2,4,1,3089.0,1177,1912.0,1.01,5237,75,0.829,0.381
+712490283,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,4,3,3,3156.0,2517,639.0,1.516,2091,48,0.778,0.798
+788943333,Attrited Customer,51,M,3,Post-Graduate,Married,$80K - $120K,Silver,37,6,2,2,34516.0,989,33527.0,1.021,4810,55,0.341,0.029
+708121908,Attrited Customer,48,M,4,Unknown,Married,$80K - $120K,Blue,36,2,3,2,22917.0,0,22917.0,0.574,2045,45,0.5,0.0
+714046608,Existing Customer,49,M,0,Doctorate,Married,$60K - $80K,Blue,39,5,6,3,19719.0,1395,18324.0,0.565,3572,73,0.738,0.071
+820044333,Existing Customer,39,M,3,College,Divorced,$40K - $60K,Blue,34,3,3,2,2503.0,2185,318.0,0.5,4157,58,0.758,0.873
+713745783,Existing Customer,29,F,0,Post-Graduate,Single,Unknown,Gold,36,4,1,4,34516.0,1452,33064.0,0.887,2336,49,1.13,0.042
+716643033,Attrited Customer,41,F,2,Graduate,Married,Less than $40K,Blue,31,3,3,3,2580.0,2137,443.0,1.056,2981,40,0.481,0.828
+711313158,Existing Customer,50,F,4,Unknown,Single,Unknown,Blue,44,5,1,1,10721.0,0,10721.0,0.861,4962,74,0.51,0.0
+717410508,Existing Customer,43,M,3,Unknown,Married,$60K - $80K,Silver,30,4,3,4,25856.0,1281,24575.0,0.975,3303,70,0.795,0.05
+788908308,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,2,3,2,5972.0,0,5972.0,0.606,14227,116,0.706,0.0
+711345258,Existing Customer,52,F,2,High School,Married,$40K - $60K,Blue,44,3,3,1,5731.0,0,5731.0,0.685,4751,85,0.932,0.0
+779608083,Existing Customer,55,M,2,Doctorate,Single,Less than $40K,Blue,44,2,2,2,3897.0,1247,2650.0,0.689,3681,62,0.632,0.32
+709649958,Attrited Customer,62,M,0,Post-Graduate,Divorced,$60K - $80K,Silver,46,4,5,6,28229.0,287,27942.0,0.594,2281,45,0.552,0.01
+714506583,Existing Customer,48,F,4,Graduate,Unknown,Less than $40K,Blue,38,4,3,1,1438.3,0,1438.3,0.647,4601,78,0.625,0.0
+711629733,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,5,3,1,5371.0,1499,3872.0,0.737,3282,66,0.65,0.279
+713782608,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,1,3,1,2652.0,2386,266.0,0.766,5329,83,0.729,0.9
+718504983,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,37,6,2,2,6091.0,0,6091.0,0.56,3340,60,0.579,0.0
+709061658,Existing Customer,44,F,1,Graduate,Single,Less than $40K,Blue,31,2,2,3,1550.0,716,834.0,0.749,4534,87,0.977,0.462
+720412308,Existing Customer,40,M,4,Unknown,Married,$80K - $120K,Blue,36,2,1,1,34516.0,2330,32186.0,0.693,7635,75,0.667,0.068
+713094483,Existing Customer,43,F,3,Unknown,Married,$40K - $60K,Blue,32,3,2,4,4391.0,0,4391.0,0.757,4741,78,0.814,0.0
+711412533,Attrited Customer,40,F,3,High School,Single,Less than $40K,Blue,35,6,3,5,5492.0,1573,3919.0,0.636,2416,45,0.667,0.286
+716487408,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,30,3,1,3,3235.0,2517,718.0,1.091,1637,43,0.87,0.778
+708100533,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,36,3,3,3,2679.0,2277,402.0,0.736,4943,85,0.735,0.85
+717666783,Attrited Customer,56,F,3,College,Single,Less than $40K,Blue,46,1,3,3,2272.0,1350,922.0,0.762,2354,49,0.96,0.594
+770740308,Existing Customer,49,F,4,Graduate,Unknown,$40K - $60K,Blue,35,3,3,2,2631.0,1699,932.0,0.668,4691,92,0.704,0.646
+767197983,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,45,1,1,1,4209.0,0,4209.0,0.856,5938,83,0.694,0.0
+820353558,Existing Customer,41,F,3,High School,Married,$40K - $60K,Blue,36,4,1,2,9797.0,1434,8363.0,0.644,1503,34,0.478,0.146
+711891933,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,40,3,3,3,12945.0,1582,11363.0,0.496,3369,59,0.788,0.122
+710694033,Existing Customer,32,M,0,Graduate,Divorced,$40K - $60K,Blue,36,2,1,1,7473.0,1253,6220.0,0.98,13400,104,0.733,0.168
+708585933,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,1656.0,1429,227.0,0.777,4258,77,0.75,0.863
+715153158,Existing Customer,41,M,4,Uneducated,Single,$40K - $60K,Blue,36,4,3,4,3636.0,1884,1752.0,0.924,4254,79,0.491,0.518
+757667133,Attrited Customer,54,M,2,College,Single,$80K - $120K,Blue,47,2,2,2,13769.0,0,13769.0,1.058,4738,53,0.395,0.0
+719863758,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,1869.0,758,1111.0,0.91,1549,34,0.478,0.406
+721365033,Attrited Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,4,1696.0,0,1696.0,0.857,2095,43,0.536,0.0
+714292533,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,4,1,2,2544.0,0,2544.0,0.759,3593,64,1.0,0.0
+768490458,Attrited Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,43,1,3,3,5701.0,2517,3184.0,0.716,961,32,0.524,0.442
+719519058,Attrited Customer,55,F,4,High School,Married,Less than $40K,Blue,36,4,2,3,1477.0,0,1477.0,0.719,2419,49,0.531,0.0
+714187533,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,2,3,0,3540.0,849,2691.0,0.456,1321,28,0.75,0.24
+714418983,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,33,4,2,1,1438.3,0,1438.3,0.643,4509,80,0.569,0.0
+715269483,Existing Customer,50,M,4,Post-Graduate,Married,$120K +,Blue,36,4,1,3,17374.0,2517,14857.0,0.743,15473,128,0.707,0.145
+714987633,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,36,2,2,3,4953.0,2039,2914.0,0.68,4026,53,0.828,0.412
+716630508,Existing Customer,58,M,3,High School,Married,$120K +,Blue,50,6,2,4,12698.0,2361,10337.0,0.799,4425,75,0.63,0.186
+721175283,Existing Customer,59,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,1,2697.0,1410,1287.0,0.925,4489,58,0.706,0.523
+709086933,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,22,4,2,4,3372.0,2517,855.0,0.729,4209,72,0.756,0.746
+713514633,Attrited Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,50,2,4,2,6224.0,0,6224.0,0.801,8291,69,1.029,0.0
+813752433,Attrited Customer,43,F,3,Graduate,Single,Less than $40K,Blue,38,5,2,4,4075.0,1986,2089.0,1.214,2449,27,0.038,0.487
+822961533,Existing Customer,65,F,0,College,Divorced,Unknown,Blue,56,5,2,3,13666.0,0,13666.0,0.808,3998,70,1.0,0.0
+709123908,Existing Customer,43,F,2,Graduate,Married,$40K - $60K,Blue,36,2,3,2,4287.0,0,4287.0,0.807,4874,82,0.708,0.0
+719872833,Existing Customer,45,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,6,3,2803.0,0,2803.0,0.565,3347,71,0.732,0.0
+720099708,Existing Customer,51,F,4,Unknown,Single,Less than $40K,Blue,43,6,3,2,3124.0,2517,607.0,0.635,4716,68,0.581,0.806
+715805133,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,43,6,2,2,2705.0,1581,1124.0,0.851,5532,81,0.841,0.584
+771349458,Existing Customer,33,M,2,Graduate,Married,$40K - $60K,Blue,20,4,3,3,5657.0,1792,3865.0,0.904,1914,46,0.769,0.317
+719549508,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,40,4,2,2,2712.0,1686,1026.0,0.791,4678,74,0.644,0.622
+771742533,Existing Customer,48,M,2,Graduate,Unknown,$40K - $60K,Blue,36,5,1,2,13068.0,1718,11350.0,0.607,937,28,0.556,0.131
+765940683,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,30,5,2,2,11277.0,1747,9530.0,0.503,2033,56,0.867,0.155
+770590758,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,29,5,2,0,3378.0,1069,2309.0,0.581,1285,16,0.333,0.316
+804663258,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,49,3,1,4,14015.0,2065,11950.0,0.704,1903,49,0.633,0.147
+715827858,Existing Customer,58,F,4,Uneducated,Married,Less than $40K,Blue,47,3,3,3,2822.0,2173,649.0,1.456,1218,23,2.286,0.77
+711142308,Existing Customer,37,M,0,High School,Divorced,$40K - $60K,Blue,36,3,1,5,3091.0,0,3091.0,0.665,2572,65,0.548,0.0
+709893858,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,9422.0,2108,7314.0,0.891,4633,58,0.611,0.224
+714169908,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,34,5,2,1,1944.0,1140,804.0,0.582,4921,82,0.907,0.586
+817616433,Existing Customer,55,F,2,College,Unknown,Unknown,Blue,41,6,2,2,7613.0,0,7613.0,0.68,4268,69,0.725,0.0
+714131058,Existing Customer,30,M,0,Graduate,Unknown,$60K - $80K,Blue,36,3,5,3,18513.0,2517,15996.0,0.524,1567,33,0.941,0.136
+719469333,Existing Customer,33,F,1,High School,Single,Less than $40K,Blue,25,6,3,4,6193.0,695,5498.0,0.632,2456,69,0.725,0.112
+718441308,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,31,3,1,3,8228.0,1935,6293.0,0.627,4933,68,0.545,0.235
+794843883,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,1,2,34516.0,1202,33314.0,0.603,1353,33,0.737,0.035
+755661933,Attrited Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,41,5,3,3,1899.0,671,1228.0,0.736,2434,45,0.406,0.353
+710492733,Existing Customer,29,M,0,Post-Graduate,Single,$40K - $60K,Blue,19,4,1,2,13632.0,1482,12150.0,0.893,2168,42,2.5,0.109
+709745508,Attrited Customer,58,F,2,Unknown,Divorced,$40K - $60K,Blue,47,1,4,3,2295.0,0,2295.0,0.376,2140,40,0.429,0.0
+712953483,Attrited Customer,64,F,0,Graduate,Single,Less than $40K,Blue,36,1,3,4,1682.0,0,1682.0,0.75,1811,39,0.5,0.0
+780074733,Existing Customer,42,F,1,Doctorate,Married,Less than $40K,Blue,27,5,3,3,1840.0,1565,275.0,0.95,4518,72,0.5,0.851
+719035758,Existing Customer,53,F,3,Uneducated,Divorced,Less than $40K,Blue,43,5,1,2,2383.0,1516,867.0,0.857,4917,78,0.95,0.636
+715992558,Existing Customer,52,M,2,Doctorate,Married,$80K - $120K,Blue,38,4,2,2,12878.0,1628,11250.0,0.542,1968,59,0.735,0.126
+787513533,Existing Customer,47,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,3,2245.0,1503,742.0,0.754,3344,54,0.543,0.669
+718746933,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,47,6,3,4,2865.0,2022,843.0,0.547,3441,66,0.65,0.706
+780612558,Existing Customer,58,F,1,Graduate,Single,$40K - $60K,Blue,46,3,3,3,1996.0,1850,146.0,0.952,3421,55,0.719,0.927
+708644208,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,5,2,4,5858.0,0,5858.0,0.853,3355,77,0.604,0.0
+770241333,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,43,3,1,4,2228.0,1003,1225.0,1.119,2104,44,0.467,0.45
+758408883,Existing Customer,37,F,1,Graduate,Unknown,$40K - $60K,Blue,30,5,3,4,13355.0,1631,11724.0,1.113,1921,37,0.85,0.122
+788874333,Existing Customer,55,M,3,Post-Graduate,Unknown,$120K +,Blue,40,3,1,4,15631.0,1305,14326.0,0.668,4313,67,0.914,0.083
+709803258,Attrited Customer,48,M,2,Unknown,Married,$80K - $120K,Blue,28,5,2,3,12073.0,0,12073.0,0.541,2400,52,0.793,0.0
+718711158,Attrited Customer,52,M,3,Graduate,Married,$120K +,Blue,36,1,2,3,3841.0,2517,1324.0,0.841,2680,51,0.545,0.655
+713058858,Attrited Customer,54,F,2,Graduate,Unknown,Less than $40K,Blue,46,5,3,2,1695.0,913,782.0,0.449,2130,48,0.5,0.539
+716443608,Existing Customer,46,F,3,Unknown,Unknown,Less than $40K,Blue,36,2,3,1,7199.0,1235,5964.0,0.83,4050,78,0.814,0.172
+719362458,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,5,3,3,2822.0,0,2822.0,0.681,5064,74,0.85,0.0
+718642458,Existing Customer,40,M,4,High School,Unknown,$80K - $120K,Blue,36,6,1,0,2126.0,1321,805.0,0.596,2992,72,1.0,0.621
+714086133,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2577.0,1450,1127.0,0.747,4576,83,0.766,0.563
+714406158,Attrited Customer,53,F,3,High School,Divorced,Unknown,Blue,36,4,3,6,7939.0,0,7939.0,0.551,2269,42,0.312,0.0
+712128258,Existing Customer,49,F,4,High School,Single,Less than $40K,Silver,40,5,3,5,13704.0,2127,11577.0,0.805,15872,116,0.681,0.155
+714030183,Existing Customer,59,M,0,Graduate,Single,$80K - $120K,Silver,36,5,3,3,34516.0,1494,33022.0,1.229,3259,65,0.585,0.043
+788240358,Existing Customer,40,F,5,Graduate,Married,Unknown,Silver,24,2,1,2,33441.0,686,32755.0,0.761,8452,83,0.509,0.021
+708419733,Attrited Customer,47,M,3,College,Single,$60K - $80K,Blue,39,5,3,2,22599.0,0,22599.0,1.039,4739,55,0.486,0.0
+720507108,Attrited Customer,42,F,3,College,Married,Less than $40K,Blue,28,3,3,2,1601.0,0,1601.0,0.63,2339,41,0.414,0.0
+710984133,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,5,3,4,27876.0,557,27319.0,0.768,4654,88,0.66,0.02
+718655808,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Silver,36,3,3,2,12944.0,1200,11744.0,0.839,16161,105,0.944,0.093
+710710233,Existing Customer,58,M,4,Graduate,Married,$120K +,Silver,45,4,2,3,34516.0,0,34516.0,0.849,15560,100,0.724,0.0
+718162908,Existing Customer,55,M,3,College,Married,$80K - $120K,Blue,42,3,2,1,26101.0,614,25487.0,0.397,1472,48,0.412,0.024
+779041983,Existing Customer,41,M,5,High School,Single,$40K - $60K,Blue,22,6,2,2,1438.3,0,1438.3,0.56,4439,81,1.025,0.0
+715072533,Existing Customer,41,F,3,Unknown,Unknown,$40K - $60K,Blue,36,2,6,2,4451.0,0,4451.0,0.726,4456,75,0.974,0.0
+712795833,Attrited Customer,34,F,4,Graduate,Married,Less than $40K,Blue,36,2,2,4,5021.0,2517,2504.0,0.587,2270,40,0.481,0.501
+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
+779656908,Existing Customer,40,M,1,Graduate,Married,$40K - $60K,Blue,23,6,3,2,6990.0,1378,5612.0,0.73,1479,29,0.611,0.197
+712642533,Existing Customer,38,M,3,Unknown,Unknown,$80K - $120K,Blue,26,6,1,3,32866.0,2098,30768.0,0.549,3788,76,0.689,0.064
+825743583,Existing Customer,39,F,2,Graduate,Single,Unknown,Silver,35,1,3,3,32089.0,1971,30118.0,0.671,13796,121,0.833,0.061
+769137108,Attrited Customer,43,F,2,Post-Graduate,Married,Less than $40K,Blue,37,3,3,1,1438.3,0,1438.3,1.004,974,28,0.273,0.0
+718399233,Existing Customer,43,F,4,College,Single,$40K - $60K,Blue,36,6,3,1,1531.0,0,1531.0,0.704,4152,77,0.54,0.0
+765692658,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,42,4,3,4,2162.0,1882,280.0,0.934,3825,70,0.75,0.87
+710676483,Existing Customer,38,F,2,Unknown,Married,Less than $40K,Blue,36,4,2,2,5589.0,0,5589.0,0.787,4064,77,0.711,0.0
+719136183,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,6,1,3,3541.0,1444,2097.0,0.664,3410,69,0.683,0.408
+711050058,Existing Customer,33,F,2,Uneducated,Married,$40K - $60K,Blue,23,4,2,4,6732.0,0,6732.0,0.856,1644,45,0.731,0.0
+720980958,Existing Customer,43,F,5,Uneducated,Married,Less than $40K,Blue,30,1,3,2,3092.0,909,2183.0,0.832,4797,87,0.851,0.294
+718306308,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,36,1,2,3,27984.0,1793,26191.0,0.754,8147,81,0.588,0.064
+715271733,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,3,3,0,8520.0,814,7706.0,0.504,1193,35,0.346,0.096
+789121233,Existing Customer,53,F,2,Unknown,Single,Less than $40K,Blue,41,5,1,3,2329.0,2290,39.0,0.533,4609,76,0.767,0.983
+815230458,Existing Customer,31,M,1,High School,Divorced,$40K - $60K,Silver,26,1,1,3,15504.0,1277,14227.0,0.612,14181,126,0.615,0.082
+719785683,Existing Customer,41,M,4,Post-Graduate,Married,$80K - $120K,Blue,36,1,2,2,21751.0,1573,20178.0,0.878,8332,102,0.569,0.072
+720313083,Existing Customer,32,M,1,Unknown,Single,$120K +,Blue,18,5,3,2,6276.0,2289,3987.0,0.637,2637,68,0.388,0.365
+711382458,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,38,2,3,5,1438.3,0,1438.3,0.713,2389,49,0.361,0.0
+708355683,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,38,3,2,3,16815.0,0,16815.0,0.938,2976,65,0.512,0.0
+787558683,Existing Customer,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,35,3,5,2,1850.0,621,1229.0,0.682,4234,74,0.682,0.336
+718000383,Existing Customer,60,F,1,Graduate,Single,Unknown,Blue,51,3,3,4,23566.0,1147,22419.0,0.629,4274,64,0.641,0.049
+708890133,Existing Customer,46,F,4,College,Married,Unknown,Blue,35,2,2,2,1438.3,0,1438.3,0.802,4659,74,1.114,0.0
+709520058,Attrited Customer,53,M,5,Uneducated,Married,$120K +,Blue,38,4,2,2,19138.0,0,19138.0,0.482,2028,43,0.303,0.0
+721399833,Existing Customer,43,F,2,High School,Married,$40K - $60K,Blue,34,3,1,3,2032.0,1008,1024.0,0.879,4736,86,0.83,0.496
+714443058,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,28,5,2,4,1484.0,0,1484.0,0.2,1664,39,0.5,0.0
+814840833,Attrited Customer,44,M,4,Doctorate,Married,$120K +,Blue,39,4,3,2,7924.0,2517,5407.0,0.663,2393,37,0.682,0.318
+719245083,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,4,3,4,1773.0,1539,234.0,0.893,4087,74,0.762,0.868
+772264383,Existing Customer,44,M,2,Graduate,Single,$120K +,Blue,33,4,1,3,13301.0,0,13301.0,1.058,1385,50,0.515,0.0
+708340758,Attrited Customer,41,M,4,High School,Married,Less than $40K,Blue,32,2,3,3,7769.0,0,7769.0,0.943,8109,74,0.762,0.0
+718696458,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,4,2,3,2012.0,1230,782.0,0.668,3822,68,0.659,0.611
+721462458,Existing Customer,52,F,3,High School,Married,Unknown,Blue,42,3,2,1,23858.0,1179,22679.0,0.671,3784,69,0.683,0.049
+772127508,Attrited Customer,31,F,1,Uneducated,Married,Less than $40K,Blue,20,6,2,2,1438.3,0,1438.3,0.706,2614,49,0.531,0.0
+714732183,Existing Customer,47,M,4,Uneducated,Unknown,$40K - $60K,Blue,36,6,3,2,3402.0,1607,1795.0,0.432,3188,65,0.667,0.472
+822084333,Attrited Customer,51,M,3,High School,Married,$80K - $120K,Blue,47,2,4,3,4041.0,0,4041.0,0.67,8219,84,0.909,0.0
+711685758,Existing Customer,60,F,1,Graduate,Single,$40K - $60K,Blue,42,3,2,1,3334.0,1151,2183.0,0.752,4791,101,0.629,0.345
+710958933,Attrited Customer,43,M,3,Graduate,Single,$40K - $60K,Blue,35,5,3,2,6080.0,787,5293.0,0.975,4866,56,0.647,0.129
+718428033,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,41,6,2,1,4430.0,1543,2887.0,0.752,3395,70,0.628,0.348
+712265508,Attrited Customer,32,M,0,Post-Graduate,Single,$40K - $60K,Blue,14,1,1,3,4015.0,0,4015.0,1.045,8363,65,0.806,0.0
+778880358,Existing Customer,49,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,3,3,2485.0,1648,837.0,0.595,4208,71,0.919,0.663
+804658833,Existing Customer,53,F,3,Unknown,Married,Less than $40K,Blue,48,5,1,2,1657.0,0,1657.0,0.664,4068,73,0.622,0.0
+714080433,Existing Customer,40,F,5,College,Married,$40K - $60K,Blue,36,2,3,2,3144.0,1787,1357.0,0.685,4758,67,0.558,0.568
+715732533,Attrited Customer,52,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9375.0,1625,7750.0,0.532,2108,51,0.5,0.173
+713463708,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,25,4,2,3,1438.3,0,1438.3,0.628,2493,42,0.5,0.0
+712567083,Existing Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,5,2,2,9186.0,0,9186.0,0.658,4986,88,0.76,0.0
+712125258,Attrited Customer,46,M,4,High School,Married,$120K +,Blue,30,3,3,3,2442.0,0,2442.0,0.98,701,19,0.727,0.0
+716769783,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,40,3,2,4,5104.0,736,4368.0,0.679,3943,78,0.696,0.144
+718068933,Existing Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,4,5750.0,1521,4229.0,0.837,2155,61,0.605,0.265
+719305608,Attrited Customer,57,F,3,High School,Single,Less than $40K,Blue,36,4,3,3,2347.0,1900,447.0,0.845,2447,47,0.621,0.81
+827108583,Existing Customer,55,M,3,High School,Single,$120K +,Blue,51,3,1,3,34516.0,1266,33250.0,0.846,1161,26,0.368,0.037
+779403558,Existing Customer,56,F,0,Unknown,Married,Less than $40K,Blue,45,5,1,1,1737.0,0,1737.0,0.653,4611,73,0.973,0.0
+720169383,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,41,3,1,1,3224.0,2111,1113.0,0.601,3707,74,0.682,0.655
+768420558,Existing Customer,59,F,0,Graduate,Single,Less than $40K,Blue,53,6,3,4,4830.0,1469,3361.0,0.634,3365,63,0.75,0.304
+718596858,Existing Customer,53,F,4,Graduate,Divorced,$40K - $60K,Blue,45,5,3,1,3369.0,2424,945.0,0.825,5220,78,0.592,0.72
+794831733,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,4,3,2,2156.0,1208,948.0,0.569,1345,28,0.647,0.56
+788418933,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,27,5,2,3,1613.0,1085,528.0,0.659,5000,85,0.848,0.673
+708963258,Attrited Customer,46,M,3,College,Married,$60K - $80K,Blue,39,3,3,2,13344.0,1907,11437.0,0.832,8534,86,0.83,0.143
+713701533,Existing Customer,51,M,2,Unknown,Married,$80K - $120K,Blue,39,4,3,2,9773.0,1998,7775.0,0.782,3578,71,0.775,0.204
+719106783,Existing Customer,52,M,1,High School,Single,$80K - $120K,Blue,41,4,1,4,4103.0,1972,2131.0,0.665,16344,118,0.788,0.481
+712014708,Existing Customer,48,M,4,Graduate,Married,Less than $40K,Blue,36,4,1,2,2912.0,1501,1411.0,0.825,4518,90,0.875,0.515
+826477083,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,44,5,1,3,4570.0,2439,2131.0,0.693,1520,34,0.7,0.534
+789140283,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,42,5,4,1,2664.0,2037,627.0,0.85,1286,29,0.933,0.765
+710877108,Existing Customer,44,F,1,High School,Divorced,Less than $40K,Blue,32,1,1,2,2724.0,1288,1436.0,0.613,4171,75,1.206,0.473
+712340733,Existing Customer,42,F,2,Graduate,Unknown,Unknown,Blue,34,5,2,2,19373.0,1142,18231.0,0.655,1792,48,0.455,0.059
+720482583,Existing Customer,52,F,1,College,Married,Unknown,Blue,43,3,3,1,10431.0,2163,8268.0,0.64,4598,69,0.865,0.207
+710096658,Existing Customer,45,F,3,Unknown,Married,Less than $40K,Blue,39,4,3,3,2606.0,1978,628.0,0.443,2191,42,0.5,0.759
+793720908,Existing Customer,46,M,5,Uneducated,Single,$40K - $60K,Blue,40,6,2,2,7333.0,875,6458.0,0.807,3636,48,1.286,0.119
+715932708,Existing Customer,41,M,3,Unknown,Unknown,$60K - $80K,Blue,36,4,3,1,5813.0,1614,4199.0,0.696,4365,75,0.875,0.278
+797241108,Existing Customer,47,M,1,Graduate,Married,$120K +,Blue,41,5,3,3,9036.0,1080,7956.0,0.742,4500,83,0.66,0.12
+719835033,Existing Customer,46,M,4,College,Married,$80K - $120K,Blue,34,5,3,2,13734.0,568,13166.0,0.719,4283,67,0.861,0.041
+780146658,Attrited Customer,40,F,2,Post-Graduate,Married,$40K - $60K,Blue,25,2,2,4,3795.0,2517,1278.0,0.563,1633,32,0.778,0.663
+771566208,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,36,3,1,2,8795.0,1318,7477.0,0.563,4681,74,0.682,0.15
+721107258,Existing Customer,45,F,5,Unknown,Unknown,Less than $40K,Blue,37,2,2,2,5465.0,1967,3498.0,0.644,14192,115,0.667,0.36
+719547033,Attrited Customer,40,M,4,Unknown,Married,$80K - $120K,Blue,31,1,3,6,23502.0,0,23502.0,0.839,7957,60,0.875,0.0
+720666333,Existing Customer,36,M,3,Unknown,Married,$120K +,Blue,24,6,3,2,24577.0,0,24577.0,0.75,1897,39,0.393,0.0
+780715683,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,30,4,1,3,13602.0,0,13602.0,0.699,3582,69,0.683,0.0
+714594933,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,3,0,7065.0,990,6075.0,0.503,3758,65,0.711,0.14
+754564308,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,39,3,3,2,2644.0,2126,518.0,0.748,3601,66,0.65,0.804
+720301458,Existing Customer,52,M,1,High School,Single,$120K +,Blue,38,3,1,2,19709.0,1924,17785.0,0.468,3000,64,0.641,0.098
+715937133,Existing Customer,64,F,1,Uneducated,Married,$40K - $60K,Blue,52,6,2,2,4999.0,2299,2700.0,0.716,1601,48,0.5,0.46
+755953308,Existing Customer,62,F,0,Post-Graduate,Married,$40K - $60K,Blue,55,6,1,4,2644.0,2207,437.0,0.866,1194,30,0.765,0.835
+718676283,Existing Customer,43,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,3,8771.0,1662,7109.0,0.555,3779,72,0.756,0.189
+779890833,Existing Customer,51,F,2,High School,Divorced,Less than $40K,Blue,36,2,1,1,1438.3,0,1438.3,0.765,4866,65,0.625,0.0
+711794358,Attrited Customer,61,M,0,College,Single,$80K - $120K,Blue,50,2,4,3,21398.0,0,21398.0,0.695,3119,53,0.767,0.0
+721299483,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,32,2,1,1,11671.0,1304,10367.0,0.491,4168,71,0.868,0.112
+710082708,Existing Customer,44,M,4,Post-Graduate,Single,$120K +,Blue,32,2,4,2,23957.0,2102,21855.0,0.997,1276,26,0.733,0.088
+713131158,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,46,1,3,1,10286.0,0,10286.0,0.908,8199,59,0.903,0.0
+711856683,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,3,3,1590.0,1273,317.0,0.64,7352,80,0.818,0.801
+788723133,Existing Customer,36,M,1,High School,Single,$40K - $60K,Blue,20,5,1,2,12714.0,976,11738.0,0.649,2240,53,0.395,0.077
+784891458,Existing Customer,55,M,1,Graduate,Married,$80K - $120K,Blue,49,4,3,3,28751.0,2158,26593.0,0.536,1502,34,0.789,0.075
+785285883,Attrited Customer,49,F,3,Graduate,Single,Less than $40K,Blue,43,6,3,4,1675.0,0,1675.0,0.76,2622,53,0.71,0.0
+772698783,Existing Customer,50,F,2,College,Married,Less than $40K,Blue,40,3,2,4,8416.0,1549,6867.0,0.643,13988,124,0.771,0.184
+715573758,Existing Customer,43,M,4,Uneducated,Married,$120K +,Silver,36,1,2,1,34516.0,1816,32700.0,0.995,15226,113,0.712,0.053
+771960708,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,4,3290.0,2461,829.0,0.797,3591,80,0.739,0.748
+716341833,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,44,6,2,3,4646.0,1730,2916.0,0.683,1774,37,0.85,0.372
+712834533,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,39,5,2,4,2673.0,1275,1398.0,0.691,4119,75,1.027,0.477
+799468083,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,45,2,2,2,11467.0,1146,10321.0,1.018,14373,97,0.764,0.1
+710455608,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,2,3,2,4620.0,0,4620.0,0.654,6644,61,0.694,0.0
+714893733,Existing Customer,55,M,1,High School,Married,$80K - $120K,Blue,45,3,3,3,16794.0,809,15985.0,1.566,1917,33,0.941,0.048
+709319658,Attrited Customer,48,F,4,Graduate,Single,Less than $40K,Platinum,37,5,3,4,15987.0,0,15987.0,0.827,7681,71,0.69,0.0
+713530833,Attrited Customer,58,M,2,Graduate,Married,$40K - $60K,Blue,48,2,3,3,4085.0,2238,1847.0,0.568,596,15,0.5,0.548
+790141308,Existing Customer,44,M,2,College,Married,$80K - $120K,Blue,37,5,3,1,8241.0,0,8241.0,0.723,4436,79,0.756,0.0
+709635858,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,6,2,3,2235.0,0,2235.0,0.556,1229,27,0.35,0.0
+710521383,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,38,6,2,0,9810.0,1838,7972.0,0.661,2247,41,0.64,0.187
+779289033,Existing Customer,46,F,3,Uneducated,Single,Unknown,Blue,28,4,1,5,21646.0,1778,19868.0,1.071,3328,61,0.794,0.082
+719940483,Existing Customer,51,F,1,Graduate,Married,$40K - $60K,Blue,43,2,2,2,2107.0,1663,444.0,0.712,4841,88,0.725,0.789
+713732883,Existing Customer,38,F,0,Uneducated,Single,Less than $40K,Blue,36,4,1,2,1679.0,0,1679.0,0.658,4771,81,0.761,0.0
+711220683,Existing Customer,48,M,1,Unknown,Married,$60K - $80K,Blue,36,4,1,3,11770.0,1813,9957.0,0.623,3280,70,0.667,0.154
+757863258,Existing Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,38,2,2,1,2396.0,887,1509.0,0.604,7480,84,0.787,0.37
+720939933,Attrited Customer,46,F,4,Unknown,Single,Less than $40K,Blue,33,5,3,5,2879.0,0,2879.0,1.031,4684,56,0.556,0.0
+709932558,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,26,5,3,2,3471.0,2517,954.0,0.743,1771,34,0.889,0.725
+709054083,Existing Customer,50,F,1,Graduate,Unknown,Less than $40K,Blue,32,6,1,3,2652.0,1911,741.0,0.831,4816,79,0.881,0.721
+709204158,Existing Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,24,5,2,4,3438.0,1129,2309.0,0.605,2331,56,0.436,0.328
+712914783,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,31,4,1,2,7564.0,0,7564.0,0.61,4743,82,0.822,0.0
+713466033,Attrited Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,2092.0,0,2092.0,0.422,2015,33,0.269,0.0
+716782758,Attrited Customer,48,M,3,Graduate,Single,$60K - $80K,Blue,42,3,2,4,19075.0,0,19075.0,0.807,2013,32,0.455,0.0
+815908908,Attrited Customer,47,F,4,Uneducated,Single,Unknown,Blue,42,3,4,3,6263.0,2517,3746.0,0.857,2613,50,0.724,0.402
+721265883,Existing Customer,26,M,1,Graduate,Single,Less than $40K,Blue,13,3,3,2,2174.0,1514,660.0,0.607,2510,44,0.294,0.696
+794551383,Existing Customer,50,F,3,College,Single,Less than $40K,Blue,32,5,3,4,4419.0,1218,3201.0,0.879,4535,75,0.562,0.276
+772086408,Existing Customer,38,M,3,High School,Single,$80K - $120K,Blue,27,4,1,4,6162.0,943,5219.0,0.484,1527,35,0.207,0.153
+787800108,Existing Customer,55,M,2,College,Married,$80K - $120K,Blue,45,5,1,2,2929.0,2431,498.0,1.632,1903,39,0.625,0.83
+783573408,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,36,3,1,2,2575.0,2136,439.0,0.722,5267,83,0.886,0.83
+738406533,Existing Customer,59,M,1,Doctorate,Married,$40K - $60K,Blue,52,3,2,2,2548.0,2020,528.0,2.357,1719,27,1.7,0.793
+709243533,Existing Customer,49,F,2,Unknown,Single,Less than $40K,Blue,41,5,3,2,2555.0,1815,740.0,0.847,4552,75,0.829,0.71
+713803158,Existing Customer,41,M,3,High School,Single,$60K - $80K,Blue,33,4,1,3,9246.0,0,9246.0,0.658,4611,91,0.569,0.0
+708818508,Existing Customer,36,M,1,Unknown,Married,Less than $40K,Blue,26,5,2,2,3453.0,2517,936.0,0.585,4386,68,0.789,0.729
+719518308,Existing Customer,48,M,2,Unknown,Unknown,$80K - $120K,Blue,35,5,2,4,5039.0,0,5039.0,0.757,1390,23,0.769,0.0
+719266158,Existing Customer,42,M,2,Graduate,Divorced,$80K - $120K,Blue,35,5,3,1,6779.0,1359,5420.0,0.737,3434,65,0.512,0.2
+709261383,Existing Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,36,2,3,2,1872.0,661,1211.0,0.756,4970,81,0.929,0.353
+708178608,Existing Customer,31,F,0,Graduate,Married,Unknown,Blue,36,4,2,2,2488.0,0,2488.0,1.05,4226,73,0.521,0.0
+721502958,Existing Customer,54,M,1,High School,Married,$120K +,Blue,42,5,3,3,3251.0,1919,1332.0,0.56,1406,31,0.24,0.59
+712623258,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,3,5505.0,2517,2988.0,0.729,2272,42,0.448,0.457
+713172408,Existing Customer,54,M,1,Unknown,Married,$80K - $120K,Blue,43,4,2,4,32558.0,2016,30542.0,0.506,1440,37,0.423,0.062
+817965858,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,37,3,1,3,2757.0,1785,972.0,0.735,3766,69,0.605,0.647
+709009833,Existing Customer,54,M,3,Graduate,Married,$40K - $60K,Blue,44,3,3,3,1655.0,0,1655.0,0.766,4621,67,0.675,0.0
+711173883,Existing Customer,36,M,4,Graduate,Divorced,$120K +,Blue,29,3,2,2,1651.0,770,881.0,0.736,2516,54,0.385,0.466
+772528158,Attrited Customer,55,F,3,Unknown,Single,Less than $40K,Blue,45,4,3,4,1741.0,0,1741.0,0.84,2546,42,0.4,0.0
+720952608,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,29,6,1,2,2288.0,1505,783.0,0.788,4396,68,0.659,0.658
+792795933,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,30,5,6,2,2669.0,2397,272.0,0.807,3847,65,0.585,0.898
+718734408,Existing Customer,57,F,2,Unknown,Single,$40K - $60K,Blue,45,3,4,3,2428.0,932,1496.0,0.768,4823,62,0.824,0.384
+711816108,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,29,2,2,4,18563.0,0,18563.0,0.729,2395,45,0.552,0.0
+716899233,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Gold,20,6,4,3,15987.0,1965,14022.0,0.722,4542,70,0.591,0.123
+717336408,Attrited Customer,51,F,1,Doctorate,Single,Less than $40K,Blue,45,5,3,1,1952.0,1411,541.0,0.642,2452,44,0.63,0.723
+746453583,Existing Customer,56,F,1,Unknown,Married,$40K - $60K,Blue,49,2,2,2,2604.0,1395,1209.0,0.528,4498,85,0.7,0.536
+808967883,Existing Customer,48,F,4,Unknown,Married,Less than $40K,Blue,43,1,1,0,2089.0,1262,827.0,0.886,5069,76,1.111,0.604
+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
+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
+713777883,Existing Customer,46,F,0,Graduate,Divorced,Unknown,Blue,36,3,3,2,6853.0,1679,5174.0,0.975,3543,52,1.0,0.245
+713246208,Existing Customer,65,M,1,Unknown,Single,$40K - $60K,Blue,56,6,2,4,13364.0,1318,12046.0,1.063,4548,54,0.862,0.099
+778143183,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,40,2,2,3,11773.0,0,11773.0,0.754,5098,58,1.071,0.0
+712000758,Existing Customer,51,M,4,Uneducated,Single,$120K +,Silver,39,5,2,1,34516.0,1959,32557.0,0.888,3997,54,0.929,0.057
+813971283,Existing Customer,43,M,4,Unknown,Married,$80K - $120K,Blue,38,5,1,2,2510.0,1508,1002.0,0.728,3623,63,0.853,0.601
+714190983,Attrited Customer,51,F,2,Graduate,Single,Unknown,Platinum,32,2,3,3,34516.0,531,33985.0,0.98,5418,65,0.711,0.015
+718712583,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,1,34496.0,1665,32831.0,0.883,8092,80,0.667,0.048
+720409608,Existing Customer,45,M,3,High School,Married,$120K +,Blue,35,6,2,3,32446.0,1974,30472.0,0.621,1717,39,0.696,0.061
+813814008,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,6,3,2,2324.0,1576,748.0,0.728,1272,37,1.312,0.678
+709367433,Existing Customer,28,M,1,Unknown,Single,$40K - $60K,Blue,15,3,3,1,2109.0,1542,567.0,0.67,2261,56,0.6,0.731
+780253533,Existing Customer,63,F,0,Unknown,Married,Less than $40K,Blue,49,5,3,0,3558.0,2318,1240.0,1.265,1631,31,0.824,0.651
+778819083,Attrited Customer,41,F,2,Doctorate,Married,$40K - $60K,Blue,33,1,3,3,1604.0,0,1604.0,0.644,2264,47,0.516,0.0
+712281183,Existing Customer,55,M,4,Graduate,Married,$120K +,Blue,36,4,2,2,24336.0,856,23480.0,0.459,1425,33,0.65,0.035
+719900733,Existing Customer,60,M,1,High School,Married,$40K - $60K,Blue,47,3,1,3,9805.0,1007,8798.0,0.8,14641,95,0.9,0.103
+718835583,Existing Customer,50,F,1,Graduate,Married,Unknown,Blue,41,6,2,2,15641.0,2379,13262.0,0.816,3769,76,0.617,0.152
+720474408,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,41,1,2,2,9298.0,1898,7400.0,0.655,8427,87,0.776,0.204
+715830558,Attrited Customer,50,M,2,Uneducated,Unknown,$120K +,Blue,38,6,2,1,34516.0,397,34119.0,0.914,7454,81,0.841,0.012
+788687133,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,2,3,1,16433.0,0,16433.0,0.791,13678,125,0.736,0.0
+779174133,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,43,5,1,5,5188.0,753,4435.0,0.591,1540,30,0.429,0.145
+708219108,Existing Customer,49,M,3,College,Divorced,$80K - $120K,Blue,38,2,3,3,9959.0,1143,8816.0,0.661,7300,77,0.638,0.115
+709406733,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,2,2,1,20434.0,1504,18930.0,0.725,13280,106,0.656,0.074
+713548158,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,36,5,2,3,2657.0,1611,1046.0,0.599,2349,41,0.464,0.606
+717177783,Existing Customer,36,F,0,Unknown,Married,Less than $40K,Silver,19,1,2,3,13313.0,0,13313.0,1.08,15549,121,0.833,0.0
+712221408,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,33,5,3,2,2654.0,1489,1165.0,0.668,4767,82,0.673,0.561
+719265108,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,33,6,3,2,3815.0,1190,2625.0,0.852,4430,94,0.741,0.312
+717695058,Existing Customer,46,F,5,High School,Married,Unknown,Blue,35,3,1,3,4163.0,0,4163.0,0.743,4763,76,0.854,0.0
+803968233,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Silver,34,3,3,3,14386.0,2517,11869.0,0.735,13377,114,0.869,0.175
+779499933,Existing Customer,46,M,5,Uneducated,Unknown,$80K - $120K,Blue,28,6,1,1,34516.0,1259,33257.0,0.671,4300,94,0.741,0.036
+767835558,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,36,5,1,3,5928.0,2517,3411.0,0.817,3536,69,0.769,0.425
+719929758,Existing Customer,50,F,1,Doctorate,Married,Unknown,Blue,37,6,4,3,4181.0,0,4181.0,0.912,3057,54,0.688,0.0
+711356733,Existing Customer,45,F,5,Unknown,Single,Less than $40K,Blue,36,2,2,3,3883.0,847,3036.0,0.951,4667,90,0.8,0.218
+716370258,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,2188.0,1067,1121.0,0.618,4537,66,0.435,0.488
+713886333,Attrited Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,2,3,1,18660.0,728,17932.0,0.403,1682,43,0.303,0.039
+803606958,Existing Customer,57,F,3,Graduate,Single,Less than $40K,Blue,52,5,5,0,3085.0,0,3085.0,0.719,3946,73,0.825,0.0
+780230208,Existing Customer,53,M,2,College,Married,$40K - $60K,Blue,40,2,3,0,2672.0,1604,1068.0,0.62,4766,75,1.083,0.6
+720590058,Attrited Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,3,8840.0,1794,7046.0,0.848,2839,47,0.808,0.203
+789339633,Existing Customer,51,M,2,Uneducated,Divorced,$120K +,Blue,41,4,2,3,30560.0,0,30560.0,0.721,3736,55,0.719,0.0
+714615258,Attrited Customer,32,M,1,High School,Single,$40K - $60K,Blue,36,6,3,2,4819.0,2134,2685.0,0.834,9330,64,0.882,0.443
+709841433,Existing Customer,45,F,2,Graduate,Divorced,Less than $40K,Blue,33,6,3,3,3855.0,1188,2667.0,0.927,3885,83,0.627,0.308
+780237033,Existing Customer,63,F,1,Unknown,Married,$40K - $60K,Blue,49,3,1,3,3141.0,1819,1322.0,0.497,1539,35,0.522,0.579
+711526533,Existing Customer,33,M,3,Post-Graduate,Married,$80K - $120K,Blue,25,4,2,3,16434.0,2104,14330.0,0.955,1726,37,0.85,0.128
+714427608,Existing Customer,45,F,5,Post-Graduate,Married,Unknown,Blue,29,5,3,1,2555.0,681,1874.0,0.576,4888,78,0.814,0.267
+719845908,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,36,2,1,3,3240.0,0,3240.0,0.812,4803,83,0.804,0.0
+826783233,Existing Customer,57,F,3,High School,Single,Less than $40K,Blue,53,1,3,2,3029.0,2214,815.0,0.7,4750,89,0.978,0.731
+709104333,Existing Customer,50,M,5,Post-Graduate,Married,$120K +,Silver,36,5,2,4,34516.0,891,33625.0,0.926,2687,64,0.778,0.026
+715102308,Existing Customer,50,F,2,Unknown,Married,$40K - $60K,Blue,36,5,1,2,2295.0,1277,1018.0,0.308,2245,47,0.679,0.556
+710803008,Existing Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,30,6,3,2,3125.0,2041,1084.0,0.675,4372,68,0.659,0.653
+720814233,Existing Customer,45,M,4,High School,Unknown,$80K - $120K,Blue,34,4,3,3,23539.0,1261,22278.0,0.484,1485,38,0.462,0.054
+710658483,Attrited Customer,47,M,4,Graduate,Unknown,$40K - $60K,Blue,34,2,3,6,9080.0,2174,6906.0,0.653,2098,46,0.586,0.239
+712940508,Existing Customer,39,M,3,Unknown,Single,$40K - $60K,Blue,24,3,1,4,4562.0,1721,2841.0,0.896,1896,50,1.5,0.377
+789158433,Existing Customer,49,F,2,High School,Unknown,$40K - $60K,Blue,38,4,1,2,2497.0,1674,823.0,0.701,2922,53,0.963,0.67
+716842908,Existing Customer,41,F,5,Uneducated,Single,Less than $40K,Blue,30,4,2,1,1762.0,1051,711.0,0.785,4986,80,0.739,0.596
+715799808,Attrited Customer,52,M,0,High School,Single,$60K - $80K,Blue,39,4,3,2,3764.0,0,3764.0,0.776,6574,69,0.865,0.0
+716457783,Existing Customer,55,F,1,College,Single,Less than $40K,Silver,36,3,1,3,12633.0,1661,10972.0,0.718,14378,98,0.69,0.131
+714931458,Existing Customer,52,F,2,Post-Graduate,Single,Unknown,Blue,42,3,2,3,1438.3,0,1438.3,0.607,4102,78,0.857,0.0
+713931258,Attrited Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,2,3,4,1438.3,0,1438.3,0.315,1988,42,0.355,0.0
+713263758,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,45,3,2,2,2312.0,1997,315.0,0.787,5085,78,0.773,0.864
+712493058,Existing Customer,42,F,5,High School,Single,Unknown,Blue,31,6,3,2,4972.0,0,4972.0,0.719,4524,72,0.756,0.0
+811005858,Existing Customer,33,F,0,Unknown,Married,Less than $40K,Blue,28,4,2,4,1438.3,0,1438.3,0.916,2914,70,0.591,0.0
+720801033,Existing Customer,51,F,1,High School,Married,Unknown,Blue,36,3,2,3,9095.0,2517,6578.0,0.37,1347,27,0.421,0.277
+711204483,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,46,3,3,3,2340.0,1930,410.0,0.987,781,15,0.364,0.825
+789241308,Attrited Customer,54,F,2,Unknown,Unknown,Less than $40K,Blue,39,4,3,3,1438.3,0,1438.3,0.72,2145,41,0.519,0.0
+714051033,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,36,6,2,4,3615.0,1699,1916.0,0.576,1967,40,0.538,0.47
+712747758,Attrited Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2477.0,0,2477.0,0.445,2037,43,0.387,0.0
+711039633,Existing Customer,52,F,4,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1594.0,0,1594.0,0.472,4653,65,0.667,0.0
+720494058,Existing Customer,51,F,2,College,Married,Less than $40K,Blue,25,4,3,3,3042.0,0,3042.0,0.578,4781,79,0.756,0.0
+708515358,Existing Customer,40,F,1,High School,Married,Less than $40K,Blue,36,6,3,2,4712.0,0,4712.0,0.84,4216,82,0.64,0.0
+751974258,Existing Customer,51,M,3,Unknown,Unknown,$120K +,Blue,44,2,2,3,11954.0,0,11954.0,0.779,7345,93,0.55,0.0
+709488108,Attrited Customer,42,M,4,College,Single,$40K - $60K,Blue,36,5,2,3,10543.0,0,10543.0,0.509,1841,39,0.5,0.0
+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
+788890533,Existing Customer,54,M,2,College,Married,$80K - $120K,Silver,39,4,1,4,34516.0,2305,32211.0,0.586,13756,106,0.71,0.067
+720043533,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Blue,26,6,2,0,4534.0,917,3617.0,0.84,4211,66,0.61,0.202
+814752558,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,45,5,3,3,2151.0,1163,988.0,0.849,2513,62,0.59,0.541
+720774183,Existing Customer,40,F,1,High School,Divorced,Less than $40K,Blue,30,6,2,1,2579.0,1959,620.0,0.618,4300,69,0.683,0.76
+804431283,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,52,5,1,2,7882.0,1101,6781.0,0.682,14651,120,0.6,0.14
+708303108,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,0,1770.0,1706,64.0,0.626,4940,94,0.774,0.964
+788747358,Existing Customer,50,M,0,High School,Divorced,$40K - $60K,Blue,29,5,3,2,5530.0,2034,3496.0,0.647,4836,68,0.744,0.368
+772189308,Existing Customer,59,F,1,College,Single,Less than $40K,Blue,48,5,2,0,2601.0,1888,713.0,0.773,4899,62,0.771,0.726
+789817833,Attrited Customer,44,F,5,Post-Graduate,Unknown,Less than $40K,Blue,33,3,3,2,9073.0,2466,6607.0,0.446,6793,60,1.069,0.272
+823833483,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,37,3,3,2,7839.0,1544,6295.0,0.715,7904,83,0.804,0.197
+716127333,Attrited Customer,45,F,3,Graduate,Married,Unknown,Blue,36,5,2,3,18432.0,484,17948.0,0.557,2300,45,0.552,0.026
+821749608,Attrited Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,3,19402.0,0,19402.0,0.58,1937,51,0.594,0.0
+771032658,Existing Customer,54,M,3,Unknown,Married,$80K - $120K,Blue,41,3,3,2,10448.0,1569,8879.0,0.482,1604,39,0.444,0.15
+779998083,Existing Customer,33,M,3,High School,Married,$40K - $60K,Blue,23,1,2,3,6392.0,1429,4963.0,0.682,4069,66,0.737,0.224
+713935533,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Silver,29,5,1,3,19360.0,870,18490.0,0.532,3966,78,0.902,0.045
+714407058,Existing Customer,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,29,3,2,1,30997.0,2330,28667.0,0.65,3821,81,0.841,0.075
+717928308,Existing Customer,40,F,1,Uneducated,Single,Less than $40K,Silver,34,5,2,2,13669.0,1774,11895.0,0.653,15772,130,0.625,0.13
+756409758,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,37,4,5,4,3203.0,2076,1127.0,0.543,1433,38,1.0,0.648
+718730283,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,18,5,3,3,1686.0,1206,480.0,0.767,4891,68,0.511,0.715
+716836308,Existing Customer,29,M,1,Graduate,Divorced,Less than $40K,Blue,36,4,3,2,3839.0,1139,2700.0,0.632,14791,124,0.771,0.297
+718041033,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,4,2178.0,1455,723.0,1.001,5363,76,0.81,0.668
+778394358,Existing Customer,46,F,2,High School,Divorced,Less than $40K,Blue,26,4,3,1,1870.0,1785,85.0,0.696,4347,88,0.76,0.955
+773155533,Existing Customer,49,F,3,Unknown,Single,Less than $40K,Blue,42,5,3,3,3261.0,814,2447.0,0.85,4739,89,0.712,0.25
+708679383,Existing Customer,44,F,2,Unknown,Unknown,Less than $40K,Blue,32,5,1,3,4852.0,1777,3075.0,0.667,1775,55,1.037,0.366
+712285908,Existing Customer,60,F,1,High School,Single,Less than $40K,Blue,49,5,4,1,2481.0,1925,556.0,0.723,5228,73,0.78,0.776
+715515333,Existing Customer,51,M,3,Graduate,Married,$120K +,Blue,42,2,1,3,7932.0,2140,5792.0,0.554,4024,92,0.614,0.27
+709245783,Existing Customer,44,F,3,Graduate,Married,Unknown,Blue,27,5,1,1,7751.0,1965,5786.0,0.782,4543,90,0.731,0.254
+715150983,Attrited Customer,44,F,3,Unknown,Single,Unknown,Blue,34,2,3,3,26021.0,0,26021.0,1.04,8898,60,0.538,0.0
+818336508,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,45,6,2,4,32719.0,1650,31069.0,0.717,4037,60,0.714,0.05
+771099183,Existing Customer,37,F,2,Graduate,Single,Less than $40K,Blue,24,5,2,3,8444.0,1945,6499.0,0.703,2497,74,0.609,0.23
+713151258,Existing Customer,55,M,3,Graduate,Single,$40K - $60K,Blue,35,4,1,4,3065.0,0,3065.0,0.716,3524,69,0.605,0.0
+714794133,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,45,2,3,1,6546.0,1908,4638.0,0.697,14103,112,0.672,0.291
+812973708,Existing Customer,42,M,3,High School,Unknown,$40K - $60K,Blue,37,6,2,4,2793.0,1661,1132.0,1.117,3247,69,0.865,0.595
+716282208,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,48,3,6,3,1638.0,0,1638.0,0.163,1702,36,0.125,0.0
+715462008,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,35,6,3,2,17884.0,2096,15788.0,0.477,2031,49,0.633,0.117
+804413508,Existing Customer,41,M,1,High School,Single,$80K - $120K,Blue,36,6,2,3,12084.0,1638,10446.0,0.695,4506,90,0.957,0.136
+715675458,Existing Customer,51,M,1,High School,Unknown,$80K - $120K,Blue,41,6,1,2,6346.0,578,5768.0,0.55,3837,85,0.604,0.091
+711494208,Existing Customer,52,M,2,Unknown,Married,Less than $40K,Blue,36,3,3,3,2846.0,1606,1240.0,0.697,5092,86,0.792,0.564
+709798908,Attrited Customer,45,F,4,Unknown,Single,Less than $40K,Blue,32,3,3,4,2858.0,0,2858.0,1.058,2611,43,0.483,0.0
+710971908,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,31,2,3,3,3764.0,1780,1984.0,0.79,4898,80,0.667,0.473
+711776433,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,26,4,2,2,23622.0,1153,22469.0,0.666,2574,65,0.625,0.049
+711213108,Existing Customer,32,M,1,College,Divorced,$80K - $120K,Blue,36,5,3,4,34516.0,0,34516.0,0.845,2305,60,0.714,0.0
+716094333,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,42,6,2,1,17764.0,1459,16305.0,0.964,2750,57,0.9,0.082
+807604233,Existing Customer,54,M,3,Graduate,Married,$80K - $120K,Blue,49,2,3,3,11114.0,2482,8632.0,1.08,5044,81,0.688,0.223
+714744783,Existing Customer,48,F,3,Unknown,Married,Less than $40K,Blue,36,3,1,4,6197.0,1219,4978.0,0.552,3825,67,0.675,0.197
+780747033,Existing Customer,43,F,5,Graduate,Married,Unknown,Blue,34,5,1,3,3146.0,808,2338.0,0.711,4149,66,0.784,0.257
+720476733,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,34,2,1,2,6028.0,799,5229.0,0.819,1002,22,0.571,0.133
+788805858,Existing Customer,49,M,3,College,Divorced,$40K - $60K,Blue,31,2,3,1,2181.0,1218,963.0,0.758,4997,89,0.712,0.558
+778447908,Existing Customer,51,M,2,College,Married,$80K - $120K,Blue,33,3,1,2,3558.0,0,3558.0,0.57,4136,65,0.912,0.0
+770828358,Existing Customer,38,M,1,Graduate,Unknown,$80K - $120K,Blue,25,4,2,4,8138.0,0,8138.0,0.596,4839,61,0.649,0.0
+778867533,Attrited Customer,59,F,0,Post-Graduate,Married,$40K - $60K,Blue,40,1,4,1,1438.3,0,1438.3,1.038,689,23,0.353,0.0
+718815108,Existing Customer,50,M,2,Unknown,Married,$80K - $120K,Blue,38,3,3,1,6030.0,1315,4715.0,0.623,3420,81,0.841,0.218
+804428958,Existing Customer,47,M,1,Graduate,Married,$40K - $60K,Blue,42,3,2,1,1626.0,0,1626.0,0.783,4847,78,1.053,0.0
+718410258,Existing Customer,37,M,3,High School,Unknown,$80K - $120K,Blue,28,5,4,4,13441.0,0,13441.0,0.513,4207,80,0.702,0.0
+718006608,Existing Customer,44,F,5,Uneducated,Single,Less than $40K,Blue,36,1,3,1,7742.0,1163,6579.0,0.729,9081,100,0.852,0.15
+711669258,Attrited Customer,50,F,3,Uneducated,Single,Unknown,Blue,36,2,3,3,3187.0,986,2201.0,0.615,2381,47,0.516,0.309
+708447858,Existing Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,36,6,3,2,3850.0,0,3850.0,0.509,15107,117,0.918,0.0
+772684833,Existing Customer,32,F,1,Unknown,Married,Less than $40K,Blue,22,3,3,2,2642.0,2035,607.0,1.119,1761,42,0.909,0.77
+713441958,Existing Customer,46,M,2,High School,Married,$120K +,Blue,36,5,3,2,19727.0,1785,17942.0,0.572,1245,25,0.786,0.09
+753118533,Existing Customer,38,F,2,Doctorate,Single,Less than $40K,Blue,31,6,3,2,1555.0,986,569.0,0.865,4686,75,0.667,0.634
+719391783,Existing Customer,46,M,4,Uneducated,Married,$40K - $60K,Blue,35,3,2,2,9149.0,1566,7583.0,0.971,1790,60,0.765,0.171
+708983658,Attrited Customer,51,M,2,Uneducated,Single,$120K +,Blue,39,3,3,1,16868.0,0,16868.0,0.938,940,25,0.471,0.0
+708438033,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,27,3,3,4,3049.0,2198,851.0,1.546,2617,48,1.0,0.721
+767376483,Existing Customer,27,F,1,College,Married,Less than $40K,Blue,20,5,3,3,1893.0,0,1893.0,0.691,5176,91,0.784,0.0
+711598533,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,36,1,2,3,4255.0,1729,2526.0,0.55,3607,75,0.471,0.406
+779442783,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,21,1,2,1,2867.0,1365,1502.0,0.502,4445,89,0.745,0.476
+712683633,Attrited Customer,32,F,0,Unknown,Married,Less than $40K,Blue,36,5,3,3,1438.3,0,1438.3,0.569,2464,37,0.321,0.0
+713861733,Existing Customer,50,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,3,1,34516.0,1542,32974.0,0.869,1770,65,0.585,0.045
+788610258,Existing Customer,49,M,4,College,Unknown,Less than $40K,Blue,43,5,2,4,9652.0,2517,7135.0,0.889,3762,73,0.587,0.261
+826478958,Existing Customer,52,M,1,College,Married,$80K - $120K,Blue,48,4,3,3,2066.0,1601,465.0,0.742,1578,41,0.414,0.775
+709141908,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,2,3,1,10301.0,2451,7850.0,0.906,16359,111,0.657,0.238
+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
+713516433,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,6,1,0,5383.0,737,4646.0,0.956,2934,80,0.633,0.137
+715362183,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,36,3,1,2,3706.0,1043,2663.0,0.384,1688,38,0.583,0.281
+813915933,Existing Customer,45,M,2,Graduate,Divorced,$40K - $60K,Blue,40,3,3,2,2259.0,954,1305.0,0.695,1393,35,0.842,0.422
+779247483,Attrited Customer,46,F,1,Uneducated,Unknown,Unknown,Blue,28,5,2,6,2069.0,0,2069.0,0.656,2754,55,0.667,0.0
+715253433,Existing Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,38,5,2,3,5543.0,1372,4171.0,0.744,5266,79,0.795,0.248
+713307708,Existing Customer,64,F,0,Unknown,Married,$40K - $60K,Blue,55,6,3,2,2895.0,2517,378.0,0.322,1541,37,0.609,0.869
+713641233,Existing Customer,44,F,3,High School,Single,Unknown,Blue,31,5,6,4,10262.0,1888,8374.0,0.508,3553,65,0.757,0.184
+778289883,Attrited Customer,42,F,2,Graduate,Unknown,Less than $40K,Blue,32,3,3,3,1507.0,0,1507.0,0.806,2528,41,0.64,0.0
+711721458,Attrited Customer,50,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,1438.3,0,1438.3,0.658,2329,43,0.593,0.0
+789923058,Attrited Customer,53,F,1,High School,Married,$40K - $60K,Blue,44,3,3,3,1816.0,0,1816.0,0.884,2474,44,0.692,0.0
+712777233,Attrited Customer,65,M,0,Graduate,Single,Unknown,Blue,48,1,4,3,1671.0,0,1671.0,0.725,2701,51,0.889,0.0
+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
+720905133,Attrited Customer,43,M,3,Graduate,Unknown,$80K - $120K,Blue,29,1,2,6,11422.0,1095,10327.0,0.773,2439,45,0.8,0.096
+714963558,Existing Customer,46,M,3,Graduate,Single,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.951,4374,71,0.775,0.0
+748503708,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,47,6,4,3,2797.0,1627,1170.0,0.413,1566,36,0.714,0.582
+824172258,Existing Customer,34,F,2,Unknown,Divorced,Less than $40K,Blue,30,3,1,2,4408.0,1510,2898.0,0.73,4495,77,0.833,0.343
+778712658,Existing Customer,52,F,0,Uneducated,Married,Less than $40K,Blue,34,4,4,3,2001.0,960,1041.0,0.678,4026,86,0.83,0.48
+713569158,Attrited Customer,43,F,3,High School,Single,$40K - $60K,Blue,34,1,3,2,1654.0,1474,180.0,0.586,2086,47,0.621,0.891
+778933983,Existing Customer,55,F,0,Uneducated,Unknown,Unknown,Blue,39,4,3,3,11249.0,2012,9237.0,0.659,3882,55,0.964,0.179
+719728383,Existing Customer,38,F,4,Graduate,Married,Unknown,Blue,28,4,1,2,6861.0,1598,5263.0,2.103,2228,39,0.95,0.233
+709816158,Existing Customer,31,F,1,Unknown,Single,Unknown,Silver,36,4,3,2,34516.0,0,34516.0,0.791,2183,60,1.069,0.0
+712111608,Existing Customer,59,F,2,Post-Graduate,Single,Less than $40K,Blue,54,1,1,3,1438.3,0,1438.3,0.61,4919,72,0.756,0.0
+808279158,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,1,3,1,11765.0,1429,10336.0,0.817,8914,99,0.768,0.121
+712949733,Existing Customer,46,M,5,High School,Single,$40K - $60K,Blue,37,3,2,3,6340.0,1985,4355.0,0.403,3536,61,0.419,0.313
+734909358,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,33,4,1,1,6548.0,1244,5304.0,0.667,4354,79,0.927,0.19
+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
+787467858,Existing Customer,43,M,1,High School,Married,$80K - $120K,Silver,30,1,1,3,34516.0,2045,32471.0,0.59,4081,54,0.421,0.059
+797228883,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,40,3,3,0,3981.0,0,3981.0,0.626,14340,114,0.781,0.0
+716306583,Attrited Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,3,3,5,3812.0,2517,1295.0,0.586,2325,45,0.731,0.66
+719471433,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,22,3,3,2,2917.0,2127,790.0,1.074,1831,36,1.0,0.729
+717569283,Existing Customer,47,M,5,Doctorate,Single,Less than $40K,Blue,36,3,1,2,8896.0,1338,7558.0,0.741,4252,70,0.591,0.15
+710795883,Existing Customer,33,F,3,Uneducated,Married,Less than $40K,Blue,16,6,1,4,2042.0,1864,178.0,1.318,2758,50,0.852,0.913
+720680058,Existing Customer,47,M,2,Post-Graduate,Married,Less than $40K,Blue,36,6,1,3,3888.0,1663,2225.0,0.664,1145,37,0.423,0.428

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_005/test_current.csv

@@ -0,0 +1,16 @@
+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
+714046608,Existing Customer,49,M,0,Doctorate,Married,$60K - $80K,Blue,39,5,6,3,19719.0,1395,18324.0,0.565,3572,73,0.738,0.071
+717410508,Existing Customer,43,M,3,Unknown,Married,$60K - $80K,Silver,30,4,3,4,25856.0,1281,24575.0,0.975,3303,70,0.795,0.05
+714987633,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,36,2,2,3,4953.0,2039,2914.0,0.68,4026,53,0.828,0.412
+714131058,Existing Customer,30,M,0,Graduate,Unknown,$60K - $80K,Blue,36,3,5,3,18513.0,2517,15996.0,0.524,1567,33,0.941,0.136
+718441308,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,31,3,1,3,8228.0,1935,6293.0,0.627,4933,68,0.545,0.235
+715932708,Existing Customer,41,M,3,Unknown,Unknown,$60K - $80K,Blue,36,4,3,1,5813.0,1614,4199.0,0.696,4365,75,0.875,0.278
+780715683,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,30,4,1,3,13602.0,0,13602.0,0.699,3582,69,0.683,0.0
+711220683,Existing Customer,48,M,1,Unknown,Married,$60K - $80K,Blue,36,4,1,3,11770.0,1813,9957.0,0.623,3280,70,0.667,0.154
+713803158,Existing Customer,41,M,3,High School,Single,$60K - $80K,Blue,33,4,1,3,9246.0,0,9246.0,0.658,4611,91,0.569,0.0
+778143183,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,40,2,2,3,11773.0,0,11773.0,0.754,5098,58,1.071,0.0
+720043533,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Blue,26,6,2,0,4534.0,917,3617.0,0.84,4211,66,0.61,0.202
+714794133,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,45,2,3,1,6546.0,1908,4638.0,0.697,14103,112,0.672,0.291
+715462008,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,35,6,3,2,17884.0,2096,15788.0,0.477,2031,49,0.633,0.117
+710971908,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,31,2,3,3,3764.0,1780,1984.0,0.79,4898,80,0.667,0.473
+711598533,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,36,1,2,3,4255.0,1729,2526.0,0.55,3607,75,0.471,0.406

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_006/info.json

@@ -0,0 +1,152 @@
+{
+    "name": "Credit Card customers",
+    "source": "https://www.kaggle.com/datasets/sakshigoyal7/credit-card-customers/data",
+    "data_intro": "this dataset consists of 10,000 customers mentioning their age, salary, marital_status, credit card limit, credit card category, etc,try to predict what kind of client is likely to leave",
+    "is_splited": false,
+    "overall_size": 10127,
+    "train_size": 0,
+    "test_size": 0,
+    "c_classes": 6,
+    "n_classes": 17,
+    "task_type": "classification",
+    "target": {
+        "Attrition_Flag": "Given a customer's all other data, predict whether the customer will be Existing Customer or Attrited Customer"
+    },
+    "cat_feature_intro": {
+        "Attrition_Flag": "- Attrition_Flag:Internal event (customer activity) variable - if the account is closed then 1 else 0,Existing Customer,Attrited Customer",
+        "Gender": "- Gender: Demographic variable - M=Male, F=Female",
+        "Education_Level": "- Education_Level:Demographic variable - Educational Qualification of the account holder (example: high school, college graduate, etc.)",
+        "Marital_Status": "- Marital_Status:Demographic variable - Married, Single, Divorced, Unknown",
+        "Income_Category": "- Income_Category: Demographic variable - Annual Income Category of the account holder (< $40K, $40K - 60K, $60K - $80K, $80K-$120K, > $120K, Unknown)",
+        "Card_Category": "- Card_Category: Product Variable - Type of Card (Blue, Silver, Gold, Platinum)"
+    },
+    "num_feature_intro": {
+        "CLIENTNUM": "- CLIENTNUM:Client number. Unique identifier for the customer holding the account",
+        "Customer_Age": "- Customer_Age:Demographic variable - Customer's Age in Years",
+        "Dependent_count": "- Dependent_count:Demographic variable - Number of dependents",
+        "Months_on_book": "- Months_on_book:Period of relationship with bank",
+        "Total_Relationship_Count": "- Total_Relationship_Count:Total no. of products held by the customer",
+        "Months_Inactive_12_mon": "- Months_Inactive_12_mon:No. of months inactive in the last 12 months",
+        "Contacts_Count_12_mon": "- Contacts_Count_12_mon:No. of Contacts in the last 12 months",
+        "Credit_Limit": "- Credit_Limit:Credit Limit on the Credit Card",
+        "Total_Revolving_Bal": "- Total_Revolving_Bal:Total Revolving Balance on the Credit Card",
+        "Avg_Open_To_Buy": "- Avg_Open_To_Buy:Open to Buy Credit Line (Average of last 12 months)",
+        "Total_Amt_Chng_Q4_Q1": "- Total_Amt_Chng_Q4_Q1:Change in Transaction Amount (Q4 over Q1)",
+        "Total_Trans_Amt": "- Total_Trans_Amt:Total Transaction Amount (Last 12 months)",
+        "Total_Trans_Ct": "- Total_Trans_Ct:Total Transaction Count (Last 12 months)",
+        "Total_Ct_Chng_Q4_Q1": "- Total_Ct_Chng_Q4_Q1:Change in Transaction Count (Q4 over Q1)",
+        "Avg_Utilization_Ratio": "- Avg_Utilization_Ratio:Average Card Utilization Ratio",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1:Naive Bayes",
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": "- Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2:Naive Bayes"
+    },
+    "evaluation_metric": null,
+    "num_feature_value": {
+        "Avg_Open_To_Buy": [
+            3.0,
+            34516.0
+        ],
+        "Avg_Utilization_Ratio": [
+            0.0,
+            0.999
+        ],
+        "CLIENTNUM": [
+            708082083.0,
+            828343083.0
+        ],
+        "Contacts_Count_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Credit_Limit": [
+            1438.3,
+            34516.0
+        ],
+        "Customer_Age": [
+            26.0,
+            73.0
+        ],
+        "Dependent_count": [
+            0.0,
+            5.0
+        ],
+        "Months_Inactive_12_mon": [
+            0.0,
+            6.0
+        ],
+        "Months_on_book": [
+            13.0,
+            56.0
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1": [
+            7.6642e-06,
+            0.99958
+        ],
+        "Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2": [
+            0.00041998,
+            0.99999
+        ],
+        "Total_Amt_Chng_Q4_Q1": [
+            0.0,
+            3.397
+        ],
+        "Total_Ct_Chng_Q4_Q1": [
+            0.0,
+            3.714
+        ],
+        "Total_Relationship_Count": [
+            1.0,
+            6.0
+        ],
+        "Total_Revolving_Bal": [
+            0.0,
+            2517.0
+        ],
+        "Total_Trans_Amt": [
+            510.0,
+            18484.0
+        ],
+        "Total_Trans_Ct": [
+            10.0,
+            139.0
+        ]
+    },
+    "cat_feature_value": {
+        "Attrition_Flag": [
+            "Attrited Customer",
+            "Existing Customer"
+        ],
+        "Card_Category": [
+            "Blue",
+            "Gold",
+            "Platinum",
+            "Silver"
+        ],
+        "Education_Level": [
+            "College",
+            "Doctorate",
+            "Graduate",
+            "High School",
+            "Post-Graduate",
+            "Uneducated",
+            "Unknown"
+        ],
+        "Gender": [
+            "F",
+            "M"
+        ],
+        "Income_Category": [
+            "$120K +",
+            "$40K - $60K",
+            "$60K - $80K",
+            "$80K - $120K",
+            "Less than $40K",
+            "Unknown"
+        ],
+        "Marital_Status": [
+            "Divorced",
+            "Married",
+            "Single",
+            "Unknown"
+        ]
+    }
+}

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_006/test.csv

@@ -0,0 +1,501 @@
+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
+779320983,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,28,4,3,2,19843.0,1178,18665.0,0.909,1638,49,0.633,0.059
+708626058,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,4,5242.0,1465,3777.0,1.025,4098,68,0.789,0.279
+712517808,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,2,4,3,3275.0,1525,1750.0,0.749,14830,112,0.697,0.466
+718806783,Attrited Customer,46,F,3,Uneducated,Married,Unknown,Blue,36,2,3,1,2872.0,357,2515.0,0.869,2629,41,0.64,0.124
+809589783,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,36,3,3,2,16268.0,817,15451.0,0.64,13969,120,0.69,0.05
+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
+716546283,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,36,6,3,4,13049.0,943,12106.0,0.686,3944,72,0.674,0.072
+817958733,Existing Customer,42,F,2,Uneducated,Married,Unknown,Blue,37,6,1,1,5099.0,958,4141.0,0.607,4025,73,0.521,0.188
+715921758,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,25,5,3,2,1438.3,0,1438.3,0.579,2882,68,0.619,0.0
+780684933,Existing Customer,49,M,3,High School,Unknown,$40K - $60K,Blue,38,4,1,3,3051.0,1783,1268.0,0.732,4887,69,0.725,0.584
+717960033,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,44,6,3,1,2484.0,1495,989.0,0.922,4084,86,0.536,0.602
+756691608,Existing Customer,37,F,3,Graduate,Married,Unknown,Blue,30,5,3,3,4554.0,780,3774.0,0.658,4816,81,0.588,0.171
+708655983,Existing Customer,49,F,3,High School,Divorced,Unknown,Blue,40,3,3,2,5267.0,0,5267.0,0.442,1353,24,0.263,0.0
+758617233,Existing Customer,56,F,5,Doctorate,Single,Less than $40K,Blue,49,3,3,2,4132.0,1559,2573.0,0.827,14781,108,0.688,0.377
+710359458,Existing Customer,50,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,2560.0,1807,753.0,0.995,4456,70,0.522,0.706
+719654283,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Silver,42,3,3,2,19220.0,0,19220.0,0.997,4642,81,0.761,0.0
+712724733,Existing Customer,31,F,0,Post-Graduate,Single,Less than $40K,Blue,19,6,3,1,2766.0,1731,1035.0,0.569,3959,71,0.732,0.626
+810545733,Existing Customer,47,F,2,College,Married,Unknown,Blue,42,3,3,3,2373.0,1480,893.0,0.631,4228,63,0.658,0.624
+713441958,Existing Customer,46,M,2,High School,Married,$120K +,Blue,36,5,3,2,19727.0,1785,17942.0,0.572,1245,25,0.786,0.09
+789530208,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,2,2737.0,2517,220.0,0.533,1619,37,0.48,0.92
+713677158,Attrited Customer,31,F,1,Graduate,Divorced,Unknown,Blue,22,2,2,3,1623.0,0,1623.0,0.501,2126,45,0.364,0.0
+710244108,Existing Customer,44,M,3,College,Married,$60K - $80K,Gold,34,3,1,3,34516.0,1543,32973.0,0.774,13967,101,0.712,0.045
+710255208,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,49,4,2,4,2094.0,1560,534.0,0.537,1969,41,0.367,0.745
+815761908,Existing Customer,46,F,3,Unknown,Married,Unknown,Silver,41,6,3,2,34516.0,0,34516.0,0.896,3722,72,0.756,0.0
+708376983,Attrited Customer,58,F,1,Unknown,Single,Unknown,Blue,50,5,2,2,8513.0,799,7714.0,0.451,2119,37,0.542,0.094
+713790708,Existing Customer,38,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,2,3,3421.0,2308,1113.0,2.037,2269,39,1.053,0.675
+710383158,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Silver,41,4,1,2,34516.0,0,34516.0,0.499,1506,47,0.516,0.0
+710797833,Existing Customer,50,F,5,Graduate,Married,Less than $40K,Blue,30,1,3,2,2033.0,841,1192.0,0.717,4360,95,0.696,0.414
+750690258,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,2,3,3,2821.0,1995,826.0,0.62,8220,103,0.635,0.707
+712350858,Existing Customer,41,M,2,High School,Married,$80K - $120K,Blue,24,4,1,3,9366.0,1104,8262.0,0.572,1303,39,0.625,0.118
+771237933,Existing Customer,47,M,1,Uneducated,Unknown,$80K - $120K,Blue,34,4,1,3,20620.0,1085,19535.0,1.276,1477,23,0.533,0.053
+738749733,Existing Customer,57,F,4,Doctorate,Married,Unknown,Blue,47,4,3,3,7345.0,1814,5531.0,0.472,1390,30,0.25,0.247
+715432608,Existing Customer,43,M,4,Unknown,Single,$60K - $80K,Blue,36,4,1,0,22322.0,953,21369.0,0.769,1348,34,1.125,0.043
+817616433,Existing Customer,55,F,2,College,Unknown,Unknown,Blue,41,6,2,2,7613.0,0,7613.0,0.68,4268,69,0.725,0.0
+709554483,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,3,4840.0,2517,2323.0,0.445,1637,22,1.0,0.52
+711560058,Existing Customer,49,M,1,High School,Married,$60K - $80K,Blue,36,2,3,2,2465.0,1334,1131.0,0.95,4806,83,0.766,0.541
+713075283,Existing Customer,51,M,3,High School,Single,$120K +,Blue,36,5,1,4,20741.0,2504,18237.0,0.8,1818,51,1.04,0.121
+721126833,Attrited Customer,51,M,2,High School,Married,$80K - $120K,Blue,41,5,2,3,14902.0,0,14902.0,0.312,2038,39,0.625,0.0
+714946908,Existing Customer,61,M,1,Uneducated,Single,$40K - $60K,Blue,36,6,1,1,5039.0,1352,3687.0,0.797,3300,68,0.545,0.268
+718943508,Existing Customer,42,M,3,Unknown,Single,$80K - $120K,Blue,33,3,3,2,3714.0,2170,1544.0,0.524,1454,35,0.522,0.584
+711836733,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,31,3,3,3,1438.3,0,1438.3,0.663,1867,45,0.875,0.0
+719716983,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,39,4,3,3,3257.0,0,3257.0,0.757,4042,85,0.848,0.0
+713634108,Existing Customer,45,F,3,Graduate,Single,Unknown,Blue,36,1,2,2,4348.0,1830,2518.0,1.036,4293,66,0.692,0.421
+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
+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
+779557533,Existing Customer,54,M,1,Post-Graduate,Single,$80K - $120K,Blue,40,6,3,3,10260.0,942,9318.0,1.042,1566,50,0.562,0.092
+721374033,Existing Customer,53,F,1,High School,Married,$40K - $60K,Blue,39,2,3,3,2164.0,1115,1049.0,0.624,4341,69,0.643,0.515
+816772908,Existing Customer,38,M,3,High School,Single,$60K - $80K,Silver,33,6,1,2,34516.0,1793,32723.0,0.767,4533,78,0.472,0.052
+718834233,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,21,4,1,2,6899.0,0,6899.0,0.771,3848,71,0.69,0.0
+717642633,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,40,3,3,3,3750.0,1801,1949.0,0.889,17995,116,0.657,0.48
+713588958,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,25,4,1,1,2129.0,1507,622.0,0.636,3655,70,0.667,0.708
+708535158,Existing Customer,39,M,2,Post-Graduate,Unknown,$80K - $120K,Blue,29,1,1,3,9959.0,1501,8458.0,0.822,8505,86,0.536,0.151
+715447008,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,2,2999.0,1817,1182.0,0.678,5119,83,0.766,0.606
+711251133,Existing Customer,37,M,0,Post-Graduate,Single,$80K - $120K,Blue,27,5,2,3,15326.0,0,15326.0,1.159,2990,55,0.964,0.0
+715616358,Existing Customer,53,F,0,Graduate,Married,Unknown,Blue,36,5,4,3,5843.0,1162,4681.0,0.765,4405,67,0.811,0.199
+721365033,Attrited Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,4,1696.0,0,1696.0,0.857,2095,43,0.536,0.0
+719286708,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,39,4,5,2,2434.0,1340,1094.0,0.668,4498,76,0.81,0.551
+820981383,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,39,5,1,4,9235.0,1796,7439.0,0.958,1739,42,0.448,0.194
+711639708,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,32,6,2,2,1438.3,0,1438.3,0.66,1794,45,0.875,0.0
+715193433,Existing Customer,61,F,0,High School,Single,Unknown,Blue,51,4,2,2,8476.0,0,8476.0,0.675,3889,67,0.489,0.0
+715405758,Attrited Customer,50,F,1,High School,Single,Unknown,Blue,42,5,0,4,10057.0,0,10057.0,0.792,2383,42,0.448,0.0
+712196508,Attrited Customer,46,F,3,High School,Single,Unknown,Blue,34,4,3,3,29543.0,1164,28379.0,0.717,1015,27,0.35,0.039
+793720908,Existing Customer,46,M,5,Uneducated,Single,$40K - $60K,Blue,40,6,2,2,7333.0,875,6458.0,0.807,3636,48,1.286,0.119
+710268858,Existing Customer,33,F,4,Graduate,Single,Less than $40K,Blue,22,5,1,2,2001.0,1217,784.0,0.775,3162,99,0.707,0.608
+772426383,Existing Customer,50,F,4,Uneducated,Married,$40K - $60K,Blue,40,5,2,3,3065.0,1570,1495.0,1.077,1130,28,1.333,0.512
+721179708,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,37,4,2,3,5758.0,0,5758.0,0.433,4422,76,0.407,0.0
+710877108,Existing Customer,44,F,1,High School,Divorced,Less than $40K,Blue,32,1,1,2,2724.0,1288,1436.0,0.613,4171,75,1.206,0.473
+768814983,Existing Customer,39,F,2,Unknown,Married,Less than $40K,Blue,33,3,1,3,3251.0,1937,1314.0,0.685,4284,85,0.809,0.596
+809311758,Existing Customer,40,M,3,Unknown,Single,$60K - $80K,Silver,35,6,3,2,25219.0,1503,23716.0,0.944,4429,87,0.642,0.06
+721333233,Existing Customer,40,M,4,Doctorate,Divorced,$60K - $80K,Blue,34,4,2,3,23138.0,1727,21411.0,0.693,1612,39,1.438,0.075
+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
+787643658,Existing Customer,59,M,0,Graduate,Married,$60K - $80K,Blue,53,6,1,4,12554.0,2169,10385.0,0.529,1422,30,0.579,0.173
+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
+709718058,Existing Customer,52,F,4,Uneducated,Single,Less than $40K,Blue,36,5,1,4,2936.0,2181,755.0,0.478,4650,78,0.625,0.743
+710413533,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,51,3,3,3,12186.0,1080,11106.0,0.842,4785,66,0.65,0.089
+743265108,Existing Customer,37,M,4,College,Single,$60K - $80K,Blue,30,5,1,4,15936.0,827,15109.0,1.085,2477,49,1.042,0.052
+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
+717176508,Existing Customer,43,F,3,Unknown,Single,$40K - $60K,Blue,34,5,3,4,2656.0,1166,1490.0,0.586,4171,80,0.818,0.439
+711392508,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,1,1438.3,0,1438.3,0.741,4513,75,0.744,0.0
+779114283,Existing Customer,40,F,5,High School,Single,Less than $40K,Blue,22,3,1,2,1826.0,944,882.0,0.686,4528,65,0.667,0.517
+772472208,Existing Customer,50,M,1,Uneducated,Married,$60K - $80K,Blue,40,6,1,4,4092.0,996,3096.0,0.644,2298,48,0.655,0.243
+710595783,Existing Customer,46,F,3,Graduate,Unknown,Unknown,Blue,39,4,1,2,6644.0,2082,4562.0,0.915,4659,76,0.854,0.313
+708938508,Existing Customer,63,M,1,High School,Married,$40K - $60K,Blue,36,5,3,2,4559.0,1571,2988.0,1.441,1870,35,0.842,0.345
+717954333,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,25,4,2,1,1781.0,935,846.0,0.868,5093,77,0.974,0.525
+709608708,Attrited Customer,29,M,1,Graduate,Married,$60K - $80K,Blue,17,5,1,4,6500.0,2517,3983.0,0.915,9451,79,0.646,0.387
+788379933,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,34,5,3,2,12420.0,0,12420.0,0.709,4422,70,0.628,0.0
+789515283,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,43,6,1,3,2157.0,1494,663.0,0.765,4784,69,0.605,0.693
+721451208,Attrited Customer,54,M,2,Graduate,Single,$60K - $80K,Silver,45,2,3,2,30540.0,0,30540.0,0.602,1980,36,0.8,0.0
+716565258,Existing Customer,37,M,3,Doctorate,Single,$80K - $120K,Blue,36,5,2,4,12830.0,0,12830.0,0.774,2526,54,0.588,0.0
+713743158,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,36,4,3,2,19063.0,1714,17349.0,0.786,1270,21,0.615,0.09
+713153733,Attrited Customer,49,F,2,Graduate,Unknown,Less than $40K,Blue,29,6,3,3,2520.0,1473,1047.0,0.515,2061,36,0.241,0.585
+720700008,Existing Customer,50,F,1,High School,Single,Less than $40K,Blue,36,1,1,3,4517.0,2238,2279.0,0.625,4686,81,0.761,0.495
+713187033,Existing Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,36,3,2,2,20459.0,2071,18388.0,1.248,1767,38,2.167,0.101
+717930483,Attrited Customer,37,M,2,Graduate,Single,$120K +,Blue,25,3,3,0,5616.0,0,5616.0,0.995,1564,31,0.476,0.0
+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
+719944458,Existing Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,2,3,1,4023.0,1437,2586.0,0.69,12510,96,0.92,0.357
+827117808,Attrited Customer,45,M,1,Graduate,Single,$60K - $80K,Blue,41,2,3,2,9904.0,2513,7391.0,0.0,1152,28,0.0,0.254
+778441533,Attrited Customer,45,F,4,High School,Single,Unknown,Blue,26,6,2,2,4549.0,1631,2918.0,0.779,2240,34,0.478,0.359
+712690458,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,28,1,1,2,3629.0,1891,1738.0,0.917,15982,113,0.687,0.521
+773283108,Existing Customer,31,M,0,High School,Married,$60K - $80K,Silver,24,1,1,3,32535.0,1722,30813.0,0.856,15738,116,0.657,0.053
+716717733,Attrited Customer,55,F,3,Uneducated,Single,Less than $40K,Blue,47,2,5,4,4841.0,859,3982.0,1.003,8918,87,0.977,0.177
+712329933,Attrited Customer,47,F,1,High School,Unknown,Less than $40K,Blue,41,6,3,2,3654.0,0,3654.0,0.63,1998,44,0.467,0.0
+718764708,Existing Customer,45,M,3,Graduate,Unknown,$120K +,Blue,36,1,4,3,8858.0,1359,7499.0,0.741,14223,103,0.776,0.153
+709198158,Existing Customer,50,F,4,Graduate,Single,Less than $40K,Blue,36,6,2,0,3125.0,1928,1197.0,0.412,1631,46,0.533,0.617
+708100533,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,36,3,3,3,2679.0,2277,402.0,0.736,4943,85,0.735,0.85
+714388158,Existing Customer,36,F,2,Uneducated,Divorced,Unknown,Blue,36,3,2,1,14304.0,699,13605.0,0.549,4746,73,0.521,0.049
+713259858,Attrited Customer,26,M,0,High School,Single,$40K - $60K,Blue,15,3,1,3,3324.0,0,3324.0,0.537,982,22,0.692,0.0
+710761533,Existing Customer,44,M,2,Graduate,Unknown,$80K - $120K,Blue,33,3,2,3,23665.0,1624,22041.0,0.574,4190,87,0.706,0.069
+711846183,Attrited Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,3,2669.0,0,2669.0,0.67,2271,31,0.722,0.0
+717517758,Existing Customer,57,F,0,High School,Married,$40K - $60K,Blue,45,3,2,2,2278.0,845,1433.0,1.328,2307,45,0.8,0.371
+754654383,Existing Customer,30,M,2,High School,Married,Less than $40K,Blue,23,4,2,0,2997.0,1393,1604.0,1.12,1577,35,0.522,0.465
+714828708,Existing Customer,46,M,0,High School,Divorced,$80K - $120K,Blue,36,3,1,4,16099.0,0,16099.0,0.562,3656,88,0.76,0.0
+720590058,Attrited Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,3,8840.0,1794,7046.0,0.848,2839,47,0.808,0.203
+816033783,Existing Customer,26,M,0,High School,Single,$60K - $80K,Blue,21,6,2,3,1672.0,957,715.0,0.576,2099,34,0.417,0.572
+787463508,Attrited Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,5,2,4,2469.0,2410,59.0,0.544,1027,20,0.176,0.976
+709793133,Existing Customer,43,F,2,Unknown,Single,$40K - $60K,Blue,36,6,1,4,3186.0,2470,716.0,0.58,1531,37,0.233,0.775
+718491708,Existing Customer,53,F,2,College,Single,Unknown,Blue,38,2,3,3,16592.0,1435,15157.0,0.76,7642,89,0.648,0.086
+710295858,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,32,2,1,2,24244.0,1649,22595.0,0.776,8074,84,0.647,0.068
+789059958,Existing Customer,42,M,4,High School,Married,$120K +,Gold,30,6,2,4,34516.0,1045,33471.0,0.848,3574,75,0.923,0.03
+713910108,Existing Customer,38,M,1,Graduate,Married,$80K - $120K,Blue,28,3,2,3,3946.0,2375,1571.0,0.921,1646,43,0.536,0.602
+712653183,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,36,4,1,4,1976.0,1694,282.0,1.054,3675,81,0.841,0.857
+801786483,Existing Customer,51,M,0,High School,Single,$80K - $120K,Blue,45,3,2,3,10648.0,2517,8131.0,0.708,4930,89,0.978,0.236
+778755858,Existing Customer,46,M,3,Graduate,Unknown,$80K - $120K,Blue,27,5,1,3,3665.0,1725,1940.0,0.495,1881,55,0.618,0.471
+719437908,Existing Customer,44,M,3,Post-Graduate,Divorced,$80K - $120K,Blue,36,6,2,2,17965.0,1644,16321.0,0.921,1767,50,0.923,0.092
+758583708,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,24,2,1,4,2802.0,2460,342.0,1.029,1406,28,0.077,0.878
+710639658,Attrited Customer,29,M,1,High School,Single,$60K - $80K,Blue,17,6,1,3,17744.0,829,16915.0,0.851,9658,78,0.773,0.047
+778708533,Attrited Customer,26,F,0,High School,Single,$40K - $60K,Blue,13,2,2,4,1730.0,1616,114.0,0.331,869,27,0.286,0.934
+713708358,Existing Customer,33,F,3,Unknown,Single,$40K - $60K,Silver,36,2,3,3,19594.0,971,18623.0,0.761,12429,111,0.542,0.05
+711724083,Attrited Customer,27,F,0,Unknown,Single,Less than $40K,Blue,16,6,1,3,1835.0,1647,188.0,0.513,1903,44,0.63,0.898
+778388358,Attrited Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,36,2,2,3,4742.0,855,3887.0,0.635,870,24,0.5,0.18
+771422883,Attrited Customer,57,F,3,Graduate,Married,Less than $40K,Blue,45,1,4,2,1759.0,186,1573.0,0.756,2705,35,0.522,0.106
+719176308,Attrited Customer,43,M,3,College,Divorced,$80K - $120K,Blue,32,6,3,2,7278.0,0,7278.0,0.618,2120,43,0.593,0.0
+769035933,Existing Customer,54,F,2,Unknown,Single,Less than $40K,Blue,48,5,3,2,4597.0,1316,3281.0,0.646,3507,68,0.511,0.286
+780833058,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,32,4,3,2,2619.0,2271,348.0,0.61,3835,60,0.818,0.867
+790221633,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,38,3,3,3,3897.0,2296,1601.0,0.746,4627,77,0.791,0.589
+715522233,Existing Customer,45,F,3,Doctorate,Single,Less than $40K,Blue,27,1,6,3,2917.0,1523,1394.0,0.724,4878,92,0.804,0.522
+779667408,Existing Customer,58,M,1,Post-Graduate,Single,$80K - $120K,Blue,41,4,2,1,2915.0,1494,1421.0,0.861,4235,73,0.825,0.513
+708488208,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,47,5,3,3,2515.0,1922,593.0,1.181,2231,58,0.611,0.764
+719808558,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Blue,43,2,4,3,1438.3,0,1438.3,0.707,886,27,0.421,0.0
+721120008,Existing Customer,43,F,2,Uneducated,Single,$40K - $60K,Blue,29,6,3,2,2162.0,1377,785.0,0.6,1555,29,0.706,0.637
+778734108,Existing Customer,36,M,3,Uneducated,Married,$60K - $80K,Blue,16,4,5,4,1686.0,1252,434.0,0.575,1758,42,1.1,0.743
+719835033,Existing Customer,46,M,4,College,Married,$80K - $120K,Blue,34,5,3,2,13734.0,568,13166.0,0.719,4283,67,0.861,0.041
+801726933,Existing Customer,34,M,2,Graduate,Married,$120K +,Blue,28,4,3,3,13384.0,1853,11531.0,0.807,1899,33,0.833,0.138
+823519458,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,1,1,3,6441.0,2151,4290.0,0.64,7123,94,0.492,0.334
+717401883,Existing Customer,35,M,3,Uneducated,Married,$60K - $80K,Blue,22,5,2,2,6985.0,1130,5855.0,0.963,1694,44,0.76,0.162
+799471833,Existing Customer,45,M,1,Uneducated,Single,$120K +,Blue,39,4,2,2,3133.0,1510,1623.0,0.609,1435,38,0.462,0.482
+805485933,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,40,2,1,3,4010.0,2517,1493.0,0.71,14354,101,0.629,0.628
+714643983,Existing Customer,42,F,1,High School,Married,Less than $40K,Blue,36,5,3,3,2758.0,2017,741.0,0.883,4119,73,1.028,0.731
+756919683,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,41,6,1,3,3632.0,1294,2338.0,0.924,4339,86,0.686,0.356
+711131958,Existing Customer,50,F,3,Doctorate,Single,$40K - $60K,Blue,42,4,3,3,3743.0,881,2862.0,0.77,4621,71,0.821,0.235
+720680058,Existing Customer,47,M,2,Post-Graduate,Married,Less than $40K,Blue,36,6,1,3,3888.0,1663,2225.0,0.664,1145,37,0.423,0.428
+713179083,Existing Customer,32,F,2,Uneducated,Single,Unknown,Blue,25,3,2,1,3193.0,1533,1660.0,0.936,4419,75,0.786,0.48
+710369658,Existing Customer,50,M,3,Unknown,Married,$60K - $80K,Blue,36,4,3,2,3276.0,2353,923.0,0.725,4488,92,0.736,0.718
+718890933,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,27,3,2,2,1438.3,0,1438.3,0.68,2429,38,0.652,0.0
+771982083,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,33,3,1,3,4552.0,1144,3408.0,0.709,14418,104,0.677,0.251
+712013808,Existing Customer,44,F,4,Uneducated,Single,Unknown,Blue,24,6,3,2,2717.0,1720,997.0,0.869,4196,71,0.614,0.633
+713758758,Existing Customer,48,M,2,High School,Married,Less than $40K,Silver,36,2,2,2,14581.0,2517,12064.0,0.776,17628,109,0.817,0.173
+826717533,Existing Customer,42,M,3,Graduate,Unknown,$80K - $120K,Blue,38,6,1,1,16105.0,724,15381.0,0.949,4631,76,0.767,0.045
+804462633,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,38,3,3,3,7084.0,0,7084.0,0.523,2287,44,0.294,0.0
+716494383,Existing Customer,49,F,3,Graduate,Unknown,$40K - $60K,Blue,41,3,2,2,3585.0,931,2654.0,0.62,4399,78,0.733,0.26
+711605208,Attrited Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,43,3,3,5,1438.3,0,1438.3,0.7,1958,47,0.424,0.0
+766381908,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,42,4,1,4,2473.0,1263,1210.0,0.71,4597,80,0.6,0.511
+718279008,Attrited Customer,44,M,3,High School,Single,$60K - $80K,Silver,36,5,2,3,25276.0,0,25276.0,0.849,2282,38,0.583,0.0
+712049208,Existing Customer,56,M,3,Post-Graduate,Married,$60K - $80K,Blue,39,3,1,2,3955.0,2517,1438.0,0.484,1238,25,1.083,0.636
+720418383,Existing Customer,45,F,3,Unknown,Single,Unknown,Blue,27,4,1,2,1877.0,0,1877.0,0.752,4854,80,0.818,0.0
+714948858,Attrited Customer,50,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,3647.0,2517,1130.0,0.842,2935,58,0.933,0.69
+709972908,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,25,5,1,2,9874.0,1059,8815.0,0.664,4369,70,0.707,0.107
+718621608,Attrited Customer,54,F,2,High School,Married,Unknown,Blue,44,3,3,1,6094.0,0,6094.0,1.129,909,14,0.273,0.0
+708491508,Existing Customer,51,M,2,Unknown,Single,$60K - $80K,Blue,42,3,3,2,13906.0,1430,12476.0,0.772,3856,68,1.061,0.103
+715800708,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,49,3,1,2,3955.0,2000,1955.0,0.425,1560,43,0.483,0.506
+761818758,Existing Customer,43,M,1,Graduate,Single,Unknown,Blue,36,1,1,2,11210.0,1079,10131.0,0.651,7206,86,0.536,0.096
+709106358,Existing Customer,40,M,3,Uneducated,Married,$60K - $80K,Blue,21,5,1,0,4716.0,0,4716.0,2.175,816,28,2.5,0.0
+716432658,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,5,2,1,1438.3,0,1438.3,0.646,4490,65,0.625,0.0
+716345283,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,1,4,4712.0,1920,2792.0,0.596,4277,66,0.571,0.407
+797491683,Attrited Customer,45,M,5,Unknown,Married,$80K - $120K,Silver,39,2,2,3,34516.0,1964,32552.0,0.624,2234,49,0.361,0.057
+713048733,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,40,3,1,1,34516.0,1871,32645.0,0.356,4054,75,0.364,0.054
+816608808,Existing Customer,46,M,1,Graduate,Single,$80K - $120K,Blue,41,4,2,3,8916.0,0,8916.0,0.631,2773,62,0.676,0.0
+713879283,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,47,3,1,2,4580.0,1300,3280.0,0.519,1694,34,0.7,0.284
+714790008,Existing Customer,38,F,1,Unknown,Single,Less than $40K,Blue,36,3,2,3,3764.0,0,3764.0,0.583,1572,57,0.357,0.0
+716745408,Existing Customer,54,M,1,High School,Single,$80K - $120K,Blue,36,1,2,3,12813.0,1998,10815.0,0.837,7803,81,0.688,0.156
+716510658,Attrited Customer,50,F,0,Doctorate,Single,Less than $40K,Blue,38,4,3,3,2595.0,2353,242.0,0.924,2526,41,0.577,0.907
+719657583,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,40,2,2,6,9502.0,2457,7045.0,0.915,2310,57,0.676,0.259
+712855683,Existing Customer,50,F,2,Post-Graduate,Married,Less than $40K,Blue,36,1,2,2,3350.0,1335,2015.0,0.781,4906,89,0.561,0.399
+803355408,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,44,5,3,1,2205.0,1659,546.0,0.891,4813,77,0.674,0.752
+804649833,Existing Customer,42,M,3,Post-Graduate,Married,$40K - $60K,Blue,29,3,3,4,2533.0,1126,1407.0,0.788,3436,74,0.574,0.445
+716558283,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,36,2,2,2,1621.0,1046,575.0,0.729,5247,84,0.615,0.645
+709938708,Existing Customer,56,F,3,Uneducated,Married,Unknown,Blue,47,4,1,2,1822.0,1118,704.0,0.896,4576,78,0.529,0.614
+717516333,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,33,6,4,1,14713.0,905,13808.0,0.817,4125,82,0.822,0.062
+778732158,Existing Customer,50,F,3,Uneducated,Unknown,Unknown,Blue,30,4,1,3,1507.0,0,1507.0,0.648,4037,83,0.729,0.0
+717489033,Attrited Customer,27,F,0,High School,Single,Less than $40K,Blue,18,6,1,4,1438.3,0,1438.3,0.781,2641,40,0.6,0.0
+778865583,Existing Customer,46,M,3,Graduate,Married,Less than $40K,Blue,27,1,2,2,6954.0,1502,5452.0,0.624,7510,89,0.648,0.216
+744307008,Existing Customer,51,M,1,Uneducated,Married,$60K - $80K,Blue,44,4,2,3,4988.0,0,4988.0,0.619,3890,74,0.644,0.0
+714303483,Existing Customer,40,M,2,College,Married,$40K - $60K,Gold,31,1,2,1,3735.0,1474,2261.0,0.798,15039,130,0.757,0.395
+721112508,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,40,2,3,1,5298.0,0,5298.0,0.686,4834,80,0.667,0.0
+709045683,Existing Customer,42,F,3,Uneducated,Married,Unknown,Blue,30,3,2,1,3549.0,0,3549.0,0.584,3921,63,0.8,0.0
+807589908,Existing Customer,47,F,5,Unknown,Married,Less than $40K,Blue,42,1,2,1,1778.0,822,956.0,0.68,4189,80,0.667,0.462
+771219033,Existing Customer,42,M,1,Uneducated,Unknown,$80K - $120K,Blue,29,4,3,3,17506.0,1979,15527.0,0.447,4199,73,0.659,0.113
+720411183,Existing Customer,34,F,1,High School,Single,Unknown,Blue,22,6,1,0,10253.0,1857,8396.0,1.193,3042,66,0.941,0.181
+709064208,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,32,4,3,6,1628.0,275,1353.0,0.69,2219,49,0.531,0.169
+715028283,Existing Customer,54,M,1,Graduate,Married,$80K - $120K,Blue,46,3,3,2,15554.0,2497,13057.0,1.027,2836,61,0.605,0.161
+712291308,Existing Customer,52,F,1,Uneducated,Single,Unknown,Blue,40,5,1,3,2259.0,1721,538.0,0.682,1852,38,0.81,0.762
+716358033,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,4,6189.0,0,6189.0,0.538,5004,65,0.806,0.0
+711375558,Existing Customer,48,F,2,Uneducated,Single,$40K - $60K,Blue,34,2,3,1,3072.0,1734,1338.0,0.754,4540,78,0.857,0.564
+712315683,Attrited Customer,53,F,2,Uneducated,Single,Less than $40K,Blue,45,1,1,1,1981.0,1518,463.0,1.019,973,25,0.923,0.766
+718730283,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,18,5,3,3,1686.0,1206,480.0,0.767,4891,68,0.511,0.715
+809811858,Attrited Customer,43,M,5,High School,Unknown,$80K - $120K,Blue,38,3,3,2,1504.0,0,1504.0,0.987,2530,43,0.344,0.0
+712171158,Existing Customer,42,F,2,High School,Married,Less than $40K,Blue,30,6,1,1,3124.0,0,3124.0,0.879,4986,79,0.795,0.0
+758551608,Existing Customer,51,M,2,Unknown,Married,$40K - $60K,Blue,44,4,1,0,6205.0,2204,4001.0,0.803,1347,28,0.556,0.355
+717571683,Attrited Customer,47,F,4,Uneducated,Married,$40K - $60K,Gold,34,2,3,3,23981.0,0,23981.0,0.196,4536,61,0.605,0.0
+708225483,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,4,11242.0,1561,9681.0,0.829,4246,81,0.8,0.139
+719841708,Existing Customer,45,M,0,Uneducated,Single,$80K - $120K,Blue,36,1,4,3,20356.0,2031,18325.0,0.752,15180,121,0.806,0.1
+767653233,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,42,6,1,3,6085.0,930,5155.0,1.307,3154,59,0.967,0.153
+717371583,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,36,1,3,5,1883.0,400,1483.0,0.528,1954,45,0.5,0.212
+717840108,Attrited Customer,48,M,4,Unknown,Married,$80K - $120K,Blue,41,2,3,6,4806.0,1357,3449.0,0.573,1771,35,0.346,0.282
+716277558,Existing Customer,45,F,1,Uneducated,Single,Less than $40K,Blue,36,4,3,4,3281.0,1961,1320.0,0.744,1779,47,0.808,0.598
+710115108,Existing Customer,45,F,2,Graduate,Unknown,$40K - $60K,Blue,37,5,2,3,5562.0,1556,4006.0,0.751,4568,76,0.767,0.28
+815104608,Existing Customer,28,F,0,Graduate,Divorced,Less than $40K,Blue,23,5,1,3,3818.0,584,3234.0,0.7,2947,87,0.706,0.153
+787482033,Attrited Customer,60,M,1,High School,Divorced,$80K - $120K,Blue,48,1,5,3,28930.0,0,28930.0,0.645,2251,27,0.227,0.0
+711426033,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Blue,39,3,2,2,11332.0,946,10386.0,0.857,3806,65,0.667,0.083
+795155433,Existing Customer,45,M,3,Unknown,Married,$80K - $120K,Blue,38,6,3,1,12918.0,1345,11573.0,1.061,1562,33,1.2,0.104
+715713408,Existing Customer,55,M,2,Graduate,Married,Less than $40K,Gold,46,3,5,3,15987.0,0,15987.0,0.82,15853,117,0.56,0.0
+771061008,Attrited Customer,40,F,2,Doctorate,Married,$40K - $60K,Blue,27,4,2,3,2208.0,0,2208.0,0.695,2659,56,0.806,0.0
+789050883,Existing Customer,33,F,2,Doctorate,Single,Unknown,Blue,21,4,3,4,5297.0,0,5297.0,0.779,2655,62,0.55,0.0
+710866758,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,31,5,1,2,1640.0,888,752.0,0.715,4074,73,0.872,0.541
+719216508,Existing Customer,55,F,1,Unknown,Unknown,Less than $40K,Blue,36,5,2,1,3258.0,2517,741.0,0.985,4960,77,0.75,0.773
+718274283,Existing Customer,35,M,3,College,Single,$60K - $80K,Blue,36,5,1,3,2780.0,0,2780.0,0.565,2469,67,0.811,0.0
+720446508,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,1721.0,1037,684.0,0.721,2681,57,0.727,0.603
+715471833,Existing Customer,50,M,0,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,3,28253.0,0,28253.0,0.479,4525,67,0.763,0.0
+713237958,Existing Customer,34,M,0,Graduate,Married,$40K - $60K,Blue,17,4,1,4,2638.0,2092,546.0,0.591,1868,43,0.344,0.793
+778191933,Attrited Customer,45,M,3,Uneducated,Single,$120K +,Blue,35,2,3,5,7135.0,2517,4618.0,0.631,2305,42,0.448,0.353
+708731658,Attrited Customer,53,F,0,High School,Married,Less than $40K,Blue,41,3,3,4,1438.3,0,1438.3,0.387,1587,42,0.448,0.0
+780371433,Existing Customer,35,F,2,Graduate,Married,Unknown,Blue,25,2,3,3,3339.0,2014,1325.0,0.688,4725,83,0.694,0.603
+712454958,Existing Customer,40,M,5,Graduate,Single,$60K - $80K,Blue,27,6,1,2,2742.0,1416,1326.0,0.761,1539,38,1.111,0.516
+710779083,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,48,3,3,4,1661.0,0,1661.0,0.672,4338,77,0.925,0.0
+715716333,Existing Customer,62,F,0,High School,Single,Unknown,Blue,50,6,2,2,18819.0,0,18819.0,0.894,4273,87,0.977,0.0
+718252533,Attrited Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,18,5,1,1,4203.0,996,3207.0,0.705,7292,68,0.7,0.237
+827619933,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Blue,44,3,1,2,9673.0,0,9673.0,0.655,3541,87,0.851,0.0
+772596783,Existing Customer,31,M,1,Graduate,Unknown,Less than $40K,Gold,21,3,2,2,15261.0,1109,14152.0,0.655,15442,125,0.761,0.073
+802243458,Attrited Customer,48,M,2,Doctorate,Single,$40K - $60K,Blue,42,6,3,2,2760.0,0,2760.0,0.576,1759,34,0.214,0.0
+783070833,Existing Customer,34,F,4,Graduate,Single,$40K - $60K,Blue,28,5,2,3,2472.0,1899,573.0,0.77,4408,86,0.792,0.768
+713437008,Attrited Customer,40,F,3,Graduate,Married,Unknown,Blue,25,1,2,3,6888.0,1878,5010.0,1.059,9038,64,0.829,0.273
+710586483,Attrited Customer,26,F,0,High School,Single,Unknown,Blue,13,1,2,4,6152.0,0,6152.0,0.391,968,23,0.533,0.0
+779090883,Existing Customer,42,F,2,Unknown,Unknown,Less than $40K,Blue,23,6,3,1,2483.0,1297,1186.0,0.744,3478,64,0.939,0.522
+716253858,Existing Customer,37,M,5,Post-Graduate,Married,$80K - $120K,Blue,26,2,1,2,16730.0,1956,14774.0,0.675,1740,43,0.536,0.117
+709545333,Existing Customer,33,F,4,High School,Single,Unknown,Blue,29,6,2,3,12716.0,1496,11220.0,1.032,2412,64,0.6,0.118
+737952333,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,56,3,1,5,2586.0,0,2586.0,0.631,3435,65,0.585,0.0
+710573808,Existing Customer,55,M,2,Unknown,Single,$60K - $80K,Blue,36,6,3,3,2243.0,1418,825.0,0.39,1334,31,0.409,0.632
+780662133,Existing Customer,39,M,2,Uneducated,Married,$60K - $80K,Blue,28,6,3,5,3257.0,2517,740.0,0.539,1534,35,0.591,0.773
+717534108,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,3,1,3,2405.0,1410,995.0,0.866,4421,79,0.881,0.586
+713571258,Existing Customer,45,M,2,Unknown,Single,$60K - $80K,Silver,26,6,3,2,32349.0,1630,30719.0,0.646,1343,41,0.519,0.05
+713787333,Existing Customer,46,M,2,High School,Single,Less than $40K,Blue,36,5,1,0,3818.0,1142,2676.0,0.709,14731,113,0.948,0.299
+714566958,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,4,2,5,20882.0,1420,19462.0,0.857,2291,40,0.6,0.068
+719557983,Existing Customer,42,M,4,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2966.0,2371,595.0,0.969,4416,83,0.844,0.799
+719245983,Existing Customer,46,F,4,Post-Graduate,Married,Unknown,Blue,38,6,3,2,13816.0,955,12861.0,0.699,4238,73,0.659,0.069
+711526533,Existing Customer,33,M,3,Post-Graduate,Married,$80K - $120K,Blue,25,4,2,3,16434.0,2104,14330.0,0.955,1726,37,0.85,0.128
+716600733,Attrited Customer,47,F,4,Unknown,Married,Less than $40K,Blue,36,3,3,3,2033.0,228,1805.0,0.904,2572,43,0.72,0.112
+713593683,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,28,5,3,3,11155.0,1583,9572.0,1.061,3504,60,0.765,0.142
+717551358,Existing Customer,63,M,0,Graduate,Married,$60K - $80K,Blue,55,4,1,4,3556.0,2517,1039.0,0.983,2279,56,0.6,0.708
+827360883,Existing Customer,47,F,3,High School,Married,Unknown,Blue,43,4,3,2,13473.0,1335,12138.0,0.814,1593,46,0.484,0.099
+709922508,Existing Customer,40,F,4,Unknown,Married,Less than $40K,Blue,28,4,1,1,2712.0,0,2712.0,0.835,5207,79,0.927,0.0
+709996833,Attrited Customer,31,M,1,Post-Graduate,Single,Less than $40K,Silver,36,6,3,5,12359.0,0,12359.0,0.843,7528,70,0.628,0.0
+778894233,Existing Customer,42,M,5,High School,Unknown,$80K - $120K,Blue,23,3,2,3,7253.0,0,7253.0,0.644,7595,83,0.804,0.0
+720819858,Existing Customer,47,F,4,Post-Graduate,Single,Less than $40K,Blue,27,1,2,2,8837.0,2517,6320.0,0.618,8210,100,0.754,0.285
+719656533,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,2675.0,0,2675.0,0.7,4149,79,0.717,0.0
+736145283,Existing Customer,43,M,2,College,Married,$80K - $120K,Blue,24,6,1,4,1669.0,0,1669.0,0.698,3591,59,0.788,0.0
+718352358,Attrited Customer,49,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,2,1914.0,0,1914.0,0.677,2687,41,0.414,0.0
+719381733,Existing Customer,61,M,2,High School,Single,$60K - $80K,Blue,47,5,2,3,2175.0,1404,771.0,0.633,3994,64,0.778,0.646
+718076733,Existing Customer,43,M,1,Graduate,Single,$60K - $80K,Silver,31,4,3,3,25824.0,1170,24654.0,0.684,3101,73,0.78,0.045
+781926633,Existing Customer,48,M,2,Uneducated,Married,$40K - $60K,Blue,42,1,3,3,3202.0,2517,685.0,0.597,4675,88,0.692,0.786
+714906033,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,5145.0,0,5145.0,0.693,1588,35,0.944,0.0
+714600258,Existing Customer,45,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,1,2,2,5945.0,2015,3930.0,0.815,3645,70,1.0,0.339
+717995958,Existing Customer,47,F,3,Unknown,Married,Unknown,Blue,38,5,1,4,1634.0,1463,171.0,0.873,4397,72,0.565,0.895
+717581658,Existing Customer,49,M,2,Unknown,Single,$60K - $80K,Blue,38,4,1,2,2461.0,1586,875.0,1.676,1729,35,0.75,0.644
+720914358,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,4416.0,1333,3083.0,0.631,4894,84,0.647,0.302
+739594758,Attrited Customer,51,F,2,Graduate,Single,Less than $40K,Blue,44,6,3,2,3181.0,2517,664.0,0.595,818,16,0.455,0.791
+778919583,Existing Customer,49,F,0,Graduate,Married,Less than $40K,Blue,30,3,2,0,1604.0,1112,492.0,0.618,4253,68,0.744,0.693
+712704933,Attrited Customer,49,F,4,High School,Unknown,$40K - $60K,Blue,43,4,3,3,4048.0,0,4048.0,0.601,2227,41,0.464,0.0
+755420433,Existing Customer,59,F,1,Graduate,Married,Unknown,Blue,52,2,3,3,10133.0,1417,8716.0,0.383,1068,20,0.818,0.14
+714253983,Existing Customer,44,M,3,Unknown,Married,$40K - $60K,Blue,36,4,2,3,9465.0,0,9465.0,0.657,3675,59,1.107,0.0
+713788083,Attrited Customer,28,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,5,1624.0,0,1624.0,0.299,1897,35,0.25,0.0
+718466883,Existing Customer,34,F,1,Uneducated,Single,Less than $40K,Blue,25,6,1,2,2689.0,1618,1071.0,0.587,4237,79,0.681,0.602
+709635858,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,6,2,3,2235.0,0,2235.0,0.556,1229,27,0.35,0.0
+770824833,Existing Customer,32,M,1,Graduate,Divorced,$40K - $60K,Blue,19,2,3,5,3657.0,1135,2522.0,0.795,16236,94,0.808,0.31
+708672708,Existing Customer,49,M,4,High School,Unknown,$80K - $120K,Blue,31,2,3,3,34516.0,2517,31999.0,0.71,3990,65,1.031,0.073
+716708583,Attrited Customer,54,M,4,Graduate,Married,$120K +,Blue,36,2,3,5,7684.0,0,7684.0,0.61,7667,68,0.789,0.0
+718421808,Existing Customer,56,F,2,Uneducated,Married,Unknown,Blue,43,6,3,2,3068.0,1765,1303.0,0.853,4611,73,0.698,0.575
+713767383,Existing Customer,32,F,0,High School,Married,$40K - $60K,Blue,22,4,2,2,2062.0,1665,397.0,1.276,2397,41,0.64,0.807
+712810233,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,36,3,2,3,2423.0,1674,749.0,0.644,4258,80,0.538,0.691
+788761608,Existing Customer,26,F,0,High School,Single,Unknown,Blue,13,3,3,4,10286.0,2286,8000.0,0.671,2564,57,0.462,0.222
+720487308,Existing Customer,49,M,1,High School,Unknown,$60K - $80K,Blue,38,3,3,2,15898.0,0,15898.0,1.049,4184,54,1.077,0.0
+794524833,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,18,4,3,3,2265.0,1345,920.0,0.808,4009,73,0.49,0.594
+709513458,Existing Customer,49,M,3,High School,Unknown,$60K - $80K,Blue,36,3,2,2,9551.0,1833,7718.0,1.675,3213,52,1.476,0.192
+714879483,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,31,1,3,3,3929.0,542,3387.0,0.811,7773,64,0.73,0.138
+801994458,Existing Customer,58,M,1,Unknown,Single,$40K - $60K,Blue,52,3,2,3,3880.0,2517,1363.0,0.673,3163,65,0.97,0.649
+787339158,Attrited Customer,56,M,1,Graduate,Married,$80K - $120K,Blue,50,3,6,3,8688.0,0,8688.0,0.426,2361,41,0.464,0.0
+755959683,Existing Customer,50,F,5,Unknown,Unknown,Unknown,Blue,43,5,1,2,3410.0,2281,1129.0,0.518,1296,31,0.348,0.669
+713945883,Attrited Customer,62,F,2,Graduate,Married,Less than $40K,Blue,52,4,2,2,2490.0,513,1977.0,0.678,864,20,0.333,0.206
+789502308,Attrited Customer,57,F,3,Unknown,Single,Less than $40K,Blue,49,1,3,5,1551.0,790,761.0,0.811,2379,46,0.769,0.509
+717332733,Existing Customer,47,M,4,Unknown,Single,$80K - $120K,Silver,37,5,2,4,34516.0,0,34516.0,1.06,2851,80,0.739,0.0
+718840833,Attrited Customer,49,M,3,High School,Single,$40K - $60K,Blue,36,1,3,4,4601.0,0,4601.0,0.962,9610,76,0.689,0.0
+721417233,Attrited Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,25,3,5,3,1438.3,0,1438.3,0.676,709,27,0.421,0.0
+710529708,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,36,3,3,1,23260.0,1476,21784.0,0.975,15140,105,0.81,0.063
+808981608,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,45,4,1,0,5452.0,540,4912.0,0.539,4220,66,0.737,0.099
+716741508,Existing Customer,33,F,3,High School,Married,Less than $40K,Blue,21,2,1,3,2831.0,1167,1664.0,0.744,4460,65,0.857,0.412
+811970808,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,48,4,3,3,5972.0,1885,4087.0,0.973,3491,65,0.711,0.316
+805534608,Existing Customer,54,F,2,College,Single,$40K - $60K,Blue,49,4,3,3,8769.0,1314,7455.0,0.477,3817,60,0.818,0.15
+770977833,Existing Customer,36,M,2,Graduate,Married,Less than $40K,Blue,23,2,2,3,3920.0,0,3920.0,0.813,16500,102,0.729,0.0
+780199233,Existing Customer,33,M,2,Doctorate,Single,$120K +,Blue,23,5,1,1,14914.0,1102,13812.0,0.823,4478,87,0.673,0.074
+721306908,Existing Customer,61,F,1,Graduate,Single,Unknown,Blue,44,4,3,2,2303.0,540,1763.0,0.57,3440,46,0.704,0.234
+713919183,Existing Customer,50,M,3,Unknown,Married,$80K - $120K,Blue,39,5,3,4,13824.0,1582,12242.0,0.522,4630,74,0.644,0.114
+713425383,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,46,2,3,2,7484.0,1939,5545.0,0.994,4923,56,0.333,0.259
+712233183,Existing Customer,45,F,2,Graduate,Single,Less than $40K,Blue,34,3,3,1,4265.0,1622,2643.0,0.708,3244,62,0.879,0.38
+714543633,Attrited Customer,45,F,3,Unknown,Single,Less than $40K,Blue,36,1,2,5,7500.0,0,7500.0,0.576,8024,78,0.696,0.0
+712429458,Existing Customer,50,M,2,Graduate,Unknown,$60K - $80K,Blue,38,5,3,3,4772.0,1770,3002.0,0.545,4054,72,0.674,0.371
+710013258,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,31,3,2,2,1980.0,823,1157.0,0.861,4467,69,0.683,0.416
+794482158,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,32,2,1,3,34516.0,1954,32562.0,0.755,7594,69,0.725,0.057
+721529583,Existing Customer,52,M,3,High School,Single,$80K - $120K,Blue,41,6,3,3,4642.0,2413,2229.0,0.797,3532,72,0.674,0.52
+711008508,Existing Customer,59,M,2,Graduate,Single,$40K - $60K,Blue,50,2,1,2,11808.0,0,11808.0,0.813,13751,113,0.823,0.0
+718594608,Existing Customer,43,F,2,Post-Graduate,Married,Unknown,Blue,36,3,3,3,20156.0,1759,18397.0,0.476,1362,28,0.556,0.087
+794054058,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,44,1,1,1,2765.0,0,2765.0,0.465,4010,59,0.513,0.0
+713818158,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,5,4,2,5068.0,991,4077.0,0.736,5173,64,0.6,0.196
+712879158,Existing Customer,49,M,1,High School,Married,$60K - $80K,Gold,36,2,2,3,6224.0,2201,4023.0,0.832,7693,70,0.628,0.354
+794967408,Existing Customer,53,M,3,Post-Graduate,Married,$80K - $120K,Blue,47,5,2,1,9106.0,975,8131.0,0.588,3863,74,0.644,0.107
+717855933,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,3,2,3,1776.0,1586,190.0,0.798,4350,71,0.868,0.893
+716762733,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,40,2,1,1,3449.0,1634,1815.0,0.776,8300,94,0.469,0.474
+712549758,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,25,6,2,1,25060.0,0,25060.0,0.758,3749,61,0.743,0.0
+717646983,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,49,4,3,4,3214.0,424,2790.0,0.877,2720,53,0.71,0.132
+709199358,Attrited Customer,60,M,1,Uneducated,Married,Less than $40K,Blue,36,1,3,4,3316.0,0,3316.0,0.372,1684,19,0.188,0.0
+720555483,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,3,3,3,21374.0,0,21374.0,0.631,4100,79,0.681,0.0
+711792783,Existing Customer,45,F,3,Unknown,Divorced,$40K - $60K,Blue,26,1,1,2,2032.0,1195,837.0,0.642,4479,80,0.667,0.588
+778340733,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,24,3,1,4,8495.0,1537,6958.0,0.919,1950,31,0.938,0.181
+816834933,Existing Customer,34,F,4,Graduate,Single,Unknown,Silver,29,6,2,2,30702.0,673,30029.0,0.721,2652,64,0.524,0.022
+808287408,Existing Customer,45,M,5,Graduate,Married,$80K - $120K,Blue,40,1,2,0,29227.0,1151,28076.0,0.73,8420,100,0.852,0.039
+718384233,Existing Customer,52,M,5,Doctorate,Single,$40K - $60K,Silver,39,4,2,2,17835.0,868,16967.0,0.723,4258,58,0.657,0.049
+710742408,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,43,2,1,3,2160.0,2057,103.0,0.858,4518,93,0.788,0.952
+714076683,Attrited Customer,29,F,0,College,Married,Less than $40K,Blue,19,2,1,2,3261.0,2517,744.0,0.636,2461,54,0.742,0.772
+789433758,Existing Customer,36,M,0,College,Married,$80K - $120K,Blue,27,3,3,2,6338.0,2379,3959.0,0.624,1715,39,0.5,0.375
+779925033,Existing Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,22,4,3,4,2997.0,1969,1028.0,1.235,2807,60,0.714,0.657
+779051808,Existing Customer,35,F,1,Graduate,Single,$40K - $60K,Blue,16,3,2,2,2546.0,1348,1198.0,0.877,4145,75,0.596,0.529
+713904708,Existing Customer,40,F,3,Graduate,Married,Less than $40K,Blue,36,6,1,3,7582.0,1942,5640.0,0.823,4926,85,0.635,0.256
+714902283,Existing Customer,43,M,0,High School,Married,$80K - $120K,Blue,36,5,3,3,7866.0,0,7866.0,0.747,2843,53,0.828,0.0
+711935283,Attrited Customer,55,M,5,Post-Graduate,Single,$80K - $120K,Blue,47,3,1,4,1438.3,0,1438.3,0.414,1427,36,0.333,0.0
+716573058,Attrited Customer,54,F,3,Doctorate,Unknown,Less than $40K,Blue,36,3,3,4,1438.3,0,1438.3,0.499,1598,40,0.29,0.0
+721039308,Existing Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,4,3,2,32431.0,850,31581.0,0.926,4400,71,1.088,0.026
+767114958,Existing Customer,65,M,0,Uneducated,Single,Less than $40K,Blue,56,4,2,2,3226.0,2073,1153.0,1.035,3250,70,0.591,0.643
+712399308,Attrited Customer,38,F,3,High School,Unknown,Less than $40K,Blue,36,5,3,3,2989.0,2387,602.0,0.437,2143,67,0.558,0.799
+716608608,Attrited Customer,41,M,2,Uneducated,Married,$80K - $120K,Blue,33,5,3,3,8004.0,1452,6552.0,0.929,1084,32,0.524,0.181
+710691633,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,43,4,1,4,1957.0,1152,805.0,0.899,4546,78,0.5,0.589
+716038533,Existing Customer,42,F,3,Graduate,Unknown,Less than $40K,Blue,32,3,1,2,7169.0,902,6267.0,0.834,1438,35,0.591,0.126
+713927283,Existing Customer,39,F,1,Graduate,Single,Unknown,Blue,34,3,1,1,2884.0,2517,367.0,0.693,4809,87,0.74,0.873
+718766058,Attrited Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,36,1,2,2,1438.3,0,1438.3,0.65,2123,37,0.542,0.0
+714089658,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,36,3,2,1,2238.0,0,2238.0,0.452,2063,42,0.5,0.0
+720135333,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,34,5,1,0,8694.0,961,7733.0,0.551,1753,49,0.441,0.111
+806432433,Existing Customer,40,F,2,High School,Single,$40K - $60K,Blue,35,2,1,2,2544.0,1713,831.0,0.696,8006,88,0.571,0.673
+711154908,Existing Customer,59,F,0,Unknown,Single,Less than $40K,Blue,40,5,2,2,1845.0,1076,769.0,1.016,4319,76,0.551,0.583
+787457883,Existing Customer,51,F,0,Unknown,Married,Less than $40K,Blue,37,4,3,2,1515.0,996,519.0,0.558,4324,89,0.854,0.657
+713424108,Existing Customer,37,M,1,Graduate,Single,$60K - $80K,Blue,27,4,1,3,4288.0,2349,1939.0,0.718,2591,57,0.541,0.548
+712589658,Existing Customer,45,F,4,Uneducated,Unknown,Less than $40K,Silver,30,5,2,2,13131.0,1965,11166.0,0.695,1795,37,0.48,0.15
+779866458,Existing Customer,40,F,5,Uneducated,Married,Less than $40K,Blue,24,6,1,1,2038.0,793,1245.0,0.682,3513,67,0.634,0.389
+821336133,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,46,5,3,2,8708.0,996,7712.0,0.527,3927,60,0.935,0.114
+715500558,Existing Customer,45,F,3,Graduate,Married,Unknown,Blue,36,3,1,4,1637.0,774,863.0,1.126,4120,78,1.0,0.473
+720859533,Existing Customer,52,F,2,High School,Single,$40K - $60K,Blue,39,2,1,1,12214.0,2379,9835.0,0.769,8426,105,0.544,0.195
+713733633,Attrited Customer,27,M,0,High School,Divorced,$60K - $80K,Blue,36,2,3,2,13303.0,2517,10786.0,0.929,10219,85,0.809,0.189
+820036533,Existing Customer,50,M,4,Unknown,Married,$80K - $120K,Blue,45,2,1,3,34516.0,1466,33050.0,0.693,7223,87,0.611,0.042
+716481408,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,1,1461.0,0,1461.0,0.681,4769,76,0.949,0.0
+720406233,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,5546.0,1829,3717.0,0.673,1770,46,1.0,0.33
+708968733,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,38,1,3,2,31987.0,0,31987.0,0.814,7926,83,0.537,0.0
+716365233,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,36,1,3,3,1665.0,964,701.0,1.049,4881,75,0.923,0.579
+711906033,Existing Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,36,4,2,2,6182.0,1131,5051.0,0.566,3546,63,0.615,0.183
+716186883,Existing Customer,48,F,4,College,Married,$40K - $60K,Blue,37,3,6,2,1792.0,933,859.0,0.821,4120,78,0.773,0.521
+716987358,Attrited Customer,29,M,0,Post-Graduate,Divorced,$60K - $80K,Blue,15,2,1,3,8022.0,0,8022.0,0.381,5660,59,0.735,0.0
+816084333,Existing Customer,42,M,2,Unknown,Single,$120K +,Gold,37,5,2,2,34516.0,1230,33286.0,0.72,3260,63,1.1,0.036
+708949908,Attrited Customer,50,M,1,Graduate,Divorced,$120K +,Blue,42,1,3,2,1656.0,0,1656.0,0.626,2073,44,0.833,0.0
+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
+812809083,Existing Customer,37,F,3,Unknown,Single,Unknown,Blue,32,3,4,4,19636.0,1566,18070.0,0.649,2595,58,0.611,0.08
+708665133,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,28,6,2,3,3654.0,1172,2482.0,0.938,4003,67,0.595,0.321
+720620058,Existing Customer,41,M,4,High School,Unknown,$80K - $120K,Blue,36,4,3,2,23124.0,1746,21378.0,0.807,1959,50,0.724,0.076
+713282733,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,24,4,3,1,3375.0,1730,1645.0,0.514,4341,64,0.684,0.513
+713325108,Existing Customer,36,M,2,Post-Graduate,Married,$60K - $80K,Blue,29,5,3,3,7712.0,2517,5195.0,0.676,1845,40,0.739,0.326
+821759658,Attrited Customer,41,F,4,High School,Divorced,$40K - $60K,Blue,37,3,2,3,4650.0,204,4446.0,0.685,2014,54,0.8,0.044
+780079833,Existing Customer,43,M,3,Graduate,Divorced,$60K - $80K,Blue,28,3,3,4,5479.0,1183,4296.0,0.596,14728,126,0.909,0.216
+721221783,Existing Customer,62,M,2,Graduate,Single,Less than $40K,Blue,48,6,3,2,5844.0,2013,3831.0,0.478,3546,65,0.548,0.344
+717582558,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,40,4,2,3,34516.0,1185,33331.0,0.725,3874,72,0.714,0.034
+779686683,Existing Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,13,5,3,2,2902.0,1668,1234.0,0.621,2088,34,0.478,0.575
+789419658,Existing Customer,47,F,4,College,Married,Unknown,Blue,38,3,2,1,1438.3,0,1438.3,0.68,4503,89,0.978,0.0
+716804283,Existing Customer,41,M,2,Uneducated,Divorced,$120K +,Blue,29,3,2,2,15911.0,896,15015.0,0.954,1270,33,0.833,0.056
+718165758,Existing Customer,41,F,1,Graduate,Married,$40K - $60K,Blue,32,6,3,1,2413.0,1627,786.0,0.726,5466,85,0.771,0.674
+714120258,Existing Customer,37,M,2,Uneducated,Divorced,$80K - $120K,Blue,36,3,3,2,2281.0,1677,604.0,1.027,2735,58,1.071,0.735
+720474408,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,41,1,2,2,9298.0,1898,7400.0,0.655,8427,87,0.776,0.204
+718835583,Existing Customer,50,F,1,Graduate,Married,Unknown,Blue,41,6,2,2,15641.0,2379,13262.0,0.816,3769,76,0.617,0.152
+789483333,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,32,5,1,3,5214.0,795,4419.0,0.707,1258,23,1.3,0.152
+718693683,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,53,4,1,3,2418.0,2205,213.0,0.84,3918,74,0.51,0.912
+710706558,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,42,3,1,3,2680.0,1753,927.0,0.32,1154,33,0.571,0.654
+712895733,Attrited Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,34516.0,572,33944.0,1.05,8659,81,1.077,0.017
+712532058,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,1,1,2,12552.0,1405,11147.0,0.702,15508,95,0.792,0.112
+716869458,Existing Customer,34,F,3,College,Single,Less than $40K,Blue,36,3,6,1,7440.0,704,6736.0,0.551,2251,63,0.537,0.095
+802668333,Attrited Customer,49,M,2,Graduate,Single,$80K - $120K,Blue,43,2,3,3,2384.0,1919,465.0,0.5,3512,50,0.471,0.805
+710771433,Existing Customer,48,M,1,Graduate,Single,$80K - $120K,Blue,36,1,3,1,2754.0,2152,602.0,0.821,13991,125,0.761,0.781
+714499908,Existing Customer,45,F,3,Unknown,Married,$40K - $60K,Blue,31,5,5,3,2016.0,1303,713.0,0.599,3243,63,0.615,0.646
+710453283,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,27,5,4,2,2035.0,0,2035.0,0.779,4107,82,0.783,0.0
+709735008,Existing Customer,35,M,2,High School,Married,$80K - $120K,Blue,22,3,1,4,3023.0,1435,1588.0,0.62,1920,34,0.619,0.475
+711783483,Existing Customer,55,F,3,Post-Graduate,Single,$40K - $60K,Blue,46,4,3,2,5162.0,984,4178.0,0.842,3562,72,0.895,0.191
+720706008,Existing Customer,30,M,2,Post-Graduate,Single,$40K - $60K,Blue,16,5,3,5,4533.0,1977,2556.0,0.664,2679,69,0.605,0.436
+718971333,Existing Customer,33,M,1,Graduate,Single,$80K - $120K,Blue,20,5,3,2,13206.0,925,12281.0,0.766,2342,51,1.318,0.07
+790186458,Existing Customer,45,M,3,Uneducated,Single,$80K - $120K,Blue,39,3,1,0,17996.0,864,17132.0,0.597,1589,30,0.667,0.048
+719323683,Existing Customer,47,F,3,Uneducated,Single,$40K - $60K,Blue,35,6,5,2,4543.0,1028,3515.0,0.799,4093,77,0.571,0.226
+709822008,Existing Customer,42,F,3,Unknown,Divorced,Unknown,Blue,31,5,3,2,2369.0,1019,1350.0,0.691,4317,66,0.784,0.43
+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
+718919433,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,4440.0,1149,3291.0,0.842,14973,112,0.723,0.259
+714832383,Existing Customer,35,M,0,High School,Single,$80K - $120K,Gold,29,6,2,3,34516.0,1965,32551.0,1.044,2949,70,1.0,0.057
+765692658,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,42,4,3,4,2162.0,1882,280.0,0.934,3825,70,0.75,0.87
+787999533,Existing Customer,52,M,2,High School,Single,$120K +,Blue,44,4,2,2,6617.0,2517,4100.0,0.459,3595,68,0.659,0.38
+710192283,Existing Customer,46,M,4,Post-Graduate,Married,$40K - $60K,Blue,36,1,2,2,2219.0,1180,1039.0,0.768,8686,91,0.625,0.532
+713868033,Existing Customer,53,M,1,College,Married,$80K - $120K,Silver,36,2,2,2,34516.0,1484,33032.0,1.015,16373,114,0.9,0.043
+720986958,Existing Customer,50,F,2,Graduate,Divorced,$40K - $60K,Blue,40,6,2,5,8307.0,2517,5790.0,1.743,2293,36,0.8,0.303
+823928058,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,48,3,2,4,5299.0,578,4721.0,0.931,4509,79,0.717,0.109
+715118058,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,1,20274.0,2100,18174.0,0.584,5274,66,0.61,0.104
+766673433,Existing Customer,45,M,4,Unknown,Married,$80K - $120K,Blue,38,2,3,3,3798.0,1570,2228.0,0.916,4512,80,0.778,0.413
+710789058,Existing Customer,55,M,1,Graduate,Single,$120K +,Blue,42,4,2,3,34516.0,1478,33038.0,0.967,1308,41,0.414,0.043
+778863258,Attrited Customer,46,F,4,Unknown,Married,Unknown,Blue,27,1,2,3,6030.0,0,6030.0,1.031,4983,62,0.442,0.0
+716853258,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,45,5,3,2,4417.0,0,4417.0,0.904,4253,72,0.895,0.0
+717628608,Existing Customer,37,M,3,Unknown,Married,$60K - $80K,Blue,29,5,1,5,2576.0,1640,936.0,1.128,2568,34,0.889,0.637
+714820158,Attrited Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,6,3,1,5988.0,660,5328.0,1.041,10211,68,1.0,0.11
+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
+779995833,Existing Customer,49,M,0,Unknown,Married,$60K - $80K,Blue,39,6,2,4,10177.0,1748,8429.0,0.622,3557,64,0.939,0.172
+718816158,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,33,3,3,3,5362.0,1984,3378.0,0.664,3851,87,0.642,0.37
+807349158,Existing Customer,36,M,4,Doctorate,Divorced,$120K +,Blue,31,4,3,4,34516.0,1491,33025.0,0.93,2243,60,0.935,0.043
+712966458,Existing Customer,51,M,0,Unknown,Married,$80K - $120K,Blue,36,3,2,3,8065.0,0,8065.0,0.729,14807,115,0.769,0.0
+773275083,Existing Customer,49,F,3,College,Married,Unknown,Blue,37,2,3,0,3085.0,966,2119.0,0.777,4765,79,0.646,0.313
+712479633,Attrited Customer,31,F,1,Unknown,Single,Less than $40K,Blue,20,3,1,2,1695.0,0,1695.0,0.561,2428,43,0.593,0.0
+778364583,Attrited Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,3,2,3,5911.0,916,4995.0,0.471,1656,31,0.722,0.155
+757256358,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,38,1,3,3,3243.0,1580,1663.0,1.075,15710,122,0.743,0.487
+718926258,Existing Customer,37,F,1,High School,Single,Unknown,Blue,28,4,3,2,2458.0,642,1816.0,0.666,4627,90,0.698,0.261
+819258408,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,42,4,2,4,2224.0,1106,1118.0,0.501,1698,41,0.367,0.497
+789507408,Existing Customer,48,F,3,College,Unknown,Unknown,Blue,40,2,6,1,2337.0,0,2337.0,0.586,5203,90,0.765,0.0
+717890583,Existing Customer,48,F,1,Graduate,Divorced,$40K - $60K,Blue,38,4,1,2,3503.0,1572,1931.0,0.866,4671,93,0.632,0.449
+770590758,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,29,5,2,0,3378.0,1069,2309.0,0.581,1285,16,0.333,0.316
+713789883,Existing Customer,50,F,4,High School,Married,$40K - $60K,Blue,36,6,1,1,1479.0,1004,475.0,0.827,5116,75,0.974,0.679
+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
+789707433,Existing Customer,41,F,4,High School,Single,Unknown,Blue,28,4,2,2,2515.0,1313,1202.0,0.981,4370,68,0.7,0.522
+710241858,Existing Customer,39,F,4,Unknown,Married,Less than $40K,Blue,31,6,1,4,2890.0,0,2890.0,0.545,2040,36,0.44,0.0
+712361583,Existing Customer,47,M,5,Graduate,Married,$80K - $120K,Silver,36,3,3,1,34516.0,760,33756.0,0.407,3756,67,0.558,0.022
+708298233,Attrited Customer,49,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,6184.0,0,6184.0,0.476,1756,49,0.324,0.0
+771040758,Existing Customer,62,F,0,Graduate,Single,Unknown,Silver,49,5,1,2,30310.0,0,30310.0,0.777,3703,91,0.492,0.0
+717139608,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,2,3,3462.0,1817,1645.0,0.717,4635,65,0.711,0.525
+709476033,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,2,1,2,6577.0,1800,4777.0,0.786,14229,120,0.69,0.274
+708701358,Existing Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,3,2370.0,2031,339.0,0.889,4000,79,0.975,0.857
+708863733,Existing Customer,35,M,3,Unknown,Single,$40K - $60K,Gold,19,1,1,3,22725.0,808,21917.0,0.779,13847,120,0.875,0.036
+716732958,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,32,2,2,3,7244.0,2031,5213.0,0.724,7925,90,0.5,0.28
+720735408,Existing Customer,44,F,4,Doctorate,Married,$40K - $60K,Blue,30,1,3,1,6329.0,1643,4686.0,0.706,8514,109,0.73,0.26
+772655733,Existing Customer,41,M,1,Uneducated,Single,$80K - $120K,Blue,31,6,2,4,2404.0,1887,517.0,0.592,4489,75,0.744,0.785
+715478733,Existing Customer,56,F,5,Graduate,Married,Less than $40K,Blue,36,5,4,4,3088.0,2517,571.0,0.848,2292,54,0.862,0.815
+771244383,Existing Customer,52,F,1,College,Unknown,Less than $40K,Blue,39,1,2,1,8506.0,0,8506.0,0.719,14289,113,0.638,0.0
+709700058,Existing Customer,52,F,2,Graduate,Single,$40K - $60K,Blue,33,5,2,2,6081.0,989,5092.0,1.222,4451,70,0.429,0.163
+828288333,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,46,4,1,3,3640.0,659,2981.0,0.938,3756,70,0.842,0.181
+780713058,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,35,4,3,3,14701.0,1635,13066.0,0.618,3490,69,0.533,0.111
+819714408,Attrited Customer,44,F,2,Graduate,Married,Unknown,Blue,39,6,3,3,5666.0,2386,3280.0,0.564,1981,42,1.0,0.421
+779504058,Existing Customer,46,F,2,Post-Graduate,Married,Less than $40K,Blue,28,5,1,1,5014.0,1910,3104.0,0.863,1209,25,1.5,0.381
+778289883,Attrited Customer,42,F,2,Graduate,Unknown,Less than $40K,Blue,32,3,3,3,1507.0,0,1507.0,0.806,2528,41,0.64,0.0
+789777408,Attrited Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,15,3,2,3,1442.0,1428,14.0,0.496,1134,26,0.238,0.99
+789890958,Existing Customer,53,F,4,High School,Divorced,$40K - $60K,Blue,43,3,1,2,10948.0,482,10466.0,0.742,16230,111,0.947,0.044
+710518308,Existing Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,35,1,4,2,1685.0,0,1685.0,0.457,4155,85,0.667,0.0
+710666583,Attrited Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,4,2516.0,2312,204.0,0.625,2321,36,0.5,0.919
+808909008,Existing Customer,61,M,0,Post-Graduate,Married,Less than $40K,Blue,56,6,3,4,1438.3,0,1438.3,0.589,1448,31,0.292,0.0
+716364408,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,36,4,1,2,1438.3,0,1438.3,0.622,4155,62,0.632,0.0
+779739783,Existing Customer,43,M,2,Graduate,Married,$60K - $80K,Blue,28,6,3,2,19826.0,1389,18437.0,0.614,3561,73,0.659,0.07
+809068983,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,3511.0,0,3511.0,0.758,5238,82,0.708,0.0
+780143283,Attrited Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,32,4,3,3,2701.0,2498,203.0,0.637,2678,37,0.609,0.925
+789577833,Existing Customer,56,M,2,Graduate,Married,$120K +,Blue,49,4,1,4,8902.0,1932,6970.0,0.781,969,29,1.071,0.217
+824140908,Attrited Customer,52,M,3,Uneducated,Single,$120K +,Blue,48,5,3,4,20974.0,0,20974.0,0.0,1246,27,0.0,0.0
+720676158,Existing Customer,34,F,4,Uneducated,Single,Unknown,Blue,21,6,3,2,9005.0,1994,7011.0,0.919,5223,89,0.712,0.221
+713861733,Existing Customer,50,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,3,1,34516.0,1542,32974.0,0.869,1770,65,0.585,0.045
+778878633,Existing Customer,51,M,3,Unknown,Married,$80K - $120K,Blue,32,6,3,1,1817.0,885,932.0,0.621,3400,67,0.675,0.487
+712580958,Existing Customer,38,M,1,High School,Single,$120K +,Blue,30,2,1,1,27712.0,2130,25582.0,0.654,7399,91,0.717,0.077
+708888633,Attrited Customer,52,M,3,Doctorate,Married,$80K - $120K,Blue,36,2,3,3,3022.0,895,2127.0,0.95,2724,38,0.9,0.296
+708249708,Existing Customer,48,F,1,Doctorate,Married,Less than $40K,Blue,39,3,3,3,4844.0,1576,3268.0,0.809,1489,48,0.6,0.325
+738195708,Existing Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,40,6,1,3,16741.0,1225,15516.0,0.641,3608,56,0.514,0.073
+719849958,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,36,4,3,3,2658.0,1884,774.0,0.627,4779,83,0.93,0.709
+779502333,Attrited Customer,50,M,4,Graduate,Single,$120K +,Silver,32,5,3,2,34516.0,0,34516.0,0.321,1480,37,0.276,0.0
+710493558,Attrited Customer,46,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,3,2,2,1803.0,0,1803.0,0.415,1979,37,0.321,0.0
+715466133,Existing Customer,50,F,1,Doctorate,Married,Unknown,Blue,40,3,3,1,2492.0,1410,1082.0,0.835,4374,75,0.974,0.566
+709117533,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,36,4,3,1,21134.0,1508,19626.0,0.505,1556,35,0.842,0.071
+712089108,Existing Customer,49,M,3,Uneducated,Divorced,$80K - $120K,Blue,37,6,3,3,28390.0,1141,27249.0,0.919,4631,76,0.949,0.04
+716311683,Existing Customer,43,M,4,College,Married,$80K - $120K,Blue,36,4,1,2,32733.0,1448,31285.0,0.655,3452,54,0.862,0.044
+713460258,Existing Customer,45,F,0,Doctorate,Married,$40K - $60K,Silver,36,1,1,3,19107.0,933,18174.0,0.88,8987,89,0.561,0.049
+814829583,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,37,6,1,3,6453.0,0,6453.0,0.76,4822,74,0.609,0.0
+718304583,Attrited Customer,43,M,2,Unknown,Married,$60K - $80K,Gold,33,1,3,2,34516.0,1085,33431.0,1.047,4805,54,0.588,0.031
+710793783,Existing Customer,53,F,3,Graduate,Married,Unknown,Blue,40,6,3,1,12059.0,1978,10081.0,0.877,1836,36,0.895,0.164
+714162033,Existing Customer,45,F,3,Post-Graduate,Divorced,Less than $40K,Blue,28,3,4,3,5216.0,1519,3697.0,0.887,3434,49,0.69,0.291
+780727833,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,41,1,4,3,3229.0,2517,712.0,0.622,4526,95,0.638,0.779
+717128283,Existing Customer,40,F,3,High School,Unknown,Less than $40K,Blue,36,5,2,2,5525.0,2409,3116.0,0.929,2305,33,0.941,0.436
+779468808,Existing Customer,43,M,1,High School,Married,$40K - $60K,Blue,25,6,3,3,1616.0,0,1616.0,0.794,4961,78,0.814,0.0
+818235408,Existing Customer,30,M,0,College,Married,$60K - $80K,Blue,25,2,3,1,19534.0,0,19534.0,0.616,15634,118,0.639,0.0
+714337233,Attrited Customer,43,F,2,Graduate,Married,Less than $40K,Silver,25,6,2,4,10388.0,1961,8427.0,0.703,10294,61,0.649,0.189
+715078383,Existing Customer,64,F,0,Graduate,Married,Unknown,Blue,36,3,1,3,7646.0,1010,6636.0,0.421,1667,47,0.469,0.132
+713390433,Attrited Customer,44,M,3,Graduate,Unknown,$60K - $80K,Gold,29,2,3,2,34516.0,2517,31999.0,0.579,6782,67,0.763,0.073
+708817608,Existing Customer,41,F,3,High School,Married,Unknown,Blue,24,3,1,1,3427.0,1419,2008.0,0.685,4218,74,0.805,0.414
+718634058,Existing Customer,48,F,2,High School,Unknown,Unknown,Blue,31,2,2,1,7660.0,764,6896.0,0.877,14844,100,0.695,0.1
+712302783,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,25,2,3,1,2468.0,872,1596.0,0.991,4426,76,1.111,0.353
+713826183,Attrited Customer,41,M,3,High School,Unknown,$40K - $60K,Blue,33,4,3,4,1639.0,0,1639.0,0.481,2242,44,0.571,0.0

ranking_and_filtering/finance/classification/Credit_Card_customers_B4/Credit_Card_customers_B4_006/test_current.csv

@@ -0,0 +1,16 @@
+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
+709608708,Attrited Customer,29,M,1,Graduate,Married,$60K - $80K,Blue,17,5,1,4,6500.0,2517,3983.0,0.915,9451,79,0.646,0.387
+713259858,Attrited Customer,26,M,0,High School,Single,$40K - $60K,Blue,15,3,1,3,3324.0,0,3324.0,0.537,982,22,0.692,0.0
+787463508,Attrited Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,5,2,4,2469.0,2410,59.0,0.544,1027,20,0.176,0.976
+710639658,Attrited Customer,29,M,1,High School,Single,$60K - $80K,Blue,17,6,1,3,17744.0,829,16915.0,0.851,9658,78,0.773,0.047
+778708533,Attrited Customer,26,F,0,High School,Single,$40K - $60K,Blue,13,2,2,4,1730.0,1616,114.0,0.331,869,27,0.286,0.934
+711724083,Attrited Customer,27,F,0,Unknown,Single,Less than $40K,Blue,16,6,1,3,1835.0,1647,188.0,0.513,1903,44,0.63,0.898
+717489033,Attrited Customer,27,F,0,High School,Single,Less than $40K,Blue,18,6,1,4,1438.3,0,1438.3,0.781,2641,40,0.6,0.0
+710586483,Attrited Customer,26,F,0,High School,Single,Unknown,Blue,13,1,2,4,6152.0,0,6152.0,0.391,968,23,0.533,0.0
+713788083,Attrited Customer,28,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,5,1624.0,0,1624.0,0.299,1897,35,0.25,0.0
+714076683,Attrited Customer,29,F,0,College,Married,Less than $40K,Blue,19,2,1,2,3261.0,2517,744.0,0.636,2461,54,0.742,0.772
+713733633,Attrited Customer,27,M,0,High School,Divorced,$60K - $80K,Blue,36,2,3,2,13303.0,2517,10786.0,0.929,10219,85,0.809,0.189
+716987358,Attrited Customer,29,M,0,Post-Graduate,Divorced,$60K - $80K,Blue,15,2,1,3,8022.0,0,8022.0,0.381,5660,59,0.735,0.0
+714820158,Attrited Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,6,3,1,5988.0,660,5328.0,1.041,10211,68,1.0,0.11
+789777408,Attrited Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,15,3,2,3,1442.0,1428,14.0,0.496,1134,26,0.238,0.99
+710666583,Attrited Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,4,2516.0,2312,204.0,0.625,2321,36,0.5,0.919

ranking_and_filtering/finance/classification/Default_of_Credit_Card_Clients_Dataset_B4/Default_of_Credit_Card_Clients_Dataset_B4_001/current.csv

@@ -0,0 +1,201 @@
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ranking_and_filtering/finance/classification/Default_of_Credit_Card_Clients_Dataset_B4/Default_of_Credit_Card_Clients_Dataset_B4_001/info.json

@@ -0,0 +1,147 @@
+{
+    "name": "Default of Credit Card Clients Dataset",
+    "source": "https://www.kaggle.com/datasets/uciml/default-of-credit-card-clients-dataset/data",
+    "data_intro": "This dataset contains information on default payments, demographic factors, credit data, history of payment, and bill statements of credit card clients in Taiwan from April 2005 to September 2005.",
+    "is_splited": false,
+    "overall_size": 30000,
+    "train_size": 0,
+    "test_size": 0,
+    "c_classes": 0,
+    "n_classes": 25,
+    "task_type": "classification",
+    "target": {
+        "default.payment.next.month": "Given other attributes, predict whether the client will default on the next payment or not."
+    },
+    "cat_feature_intro": {},
+    "num_feature_intro": {
+        "ID": "- ID: ID of each client",
+        "LIMIT_BAL": "- LIMIT_BAL: Amount of given credit in NT dollars (includes individual and family/supplementary credit",
+        "SEX": "- SEX: Gender ,1=male, 2=female",
+        "EDUCATION": "- EDUCATION: 1=graduate school, 2=university, 3=high school, 4=others, 5=unknown, 6=unknown",
+        "MARRIAGE": "- MARRIAGE: Marital status, 1=married, 2=single, 3=others",
+        "AGE": "- AGE: Age in years",
+        "PAY_0": "- PAY_0: Repayment status in September, 2005 (-1=pay duly, 1=payment delay for one month, 2=payment delay for two months, ... 8=payment delay for eight months, 9=payment delay for nine months and above)",
+        "PAY_2": "- PAY_2: Repayment status in August, 2005 (scale same as above)",
+        "PAY_3": "- PAY_3: Repayment status in July, 2005 (scale same as above)",
+        "PAY_4": "- PAY_4 Repayment status in June, 2005 (scale same as above)",
+        "PAY_5": "- PAY_5- Repayment status in May, 2005 (scale same as above)",
+        "PAY_6": "- PAY_6: Repayment status in April, 2005 (scale same as above)",
+        "BILL_AMT1": "- BILL_AMT1: Amount of bill statement in September, 2005 (NT dollar)",
+        "BILL_AMT2": "- BILL_AMT2: Amount of bill statement in August, 2005 (NT dollar)",
+        "BILL_AMT3": "- BILL_AMT3: Amount of bill statement in July, 2005 (NT dollar)",
+        "BILL_AMT4": "- BILL_AMT4: Amount of bill statement in June, 2005 (NT dollar)",
+        "BILL_AMT5": "- BILL_AMT5: Amount of bill statement in May, 2005 (NT dollar)",
+        "BILL_AMT6": "- BILL_AMT6: Amount of bill statement in April, 2005 (NT dollar)",
+        "PAY_AMT1": "- PAY_AMT1: Amount of previous payment in September, 2005 (NT dollar)",
+        "PAY_AMT2": "- PAY_AMT2: Amount of previous payment in August, 2005 (NT dollar)",
+        "PAY_AMT3": "- PAY_AMT3: Amount of previous payment in July, 2005 (NT dollar)",
+        "PAY_AMT4": "- PAY_AMT4: Amount of previous payment in June, 2005 (NT dollar)",
+        "PAY_AMT5": "- PAY_AMT5: Amount of previous payment in May, 2005 (NT dollar)",
+        "PAY_AMT6": "- PAY_AMT6: Amount of previous payment in April, 2005 (NT dollar)",
+        "default.payment.next.month": "- default.payment.next.month: Default payment (1=yes, 0=no)"
+    },
+    "evaluation_metric": null,
+    "num_feature_value": {
+        "AGE": [
+            21.0,
+            79.0
+        ],
+        "BILL_AMT1": [
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+            964511.0
+        ],
+        "BILL_AMT2": [
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+        ],
+        "BILL_AMT3": [
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+        ],
+        "BILL_AMT4": [
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+        ],
+        "BILL_AMT5": [
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+        ],
+        "BILL_AMT6": [
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+        ],
+        "EDUCATION": [
+            0.0,
+            6.0
+        ],
+        "ID": [
+            1.0,
+            30000.0
+        ],
+        "LIMIT_BAL": [
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+            1000000.0
+        ],
+        "MARRIAGE": [
+            0.0,
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+        ],
+        "PAY_0": [
+            -2.0,
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+        ],
+        "PAY_2": [
+            -2.0,
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+        ],
+        "PAY_3": [
+            -2.0,
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+        ],
+        "PAY_4": [
+            -2.0,
+            8.0
+        ],
+        "PAY_5": [
+            -2.0,
+            8.0
+        ],
+        "PAY_6": [
+            -2.0,
+            8.0
+        ],
+        "PAY_AMT1": [
+            0.0,
+            873552.0
+        ],
+        "PAY_AMT2": [
+            0.0,
+            1684259.0
+        ],
+        "PAY_AMT3": [
+            0.0,
+            896040.0
+        ],
+        "PAY_AMT4": [
+            0.0,
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+        ],
+        "PAY_AMT5": [
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+        ],
+        "PAY_AMT6": [
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+        ],
+        "SEX": [
+            1.0,
+            2.0
+        ],
+        "default.payment.next.month": [
+            0.0,
+            1.0
+        ]
+    },
+    "cat_feature_value": {}
+}

ranking_and_filtering/finance/classification/Default_of_Credit_Card_Clients_Dataset_B4/Default_of_Credit_Card_Clients_Dataset_B4_001/test.csv

@@ -0,0 +1,501 @@
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