SubjectNumber,Gender,Age,Site,BirthState,Occupation,Education,NumberOfChildren,Fitness,CarMake,CarYear,CarModel,Race,ReportedHeight,ReportedWeight,MaritalStatus,FamilyIncome,ShoeSize,JacketSize,PantsSizeWaist,PantsSizeInseam,BlouseSize,PantsSizeWoman,BraSize,AcromialHeight_Sitting,AnkleCircumference,Spine_to_Shoulder,Spine_to_Elbow,ArmLength_SpineToWrist,ArmLength_ShoulderToWrist,ArmLength_ShoulderToElbow,ArmscyeCircumference_ScyeCircOverAcromion,BizygomaticBreadth,ChestCircumference,Bust_ChestCircumferenceUnderBust,Buttock_KneeLength,ChestGirthAtScye_ChestCircumferenceAtScye,CrotchHeight,ElbowHeight_Sitting,EyeHeight_Sitting,FaceLength,FootLength,HandCircumference,HandLength,HeadBreadth,HeadCircumference,HeadLength,HipBreadth_Sitting,HipCircumference_Maximum,HipCircMaxHeight,KneeHeight,NeckBaseCircumference,ShoulderBreadth,SittingHeight,Stature,SubscapularSkinfold,ThighCircumference,ThighCircumferenceMaxSitting,ThumbTipReach,TTR1,TTR2,TTR3,TricepsSkinfold,TotalCrotchLength_CrotchLength,VerticalTrunkCircumference,WaistCircumference_Pref,WaistFrontLength,WaistHeight_Preferred,Weight,Var1,Var2,Var3,CupSize
1,Male,47,Los Angles CA,Midwest,White Collar,18,0,5,Economy,1990,Non-sedan,White,1879.6,156.462585,Single,52500,12,48,46,34,NaN,NaN,NaN,676,317,210,587,907,697,377,564,165,1393,NaN,694,1382,815,298,841,132,281,234,219,184,638,212,540,1422,972,622,537,647,971,1872,20,790,758,875.3,880,874,872,15,943,2040,1385,533,1130,156.462585,1.544979811,2.962346077,0,NaN
2,Male,45,Los Angles CA,West,Management,12,3,5,Economy,1998,Sedan,White,1828.8,98.86621315,Married,150000,11.5,44,36,33,NaN,NaN,NaN,645,288,229,576,892,663,347,489,157,1149,NaN,626,1125,818,271,840,124,280,232,204,172,596,200,415,1105,920,580,496,529,962,1829,31.5,645,670,878.3,874,880,881,21,744,1879,1002,511,1073,101.5873016,0.933431327,0.42340821,0,NaN
7,Male,27,Los Angles CA,Foreign,Blue Collar,14,0,2.5,Economy,1997,Non-sedan,Hispanic,1752.6,95.23809524,Single,25000,10,44,36,29,NaN,NaN,NaN,623,277,237,566,842,605,329,479,141,1160,NaN,597,1185,744,278,821,119,265,219,189,152,560,191,387,1052,856,537,475,547,936,1731,35,654,658,813,811,815,813,13,646,1758,929,500,994,91.15646259,-0.201386556,0.612433732,0,NaN
8,Male,47,Los Angles CA,Foreign,Management,16,1,10,Economy,1998,Non-sedan,White,1828.8,77.09750567,Married,150000,10,38,33,34,NaN,NaN,NaN,588,263,212,551,856,644,339,445,142,988,NaN,641,1047,838,221,820,132,262,222,198,154,559,190,361,1019,916,589,456,477,935,1828,20,593,598,834.3,839,831,833,19,640,1704,895,513,1055,79.36507937,0.524842262,-0.50753051,0,NaN
9,Male,43,Los Angles CA,West,Management,16,3,2.5,Luxury,1996,Sedan,White,1778,89.79591837,Married,150000,9,44,34,30,NaN,NaN,NaN,610,273,208,560,859,651,352,499,138,1052,NaN,600,1113,794,240,813,123,261,231,197,152,575,204,387,1046,871,550,481,512,926,1762,24,587,610,836.3,838,832,839,8,649,1722,934,454,1020,88.88888889,-0.192496181,0.197012663,0,NaN
10,Male,50,Los Angles CA,Midwest,White Collar,14,0,5,Economy,1971,Sedan,Black,1828.8,102.0408163,Single,70000,12,44,38,32,NaN,NaN,NaN,625,279,230,573,879,649,343,495,157,1092,NaN,651,1100,807,265,834,135,300,230,224,159,580,191,409,1099,925,555,486,519,950,1806,26,636,656,836,836,835,837,20,713,1821,984,499,1068,97.95918367,1.346055746,-0.147824451,0,NaN
12,Male,38,Los Angles CA,West,Blue Collar,14,3,2.5,Economy,1998,Non-sedan,White,1714.5,76.19047619,Married,70000,7,36,34,30,NaN,NaN,NaN,581,254,225,531,813,588,306,417,140,1041,NaN,585,1059,730,247,808,113,240,221,186,153,578,198,388,1036,845,510,465,495,924,1702,25,598,591,752.6,748,755,755,13,648,1670,896,465,972,78.68480726,-0.897310555,0.630877614,0,NaN
13,Male,27,Los Angles CA,Midwest,White Collar,16,1,2.5,Economy,1997,Sedan,White,1701.8,65.75963719,Married,52500,9.5,34,30,32,NaN,NaN,NaN,536,262,215,538,831,616,323,396,136,900,NaN,611,938,790,187,755,116,272,205,203,148,531,184,338,932,836,539,443,452,866,1705,14,548,544,751,758,749,746,11,637,1521,771,380,1044,63.49206349,-1.308397293,-0.596614182,0,NaN
14,Female,36,Los Angles CA,South,White Collar,16,0,5,Economy,1995,Sedan,White,1574.8,63.49206349,Single,52500,7.5,NaN,NaN,NaN,NaN,10,34,561,224,162,451,696,534,289,388,126,908,799,586,875,720,243,727,112,233,187,171,142,537,182,424,1067,778,489,405,420,838,1578,20,620,636,673,674,668,677,20,725,1525,735,321,980,63.49206349,-0.803930342,0.031114791,0.811594784,2
15,Female,45,Los Angles CA,Foreign,White Collar,16,2,0.5,<undefined>,1995,Sedan,White,1574.8,56.6893424,Married,70000,5.5,NaN,NaN,NaN,NaN,9,32,540,205,192,479,731,539,287,365,133,872,739,549,888,713,222,727,114,226,187,187,145,557,192,389,960,763,490,390,424,836,1582,17,570,571,721.3,709,726,729,20.3,675,1457,686,343,972,53.51473923,-1.109929442,0.269224733,-0.273372024,2
16,Male,28,Los Angles CA,West,White Collar,16,0,8,Luxury,1995,Sedan,Hispanic,1854.2,74.37641723,Single,37500,9,40,32,34,NaN,NaN,NaN,598,240,224,572,881,657,348,452,142,953,NaN,631,1009,870,217,817,137,252,209,199,160,582,198,334,916,944,594,459,493,936,1836,11,550,543,844.6,835,847,852,10,614,1619,769,432,1099,74.82993197,0.523493648,-0.578873515,0,NaN
17,Female,46,Los Angles CA,West,White Collar,14,0,0.5,Economy,1997,Sedan,White,1574.8,99.77324263,Single,37500,8,NaN,NaN,NaN,20,20,42,572,240,201,495,765,564,294,455,144,1212,935,621,1102,686,263,739,125,236,189,180,157,574,197,530,1308,741,496,447,520,856,1590,47,749,774,757,756,746,769,31,785,1730,980,435,959,100.6802721,-0.618048251,1.960045338,1.898446679,3
24,Male,46,Los Angles CA,West,Management,16,1,0.5,Economy,NaN,Sedan,Hispanic,1752.6,88.43537415,Single,NaN,9,38,36,32,NaN,NaN,NaN,629,257,208,551,843,635,343,462,153,1088,NaN,621,1107,790,262,820,127,270,205,195,164,561,184,394,1052,895,543,480,519,940,1771,23,599,593,828.3,835,817,833,9,662,1759,943,483,1035,86.16780045,0.125897825,0.654883265,0,NaN
25,Male,41,Los Angles CA,West,Management,16,2,5,Economy,1998,Non-sedan,White,1854.2,99.77324263,Married,90000,10.5,44,38,32,NaN,NaN,NaN,603,279,242,571,890,648,329,451,137,1171,NaN,622,1144,795,250,824,118,274,218,205,156,600,206,411,1085,932,588,481,539,941,1829,18,628,644,884.6,879,891,884,11,605,1784,1005,549,1021,99.77324263,0.722410619,0.56837517,0,NaN
26,Male,28,Los Angles CA,Foreign,White Collar,16,0,5,Economy,1998,Sedan,Asian,1727.2,77.09750567,Single,52500,9,42,31,30,NaN,NaN,NaN,575,245,226,541,818,592,315,452,150,1042,NaN,575,1089,768,246,758,127,267,195,202,168,597,199,380,1012,862,537,484,539,894,1704,0,614,610,788,776,792,796,6.5,642,1630,845,419,1008,82.76643991,-0.750053227,1.031638384,0,NaN
27,Male,45,Los Angles CA,West,Management,16,0,8,Luxury,1996,Sedan,White,1701.8,65.75963719,Married,150000,9,40,34,30,NaN,NaN,NaN,568,248,232,532,815,583,300,397,141,998,NaN,602,988,786,234,765,120,254,197,181,155,574,199,380,956,846,540,450,489,884,1712,11,559,563,811,810,816,807,11,570,1594,846,426,991,69.61451247,-0.540817857,0.589867413,0,NaN
28,Male,35,Los Angles CA,West,Management,16,1,2.5,Luxury,1998,Sedan,Black,1676.4,88.43537415,Married,NaN,8.5,46,35,31,NaN,NaN,NaN,546,258,223,538,838,615,315,489,148,1122,NaN,615,1153,746,199,769,109,256,217,189,159,568,193,376,1063,837,534,484,550,874,1680,0,641,645,815.3,826,815,805,6.5,724,1636,966,418,1009,90.02267574,-1.38294363,0.465635419,0,NaN
29,Male,26,Los Angles CA,Midwest,Management,18,0,5,Luxury,1994,Sedan,White,1676.4,65.75963719,Single,52500,8,40,32,29,NaN,NaN,NaN,525,235,213,540,831,618,327,438,134,945,NaN,589,984,721,175,728,114,247,208,188,146,551,196,353,985,817,512,466,497,829,1637,9.5,570,569,799.3,793,804,801,12.5,613,1594,846,404,956,69.16099773,-1.679615021,0.073626213,0,NaN
30,Male,37,Los Angles CA,Midwest,Management,16,2,2.5,Economy,1997,Non-sedan,White,1828.8,83.90022676,Married,150000,10.5,42,34,32,NaN,NaN,NaN,609,262,214,546,861,647,332,442,139,1015,NaN,636,1062,824,233,824,132,278,209,212,151,569,196,380,1038,904,567,489,493,950,1819,13.5,590,602,817.6,815,820,818,8,655,1669,885,423,1073,81.40589569,0.043306388,-0.402892381,0,NaN
47,Male,25,Los Angles CA,Northeast,White Collar,16,0,2.5,Economy,1989,Sedan,Asian,1701.8,74.82993197,Single,NaN,9.5,NaN,33,32,NaN,NaN,NaN,552,257,208,520,806,598,312,459,138,988,NaN,625,1015,804,210,755,123,256,213,192,143,555,194,376,1034,913,560,440,489,854,1714,0,620,619,808.6,805,804,817,9,647,1590,863,403,1072,77.32426304,-0.436344922,-0.057599239,0,NaN
48,Male,38,Los Angles CA,West,Management,16,2,2.5,Economy,1997,Non-sedan,White,1854.2,93.87755102,Married,90000,11,44,34,33,NaN,NaN,NaN,652,271,224,551,870,646,327,480,146,1097,NaN,616,1129,807,288,864,114,276,221,208,156,574,206,392,1040,934,571,478,561,990,1840,23,609,612,815.6,817,811,819,12,738,1795,925,481,1093,93.87755102,1.083125591,0.114874892,0,NaN
49,Male,39,Los Angles CA,South,Management,16,0,10,Luxury,1994,Sedan,Black,1854.2,76.64399093,Single,52500,10.5,42,30,34,NaN,NaN,NaN,603,262,230,580,893,663,350,439,135,1022,NaN,638,1083,856,220,833,137,277,211,214,160,601,214,335,943,955,592,457,512,956,1854,13.5,571,544,833,838,826,835,2,630,1680,758,426,1107,76.64399093,-0.338784397,-1.176695704,0,NaN
50,Male,29,Los Angles CA,West,White Collar,16,0,5,Luxury,1994,Sedan,White,1854.2,92.06349206,Single,150000,10,42,34,32,NaN,NaN,NaN,590,265,229,562,865,636,333,441,139,1072,NaN,664,1108,823,233,805,122,257,214,203,152,584,204,427,1171,890,572,502,541,932,1803,22,672,667,800.3,789,807,805,30,670,1746,919,427,1062,93.42403628,0.046724051,0.143661544,0,NaN
51,Male,41,Los Angles CA,West,White Collar,14,3,5,Economy,1979,Non-sedan,Black,1778,66.66666667,Divorced/Widowed,17500,10.5,40,29,33,NaN,NaN,NaN,530,277,215,542,846,631,327,382,142,822,NaN,604,848,799,179,799,124,279,230,218,154,602,215,338,912,856,555,436,459,912,1753,10.5,489,583,832,815,845,836,6,609,1554,740,395,1017,63.71882086,-1.884421587,-1.228659987,0,NaN
52,Female,27,Los Angles CA,West,White Collar,NaN,0,8,Economy,1994,Sedan,White,1574.8,47.16553288,Single,NaN,5.5,NaN,NaN,NaN,4,4,32,555,215,178,459,695,517,281,315,127,805,683,535,781,721,248,719,114,226,170,177,145,538,173,364,911,750,471,405,389,846,1583,7,516,526,687.6,683,691,689,12,612,1423,580,332,965,47.16553288,-1.558591962,-1.193714857,0.600424767,2
53,Female,53,Los Angles CA,Foreign,White Collar,14,1,2.5,Luxury,1996,Sedan,White,1562.1,58.9569161,Divorced/Widowed,150000,7,NaN,NaN,NaN,8,8,36,560,239,198,471,721,523,273,410,131,997,839,557,939,684,254,748,121,241,190,178,154,560,192,377,987,731,483,406,466,863,1576,22,562,582,723.6,706,745,720,17,687,1578,782,419,939,62.35827664,-1.659376264,0.545175493,-0.729827285,3
54,Female,29,Los Angles CA,West,White Collar,16,1,2.5,Luxury,1994,Sedan,,1625.6,74.82993197,Married,70000,8.5,NaN,NaN,NaN,11,12,36,576,238,194,510,773,579,316,403,134,958,784,577,913,716,232,772,113,249,186,190,143,534,178,464,1132,737,495,413,467,876,1619,24,705,721,747.6,744,754,745,28,760,1576,795,345,1009,75.73696145,-0.388429135,-0.200591877,1.606510997,2
55,Female,47,Los Angles CA,Northeast,White Collar,NaN,2,5,Economy,1985,Sedan,White,1574.8,67.12018141,Married,52500,5.5,NaN,NaN,NaN,11,12,36,560,246,205,498,745,540,293,443,126,987,878,566,969,678,243,751,114,223,187,174,142,540,182,414,1054,746,481,403,470,859,1584,23,600,609,732.6,734,740,724,18,757,1615,809,355,980,67.12018141,-0.684185386,0.814432442,0.677663267,3
56,Female,22,Los Angles CA,Midwest,Service,16,1,5,Economy,1989,Sedan,Black,1498.6,52.15419501,Married,37500,5.5,NaN,NaN,NaN,6,8,38,498,215,186,452,698,512,266,331,130,921,728,550,847,674,198,672,106,221,169,155,141,552,180,399,1002,725,461,363,429,784,1466,21,599,586,639.6,646,637,636,23,565,1348,735,352,889,51.92743764,-2.940958023,0.065146953,1.122700095,3
57,Male,38,Los Angles CA,West,Management,18,3,8,Economy,1997,Non-sedan,Asian,1752.6,79.36507937,Married,150000,8,38,32,31,NaN,NaN,NaN,615,262,232,544,824,592,312,422,152,950,NaN,590,1026,749,261,805,125,255,207,191,163,588,202,379,994,847,526,432,500,926,1721,19,594,596,804.3,794,815,804,8,650,1717,854,454,1002,78.00453515,-0.536762655,0.446197152,0,NaN
58,Male,26,Los Angles CA,Northeast,White Collar,18,0,8,Luxury,1986,Sedan,White,1778,79.36507937,Single,52500,11,44,34,34,NaN,NaN,NaN,619,264,211,540,857,646,329,444,137,999,NaN,606,1032,809,249,800,123,284,211,210,146,544,190,372,989,874,561,445,507,918,1765,8.5,571,575,822,818,821,827,6,623,1651,831,437,1036,74.14965986,-0.207596034,-0.52472502,0,NaN
59,Male,25,Los Angles CA,<undefined>,Management,16,0,8,Luxury,1995,Sedan,Asian,1676.4,73.92290249,Single,37500,8.5,42,36,28,NaN,NaN,NaN,532,246,205,499,785,580,294,442,141,1013,NaN,620,1052,749,214,717,110,258,200,191,150,546,186,376,1004,814,524,427,513,845,1655,24,594,600,776.3,773,782,774,15,599,1624,945,446,960,75.28344671,-1.372364879,0.027515203,0,NaN
60,Female,48,Los Angles CA,Midwest,White Collar,12,1,0.5,Luxury,1980,Sedan,White,1714.5,79.36507937,Single,37500,9.5,NaN,NaN,NaN,12,12,36,616,252,201,521,809,608,320,401,142,984,867,614,976,798,254,794,123,253,198,186,150,560,191,423,1065,874,545,431,481,901,1721,33,650,630,777,775,784,772,27,749,1641,810,370,1096,76.41723356,1.251404166,-0.325546503,-0.391753316,2
62,Male,25,Los Angles CA,West,Management,16,0,10,Luxury,1994,Sedan,White,1803.4,68.02721088,Single,37500,10.5,NaN,30,33,NaN,NaN,NaN,601,249,209,531,856,647,322,415,138,946,NaN,606,988,837,230,807,117,271,197,200,151,576,198,362,946,896,562,477,494,936,1799,9,536,531,809.3,814,811,806,7.5,614,1592,776,382,1096,70.52154195,-0.395415843,-1.091900945,0,NaN
63,Male,38,Los Angles CA,Northeast,White Collar,16,2,8,Economy,1997,Sedan,White,1905,108.8435374,Married,52500,12,44,38,34,NaN,NaN,NaN,604,292,274,608,922,648,334,508,146,1223,NaN,676,1245,833,240,817,125,284,225,206,158,601,210,415,1128,929,603,488,609,928,1857,22.5,663,673,879,882,875,880,14,685,1856,1015,530,1094,116.0997732,1.415170431,0.121594869,0,NaN
64,Female,22,Los Angles CA,Northeast,White Collar,16,0,5,Luxury,1994,Sedan,Black,1600.2,54.42176871,Single,37500,7,NaN,NaN,NaN,6,4,32,532,225,188,492,775,587,304,385,139,872,735,558,867,732,200,721,107,228,178,183,154,562,194,360,934,778,505,415,436,841,1601,14,556,546,719.3,721,715,722,16,624,1459,683,352,984,54.87528345,-1.60604775,-1.652068377,1.407912731,2
65,Female,40,Los Angles CA,West,Management,16,1,8,Economy,1997,Sedan,White,1727.2,62.58503401,,150000,8,NaN,NaN,NaN,11,10,34,550,239,185,516,804,619,331,382,132,941,754,630,890,865,194,754,112,244,184,192,145,544,189,361,942,896,554,416,434,869,1740,19,555,562,797,797,794,800,10,680,1515,727,323,1122,63.26530612,0.98882997,-1.341411591,-0.748179972,4
67,Female,33,Los Angles CA,West,White Collar,16,0,0.5,Economy,1998,Sedan,White,1625.6,58.9569161,Single,37500,7,NaN,NaN,NaN,8,8,36,578,229,195,498,754,559,303,374,125,911,812,561,902,721,246,760,114,235,180,182,137,535,190,384,988,770,491,418,436,870,1611,15,574,577,723.6,712,731,728,20,636,1542,720,356,957,60.09070295,-0.918611467,-0.114684083,-0.382571757,2
68,Male,41,Los Angles CA,Midwest,White Collar,16,2,2.5,Luxury,1981,Sedan,White,1905,104.30839,Married,70000,11,44,38,34,NaN,NaN,NaN,682,274,209,571,891,682,362,458,152,1133,NaN,676,1178,830,282,844,123,283,213,214,165,592,202,425,1112,949,596,505,534,973,1886,19.5,638,629,833.3,834,836,830,8,724,1844,1018,475,1102,103.4013605,1.682196617,-0.269577891,0,NaN
69,Female,29,Los Angles CA,West,White Collar,16,1,5,Economy,1994,Sedan,Asian,1651,58.04988662,Married,70000,7.5,NaN,NaN,NaN,4,4,34,590,238,197,497,735,538,300,402,137,872,735,550,873,742,267,779,118,235,190,178,151,560,187,389,975,763,497,387,434,904,1647,13,577,583,730.3,731,729,731,8.5,675,1526,663,361,1017,60.09070295,-0.713327169,-0.312890708,1.080272555,2
70,Female,36,Los Angles CA,West,White Collar,18,0,5,Economy,1998,Sedan,Asian,1676.4,64.85260771,Divorced/Widowed,37500,8,NaN,NaN,NaN,8,10,34,594,238,212,525,788,576,313,390,143,1000,853,553,986,735,252,762,109,240,191,186,141,549,192,375,952,796,501,448,466,884,1645,33,545,545,789.3,786,790,792,17,712,1598,843,355,1022,65.53287982,-0.247384667,-0.410132855,-0.756772399,1
71,Male,35,Los Angles CA,West,Management,16,2,2.5,Economy,1997,Non-sedan,White,1943.1,87.98185941,Married,150000,12,44,36,36,NaN,NaN,NaN,655,272,224,584,895,671,360,473,150,1012,NaN,625,1029,883,266,867,118,281,224,219,160,586,200,398,1040,993,594,503,512,990,1926,21,594,605,884,893,879,880,10.5,710,1794,927,444,1160,89.34240363,1.487427115,-0.952644885,0,NaN
72,Female,34,Los Angles CA,West,Service,16,0,5,Luxury,1991,<undefined>,,1625.6,51.24716553,Single,NaN,6,NaN,NaN,NaN,4,4,NaN,548,210,201,491,762,561,290,334,140,785,685,584,798,772,229,761,123,232,170,180,151,545,181,364,953,807,504,412,410,862,1625,25,549,528,784.6,774,786,794,24.5,666,1431,611,320,1029,51.92743764,-0.462982208,-0.61634016,-0.406182468,NaN
73,Male,32,Los Angles CA,West,Management,18,0,5,Economy,1998,Sedan,Asian,1778,88.43537415,Married,150000,10.5,42,33,32,NaN,NaN,NaN,665,257,212,544,837,625,332,488,156,1085,NaN,603,1087,791,305,845,120,264,210,197,167,589,206,387,1026,891,561,481,561,965,1791,0,630,629,814.3,811,807,825,4,675,1767,899,437,1058,90.47619048,0.15959692,0.074100576,0,NaN
74,Female,24,Los Angles CA,West,White Collar,16,0,2.5,Luxury,1994,Sedan,White,1625.6,54.42176871,Single,70000,6.5,NaN,NaN,NaN,4,4,34,570,222,182,494,752,570,312,353,127,838,693,560,812,754,246,758,113,233,174,170,142,545,188,365,930,778,495,412,415,870,1627,15,526,525,729,721,742,724,16,572,1470,708,379,975,51.02040816,-0.562498152,-1.226469994,0.303195238,2
75,Female,32,Los Angles CA,West,White Collar,16,0,5,Economy,1998,Sedan,White,1651,NaN,Single,37500,7,NaN,NaN,NaN,NaN,7,34,575,237,212,530,802,590,318,368,128,910,768,577,885,724,245,783,117,230,186,178,143,560,193,421,1035,735,494,404,441,896,1645,14,611,603,757.6,750,758,765,16,685,1539,679,348,1006,63.71882086,-0.44358933,-0.145200402,0.125495657,2
76,Female,46,Los Angles CA,Northeast,Management,21,1,0.5,Economy,1998,Sedan,White,1530.35,63.49206349,Married,150000,6,NaN,NaN,NaN,8,10,36,523,226,207,497,752,545,290,389,126,990,798,565,928,702,207,736,109,224,184,171,144,546,187,453,1075,738,489,413,449,828,1557,15,652,646,671,677,662,674,18,664,1501,700,372,971,65.75963719,-1.279518604,0.328107327,1.762285709,4
78,Female,48,Los Angles CA,Foreign,Management,16,1,5,Economy,1995,Non-sedan,White,1676.4,57.14285714,Married,150000,9,NaN,NaN,NaN,6,6,34,596,243,200,502,771,571,302,365,137,885,776,551,851,749,253,781,111,261,193,192,151,569,197,381,969,759,522,400,424,902,1669,9,531,552,741,742,736,745,15,673,1547,661,355,1018,58.73015873,-0.362483889,-0.668758929,1.304340482,2
79,Male,28,Los Angles CA,Northeast,Management,18,0,8,Luxury,1994,Sedan,White,1778,77.09750567,Single,52500,9.5,42,32,30,NaN,NaN,NaN,611,266,215,539,837,622,324,409,137,995,NaN,598,991,779,253,802,118,258,199,195,155,578,201,386,1035,831,537,453,495,927,1736,15,601,602,824.3,822,825,826,7,696,1655,793,394,1054,78.23129252,-0.706237733,-0.104092807,0,NaN
80,Male,36,Los Angles CA,West,Management,18,1,0.5,Economy,1996,Sedan,White,1828.8,86.16780045,Married,150000,10,40,34,32,NaN,NaN,NaN,651,272,215,540,831,616,325,437,139,973,NaN,626,1023,787,293,865,127,270,220,206,153,587,202,404,1089,875,558,445,490,986,1810,13,622,617,812,811,810,815,16.5,640,1796,900,493,1020,85.94104308,0.345400214,0.062091962,0,NaN
81,Male,40,Los Angles CA,West,White Collar,16,2,2.5,Economy,1997,Non-sedan,White,1898.65,97.50566893,Married,70000,11,44,38,33,NaN,NaN,NaN,643,283,218,554,874,656,336,469,143,1079,NaN,641,1103,861,264,861,125,273,236,211,155,574,195,396,1059,958,606,480,528,976,1879,26,617,612,871,871,879,863,16,619,1782,936,522,1088,97.50566893,1.435349464,-0.05615912,0,NaN
82,Male,33,Los Angles CA,West,Management,16,4,2.5,Luxury,1994,Sedan,White,1828.8,136.0544218,Married,70000,11.5,46,46,32,NaN,NaN,NaN,676,284,217,575,894,677,358,529,148,1324,NaN,657,1285,795,306,858,131,279,227,209,157,587,207,464,1291,918,578,529,630,977,1816,44,765,745,840.6,843,844,835,19,668,1957,1186,617,1019,138.0952381,0.969145775,1.886382937,0,NaN
83,Female,48,Los Angles CA,South,White Collar,18,0,2.5,Economy,1997,Non-sedan,Black,1612.9,54.42176871,Married,70000,7,NaN,NaN,NaN,8,8,34,481,218,201,515,804,603,314,354,135,844,706,586,840,789,145,716,122,240,178,179,144,548,194,391,957,818,520,380,431,816,1622,13,551,557,752.3,749,759,749,16,656,1398,647,306,1025,54.87528345,-1.02369082,-1.097008348,0.12327861,2
84,Female,50,Los Angles CA,Midwest,White Collar,NaN,2,2.5,Economy,1998,Sedan,White,1778,77.09750567,Divorced/Widowed,52500,9.5,NaN,NaN,NaN,14,14,40,613,246,201,511,795,594,310,390,128,1064,856,603,961,778,257,808,119,256,182,185,142,571,201,435,1097,845,531,436,465,937,1740,25,624,616,779.6,776,804,759,21,732,1641,879,382,1060,78.00453515,-0.206006095,-1.5560776,3.063591719,3
85,Male,48,Los Angles CA,Midwest,Management,21,1,8,Luxury,1987,Sedan,White,1828.8,77.09750567,Married,90000,9.5,42,33,34,NaN,NaN,NaN,613,264,210,559,822,612,349,451,143,960,NaN,634,999,850,228,815,114,267,218,205,156,559,195,362,1004,913,577,480,494,936,1818,7,576,579,857.6,854,858,861,8,624,1689,831,438,1076,77.55102041,-0.156301856,-1.092637777,0,NaN
86,Female,42,Los Angles CA,Midwest,White Collar,18,1,0.5,Luxury,1994,Sedan,White,1625.6,88.43537415,Married,150000,8,NaN,NaN,NaN,14,16,38,597,250,182,507,779,597,325,487,128,1102,920,631,1034,710,246,752,113,242,192,176,145,553,189,487,1210,805,520,415,496,855,1616,37.5,766,742,724.6,720,725,729,32.5,777,1697,955,405,999,93.19727891,-0.113796234,1.559724927,1.224059701,3
87,Female,49,Los Angles CA,South,White Collar,16,0,0.5,Economy,1986,Sedan,White,1689.1,68.93424036,Married,90000,9,NaN,NaN,NaN,12,12,38,561,238,199,508,778,579,309,379,131,1009,825,598,975,762,213,767,110,252,182,182,145,550,190,433,1067,821,527,403,469,872,1671,22,629,633,775,777,787,761,22,735,1583,747,352,1044,70.06802721,0.269070417,0.097165227,-0.716121137,3
88,Male,44,Los Angles CA,West,Management,16,0,2.5,Economy,1997,Sedan,White,1727.2,71.6553288,Single,90000,7.5,38,33,29,NaN,NaN,NaN,603,258,208,515,801,593,307,389,138,981,NaN,579,988,756,257,797,124,249,197,187,150,545,190,358,968,834,528,461,480,908,1694,11.5,573,575,785,778,792,785,13,616,1649,822,473,992,73.92290249,-0.581386089,0.215565592,0,NaN
89,Female,36,Los Angles CA,South,Management,16,0,2.5,Luxury,1994,Sedan,White,1676.4,52.15419501,Single,70000,6,NaN,NaN,NaN,6,6,36,572,221,181,483,757,576,302,342,126,881,728,572,844,808,245,735,111,230,172,172,143,560,199,359,895,878,517,420,416,857,1679,15,479,488,733,735,744,720,12.5,633,1480,706,357,1065,51.24716553,0.692316353,-0.716689765,-0.225475907,2
90,Female,40,Los Angles CA,West,White Collar,18,0,5,Luxury,1997,Sedan,Asian,1625.6,54.42176871,Married,NaN,8.5,NaN,NaN,NaN,4,4,32,535,238,192,506,785,593,314,343,139,834,725,585,812,756,183,753,119,253,179,198,159,579,195,376,958,785,508,411,405,857,1634,11,560,562,792.6,798,784,796,9,673,1472,681,339,1015,56.46258503,-0.654016197,-1.639768839,0.488170773,1
92,Female,49,Los Angles CA,West,Management,14,3,5,Luxury,NaN,Non-sedan,Black,1549.4,70.29478458,Married,150000,8,NaN,NaN,NaN,12,14,34,538,234,196,499,764,568,303,398,137,991,822,625,946,729,204,711,106,238,190,178,145,548,184,433,1103,790,500,388,473,816,1582,28,659,659,717.3,722,721,709,23,748,1610,817,361,980,69.84126984,-1.292778134,-0.461603671,1.923024058,2
93,Female,50,Los Angles CA,Foreign,White Collar,16,0,2.5,Luxury,1994,Sedan,White,1574.8,58.9569161,Married,52500,7,NaN,NaN,NaN,8,10,34,543,226,179,472,733,554,293,408,132,900,756,581,881,700,213,706,107,234,191,177,152,539,178,401,1019,NaN,498,392,432,813,1546,13,589,598,742,762,735,729,21,703,1528,716,309,969,59.63718821,-1.334957242,0.1195921,-0.229995728,1
94,Female,29,Los Angles CA,Midwest,White Collar,18,0,5,Economy,1997,Sedan,White,1600.2,74.82993197,Single,37500,6.5,NaN,NaN,NaN,10,10,34,576,240,216,507,758,542,291,392,140,1073,902,606,977,690,263,754,123,233,189,178,150,554,185,431,1129,767,484,434,489,866,1610,23,661,658,705.6,716,705,696,22,755,1678,879,390,986,79.36507937,-0.393241733,0.484379441,1.866982818,4
95,Female,35,Los Angles CA,Midwest,White Collar,16,0,0.5,Economy,1991,Sedan,White,1511.3,52.15419501,Divorced/Widowed,37500,6,NaN,NaN,NaN,4,2,34,550,225,184,454,702,518,270,326,128,839,714,533,806,666,254,728,103,232,185,175,144,533,185,365,931,698,462,375,385,841,1528,9,531,534,697,716,682,693,16,658,1446,616,334,928,49.20634921,-2.327126265,-0.362367332,1.630983233,1
96,Female,40,Los Angles CA,South,Management,18,1,5,Economy,1997,Non-sedan,White,1676.4,68.02721088,Married,150000,8.5,NaN,NaN,NaN,10,10,36,573,250,202,496,783,581,294,362,132,939,792,615,888,771,235,760,111,240,194,184,148,550,188,404,1004,836,536,416,432,861,1686,18.5,603,619,765,763,771,761,23.5,691,1583,738,368,1046,67.57369615,0.758391559,-0.495201647,-0.846019626,3
97,Female,23,Los Angles CA,Northeast,White Collar,16,0,2.5,Luxury,1994,Sedan,Black,1714.5,76.19047619,Single,37500,9,NaN,NaN,NaN,11,11,36,550,244,192,532,835,643,340,404,144,946,778,614,935,812,192,732,121,252,192,190,151,595,197,434,1097,862,541,420,476,856,1685,22.5,651,642,772,767,777,772,21.5,618,1517,780,380,1039,73.69614512,-0.254454523,-0.993568778,1.663086891,4
98,Male,24,Los Angles CA,Foreign,White Collar,16,0,10,Economy,1997,Sedan,Asian,1727.2,65.75963719,Single,37500,8,38,31,30,NaN,NaN,NaN,583,239,195,490,772,577,295,397,145,862,NaN,596,890,761,250,795,118,253,192,190,161,555,185,358,978,850,527,438,444,914,1705,12.5,577,575,774.3,769,777,777,14,640,1608,758,422,993,65.07936508,-0.809983194,-0.182558417,0,NaN
99,Female,22,Los Angles CA,Foreign,Management,16,0,5,Luxury,1994,Sedan,,1727.2,60.77097506,Single,37500,7,NaN,NaN,NaN,7,8,36,609,224,192,485,757,565,293,368,129,908,760,580,833,760,287,807,133,226,180,179,153,576,193,399,1016,806,497,480,426,926,1704,14,548,569,728.3,727,740,718,17,721,1628,688,372,1051,61.2244898,0.302899182,-0.21838212,-0.463200778,3
100,Male,28,Los Angles CA,South,White Collar,18,0,8,Economy,1998,Sedan,White,1854.2,87.07482993,Single,70000,12,42,36,33,NaN,NaN,NaN,613,278,216,565,870,654,349,487,130,1092,NaN,640,1105,830,229,802,125,279,217,210,148,548,189,399,1070,912,592,480,528,938,1827,19.5,599,605,839.6,825,855,839,8,743,1733,970,415,1097,89.11564626,0.357132614,-0.465800494,0,NaN
103,Male,52,Los Angles CA,South,,16,2,8,Economy,1994,Sedan,White,1905,114.739229,Married,NaN,11,48,42,32,NaN,NaN,NaN,655,268,216,554,877,661,338,514,150,1261,NaN,659,1242,835,278,829,126,271,220,204,156,602,211,419,1111,954,600,481,588,955,1859,30,626,614,848,852,847,845,15,574,1864,1060,586,1063,113.1519274,2.002983093,0.926470578,0,NaN
104,Female,32,Los Angles CA,Foreign,White Collar,16,2,5,Economy,1996,Sedan,White,1651,58.9569161,Married,70000,8.5,NaN,NaN,NaN,8,8,36,550,230,185,477,744,559,292,388,129,892,761,580,862,763,229,729,112,247,188,180,145,558,196,409,1003,803,501,395,434,851,1635,12,557,566,730.3,739,726,726,11.5,706,1502,719,318,1034,58.27664399,-0.673694015,-0.661849141,1.695659876,2
105,Male,28,Los Angles CA,West,White Collar,16,0,2.5,Economy,1993,Non-sedan,White,1905,99.77324263,Married,70000,12,NaN,40,34,NaN,NaN,NaN,651,270,231,605,936,705,374,500,143,1163,NaN,679,1193,885,250,840,127,284,226,207,154,599,209,452,1159,990,615,505,575,953,1887,29.5,679,678,875,869,880,876,28,602,1809,1092,548,1086,109.2970522,1.741884947,-0.146019921,0,NaN
106,Male,33,Los Angles CA,Northeast,Management,16,0,5,Luxury,1998,Sedan,Black,1828.8,87.07482993,Single,70000,10.5,44,35,34,NaN,NaN,NaN,627,275,228,568,892,664,340,450,138,1054,NaN,646,1061,840,237,813,121,284,207,207,145,563,197,375,1027,934,567,431,532,930,1800,13.5,618,632,837,817,838,856,14,714,1691,923,430,1106,87.52834467,-0.060697131,-0.8142488,0,NaN
107,Male,32,Los Angles CA,West,Management,16,0,0.5,Luxury,1994,Sedan,Asian,1727.2,74.82993197,Married,52500,8,40,34,30,NaN,NaN,NaN,613,256,220,543,805,585,323,436,156,970,NaN,588,969,747,266,802,119,260,191,191,160,594,205,411,1068,832,530,428,490,938,1732,22,597,600,746.3,721,754,764,15.5,652,1686,945,448,991,77.09750567,-0.538802505,0.058745325,0,NaN
108,Male,39,Los Angles CA,Northeast,Management,18,0,5,Economy,1997,Sedan,White,1828.8,83.90022676,Single,70000,12,42,34,34,NaN,NaN,NaN,595,270,217,551,872,655,334,421,143,999,NaN,628,1013,839,215,826,122,285,209,207,158,599,208,402,1063,942,578,462,490,950,1825,16,626,616,853.6,866,849,846,12.5,667,1696,915,457,1076,85.94104308,0.144450366,-0.732831597,0,NaN
112,Male,33,Los Angles CA,Foreign,Management,18,1,5,Economy,1998,Sedan,Asian,1676.4,80.72562358,Married,150000,8.5,42,33,31,NaN,NaN,NaN,561,252,217,527,815,598,310,476,157,1017,NaN,564,1043,725,225,761,121,255,208,200,163,567,193,357,1017,778,545,470,530,878,1657,0,640,619,749.6,750,754,745,7,687,1652,884,415,976,80.95238095,-1.377822399,0.633915007,0,NaN
113,Female,43,Los Angles CA,South,White Collar,16,0,0.5,Economy,1998,Non-sedan,White,1828.8,136.0544218,Single,90000,11,NaN,NaN,NaN,22,20,40,636,275,234,569,865,631,335,494,134,1230,1041,688,1124,792,285,845,122,268,211,193,149,570,194,595,1482,956,551,453,556,967,1824,37,839,852,878.3,883,881,871,36,950,1904,1060,409,1135,140.3628118,2.289186954,1.276375294,-0.241647601,3
114,Female,37,Los Angles CA,West,White Collar,18,2,2.5,Economy,1995,Sedan,White,1663.7,65.75963719,Married,150000,7.5,NaN,NaN,NaN,10,10,36,577,241,189,502,759,570,313,370,135,936,805,597,874,735,249,764,113,241,181,172,142,550,189,454,1075,767,509,423,443,894,1652,19,623,623,743.6,739,746,746,23,734,1570,713,345,1018,68.93424036,-0.045328762,0.095962927,-0.296034336,3
115,Female,39,Los Angles CA,West,Service,12,2,8,Economy,1996,Sedan,White,1625.6,53.51473923,Married,90000,8,NaN,NaN,NaN,NaN,6,34,544,232,197,497,775,578,300,373,132,860,745,582,868,764,214,734,121,238,171,185,144,550,188,382,965,779,516,383,422,842,1620,12.5,553,549,742,736,746,744,18,663,1468,652,320,1021,56.00907029,-0.480459034,-0.883835912,0.225935832,2
116,Female,53,Los Angles CA,Midwest,Management,16,0,8,Luxury,1998,Sedan,White,1651,52.15419501,Divorced/Widowed,70000,8.5,NaN,NaN,NaN,4,4,34,568,230,198,495,758,560,297,325,129,864,698,550,830,749,251,795,118,239,184,185,143,536,182,400,982,757,509,408,400,875,1631,6,522,534,736.6,733,745,732,13.5,678,1532,601,345,1009,53.28798186,-0.108081862,-0.319871426,-0.742958903,3
117,Male,41,Los Angles CA,West,White Collar,18,0,8,Economy,1981,Non-sedan,White,1803.4,76.19047619,Married,90000,10,42,32,30,NaN,NaN,NaN,620,258,220,543,831,611,323,443,139,972,NaN,596,1011,796,269,819,135,270,220,211,161,597,207,366,962,872,561,452,529,940,1779,13,576,582,841.6,835,839,851,4,624,1713,840,465,1030,76.8707483,-0.082638144,-0.594309688,0,NaN
118,Female,27,Los Angles CA,Northeast,Management,21,0,10,Luxury,1997,Sedan,White,1651,72.56235828,Single,70000,7.5,NaN,NaN,NaN,10,13,34,543,242,196,491,756,560,295,398,128,912,769,615,846,732,215,729,111,237,188,177,142,539,184,463,1161,750,503,387,427,848,1597,15.5,699,689,747.6,731,763,749,25,756,1578,710,355,989,71.20181406,-0.815692782,-0.006677955,-0.496693939,4
119,Female,32,Los Angles CA,Foreign,White Collar,16,0,2.5,Economy,1998,Sedan,Asian,1524,49.88662132,Single,37500,6,NaN,NaN,NaN,4,4,34,545,225,184,472,728,544,288,340,137,819,704,519,804,678,223,709,111,224,182,165,152,523,170,366,919,737,467,394,403,834,1527,19,522,537,702.6,694,704,710,14,698,1434,661,302,941,49.88662132,-1.455768943,-0.327112705,-0.419285387,2
121,Female,49,Los Angles CA,West,White Collar,12,3,2.5,Economy,1992,Sedan,White,1651,61.2244898,Single,52500,8,NaN,NaN,NaN,10,10,34,560,230,195,486,747,552,291,376,134,922,799,579,946,759,244,758,116,244,191,177,149,546,187,376,997,807,515,406,434,868,1645,15,589,589,737.6,731,740,742,23,694,1532,743,345,1024,63.49206349,0.31924364,-0.221749485,-0.07979434,2
122,Male,30,Los Angles CA,West,White Collar,16,1,2.5,Economy,1998,Non-sedan,White,1879.6,136.0544218,Married,150000,10.5,NaN,46,33,NaN,NaN,NaN,659,269,225,577,898,673,352,504,148,1314,NaN,698,1281,779,287,846,129,263,209,194,153,579,201,471,1385,961,598,545,608,971,1848,42,733,709,881,876,881,886,18,820,2029,1277,540,1083,136.2811791,1.751815677,1.81155467,0,NaN
123,Male,50,Los Angles CA,Foreign,Management,18,1,5,Luxury,1997,Non-sedan,White,1879.6,90.70294785,Married,70000,11.5,42,36,34,NaN,NaN,NaN,638,270,201,547,886,685,346,447,148,1079,NaN,651,1075,873,254,833,127,296,218,220,156,600,214,383,1035,964,598,428,515,952,1871,19.5,609,609,861.3,857,865,862,13,583,1729,1010,520,1089,92.06349206,1.079475522,-0.641126752,0,NaN
125,Female,29,Los Angles CA,Midwest,White Collar,16,0,2.5,Luxury,1994,Sedan,White,1625.6,74.82993197,Single,37500,8,NaN,NaN,NaN,14,14,36,539,237,201,512,783,582,311,390,137,1089,849,629,1001,745,200,723,121,246,184,184,149,571,192,463,1173,800,507,410,479,840,1615,25,694,686,762.3,760,760,767,30,751,1609,867,391,1030,81.63265306,-0.164816871,0.783432007,1.312649846,5
126,Male,25,Los Angles CA,West,Service,16,0,10,Economy,1992,Non-sedan,Black,1778,83.90022676,Married,52500,10,NaN,32,NaN,NaN,NaN,NaN,595,267,215,552,856,641,337,452,141,996,NaN,656,1015,832,222,790,125,262,204,201,155,566,196,368,1060,892,552,461,524,906,1759,13,647,649,855.6,850,859,858,8,631,1681,820,461,1045,84.58049887,-0.130090803,-0.201238647,0,NaN
127,Female,49,Los Angles CA,West,White Collar,21,4,5,Luxury,1997,Sedan,White,1651,75.28344671,Married,150000,9.5,NaN,NaN,NaN,10,14,36,562,252,188,507,780,592,319,400,135,931,794,627,903,770,223,779,113,257,190,195,152,568,195,452,1136,838,527,425,446,879,1668,17.5,658,665,750.3,740,755,756,32,775,1582,809,340,1049,75.73696145,0.554627717,-0.42331329,0.300762057,2
128,Male,44,Los Angles CA,South,White Collar,12,2,5,Economy,1998,Non-sedan,White,1917.7,90.70294785,Married,150000,12,46,38,32,NaN,NaN,NaN,656,264,237,594,934,697,357,469,136,1084,NaN,651,1078,849,251,875,127,278,228,208,156,595,213,400,1052,925,599,462,505,993,1905,10.5,604,614,867.3,866,866,870,12,649,1819,983,493,1091,95.46485261,1.777870297,0.167592809,0,NaN
129,Male,42,Los Angles CA,West,Blue Collar,12,2,0.5,Economy,1998,Non-sedan,White,1727.2,92.97052154,Married,70000,9.5,40,38,30,NaN,NaN,NaN,592,272,228,547,836,608,319,435,144,1086,NaN,628,1065,755,235,792,125,266,217,197,157,585,203,408,1119,853,561,465,503,916,1729,25,625,613,853.6,849,856,856,14,665,1748,957,485,1000,94.10430839,-0.201732174,0.937700272,0,NaN
130,Male,54,Los Angles CA,Midwest,Management,21,2,10,Economy,1998,Sedan,White,1701.8,64.39909297,Divorced/Widowed,150000,9.5,38,32,32,NaN,NaN,NaN,626,249,211,539,843,632,328,388,146,939,NaN,579,960,755,261,794,116,271,202,196,166,558,189,342,923,852,534,412,469,910,1710,11,496,499,789.6,795,790,784,7.5,697,1745,779,398,1036,63.26530612,-1.387194991,-1.254342914,0,NaN
131,Male,56,Los Angles CA,Northeast,Management,18,2,5,Economy,1998,Non-sedan,White,1854.2,94.33106576,Married,150000,11,46,38,32,NaN,NaN,NaN,602,280,224,576,897,673,352,482,145,1123,NaN,658,1116,843,228,824,127,278,221,217,161,596,208,402,1099,925,601,468,512,926,1826,29,616,619,846.3,838,842,859,7.5,643,1717,963,483,1097,96.59863946,1.068080544,-0.302444637,0,NaN
132,Male,40,Los Angles CA,West,White Collar,16,2,2.5,Luxury,1994,Sedan,Hispanic,1714.5,73.46938776,Married,90000,8,40,32,31,NaN,NaN,NaN,552,257,225,546,818,593,321,422,138,1031,NaN,591,1013,765,197,785,125,265,202,204,151,579,205,381,998,832,534,472,506,892,1694,23,575,575,797.3,792,797,803,11,664,1577,891,376,1032,73.24263039,-1.449959993,-0.622867107,0,NaN
133,Male,49,Los Angles CA,Midwest,White Collar,24,3,10,Luxury,1994,Sedan,White,1778,83.90022676,Married,150000,10,44,34,31,NaN,NaN,NaN,631,259,225,571,868,643,346,461,145,1062,NaN,601,1079,769,261,822,126,270,222,190,164,588,198,387,1057,865,559,455,514,943,1770,19.5,622,608,768.6,763,774,769,15,687,1738,989,462,1060,90.47619048,0.10082522,0.2448522,0,NaN
134,Female,30,Los Angles CA,West,White Collar,16,0,8,Economy,1998,Non-sedan,,1676.4,61.2244898,Married,150000,7,NaN,NaN,NaN,8,8,34,572,219,199,510,782,583,311,402,140,925,781,581,908,762,231,751,116,241,181,180,148,540,181,403,999,814,521,420,465,870,1651,22,583,583,751,756,746,751,21,638,1516,774,360,1008,63.03854875,-0.191590801,-0.374061227,0.497276902,2
135,Male,37,Los Angles CA,West,Blue Collar,18,2,2.5,Economy,NaN,Non-sedan,White,1803.4,77.09750567,Married,90000,10,NaN,32,31,NaN,NaN,NaN,635,279,205,545,827,622,340,481,137,968,NaN,602,1000,779,258,842,121,274,225,208,157,587,206,357,997,854,554,453,480,957,1780,15.5,565,572,810.6,808,816,808,7,670,1704,849,426,1031,76.19047619,-0.687452853,-1.012119889,0,NaN
136,Female,49,Los Angles CA,West,White Collar,14,2,0.5,Economy,1997,Sedan,White,1651,53.51473923,Married,52500,8.5,NaN,NaN,NaN,8,8,34,589,237,186,497,769,583,311,330,134,827,735,541,829,745,258,775,112,240,192,187,146,532,181,375,955,781,508,386,409,886,1646,11,486,517,756.6,750,760,760,13,661,1517,655,355,1017,51.92743764,-0.311937571,-0.785831869,-0.757055879,1
137,Male,35,Los Angles CA,<undefined>,White Collar,16,0,5,Economy,1998,Sedan,White,1803.4,82.53968254,Single,37500,9,40,33,32,NaN,NaN,NaN,635,278,201,540,823,622,339,424,151,972,NaN,616,998,795,269,830,124,274,197,197,165,567,186,386,1046,877,549,460,497,939,1794,15.5,629,628,767,765,768,768,12,659,1769,869,465,1034,82.76643991,0.623529553,0.117361084,0,NaN
138,Male,26,Los Angles CA,Midwest,Management,16,0,5,Luxury,1994,Sedan,White,1905,98.86621315,Single,37500,11,42,36,34,NaN,NaN,NaN,653,267,215,582,911,696,367,490,147,1039,NaN,649,1088,878,266,882,124,272,216,216,158,572,201,405,1111,935,604,495,554,994,1900,16.5,671,687,871.6,872,872,871,21,666,1795,954,518,1114,98.86621315,1.42996192,-0.575762928,0,NaN
139,Male,23,Los Angles CA,Midwest,White Collar,16,0,5,Luxury,1997,Sedan,White,1803.4,83.90022676,Single,37500,9.5,42,36,31,NaN,NaN,NaN,607,249,227,571,871,644,344,469,135,1058,NaN,621,1086,768,237,805,115,263,218,205,148,576,206,396,1103,840,553,460,514,944,1766,24,645,641,798.3,797,795,803,22,646,1710,937,487,1015,90.47619048,-0.126263306,0.759487689,0,NaN
140,Male,23,Los Angles CA,West,White Collar,16,0,8,Economy,1991,Sedan,White,1879.6,89.79591837,Single,150000,12,44,34,34,NaN,NaN,NaN,656,281,237,591,893,656,354,495,144,1052,NaN,616,1107,842,274,887,125,277,218,211,160,585,199,361,1009,886,577,482,536,997,1866,12.5,610,612,842,833,843,850,5,631,1730,850,469,1074,91.60997732,0.737584054,-0.3087219,0,NaN
142,Male,46,Los Angles CA,Northeast,Management,21,3,10,Economy,1997,Non-sedan,White,1778,74.82993197,Married,70000,11.5,38,32,32,NaN,NaN,NaN,611,269,226,538,853,627,312,407,135,951,NaN,609,949,827,252,820,116,282,213,208,145,555,200,372,1015,853,567,450,485,939,1784,7.5,589,594,823,811,830,828,8,598,1608,845,438,1054,76.64399093,-0.363596648,-0.457313985,0,NaN
143,Female,29,Los Angles CA,Midwest,White Collar,16,0,5,Economy,1998,Sedan,White,1574.8,52.15419501,Single,37500,6.5,NaN,NaN,NaN,4,4,34,542,230,189,475,722,533,286,323,127,841,720,556,815,719,240,730,110,219,172,166,142,525,177,376,939,745,479,395,406,841,1572,9,536,551,694.6,692,697,695,16,571,1438,702,375,925,51.24716553,-0.856040239,0.001815322,-0.042792145,1
144,Male,27,Los Angles CA,South,Management,16,0,2.5,Luxury,1994,Sedan,White,1778,74.82993197,Married,90000,10.5,42,32,32,NaN,NaN,NaN,590,260,227,551,841,614,324,492,141,963,NaN,582,1006,782,250,805,126,270,207,199,158,582,202,362,995,840,546,458,519,923,1754,11,605,610,781.6,782,782,781,8,669,1652,807,408,1043,76.41723356,-0.471373945,-0.399534047,0,NaN
145,Male,30,Los Angles CA,South,Management,16,0,2.5,Luxury,1994,Sedan,White,1752.6,62.13151927,Single,NaN,8,30,31,30,NaN,NaN,NaN,603,238,206,522,822,616,316,368,134,876,NaN,604,899,802,246,810,114,248,198,187,145,560,199,341,955,902,539,431,441,922,1740,10,527,518,792.3,782,795,800,10.5,580,1603,760,434,1027,61.67800454,-1.166757345,-1.16019249,0,NaN
146,Male,47,Los Angles CA,Northeast,Management,18,2,8,Economy,1985,Sedan,White,1828.8,70.29478458,Married,90000,10.5,38,31,33,NaN,NaN,NaN,621,272,205,535,826,621,330,423,136,885,NaN,610,900,834,255,836,113,273,217,203,147,553,194,366,957,886,565,440,447,944,1809,11,538,539,777.6,773,773,787,9,625,1655,808,432,1067,68.93424036,0.076731086,-0.838295877,0,NaN
147,Male,32,Los Angles CA,Northeast,Management,16,0,2.5,Economy,1998,Sedan,White,1803.4,89.79591837,Married,70000,12,44,36,32,NaN,NaN,NaN,617,267,198,555,875,677,357,456,145,1086,NaN,640,1082,830,243,789,116,285,208,202,153,578,202,404,1084,892,583,474,527,915,1800,19,631,623,860.6,856,866,860,13,661,1729,949,460,1077,89.79591837,0.671062768,0.128176391,0,NaN
148,Male,38,Los Angles CA,West,White Collar,14,0,5,Luxury,1995,Sedan,White,1701.8,74.82993197,Married,70000,8,38,32,32,NaN,NaN,NaN,614,261,222,541,831,609,319,448,144,1016,NaN,586,1042,772,266,836,121,255,201,197,159,577,202,368,1000,843,541,458,496,944,1736,23,583,574,800,784,808,808,9.5,645,1630,838,428,1028,76.19047619,-0.57537514,-0.00487446,0,NaN
149,Male,36,Los Angles CA,Midwest,Management,16,0,8,Luxury,1994,Sedan,White,1828.8,92.06349206,Single,52500,10.5,44,33,33,NaN,NaN,NaN,631,259,230,578,891,661,348,485,142,1096,NaN,617,1117,808,258,837,134,262,211,199,163,595,206,380,1070,867,563,493,534,973,1826,13,651,642,812,812,812,812,6.5,615,1716,850,458,1037,91.60997732,-0.271637261,-0.40226534,0,NaN
150,Male,33,Los Angles CA,Midwest,Management,16,0,2.5,Luxury,1994,Sedan,White,1803.4,82.53968254,Married,NaN,11,42,34,32,NaN,NaN,NaN,587,280,192,534,836,644,342,426,143,1006,NaN,626,1017,830,222,797,121,282,211,203,157,568,190,383,1032,888,573,423,484,903,1765,19,639,649,819.3,815,818,825,19,622,1682,918,462,1060,82.53968254,-0.473595947,-0.874025702,0,NaN
151,Male,58,Los Angles CA,Midwest,Management,14,3,0.5,Economy,1998,Non-sedan,White,1778,83.90022676,Married,150000,10.5,44,36,31,NaN,NaN,NaN,583,278,202,530,831,629,328,449,144,1081,NaN,610,1082,811,212,759,120,285,223,208,151,561,198,368,1004,880,570,445,497,890,1771,16.5,556,554,851.3,843,850,861,14,642,1664,961,443,1056,83.67346939,0.364952266,-0.046920992,0,NaN
152,Male,27,Los Angles CA,Northeast,Blue Collar,18,0,5,Economy,1971,Sedan,White,1524,77.09750567,Single,150000,10,40,32,30,NaN,NaN,NaN,639,268,210,529,815,605,319,456,138,932,NaN,583,966,764,289,834,124,264,210,200,154,584,207,367,983,829,539,428,463,963,1770,11,564,569,769.3,784,760,764,7,625,1693,805,468,994,75.51020408,0.186906725,-0.015288464,0,NaN
154,Male,28,Los Angles CA,West,White Collar,16,0,8,Economy,1994,Sedan,White,1765.3,69.3877551,Married,70000,10,40,31,31,NaN,NaN,NaN,605,260,199,535,824,625,336,409,139,900,NaN,599,920,800,247,800,122,267,214,196,151,556,196,351,985,856,553,432,460,913,1747,8,586,579,753.6,760,753,748,7,652,1649,783,404,1065,69.61451247,-0.197953701,-0.575134635,0,NaN
156,Male,33,Los Angles CA,South,Blue Collar,21,2,2.5,Luxury,1995,Sedan,White,1803.4,115.6462585,Married,70000,11,44,42,31,NaN,NaN,NaN,668,305,228,560,782,554,332,506,158,1146,NaN,637,1135,723,315,864,123,277,221,177,157,602,212,428,1165,844,564,515,569,976,1775,23.5,687,712,767,770,770,761,13.5,722,1921,1094,517,982,113.1519274,0.594762504,2.604518414,0,NaN
157,Male,47,Los Angles CA,West,White Collar,18,2,8,Luxury,1998,Non-sedan,White,1879.6,106.5759637,Married,150000,10,46,38,30,NaN,NaN,NaN,652,277,220,549,868,648,329,460,142,1134,NaN,655,1126,811,280,870,123,271,223,212,152,597,205,435,1165,905,604,470,541,975,1872,28,707,710,857.6,858,864,851,14,655,1890,1026,582,1063,109.2970522,1.452712178,0.392124563,0,NaN
158,Female,39,Los Angles CA,West,White Collar,12,2,8,Economy,1998,Non-sedan,White,1676.4,56.6893424,Married,37500,7,NaN,NaN,NaN,8,5,36,587,225,189,515,784,595,326,374,127,880,768,561,876,756,233,785,114,234,178,172,148,549,190,410,1006,757,503,412,440,896,1661,12,594,588,729.6,712,736,741,20,690,1531,623,345,1021,58.27664399,-0.022053199,-0.377054304,0.564446867,2
159,Male,26,Los Angles CA,Foreign,White Collar,16,NaN,8,<undefined>,1992,Sedan,White,1676.4,71.6553288,Single,150000,9,38,32,30,NaN,NaN,NaN,599,248,211,535,815,604,324,429,146,1022,NaN,564,1038,712,259,798,118,251,194,192,152,588,203,385,1061,768,497,432,518,939,1677,15,645,658,791.6,789,793,793,10.5,640,1682,845,473,930,76.8707483,-1.337102413,1.049056649,0,NaN
160,Female,26,Los Angles CA,West,White Collar,16,0,2.5,Economy,1998,Sedan,Asian,1549.4,49.88662132,Married,90000,5,NaN,NaN,NaN,4,4,34,532,208,179,470,725,546,291,350,130,789,687,529,812,694,220,732,104,221,167,171,143,520,178,393,967,734,477,380,421,832,1541,15,562,547,705.6,704,712,701,22,650,1408,622,319,939,48.75283447,-1.498814225,-0.243262455,0.139918536,1
161,Female,30,Los Angles CA,Northeast,Management,16,0,8,Luxury,1998,Sedan,White,1574.8,55.78231293,Divorced/Widowed,70000,7,NaN,NaN,NaN,8,8,36,550,221,195,478,723,528,283,358,134,922,775,560,861,744,232,713,113,233,180,172,146,530,180,379,974,763,494,391,431,818,1575,19,544,546,743,737,747,745,20,649,1478,739,322,995,55.55555556,-0.667574704,0.223523438,0.590682149,3
163,Female,37,Los Angles CA,West,White Collar,12,0,5,Economy,1992,Sedan,,1574.8,59.86394558,Single,90000,6.5,NaN,NaN,NaN,6,6,34,552,216,198,482,719,521,284,354,136,909,744,532,891,706,251,755,115,230,180,170,148,538,180,424,1038,720,490,396,443,851,1574,25,626,628,700,696,705,699,23.5,690,1508,660,325,973,59.63718821,-1.15761292,-0.510619938,0.992115855,2
164,Male,52,Los Angles CA,West,White Collar,16,2,5,Luxury,1996,Sedan,White,1905,111.5646259,Married,70000,13.5,46,38,32,NaN,NaN,NaN,648,283,215,599,910,695,384,529,159,1183,NaN,667,1142,847,245,822,128,306,231,226,164,597,208,414,1144,930,601,494,565,937,1876,29.5,659,662,859.3,858,862,858,14,763,1905,1102,489,1120,113.6054422,1.611246586,0.078263924,0,NaN
165,Male,41,Los Angles CA,Northeast,Management,18,0,5,Economy,1995,Non-sedan,White,1752.6,72.56235828,Married,90000,10,40,34,31,NaN,NaN,NaN,610,248,192,507,810,618,315,426,138,994,NaN,570,1012,784,253,801,125,258,203,197,146,580,208,377,994,875,556,441,465,920,1737,13.5,554,555,762,761,765,760,8,650,1657,871,415,1032,75.05668934,-0.077923238,-0.124305665,0,NaN
166,Female,44,Los Angles CA,West,Management,21,0,0.5,Economy,1997,Sedan,White,1727.2,68.02721088,Married,150000,8.5,NaN,NaN,NaN,10,10,36,568,250,200,515,782,582,315,364,135,924,790,636,890,798,213,759,121,259,186,183,151,584,199,440,1078,838,549,408,434,878,1728,14,625,620,767.6,767,766,770,20,783,1643,704,345,1091,69.3877551,0.966731787,-0.607623577,-0.942631423,2
167,Male,20,Los Angles CA,West,White Collar,12,0,2.5,Economy,1998,Sedan,White,1803.4,63.49206349,Single,25000,9.5,34,34,30,NaN,NaN,NaN,569,253,205,548,849,644,343,396,137,906,NaN,606,929,804,191,780,117,258,197,192,152,565,198,367,973,874,550,426,461,897,1743,13,515,533,794,789,797,796,12.5,594,1617,864,446,997,65.07936508,-0.735177577,-0.329445511,0,NaN
168,Male,50,Los Angles CA,Midwest,Blue Collar,14,0,0.5,Luxury,1987,Sedan,White,1803.4,102.0408163,Married,52500,10.5,NaN,38,30,NaN,NaN,NaN,656,273,233,576,867,634,343,482,155,1136,NaN,621,1127,740,291,837,118,274,218,205,166,627,219,405,1065,897,552,501,554,972,1798,32,605,618,830.3,812,835,844,17,662,1880,1022,540,990,99.77324263,0.758768439,1.192512631,0,NaN
169,Male,40,Los Angles CA,West,Management,16,1,10,Economy,1997,Non-sedan,Asian,1727.2,87.07482993,Married,150000,11.5,44,34,30,NaN,NaN,NaN,613,259,210,535,848,638,325,471,155,1074,NaN,586,1088,768,250,796,143,267,218,217,161,560,193,383,1048,827,555,442,527,916,1729,20,643,634,806,803,809,806,6.5,633,1755,935,485,985,91.15646259,-0.278216898,0.53641963,0,NaN
170,Male,39,Los Angles CA,West,Management,21,3,5,Luxury,1994,Sedan,White,1727.2,70.29478458,Married,150000,8,40,32,33,NaN,NaN,NaN,576,243,192,506,797,605,314,409,144,953,NaN,609,960,791,235,784,116,257,186,186,156,550,184,356,1024,858,541,425,463,903,1730,17,586,582,765.3,759,769,768,12,608,1605,845,480,1014,73.01587302,0.285285741,-0.124268577,0,NaN
171,Male,28,Los Angles CA,West,White Collar,16,0,10,Economy,1991,Sedan,Asian,2108.2,106.122449,Single,52500,14,46,38,38,NaN,NaN,NaN,727,294,233,614,955,722,381,483,151,1007,NaN,711,1034,952,303,995,142,301,223,226,156,592,204,412,1097,1017,645,490,523,1093,2084,16,635,635,959.3,968,959,951,9,722,1904,974,476,1227,106.5759637,2.771730185,-1.514109254,0,NaN
172,Male,44,Los Angles CA,Northeast,Management,21,0,5,Economy,1997,Sedan,White,1739.9,84.80725624,Single,90000,10,42,34,30,NaN,NaN,NaN,584,264,215,520,817,602,305,433,137,1081,NaN,603,1077,753,242,773,133,269,203,192,151,566,196,380,1040,809,546,448,517,886,1708,23,616,651,837,832,843,836,12,624,1673,981,439,985,87.07482993,-0.290357947,0.232867271,0,NaN
173,Male,36,Los Angles CA,Midwest,White Collar,18,0,2.5,<undefined>,1984,Sedan,White,1765.3,95.23809524,Married,150000,8.5,42,36,30,NaN,NaN,NaN,655,258,215,547,825,610,332,491,148,1068,NaN,612,1080,746,298,835,113,245,215,197,161,600,202,398,1110,853,535,477,549,954,1746,20.5,690,679,787,787,788,786,11.5,622,1791,928,526,982,95.46485261,0.354904771,0.911375642,0,NaN
174,Female,38,Los Angles CA,West,Management,21,0,8,Luxury,1995,Sedan,White,1651,79.36507937,Married,150000,8.5,NaN,NaN,NaN,12,12,34,601,244,198,500,772,574,302,433,138,1046,863,597,996,747,270,782,110,251,193,187,149,550,188,457,1146,792,517,415,470,896,1658,22,686,680,761,766,762,755,33,713,1620,810,380,1012,81.40589569,0.020131536,0.855107665,0.014720355,3
175,Female,25,Los Angles CA,West,White Collar,16,0,8,Luxury,1994,Sedan,White,1524,53.51473923,Single,37500,6.5,NaN,NaN,NaN,6,6,34,542,228,213,470,705,492,257,347,138,913,756,522,875,672,264,714,106,232,186,174,152,548,185,386,985,712,469,430,419,832,1518,16,589,580,690.6,675,689,708,21,665,1473,673,340,926,56.6893424,-2.394196987,-0.83016032,2.427876234,3
176,Female,49,Los Angles CA,West,White Collar,16,4,2.5,Economy,1997,Sedan,,1651,79.36507937,Divorced/Widowed,37500,8.5,NaN,NaN,NaN,16,16,38,602,255,212,501,755,543,289,484,149,1112,970,580,1078,690,284,778,121,250,195,183,150,583,193,491,1165,757,497,420,500,888,1619,35,708,720,782.3,780,781,786,39,823,1770,990,408,963,94.10430839,-0.057503674,1.048965573,1.577721834,3
177,Male,19,Los Angles CA,West,,12,0,10,Economy,1996,Non-sedan,Black,1600.2,56.6893424,Single,NaN,8,NaN,32,32,NaN,NaN,NaN,513,236,202,487,777,575,285,394,129,861,NaN,544,910,700,198,719,113,248,186,194,145,525,184,317,909,748,520,446,446,828,1613,8,555,555,758.6,763,770,743,4,657,1548,726,382,971,59.18367347,-2.777877808,-0.811459899,0,NaN
178,Male,50,Los Angles CA,Foreign,White Collar,16,3,0.5,Economy,1998,Sedan,White,1828.8,86.16780045,Divorced/Widowed,70000,10,44,33,32,NaN,NaN,NaN,646,256,204,531,852,648,327,455,145,1070,NaN,622,1086,824,275,836,121,269,209,199,158,585,203,402,1030,940,561,466,490,950,1809,17,596,595,805.3,809,805,802,13.5,627,1749,982,501,1074,87.75510204,1.165464759,-0.064984456,0,NaN
179,Male,46,Los Angles CA,South,White Collar,16,2,5,Economy,1998,Non-sedan,White,1905,90.70294785,Married,150000,11,42,34,34,NaN,NaN,NaN,635,277,229,572,880,651,343,475,145,1056,NaN,619,1078,850,259,863,122,271,218,220,158,595,205,366,1021,935,589,469,524,990,1882,17.5,581,593,852.3,859,849,849,12,691,1754,909,460,1117,90.92970522,0.693598092,-0.981424868,0,NaN
180,Male,41,Los Angles CA,Foreign,White Collar,16,2,2.5,Luxury,1990,Sedan,Asian,1651,63.49206349,Married,150000,7.5,NaN,32,28,NaN,NaN,NaN,557,242,216,521,787,571,305,408,146,885,NaN,535,923,696,221,760,112,240,194,185,158,552,183,325,906,773,508,455,475,875,1636,17.5,507,515,735,733,735,737,10,612,1583,811,434,931,62.81179138,-1.749492049,0.492411673,0,NaN
182,Female,37,Los Angles CA,West,Management,18,0,2.5,Economy,1998,Sedan,White,1600.2,52.15419501,Single,70000,6,NaN,NaN,NaN,4,5,32,581,208,178,471,722,544,293,342,126,835,720,556,845,738,262,756,110,225,179,173,150,550,185,398,985,780,514,401,408,868,1623,10,582,592,688,694,688,682,19,685,1506,657,335,1009,53.7414966,-1.045711279,-1.29146266,2.868922472,2
183,Female,31,Los Angles CA,West,White Collar,14,0,8,Economy,1997,Sedan,Asian,1676.4,59.86394558,Divorced/Widowed,37500,9,NaN,NaN,NaN,4,4,34,588,248,196,493,762,566,297,366,131,880,715,568,840,772,255,781,112,246,186,185,145,534,185,388,959,780,519,420,426,890,1669,9,581,591,730,727,726,737,12.5,668,1529,666,362,1025,59.86394558,0.354201049,-1.041555762,-0.301487565,3
184,Male,49,Los Angles CA,West,Blue Collar,21,2,10,Economy,1998,Sedan,White,1600.2,70.29478458,Married,52500,6,42,36,28,NaN,NaN,NaN,576,224,178,476,753,575,298,440,141,986,NaN,559,991,695,241,735,118,229,195,174,147,553,192,353,954,777,485,432,461,848,1591,16,551,549,734.6,740,736,728,11.5,568,1582,872,458,904,69.16099773,-1.546738267,0.899988115,0,NaN
185,Female,32,Los Angles CA,Northeast,Service,18,0,2.5,Economy,1998,Sedan,Asian,1701.8,58.9569161,Married,150000,7.5,NaN,NaN,NaN,6,6,36,607,227,202,508,790,588,306,345,140,812,725,579,817,773,264,792,120,236,180,181,147,561,195,412,991,816,512,385,422,908,1695,13.5,552,553,768.6,766,769,771,17.5,688,1596,677,353,1042,58.04988662,0.682139993,-0.353211999,-0.513819635,1
186,Male,32,Los Angles CA,Northeast,White Collar,12,2,0.5,Economy,1998,Sedan,White,1739.9,74.82993197,Married,52500,11,40,32,33,NaN,NaN,NaN,563,276,218,543,839,621,325,407,144,912,NaN,610,948,794,210,778,117,273,216,203,148,563,198,377,1021,881,564,445,493,893,1743,17.5,587,596,823,818,819,832,12.5,693,1624,892,405,1070,75.73696145,-0.481338531,-0.284902185,0,NaN
187,Male,57,Los Angles CA,Northeast,White Collar,12,0,2.5,Economy,1988,Sedan,White,1676.4,89.34240363,Married,70000,8.5,NaN,36,28,NaN,NaN,NaN,609,260,214,524,805,591,310,470,146,1149,NaN,562,1159,707,272,801,115,253,213,192,163,590,206,366,1009,808,520,460,504,918,1679,27,589,596,745.3,752,737,747,6.5,677,1716,956,493,957,89.79591837,-1.414521217,2.003219366,0,NaN
188,Male,41,Los Angles CA,West,Management,12,4,2.5,Economy,1998,Sedan,White,1778,90.70294785,Married,150000,10,42,40,31,NaN,NaN,NaN,600,271,209,537,820,611,328,471,150,1093,NaN,614,1080,780,240,785,122,263,212,195,163,592,201,408,1045,871,563,482,516,908,1762,30.5,617,621,793.6,789,797,795,21,762,1737,1120,427,1062,91.38321995,0.519153535,0.783192933,0,NaN
189,Female,26,Los Angles CA,West,White Collar,16,0,5,Economy,1994,Sedan,White,1676.4,61.2244898,Single,52500,9,NaN,NaN,NaN,8,8,34,596,237,200,509,769,569,309,346,139,905,726,593,845,769,248,797,124,254,182,192,155,568,195,399,996,792,516,399,420,907,1689,9,566,561,737,734,734,743,15,717,1558,681,356,1050,61.2244898,0.042544696,-0.913851738,0.933604598,4
190,Male,35,Los Angles CA,West,White Collar,16,0,0.5,Economy,1993,Non-sedan,White,1752.6,79.36507937,Married,NaN,9,NaN,34,30,NaN,NaN,NaN,599,260,205,511,807,602,306,397,148,970,NaN,593,961,762,254,781,118,257,201,191,156,582,203,389,1057,792,535,420,464,909,1700,12.5,651,659,774.6,776,775,773,14,581,1659,880,488,964,79.36507937,-0.451405078,0.084435068,0,NaN
192,Female,28,Los Angles CA,West,White Collar,14,1,2.5,Luxury,1994,Sedan,White,1651,63.49206349,Divorced/Widowed,37500,9,NaN,NaN,NaN,10,9,36,576,247,199,505,756,557,306,402,136,1008,838,576,939,749,245,753,107,247,180,168,149,559,190,398,1020,788,502,435,458,870,1632,25,586,590,701.6,725,701,679,17,665,1563,768,377,1002,65.07936508,0.047582265,-0.249613747,-0.043933973,3
193,Male,45,Los Angles CA,South,Service,12,4,8,Economy,1970,Non-sedan,White,1752.6,74.37641723,Married,52500,9,36,34,30,NaN,NaN,NaN,569,266,197,528,813,616,331,418,144,997,NaN,594,1011,763,220,774,125,268,210,201,155,589,205,362,970,843,543,448,483,894,1721,18,568,570,807.6,807,807,809,11,607,1628,913,463,986,74.37641723,-0.424424559,-0.021500828,0,NaN
195,Female,58,Los Angles CA,Foreign,White Collar,12,1,5,Economy,1997,Sedan,Asian,1524,46.2585034,Married,52500,5,NaN,NaN,NaN,4,4,32,526,212,210,495,724,514,285,346,132,795,700,517,803,656,215,721,114,219,169,170,150,534,174,360,892,685,448,388,408,832,1505,12,503,511,712,712,713,711,13,677,1446,638,302,929,44.89795918,-2.129797697,-0.272283912,0.250590146,1
196,Male,38,Los Angles CA,South,White Collar,12,0,2.5,Luxury,1995,Sedan,Black,1905,122.4489796,Single,52500,12.5,48,42,32,NaN,NaN,NaN,630,284,207,575,912,705,368,525,146,1236,NaN,712,1211,835,240,806,123,291,219,228,155,595,207,488,1305,979,606,503,599,914,1865,42.5,767,768,896,888,896,904,36,754,2014,1216,618,1092,141.9501134,1.053898454,3.329912901,0,NaN
197,Male,35,Los Angles CA,West,White Collar,16,3,8,Economy,1987,Non-sedan,White,1727.2,77.09750567,Married,37500,9.5,42,32,NaN,NaN,NaN,NaN,594,258,238,547,807,569,309,456,144,1038,NaN,568,1068,751,267,793,125,259,215,191,157,591,204,374,983,821,525,469,519,918,1704,19,560,578,768.3,753,769,783,8.5,604,1637,865,473,982,75.28344671,-1.075071216,0.000164848,0,NaN
198,Male,33,Los Angles CA,Northeast,Management,18,0,5,Luxury,1997,Sedan,White,1727.2,79.36507937,Married,90000,9,42,34,30,NaN,NaN,NaN,618,256,198,520,806,608,322,418,144,963,NaN,600,984,757,262,824,124,264,196,187,154,596,209,391,1053,869,539,454,483,943,1749,27,610,613,784.3,790,783,780,16,632,1714,901,477,1016,80.72562358,-0.121809945,0.056145854,0,NaN
199,Male,36,Los Angles CA,West,White Collar,16,2,5,Economy,1996,Sedan,White,1854.2,106.5759637,Married,70000,13,46,38,34,NaN,NaN,NaN,595,283,216,560,885,669,344,486,141,1165,NaN,675,1204,873,217,808,128,289,219,206,153,590,211,411,1125,962,600,470,535,931,1849,29,685,702,882,878,884,884,14.5,654,1788,981,492,1082,107.0294785,1.278821111,0.303781897,0,NaN
201,Male,33,Los Angles CA,West,White Collar,18,1,2.5,Economy,1985,Sedan,White,1778,100.6802721,Married,90000,10.5,44,36,30,NaN,NaN,NaN,591,282,222,555,845,623,333,455,152,1152,NaN,612,1152,783,239,803,129,263,215,199,163,622,218,423,1142,866,565,470,554,924,1765,24,662,671,856.6,853,852,865,16,624,1745,978,508,993,98.86621315,-0.180613175,0.920910239,0,NaN
203,Female,39,Los Angles CA,Midwest,Management,18,2,2.5,Economy,1998,Non-sedan,White,1574.8,52.15419501,Married,150000,5.5,NaN,NaN,NaN,8,10,34,532,212,186,476,732,546,290,338,131,827,690,549,825,725,222,738,112,220,185,175,151,564,194,400,955,777,492,370,407,849,1596,11,525,536,746,746,739,753,22.5,650,1445,650,318,973,52.15419501,-1.198995352,-0.948218644,0.72279948,1
204,Male,58,Los Angles CA,Midwest,Management,18,3,2.5,Luxury,1997,Non-sedan,White,1879.6,77.09750567,Married,150000,11,40,33,34,NaN,NaN,NaN,606,277,220,572,883,663,352,402,143,927,NaN,651,920,884,220,817,130,274,211,208,161,592,208,379,1008,943,619,437,456,934,1872,11,602,595,863,852,870,867,10.5,656,1695,896,470,1149,78.45804989,0.078768604,-1.681192875,0,NaN
205,Male,54,Los Angles CA,West,Management,16,3,8,Luxury,1998,Sedan,White,1778,90.70294785,Married,150000,9.5,42,36,30,NaN,NaN,NaN,624,262,207,533,843,636,326,492,144,1088,NaN,608,1092,801,260,815,118,264,223,198,164,576,193,372,1046,901,573,458,508,926,1772,24,596,587,808.3,804,812,809,14,627,1713,918,467,1046,87.98185941,0.491417557,0.10636922,0,NaN
206,Male,33,Los Angles CA,West,White Collar,18,0,5,Economy,1990,Non-sedan,White,1828.8,83.90022676,Single,70000,11,42,32,33,NaN,NaN,NaN,601,277,215,550,871,656,335,419,137,1004,NaN,625,1073,817,244,817,125,278,224,202,151,596,208,381,1033,846,560,454,475,952,1805,12,619,619,831,836,828,829,15,687,1673,836,400,1081,82.31292517,-0.210097104,-0.582225978,0,NaN
207,Male,33,Los Angles CA,Foreign,White Collar,21,1,5,Economy,1997,Sedan,Asian,1676.4,56.6893424,Married,90000,8.5,30,30,29,NaN,NaN,NaN,579,238,201,492,794,593,291,387,134,843,NaN,537,886,731,254,767,114,256,209,193,155,554,186,333,906,793,516,434,454,881,1642,11,529,528,747.3,753,740,749,6.5,628,1553,739,392,973,57.82312925,-1.601667285,-0.202519938,0,NaN
208,Female,28,Los Angles CA,Northeast,White Collar,12,0,8,Economy,1998,Sedan,,1473.2,47.61904762,Single,25000,6,NaN,NaN,NaN,6,2,34,495,220,178,451,689,511,273,330,128,854,722,508,848,654,197,675,108,220,189,163,139,533,187,357,916,684,449,383,404,779,1453,9,550,553,660.6,657,661,664,16.5,598,1342,622,319,896,48.07256236,-2.223487616,0.930035412,1.259552956,NaN
209,Male,41,Los Angles CA,Foreign,Management,18,2,5,Luxury,1995,Sedan,Asian,1701.8,79.36507937,Married,90000,10,42,36,29,NaN,NaN,NaN,594,261,202,521,803,601,319,452,163,985,NaN,559,1015,688,249,776,115,250,211,187,175,582,188,380,1032,803,526,469,501,901,1674,33,595,609,748.3,751,747,747,9,722,1695,945,436,978,79.138322,-1.469390631,1.162854314,0,NaN
210,Female,33,Los Angles CA,West,Management,16,0,2.5,Luxury,1998,Non-sedan,White,1676.4,65.75963719,Married,150000,9,NaN,NaN,NaN,8,8,36,595,238,202,508,772,570,306,382,126,887,772,607,884,761,261,775,102,245,176,186,144,537,189,402,1046,818,515,401,446,896,1663,13,640,633,704,696,721,695,25,755,1597,735,335,1051,65.53287982,0.470142037,-0.246609867,-1.547364235,1
211,Male,25,Los Angles CA,Northeast,White Collar,16,0,5,Economy,1997,Non-sedan,Hispanic,1778,80.72562358,Single,37500,10,40,33,33,NaN,NaN,NaN,598,257,202,541,844,642,339,454,135,981,NaN,607,1039,800,233,793,117,270,216,213,150,561,195,376,1025,894,569,467,506,912,1751,14.5,605,602,815,802,815,828,3.5,715,1740,851,371,1095,80.04535147,-0.153268337,-0.229262412,0,NaN
212,Male,37,Los Angles CA,West,White Collar,14,1,2.5,Economy,1982,Sedan,White,1879.6,86.16780045,Married,NaN,11.5,48,34,32,NaN,NaN,NaN,626,282,226,572,896,670,346,431,152,998,NaN,635,1039,845,247,851,125,280,224,207,166,594,199,390,1054,908,590,466,501,960,1838,14,594,602,874.6,861,879,884,13.5,580,1737,909,494,1071,86.62131519,0.525087476,-0.689679027,0,NaN
213,Female,34,Los Angles CA,West,White Collar,14,NaN,8,Economy,1997,Non-sedan,Black,1625.6,81.63265306,Divorced/Widowed,37500,8,NaN,NaN,NaN,13,NaN,38,579,252,198,512,800,602,314,431,139,1009,855,621,984,737,245,745,121,250,197,194,147,572,192,468,1231,798,525,430,480,867,1644,31,768,746,779.6,776,780,783,32,725,1677,950,417,995,88.88888889,0.269818455,0.915276945,0.824956059,4
214,Female,23,Los Angles CA,Foreign,White Collar,16,0,5,Economy,1996,Sedan,Asian,1638.3,53.96825397,Single,37500,6.5,NaN,NaN,NaN,4,4,34,564,222,196,495,745,549,299,358,132,885,734,546,832,736,247,735,111,230,158,184,148,533,180,387,970,767,493,376,411,857,1606,22.5,567,562,707,705,707,709,24,624,1479,739,362,984,56.46258503,-0.459991902,-0.559635162,0.089770988,3
215,Male,23,Los Angles CA,West,White Collar,16,0,2.5,Luxury,1997,Sedan,White,1816.1,94.7845805,Single,37500,12,48,38,31,NaN,NaN,NaN,620,282,205,555,865,660,350,465,146,1089,NaN,616,1108,785,258,821,123,286,207,207,155,572,195,399,1110,888,572,466,521,957,1811,22,669,683,830,830,830,830,25,698,1821,1023,507,1062,98.86621315,0.855961144,0.779112399,0,NaN
216,Female,43,Los Angles CA,Midwest,White Collar,12,0,0.5,Economy,1990,Sedan,White,1625.6,58.9569161,Divorced/Widowed,37500,7.5,NaN,NaN,NaN,8,6,NaN,560,220,217,519,791,574,302,345,132,902,805,575,870,763,228,751,115,231,182,180,146,565,201,408,1026,796,509,395,441,857,1644,15,569,572,752,752,751,753,22,682,1539,725,330,1031,60.54421769,-0.037460253,-0.270004272,-0.406654209,NaN
217,Male,33,Los Angles CA,West,White Collar,16,3,5,Economy,1998,Sedan,White,1879.6,111.1111111,Married,70000,12,46,38,33,NaN,NaN,NaN,690,296,242,592,905,663,350,528,145,1227,NaN,634,1259,805,320,910,115,284,232,210,155,590,204,422,1182,894,595,487,578,1030,1876,20.5,718,701,858.3,862,857,856,11.5,678,1988,1224,576,1026,123.5827664,1.603661537,1.690311313,0,NaN
218,Male,26,Los Angles CA,Foreign,Management,21,0,8,Luxury,1995,Sedan,White,1727.2,72.56235828,Single,90000,8.5,38,31,29,NaN,NaN,NaN,578,251,211,525,823,612,314,407,138,947,NaN,560,968,732,236,784,116,252,210,191,152,570,195,359,1005,785,517,426,479,906,1686,17,602,606,768,770,768,766,16,594,1639,802,484,956,73.46938776,-0.844701648,0.071758196,0,NaN
219,Female,36,Los Angles CA,Northeast,White Collar,12,0,2.5,Economy,1993,Sedan,White,1752.6,68.02721088,Married,90000,9,NaN,NaN,NaN,8,10,34,560,251,201,499,785,584,298,355,119,914,773,613,872,832,222,790,121,257,185,187,140,542,190,446,1097,851,564,409,408,910,1746,17,634,620,740.3,734,743,744,29,707,1544,720,360,1091,68.02721088,1.193578124,-0.825293124,-1.004485011,3
220,Male,31,Los Angles CA,Foreign,Management,16,0,5,Luxury,1998,Non-sedan,White,1778,107.9365079,Single,70000,10.5,46,40,30,NaN,NaN,NaN,645,275,172,524,812,640,352,545,149,1289,NaN,629,1274,799,301,817,138,262,210,207,153,569,197,428,1122,902,560,473,568,921,1774,34.5,668,685,827,813,830,838,20,651,1840,1068,542,1020,110.430839,0.542675555,2.8808887,0,NaN
222,Female,28,Los Angles CA,West,White Collar,14,0,8,Economy,1997,Sedan,White,1778,65.75963719,Single,150000,9,NaN,NaN,NaN,12,7,34,590,232,198,530,796,598,332,402,129,972,802,596,930,810,234,787,114,242,185,183,143,572,202,379,993,844,548,425,463,901,1724,12,579,587,767.6,759,769,775,21,694,1586,721,377,1084,66.4399093,0.630540013,-0.703488111,-0.938333452,4
223,Male,28,Los Angles CA,Midwest,Management,18,0,10,Luxury,1995,Sedan,White,1778,77.09750567,Single,70000,10,42,33,32,NaN,NaN,NaN,599,252,222,543,834,612,321,433,136,993,NaN,621,1045,803,255,804,123,259,201,190,152,564,192,377,1034,870,559,441,510,933,1772,12,601,604,778,781,779,774,6,667,1734,841,438,1039,77.55102041,-0.114540249,-0.159447581,0,NaN
224,Female,27,Los Angles CA,West,Blue Collar,16,0,5,Economy,1994,Sedan,White,1676.4,55.32879819,Married,37500,7.5,NaN,NaN,NaN,6,7,34,607,231,191,484,730,539,293,345,127,878,757,575,856,750,273,776,109,244,185,183,144,548,187,404,989,776,509,374,409,897,1652,7,577,566,746.6,747,745,748,9,689,1547,630,360,1018,56.6893424,0.026640819,-0.576250553,-0.951485753,2
225,Female,35,Los Angles CA,West,White Collar,14,3,0.5,Luxury,1994,Sedan,Hispanic,1524,58.50340136,Married,70000,6,NaN,NaN,NaN,7,8,36,573,217,192,505,757,565,313,390,130,981,834,542,937,695,242,740,112,228,184,176,141,530,180,370,943,755,479,442,440,830,1541,19,520,520,746,736,748,754,18,647,1493,765,315,949,56.91609977,-1.492133379,0.143067598,0.742049396,2
226,Female,43,Los Angles CA,West,White Collar,16,0,0.5,Economy,1988,Sedan,White,1600.2,86.16780045,Married,NaN,8,NaN,NaN,NaN,16,16,38,586,241,196,507,775,579,311,470,131,1173,979,578,1070,708,259,767,105,242,189,174,154,562,190,397,1106,831,505,440,489,872,1625,36,614,609,787.3,776,792,794,31,856,1727,1063,354,1029,88.66213152,-0.004012058,0.659899712,-0.865244746,3
227,Male,38,Los Angles CA,Midwest,White Collar,16,4,8,Economy,1995,Non-sedan,White,1778,74.82993197,Married,70000,9.5,40,32,32,NaN,NaN,NaN,588,267,217,530,818,601,313,424,136,960,NaN,584,995,764,244,820,120,272,210,196,155,566,195,356,984,835,539,430,481,942,1746,7,578,567,768,768,770,766,4,655,1695,795,492,994,71.42857143,-0.787679076,-0.6446141,0,NaN
228,Male,24,Los Angles CA,South,White Collar,16,0,5,Luxury,1994,Sedan,White,1879.6,69.3877551,Single,37500,10.5,NaN,34,NaN,NaN,NaN,NaN,628,250,206,555,866,660,349,402,148,940,NaN,615,984,842,246,845,125,276,189,214,157,584,201,355,965,913,572,450,489,974,1852,11.5,550,532,827.6,829,824,830,13,637,1678,794,435,1079,70.29478458,0.034791999,-1.189140201,0,NaN
229,Male,24,Los Angles CA,West,Service,16,0,10,Economy,1997,Non-sedan,White,1778,81.63265306,Single,37500,9.5,42,33,34,NaN,NaN,NaN,605,267,232,578,883,651,346,465,137,1056,NaN,604,1124,807,231,808,118,263,210,202,153,578,204,363,1020,893,550,486,533,929,1784,12.5,614,599,828.3,831,828,826,6.5,633,1703,852,440,1050,82.0861678,0.237130165,-0.562003255,0,NaN
231,Female,27,Los Angles CA,West,White Collar,18,0,2.5,Luxury,1997,Sedan,Asian,1574.8,61.2244898,Single,37500,7,NaN,NaN,NaN,7,7,32,581,230,204,490,752,548,286,382,138,909,787,549,917,714,265,742,115,233,180,171,149,563,192,412,1021,742,496,392,470,854,1572,24,608,609,738,724,741,749,24.5,598,1504,797,387,949,62.13151927,-1.082176924,0.016052714,-0.681027114,2
232,Male,34,Los Angles CA,Foreign,Management,18,0,5,Economy,1997,Non-sedan,Black,1727.2,71.20181406,Single,70000,9,40,31,32,NaN,NaN,NaN,551,255,232,547,865,633,315,405,142,935,NaN,611,984,806,199,759,119,272,200,199,158,595,210,342,984,867,559,449,478,875,1715,10.5,591,604,802,802,802,802,6.5,582,1559,801,421,1027,72.56235828,-0.483116835,-0.538067043,0,NaN
233,Female,31,Los Angles CA,West,White Collar,18,0,10,Economy,1998,Sedan,White,1689.1,63.49206349,Single,90000,7.5,NaN,NaN,NaN,10,8,34,583,229,210,515,779,569,305,373,134,932,782,564,884,769,256,794,113,237,182,185,147,565,198,397,975,801,514,401,452,902,1687,11,578,584,753,750,750,759,18,667,1577,712,381,1010,64.39909297,0.281072825,-0.853480101,0.611661851,4
234,Male,24,Los Angles CA,Foreign,Management,16,0,8,Luxury,1994,Sedan,Hispanic,1625.6,61.2244898,Single,37500,8,36,30,28,NaN,NaN,NaN,544,249,218,512,778,560,294,416,131,906,NaN,549,948,716,232,760,112,241,192,178,154,575,202,337,963,777,495,422,471,869,1620,13,571,557,724.6,720,729,725,5,578,1543,761,376,912,61.67800454,-2.53194356,-0.004374197,0,NaN
235,Female,39,Los Angles CA,Midwest,White Collar,16,0,10,Economy,1998,Non-sedan,White,1701.8,72.56235828,Single,90000,8,NaN,NaN,NaN,10,12,36,583,247,210,519,794,584,309,404,132,943,798,597,923,758,244,789,120,244,185,187,144,552,189,459,1128,790,533,405,454,910,1695,13,636,640,776,783,773,772,25,707,1615,784,375,1011,73.46938776,0.342582941,0.246690989,-0.413234144,2
236,Female,31,Los Angles CA,West,White Collar,14,1,0.5,Economy,1989,Sedan,White,1625.6,65.75963719,Married,52500,7.5,NaN,NaN,NaN,8,NaN,40,534,230,203,495,761,558,292,392,141,1027,836,582,925,749,215,731,112,235,179,180,158,587,198,395,994,799,522,395,448,836,1621,32,578,591,757.6,740,762,771,26,696,1523,820,372,1013,66.4399093,-0.681444407,0.031898931,-1.492377162,4
237,Male,42,Los Angles CA,South,Service,18,1,0.5,Economy,1998,Non-sedan,White,1778,99.77324263,Single,52500,10.5,40,38,32,NaN,NaN,NaN,623,286,201,532,831,630,331,499,146,1146,NaN,623,1123,796,268,783,109,277,226,214,157,600,213,401,1111,913,565,486,505,900,1761,36,652,654,805,805,815,795,15,692,1786,1040,468,1042,103.6281179,0.344188213,1.137041807,0,NaN
238,Male,36,Los Angles CA,West,Management,18,4,2.5,Economy,1998,Non-sedan,White,1803.4,77.09750567,Married,90000,10.5,36,33,32,NaN,NaN,NaN,599,267,219,559,866,647,340,424,136,957,NaN,609,988,814,228,797,111,279,208,201,150,565,196,375,1024,894,570,457,475,921,1780,12,599,594,828.6,827,832,827,9.5,653,1665,859,405,1070,76.8707483,-0.116612799,-0.173744172,0,NaN
239,Female,41,Los Angles CA,West,White Collar,12,2,5,Economy,1991,Sedan,White,1727.2,73.46938776,Divorced/Widowed,37500,8,NaN,NaN,NaN,11,11,36,623,240,202,535,815,613,333,420,137,964,824,611,945,772,279,805,110,249,200,191,151,555,190,400,1039,841,534,440,468,918,1730,16,609,596,781.6,774,781,790,28,732,1671,790,400,1048,72.78911565,1.024524212,-0.962637782,0.243285209,2
240,Male,38,Los Angles CA,West,Management,18,2,2.5,Luxury,1997,Sedan,Asian,1727.2,68.02721088,Married,70000,8.5,38,32,31,NaN,NaN,NaN,614,255,214,534,836,622,320,410,148,892,NaN,585,942,776,263,837,124,256,205,196,156,570,194,363,983,815,537,430,468,937,1740,9.5,560,574,789.3,789,782,797,7.5,651,1639,825,413,1024,68.93424036,-0.288047194,0.112911128,0,NaN
241,Female,27,Los Angles CA,West,Blue Collar,12,0,2.5,Economy,1998,Non-sedan,White,1574.8,59.86394558,Single,52500,6.5,NaN,NaN,NaN,NaN,NaN,36,554,224,195,482,732,537,287,380,135,900,755,562,880,704,243,736,106,223,180,175,143,520,178,364,985,745,484,405,422,851,1577,12.5,583,584,723,725,728,716,16,584,1521,792,394,915,58.27664399,-0.88754797,0.312587976,-0.186736688,1
242,Male,53,Los Angles CA,Northeast,Management,16,0,8,Luxury,1997,Sedan,White,1803.4,77.09750567,Single,90000,9.5,42,33,30,NaN,NaN,NaN,607,254,212,527,821,609,315,429,144,1049,NaN,593,1045,784,242,790,115,264,205,199,153,569,196,376,1003,847,558,418,467,913,1760,16,570,565,794,792,798,792,12,657,1719,943,443,1013,78.00453515,-0.039076049,-0.186218679,0,NaN
243,Female,55,Los Angles CA,Northeast,White Collar,14,1,5,Economy,1998,Sedan,White,1600.2,52.15419501,Divorced/Widowed,37500,8.5,NaN,NaN,NaN,4,4,34,538,227,180,475,729,549,295,332,125,872,675,536,794,711,219,752,116,247,174,186,137,521,187,414,969,748,498,368,379,868,1591,9,556,571,725.6,726,725,726,16,712,1492,600,350,983,51.70068027,-1.00741291,-0.645161986,-0.458081156,4
244,Female,22,Los Angles CA,Northeast,White Collar,16,0,5,Luxury,1994,Sedan,Asian,1638.3,54.42176871,Single,37500,7,NaN,NaN,NaN,4,5,34,595,229,190,475,738,548,285,355,135,820,723,539,805,712,294,775,119,237,175,181,149,555,184,373,939,751,496,381,429,896,1627,15,567,546,718.3,702,732,721,18,580,1525,754,386,931,54.19501134,-0.760305762,-0.748772323,1.329414368,1
245,Male,35,Los Angles CA,Northeast,Management,18,1,5,Luxury,1997,Sedan,White,1854.2,85.26077098,Married,150000,12,42,36,NaN,NaN,NaN,NaN,636,269,211,563,875,664,352,482,145,1009,NaN,619,1022,815,258,835,129,282,210,205,159,568,197,370,1036,905,580,482,505,966,1828,18,615,609,794,804,779,799,10,663,1785,914,495,1082,86.62131519,0.823656201,-0.011401957,0,NaN
246,Male,37,Los Angles CA,West,Management,16,2,2.5,Economy,1988,Non-sedan,White,1803.4,87.07482993,Married,150000,11,42,33,33,NaN,NaN,NaN,628,279,207,535,837,630,328,424,137,1062,NaN,636,1089,807,264,818,126,268,211,200,145,558,198,390,1086,881,569,450,493,945,1793,21.5,633,633,812.3,789,827,821,19,658,1741,937,435,1066,88.20861678,0.726054847,0.014393794,0,NaN
247,Male,23,Los Angles CA,Midwest,Service,16,0,2.5,Economy,1998,Sedan,White,1778,86.16780045,Single,37500,9.5,36,36,30,NaN,NaN,NaN,579,272,219,540,822,603,321,440,157,1062,NaN,632,1061,759,230,764,124,262,213,198,166,590,197,384,1039,837,549,475,515,893,1756,21,629,626,796.6,797,802,791,11,620,1741,942,484,997,84.58049887,-0.070443377,-0.087704271,0,NaN
249,Female,23,Los Angles CA,Foreign,White Collar,16,0,2.5,Luxury,1997,Sedan,Asian,1498.6,53.51473923,Single,37500,6.5,NaN,NaN,NaN,6,6,34,537,220,188,466,718,530,278,398,140,897,754,527,875,687,231,710,108,226,170,172,155,551,178,360,949,722,470,386,436,820,1522,19,553,545,700.3,696,705,700,17,640,1452,714,349,928,53.28798186,-1.703025222,0.194877326,-0.024919862,2
250,Male,45,Los Angles CA,West,Management,21,2,2.5,Economy,1996,Non-sedan,White,1854.2,113.3786848,Divorced/Widowed,90000,11,46,40,32,NaN,NaN,NaN,672,291,209,563,879,670,354,499,141,1206,NaN,665,1139,824,296,840,122,276,220,202,156,599,203,451,1179,938,602,476,555,970,1854,29.5,731,725,849.3,869,841,838,16,638,1885,1094,610,1057,119.047619,1.400690556,1.993718743,0,NaN
251,Male,25,Los Angles CA,Foreign,White Collar,16,0,5,Luxury,1994,Sedan,,1727.2,77.09750567,Single,70000,9,NaN,32,30,NaN,NaN,NaN,565,259,218,544,841,623,326,458,132,992,NaN,593,1059,768,212,771,125,255,215,187,146,560,195,356,1017,835,544,471,480,895,1715,19,636,629,778,781,771,782,7,595,1646,845,433,987,78.68480726,-0.720968604,-0.119099572,0,NaN
252,Female,48,Los Angles CA,West,White Collar,16,0,2.5,Economy,1986,Sedan,White,1663.7,68.02721088,Married,37500,8.5,NaN,NaN,NaN,10,10,36,587,256,205,515,798,593,310,378,134,965,830,573,920,762,243,778,119,254,200,197,147,580,195,415,1063,819,538,421,444,901,1676,11,623,610,798,797,799,798,20,708,1548,736,335,1040,70.06802721,-0.411905318,-0.263700813,-1.675161242,3
253,Male,36,Los Angles CA,West,White Collar,12,2,2.5,Economy,1997,Non-sedan,Asian,1600.2,79.36507937,Married,70000,7,40,34,29,NaN,NaN,NaN,586,259,212,500,777,565,288,439,156,974,NaN,551,999,675,265,776,126,238,212,184,162,570,194,377,1055,748,493,483,493,879,1597,20.5,622,625,726.3,725,725,729,13,607,1687,915,503,896,81.17913832,-2.227133989,2.25224781,0,NaN
254,Female,25,Los Angles CA,Foreign,White Collar,16,0,0.5,Luxury,1994,Sedan,Hispanic,1651,71.20181406,Married,52500,7,NaN,NaN,NaN,8,12,34,599,226,186,486,761,575,300,375,134,918,779,591,875,724,278,773,126,236,177,186,155,564,190,493,1166,754,501,385,418,887,1635,17.5,703,698,724,722,718,732,20,701,1605,770,382,975,69.16099773,-0.05417404,0.324991554,-0.12585704,2
255,Male,36,Los Angles CA,West,Management,18,1,5,Luxury,1994,Sedan,White,1752.6,70.29478458,Married,150000,9,38,31,32,NaN,NaN,NaN,565,256,185,508,798,613,323,385,134,952,NaN,601,969,798,207,776,120,261,194,194,144,556,198,354,960,857,552,433,459,876,1708,11,555,561,813.6,811,811,819,8.5,576,1560,809,393,1019,66.89342404,-1.308962345,-0.52592814,0,NaN
256,Female,26,Los Angles CA,Northeast,White Collar,16,0,5,Economy,1994,Sedan,Asian,1651,58.9569161,Single,37500,8,NaN,NaN,NaN,6,6,34,564,238,180,484,758,578,304,368,138,878,745,570,865,779,235,740,106,240,182,182,150,547,187,384,969,809,526,385,417,867,1664,16,580,583,762,760,758,768,21,629,1528,702,370,1019,57.59637188,0.261263758,-0.575945258,-0.589155257,3
257,Female,36,Los Angles CA,<undefined>,Management,16,2,5,Economy,1989,Sedan,Asian,1549.4,62.58503401,Married,150000,7.5,NaN,NaN,NaN,10,10,34,562,230,189,481,752,563,292,420,132,970,785,530,927,712,232,718,107,249,185,187,143,528,180,394,986,791,502,417,458,831,1559,22.5,563,572,735.6,731,735,741,22,678,1537,800,325,981,62.35827664,-1.188259244,0.651104271,-0.558331311,2
258,Female,39,Los Angles CA,West,White Collar,16,1,5,Luxury,1994,Sedan,Black,1587.5,58.04988662,Divorced/Widowed,37500,6.5,NaN,NaN,NaN,6,6,34,575,228,172,470,721,549,298,365,126,860,749,572,834,693,262,748,108,231,182,170,139,555,188,411,1020,753,490,385,417,865,1603,13,633,619,678.6,674,680,682,23,797,1580,679,315,1010,60.99773243,-0.635755718,-0.096603557,-0.084574878,3
259,Male,45,Los Angles CA,West,Management,16,1,0.5,Economy,1997,Sedan,White,1828.8,99.77324263,Married,150000,10.5,42,36,32,NaN,NaN,NaN,616,268,200,546,865,665,346,471,143,1079,NaN,668,1064,843,238,790,121,276,217,206,152,583,205,446,1156,910,602,435,479,914,1820,19.5,686,684,818.3,819,816,820,14.5,608,1774,991,562,1047,101.1337868,0.942601919,1.139450192,0,NaN
260,Female,43,Los Angles CA,South,White Collar,16,1,8,Economy,1998,Sedan,White,1600.2,56.6893424,Married,70000,8.5,NaN,NaN,NaN,8,8,34,519,235,189,486,748,559,297,358,132,905,765,547,870,763,201,710,112,246,175,177,143,552,193,368,920,827,516,418,423,817,1612,14,538,544,719,734,708,715,25.5,698,1464,717,305,1033,56.91609977,-0.569470465,-0.637305677,-0.456279725,2
261,Male,30,Los Angles CA,West,White Collar,16,0,5,Economy,1984,Sedan,White,1771.65,72.56235828,Single,70000,10,44,31,31,NaN,NaN,NaN,634,254,219,521,826,607,302,430,141,998,NaN,577,1063,785,305,839,106,271,208,203,152,563,198,329,924,854,538,465,476,941,1752,10,548,566,774.3,771,772,780,8.5,561,1643,771,464,1003,70.06802721,0.092789561,-0.182957709,0,NaN
263,Male,29,Los Angles CA,West,White Collar,16,0,2.5,Luxury,1997,Sedan,White,1790.7,82.99319728,Single,70000,11,44,34,31,NaN,NaN,NaN,620,280,209,546,852,643,337,439,141,1005,NaN,594,992,786,250,840,123,263,214,203,151,557,191,380,1011,838,560,438,489,956,1775,11,615,613,808.6,800,808,818,8.5,539,1697,877,527,970,80.95238095,0.169912964,-0.130014345,0,NaN
264,Male,36,Los Angles CA,West,Management,16,2,2.5,Luxury,1995,Sedan,White,1905,83.90022676,Married,150000,11,42,34,34,NaN,NaN,NaN,653,275,234,582,908,674,348,436,145,1014,NaN,654,1026,876,259,858,121,277,214,199,158,573,197,375,1044,954,596,478,517,996,1910,14.5,600,594,848,840,849,855,11.5,609,1732,915,497,1115,83.67346939,0.867893219,-1.123614907,0,NaN
265,Female,38,Los Angles CA,West,White Collar,12,0,2.5,Economy,1997,Sedan,White,1651,58.9569161,Divorced/Widowed,37500,7,NaN,NaN,NaN,6,7,NaN,606,227,191,494,743,552,303,373,127,904,749,562,888,761,289,800,112,239,165,174,143,522,179,395,986,799,516,402,423,897,1656,14,573,590,705.6,733,685,699,24,708,1602,715,373,1014,58.73015873,0.410714835,-0.223641306,-1.53175652,NaN
266,Male,49,Los Angles CA,Northeast,Management,16,2,5,Economy,1997,Non-sedan,White,1854.2,104.30839,Married,150000,11,44,38,32,NaN,NaN,NaN,656,283,215,570,886,671,355,494,153,1149,NaN,646,1142,818,272,836,132,280,239,208,164,600,211,423,1152,949,596,515,533,943,1827,27,650,657,825.6,835,821,821,14,648,1810,1033,532,1085,105.6689342,1.333174467,0.727218747,0,NaN
267,Male,45,Los Angles CA,Northeast,Blue Collar,14,2,2.5,Luxury,1994,Sedan,White,1828.8,99.77324263,Married,150000,10.5,42,38,30,NaN,NaN,NaN,619,289,215,561,860,645,346,450,153,1139,NaN,654,1142,811,247,830,119,275,211,212,159,573,197,410,1120,906,579,468,515,949,1839,28,655,654,860.3,864,852,865,12.5,648,1859,993,575,1039,101.814059,1.278209209,0.684200048,0,NaN
268,Female,22,Los Angles CA,West,White Collar,16,0,5,Economy,1997,Sedan,Black,1676.4,70.29478458,Single,37500,9,NaN,NaN,NaN,10,10,36,575,252,192,501,794,602,309,395,134,968,790,625,915,774,233,746,115,256,189,186,152,566,191,428,1076,803,527,412,442,859,1648,17,664,639,767,785,770,746,25,660,1531,765,355,1012,70.74829932,-0.091981135,0.107868694,0.967719138,3
269,Female,42,Los Angles CA,South,White Collar,16,0,2.5,Economy,1994,Non-sedan,White,1625.6,82.99319728,Single,37500,8.5,NaN,NaN,NaN,14,14,44,567,248,214,522,797,583,308,424,130,1091,889,577,1005,750,233,754,112,242,183,183,141,551,195,467,1141,802,529,402,479,874,1622,33,654,677,780.6,772,785,785,25,763,1616,885,331,1035,83.44671202,-0.159319982,0.202713311,-0.557849765,3
270,Female,25,Los Angles CA,<undefined>,Management,16,0,5,Luxury,1995,Sedan,Asian,1600.2,63.49206349,Married,90000,7,NaN,NaN,NaN,10,11,34,560,236,207,494,752,545,287,401,150,1009,845,551,974,690,253,723,111,232,195,181,158,548,180,384,1032,740,486,415,469,845,1560,38,592,590,754,740,758,764,25,702,1548,870,355,966,67.57369615,-1.108916163,0.294563591,-0.300376922,2
271,Male,40,Los Angles CA,Northeast,Management,16,2,8,Luxury,1998,Non-sedan,White,1828.8,83.90022676,Married,150000,11,42,34,32,NaN,NaN,NaN,610,283,231,575,882,651,344,439,138,1071,NaN,634,1075,816,231,827,118,271,212,209,154,589,204,405,1093,895,560,455,512,943,1793,11,670,667,836.3,831,835,843,10.5,647,1713,874,455,1054,88.66213152,0.387164176,-0.070976719,0,NaN
272,Male,41,Los Angles CA,Foreign,White Collar,21,3,2.5,Economy,1997,Non-sedan,White,1803.4,92.5170068,Married,90000,10.5,42,38,32,NaN,NaN,NaN,595,275,205,546,855,650,341,459,145,1022,NaN,614,1049,774,204,784,123,278,214,203,160,580,192,392,1072,894,566,512,507,903,1765,22.5,654,632,812.3,824,809,804,13,731,1803,1033,413,1065,95.01133787,0.048317872,0.017613351,0,NaN
273,Male,49,Los Angles CA,Northeast,Management,18,1,8,Economy,1998,<undefined>,White,1701.8,65.30612245,Married,150000,10,38,32,30,NaN,NaN,NaN,567,263,202,520,807,605,318,393,136,883,NaN,590,911,757,220,764,118,268,191,193,157,554,184,367,961,803,528,402,441,893,1689,6.5,586,595,794.3,791,801,791,9.5,617,1610,782,411,976,65.07936508,-1.120589137,0.382248104,0,NaN
274,Male,39,Los Angles CA,Midwest,Management,16,2,8,Economy,1996,Sedan,White,1778,73.46938776,Married,150000,10.5,40,33,31,NaN,NaN,NaN,564,265,216,542,835,619,326,400,146,961,NaN,582,1018,761,196,792,118,276,210,205,162,582,199,378,976,842,543,435,480,905,1730,10,567,574,794.6,796,794,794,10,687,1622,843,398,1056,74.14965986,-0.724846303,-0.297383368,0,NaN
275,Male,24,Los Angles CA,Midwest,Management,16,0,8,Economy,1990,Non-sedan,White,1727.2,68.02721088,Single,37500,9.5,NaN,32,30,NaN,NaN,NaN,578,249,211,520,833,622,309,392,139,939,NaN,588,954,764,239,800,120,270,196,194,155,578,205,365,983,844,544,470,473,902,1712,11.5,570,554,760,753,758,769,10,615,1645,839,442,992,67.57369615,-0.630011082,-0.128920689,0,NaN
276,Male,41,Los Angles CA,West,Blue Collar,14,2,0.5,Economy,1994,Sedan,White,1752.6,79.36507937,Divorced/Widowed,NaN,9.5,42,32,NaN,NaN,NaN,NaN,602,267,209,542,837,628,333,464,141,1039,NaN,583,1080,770,248,791,116,263,225,206,154,576,199,350,976,827,548,455,509,916,1740,12,558,561,789.3,786,791,791,8,629,1683,856,438,1005,77.32426304,-0.29549554,0.116319239,0,NaN
277,Female,35,Los Angles CA,Midwest,Management,16,0,10,Economy,1997,Sedan,White,1733.55,61.2244898,Single,70000,8.5,NaN,NaN,NaN,8,10,36,580,228,197,529,816,619,332,366,135,871,723,599,842,844,223,780,120,241,179,187,143,549,192,401,989,893,556,380,422,889,1734,12,578,580,774,767,774,781,16,709,1534,665,332,1119,60.54421769,0.461904198,-1.790111303,-0.504419029,1
278,Male,50,Los Angles CA,West,Management,16,2,2.5,Economy,1997,Non-sedan,White,1778,86.16780045,Married,150000,11,42,36,32,NaN,NaN,NaN,647,281,198,537,832,634,339,471,143,1026,NaN,627,1037,786,276,804,145,277,221,204,160,583,200,398,1071,891,562,463,494,925,1777,15,642,640,788,784,798,782,10,640,1720,929,455,1052,88.20861678,0.452635765,0.283514619,0,NaN
279,Male,38,Los Angles CA,Midwest,Management,16,0,5,Economy,1998,Non-sedan,Black,1701.8,68.02721088,Single,52500,9,38,31,31,NaN,NaN,NaN,568,261,218,506,797,579,288,405,138,962,NaN,571,1021,759,257,780,129,265,208,201,149,570,199,330,954,842,535,440,455,896,1688,9,565,573,746.6,745,750,745,4.5,620,1602,754,405,992,69.3877551,-1.434569478,-0.498054415,0,NaN
280,Male,38,Los Angles CA,Midwest,White Collar,16,0,5,Economy,1985,Non-sedan,White,1549.4,63.94557823,Single,52500,7,38,31,29,NaN,NaN,NaN,563,244,189,447,741,552,258,411,131,926,NaN,552,952,670,254,726,111,232,215,171,141,544,190,356,966,802,475,418,440,846,1566,17.5,570,573,704.6,710,699,705,16,618,1558,812,374,915,63.71882086,-1.974283934,0.983054876,0,NaN
281,Male,31,Los Angles CA,South,White Collar,16,0,10,Economy,1997,Sedan,White,1879.6,86.16780045,Single,52500,10,42,33,34,NaN,NaN,NaN,648,266,217,545,847,630,328,492,134,1036,NaN,644,1092,860,287,848,123,270,209,203,151,558,193,380,1040,920,585,482,503,978,1869,13,607,612,816,818,813,817,3.5,659,1774,890,468,1103,85.71428571,0.728641152,-0.912451148,0,NaN
282,Male,38,Los Angles CA,West,Management,18,0,8,Luxury,1998,Sedan,Black,1701.8,83.90022676,Single,150000,9,42,34,29,NaN,NaN,NaN,559,269,216,515,793,577,299,459,145,1002,NaN,603,999,725,230,763,120,269,218,197,156,585,202,400,1134,790,521,465,507,886,1674,31,686,660,744,745,749,738,23,652,1698,894,484,954,86.84807256,-1.174034119,1.277329683,0,NaN
283,Female,47,Los Angles CA,West,White Collar,14,NaN,2.5,Economy,1992,Sedan,Black,1625.6,58.9569161,Divorced/Widowed,NaN,6.5,NaN,NaN,NaN,12,8,34,555,220,195,482,743,548,287,329,131,828,688,590,825,731,233,745,103,233,180,190,146,532,180,412,1009,785,506,374,408,853,1630,14,585,577,726.3,717,736,726,20,790,1563,648,302,1040,55.55555556,-0.087781593,-0.601402879,0.357707381,NaN
285,Male,27,Los Angles CA,South,Management,16,0,8,Luxury,1994,Sedan,Black,1828.8,83.44671202,Single,52500,10.5,44,33,32,NaN,NaN,NaN,640,267,237,569,877,640,332,446,144,994,NaN,627,1037,803,282,849,119,274,205,200,154,587,205,373,1044,864,543,512,523,969,1805,9.5,625,628,811.3,812,813,809,6.5,653,1755,787,437,1046,83.67346939,0.504470527,-0.1185726,0,NaN
286,Female,44,Los Angles CA,Northeast,White Collar,14,2,2.5,Economy,1998,Sedan,White,1676.4,64.39909297,Married,150000,7.5,NaN,NaN,NaN,12,10,36,564,230,200,499,777,577,299,395,130,989,800,609,937,789,219,729,113,237,190,185,144,548,194,419,1019,836,532,418,450,848,1668,18,566,582,763.3,759,762,769,21,746,1551,746,306,1072,66.21315193,0.778148174,-0.346447736,0.221910894,3
287,Male,46,Los Angles CA,Midwest,Management,16,1,2.5,Luxury,1996,Sedan,Hispanic,1752.6,90.70294785,Married,150000,8.5,44,38,30,NaN,NaN,NaN,604,254,214,555,845,631,341,465,140,1102,NaN,620,1082,749,233,817,132,249,206,194,158,563,185,405,1121,916,539,438,506,917,1742,31,620,629,795.6,802,790,795,13,698,1717,1030,470,1029,92.06349206,-0.065473922,0.781169713,0,NaN
288,Female,41,Los Angles CA,<undefined>,White Collar,16,1,5,Economy,1996,Sedan,Asian,1549.4,45.35147392,Married,NaN,6.5,NaN,NaN,NaN,4,2,32,554,225,183,451,685,502,268,312,140,826,733,504,806,678,262,728,112,225,174,173,154,520,170,350,888,692,462,394,401,835,1523,8.5,495,494,677.3,667,679,686,13,652,1427,616,306,930,45.12471655,-1.822664142,0.039950546,-1.385282278,2
289,Male,39,Los Angles CA,West,Management,16,2,8,Luxury,1995,Sedan,White,1905,102.0408163,Married,150000,10.5,46,40,34,NaN,NaN,NaN,631,274,221,566,882,661,345,469,144,1107,NaN,689,1114,867,246,845,111,272,202,192,151,585,205,429,1127,984,609,486,533,970,1901,28.5,656,663,839.6,848,834,837,12,636,1796,1016,498,1104,101.1337868,2.005787849,-0.133698583,0,NaN
290,Female,50,Los Angles CA,Foreign,White Collar,16,0,2.5,Economy,1995,Sedan,Asian,1574.8,53.51473923,Divorced/Widowed,NaN,5.5,NaN,NaN,NaN,8,7,32,543,214,195,485,725,530,290,360,136,920,766,526,870,674,236,732,108,215,171,168,152,532,179,350,899,783,473,398,409,846,1564,20,531,511,696.3,694,701,694,15,672,1510,764,361,939,54.87528345,-1.542012215,9.11E-05,0.16327399,2
293,Male,45,Los Angles CA,Midwest,White Collar,18,2,8,Economy,1998,Sedan,White,1841.5,98.86621315,Divorced/Widowed,150000,11,44,34,31,NaN,NaN,NaN,649,287,205,560,872,667,355,468,143,1108,NaN,627,1104,781,273,855,127,270,218,212,159,606,214,391,1074,871,570,505,533,981,1836,18,655,657,857.6,875,859,839,10.5,703,1825,919,485,1060,99.54648526,1.187150121,0.612079382,0,NaN
295,Male,41,Los Angles CA,Midwest,White Collar,18,0,5,Luxury,1998,Sedan,White,1676.4,76.64399093,Married,150000,7.5,40,32,30,NaN,NaN,NaN,578,251,208,536,823,615,328,440,142,997,NaN,564,995,719,231,771,122,243,206,182,153,577,200,365,1010,797,516,458,486,890,1657,14.5,626,616,762.6,768,770,750,8,597,1634,881,432,952,79.138322,-1.262453198,0.031345073,0,NaN
297,Male,28,Los Angles CA,West,White Collar,16,1,0.5,Luxury,1987,Sedan,White,1879.6,97.95918367,Married,52500,13,46,36,33,NaN,NaN,NaN,599,278,229,572,910,681,343,471,155,1129,NaN,662,1157,856,216,824,131,305,221,224,162,616,215,390,1078,907,598,503,529,933,1847,12.5,625,636,861.3,869,859,856,11,596,1749,935,480,1072,95.69160998,0.632292628,-0.608586729,0,NaN
298,Female,39,Los Angles CA,South,White Collar,12,2,5,Economy,1997,Non-sedan,White,1727.2,70.29478458,Married,90000,8.5,NaN,NaN,NaN,10,12,34,609,248,205,545,801,596,340,402,139,945,815,604,950,785,248,808,108,249,189,188,147,554,190,441,1068,825,536,412,457,914,1722,17.5,621,616,794,793,795,794,24,723,1644,763,372,1049,69.3877551,0.944942951,-0.335608274,0.504524708,2
299,Male,28,Los Angles CA,West,White Collar,16,0,8,Economy,1997,Sedan,White,1828.8,81.63265306,Single,25000,10,42,32,34,NaN,NaN,NaN,621,263,238,580,897,659,342,451,134,1014,NaN,618,1080,842,240,842,117,273,223,210,143,554,195,351,967,877,577,492,516,952,1825,6,591,589,843.6,843,846,842,3,554,1666,805,458,1065,80.27210884,-0.126013428,-0.988832295,0,NaN
300,Male,29,Los Angles CA,Foreign,Service,14,2,2.5,Luxury,1991,Sedan,White,1930.4,74.82993197,Married,52500,13,40,33,34,NaN,NaN,NaN,658,273,192,560,907,715,368,437,135,945,NaN,631,945,891,260,876,133,293,233,232,152,589,211,378,989,916,622,469,448,999,1928,7,550,552,902.6,905,901,902,9,629,1721,823,441,1142,74.6031746,-0.269816935,-1.950726151,0,NaN
301,Male,46,Los Angles CA,Foreign,White Collar,16,0,5,Economy,1998,Sedan,White,1701.8,72.56235828,Divorced/Widowed,90000,7,40,32,30,NaN,NaN,NaN,586,246,223,536,832,609,313,429,143,999,NaN,577,1021,751,241,788,121,237,204,185,151,555,195,344,972,803,525,445,488,899,1692,13.5,581,575,775.6,772,776,779,8,588,1623,837,431,984,73.46938776,-0.857996345,0.219634399,0,NaN
303,Male,40,Los Angles CA,West,White Collar,16,3,2.5,Economy,1998,Non-sedan,White,1828.8,90.70294785,Married,52500,9.5,42,36,34,NaN,NaN,NaN,620,277,213,559,890,677,346,451,143,1042,NaN,637,1043,846,232,823,111,278,216,200,151,556,187,409,1076,921,591,462,485,944,1849,20,610,615,870.3,871,870,870,14,655,1737,926,469,1111,87.98185941,0.706196904,-0.697355688,0,NaN
304,Female,41,Los Angles CA,West,White Collar,18,2,2.5,Luxury,1995,Sedan,White,1625.6,52.60770975,Married,90000,6.5,NaN,NaN,NaN,8,6,36,594,214,172,474,726,554,302,355,125,865,726,547,805,700,268,760,113,234,176,176,140,531,178,385,955,761,491,390,394,879,1620,7,544,554,714.6,715,715,714,18.5,690,1544,654,322,988,52.83446712,-0.347436786,-0.214903712,0.351155698,2
305,Male,51,Los Angles CA,Northeast,White Collar,16,2,2.5,Economy,1998,Non-sedan,White,1676.4,68.02721088,Married,90000,8,42,33,29,NaN,NaN,NaN,583,241,229,550,830,601,321,434,138,985,NaN,563,988,701,230,748,119,240,198,185,156,563,191,362,979,767,490,443,482,873,1615,10.5,559,545,766.3,754,780,765,11,638,1606,805,419,955,68.02721088,-2.038520098,0.279012561,0,NaN
306,Male,28,Los Angles CA,West,Service,16,0,0.5,<undefined>,NaN,<undefined>,Black,1778,77.09750567,Single,52500,11.5,48,42,29,NaN,NaN,NaN,616,273,238,556,871,633,318,529,145,1314,NaN,653,1312,741,278,789,125,272,225,208,151,593,204,446,1189,857,557,530,590,911,1766,34,728,747,836.3,834,834,841,15,776,1972,1311,549,1002,126.5306122,-1.352807045,3.384388685,0,NaN
307,Female,42,Los Angles CA,West,White Collar,16,1,5,Economy,1994,Sedan,Asian,1574.8,58.04988662,Married,52500,5.5,NaN,NaN,NaN,6,8,34,580,215,191,466,703,512,275,352,138,868,729,545,835,703,280,745,116,222,175,168,149,538,181,391,971,734,477,390,431,856,1584,16,546,550,681.6,682,682,681,22,696,1508,684,339,977,55.78231293,-0.34139806,0.088548228,0.380671114,2
309,Female,28,Los Angles CA,West,White Collar,16,0,2.5,Economy,1992,Sedan,White,1549.4,53.06122449,Married,52500,7.5,NaN,NaN,NaN,6,8,34,529,221,186,473,727,541,287,360,134,871,712,554,842,695,216,726,111,230,169,170,145,553,188,389,987,726,476,397,417,827,1548,17,573,579,731.3,737,726,731,23,663,1460,670,311,956,54.87528345,-1.602759361,-0.294580609,1.267011046,3
310,Female,29,Los Angles CA,Foreign,White Collar,16,0,8,Economy,1993,<undefined>,Asian,1574.8,49.88662132,Single,37500,5.5,NaN,NaN,NaN,4,4,32,571,222,185,456,696,511,271,318,145,846,740,509,819,704,270,726,112,225,173,174,170,566,177,358,891,725,483,390,412,852,1567,10,504,520,692,706,686,684,14.5,623,1430,650,330,968,50.34013605,-0.889484644,0.017165188,-0.30939889,1
311,Male,49,Los Angles CA,West,Management,21,0,5,Economy,1997,Non-sedan,White,1803.4,76.19047619,Married,150000,10.5,40,34,31,NaN,NaN,NaN,588,259,205,539,853,648,334,428,137,1009,NaN,632,1020,833,218,780,115,271,199,192,151,583,203,366,983,911,576,428,485,893,1781,25.5,575,574,815.6,820,816,811,13,594,1655,882,486,1043,78.00453515,-0.150283873,-0.456982225,0,NaN
313,Male,54,Los Angles CA,Foreign,Management,21,5,2.5,Economy,1998,Sedan,White,1803.4,85.26077098,Married,NaN,10,40,36,32,NaN,NaN,NaN,629,263,180,521,826,646,341,482,145,1021,NaN,609,1028,806,259,809,124,264,219,203,159,596,209,397,1075,933,566,486,498,945,1806,12.5,599,590,826.3,824,827,828,8.5,757,1772,984,406,1096,87.98185941,0.740250945,-0.020675557,0,NaN
314,Male,43,Los Angles CA,Foreign,White Collar,16,2,5,Economy,1989,Non-sedan,White,1752.6,74.82993197,Married,70000,9,40,33,30,NaN,NaN,NaN,613,260,210,511,793,583,301,427,137,979,NaN,592,1008,763,276,805,125,259,211,195,155,589,204,371,1035,805,537,447,468,932,1741,8,591,596,744.6,736,748,750,11,618,1682,786,467,1001,75.28344671,-0.34711197,-0.0384252,0,NaN
315,Male,42,Los Angles CA,Midwest,White Collar,18,NaN,5,Economy,1998,Sedan,White,1854.2,88.43537415,Married,NaN,10.5,44,34,33,NaN,NaN,NaN,643,275,234,575,885,651,341,475,153,1085,NaN,646,1119,870,274,837,124,265,225,203,160,592,206,386,1054,925,584,492,532,964,1864,16,610,587,842,834,846,846,7.5,682,1768,903,453,1109,90.24943311,1.131271839,-0.130201578,0,NaN
316,Male,40,Los Angles CA,West,White Collar,16,2,8,Luxury,1994,Sedan,Black,1778,88.43537415,Married,150000,9,44,34,31,NaN,NaN,NaN,595,252,233,562,860,627,329,459,142,1059,NaN,614,1071,794,241,796,123,258,216,200,156,587,201,385,1054,842,554,475,516,928,1755,24,662,642,777.6,790,774,769,13,729,1696,935,406,1059,88.20861678,-0.16227898,0.408933252,0,NaN
317,Female,39,Los Angles CA,South,White Collar,14,2,0.5,Economy,1995,Sedan,White,1644.65,74.82993197,Divorced/Widowed,52500,8,NaN,NaN,NaN,10,12,34,575,240,189,499,757,568,310,405,137,952,806,611,920,768,240,758,109,243,190,183,150,565,187,438,1139,812,524,397,444,862,1655,31.5,671,670,747.6,751,748,744,34,742,1581,764,332,1045,72.10884354,0.40657714,-0.038607024,0.183152437,2
318,Male,30,Los Angles CA,West,Management,16,0,0.5,Luxury,1994,Sedan,Asian,1651,77.09750567,Married,90000,8.5,40,32,30,NaN,NaN,NaN,579,251,230,539,816,586,309,422,151,992,NaN,565,1031,712,243,797,124,257,195,189,154,590,200,365,999,779,507,475,514,907,1665,23.5,613,600,754,752,755,755,13.5,601,1654,856,461,938,75.51020408,-1.389559507,0.775240421,0,NaN
319,Male,30,Los Angles CA,West,White Collar,16,0,0.5,Economy,1996,Non-sedan,White,1905,92.97052154,Married,52500,12,42,34,36,NaN,NaN,NaN,702,273,219,592,911,692,373,452,142,1017,NaN,649,1019,872,303,902,120,292,221,204,146,584,205,390,1069,947,601,475,487,1021,1921,16.5,611,610,864.6,864,866,864,11,474,1848,911,477,1135,90.47619048,1.55103159,-0.799228609,0,NaN
320,Male,47,Los Angles CA,Midwest,White Collar,21,0,2.5,Economy,1998,Non-sedan,White,1727.2,76.19047619,Married,NaN,8.5,38,32,30,NaN,NaN,NaN,586,258,229,535,834,605,306,438,153,1039,NaN,575,1071,746,247,792,123,256,214,200,162,569,190,368,1000,805,521,462,515,893,1678,14,603,615,765,769,765,761,7.5,714,1700,856,405,995,77.09750567,-0.796149075,0.472215116,0,NaN
321,Female,37,Los Angles CA,West,White Collar,18,0,8,Economy,1994,Sedan,White,1625.6,56.6893424,Divorced/Widowed,70000,7,NaN,NaN,NaN,4,4,34,580,220,177,475,742,565,298,364,127,923,804,571,838,750,252,756,109,232,165,175,136,536,188,409,998,815,495,380,423,855,1621,11.5,580,590,682.6,684,680,684,14,702,1524,708,344,1020,59.41043084,0.407630771,-0.171570003,-0.142080456,3
327,Female,51,Detroit MI,Midwest,White Collar,12,2,2.5,Luxury,1992,<undefined>,White,1536.7,85.26077098,Married,90000,7,NaN,NaN,NaN,20,20,38,542,250,200,503,770,570,303,435,136,1100,980,569,1022,656,225,700,110,239,174,175,144,535,185,480,1179,764,503,423,485,816,1541,37,677,689,744.3,745,746,742,32,706,1662,975,440,894,87.07482993,-2.107473373,2.250041008,-1.739162087,4
328,Male,40,Detroit MI,Midwest,White Collar,14,3,8,Economy,1991,Non-sedan,White,1778,78.91156463,Married,52500,9.5,34,32,30,NaN,NaN,NaN,595,265,214,539,836,622,325,411,141,1006,NaN,606,1058,776,240,806,133,270,210,197,156,580,201,359,999,870,548,462,491,906,1722,9,580,580,825.3,820,824,832,10.5,626,1683,911,459,1025,77.77777778,-0.274777025,-0.111637056,0,NaN
330,Male,32,Detroit MI,Foreign,Service,18,0,8,Economy,1997,Non-sedan,White,1778,86.16780045,Married,90000,9.5,44,34,31,NaN,NaN,NaN,597,266,218,545,846,628,327,447,147,1042,NaN,613,1051,806,240,810,124,265,219,207,160,589,205,380,1081,867,571,495,480,926,1771,11,614,616,806,803,808,807,9,577,1692,899,502,1019,85.48752834,-0.536087751,0.263972223,0,NaN
373,Male,33,Detroit MI,Northeast,Management,21,1,10,Economy,1998,Sedan,White,1752.6,83.90022676,Married,150000,10,46,32,30,NaN,NaN,NaN,575,268,228,547,834,606,319,451,145,1118,NaN,602,1165,745,241,786,126,266,204,197,152,573,202,376,1060,805,522,481,527,919,1712,5,620,613,787.3,780,787,795,3.5,648,1659,886,403,984,82.53968254,-1.059833646,0.66878432,0,NaN
375,Male,32,Detroit MI,Midwest,White Collar,18,1,8,Luxury,1994,Sedan,White,1905,92.97052154,Single,90000,13,44,34,34,NaN,NaN,NaN,640,284,241,610,927,686,369,473,133,1037,NaN,630,1066,836,243,902,128,305,237,225,144,570,204,381,1064,920,588,490,524,1026,1904,14,615,621,858,860,858,856,7.5,681,1819,854,523,1101,90.92970522,1.201021552,-0.314472705,0,NaN
377,Female,20,Detroit MI,Midwest,,12,0,8,Economy,1989,Sedan,White,1727.2,77.09750567,Single,90000,8.5,NaN,NaN,NaN,12,12,36,600,230,205,524,788,583,319,433,141,1024,830,606,998,792,264,750,113,241,185,183,152,564,192,412,1068,860,522,423,478,877,1694,40,637,651,745.6,748,744,745,23,746,1634,819,354,1078,76.64399093,0.768086135,-0.452268839,1.117453694,3
378,Female,26,Detroit MI,Midwest,Blue Collar,12,0,0.5,Economy,1997,<undefined>,White,1625.6,58.9569161,Married,70000,7.5,NaN,NaN,NaN,7,7,34,559,234,190,487,745,555,297,352,127,865,709,564,844,740,240,764,116,242,189,184,143,551,192,372,972,765,508,388,426,866,1639,9,567,570,733.3,726,734,740,22,585,1530,730,398,960,58.27664399,-0.193703696,-0.732156694,-0.551469743,1
379,Female,26,Detroit MI,Midwest,Blue Collar,16,1,0.5,Economy,1990,Sedan,Black,1549.4,58.04988662,Married,25000,8,NaN,NaN,NaN,7,8,34,518,230,178,497,772,594,319,348,125,899,722,590,830,727,172,680,115,254,184,182,143,544,193,399,1034,782,498,391,421,801,1554,19,599,595,755.3,747,759,760,20,680,1452,660,297,982,58.27664399,-1.166818261,-0.556191444,1.211714029,2
380,Female,42,Detroit MI,Midwest,Blue Collar,14,2,8,Economy,1989,Sedan,Black,1625.6,61.2244898,Divorced/Widowed,17500,7.5,NaN,NaN,NaN,10,10,34,545,244,205,515,790,585,310,390,132,1006,832,591,957,750,216,717,120,248,169,190,144,565,199,412,1055,832,512,393,434,833,1614,20.5,599,624,766.3,757,771,771,26,695,1572,817,380,1001,71.6553288,-0.350655794,-0.279221594,-0.590052247,4
381,Female,47,Detroit MI,Midwest,White Collar,14,0,8,Economy,1996,Sedan,White,1574.8,49.88662132,Single,NaN,7,NaN,NaN,NaN,7,8,36,545,227,174,459,710,536,285,325,131,832,722,540,822,730,240,715,108,236,181,174,148,555,187,381,960,745,492,386,394,818,1565,15,532,550,736.3,742,736,731,22,648,1452,680,330,990,51.4739229,-0.645101547,-0.410116434,0.327191055,2
382,Female,24,Detroit MI,Midwest,White Collar,16,0,10,Economy,1998,Sedan,White,1676.4,55.32879819,Single,52500,8.5,NaN,NaN,NaN,8,10,36,596,220,180,506,776,596,326,346,128,866,731,562,894,785,246,754,115,243,172,188,143,535,194,371,935,818,520,381,416,877,1682,11.5,530,535,751,746,754,753,20.5,565,1526,770,395,996,55.10204082,-0.065987118,-1.498996377,-0.024776811,1
383,Female,52,Detroit MI,South,Blue Collar,14,2,0.5,Economy,1998,Sedan,White,1676.4,57.14285714,Divorced/Widowed,37500,8,NaN,NaN,NaN,10,6,36,567,238,188,500,760,572,312,365,129,855,737,578,825,751,224,744,117,242,189,186,144,545,192,381,995,796,522,387,399,864,1638,11,568,576,779,763,787,787,21,645,1502,710,370,1002,58.04988662,0.054500256,0.154204622,-0.313766152,2
384,Female,45,Detroit MI,South,Blue Collar,12,3,2.5,Economy,1998,Non-sedan,White,1600.2,56.6893424,Married,37500,7,NaN,NaN,NaN,8,6,36,570,227,182,489,762,580,307,358,134,885,765,561,862,734,232,733,113,234,195,179,149,552,191,368,945,768,495,403,403,842,1594,10,544,530,747.3,746,746,750,12,655,1485,702,337,990,54.64852608,-0.467234224,0.08155939,0.766438842,1
385,Female,46,Detroit MI,Midwest,Blue Collar,12,2,0.5,Economy,1998,Sedan,White,1562.1,58.04988662,Married,150000,7.5,NaN,NaN,NaN,10,9,36,529,225,170,485,743,573,315,360,141,925,799,582,885,736,193,700,116,225,190,168,145,550,190,373,989,788,484,344,400,809,1572,12.5,540,550,752.3,747,754,756,14,609,1495,765,380,961,56.23582766,-0.497789621,0.006383123,-0.364433169,2
386,Female,39,Detroit MI,Midwest,Blue Collar,12,2,2.5,Economy,1992,Non-sedan,White,1549.4,NaN,Divorced/Widowed,NaN,7,NaN,NaN,NaN,9,6,38,547,230,200,493,740,540,293,398,141,1038,840,529,929,721,231,707,97,231,185,172,150,535,180,368,930,785,481,386,422,816,1556,27,525,520,684.3,691,683,679,15,635,1457,742,357,980,59.18367347,-2.115672827,-1.061685324,1.454044938,3
387,Female,21,Detroit MI,Midwest,Blue Collar,12,0,5,Economy,1988,Sedan,White,1473.2,54.42176871,Single,NaN,5,NaN,NaN,NaN,8,10,38,522,227,156,440,693,537,284,350,128,965,785,549,852,683,221,681,106,219,162,164,147,532,178,372,990,738,462,373,423,790,1491,19,575,570,654,650,654,658,23,558,1432,760,342,893,54.87528345,-2.086817026,0.143246219,1.821498275,2
388,Male,24,Detroit MI,Midwest,White Collar,16,0,5,Economy,1995,Non-sedan,White,1841.5,93.42403628,Married,52500,11,46,34,34,NaN,NaN,NaN,614,279,233,568,886,653,335,462,141,1080,NaN,642,1111,841,251,824,119,281,224,203,155,571,196,395,1088,912,574,475,526,940,1819,17.5,675,662,838.6,845,837,834,15,613,1757,906,513,1037,95.23809524,0.481062979,0.101740986,0,NaN
389,Male,27,Detroit MI,Northeast,White Collar,18,0,10,Luxury,1995,Non-sedan,White,1968.5,105.2154195,Single,52500,13,48,38,36,NaN,NaN,NaN,643,279,235,600,924,689,365,504,142,1113,NaN,669,1138,915,240,878,130,292,219,211,160,605,204,431,1109,1002,623,495,537,1008,1950,18.5,692,692,911,902,921,910,10,654,1820,948,521,1149,106.5759637,1.730068445,-0.754346907,0,NaN
390,Male,42,Detroit MI,Midwest,Management,18,3,8,Economy,1997,Non-sedan,White,1803.4,79.36507937,Married,90000,12,44,34,34,NaN,NaN,NaN,600,289,224,585,886,662,361,443,145,1019,NaN,620,1059,797,217,812,132,285,225,210,158,572,198,377,1023,920,562,446,511,932,1776,6.5,600,615,839,845,836,836,7,636,1659,849,431,1051,80.72562358,-0.455867767,-0.577346146,0,NaN
391,Male,30,Detroit MI,Midwest,White Collar,16,0,5,Economy,1997,Sedan,White,1803.4,81.63265306,Single,52500,10.5,44,33,34,NaN,NaN,NaN,610,273,196,532,844,648,336,423,150,989,NaN,628,1003,826,250,819,125,275,209,201,161,594,203,377,1019,916,573,463,478,933,1800,16.5,615,613,777,780,776,775,12,598,1705,859,486,1056,80.72562358,0.760502398,0.082265012,0,NaN
392,Female,22,Detroit MI,Midwest,,12,0,5,Luxury,1997,Sedan,White,1701.8,60.77097506,Married,70000,8,NaN,NaN,NaN,6,8,34,567,235,190,488,751,561,298,360,128,860,704,592,882,764,248,765,111,246,182,187,146,522,180,421,1055,788,499,394,434,888,1672,11,620,620,733,732,731,736,16,706,1576,644,340,1031,61.2244898,0.461412996,-0.624399722,0.037664648,1
393,Female,38,Detroit MI,Foreign,Management,16,3,2.5,Economy,1995,Non-sedan,White,1663.7,70.29478458,Married,150000,8.5,NaN,NaN,NaN,10,10,34,574,242,203,515,764,561,312,380,136,975,798,579,932,739,249,788,123,246,195,180,144,554,191,421,1059,783,509,404,437,906,1666,17,620,620,753,744,755,760,16,713,1597,755,355,1005,70.97505669,0.054222785,0.250457793,-0.323018342,4
394,Male,34,Detroit MI,Midwest,White Collar,14,2,2.5,Economy,1998,Non-sedan,White,1752.6,80.72562358,Married,52500,9,40,34,31,NaN,NaN,NaN,595,257,228,549,861,633,321,416,136,1034,NaN,582,1069,777,239,815,123,262,212,194,146,585,206,368,999,858,556,486,503,939,1754,14,589,590,778.3,775,766,794,11,603,1694,896,510,1010,80.72562358,-0.247989163,-0.207366556,0,NaN
395,Male,41,Detroit MI,Midwest,Blue Collar,14,4,0.5,Luxury,1987,Non-sedan,White,1803.4,80.72562358,Married,NaN,10.5,44,38,36,NaN,NaN,NaN,636,261,209,541,850,641,332,445,142,985,NaN,617,1034,782,277,838,120,268,226,199,157,591,207,380,1046,915,548,451,493,951,1794,12,614,626,814,811,818,813,6.5,638,1759,948,497,1033,85.48752834,0.178524271,0.082804382,0,NaN
396,Male,29,Detroit MI,Midwest,Blue Collar,14,1,8,Economy,1998,Sedan,White,1828.8,79.36507937,Single,70000,8.5,40,32,33,NaN,NaN,NaN,589,254,231,577,876,645,346,437,143,1013,NaN,618,1028,818,227,821,115,260,205,203,149,572,200,360,1012,880,557,474,505,937,1794,11,612,604,798,796,797,801,6.5,602,1694,831,458,1036,80.04535147,-0.04822563,-0.500881135,0,NaN
397,Male,36,Detroit MI,South,Management,16,1,2.5,Economy,1996,Non-sedan,White,1866.9,93.87755102,Married,90000,11,44,38,32,NaN,NaN,NaN,611,276,224,560,886,662,336,471,149,1054,NaN,644,1072,823,248,820,112,277,209,209,156,578,190,402,1069,956,595,492,506,943,1833,16,611,620,817.6,820,817,816,13.5,613,1778,995,537,1053,95.69160998,1.217293739,0.037916809,0,NaN
398,Male,27,Detroit MI,Midwest,Blue Collar,14,0,5,Economy,1998,Non-sedan,White,1778,78.45804989,Married,52500,9.5,NaN,32,32,NaN,NaN,NaN,587,258,220,562,855,635,342,451,141,1001,NaN,617,1053,825,225,788,119,267,216,196,152,575,197,362,1015,885,562,475,517,910,1770,11,599,602,841.3,842,839,843,4.5,601,1679,812,456,1048,79.138322,-0.125008091,-0.317841709,0,NaN
399,Female,31,Detroit MI,Midwest,White Collar,14,0,2.5,Economy,1996,Non-sedan,White,1625.6,58.9569161,Single,37500,6,NaN,NaN,NaN,NaN,12,32,562,212,174,498,753,579,324,391,130,954,785,595,904,740,224,718,102,220,170,166,145,532,189,403,1057,805,502,389,412,831,1606,14,605,608,743,741,746,742,24,606,1568,790,423,968,62.58503401,0.049712032,-0.136383355,0.120378725,3
400,Female,45,Detroit MI,Midwest,White Collar,12,2,2.5,Economy,1989,Non-sedan,White,1562.1,58.04988662,Divorced/Widowed,25000,6,NaN,NaN,NaN,10,6,34,555,221,207,504,772,565,297,382,132,955,816,564,949,725,231,724,103,240,181,174,146,557,187,395,995,780,493,389,445,822,1574,16,582,590,760,753,761,766,22,665,1490,705,365,980,61.45124717,-0.806776226,0.05085779,-0.091683336,1
401,Female,29,Detroit MI,Midwest,White Collar,18,0,2.5,Economy,1998,Sedan,White,1879.6,79.36507937,Married,150000,12,NaN,NaN,NaN,12,14,36,582,262,208,555,866,658,347,400,134,935,774,673,902,900,205,810,120,274,200,210,145,564,200,461,1130,980,609,406,457,934,1879,12.5,717,685,833.6,833,836,832,25,692,1681,870,397,1180,81.63265306,3.21197176,-1.32775414,-0.567936778,2
402,Female,20,Detroit MI,Midwest,,12,0,5,Economy,1993,Sedan,White,1752.6,61.2244898,Single,NaN,8,NaN,NaN,NaN,10,10,32,585,235,195,518,789,594,323,371,133,901,761,619,879,829,233,767,120,241,186,187,148,557,192,419,1010,886,549,385,422,888,1753,16,607,610,757.3,761,759,752,21,695,1572,690,369,1094,64.39909297,1.122056603,-1.438421845,1.620539904,2
403,Male,34,Detroit MI,Midwest,Blue Collar,14,0,2.5,Economy,1993,Non-sedan,White,1778,104.30839,Single,37500,10.5,46,38,32,NaN,NaN,NaN,595,266,232,573,898,666,341,485,146,1177,NaN,648,1152,819,218,814,124,262,216,202,156,565,191,412,1119,951,567,527,537,908,1775,36,674,666,826.3,811,828,840,9,664,1784,1025,516,1050,103.6281179,0.325949788,0.927159309,0,NaN
404,Female,31,Detroit MI,Midwest,Blue Collar,14,2,2.5,Economy,1997,Sedan,White,1549.4,67.12018141,Married,90000,7,NaN,NaN,NaN,10,11,34,543,234,190,481,730,540,291,400,140,950,817,577,905,700,226,704,110,227,187,179,148,532,174,457,1109,742,488,421,428,811,1538,21,695,652,705,693,714,708,28,677,1474,745,347,962,68.48072562,-0.840839386,0.649993896,0.886922121,2
405,Male,39,Detroit MI,Midwest,Blue Collar,14,1,2.5,Economy,1993,Sedan,White,1727.2,90.70294785,Single,52500,10.5,NaN,36,32,NaN,NaN,NaN,582,265,220,533,839,619,313,480,149,1212,NaN,604,1201,749,227,755,116,270,216,197,157,578,195,406,1082,887,561,527,533,889,1685,31,661,644,827.3,824,822,836,11,701,1742,1097,466,1009,97.0521542,-0.516928017,1.898183465,0,NaN
407,Female,47,Detroit MI,Midwest,White Collar,12,3,2.5,Economy,1994,Sedan,White,1574.8,59.86394558,Married,90000,7.5,NaN,NaN,NaN,6,6,34,596,227,184,476,727,543,292,365,134,895,745,536,869,689,280,771,112,238,184,182,146,554,193,414,1035,734,472,402,417,877,1574,14,605,613,704,697,705,710,24,703,1541,666,334,968,60.54421769,-0.861124635,0.861119568,-1.079010487,2
408,Female,33,Detroit MI,Midwest,White Collar,14,0,2.5,Economy,1991,Sedan,White,1574.8,49.88662132,Married,NaN,7.5,NaN,NaN,NaN,7,4,36,497,223,187,477,745,558,290,345,132,867,708,550,821,728,181,695,112,235,186,172,144,534,181,362,940,766,500,379,399,802,1561,9,543,537,717,720,715,716,12,625,1404,664,309,972,51.24716553,-1.246135116,-0.834543705,0.447697639,2
409,Female,47,Detroit MI,Foreign,White Collar,12,3,0.5,Economy,1996,Non-sedan,White,1574.8,63.49206349,Married,150000,7.5,NaN,NaN,NaN,12,12,34,566,250,179,479,727,548,300,414,143,977,832,564,945,694,243,748,109,235,205,173,152,532,180,416,1085,789,480,431,429,851,1552,30,620,620,723.3,722,724,724,30,735,1586,812,325,943,70.74829932,-0.427357376,0.49815625,0.838855326,2
410,Male,20,Detroit MI,South,,12,0,10,Economy,1989,Sedan,White,1701.8,68.02721088,Single,12500,10.5,NaN,32,31,NaN,NaN,NaN,586,258,221,533,827,606,312,434,133,900,NaN,575,942,756,245,792,114,267,206,198,147,537,189,343,972,843,537,464,470,908,1698,6,585,601,782.3,782,780,785,4.5,598,1629,787,428,986,70.52154195,-1.229907751,-0.528391659,0,NaN
411,Male,29,Detroit MI,Midwest,White Collar,12,0,2.5,Economy,1997,Non-sedan,White,1879.6,86.16780045,Married,90000,12,42,33,34,NaN,NaN,NaN,608,275,223,582,891,668,359,468,153,1012,NaN,642,1067,871,227,827,120,294,222,211,157,599,211,374,1035,974,598,484,517,948,1862,10,619,614,858,852,864,858,12,623,1703,879,457,1127,85.48752834,0.604699075,-0.886689425,0,NaN
412,Female,34,Detroit MI,Midwest,White Collar,18,0,0.5,Economy,1997,Non-sedan,White,1663.7,59.86394558,Single,90000,8.5,NaN,NaN,NaN,8,8,36,576,236,200,506,780,580,306,364,130,900,781,556,904,773,248,787,115,248,190,184,146,560,194,387,985,800,514,410,444,889,1658,8.5,567,563,736,730,740,738,22,555,1507,807,415,977,59.18367347,0.050257597,-0.708775997,-0.911635876,2
413,Female,34,Detroit MI,Midwest,White Collar,12,0,2.5,Economy,1998,Non-sedan,White,1701.8,74.82993197,Single,37500,9.5,NaN,NaN,NaN,12,14,40,574,248,220,531,801,581,311,429,126,1056,851,611,1010,790,242,780,103,248,189,187,140,539,184,402,1040,861,531,431,475,877,1696,25,590,614,767.6,760,768,775,24.5,645,1592,927,405,1016,75.28344671,0.879523873,0.606372833,0.080603503,2
415,Male,21,Detroit MI,Foreign,,18,0,10,Economy,1995,Sedan,White,1854.2,105.6689342,Single,NaN,11,46,36,NaN,NaN,NaN,NaN,626,274,227,569,885,658,342,523,145,1126,NaN,617,1173,811,256,825,129,274,221,211,161,599,205,415,1114,912,590,520,528,962,1813,25.5,675,664,827.3,833,826,823,3.5,617,1774,972,459,1026,98.86621315,0.544317245,0.179392517,0,NaN
416,Female,28,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1998,Non-sedan,White,1752.6,72.56235828,Single,37500,10,NaN,NaN,NaN,10,11,36,606,252,212,541,820,608,329,403,141,930,766,612,905,807,255,806,122,251,191,192,150,565,196,439,1093,876,548,415,451,917,1746,19,632,647,790.3,782,790,799,20,737,1612,745,350,1089,74.82993197,1.745238066,-0.634242713,-0.774224877,3
417,Female,22,Detroit MI,Midwest,White Collar,16,0,5,Economy,1988,Sedan,White,1676.4,68.02721088,Single,17500,8.5,NaN,NaN,NaN,12,11,38,585,236,195,499,760,565,304,384,140,1044,857,582,944,760,260,761,121,233,188,178,148,562,195,406,1060,814,519,417,442,876,1646,25,612,627,735.3,726,734,746,19,720,1607,850,352,1049,71.88208617,0.299398929,-0.075872228,2.184784174,3
418,Female,22,Detroit MI,Midwest,,14,0,8,Economy,1992,Sedan,White,1727.2,70.29478458,Single,7500,10,NaN,NaN,NaN,8,8,34,611,256,207,511,787,580,304,356,130,909,783,579,890,764,274,792,109,253,195,190,149,558,195,417,1085,807,521,419,450,915,1692,13,634,637,731,730,733,730,19.5,637,1599,815,415,992,71.42857143,0.743501961,-0.415725172,-0.653876781,2
419,Male,29,Detroit MI,West,White Collar,18,0,2.5,Economy,1994,Sedan,,1727.2,68.02721088,Single,NaN,9,38,31,30,NaN,NaN,NaN,562,251,218,527,821,603,309,343,141,961,NaN,597,977,784,218,780,130,254,203,195,156,594,207,339,936,870,534,463,465,900,1719,14.5,555,554,746,734,747,757,8.5,557,1601,801,458,992,68.02721088,-0.628091514,-0.681709886,0,NaN
420,Male,41,Detroit MI,Midwest,Management,16,2,8,Economy,1996,Non-sedan,White,1727.2,65.75963719,Married,150000,8,40,31,32,NaN,NaN,NaN,628,248,218,545,831,613,327,400,132,955,NaN,583,969,777,264,820,117,251,206,191,144,548,189,359,955,822,537,443,479,937,1746,15,534,543,748,758,743,743,11,606,1654,822,437,1024,66.4399093,-0.472606987,-0.122322954,0,NaN
421,Male,25,Detroit MI,Foreign,White Collar,18,0,8,Luxury,1995,Sedan,White,1778,79.36507937,Single,37500,9.5,NaN,32,32,NaN,NaN,NaN,631,268,211,520,812,601,309,436,144,1014,NaN,590,1026,774,283,845,124,266,201,204,161,586,202,363,1019,869,555,472,482,956,1775,8.5,615,622,800,795,801,804,6,624,1620,804,460,1021,77.77777778,0.099057421,-0.10208571,0,NaN
422,Male,38,Detroit MI,Midwest,Management,16,0,2.5,Economy,1996,Non-sedan,White,1854.2,83.90022676,Married,150000,10.5,42,36,34,NaN,NaN,NaN,640,265,209,559,869,660,350,441,141,1007,NaN,640,1007,847,258,857,138,279,215,206,152,586,204,400,1082,924,585,451,489,973,1855,14,616,611,836.6,836,839,835,9.5,727,1749,921,421,1038,83.44671202,0.527164698,-0.945569038,0,NaN
424,Male,30,Detroit MI,Midwest,Blue Collar,16,0,2.5,Economy,1995,Non-sedan,White,1752.6,102.0408163,Single,NaN,9.5,NaN,36,31,NaN,NaN,NaN,609,288,222,546,846,624,324,487,147,1143,NaN,609,1126,752,265,849,122,263,229,200,155,609,213,400,1099,851,530,512,537,967,1761,21,656,657,777,785,772,774,7,681,1778,NaN,482,997,100.9070295,-0.023161193,1.188219547,0,NaN
425,Male,31,Detroit MI,West,Blue Collar,14,2,8,Economy,1994,Non-sedan,White,1803.4,63.49206349,Married,37500,9.5,38,29,34,NaN,NaN,NaN,588,256,237,569,856,619,332,396,130,852,NaN,607,898,813,227,820,116,271,213,203,147,554,192,329,900,862,543,430,459,927,1775,7,535,516,793.3,790,794,796,5,607,1601,720,426,1053,62.35827664,-1.054801106,-1.247599959,0,NaN
426,Male,33,Detroit MI,Midwest,Blue Collar,12,1,10,Economy,1994,Non-sedan,White,1739.9,96.14512472,Divorced/Widowed,52500,8.5,NaN,34,32,NaN,NaN,NaN,604,259,217,551,843,626,334,461,157,1152,NaN,602,1163,758,245,821,124,254,207,194,165,599,201,373,1051,872,549,492,533,927,1737,29,617,597,792.3,791,791,795,21.5,642,1743,927,486,996,94.33106576,0.087299339,0.643865407,0,NaN
427,Male,26,Detroit MI,Midwest,Blue Collar,14,0,5,Economy,1993,Sedan,White,1828.8,77.09750567,Single,37500,11.5,38,32,34,NaN,NaN,NaN,566,269,221,552,862,641,331,435,144,980,NaN,617,989,826,197,803,122,275,220,206,160,594,202,358,993,889,565,475,498,933,1805,12,574,564,843,830,847,852,4.5,648,1629,804,402,1075,75.96371882,-0.55317843,-0.979403377,0,NaN
428,Male,26,Detroit MI,Midwest,White Collar,16,0,5,Economy,1995,Sedan,White,1879.6,90.70294785,Single,NaN,11.5,40,34,34,NaN,NaN,NaN,641,283,203,568,865,662,365,461,144,1044,NaN,648,1062,854,256,840,124,283,206,210,153,572,201,375,1062,933,580,475,520,957,1852,16.5,649,636,830.6,830,830,832,5,635,1764,876,471,1085,90.70294785,0.714031696,-0.928605855,0,NaN
429,Male,24,Detroit MI,Midwest,White Collar,16,0,5,Economy,1986,Sedan,White,1905,85.26077098,Married,37500,12,44,36,34,NaN,NaN,NaN,639,281,221,583,900,679,362,452,141,979,NaN,641,1014,869,253,864,125,298,222,218,154,586,205,398,1065,962,598,503,488,981,1886,9,604,609,840,842,839,839,11,627,1719,872,443,1110,85.03401361,0.177367151,-1.230642676,0,NaN
430,Male,33,Detroit MI,Midwest,White Collar,16,1,2.5,Economy,1994,Non-sedan,White,1524,105.6689342,Single,90000,10,44,38,33,NaN,NaN,NaN,624,277,234,577,881,647,343,462,144,1169,NaN,631,1173,774,259,827,116,275,209,205,155,589,201,416,1140,888,571,520,562,956,1785,32,676,658,849,849,844,854,18,604,1819,1022,518,986,106.122449,0.495417863,0.405987203,0,NaN
431,Male,28,Detroit MI,Midwest,White Collar,12,3,2.5,Economy,1997,Non-sedan,White,1816.1,117.0068027,Married,70000,12,40,38,32,NaN,NaN,NaN,627,288,240,565,866,626,325,508,145,1121,NaN,652,1178,804,273,842,129,287,228,211,157,595,204,421,1181,897,579,522,544,968,1812,25.5,723,704,816,817,818,813,15.5,656,1866,992,514,1015,115.1927438,0.858108401,1.046745777,0,NaN
432,Male,30,Detroit MI,Midwest,White Collar,12,1,5,Economy,1998,Sedan,White,1854.2,88.43537415,Married,150000,11,42,33,32,NaN,NaN,NaN,621,277,231,567,889,658,336,457,144,1021,NaN,624,1062,831,252,850,129,284,223,220,149,578,205,391,1069,897,587,488,510,981,1854,12.5,607,604,875.3,877,880,869,8,628,1775,881,502,1068,88.66213152,0.828553259,-0.070295863,0,NaN
433,Male,35,Detroit MI,Midwest,White Collar,14,2,2.5,Economy,1998,Sedan,White,1752.6,88.43537415,Married,52500,9,42,38,34,NaN,NaN,NaN,607,268,222,568,881,659,346,444,145,1078,NaN,636,1099,809,241,797,115,261,209,197,146,575,205,415,1116,889,565,474,514,923,1781,18,654,639,815.6,804,817,826,14,677,1738,943,469,1080,91.15646259,0.437377125,0.224884331,0,NaN
434,Female,21,Detroit MI,Foreign,,12,0,0.5,Economy,1998,Non-sedan,,1651,58.04988662,Single,NaN,9,NaN,NaN,NaN,8,6,34,583,237,192,492,781,589,300,361,125,928,794,552,914,755,257,772,113,254,172,185,132,539,191,386,980,808,507,414,446,887,1648,10,577,572,720.6,722,719,721,17.5,575,1523,782,415,971,60.09070295,0.155326664,-0.30906108,-1.401810646,3
435,Male,24,Detroit MI,Midwest,White Collar,14,0,8,Economy,1989,Sedan,White,1765.3,72.56235828,Married,37500,11.5,40,32,32,NaN,NaN,NaN,577,259,195,530,848,653,335,431,144,963,NaN,621,951,824,213,745,112,277,207,204,156,586,207,357,956,902,570,440,454,883,1749,9.5,577,583,806,810,802,806,5.5,547,1604,838,467,1019,71.88208617,-0.423900276,-0.802756667,0,NaN
436,Male,36,Detroit MI,Midwest,White Collar,18,2,8,Economy,1997,Non-sedan,White,1752.6,68.02721088,Married,90000,9,40,31,33,NaN,NaN,NaN,599,246,205,523,817,612,318,403,136,941,NaN,595,955,822,242,776,108,265,194,200,144,558,200,343,950,880,565,423,459,892,1749,9.5,548,549,762.6,757,768,763,10,572,1588,801,424,1028,63.71882086,-0.860879242,-1.154430747,0,NaN
437,Male,33,Detroit MI,Midwest,White Collar,16,2,2.5,Economy,1997,Non-sedan,White,1879.6,119.2743764,Married,52500,11,48,40,32,NaN,NaN,NaN,667,292,228,593,895,667,365,521,147,1224,NaN,640,1240,776,282,846,120,275,230,213,156,602,210,435,1194,915,583,552,558,971,1813,31.5,722,714,852.6,855,850,853,23,658,1887,1052,541,1037,119.7278912,0.996132135,1.192356706,0,NaN
438,Female,27,Detroit MI,Midwest,White Collar,18,0,5,Economy,1997,Sedan,White,1600.2,80.72562358,Married,70000,10,NaN,NaN,NaN,14,16,36,589,252,201,519,789,588,318,443,142,1042,875,597,997,710,256,754,126,253,182,189,147,552,191,471,1200,788,506,434,473,874,1607,41,722,711,754.6,749,756,759,36,661,1669,910,427,941,85.03401361,-0.33711791,0.850885034,0.306269914,1
439,Female,26,Detroit MI,Midwest,White Collar,18,0,5,Economy,1997,Sedan,White,1625.6,57.59637188,Single,52500,7.5,NaN,NaN,NaN,8,8,36,534,235,215,535,812,597,320,352,129,860,742,550,857,751,199,727,111,236,184,180,145,546,193,381,979,792,498,417,424,850,1614,10.5,559,566,769.6,762,767,780,12.5,609,1476,695,355,977,57.14285714,-0.569554865,-1.264272571,0.996398926,1
440,Male,32,Detroit MI,Midwest,White Collar,16,0,8,Economy,1995,Sedan,White,1905,83.90022676,Single,37500,13,44,34,36,NaN,NaN,NaN,625,285,216,575,903,687,359,423,147,980,NaN,641,1004,889,236,820,129,297,216,221,161,617,218,381,1025,973,602,475,510,955,1876,13,581,591,865.3,869,865,862,9.5,607,1689,885,444,1112,84.3537415,0.740480959,-1.088110328,0,NaN
441,Male,32,Detroit MI,Midwest,Blue Collar,14,0,5,Economy,1994,Sedan,Black,1765.3,68.02721088,Single,37500,10.5,42,30,30,NaN,NaN,NaN,572,248,218,535,841,623,317,401,132,919,NaN,587,951,787,232,797,125,277,202,202,146,575,209,320,892,874,538,460,469,919,1730,6,518,523,795.3,793,795,798,4,575,1594,744,423,1005,63.49206349,-1.47006321,-0.973789811,0,NaN
442,Male,25,Detroit MI,Midwest,Blue Collar,14,0,2.5,Economy,1994,Non-sedan,White,1701.8,74.82993197,Single,52500,9.5,NaN,31,30,NaN,NaN,NaN,602,248,220,518,796,576,298,452,145,991,NaN,572,1013,704,276,815,122,258,207,197,157,576,202,357,1015,799,513,479,495,958,1717,14.5,631,616,743,735,750,744,7.5,629,1703,786,449,957,73.69614512,-0.690554082,0.598655879,0,NaN
443,Male,25,Detroit MI,Midwest,Blue Collar,12,0,2.5,Economy,1985,Non-sedan,White,1778,75.73696145,Single,37500,9.5,42,33,32,NaN,NaN,NaN,576,267,210,546,859,649,336,415,140,963,NaN,630,981,805,211,786,115,265,205,203,150,568,196,394,1069,885,563,457,481,912,1759,18,643,635,802,800,801,805,13.5,634,1656,852,423,1037,76.8707483,0.100741148,-0.548590899,0,NaN
444,Male,30,Detroit MI,Midwest,Blue Collar,14,0,5,Economy,1986,Sedan,White,1828.8,95.23809524,Divorced/Widowed,37500,11,46,38,31,NaN,NaN,NaN,605,266,217,554,860,643,337,523,142,1111,NaN,616,1144,796,244,805,123,274,234,206,153,583,208,382,1072,872,565,484,532,925,1765,13,665,649,804,807,805,800,6,702,1742,1042,429,1078,97.0521542,0.821816027,0.231702074,0,NaN
445,Male,25,Detroit MI,Midwest,Blue Collar,14,0,8,Economy,1993,Non-sedan,White,1828.8,113.3786848,Married,37500,10.5,48,38,32,NaN,NaN,NaN,663,265,205,542,846,641,337,494,146,1204,NaN,630,1191,765,306,835,124,259,215,202,160,585,201,455,1207,929,558,525,538,980,1817,23.5,731,726,809.3,805,804,819,9.5,834,1923,1151,462,1070,117.2335601,2.026176929,0.760448694,0,NaN
446,Male,40,Detroit MI,Midwest,White Collar,16,2,2.5,Economy,1991,Sedan,White,1822.45,108.8435374,Married,90000,11,46,40,31,NaN,NaN,NaN,627,278,208,538,859,651,330,491,157,1114,NaN,641,1099,806,255,808,118,274,208,201,166,586,195,430,1130,939,586,512,525,928,1800,32.5,685,700,847,838,852,851,14,703,1864,1134,527,1074,112.4716553,0.665593565,1.160600066,0,NaN
447,Male,23,Detroit MI,Midwest,White Collar,18,0,5,Economy,1997,Non-sedan,White,1828.8,79.36507937,Single,150000,11.5,46,33,34,NaN,NaN,NaN,624,278,210,563,863,653,353,443,135,980,NaN,608,1017,829,236,823,114,280,221,208,151,580,205,388,1019,958,570,480,499,954,1810,10.5,590,587,829.3,826,840,822,8.5,614,1682,827,423,1069,78.00453515,0.272975385,-0.434989005,0,NaN
448,Male,27,Detroit MI,Midwest,White Collar,12,0,8,Economy,1996,Non-sedan,White,1828.8,106.5759637,Single,NaN,12,48,38,34,NaN,NaN,NaN,591,281,235,576,895,660,341,492,150,1154,NaN,636,1163,805,218,789,125,285,232,215,149,592,211,408,1123,926,599,515,541,926,1792,31,639,669,844.3,844,845,844,9.5,638,1816,1034,492,1035,107.4829932,0.376092672,0.367073745,0,NaN
449,Male,53,Detroit MI,Foreign,Blue Collar,12,3,5,Economy,1997,Non-sedan,White,1701.8,68.93424036,Married,70000,8.5,38,32,32,NaN,NaN,NaN,547,258,224,526,813,589,302,421,147,974,NaN,573,1003,758,206,768,125,258,213,193,159,575,195,351,969,813,533,439,467,869,1657,9,568,569,768,766,770,768,7,609,1569,860,415,971,69.61451247,-1.078415275,0.124834783,0,NaN
450,Male,39,Detroit MI,Midwest,White Collar,14,3,8,Economy,1988,Sedan,White,1828.8,89.79591837,Married,NaN,9,NaN,34,32,NaN,NaN,NaN,608,251,200,545,864,664,345,478,147,1076,NaN,622,1109,821,229,807,115,260,212,197,155,564,192,386,1056,902,581,486,505,918,1781,19.5,634,636,816.3,820,815,814,20.5,582,1723,891,480,1044,88.20861678,0.57956928,-0.035326675,0,NaN
451,Male,35,Detroit MI,Midwest,Blue Collar,12,3,5,Luxury,1995,Sedan,White,1828.8,87.98185941,Divorced/Widowed,37500,10,42,34,36,NaN,NaN,NaN,626,256,217,550,848,631,333,444,136,1005,NaN,633,1071,835,272,843,119,267,207,207,147,576,204,379,1060,915,581,480,508,955,1832,11.5,642,618,815,818,816,811,9,634,1767,918,479,1083,85.94104308,1.104585528,-0.194973066,0,NaN
452,Female,35,Detroit MI,Midwest,Blue Collar,12,3,5,Economy,1992,Non-sedan,White,1625.6,72.56235828,Married,90000,7.5,NaN,NaN,NaN,12,12,36,579,242,185,480,738,553,295,410,137,1035,839,546,940,730,273,759,109,241,187,173,147,532,177,438,1098,764,501,392,452,866,1602,22,624,633,725.3,704,732,740,22,707,1567,740,373,1001,71.88208617,-0.3719441,0.476020515,-0.560145378,4
453,Male,38,Detroit MI,Midwest,Management,12,2,2.5,Economy,1998,Non-sedan,White,1727.2,86.16780045,Married,150000,10,44,33,31,NaN,NaN,NaN,586,251,197,546,850,653,349,462,144,1076,NaN,616,1037,781,202,763,122,260,194,202,155,566,195,407,1061,911,550,476,494,882,1719,19,627,639,773.3,769,774,777,13,597,1653,891,466,1012,86.39455782,-0.284475416,0.49057287,0,NaN
454,Male,28,Detroit MI,Midwest,Blue Collar,14,0,5,Economy,1997,Non-sedan,White,1879.6,56.6893424,Married,70000,10,46,36,34,NaN,NaN,NaN,636,270,223,565,877,654,342,479,142,1107,NaN,617,1115,826,265,857,128,261,228,207,155,597,206,401,1123,894,587,515,540,973,1831,18.5,688,678,828,836,827,821,16,613,1757,923,475,1067,99.54648526,0.79791224,0.004970035,0,NaN
455,Male,40,Detroit MI,Midwest,White Collar,14,2,2.5,Economy,1987,Non-sedan,White,1765.3,78.45804989,Married,NaN,10,42,33,32,NaN,NaN,NaN,545,271,223,556,857,634,333,445,142,1014,NaN,611,1013,781,175,803,120,266,224,202,150,577,208,361,981,854,556,499,491,907,1741,12.5,569,568,789.3,780,796,792,7.5,604,1629,873,452,1015,78.45804989,-0.544465542,-0.053100705,0,NaN
456,Male,25,Detroit MI,South,White Collar,18,2,5,Economy,1996,Sedan,White,1828.8,90.70294785,Married,90000,11.5,44,34,32,NaN,NaN,NaN,605,278,212,547,851,639,335,451,140,1113,NaN,631,1131,819,244,823,113,277,221,199,151,570,199,417,1112,892,576,476,514,950,1810,14,671,654,805.6,795,808,814,10.5,648,1770,894,475,1058,93.87755102,0.503924072,0.01461732,0,NaN
457,Male,55,Detroit MI,Northeast,White Collar,16,2,0.5,Economy,1994,Non-sedan,White,1854.2,112.0181406,Married,70000,14,46,40,32,NaN,NaN,NaN,643,300,219,554,894,675,335,476,152,1092,NaN,642,1092,843,269,839,125,301,225,212,157,588,207,398,1052,956,599,496,496,949,1860,23,615,630,854.6,852,854,858,7.5,685,1838,1060,523,1081,103.1746032,1.829493761,0.151128694,0,NaN
460,Male,37,Detroit MI,Midwest,White Collar,16,2,0.5,Economy,1991,Sedan,White,1727.2,76.64399093,Married,52500,9,40,33,31,NaN,NaN,NaN,625,249,199,524,813,614,325,438,141,1004,NaN,571,1033,761,274,830,117,255,205,192,150,568,200,378,1023,822,528,464,484,942,1728,16,611,613,766.3,775,763,761,14.5,619,1684,905,452,1006,77.32426304,-0.036348455,0.188133806,0,NaN
461,Female,25,Detroit MI,Foreign,White Collar,16,1,5,Luxury,1998,Non-sedan,White,1701.8,70.29478458,Married,90000,8.5,NaN,NaN,NaN,10,10,34,595,248,194,506,767,573,312,407,134,969,804,578,931,769,266,774,117,235,185,180,142,562,199,404,1058,808,520,425,421,898,1694,27,638,604,745,737,744,754,18,683,1613,812,380,1027,70.52154195,0.624960601,-0.217052966,0.042721458,2
462,Male,38,Detroit MI,Foreign,Management,16,2,0.5,Economy,1998,Non-sedan,White,1930.4,102.0408163,Married,150000,12,44,38,36,NaN,NaN,NaN,629,271,244,609,946,702,365,454,154,1155,NaN,652,1179,875,237,877,134,287,221,218,155,572,195,407,1112,948,615,516,529,982,1907,25,657,653,876,883,874,871,13,743,1804,1001,431,1159,102.2675737,1.85009551,-0.080682054,0,NaN
463,Male,22,Detroit MI,Midwest,White Collar,12,0,2.5,Economy,1993,Non-sedan,White,1828.8,74.82993197,Single,25000,8.5,40,34,34,NaN,NaN,NaN,596,257,201,537,853,652,336,425,130,939,NaN,625,930,820,230,787,126,244,209,198,148,576,205,380,1043,880,558,450,460,921,1791,11,628,618,802.6,806,803,799,12,651,1668,865,422,1055,76.8707483,0.070302092,-0.334553152,0,NaN
464,Female,29,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1997,Non-sedan,White,1587.5,47.61904762,Married,90000,6.5,NaN,NaN,NaN,4,4,34,572,228,181,455,720,539,274,337,131,875,705,518,860,722,272,737,108,218,169,169,151,555,187,347,895,783,476,397,418,837,1576,9,490,504,691,680,695,698,16,627,1477,615,340,964,47.84580499,-0.666357934,-0.087537825,-1.199020982,2
465,Female,27,Detroit MI,West,White Collar,16,1,2.5,Economy,1997,Non-sedan,White,1651,68.02721088,Married,70000,7.5,NaN,NaN,NaN,14,12,38,566,220,202,507,773,571,305,380,134,1030,872,578,969,765,225,757,119,240,185,184,152,557,188,422,1030,841,500,410,441,858,1631,34,564,575,784.6,774,787,793,27.5,692,1580,800,399,1024,69.16099773,0.139739633,-0.720936298,-0.910558462,3
466,Male,49,Detroit MI,Midwest,White Collar,18,2,0.5,Economy,1997,Sedan,White,1828.8,92.97052154,Married,52500,11,44,38,33,NaN,NaN,NaN,581,262,220,569,896,676,349,432,152,1052,NaN,668,1039,849,199,787,124,281,214,213,157,589,204,386,1059,953,583,484,494,913,1821,17,604,611,846.3,846,846,847,16,686,1735,1026,457,1086,89.34240363,0.717855692,-0.387121826,0,NaN
467,Male,32,Detroit MI,Midwest,White Collar,16,0,5,Economy,1996,Non-sedan,White,1727.2,70.29478458,Single,52500,9.5,NaN,30,30,NaN,NaN,NaN,571,253,234,547,850,616,313,414,141,940,NaN,557,986,754,221,815,117,258,215,202,154,587,200,363,972,812,522,472,500,939,1725,9.5,572,579,781.3,778,783,783,12.5,579,1608,791,427,971,70.52154195,-1.115286827,0.092086844,0,NaN
468,Female,20,Detroit MI,Midwest,,12,0,2.5,Economy,1991,Sedan,White,1600.2,45.35147392,Single,NaN,6.5,NaN,NaN,NaN,4,2,34,542,216,187,479,738,551,292,304,130,789,650,528,775,726,228,739,107,228,176,180,143,541,189,342,882,748,472,397,388,856,1591,7.5,506,508,706,698,706,714,9,600,1418,631,343,963,44.89795918,-0.83928144,-1.079259515,0.060594749,3
469,Female,19,Detroit MI,Midwest,,12,0,2.5,Economy,1991,Non-sedan,White,1625.6,72.56235828,Single,NaN,7.5,NaN,NaN,NaN,12,13,38,558,235,193,500,752,559,307,412,131,985,825,600,951,734,234,755,109,232,180,172,143,542,189,445,1147,778,499,411,430,870,1625,32,682,653,708.6,708,708,710,39,639,1577,866,408,973,74.6031746,0.648144305,0.352734178,0.526092589,2
470,Male,55,Detroit MI,Midwest,Management,18,3,2.5,Luxury,1997,<undefined>,White,1739.9,78.00453515,Married,150000,9.5,40,34,30,NaN,NaN,NaN,583,273,226,567,867,641,341,441,151,1032,NaN,595,1054,766,213,789,116,272,207,199,162,582,196,361,994,842,540,467,490,908,1717,16,591,588,789.3,787,790,791,8.5,608,1681,888,468,986,80.49886621,-0.662840307,0.007631483,0,NaN
471,Male,57,Detroit MI,Midwest,Management,16,2,5,Economy,1998,Sedan,White,1803.4,104.30839,Married,90000,9.5,44,44,30,NaN,NaN,NaN,566,277,237,555,867,630,318,494,152,1169,NaN,633,1131,798,218,794,119,265,219,202,158,571,196,424,1171,920,573,487,533,896,1770,25,654,643,810.6,812,815,805,16,639,1851,1129,594,1021,108.1632653,0.628980041,1.298333049,0,NaN
472,Female,58,Detroit MI,Midwest,White Collar,12,2,5,Luxury,1997,Sedan,White,1625.6,63.49206349,Married,90000,8.5,NaN,NaN,NaN,10,12,36,553,232,199,497,754,555,298,371,136,961,773,565,951,724,233,744,103,239,182,178,146,536,176,413,1025,859,503,406,438,846,1607,23,596,614,736,733,741,734,20,714,1537,775,345,1005,65.53287982,-0.382392317,-0.137744114,-2.106250763,4
473,Female,30,Detroit MI,Midwest,Management,18,0,5,Luxury,1997,Sedan,White,1701.8,54.87528345,Married,150000,7,NaN,NaN,NaN,4,4,34,588,223,189,502,788,599,313,338,128,866,712,578,829,798,239,776,110,236,177,172,144,563,200,369,951,863,526,413,411,892,1705,9,544,546,756,727,760,781,13,663,1532,684,360,1066,55.55555556,0.56591773,-1.238643408,0.666438639,2
474,Male,48,Detroit MI,Foreign,White Collar,18,1,5,Economy,1997,Sedan,,1625.6,72.56235828,Divorced/Widowed,90000,7.5,40,33,28,NaN,NaN,NaN,563,244,207,506,772,565,299,424,152,1017,NaN,534,1033,673,240,757,122,236,198,182,166,589,195,350,997,753,492,480,467,873,1600,17,574,576,728.6,725,727,734,6.5,641,1651,901,418,891,75.28344671,-1.918982387,1.156823874,0,NaN
475,Female,30,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1996,Non-sedan,White,1638.3,52.60770975,Married,52500,8,NaN,NaN,NaN,6,6,36,564,235,182,492,770,588,310,321,135,831,713,549,815,756,218,759,108,244,182,181,146,547,186,384,964,791,498,405,400,866,1620,7.5,543,549,727.6,736,723,724,15,627,1477,651,337,992,52.15419501,-0.14503029,-0.702614963,-1.190966725,1
476,Female,54,Detroit MI,Midwest,White Collar,14,2,2.5,Luxury,1992,Sedan,White,1689.1,65.75963719,Divorced/Widowed,25000,9,NaN,NaN,NaN,12,12,36,554,243,198,520,787,589,322,370,138,970,822,595,935,758,208,762,106,250,197,187,150,534,179,429,1064,839,512,426,426,866,1659,25,605,612,781,783,782,778,26,722,1585,755,347,1026,67.57369615,0.437927455,-0.860685587,-0.779449403,2
478,Male,32,Detroit MI,Midwest,White Collar,16,0,5,Economy,1987,Non-sedan,White,1752.6,65.75963719,Single,25000,9,NaN,32,NaN,NaN,NaN,NaN,572,248,221,539,827,606,318,391,132,934,NaN,588,975,774,219,768,112,255,204,199,147,566,196,330,935,842,537,448,462,899,1711,6.5,564,565,806.3,806,807,806,4.5,571,1613,789,412,995,65.98639456,-0.70581156,-0.322746396,0,NaN
479,Male,28,Detroit MI,Midwest,White Collar,16,1,2.5,Economy,1993,Sedan,White,1651,70.29478458,Married,52500,9.5,36,32,30,NaN,NaN,NaN,575,262,202,512,788,586,310,425,147,976,NaN,555,1000,726,238,756,119,256,207,187,157,581,204,360,993,840,518,460,480,888,1665,13,585,581,737.3,734,733,745,8,633,1625,836,425,964,71.42857143,-0.998983502,0.827904761,0,NaN
480,Female,19,Detroit MI,Midwest,,12,NaN,2.5,Economy,1992,Sedan,White,1581.15,48.5260771,Single,70000,7.5,NaN,NaN,NaN,NaN,4,34,541,223,190,499,760,570,309,335,125,807,664,546,779,742,202,710,107,232,171,182,144,536,184,350,911,766,495,394,382,827,1601,8,539,527,727.3,726,742,714,15,597,1444,630,329,975,47.84580499,-1.079362869,-1.538803697,0.094626628,1
481,Male,35,Detroit MI,Midwest,White Collar,18,3,5,Economy,1996,Sedan,White,1816.1,84.80725624,Married,70000,10,44,34,32,NaN,NaN,NaN,605,258,220,549,864,644,329,437,143,1055,NaN,616,1070,836,237,820,127,272,219,200,150,569,197,394,1062,914,583,495,507,923,1798,17.5,608,609,830.3,826,831,834,13.5,653,1696,885,443,1078,84.58049887,0.522067964,-0.266290098,0,NaN
482,Female,21,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1998,Sedan,White,1625.6,52.15419501,Single,70000,8,NaN,NaN,NaN,4,5,NaN,526,235,200,505,765,565,305,350,129,807,676,570,785,764,201,748,109,241,174,186,143,536,184,350,921,820,509,414,394,852,1627,8,508,509,714.6,712,713,719,11,616,1441,632,332,1007,49.65986395,-0.142221853,-0.892368674,-0.802355468,NaN
483,Female,28,Detroit MI,Midwest,White Collar,12,0,5,Economy,1998,Sedan,White,1625.6,57.59637188,Married,70000,8,NaN,NaN,NaN,7,7,34,568,232,200,505,772,572,305,356,125,881,733,552,861,751,239,763,111,244,179,178,147,545,198,406,969,802,499,403,425,888,1641,11,553,567,723.3,726,722,722,17,639,1482,660,363,991,58.04988662,0.00535816,-0.289269,-0.416263014,2
484,Female,42,Detroit MI,Foreign,White Collar,18,0,2.5,Economy,1997,Sedan,Asian,1625.6,55.32879819,Single,52500,6.5,NaN,NaN,NaN,8,6,34,575,229,192,465,712,520,273,341,131,855,722,544,806,704,271,787,114,226,166,175,140,531,176,408,988,740,488,392,413,894,1624,21,598,592,705,698,711,706,20,714,1546,695,351,978,59.41043084,-0.555921376,-0.83428812,1.021765232,1
485,Male,25,Detroit MI,Midwest,White Collar,16,0,5,Economy,1992,Sedan,White,1803.4,83.90022676,Married,70000,11,44,34,33,NaN,NaN,NaN,591,281,222,558,867,645,336,444,146,999,NaN,628,1020,848,216,815,121,278,231,205,152,595,210,376,1039,914,580,475,486,932,1815,9,615,624,819.6,810,824,825,6,619,1676,852,451,1079,83.44671202,0.03656213,-0.890057027,0,NaN
486,Male,25,Detroit MI,Midwest,White Collar,16,0,5,Economy,1998,Sedan,White,1828.8,83.90022676,Single,52500,13,44,34,32,NaN,NaN,NaN,595,289,226,546,864,638,320,448,148,1050,NaN,606,1094,827,234,816,137,297,231,212,160,613,214,412,1052,902,567,482,523,945,1812,14,639,633,840.6,834,845,843,4.5,577,1653,925,453,1037,86.39455782,0.503613472,-0.087107666,0,NaN
487,Male,56,Detroit MI,Midwest,Management,14,2,5,Economy,1997,Non-sedan,White,1727.2,77.09750567,Married,150000,9.5,36,36,30,NaN,NaN,NaN,573,253,231,555,846,615,324,418,147,966,NaN,609,991,760,211,793,114,257,214,186,159,569,192,389,1031,814,539,455,480,900,1714,19,598,606,800,795,802,803,15,611,1683,906,475,996,76.8707483,-0.410653472,0.092189334,0,NaN
488,Male,48,Detroit MI,Midwest,Management,18,2,5,Economy,1990,Sedan,White,1828.8,83.90022676,Married,90000,11,42,36,31,NaN,NaN,NaN,585,272,221,550,863,642,329,451,144,1034,NaN,620,1037,800,229,843,126,280,216,215,152,569,196,392,1067,930,575,475,490,939,1805,12,605,618,807.6,809,805,809,11.5,626,1718,924,466,1022,85.94104308,0.26388067,-0.396530867,0,NaN
489,Female,38,Detroit MI,West,White Collar,18,0,2.5,<undefined>,1991,Sedan,White,1828.8,117.9138322,Married,90000,10,NaN,NaN,NaN,22,20,44,614,270,235,568,868,633,333,482,141,1370,1142,706,1227,829,264,794,123,265,182,193,151,581,203,514,1380,981,591,507,542,927,1820,55,777,754,888,876,889,899,37,795,1971,1150,560,1089,131.0657596,2.388867855,0.978987217,-0.493621558,5
490,Female,31,Detroit MI,Foreign,White Collar,16,0,5,Economy,1998,Non-sedan,White,1651,55.32879819,Married,NaN,6,NaN,NaN,NaN,6,6,34,550,218,190,495,758,568,305,352,128,868,730,570,822,753,223,745,107,238,165,172,142,532,182,382,989,801,507,443,416,850,1617,23,570,573,750.3,740,755,761,25,665,1444,641,335,1012,55.32879819,-0.028000046,-0.316194236,-1.611063123,2
491,Male,36,Detroit MI,Midwest,Management,16,3,0.5,Economy,1994,Sedan,White,1790.7,75.28344671,Married,150000,11.5,40,33,32,NaN,NaN,NaN,628,276,207,533,857,650,326,439,141,984,NaN,601,1009,815,269,795,112,276,229,215,143,582,212,356,976,935,570,454,487,925,1780,8.5,575,576,815.3,822,813,811,9.5,658,1693,878,414,1067,75.96371882,0.13849543,-0.53774941,0,NaN
492,Male,37,Detroit MI,Midwest,Blue Collar,14,2,10,Economy,1988,Non-sedan,White,1803.4,102.9478458,Married,37500,11.5,40,36,32,NaN,NaN,NaN,590,276,238,560,858,620,322,485,150,1144,NaN,626,1149,759,235,801,119,280,217,211,161,617,219,428,1142,906,564,508,545,917,1752,42,670,655,804.3,807,801,805,28.5,753,1821,1052,498,1039,102.2675737,0.054966383,1.059595466,0,NaN
493,Male,57,Detroit MI,Midwest,White Collar,14,2,0.5,Economy,1996,Non-sedan,White,1803.4,95.23809524,Married,70000,10,44,38,32,NaN,NaN,NaN,639,271,207,546,851,644,339,496,155,1071,NaN,626,1077,790,269,814,118,270,217,196,165,605,206,417,1128,908,570,480,497,948,1795,27,655,655,809.6,805,814,810,16.5,757,1781,1003,440,1064,97.27891156,0.559383214,0.222158492,0,NaN
494,Male,27,Detroit MI,Northeast,White Collar,16,0,8,Luxury,1995,Non-sedan,White,1803.4,104.30839,Single,70000,10,48,38,32,NaN,NaN,NaN,594,272,239,571,870,631,332,484,147,1177,NaN,625,1173,772,235,801,108,260,205,192,156,578,198,414,1167,872,564,526,542,929,1779,21,694,684,799,795,802,800,11,720,1835,996,502,1024,106.5759637,0.331442326,1.374451995,0,NaN
496,Male,37,Detroit MI,Foreign,White Collar,18,2,0.5,Economy,1997,Sedan,Asian,1727.2,68.02721088,Married,90000,8.5,38,33,30,NaN,NaN,NaN,568,242,184,534,856,672,350,441,145,979,NaN,597,979,788,198,783,116,256,200,199,158,582,196,355,958,896,542,455,472,896,1732,13.5,532,537,784.3,786,785,782,12.5,598,1627,852,419,1036,70.29478458,-1.177660704,-1.507321239,0,NaN
497,Male,20,Detroit MI,Midwest,,12,0,0.5,Economy,1998,Non-sedan,White,1854.2,56.6893424,Single,150000,11.5,NaN,29,34,NaN,NaN,NaN,626,254,213,549,843,630,336,365,137,804,NaN,619,841,844,258,821,102,274,196,197,153,581,207,332,873,911,560,431,441,940,1826,6.5,479,483,798.3,799,798,798,4,560,1597,723,437,1084,56.23582766,-0.575201154,-1.603341818,0,NaN
498,Male,43,Detroit MI,Foreign,White Collar,16,2,NaN,Economy,1997,Sedan,White,1701.8,97.50566893,Married,52500,9,42,38,30,NaN,NaN,NaN,594,266,217,559,847,630,342,487,155,1164,NaN,595,1163,721,239,792,125,253,225,196,163,562,187,399,1103,853,523,499,525,899,1699,22,639,640,752.6,756,749,753,7,637,1817,1010,486,961,96.82539683,-0.416852444,1.804023266,0,NaN
499,Female,33,Detroit MI,Midwest,Management,16,1,8,Luxury,1997,Non-sedan,White,1778,68.02721088,Divorced/Widowed,52500,8,NaN,NaN,NaN,12,12,36,608,248,205,560,840,635,355,392,134,960,795,576,950,816,256,824,126,236,190,191,137,551,191,385,1000,843,552,440,465,936,1756,14,591,580,783.3,778,782,790,11,645,1633,820,410,1046,70.06802721,1.215848804,-0.706985652,-1.715358019,2
500,Male,41,Detroit MI,<undefined>,White Collar,14,2,10,Economy,1994,Sedan,Asian,1752.6,88.43537415,Divorced/Widowed,37500,9.5,44,34,32,NaN,NaN,NaN,585,266,207,540,845,638,333,471,156,1066,NaN,604,1098,770,227,759,118,270,211,202,169,610,200,366,1010,893,555,467,498,894,1754,16.5,590,588,812,811,811,814,9.5,578,1737,909,513,994,88.66213152,-0.212690413,0.233620986,0,NaN
501,Male,50,Detroit MI,Midwest,White Collar,14,1,2.5,Economy,1991,Non-sedan,White,1778,90.70294785,Married,70000,9.5,42,36,31,NaN,NaN,NaN,620,260,219,562,858,639,343,459,145,1143,NaN,613,1171,778,254,813,121,262,220,205,154,556,190,379,1052,894,555,491,528,930,1765,20,606,597,819.3,828,808,822,7,644,1769,946,498,1027,92.06349206,0.22921361,0.082049251,0,NaN
502,Male,30,Detroit MI,West,White Collar,18,2,5,Economy,1990,Sedan,White,1828.8,56.6893424,Married,52500,10,38,31,32,NaN,NaN,NaN,599,247,222,548,853,631,326,369,133,792,NaN,580,824,812,248,843,117,263,201,205,152,560,200,330,910,852,542,422,442,952,1796,4,496,498,781.6,779,781,785,2,577,1639,755,452,1020,56.00907029,-0.699709475,-1.049298882,0,NaN
503,Female,39,Detroit MI,Midwest,Service,12,2,10,Economy,1993,Sedan,White,1828.8,62.58503401,Divorced/Widowed,37500,7.5,NaN,NaN,NaN,8,8,34,554,232,200,484,730,530,284,366,136,950,771,541,925,686,255,748,108,234,190,179,146,545,180,384,970,735,489,422,435,859,1575,17,570,545,653.6,652,653,656,17,635,1563,786,400,918,62.13151927,-1.194569826,0.888771534,0.795693755,2
504,Male,53,Detroit MI,Midwest,White Collar,16,5,2.5,Economy,1994,Sedan,White,1701.8,107.9365079,Married,70000,11,48,44,28,NaN,NaN,NaN,607,288,217,544,842,625,327,524,157,1194,NaN,634,1171,714,261,781,115,265,220,190,166,582,194,427,1153,879,547,551,534,898,1705,25,667,663,787.3,784,786,792,10,767,1839,1145,483,1021,108.3900227,-0.180717096,1.805079699,0,NaN
505,Male,29,Detroit MI,Midwest,White Collar,18,0,5,Economy,1996,Non-sedan,White,1778,74.37641723,Single,52500,8.5,40,30,31,NaN,NaN,NaN,562,270,202,539,827,625,337,444,136,968,NaN,614,984,797,203,786,122,259,222,199,145,575,205,344,947,879,561,475,457,904,1760,6.5,570,567,773,766,768,785,7.5,603,1645,796,437,1028,72.56235828,-0.118530057,-0.198538601,0,NaN
506,Male,24,Detroit MI,Midwest,Blue Collar,21,0,2.5,Economy,1996,Sedan,White,1828.8,98.86621315,Single,25000,10.5,NaN,36,31,NaN,NaN,NaN,571,275,218,556,858,640,338,464,149,1126,NaN,637,1130,770,212,785,118,264,212,201,159,606,211,376,1050,899,566,424,533,920,1795,21.5,621,632,781.3,776,782,786,15,583,1786,978,546,989,97.0521542,0.588519216,0.781488776,0,NaN
507,Male,33,Detroit MI,Midwest,Blue Collar,14,1,5,Economy,1996,Sedan,White,1727.2,87.52834467,Married,70000,9.5,NaN,32,32,NaN,NaN,NaN,616,274,222,552,840,618,330,442,145,1052,NaN,600,1043,772,259,796,119,266,215,200,161,591,206,382,1054,873,560,491,511,914,1744,20,634,625,793.3,793,792,795,12,595,1716,939,483,981,87.07482993,0.092633098,0.04509604,0,NaN
509,Male,39,Detroit MI,Midwest,Management,14,2,0.5,Economy,1998,Non-sedan,White,1727.2,80.72562358,Married,52500,9.5,42,34,32,NaN,NaN,NaN,576,253,221,547,850,629,326,427,144,1018,NaN,598,1026,766,219,791,116,267,221,202,154,581,200,353,984,862,545,464,494,903,1735,14,605,602,765.6,784,763,750,11,604,1694,882,478,976,79.36507937,-0.657247305,-0.684108436,0,NaN
511,Male,38,Detroit MI,Midwest,,14,NaN,5,Economy,NaN,Non-sedan,White,1949.45,87.98185941,Married,NaN,14,44,34,38,NaN,NaN,NaN,656,286,206,579,922,716,373,455,143,1016,NaN,669,1034,948,247,878,122,300,215,221,163,598,204,402,1060,1043,640,463,495,1001,1982,13.5,575,572,873.3,872,868,880,12.5,628,1744,892,492,1203,87.07482993,1.302508831,-1.674412131,0,NaN
512,Male,34,Detroit MI,Midwest,White Collar,16,3,5,Economy,1993,Sedan,White,1727.2,86.16780045,Married,NaN,10.5,44,34,32,NaN,NaN,NaN,582,273,234,559,846,612,325,456,146,1102,NaN,602,1124,731,246,813,131,270,229,196,156,589,204,393,1081,853,534,484,525,922,1722,31.5,661,669,746.3,750,739,750,20.5,631,1742,908,498,989,89.79591837,-0.26496774,0.405050457,0,NaN
513,Male,19,Detroit MI,Midwest,,12,0,8,<undefined>,1990,Sedan,White,1778,81.63265306,Single,52500,10.5,NaN,33,32,NaN,NaN,NaN,611,278,222,567,900,678,345,438,141,962,NaN,623,957,827,239,789,124,270,209,197,149,563,196,380,1038,871,566,454,484,922,1791,12,631,632,824,824,816,832,13,601,1658,866,457,1056,81.63265306,-0.130681619,-0.837244153,0,NaN
514,Male,34,Detroit MI,Midwest,White Collar,12,2,5,Economy,1997,Non-sedan,White,1778,79.36507937,Married,70000,8.5,42,33,31,NaN,NaN,NaN,587,257,215,555,851,636,340,441,147,1029,NaN,586,1052,773,222,782,116,258,211,202,159,591,202,369,1014,874,554,470,499,900,1720,22,592,584,816.3,818,815,816,12.5,651,1667,903,459,1020,80.27210884,-0.643768132,-0.067568108,0,NaN
515,Male,20,Detroit MI,Midwest,,12,NaN,8,Economy,1994,Non-sedan,White,1778,74.82993197,Single,150000,9.5,NaN,32,32,NaN,NaN,NaN,612,261,203,539,821,618,336,442,140,976,NaN,606,1016,791,262,824,121,268,195,195,155,598,213,390,1052,878,553,463,491,939,1775,8.5,612,608,755.6,757,756,754,6,628,1681,799,426,1028,78.45804989,0.104134291,-0.26709047,0,NaN
517,Male,54,Detroit MI,Midwest,White Collar,12,2,5,Economy,1996,Non-sedan,White,1828.8,NaN,Divorced/Widowed,70000,11,48,46,30,NaN,NaN,NaN,649,326,231,573,882,651,342,579,153,1574,NaN,709,1435,711,307,832,123,292,248,209,162,605,204,537,1616,869,574,556,647,949,1801,54,821,826,858,849,869,856,32,880,2204,1653,618,980,159.8639456,-0.286549121,3.883519173,0,NaN
518,Male,59,Detroit MI,<undefined>,White Collar,14,3,2.5,Economy,1998,Non-sedan,White,1854.2,95.23809524,Single,NaN,9.5,46,38,32,NaN,NaN,NaN,654,278,220,573,885,665,353,478,156,1093,NaN,630,1102,801,278,859,121,263,227,195,162,584,194,386,1066,921,566,492,507,977,1837,18,580,589,854.6,841,861,862,8,713,1875,1003,519,1084,97.0521542,1.399288177,0.193401381,0,NaN
519,Female,21,Detroit MI,Midwest,,12,0,10,Economy,1998,Non-sedan,White,1727.2,58.9569161,Single,90000,8.5,NaN,NaN,NaN,6,5,34,584,237,192,504,773,581,312,350,124,866,742,591,870,794,249,772,116,252,193,184,141,540,182,353,955,844,519,387,401,899,1702,8.5,550,527,743,745,741,743,10,665,1560,702,370,1050,57.59637188,0.721546233,-1.059778214,-1.289060712,2
520,Male,20,Detroit MI,Midwest,,12,0,8,<undefined>,1998,Sedan,White,1828.8,92.97052154,Single,90000,13,42,36,30,NaN,NaN,NaN,616,283,224,553,843,619,329,448,143,1056,NaN,618,1052,791,269,813,125,276,219,195,152,587,209,403,1097,828,566,499,493,945,1791,14.5,668,673,751.6,757,756,742,10.5,618,1743,1012,478,1028,94.33106576,0.41933015,0.580316365,0,NaN
521,Male,41,Detroit MI,Northeast,White Collar,16,2,2.5,Economy,1993,Sedan,White,1905,108.8435374,Married,90000,12,48,40,34,NaN,NaN,NaN,648,272,243,586,915,672,343,475,145,1158,NaN,692,1148,856,268,852,120,286,220,213,154,600,210,468,1211,986,609,467,517,960,1878,27,696,699,861.6,864,859,862,14,659,1887,1095,576,1058,108.3900227,2.032505512,-0.153786078,0,NaN
522,Female,28,Detroit MI,Midwest,White Collar,18,1,2.5,Economy,1998,Sedan,Black,1701.8,67.12018141,Divorced/Widowed,52500,8.5,NaN,NaN,NaN,10,6,34,568,242,190,523,798,608,333,387,135,890,765,603,884,807,227,741,121,242,180,201,150,585,201,391,1010,823,546,403,435,856,1676,9.5,600,595,753.3,736,772,752,17,655,1496,669,353,1057,66.66666667,-0.154404268,-1.962428689,-0.003830633,1
523,Male,38,Detroit MI,Midwest,White Collar,14,0,5,Economy,1998,Non-sedan,White,1752.6,80.72562358,Single,52500,8.5,40,32,32,NaN,NaN,NaN,595,262,214,538,821,607,324,462,152,967,NaN,604,1002,781,244,794,114,258,215,191,163,566,187,372,1014,865,533,488,498,910,1740,18,622,622,762.6,758,760,770,17,654,1671,877,442,1040,80.27210884,-0.023200892,-0.170917749,0,NaN
524,Male,30,Detroit MI,Midwest,White Collar,18,2,10,Economy,1998,Non-sedan,White,1879.6,86.16780045,Married,NaN,10,44,32,34,NaN,NaN,NaN,624,266,243,581,892,649,338,461,145,1054,NaN,645,1102,861,254,848,122,267,232,210,150,586,208,387,1043,957,594,527,522,971,1883,14,625,624,802.6,801,795,812,6.5,671,1761,914,453,1139,91.38321995,0.800126076,-0.92988354,0,NaN
525,Male,28,Detroit MI,Midwest,White Collar,16,1,5,Economy,1998,Sedan,White,1778,104.30839,Married,NaN,12,48,40,30,NaN,NaN,NaN,654,282,240,562,856,616,322,528,150,1235,NaN,604,1268,753,338,857,128,281,216,215,154,586,203,437,1193,845,565,526,550,981,1787,35,765,739,787.6,786,787,790,28,649,1882,1089,525,1000,120.6349206,0.115922727,2.82837534,0,NaN
526,Male,26,Detroit MI,<undefined>,White Collar,16,NaN,0.5,Economy,1997,Non-sedan,White,1854.2,74.82993197,Single,37500,9,44,33,33,NaN,NaN,NaN,625,269,231,574,871,640,343,446,143,998,NaN,606,1061,829,258,856,122,267,221,206,157,565,193,328,895,897,558,483,503,965,1822,9,505,503,818,815,817,822,4.5,579,1679,825,467,1041,73.01587302,-0.389806509,-1.221845984,0,NaN
527,Male,27,Detroit MI,<undefined>,White Collar,18,0,5,Economy,1997,Non-sedan,Asian,1651,68.02721088,Single,52500,10,38,33,28,NaN,NaN,NaN,534,258,203,524,820,617,321,412,147,964,NaN,594,977,755,184,715,118,265,191,196,159,595,205,384,1033,800,534,438,474,831,1645,19.5,628,619,790,792,790,788,14,588,1577,817,427,969,71.42857143,-1.400239825,-0.339923799,0,NaN
529,Male,29,Detroit MI,Midwest,White Collar,16,1,5,Economy,1997,Non-sedan,White,1905,90.70294785,Single,NaN,12,44,34,34,NaN,NaN,NaN,603,288,233,578,916,683,345,450,143,1053,NaN,629,1070,872,229,844,127,296,222,227,154,605,214,370,993,960,613,471,503,976,1908,15,591,587,873.3,880,870,870,10.5,697,1746,882,477,1141,88.66213152,0.472055852,-1.31426549,0,NaN
530,Female,25,Detroit MI,Midwest,Service,18,0,0.5,Economy,1992,Sedan,White,1625.6,54.42176871,Single,37500,8,NaN,NaN,NaN,8,6,34,552,232,183,517,783,600,334,364,126,900,710,573,820,756,200,754,120,231,189,186,140,558,192,366,965,789,504,418,393,868,1645,14.5,534,537,710.3,706,711,714,16,685,1501,650,335,1017,55.55555556,-0.329871833,-0.721184194,-1.058618307,4
532,Male,35,Detroit MI,Foreign,Management,16,0,5,Economy,NaN,Sedan,White,1778,81.63265306,Married,NaN,10,40,33,30,NaN,NaN,NaN,614,265,221,550,851,630,329,447,150,1035,NaN,584,1062,761,257,836,127,267,211,192,158,561,187,390,1042,842,540,465,495,942,1755,18,598,585,777.3,774,778,780,15,667,1691,888,434,1020,82.31292517,0.084131554,0.645223498,0,NaN
533,Male,32,Detroit MI,Midwest,White Collar,16,2,8,Economy,1990,Sedan,White,1828.8,95.23809524,Married,52500,10.5,42,34,34,NaN,NaN,NaN,575,277,230,562,878,648,332,438,146,1061,NaN,655,1077,833,221,781,129,269,216,206,157,576,199,374,1027,930,589,467,505,900,1816,24,626,642,841.6,847,837,841,20,574,1731,914,497,1045,93.19727891,0.710443556,0.028417973,0,NaN
534,Male,40,Detroit MI,Midwest,White Collar,16,0,10,Economy,1993,Non-sedan,White,1752.6,71.6553288,Single,90000,9,38,31,32,NaN,NaN,NaN,621,257,194,507,798,604,313,421,139,970,NaN,587,978,771,278,794,116,261,201,201,152,571,199,378,991,841,534,434,436,929,1735,11.5,569,572,764.6,771,759,764,15.5,561,1684,843,487,985,70.97505669,-0.45007512,-0.342911869,0,NaN
535,Male,NaN,Detroit MI,Midwest,White Collar,14,0,5,Economy,1994,Sedan,,NaN,NaN,,NaN,9,46,36,30,NaN,NaN,NaN,625,287,205,552,875,670,347,534,154,1154,NaN,631,1179,779,246,784,123,263,231,204,164,572,187,395,1095,908,578,526,543,900,1780,22.5,627,630,839.6,841,837,841,13,573,1813,963,558,1010,104.0816327,0.603120446,1.03200841,0,NaN
536,Male,36,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1991,Non-sedan,White,1676.4,77.09750567,Married,52500,7.5,36,36,30,NaN,NaN,NaN,570,252,204,529,814,610,325,429,135,1026,NaN,585,1018,722,235,742,114,244,207,183,147,562,191,389,1048,835,509,442,494,859,1625,27,631,609,737.3,735,736,741,19.5,630,1606,992,436,949,76.64399093,-1.071876526,1.093749523,0,NaN
537,Male,39,Detroit MI,Midwest,Management,18,4,2.5,Economy,1997,Non-sedan,White,1854.2,79.36507937,Divorced/Widowed,150000,10.5,42,32,33,NaN,NaN,NaN,662,274,196,565,878,682,369,469,146,1026,NaN,625,1075,832,275,831,134,281,207,208,158,593,204,362,990,895,572,467,503,958,1831,12,552,550,821.3,820,819,825,11.5,607,1734,849,483,1067,79.36507937,0.843929827,-0.507603467,0,NaN
538,Male,30,Detroit MI,Midwest,White Collar,18,0,0.5,Economy,1998,Sedan,White,1778,81.63265306,Single,70000,10.5,NaN,32,32,NaN,NaN,NaN,571,256,223,553,850,627,330,429,144,1019,NaN,593,1047,785,209,775,128,275,213,213,150,583,203,379,1029,879,558,455,505,899,1760,12.5,609,625,823.3,822,819,829,11,573,1685,891,486,1016,83.90022676,-0.087092675,0.23326242,0,NaN
539,Male,NaN,Detroit MI,<undefined>,White Collar,18,0,10,Economy,1990,Sedan,,NaN,NaN,Single,90000,8.5,42,34,30,NaN,NaN,NaN,553,252,186,501,794,608,315,458,140,1042,NaN,604,1036,737,219,710,113,244,199,189,152,559,191,375,1026,850,535,463,504,826,1630,32,621,648,761.3,764,768,752,21,679,1622,962,377,1008,80.27210884,-1.109642506,0.603061795,0,NaN
540,Male,27,Detroit MI,Northeast,White Collar,16,0,0.5,Luxury,1989,Sedan,Asian,1701.8,86.16780045,,52500,9,44,33,30,NaN,NaN,NaN,592,262,230,550,840,610,320,495,161,1065,NaN,588,1132,729,250,782,117,252,212,192,167,607,201,396,1107,795,542,497,542,894,1673,26.5,669,640,773,775,769,775,19,637,1732,922,483,975,92.97052154,-0.89721483,1.532081604,0,NaN
541,Male,41,Detroit MI,South,White Collar,14,2,2.5,Economy,1996,Non-sedan,White,1854.2,95.23809524,Married,52500,11,44,36,34,NaN,NaN,NaN,628,267,193,552,874,681,359,451,133,1119,NaN,646,1129,832,249,859,127,281,223,210,149,581,204,387,1047,914,592,479,500,955,1840,16.5,602,615,823.6,814,825,832,13,665,1755,962,452,1101,89.79591837,1.069205046,-0.382720441,0,NaN
542,Male,35,Detroit MI,Midwest,White Collar,14,6,10,Economy,1990,Non-sedan,White,1879.6,122.4489796,Married,90000,12.5,48,38,32,NaN,NaN,NaN,638,281,231,579,901,670,348,520,156,1245,NaN,642,1231,798,265,841,119,273,249,215,167,607,209,415,1149,898,587,526,568,964,1842,28,689,670,826.6,835,813,832,28,651,1904,1075,572,1066,119.7278912,0.982741714,0.690019965,0,NaN
544,Female,53,Detroit MI,Midwest,White Collar,14,0,0.5,Economy,1997,Non-sedan,White,1587.5,56.6893424,Married,70000,7.5,NaN,NaN,NaN,10,8,34,576,228,195,480,725,530,285,362,135,910,805,542,890,709,266,748,114,234,180,183,149,555,186,383,964,750,474,390,426,866,1591,18,540,535,687,691,676,694,11,685,1525,746,365,973,58.27664399,-0.408637553,-0.14910467,-0.04382389,2
546,Male,22,Detroit MI,Midwest,Blue Collar,12,0,8,Economy,1994,Non-sedan,White,1727.2,74.82993197,Single,25000,9,NaN,30,32,NaN,NaN,NaN,550,255,220,538,829,609,318,423,135,950,NaN,578,1021,777,217,778,119,257,212,192,155,548,188,350,981,832,542,459,497,878,1683,8.5,601,605,751,746,752,755,6,593,1584,761,428,997,71.88208617,-1.169236302,-0.455114901,0,NaN
547,Male,28,Detroit MI,Midwest,Management,16,0,8,Economy,1998,Sedan,White,1828.8,79.36507937,Single,52500,11,42,33,33,NaN,NaN,NaN,624,272,219,568,870,651,349,454,135,986,NaN,634,1046,817,260,824,118,281,211,201,147,563,192,384,1059,870,557,484,495,953,1818,12,625,613,798.6,795,803,798,10.5,667,1729,807,434,1073,80.72562358,0.71239233,-0.371734619,0,NaN
548,Male,44,Detroit MI,Northeast,Management,18,3,2.5,Economy,1997,Sedan,White,1803.4,83.90022676,Married,150000,10,42,36,32,NaN,NaN,NaN,615,257,209,529,831,622,320,432,143,1014,NaN,649,1027,835,265,799,128,268,209,199,152,580,205,394,1065,953,572,471,496,909,1799,19.5,612,597,797.3,802,798,792,13.5,703,1699,964,443,1119,83.67346939,0.981340528,-0.068679988,0,NaN
549,Male,24,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1997,Sedan,White,1752.6,70.74829932,Single,37500,9,42,30,32,NaN,NaN,NaN,578,257,214,535,825,611,321,410,138,952,NaN,587,976,767,238,799,124,244,201,179,152,567,194,368,988,843,532,459,463,914,1730,8.5,614,610,751.6,752,751,752,7.5,618,1665,771,417,997,73.46938776,-0.500108242,-0.008153375,0,NaN
550,Male,32,Detroit MI,Midwest,White Collar,18,2,2.5,Economy,1995,Sedan,White,1803.4,77.09750567,Married,52500,8.5,48,32,33,NaN,NaN,NaN,633,251,221,560,862,641,339,433,142,949,NaN,589,1005,803,272,858,115,241,206,194,156,576,195,368,985,872,551,471,499,975,1805,10,572,573,767.3,757,770,775,7.5,607,1711,845,464,1048,75.28344671,0.020247946,-0.522710919,0,NaN
551,Male,23,Detroit MI,Midwest,White Collar,16,0,0.5,Economy,1997,Sedan,White,1778,77.09750567,Single,NaN,10.5,NaN,33,32,NaN,NaN,NaN,565,266,214,552,856,642,338,430,136,994,NaN,615,1002,809,208,779,115,265,207,201,152,563,194,366,1028,884,568,450,489,882,1750,16.5,604,609,766.6,773,758,769,13,608,1630,887,407,1056,77.77777778,-0.205261931,-0.249252155,0,NaN
552,Male,37,Detroit MI,South,Blue Collar,16,0,2.5,Economy,1990,Sedan,White,2006.6,86.16780045,Single,37500,14,42,34,38,NaN,NaN,NaN,632,289,206,584,931,725,378,437,141,950,NaN,671,967,962,241,836,123,305,231,224,149,576,202,388,1035,1054,657,471,487,966,1981,14,586,583,898.6,886,906,904,14.5,633,1756,879,463,1195,86.39455782,0.336042792,-2.346071243,0,NaN
553,Male,43,Detroit MI,Midwest,Management,14,0,5,Economy,1994,Non-sedan,White,1778,188.2086168,Married,37500,13,48,46,29,NaN,NaN,NaN,654,321,194,561,897,703,367,593,151,1569,NaN,719,1416,756,295,780,115,282,230,203,156,585,202,635,1834,904,585,557,658,901,1753,56,941,885,872.6,878,864,876,42,962,2207,1702,516,1020,156.6893424,-0.721404135,3.769333124,0,NaN
554,Male,46,Detroit MI,South,Management,16,0,5,Luxury,1996,Sedan,White,1625.6,86.16780045,Married,150000,8,44,36,28,NaN,NaN,NaN,550,258,217,523,823,606,306,463,149,1091,NaN,592,1106,715,212,723,109,250,212,188,163,581,200,394,1076,817,520,483,493,841,1631,17.5,633,633,756.3,761,749,759,15,610,1615,961,434,954,85.48752834,-1.316880107,1.410413861,0,NaN
555,Male,19,Detroit MI,Midwest,,12,0,8,Economy,1993,Sedan,White,1778,70.29478458,Single,NaN,10,38,33,32,NaN,NaN,NaN,609,256,212,551,839,627,339,427,137,894,NaN,604,906,785,240,812,117,264,206,198,147,564,203,375,1018,876,538,459,468,947,1775,8,634,620,760.3,769,755,757,15,677,1708,824,442,1035,74.82993197,0.152997449,-0.097566418,0,NaN
556,Female,27,Detroit MI,Northeast,White Collar,18,0,2.5,Economy,1998,Sedan,White,1562.1,52.15419501,Married,150000,6,NaN,NaN,NaN,8,8,36,572,218,185,470,708,523,285,335,130,873,700,514,840,696,278,749,109,223,168,173,140,563,188,384,970,742,469,393,413,860,1557,10,552,552,664.6,664,660,670,11,660,1461,620,370,946,53.06122449,-1.058798194,0.209573016,0.791428089,3
557,Male,28,Detroit MI,Midwest,White Collar,18,0,2.5,Economy,1994,Sedan,White,1752.6,78.00453515,Single,37500,9.5,40,34,32,NaN,NaN,NaN,587,269,201,544,837,636,343,413,143,963,NaN,604,972,779,219,810,113,262,210,193,148,586,206,374,1032,834,546,466,480,920,1739,19.5,589,579,779.3,778,777,783,17.5,587,1651,858,443,1009,78.68480726,-0.323874891,0.027756061,0,NaN
559,Male,31,Detroit MI,Midwest,White Collar,18,0,2.5,Economy,1993,Non-sedan,White,1841.5,90.70294785,Divorced/Widowed,37500,11,44,34,32,NaN,NaN,NaN,636,275,213,572,906,693,359,465,141,1055,NaN,626,1057,856,249,835,116,275,214,204,152,580,209,394,1042,895,587,482,504,964,1842,15,649,644,854,843,861,858,9.5,608,1723,899,498,1084,89.569161,1.295597672,-0.004166695,0,NaN
560,Male,34,Detroit MI,Midwest,White Collar,18,2,5,Luxury,1995,Sedan,Black,1778,86.16780045,Married,150000,10,44,34,32,NaN,NaN,NaN,545,271,213,574,895,682,361,455,136,1046,NaN,638,1073,809,168,772,108,272,209,213,148,565,196,406,1070,905,575,483,517,873,1737,19,665,670,817.6,826,814,813,12,607,1628,841,443,1034,86.84807256,-0.614822507,-0.65275532,0,NaN
561,Male,29,Detroit MI,Midwest,White Collar,16,1,5,Economy,1986,Sedan,White,1752.6,92.97052154,Married,52500,9.5,46,36,32,NaN,NaN,NaN,561,260,218,555,876,658,337,455,144,1102,NaN,647,1112,801,211,798,127,262,209,207,155,581,198,411,1090,907,567,463,522,893,1749,19,665,655,789,787,798,782,12,634,1674,951,434,1048,90.47619048,-0.105663896,0.083945692,0,NaN
562,Male,45,Detroit MI,Northeast,White Collar,18,2,2.5,Economy,1997,Non-sedan,White,1866.9,106.5759637,Married,90000,11.5,44,40,32,NaN,NaN,NaN,631,278,217,569,897,680,352,466,148,1188,NaN,656,1132,851,259,815,115,288,206,208,160,597,201,428,1135,990,606,517,531,941,1857,34,674,671,845,834,851,850,15,718,1815,1103,433,1127,107.7097506,1.654084682,0.392214656,0,NaN
563,Male,39,Detroit MI,Midwest,Blue Collar,12,3,0.5,Economy,1998,Non-sedan,White,1930.4,102.0408163,Married,NaN,9.5,46,38,36,NaN,NaN,NaN,622,272,209,564,885,676,355,426,141,1113,NaN,677,1060,856,233,839,123,266,214,202,150,591,210,385,1053,986,598,467,496,966,1901,18,639,650,810.3,824,805,802,13.5,636,1859,979,562,1083,101.814059,1.927981377,-0.281030089,0,NaN
564,Male,39,Detroit MI,Midwest,White Collar,14,3,2.5,Economy,1991,Non-sedan,Black,1930.4,89.79591837,Married,37500,11.5,42,34,36,NaN,NaN,NaN,595,274,211,573,888,677,362,453,144,975,NaN,701,1042,918,197,826,123,288,219,217,152,595,207,358,1012,1045,616,470,494,942,1925,19,597,589,864,855,871,866,11,655,1740,901,463,1178,86.84807256,0.315812379,-2.303744793,0,NaN
565,Male,29,Detroit MI,South,Blue Collar,14,1,0.5,Economy,1990,Sedan,Black,1854.2,129.2517007,Single,25000,13,48,44,30,NaN,NaN,NaN,656,274,234,589,914,680,355,541,151,1292,NaN,658,1265,785,283,822,122,286,213,213,160,600,210,447,1217,916,587,536,599,932,1814,40,729,755,848,850,846,848,21.5,628,1964,1118,630,993,126.7573696,-0.018649455,2.933487177,0,NaN
566,Male,26,Detroit MI,Midwest,White Collar,16,0,5,Economy,1996,Non-sedan,White,1803.4,86.16780045,Single,37500,11.5,44,34,31,NaN,NaN,NaN,605,284,215,549,857,642,334,470,151,1043,NaN,615,1059,797,245,823,119,283,224,215,155,573,196,368,1046,863,567,483,503,959,1810,14.5,621,619,830.6,833,829,830,12,641,1744,894,494,1040,88.43537415,0.324569643,-0.322685719,0,NaN
567,Male,32,Detroit MI,Foreign,White Collar,18,0,0.5,Economy,1990,Sedan,Asian,1727.2,88.43537415,Married,70000,9.5,48,38,30,NaN,NaN,NaN,560,263,221,566,889,668,345,449,151,1059,NaN,609,1062,798,191,734,118,253,203,198,164,581,190,405,1085,882,568,500,519,848,1710,29.5,643,654,859.6,858,861,860,17,559,1700,991,558,1004,92.74376417,-0.655832112,0.726625383,0,NaN
568,Male,35,Detroit MI,Foreign,White Collar,21,0,0.5,Economy,1994,Sedan,Asian,1727.2,83.90022676,Married,150000,10.5,NaN,36,NaN,NaN,NaN,NaN,565,265,204,525,830,626,321,438,140,1035,NaN,617,1029,773,225,752,125,274,199,199,150,564,195,395,1065,891,560,468,492,865,1710,39,654,658,798,804,799,791,16.5,604,1674,971,462,997,83.90022676,0.013827125,0.400516748,0,NaN
569,Female,56,Detroit MI,Midwest,Blue Collar,14,3,0.5,Economy,1994,Sedan,White,1320.8,99.77324263,Married,52500,7.5,NaN,NaN,NaN,NaN,16,42,564,258,200,518,765,565,318,486,140,1210,1042,605,1125,664,252,715,112,238,194,174,151,560,184,452,1200,775,462,461,499,828,1552,33,701,665,706.3,695,712,712,32,727,1754,1123,445,910,98.86621315,-1.134329915,2.394052744,0.795375347,2
571,Male,56,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1996,Non-sedan,White,1828.8,89.34240363,Divorced/Widowed,52500,10,42,36,32,NaN,NaN,NaN,642,276,225,577,893,668,352,478,138,1049,NaN,640,1091,801,261,827,124,272,218,206,149,583,205,408,1040,884,569,475,486,968,1814,18,629,639,812.3,812,810,815,16.5,698,1754,955,421,1071,90.02267574,0.791151583,0.092289008,0,NaN
572,Male,32,Detroit MI,Midwest,White Collar,18,0,2.5,Economy,1997,Sedan,White,1879.6,77.09750567,Married,NaN,10,40,34,34,NaN,NaN,NaN,620,257,232,571,871,639,339,430,147,954,NaN,630,972,854,264,856,116,262,202,195,153,564,194,362,986,934,582,463,480,954,1842,11.5,577,581,804.6,809,803,802,9,596,1677,851,484,1088,74.37641723,0.541615307,-1.018014789,0,NaN
573,Female,26,Detroit MI,Midwest,White Collar,16,0,0.5,Economy,1995,Sedan,White,1625.6,77.09750567,Married,70000,8,NaN,NaN,NaN,12,14,38,570,248,190,507,765,575,317,434,134,1045,892,613,959,736,250,763,112,239,187,191,148,570,189,429,1121,832,508,426,458,864,1633,28,655,650,726,718,727,733,26,715,1591,820,370,1023,76.8707483,0.409293741,0.508928359,0.027886525,3
574,Male,25,Detroit MI,South,White Collar,16,0,0.5,Economy,1990,Sedan,Black,1803.4,106.5759637,Single,37500,11.5,NaN,42,32,NaN,NaN,NaN,573,255,219,557,876,657,338,477,149,1147,NaN,657,1140,811,220,796,127,252,210,201,144,570,201,458,1234,918,564,512,553,904,1761,34,777,774,825.3,825,831,820,14.5,742,1814,1079,503,1066,110.2040816,-0.08745347,2.614279747,0,NaN
575,Male,37,Detroit MI,Midwest,White Collar,16,1,10,Economy,1996,Sedan,White,1816.1,82.53968254,Divorced/Widowed,52500,13,42,32,33,NaN,NaN,NaN,617,283,206,557,865,659,351,457,146,1052,NaN,617,1066,824,239,830,119,290,217,214,156,571,195,370,1032,902,585,483,483,947,1806,11.5,634,615,807,803,806,812,14.5,663,1689,860,437,1073,85.48752834,0.655729413,-0.388548821,0,NaN
576,Male,25,Detroit MI,Midwest,White Collar,16,0,0.5,Economy,1997,Non-sedan,White,1905,111.1111111,Married,70000,12,48,40,36,NaN,NaN,NaN,646,283,243,607,946,703,364,472,143,1108,NaN,688,1138,890,251,811,128,288,216,206,155,584,199,437,1195,975,627,475,529,947,1903,25,724,737,889.3,875,902,891,21,727,1883,1021,497,1117,109.0702948,1.721169949,-0.359709978,0,NaN
578,Male,36,Detroit MI,Midwest,White Collar,16,0,5,Economy,1990,Sedan,White,1816.1,73.92290249,Single,52500,10,NaN,32,32,NaN,NaN,NaN,631,264,208,537,852,644,329,422,144,989,NaN,590,1044,792,281,854,118,273,222,212,156,582,200,351,956,891,548,475,470,972,1806,7.5,555,570,804.3,795,807,811,7,625,1726,814,490,1023,74.6031746,0.270215094,-0.503500402,0,NaN
579,Male,34,Detroit MI,South,White Collar,16,0,8,Economy,1991,Non-sedan,White,1955.8,97.50566893,Married,52500,12,44,38,38,NaN,NaN,NaN,626,284,208,579,908,700,371,460,140,1028,NaN,679,1060,924,232,874,119,288,228,222,145,577,201,408,1101,1018,626,475,510,973,1942,13.5,647,650,870.3,868,865,878,16.5,684,1762,935,462,1185,96.14512472,1.671652913,-1.148299098,0,NaN
580,Male,34,Detroit MI,Foreign,Management,18,2,8,Economy,1977,Sedan,White,1803.4,99.77324263,Married,70000,9.5,44,36,32,NaN,NaN,NaN,612,271,228,577,887,659,349,485,141,1160,NaN,626,1174,798,236,802,127,265,203,204,150,567,200,412,1110,941,562,471,556,939,1790,23,665,677,792.3,791,792,794,13,804,1793,1044,418,1107,102.9478458,0.791261375,0.839672804,0,NaN
581,Female,34,Detroit MI,Midwest,Management,16,2,2.5,Economy,1998,Non-sedan,White,1765.3,62.58503401,Married,150000,8.5,NaN,NaN,NaN,8,8,34,599,248,180,505,785,605,325,383,129,899,765,602,900,813,246,790,112,246,194,191,140,550,185,397,1018,864,542,410,426,914,1748,11,568,555,763.3,766,759,765,16,698,1599,730,365,1076,62.58503401,1.427565455,-0.982817888,-0.903871655,1
582,Male,50,Detroit MI,Midwest,White Collar,16,1,2.5,Economy,1996,Sedan,White,1905,102.0408163,Married,150000,11,44,40,32,NaN,NaN,NaN,653,280,220,568,894,674,348,479,142,1109,NaN,650,1108,831,265,888,122,282,222,213,150,580,202,455,1130,941,597,495,519,986,1883,22,668,692,855.6,853,858,856,19,783,1883,1053,458,1102,104.5351474,2.001378775,0.421941161,0,NaN
583,Female,27,Detroit MI,Midwest,Management,16,0,0.5,Economy,1993,Sedan,White,1689.1,77.09750567,Single,52500,8,NaN,NaN,NaN,14,14,38,595,234,185,495,745,560,310,405,125,1034,902,619,935,708,263,776,116,222,194,174,140,555,191,486,1236,782,513,430,445,894,1649,29.5,729,715,721.3,728,720,716,18,793,1701,811,395,1002,83.44671202,0.579121947,0.849989653,-0.041381989,3
586,Female,35,Detroit MI,Midwest,White Collar,18,0,8,Economy,1993,Sedan,White,1676.4,59.41043084,Single,52500,8,NaN,NaN,NaN,4,6,34,584,233,175,483,751,576,308,356,131,875,752,590,868,784,256,767,108,239,196,201,142,545,183,377,1013,815,519,390,412,874,1667,15.5,576,580,723,724,725,720,16,655,1528,744,360,1005,58.9569161,0.498003334,-0.531125247,-1.308037162,1
587,Male,44,Detroit MI,Midwest,Management,18,0,2.5,Economy,1997,Sedan,White,1752.6,74.82993197,Married,150000,8.5,40,34,30,NaN,NaN,NaN,575,258,203,533,851,648,330,447,145,986,NaN,583,998,753,219,805,130,250,203,188,153,565,196,389,1001,839,541,446,476,908,1732,21,576,600,760.3,757,763,761,20,658,1632,852,414,1020,74.37641723,-0.267437279,-0.196562752,0,NaN
588,Male,39,Detroit MI,Foreign,White Collar,16,3,5,Economy,1998,Non-sedan,White,1778,79.36507937,Married,NaN,10,44,34,31,NaN,NaN,NaN,625,271,217,545,842,625,328,440,142,1049,NaN,605,1080,762,270,825,118,265,211,199,145,588,211,364,1031,853,541,483,488,931,1741,17,630,629,786.6,790,785,785,13,613,1767,889,501,991,82.99319728,0.177859887,-0.00964348,0,NaN
589,Female,35,Detroit MI,Midwest,White Collar,NaN,0,0.5,Economy,1993,Sedan,White,1841.5,68.93424036,Single,NaN,10,NaN,NaN,NaN,12,12,36,606,246,195,530,823,628,335,380,125,876,782,665,875,867,242,823,112,262,189,208,147,575,194,444,1090,901,581,425,435,939,1845,8.5,589,567,818,812,815,827,11.5,715,1655,706,390,1138,68.70748299,2.911037207,-0.827601254,-1.856895208,3
590,Female,44,Detroit MI,Midwest,Management,18,1,2.5,Economy,1995,Sedan,White,1727.2,73.46938776,Married,150000,10,NaN,NaN,NaN,9,10,34,596,259,183,523,790,607,340,400,126,900,784,657,863,779,242,770,124,259,201,195,152,570,186,491,1155,834,535,408,430,888,1714,18,635,592,748.3,739,752,754,15,765,1618,735,357,1068,73.24263039,1.267099977,-0.453765184,-0.308682173,2
591,Male,58,Detroit MI,Foreign,Management,14,2,0.5,Economy,1995,<undefined>,White,1790.7,90.70294785,Married,70000,9,44,38,32,NaN,NaN,NaN,597,280,202,532,854,652,330,453,148,1098,NaN,620,1065,769,230,814,126,268,213,201,158,579,201,398,1113,882,567,479,470,936,1768,19,626,610,799,801,799,797,16,661,1817,1035,549,1016,97.7324263,0.28934443,0.469369143,0,NaN
592,Male,NaN,Detroit MI,Midwest,Management,21,3,2.5,Luxury,1994,Sedan,White,1879.6,147.3922902,Married,150000,11.5,48,46,32,NaN,NaN,NaN,639,318,215,561,901,686,346,552,161,1378,NaN,686,1283,826,283,836,120,279,235,208,165,588,197,519,1345,934,615,557,575,954,1852,36,805,798,850,842,855,853,23,801,1972,1332,525,1104,147.845805,1.536816835,2.923055887,0,NaN
593,Female,36,Detroit MI,Midwest,White Collar,14,0,2.5,Luxury,1993,Non-sedan,White,1727.2,120.1814059,Single,52500,10,NaN,NaN,NaN,22,20,44,582,276,223,560,835,612,337,507,143,1371,1158,672,1280,794,238,753,123,256,213,208,154,565,188,479,1251,903,571,507,615,862,1741,31,712,724,808,796,812,816,28,780,1811,1180,460,1084,125.6235828,1.405598521,1.385077357,-0.37714079,4
594,Female,22,Detroit MI,Midwest,White Collar,16,0,2.5,Luxury,1998,Sedan,White,1727.2,79.36507937,Single,37500,8,NaN,NaN,NaN,12,14,36,608,242,185,520,790,605,335,415,134,917,779,642,895,792,249,768,123,241,192,191,145,576,195,480,1200,854,536,415,458,901,1716,18,716,732,746.3,734,746,759,17,750,1626,820,385,1061,79.36507937,1.330008745,-0.38543424,1.090254903,2
595,Male,19,Detroit MI,Midwest,White Collar,12,0,2.5,Economy,1989,Sedan,White,1828.8,92.97052154,Single,150000,12,42,38,32,NaN,NaN,NaN,609,288,221,543,867,646,322,446,146,990,NaN,620,996,794,251,831,121,279,213,210,168,615,207,406,1115,869,575,475,503,963,1815,12,683,684,781.6,790,776,779,20.5,657,1774,944,483,1001,91.60997732,-0.078427657,-0.116993405,0,NaN
597,Male,33,Detroit MI,Foreign,White Collar,21,0,0.5,Economy,1992,Sedan,White,1727.2,90.70294785,Divorced/Widowed,52500,10,40,36,30,NaN,NaN,NaN,588,268,222,540,838,616,318,441,141,1077,NaN,592,1079,745,247,818,120,261,207,191,153,570,197,421,1118,826,550,467,509,925,1688,19,649,643,773.3,768,773,779,24,628,1713,947,458,962,88.66213152,-0.630664945,0.969531059,0,NaN
598,Female,37,Detroit MI,Northeast,,16,2,2.5,Economy,1995,Non-sedan,White,1828.8,71.20181406,Married,52500,11,NaN,NaN,NaN,12,10,36,597,262,190,528,811,621,338,416,135,930,786,633,939,849,235,789,125,272,201,216,146,585,202,402,1026,929,580,423,468,917,1801,17.5,596,580,775.6,781,770,776,19,745,1623,760,380,1140,72.10884354,1.834073305,-1.127563953,-0.054246746,1
599,Male,26,Detroit MI,Midwest,White Collar,16,0,8,Economy,1998,Non-sedan,Black,1879.6,93.42403628,Single,52500,13,46,36,34,NaN,NaN,NaN,570,271,243,587,925,682,344,462,141,1065,NaN,658,1101,899,210,780,119,291,230,225,145,572,205,389,1076,953,604,488,538,899,1842,18.5,659,660,844.3,844,844,845,5,654,1664,889,417,1144,93.19727891,0.338020772,-0.594629586,0,NaN
600,Female,25,Detroit MI,Midwest,White Collar,18,0,0.5,Economy,1997,Sedan,White,1549.4,52.15419501,Married,90000,5.5,NaN,NaN,NaN,4,6,34,539,219,173,460,721,548,287,330,125,855,701,546,822,690,231,737,105,222,169,158,141,560,186,390,976,705,467,390,398,841,1550,13.5,554,535,662.6,659,665,664,13,644,1433,656,340,935,51.92743764,-1.436925411,-0.223349988,-0.399885356,2
601,Male,26,Detroit MI,Midwest,White Collar,16,0,5,Economy,1993,Sedan,,1905,115.6462585,Single,52500,14,48,40,36,NaN,NaN,NaN,633,293,232,585,900,668,353,501,155,1169,NaN,657,1176,839,262,857,122,284,230,214,160,592,200,413,1148,946,613,557,524,988,1903,25.5,695,699,827.3,831,822,829,14,681,1874,1013,511,1105,113.3786848,1.74796021,0.025803687,0,NaN
602,Male,34,Detroit MI,<undefined>,White Collar,18,0,0.5,Economy,1995,Sedan,Asian,1828.8,72.56235828,Married,52500,9.5,NaN,32,32,NaN,NaN,NaN,607,269,210,558,860,650,348,396,151,914,NaN,612,934,821,230,829,123,271,199,207,165,568,186,363,965,900,564,447,453,933,1805,10.5,555,578,785,776,784,795,7.5,616,1657,838,431,1077,72.56235828,0.067095764,-0.813409746,0,NaN
603,Male,43,Detroit MI,Midwest,White Collar,12,2,2.5,Economy,1995,Sedan,White,1752.6,70.29478458,Married,70000,8.5,38,31,32,NaN,NaN,NaN,565,254,204,522,800,596,318,415,138,971,NaN,570,953,771,217,783,111,241,201,184,154,554,187,355,959,858,546,455,465,886,1696,13,560,566,766.3,765,766,768,10,601,1582,825,408,1013,70.06802721,-1.15268743,-0.865826666,0,NaN
605,Male,34,Detroit MI,Midwest,White Collar,16,2,2.5,Economy,1998,Non-sedan,White,1727.2,83.44671202,Married,52500,9,42,36,30,NaN,NaN,NaN,599,264,206,537,836,630,331,448,146,995,NaN,599,1016,775,228,783,122,245,194,196,155,565,193,377,1017,895,546,496,488,899,1731,28.5,587,595,802.6,803,801,804,18.5,588,1699,964,465,1006,82.76643991,-0.188296199,0.212475732,0,NaN
606,Male,25,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1987,Sedan,White,1676.4,63.49206349,Single,25000,9.5,38,31,30,NaN,NaN,NaN,524,248,219,521,810,591,302,421,131,965,NaN,565,989,754,183,720,123,248,212,195,146,589,211,335,902,816,509,467,472,845,1626,11,542,546,756.3,759,758,752,9,559,1468,789,373,967,64.39909297,-1.83765316,-0.189927623,0,NaN
607,Female,35,Detroit MI,Midwest,Management,18,2,2.5,Economy,1993,Sedan,White,1651,68.02721088,Married,150000,7.5,NaN,NaN,NaN,8,13,34,611,233,170,466,709,539,296,386,126,895,778,569,884,740,290,789,117,241,178,189,140,546,183,428,1095,779,499,409,436,899,1655,20,638,620,690.6,685,698,689,21,724,1615,786,355,1014,67.34693878,0.59429276,-0.00699028,0.019084491,1
608,Male,25,Detroit MI,Foreign,White Collar,16,0,2.5,Economy,1998,Sedan,Asian,1600.2,68.48072562,Single,90000,7.5,40,32,28,NaN,NaN,NaN,597,231,204,506,760,556,302,442,156,981,NaN,530,1003,665,270,785,106,232,206,180,165,568,184,357,965,766,488,463,476,893,1624,23.5,571,579,700.6,703,697,702,14,598,1654,848,413,900,68.48072562,-1.457470298,0.308640808,0,NaN
609,Female,32,Detroit MI,Midwest,White Collar,16,0,2.5,<undefined>,1997,Non-sedan,White,1727.2,59.86394558,Married,150000,7,NaN,NaN,NaN,4,4,34,591,236,188,505,747,559,317,358,135,864,733,585,845,789,253,792,119,236,182,175,150,577,198,387,975,821,519,435,438,917,1721,6.5,575,562,732.3,728,740,729,11,710,1549,640,348,1064,61.45124717,0.865528524,-0.980478168,-0.923250556,3
610,Male,39,Detroit MI,Foreign,White Collar,16,2,5,Economy,1993,Sedan,White,1828.8,95.23809524,Married,52500,11.5,46,36,32,NaN,NaN,NaN,628,280,220,554,855,635,334,468,144,1147,NaN,620,1122,785,288,836,124,276,219,204,156,592,207,413,1113,923,561,504,512,952,1789,20.5,646,640,825,822,824,829,10,764,1817,979,427,1068,95.46485261,1.045158744,0.513265073,0,NaN
611,Male,27,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1993,Non-sedan,White,1854.2,97.50566893,Married,70000,9,48,36,34,NaN,NaN,NaN,611,263,221,577,899,678,356,471,136,1124,NaN,646,1137,813,228,838,119,263,220,208,150,583,206,397,1097,911,576,521,509,953,1844,16.5,633,666,826.6,823,816,841,18,644,1771,928,472,1061,97.50566893,0.953525186,0.01292062,0,NaN
612,Male,24,Detroit MI,Midwest,Blue Collar,14,0,5,Economy,1983,Non-sedan,,1854.2,70.29478458,Single,150000,10,NaN,32,32,NaN,NaN,NaN,574,267,221,554,880,659,333,397,133,918,NaN,599,967,847,221,803,128,274,213,211,156,579,204,335,928,899,586,463,485,934,1805,6,551,550,808.6,807,815,804,14.5,587,1606,754,414,1069,66.89342404,-1.737925529,-1.907617927,0,NaN
613,Male,31,Detroit MI,Midwest,Blue Collar,12,1,2.5,Economy,1998,Non-sedan,White,1765.3,117.9138322,Married,37500,9.5,44,42,30,NaN,NaN,NaN,655,280,234,546,852,618,312,508,157,1228,NaN,615,1246,733,318,882,128,249,222,191,167,595,201,416,1169,819,550,557,568,976,1769,36,696,697,788.3,791,785,789,16.5,726,1903,1080,511,1002,116.3265306,0.521617234,1.508065939,0,NaN
614,Female,44,Detroit MI,Midwest,Management,16,3,5,Economy,1997,Sedan,White,1600.2,58.04988662,Married,150000,7.5,NaN,NaN,NaN,6,6,34,513,239,188,512,750,562,324,357,142,891,734,572,841,744,181,713,115,231,181,181,150,563,191,399,1005,776,499,397,404,840,1608,10.5,585,539,704.3,703,699,711,22,659,1435,661,345,990,58.50340136,-1.411694407,-1.739009619,2.008165836,3
615,Female,27,Detroit MI,Midwest,White Collar,16,2,2.5,Economy,1994,Sedan,Black,1574.8,84.80725624,Single,NaN,8.5,NaN,NaN,NaN,14,14,38,540,258,175,485,743,568,310,408,135,1112,920,624,1016,708,221,731,104,256,196,185,154,582,198,461,1175,805,509,410,497,844,1600,42,735,675,709.3,708,709,711,30,760,1634,900,432,992,87.52834467,-1.047814727,1.995149374,0.389676124,4
616,Female,37,Detroit MI,Midwest,White Collar,12,1,2.5,Economy,1992,Sedan,White,1625.6,62.58503401,Divorced/Widowed,52500,7,NaN,NaN,NaN,8,8,36,574,235,192,497,745,553,305,395,134,890,764,571,873,739,244,756,115,236,194,181,145,571,189,412,1035,762,488,414,425,864,1623,18,619,595,683,677,688,684,19,677,1511,721,355,1003,62.81179138,0.026695188,-0.279087901,-0.043366246,2
617,Male,46,Detroit MI,Midwest,White Collar,21,2,2.5,Luxury,1995,Sedan,White,1828.8,136.0544218,Married,150000,11.5,48,46,30,NaN,NaN,NaN,641,302,239,570,888,649,331,482,150,1346,NaN,653,1278,802,295,836,124,281,224,201,156,588,200,443,1268,922,586,557,554,932,1811,36.5,729,729,807.3,817,804,801,16,764,2022,1313,557,1050,139.0022676,1.814148664,1.550764441,0,NaN
618,Male,35,Detroit MI,Foreign,White Collar,21,2,0.5,Economy,1993,Non-sedan,Asian,1651,49.88662132,Married,NaN,6,NaN,29,28,NaN,NaN,NaN,576,222,203,484,758,555,281,359,139,811,NaN,511,853,698,270,801,108,226,191,177,155,553,185,311,832,750,471,434,431,917,1621,7,444,454,718.6,719,713,724,4,606,1540,643,377,927,48.75283447,-2.050885439,-0.678459883,0,NaN
620,Male,55,Detroit MI,Midwest,White Collar,18,2,2.5,Economy,1994,Sedan,White,1790.7,104.30839,Married,70000,10.5,46,42,29,NaN,NaN,NaN,601,262,225,588,905,680,363,468,147,1153,NaN,618,1105,758,232,789,129,263,197,197,157,571,200,472,1245,916,570,499,525,909,1766,29,654,669,845.3,838,850,848,18,713,1815,1119,473,1024,105.2154195,0.023583876,1.044745922,0,NaN
621,Female,32,Detroit MI,Midwest,White Collar,21,0,8,Economy,1997,Non-sedan,White,1651,58.04988662,Married,150000,7.5,NaN,NaN,NaN,8,6,34,577,234,177,483,762,585,306,399,132,879,745,586,835,768,239,759,121,232,195,199,140,555,187,398,1020,770,527,413,423,870,1646,7,589,571,738.3,740,746,729,15,648,1512,704,343,1006,58.9569161,-0.313244283,-1.512486935,0.130783692,2
622,Female,44,Detroit MI,Midwest,White Collar,18,0,0.5,Economy,1997,Sedan,White,1600.2,64.39909297,Married,150000,8,NaN,NaN,NaN,10,12,36,601,233,175,491,733,558,316,402,136,950,807,554,908,709,269,775,103,230,182,191,151,570,191,401,1002,767,488,422,430,891,1620,23,595,590,710.6,704,710,718,28,744,1606,729,387,1002,64.62585034,-0.228254274,0.478056222,-0.430755168,2
623,Male,41,Detroit MI,Midwest,White Collar,16,2,0.5,Economy,1990,Sedan,White,1778,72.56235828,Married,70000,9.5,40,30,32,NaN,NaN,NaN,627,269,219,534,828,609,315,405,136,897,NaN,577,926,786,281,862,131,262,221,192,146,575,201,376,989,848,551,476,456,965,1773,6.5,562,570,769.6,759,770,780,8.5,692,1651,719,375,1071,71.88208617,-0.291831493,-0.445468336,0,NaN
624,Female,44,Detroit MI,Midwest,Management,18,0,5,Economy,1996,<undefined>,White,1701.8,66.21315193,Single,70000,9,NaN,NaN,NaN,10,10,36,575,242,215,528,788,573,313,396,133,934,787,621,900,771,236,774,114,251,202,203,145,560,190,406,1085,819,530,426,431,910,1699,21,627,601,733.6,734,748,719,22,754,1607,750,335,1056,69.84126984,0.597313046,-0.4603028,-1.105881691,2
625,Male,51,Detroit MI,Midwest,White Collar,16,2,2.5,Economy,1989,Non-sedan,White,1498.6,63.49206349,Divorced/Widowed,70000,5,42,32,28,NaN,NaN,NaN,489,234,219,502,764,545,283,402,141,1016,NaN,525,1022,630,183,692,112,216,187,166,147,549,189,339,945,704,465,466,479,791,1497,22.5,541,547,701.3,698,707,699,7.5,537,1531,888,454,841,63.94557823,-3.220975161,2.165317535,0,NaN
626,Female,28,Detroit MI,Midwest,White Collar,18,0,5,Economy,1998,Sedan,White,1625.6,52.15419501,Married,150000,7,NaN,NaN,NaN,4,4,34,553,234,173,477,728,555,304,358,135,794,746,548,800,731,235,748,105,240,194,192,148,552,186,349,907,740,484,417,400,865,1602,7,532,530,693.3,679,694,707,14,495,1424,632,377,953,50.34013605,-0.647351265,-0.387883991,-1.057270408,2
627,Female,48,Detroit MI,South,Blue Collar,14,1,10,Economy,1995,Sedan,White,1612.9,51.24716553,Divorced/Widowed,52500,8.5,NaN,NaN,NaN,8,4,36,555,234,193,503,740,547,310,345,130,859,717,532,821,732,221,759,109,242,192,193,146,540,185,352,911,754,494,402,401,867,1605,5.5,522,510,709.6,724,701,704,7,630,1451,639,362,977,51.4739229,-0.275095999,-0.706258893,0.265235424,3
628,Female,24,Detroit MI,South,White Collar,12,0,0.5,Economy,1995,Sedan,White,1625.6,68.48072562,Married,37500,8.5,NaN,NaN,NaN,12,11,36,587,246,187,504,750,563,317,418,132,949,834,564,916,752,254,748,111,247,196,195,144,545,182,420,1052,778,496,437,455,866,1619,19.5,625,610,725.3,722,725,729,14,695,1512,794,324,1014,68.93424036,0.089969479,0.061694127,-0.3308644,2
629,Male,57,Detroit MI,Midwest,Management,18,3,8,Economy,1998,Sedan,White,1828.8,118.8208617,Married,150000,10,48,42,30,NaN,NaN,NaN,586,291,235,579,897,662,344,530,156,1195,NaN,630,1205,805,222,807,124,269,222,199,171,609,205,433,1177,963,591,545,549,922,1810,25.5,690,694,834,827,837,838,5,752,1892,1109,492,1054,120.4081633,1.07365489,1.01982069,0,NaN
630,Female,53,Detroit MI,Midwest,White Collar,14,2,2.5,Economy,1997,Non-sedan,White,1511.3,63.49206349,Married,17500,5,NaN,NaN,NaN,12,12,36,528,222,201,472,721,520,271,378,121,1005,814,550,953,666,240,707,96,214,180,162,133,496,168,398,1030,813,467,434,437,812,1510,20,605,590,642.6,650,642,636,22,706,1522,794,297,928,64.1723356,-1.324459314,0.92788136,-0.133321553,3
632,Male,39,Detroit MI,Midwest,White Collar,18,2,8,Economy,1994,Sedan,White,NaN,NaN,Married,90000,9.5,42,31,32,NaN,NaN,NaN,579,252,194,535,840,646,341,446,143,991,NaN,596,1027,798,215,789,130,266,212,197,161,582,197,356,981,868,552,462,457,898,1743,12,571,578,771.3,777,761,776,6,583,1640,817,423,1021,75.73696145,-0.462694913,-0.506488264,0,NaN
633,Male,40,Detroit MI,Midwest,White Collar,18,0,5,Economy,1997,Sedan,White,1930.4,138.3219955,Single,90000,13,48,46,34,NaN,NaN,NaN,635,300,226,580,905,679,354,520,153,1361,NaN,685,1326,871,250,820,130,289,218,215,154,599,204,483,1255,988,636,557,590,940,1893,51,727,774,892.3,883,896,898,24.5,698,1974,1223,582,1125,140.3628118,2.336201429,1.159581184,0,NaN
634,Male,55,Detroit MI,Midwest,White Collar,21,3,10,Economy,1998,Sedan,White,1772.92,79.36507937,Married,150000,9.5,42,34,31,NaN,NaN,NaN,615,258,221,556,858,637,335,420,150,993,NaN,617,1022,787,262,833,114,261,204,202,160,590,201,385,1033,867,545,451,486,938,1761,7,598,603,840.6,840,839,843,5.5,647,1685,853,441,1029,79.36507937,-0.378848284,-0.050701883,0,NaN
635,Female,26,Detroit MI,Midwest,White Collar,21,1,0.5,Economy,1990,Sedan,Black,1701.8,86.16780045,Divorced/Widowed,25000,10,NaN,NaN,NaN,14,14,36,576,245,183,509,787,604,326,420,136,1099,875,611,1028,786,250,753,115,273,211,204,150,594,194,442,1120,846,538,449,484,866,1690,49,696,680,768.6,756,773,777,35,753,1637,938,360,1059,90.02267574,0.984862924,0.621568382,0.080450729,3
636,Male,47,Detroit MI,Foreign,Management,18,3,5,Luxury,1998,Sedan,White,1854.2,97.50566893,Divorced/Widowed,150000,11,44,36,34,NaN,NaN,NaN,629,278,234,571,887,653,337,455,145,1128,NaN,642,1098,831,268,860,128,274,224,208,154,604,211,403,1140,906,585,499,522,974,1854,17,668,660,826.6,824,824,832,17,712,1812,952,463,1092,99.09297052,1.411032319,0.02799158,0,NaN
637,Male,31,Detroit MI,West,White Collar,18,0,2.5,Economy,1989,Non-sedan,,1790.7,81.17913832,Married,150000,9,42,32,34,NaN,NaN,NaN,601,259,211,565,886,675,354,450,154,1002,NaN,621,1024,836,220,798,130,260,209,194,165,597,199,378,1017,919,565,483,483,922,1784,20,617,607,815,804,815,826,11,632,1671,853,411,1078,82.0861678,0.12113972,-0.38785246,0,NaN
638,Male,35,Detroit MI,Midwest,White Collar,18,2,5,Economy,1998,Sedan,White,1701.8,68.02721088,Married,90000,8,32,32,30,NaN,NaN,NaN,568,245,204,527,816,612,323,391,135,954,NaN,586,977,757,216,769,115,258,204,196,150,548,187,361,989,806,526,446,453,892,1691,13,555,561,797.3,795,796,801,11.5,577,1592,828,432,969,65.98639456,-1.346543908,-0.400249481,0,NaN
639,Male,22,Detroit MI,Foreign,,16,0,10,Economy,1988,Sedan,White,1981.2,97.50566893,Single,90000,12,NaN,36,36,NaN,NaN,NaN,673,272,221,601,914,693,380,482,138,991,NaN,671,1045,932,266,858,117,285,212,210,161,568,190,387,1059,1020,635,495,506,988,1964,8,667,662,881,880,878,885,6,628,1826,888,491,1166,95.46485261,1.73450315,-1.417625666,0,NaN
640,Female,46,Detroit MI,Northeast,White Collar,16,2,2.5,Economy,1998,Sedan,White,1803.4,82.99319728,Married,70000,9.5,NaN,NaN,NaN,14,14,34,672,252,159,525,774,615,366,446,138,1040,854,619,926,789,304,856,118,255,197,192,150,601,196,446,1160,842,528,434,445,964,1780,20,703,680,746,746,753,739,25,732,1768,880,407,1077,85.94104308,1.930083275,-0.566052377,-1.008641958,5
641,Male,46,Detroit MI,Northeast,White Collar,21,2,2.5,Economy,1997,Sedan,White,1727.2,81.63265306,Married,52500,9.5,NaN,36,30,NaN,NaN,NaN,619,268,210,549,836,626,339,468,150,1009,NaN,586,1005,754,255,800,121,264,221,203,151,556,186,390,1034,827,534,496,488,914,1711,13,599,608,784,783,786,783,11.5,644,1725,902,430,1005,85.26077098,-0.588996768,0.362954944,0,NaN
642,Female,31,Detroit MI,Midwest,White Collar,16,1,0.5,Economy,1998,Non-sedan,White,1778,72.56235828,Married,150000,9.5,NaN,NaN,NaN,14,12,36,594,249,200,537,818,618,337,393,129,975,774,636,870,836,235,786,111,252,197,196,145,586,197,424,1061,904,556,443,453,915,1774,13.5,617,599,773.6,771,778,772,24,746,1608,748,355,1122,72.10884354,1.963032842,-0.693962872,-0.924067497,3
643,Male,29,Detroit MI,Northeast,White Collar,18,0,5,Economy,1992,Non-sedan,White,1727.2,70.29478458,Single,70000,9.5,NaN,33,33,NaN,NaN,NaN,545,246,201,527,834,633,326,410,135,924,NaN,595,956,803,193,786,125,252,202,199,153,577,201,354,992,869,562,467,462,896,1736,12.5,574,573,808.3,816,807,802,11,581,1583,780,387,1012,67.57369615,-0.824436188,-0.648113072,0,NaN
644,Female,28,Detroit MI,South,White Collar,21,0,2.5,Economy,1998,Sedan,White,1739.9,67.12018141,Married,150000,9,NaN,NaN,NaN,10,12,36,612,252,178,500,775,597,322,404,132,951,814,605,915,809,259,803,109,249,188,191,151,553,182,420,1050,888,532,414,439,920,1737,19.5,610,596,734.3,734,734,735,15,755,1630,771,360,1097,68.48072562,1.856058955,-0.562628448,-0.328776866,2
646,Female,47,Detroit MI,Midwest,White Collar,18,0,2.5,Economy,1998,Sedan,White,1651,61.2244898,Married,90000,8,NaN,NaN,NaN,8,8,36,567,235,183,493,752,569,310,375,128,892,760,575,859,755,242,757,107,241,197,191,141,545,185,414,1031,805,498,412,422,862,1636,12,587,576,702.6,706,702,700,14.5,700,1530,720,355,1015,59.18367347,-0.092804164,-0.265261173,-0.257134199,3
647,Male,51,Detroit MI,Northeast,White Collar,16,0,0.5,Economy,1986,Sedan,White,1828.8,134.2403628,Married,NaN,12,48,46,32,NaN,NaN,NaN,670,289,237,597,919,682,360,543,157,1290,NaN,653,1272,794,296,856,121,278,221,209,166,603,210,412,1264,937,592,556,560,966,1830,36,669,663,879.3,887,879,872,8,784,1971,1272,539,1054,132.1995465,1.037743092,1.666068673,0,NaN
648,Male,43,Detroit MI,Midwest,White Collar,16,0,2.5,Economy,1995,Non-sedan,White,1778,92.97052154,Single,70000,10,42,36,30,NaN,NaN,NaN,620,254,234,567,868,634,333,448,144,1064,NaN,601,1060,781,261,830,118,262,221,201,157,582,196,423,1124,898,557,499,506,937,1765,17.5,662,682,840,882,821,814,19.5,753,1760,1013,404,1062,91.83673469,0.209537804,0.877547443,0,NaN
649,Female,22,Detroit MI,Midwest,White Collar,16,0,8,Economy,1997,Sedan,White,1752.6,58.9569161,Single,37500,9,NaN,NaN,NaN,10,8,36,546,254,192,534,810,618,342,354,124,838,720,611,837,841,174,765,109,249,187,185,135,545,185,399,1010,868,550,425,419,886,1732,10,572,575,778,773,779,782,16,653,1460,702,323,1068,60.31746032,0.376567334,-1.896752119,0.905748904,1
650,Male,49,Detroit MI,Foreign,White Collar,16,4,5,Economy,1997,Sedan,White,1752.6,74.82993197,Married,90000,10.5,40,34,30,NaN,NaN,NaN,592,251,219,544,834,615,325,439,148,1025,NaN,584,1066,761,239,790,124,268,221,208,161,597,204,370,980,832,545,471,480,905,1720,16.5,552,557,789.6,782,790,797,8,576,1655,867,449,985,75.96371882,-0.635096133,-0.116174988,0,NaN
651,Female,32,Detroit MI,Foreign,White Collar,18,0,2.5,Economy,1991,Sedan,White,1625.6,58.9569161,Single,70000,7,NaN,NaN,NaN,10,8,36,551,224,202,519,785,583,317,370,132,868,748,562,869,750,210,757,109,234,176,182,141,540,180,378,998,771,502,411,431,873,1634,10,572,570,706.3,701,702,716,12,655,1479,715,315,986,58.9569161,0.077479601,-0.394136906,-0.588547051,2
652,Male,37,Detroit MI,Midwest,White Collar,18,2,5,Economy,1998,Sedan,White,1765.3,86.16780045,Married,70000,10,46,36,34,NaN,NaN,NaN,606,267,215,564,867,652,349,454,149,1098,NaN,608,1149,787,268,816,110,263,222,202,152,575,198,379,1035,890,558,516,515,932,1764,16.5,585,590,808.3,805,809,811,10,617,1698,905,473,1033,86.84807256,0.054264635,0.078608282,0,NaN
653,Male,54,Detroit MI,Midwest,White Collar,21,0,2.5,Luxury,1998,Sedan,White,1828.8,97.50566893,Divorced/Widowed,90000,10,42,38,31,NaN,NaN,NaN,625,275,214,557,857,643,343,469,144,1032,NaN,634,1054,800,252,827,120,265,212,199,154,593,213,442,1176,872,583,487,485,940,1805,8.5,722,717,819.3,813,819,826,12,788,1774,952,391,1098,95.69160998,0.448761553,0.13805294,0,NaN
654,Male,38,Detroit MI,Midwest,Management,16,4,2.5,Economy,1998,Sedan,White,1930.4,52.15419501,Married,90000,12.5,44,38,36,NaN,NaN,NaN,632,272,239,585,922,683,346,444,145,1110,NaN,633,1135,865,272,866,121,294,226,219,150,595,211,420,1145,1026,606,516,519,998,1913,21,643,659,859,865,855,857,17,692,1797,981,471,1133,98.41269841,2.027407646,0.05136504,0,NaN
655,Female,52,Detroit MI,Midwest,White Collar,14,3,0.5,Economy,1995,Non-sedan,White,1651,68.02721088,Divorced/Widowed,37500,9,NaN,NaN,NaN,10,10,36,566,245,202,517,770,568,315,480,139,978,826,567,975,740,237,765,124,247,207,193,151,560,190,406,1052,792,511,443,481,879,1645,34,605,595,713.3,709,713,718,15,702,1558,782,365,1013,71.20181406,0.096135676,0.303987592,-1.005884886,3
656,Female,34,Detroit MI,Midwest,White Collar,21,2,0.5,Economy,1997,Sedan,White,1701.8,53.51473923,Married,90000,7,NaN,NaN,NaN,8,6,34,506,220,195,520,785,590,325,362,123,833,730,618,828,846,154,701,104,234,177,191,145,555,185,376,933,915,540,421,407,806,1675,13.5,536,525,748.3,746,747,752,12,555,1404,800,335,1073,51.4739229,-0.22821489,-1.978797078,0.438713342,2
657,Male,35,Detroit MI,Midwest,White Collar,18,0,5,Economy,1992,Sedan,White,1854.2,70.29478458,Married,90000,9.5,40,32,33,NaN,NaN,NaN,655,266,201,547,844,643,346,442,137,924,NaN,596,961,816,289,861,116,255,220,204,155,560,196,357,967,866,563,467,480,986,1839,7,571,578,786.6,785,788,787,5,587,1721,834,483,1049,73.01587302,0.520790577,-0.656995296,0,NaN
658,Male,28,Detroit MI,Midwest,White Collar,16,2,5,Economy,1996,Sedan,White,1854.2,88.43537415,Married,52500,11.5,44,33,36,NaN,NaN,NaN,615,280,209,567,885,676,358,430,142,1035,NaN,639,1028,870,230,844,117,274,214,205,150,577,201,388,1057,945,593,487,494,963,1872,15,630,650,841.3,827,839,858,13,676,1722,890,442,1126,88.66213152,0.766753912,-0.868296862,0,NaN
659,Male,40,Detroit MI,Midwest,White Collar,16,2,0.5,Economy,1998,Non-sedan,White,1854.2,92.97052154,Married,150000,14,44,36,33,NaN,NaN,NaN,609,287,220,568,896,676,348,451,148,1071,NaN,625,1106,846,234,830,119,298,219,213,157,592,205,411,1083,913,592,507,522,963,1854,18,662,665,848,848,848,848,18,648,1675,932,461,1076,94.33106576,0.583142221,-0.473031729,0,NaN
660,Male,48,Detroit MI,Midwest,White Collar,16,2,0.5,Economy,1996,Non-sedan,White,1828.8,131.5192744,Married,90000,11,44,44,30,NaN,NaN,NaN,636,297,232,571,898,666,339,542,151,1249,NaN,619,1279,777,289,836,122,277,233,218,162,612,210,441,1215,876,585,545,571,949,1796,33,732,735,815,813,817,815,28.5,757,1969,1216,564,1032,134.6938776,0.838095188,2.315954208,0,NaN
661,Male,55,Detroit MI,Midwest,White Collar,16,3,0.5,Economy,1987,Sedan,White,1854.2,136.0544218,Married,70000,11.5,48,46,30,NaN,NaN,NaN,677,298,225,570,882,657,345,569,152,1389,NaN,652,1311,770,315,858,121,277,228,206,164,606,208,481,1291,899,598,557,590,980,1839,46,707,713,856.3,857,857,855,24,840,2031,1385,555,1084,144.2176871,-0.323273569,3.87387538,0,NaN
662,Female,34,Detroit MI,West,White Collar,18,0,5,Economy,1997,Non-sedan,White,1803.4,64.85260771,Single,70000,9,NaN,NaN,NaN,12,10,36,598,242,195,537,831,636,342,382,126,917,792,625,890,864,228,803,117,250,184,197,142,545,182,405,1019,925,567,422,456,912,1788,17.5,597,580,755.6,773,750,744,15,660,1578,757,371,1132,65.07936508,1.525868416,-1.954372764,0.135762498,1
663,Female,53,Detroit MI,Foreign,White Collar,18,2,5,Economy,1996,Non-sedan,White,1701.8,68.02721088,Married,70000,9.5,NaN,NaN,NaN,12,10,34,542,249,215,545,812,597,330,399,130,959,812,597,906,771,215,765,126,257,201,197,145,563,193,412,1030,815,524,405,435,883,1677,20,590,580,740,736,736,748,17,712,1526,730,350,1040,66.89342404,0.185027152,-0.471556455,0.609478593,4
664,Male,36,Detroit MI,Midwest,White Collar,16,0,8,Economy,1997,Non-sedan,White,1930.4,111.1111111,Married,90000,12.5,48,38,34,NaN,NaN,NaN,642,290,241,594,925,684,353,522,143,1167,NaN,672,1216,877,266,888,144,294,236,221,155,601,213,416,1139,969,609,508,556,1014,1940,23.5,693,696,881,884,880,879,12,666,1819,964,503,1125,110.6575964,1.92080152,0.281251639,0,NaN
666,Male,55,Detroit MI,Midwest,White Collar,14,2,8,Economy,1997,Sedan,White,1879.6,96.14512472,Single,90000,13,42,36,34,NaN,NaN,NaN,642,281,218,543,870,652,325,448,151,1064,NaN,623,1089,827,290,885,133,285,218,208,157,588,205,403,1099,942,589,493,504,1003,1869,21.5,651,672,809.3,817,808,803,13,715,1806,978,472,1090,95.46485261,1.193651438,0.157476097,0,NaN
667,Male,46,Detroit MI,Midwest,White Collar,18,3,5,Economy,1992,Non-sedan,White,1803.4,79.36507937,Married,70000,12,42,34,32,NaN,NaN,NaN,592,282,215,542,850,635,327,441,146,958,NaN,613,1009,842,245,831,122,281,232,210,160,589,202,372,994,924,578,446,485,936,1806,10,617,619,816.6,817,814,819,6,628,1653,823,448,1079,82.76643991,-0.05123112,-0.811410666,0,NaN
668,Female,52,Detroit MI,Midwest,White Collar,12,2,8,Economy,1997,Sedan,White,1625.6,62.58503401,Married,90000,8,NaN,NaN,NaN,8,8,34,543,239,210,521,761,551,311,377,138,911,789,583,910,747,214,739,99,238,200,178,151,522,169,405,1045,792,493,425,454,839,1608,20,618,614,696.3,696,702,691,20,696,1494,710,355,994,65.07936508,-0.198891252,-0.064742073,-0.765382946,3
669,Male,55,Detroit MI,Midwest,White Collar,14,3,0.5,Economy,1993,Sedan,White,1772.92,75.73696145,Married,150000,11.5,38,33,30,NaN,NaN,NaN,600,255,207,536,842,635,329,421,142,999,NaN,595,1041,783,236,806,123,287,216,208,158,577,195,339,960,859,550,454,482,927,1759,9,540,551,812,815,811,810,12.5,580,1654,847,458,1010,74.37641723,-0.344692647,-0.611539721,0,NaN
670,Male,29,Detroit MI,South,White Collar,18,0,8,Economy,1996,Sedan,White,1727.2,68.02721088,Single,90000,8.5,NaN,32,28,NaN,NaN,NaN,600,260,197,487,769,572,290,394,138,916,NaN,570,935,708,279,825,116,258,204,192,155,587,206,360,996,759,491,470,432,939,1693,12,615,601,720.6,725,715,722,13,651,1701,795,449,959,67.80045351,-0.415614754,0.226262584,0,NaN
671,Male,63,Detroit MI,Foreign,White Collar,16,2,2.5,Economy,1995,Sedan,Asian,1625.6,73.92290249,Married,52500,8.5,42,38,29,NaN,NaN,NaN,546,259,199,510,806,607,311,411,138,976,NaN,555,977,719,213,742,114,262,205,196,160,555,187,359,1024,862,515,459,450,832,1600,26,595,602,788.6,788,790,788,20.5,738,1612,921,362,987,73.46938776,-1.522259951,0.123118237,0,NaN
1031,Male,50,Ames IA,Midwest,White Collar,16,2,8,Economy,1993,Sedan,White,1854.2,108.8435374,Married,90000,12,48,40,30,NaN,NaN,NaN,629,289,225,588,919,694,363,498,152,1179,NaN,640,1172,819,235,825,130,281,235,218,162,601,205,416,1124,910,598,516,535,937,1831,24,656,684,892.3,891,891,895,12.5,708,1875,1041,457,1068,108.1632653,0.893657029,0.051784683,0,NaN
1032,Female,27,Ames IA,West,White Collar,16,0,5,Economy,1996,Non-sedan,White,1676.4,58.9569161,Married,70000,7,NaN,NaN,NaN,8,8,36,575,226,174,485,762,588,311,360,134,849,709,583,824,771,246,752,116,232,190,186,145,546,185,391,1010,791,510,400,410,866,1651,10.5,578,571,720.3,720,713,728,22,625,1525,749,365,996,57.82312925,0.414509416,-0.343447149,0.20568189,2
1035,Female,41,Ames IA,Midwest,White Collar,18,0,8,Economy,1996,Sedan,White,1676.4,74.82993197,Married,NaN,8.5,NaN,NaN,NaN,14,14,38,574,247,202,546,816,614,344,419,142,982,794,588,908,761,214,757,111,248,205,209,150,578,186,429,1046,777,531,410,434,868,1665,15,625,605,776.6,762,784,784,19,720,1615,782,360,1029,72.10884354,0.707018495,-0.017876314,-0.78115201,4
1036,Male,42,Ames IA,West,White Collar,21,4,5,Economy,1994,Sedan,Hispanic,1739.9,82.53968254,Married,70000,10,46,34,30,NaN,NaN,NaN,586,262,230,564,862,632,334,462,136,1035,NaN,606,1046,758,229,790,118,260,217,194,146,562,199,367,1004,814,548,468,499,912,1745,13,595,628,785,775,795,785,4,639,1700,872,484,988,83.44671202,-0.363804489,0.573119581,0,NaN
1038,Female,48,Ames IA,Midwest,White Collar,16,2,5,Economy,1994,Sedan,White,1625.6,63.49206349,Divorced/Widowed,37500,5.5,NaN,NaN,NaN,8,8,32,559,229,185,501,753,568,316,383,129,930,769,588,889,735,235,761,112,221,186,175,145,530,172,415,1050,762,491,400,423,865,1631,18,624,630,704.6,704,715,695,16,725,1558,700,372,1015,66.4399093,0.217219234,0.298284441,-0.469441324,4
1039,Female,42,Ames IA,South,White Collar,16,2,5,Economy,1995,Sedan,White,1701.8,68.02721088,Married,90000,9.5,NaN,NaN,NaN,10,9,36,585,254,183,512,792,609,329,397,136,924,798,627,923,803,238,762,109,252,204,194,146,552,191,422,1056,825,553,436,451,870,1695,10.5,620,610,750.6,757,765,730,16,754,1554,694,355,1093,70.52154195,0.990974724,-0.18962121,-0.587167859,2
1040,Male,54,Ames IA,Midwest,White Collar,18,3,8,Economy,1988,Sedan,Asian,1746.25,65.75963719,Divorced/Widowed,52500,8.5,38,32,31,NaN,NaN,NaN,589,247,222,524,805,583,302,410,149,933,NaN,557,969,765,261,833,117,257,195,193,162,562,185,346,925,850,519,448,467,940,1734,21.5,533,548,767.6,761,772,770,6,579,1632,802,455,980,65.75963719,-0.397871375,0.154669538,0,NaN
1041,Male,24,Ames IA,Midwest,,16,0,5,Economy,1992,Sedan,White,1778,74.82993197,Married,17500,10.5,42,32,34,NaN,NaN,NaN,598,273,210,557,874,664,347,420,140,969,NaN,618,994,842,226,830,126,270,198,200,162,600,205,372,1001,902,572,453,482,944,1830,9,595,584,832,825,835,836,8,589,1637,826,445,1082,74.37641723,-0.180443868,-1.179008961,0,NaN
1044,Male,49,Ames IA,Midwest,White Collar,18,2,2.5,<undefined>,1953,Sedan,,1625.6,74.82993197,Divorced/Widowed,12500,8.5,NaN,34,29,NaN,NaN,NaN,578,249,212,506,776,564,294,419,147,1002,NaN,557,1004,704,258,743,112,244,200,185,160,573,195,347,977,782,500,444,469,868,1621,29.5,578,587,713.6,711,719,711,12.5,647,1639,894,437,921,73.46938776,-1.285672784,1.118718266,0,NaN
1045,Male,48,Ames IA,West,,16,3,0.5,Economy,1984,Non-sedan,White,1701.8,90.70294785,Divorced/Widowed,7500,9.5,40,38,29,NaN,NaN,NaN,583,246,223,540,827,604,317,455,151,1146,NaN,605,1131,726,241,771,117,243,214,198,158,588,201,403,1112,826,534,515,548,884,1683,41,663,665,804,801,804,807,24,654,1742,1049,504,977,95.46485261,-0.847945333,1.439933777,0,NaN
1046,Male,29,Ames IA,West,White Collar,18,1,2.5,Economy,1987,Sedan,White,1803.4,77.09750567,Married,37500,9.5,42,33,36,NaN,NaN,NaN,624,255,203,562,876,673,359,412,137,927,NaN,643,970,850,233,832,122,258,218,213,149,589,208,379,1022,908,584,460,468,956,1850,8,581,579,817.6,818,816,819,9,632,1705,828,428,1099,76.64399093,0.364474684,-0.814275622,0,NaN
1047,Female,48,Ames IA,Midwest,Blue Collar,12,2,5,Economy,1999,Sedan,White,1397,63.49206349,Divorced/Widowed,37500,8,NaN,NaN,NaN,12,10,36,582,238,195,537,803,608,342,406,142,971,832,574,910,758,228,759,122,241,201,193,145,553,182,379,974,790,514,429,441,863,1651,8.5,567,548,741,728,761,734,9.5,690,1555,778,340,1015,65.07936508,-0.097159311,-0.364692718,0.045321055,3
1048,Male,42,Ames IA,Midwest,White Collar,18,2,2.5,Economy,1996,Sedan,White,1828.8,81.63265306,Married,70000,9.5,42,34,34,NaN,NaN,NaN,607,261,223,586,893,670,363,442,138,985,NaN,641,977,848,213,830,120,262,217,207,156,566,204,385,1035,925,572,443,501,949,1835,12,571,592,851.3,839,858,857,15.5,685,1648,922,430,1109,80.27210884,-0.026054591,-1.025489688,0,NaN
1049,Male,32,Ames IA,Midwest,Blue Collar,16,0,2.5,Economy,1994,Non-sedan,White,1727.2,106.5759637,Married,70000,10,46,38,30,NaN,NaN,NaN,636,287,214,532,819,605,318,525,145,1182,NaN,615,1160,728,290,825,111,269,226,199,154,577,194,440,1197,842,520,480,544,933,1719,25,741,739,788.3,791,794,780,24.5,636,1829,1027,557,942,114.0589569,-1.760388494,3.496510983,0,NaN
1050,Female,51,Ames IA,Midwest,White Collar,16,2,2.5,Economy,1989,Sedan,White,1676.4,74.82993197,Divorced/Widowed,37500,8.5,NaN,NaN,NaN,14,18,40,567,235,201,505,749,548,304,428,135,1031,850,572,958,741,246,765,128,240,195,179,144,574,200,404,1045,829,504,452,451,895,1664,43,604,609,749,758,767,722,23,728,1628,915,390,1014,75.51020408,0.485940933,0.44181326,0.098506071,2
1051,Male,37,Ames IA,Midwest,Blue Collar,14,2,5,Economy,1994,Non-sedan,White,1727.2,72.56235828,Married,37500,10,42,30,31,NaN,NaN,NaN,592,269,206,532,817,611,326,430,137,976,NaN,562,995,740,244,782,123,262,211,197,151,567,194,349,962,778,530,426,452,903,1687,12.5,559,570,789.3,790,790,788,4.5,587,1642,769,412,965,71.88208617,-1.104437232,-0.11274904,0,NaN
1052,Male,41,Ames IA,Midwest,Service,16,2,2.5,Economy,1988,Sedan,White,1778,81.63265306,Married,52500,11,42,34,30,NaN,NaN,NaN,610,268,218,539,831,613,321,457,141,1102,NaN,584,1120,740,264,805,113,280,211,208,156,593,205,373,1057,809,535,468,517,929,1720,15.5,612,614,774,779,773,770,10.5,637,1759,922,504,977,87.07482993,-0.060562853,0.879334271,0,NaN
1054,Male,63,Ames IA,Midwest,White Collar,16,NaN,8,Economy,1996,Sedan,White,1676.4,61.2244898,Single,52500,8.5,36,31,29,NaN,NaN,NaN,535,258,192,503,788,596,311,374,137,885,NaN,567,869,763,198,754,109,253,194,189,156,577,199,336,912,842,532,455,407,860,1664,12,525,530,754.3,747,754,762,8,634,1554,811,397,994,60.31746032,-1.046711683,0.016163256,0,NaN
1055,Male,19,Ames IA,Northeast,,12,0,5,Economy,1997,<undefined>,White,1803.4,74.82993197,Single,NaN,11.5,NaN,32,32,NaN,NaN,NaN,590,268,224,580,886,662,356,432,140,919,NaN,623,968,837,209,793,112,284,208,215,150,569,204,350,978,924,580,458,498,912,1805,8.5,565,558,826.3,823,827,829,7,596,1650,815,445,1065,73.46938776,-0.35491994,-1.223941445,0,NaN
1056,Female,33,Ames IA,Midwest,White Collar,16,0,8,Economy,1998,Non-sedan,White,1625.6,52.15419501,Divorced/Widowed,25000,6.5,NaN,NaN,NaN,9,7,32,559,226,183,485,743,560,302,460,123,818,740,550,797,748,243,745,106,225,172,179,140,530,180,341,900,766,496,368,378,849,1604,13.5,506,490,706.6,711,709,700,13.5,573,1463,707,386,968,49.20634921,-0.100003377,-0.706506789,-1.176883221,2
1057,Female,39,Ames IA,Midwest,Service,16,0,5,Economy,1994,<undefined>,White,1701.8,58.04988662,Divorced/Widowed,37500,8,NaN,NaN,NaN,6,6,36,548,230,195,515,787,592,320,362,132,876,722,597,850,791,236,759,102,245,191,189,142,559,182,385,975,810,518,430,404,866,1676,11,560,534,737.3,736,736,740,17.5,684,1506,710,335,1066,58.73015873,0.792122841,-0.333450288,-0.711968303,3
1058,Female,40,Ames IA,Midwest,White Collar,16,3,0.5,Economy,1993,Sedan,White,1625.6,58.9569161,Married,NaN,7.5,NaN,NaN,NaN,8,10,34,542,229,182,492,759,577,310,385,137,860,750,611,850,779,214,729,101,244,176,195,143,542,184,416,1056,791,514,398,415,823,1629,22,595,586,727.3,728,732,722,18,715,1522,727,315,1030,61.2244898,0.136267513,-0.484366775,-0.870640635,1
1059,Male,20,Ames IA,Midwest,,12,0,2.5,Luxury,1990,Sedan,White,1803.4,74.82993197,Single,37500,10.5,42,34,34,NaN,NaN,NaN,601,268,203,547,848,645,344,402,136,925,NaN,600,946,788,236,804,115,272,203,205,146,565,195,388,1065,845,560,432,467,933,1759,13,622,621,777.6,785,773,775,13.5,658,1677,875,441,1040,76.8707483,-0.16050534,-0.235672101,0,NaN
1060,Female,38,Ames IA,Northeast,White Collar,18,1,0.5,Economy,1997,Non-sedan,Black,1543.05,86.16780045,Married,70000,7.5,NaN,NaN,NaN,16,16,38,534,232,192,489,746,554,297,442,135,1112,844,585,997,669,224,716,111,236,178,181,150,595,195,450,1170,725,482,406,465,830,1542,30,722,705,693.6,694,697,690,30,752,1602,856,366,963,82.99319728,-1.350179553,1.355833769,-1.00807488,5
1061,Female,43,Ames IA,Midwest,White Collar,16,5,0.5,Luxury,1991,Sedan,Black,1803.4,79.36507937,Married,90000,10.5,NaN,NaN,NaN,14,14,36,605,246,183,550,845,662,367,420,140,985,792,653,945,856,227,796,114,266,187,205,147,571,192,416,1097,911,567,425,463,911,1792,24.5,645,603,837,843,837,831,25,715,1612,833,385,1130,78.45804989,1.680111408,-0.587018013,-1.423039675,3
1062,Female,23,Ames IA,Midwest,,16,0,5,Economy,1995,Sedan,White,1371.6,54.42176871,Single,37500,6,NaN,NaN,NaN,6,5,36,551,238,202,514,775,573,312,365,128,907,745,562,874,737,210,748,115,231,194,178,142,549,186,362,943,783,490,416,421,854,1615,8.5,553,533,697.6,701,695,697,12.5,576,1465,738,415,952,55.55555556,-0.624220073,-0.007499731,-0.035484761,2
1063,Female,58,Ames IA,Midwest,,18,0,5,Economy,1994,Non-sedan,White,1778,106.5759637,Single,37500,11,NaN,NaN,NaN,20,20,44,619,259,197,550,819,622,353,438,142,1235,1056,691,1072,783,251,803,109,269,203,212,154,567,194,515,1261,895,548,481,500,916,1769,36,730,670,813.3,804,826,810,31,833,1804,1075,435,1105,110.8843537,2.371931076,0.771495461,0.401732624,3
1064,Male,47,Ames IA,Midwest,Blue Collar,16,2,5,Economy,1987,Non-sedan,White,1752.6,74.82993197,Married,70000,9.5,40,33,32,NaN,NaN,NaN,556,254,220,552,852,632,332,434,144,984,NaN,593,988,754,198,791,114,269,204,193,160,574,194,362,981,847,539,455,473,898,1726,23,555,566,771.3,768,770,776,12,568,1619,871,455,976,74.37641723,-0.614314556,0.01809356,0,NaN
1065,Male,22,Ames IA,Midwest,,16,0,8,Economy,1991,Sedan,White,1803.4,74.82993197,Single,70000,9.5,NaN,32,31,NaN,NaN,NaN,613,265,217,530,824,607,313,418,145,929,NaN,601,990,795,274,839,123,266,214,206,157,594,204,355,1008,852,554,460,455,955,1785,12.5,588,575,758.6,755,762,759,11.5,NaN,1734,815,465,1012,76.19047619,-0.065817207,-0.22945711,0,NaN
1066,Male,24,Ames IA,Midwest,,12,0,5,Economy,1990,Sedan,White,1828.8,99.77324263,Single,37500,11,42,36,34,NaN,NaN,NaN,621,275,227,582,903,676,355,486,144,1115,NaN,630,1136,827,246,839,123,280,223,208,159,610,215,398,1114,895,594,512,527,946,1834,15.5,667,664,839,853,837,827,17,647,1773,949,449,1064,100,0.975984633,0.377166569,0,NaN
1067,Male,35,Ames IA,Midwest,White Collar,16,3,5,Economy,1992,Sedan,White,1854.2,93.42403628,Married,NaN,11,48,36,32,NaN,NaN,NaN,645,263,234,590,901,667,356,496,144,1115,NaN,630,1169,830,271,860,126,276,214,208,154,590,205,384,1070,886,586,522,533,972,1850,15,643,635,795.3,788,805,793,7,681,1803,876,483,1074,95.46485261,0.771154702,0.016321881,0,NaN
1068,Female,20,Ames IA,Midwest,,12,0,5,<undefined>,NaN,<undefined>,White,1752.6,61.2244898,Single,7500,11,NaN,NaN,NaN,14,12,32,556,254,187,511,780,593,324,361,132,837,719,599,823,799,221,778,115,255,187,192,145,557,191,394,1000,836,523,402,401,902,1713,10,565,560,723.3,728,723,719,16,715,1526,678,366,1077,61.2244898,0.905444801,-0.660030484,-0.379870683,2
1069,Male,26,Ames IA,Midwest,,12,0,2.5,Economy,1996,Non-sedan,White,1778,63.49206349,Single,NaN,10,38,30,33,NaN,NaN,NaN,587,268,197,531,827,630,334,404,140,946,NaN,600,948,819,235,784,122,259,218,200,154,593,206,345,922,905,561,422,449,899,1754,8,524,546,783.3,787,783,780,8,645,1569,775,385,1084,64.62585034,-0.669317126,-1.145956635,0,NaN
1070,Female,42,Ames IA,Midwest,White Collar,16,2,2.5,Economy,1995,Sedan,White,1390.65,67.12018141,Married,52500,7.5,NaN,NaN,NaN,10,11,34,587,237,176,490,756,580,314,370,139,925,786,507,906,727,267,764,114,232,185,173,149,560,190,431,1082,770,494,440,419,890,1640,10,630,635,743.6,745,742,744,24,770,1617,719,330,1023,65.75963719,0.187835589,-0.242781281,-1.563155174,1
1072,Male,60,Ames IA,Midwest,White Collar,18,0,0.5,Economy,1993,Sedan,White,1854.2,118.8208617,Divorced/Widowed,70000,11,48,44,32,NaN,NaN,NaN,646,284,206,549,861,655,343,484,146,1184,NaN,644,1135,811,266,848,131,277,222,211,157,599,209,457,1192,939,606,530,486,964,1850,30.5,674,693,830,830,828,832,19,757,1902,1187,511,1083,118.1405896,1.645126581,1.392448068,0,NaN
1073,Male,61,Ames IA,Midwest,Blue Collar,14,2,2.5,Economy,1996,Non-sedan,White,1727.2,68.02721088,Married,90000,9,38,32,30,NaN,NaN,NaN,556,268,225,550,845,620,325,416,150,953,NaN,571,944,752,201,759,126,262,209,194,157,580,199,360,961,810,530,418,459,870,1670,9.5,541,551,791.3,796,786,792,11,624,1596,845,386,988,68.02721088,-1.211877108,-0.517732441,0,NaN
1074,Female,56,Ames IA,Midwest,White Collar,12,2,8,Economy,1993,Non-sedan,White,1638.3,58.9569161,Married,90000,7.5,NaN,NaN,NaN,8,10,34,571,233,191,505,762,571,314,368,134,878,741,580,824,755,235,749,116,232,194,173,145,522,176,388,955,773,501,391,395,853,1622,12,552,520,700.3,691,702,708,16,694,1511,669,340,1006,55.78231293,0.075394832,0.165276974,-0.707914233,2
1075,Male,28,Ames IA,Midwest,White Collar,18,0,2.5,Economy,1989,Sedan,White,1854.2,94.33106576,Single,37500,13,44,34,34,NaN,NaN,NaN,613,289,230,556,870,640,326,438,148,1069,NaN,637,1117,846,255,836,127,291,234,212,154,592,208,415,1118,915,602,488,513,954,1849,29,666,673,837.3,841,835,836,26,672,NaN,922,463,1044,94.33106576,1.307400107,0.017763209,0,NaN
1076,Female,63,Ames IA,Midwest,White Collar,16,3,5,Economy,1994,Sedan,White,1612.9,56.23582766,Divorced/Widowed,37500,8,NaN,NaN,NaN,10,10,36,517,233,195,524,770,575,329,388,139,915,729,585,866,724,181,700,101,240,189,178,145,540,185,381,995,757,500,415,416,808,1569,22.5,538,510,741.6,733,742,750,21,710,1492,733,305,985,56.00907029,-0.581234813,-0.195318535,0.125698715,3
1077,Female,33,Ames IA,Midwest,White Collar,12,2,5,Economy,1998,Sedan,White,1676.4,68.02721088,Divorced/Widowed,37500,9,NaN,NaN,NaN,14,12,36,603,243,195,526,780,585,331,413,131,946,804,592,899,743,270,770,104,252,210,184,149,546,182,399,1040,780,508,395,459,897,1653,20,604,608,730.6,735,728,729,18,715,1622,805,385,993,69.84126984,-0.022276299,0.560483754,-2.120198011,3
1078,Female,46,Ames IA,Midwest,White Collar,14,2,5,Economy,1996,Sedan,White,1549.4,59.86394558,Married,52500,7.5,NaN,NaN,NaN,12,12,36,538,224,183,487,738,555,304,401,135,971,804,570,884,714,230,695,101,235,195,182,141,553,191,408,1025,773,491,383,428,808,1565,31.5,578,560,682.3,688,673,686,25,736,1547,880,327,980,63.71882086,-1.272283792,0.36036098,1.36134398,3
1079,Female,51,Ames IA,Midwest,White Collar,14,2,5,Economy,1997,Sedan,White,1701.8,79.36507937,Married,70000,9,NaN,NaN,NaN,16,16,42,618,252,183,512,770,587,329,428,143,1002,860,603,939,733,276,796,121,240,193,185,153,570,186,432,1088,792,513,435,457,911,1696,34,621,600,716.3,710,717,722,26,742,1735,863,385,1017,77.32426304,0.803909719,0.503090441,-0.868783772,2
1080,Male,53,Ames IA,Midwest,Management,18,1,8,Luxury,1995,Sedan,White,1905,92.97052154,Married,150000,10.5,44,36,34,NaN,NaN,NaN,598,281,236,585,903,667,349,458,158,1085,NaN,673,1051,877,220,834,120,271,213,208,170,607,206,392,1068,956,599,480,495,956,1879,20,629,640,881.6,880,884,881,22,616,1714,968,485,1094,92.29024943,1.3415277,-0.196433946,0,NaN
1081,Female,28,Ames IA,Midwest,White Collar,18,1,2.5,Economy,1998,Non-sedan,White,1574.8,63.49206349,Married,150000,7,NaN,NaN,NaN,7,8,36,550,215,183,492,740,557,309,401,132,960,798,569,894,736,232,707,102,231,188,187,144,535,182,399,1026,864,499,415,438,815,1585,39.5,595,593,704,705,701,706,30,682,1513,799,315,995,62.58503401,-0.46943149,-0.105956249,0.947117746,3
1082,Male,23,Ames IA,Midwest,,16,0,0.5,Economy,1992,Sedan,White,1854.2,81.63265306,Single,25000,13,NaN,34,34,NaN,NaN,NaN,624,270,223,592,902,679,369,423,133,969,NaN,611,1024,838,232,850,125,281,215,209,154,582,202,367,1013,884,581,448,474,963,1842,11.5,595,604,809,802,804,821,12,628,1689,849,443,1074,79.36507937,-0.106636532,-1.159469962,0,NaN
1083,Female,60,Ames IA,Midwest,White Collar,12,2,2.5,Economy,1993,Non-sedan,White,1562.1,52.60770975,Married,52500,6.5,NaN,NaN,NaN,6,6,34,543,230,185,493,738,553,308,370,135,902,760,530,850,698,231,731,114,232,186,179,145,554,190,361,920,726,484,390,421,836,1556,10,515,505,687,676,693,692,18,680,1480,688,325,973,53.28798186,-1.084424734,-0.050128102,-0.117557362,3
1084,Female,46,Ames IA,West,,18,2,0.5,Economy,1989,Non-sedan,White,1625.6,56.6893424,Married,150000,8,NaN,NaN,NaN,10,10,34,528,222,192,506,747,555,314,355,132,828,737,562,812,734,213,739,103,244,186,189,142,538,185,431,1050,759,502,400,404,847,1607,14.5,590,590,707.3,691,711,720,22,702,1480,705,315,1006,57.82312925,-0.261164397,-0.467889458,-0.253490001,1
1085,Male,28,Ames IA,Midwest,White Collar,21,0,2.5,<undefined>,1993,Sedan,White,1803.4,94.33106576,Married,70000,10.5,44,36,32,NaN,NaN,NaN,572,274,223,579,892,669,356,472,142,1135,NaN,638,1141,834,189,779,125,268,206,203,149,584,211,381,1052,920,597,485,529,890,1796,36,653,644,821.3,827,813,824,21,648,1763,1008,483,1050,94.55782313,0.745089591,-0.224669352,0,NaN
1086,Female,46,Ames IA,South,White Collar,16,2,2.5,Luxury,1984,Sedan,White,1485.9,54.42176871,Married,52500,5,NaN,NaN,NaN,8,8,34,520,215,177,466,700,523,289,353,129,945,777,532,900,646,222,706,105,222,178,170,142,520,171,362,970,726,433,380,422,810,1480,29.5,570,540,652.3,649,649,659,20,662,1485,816,362,917,54.87528345,-2.237995625,0.739658713,-0.702838302,3
1087,Female,48,Ames IA,Midwest,,12,3,2.5,Economy,1988,Non-sedan,White,1625.6,90.70294785,Divorced/Widowed,17500,8,NaN,NaN,NaN,NaN,20,38,574,242,202,529,758,556,327,450,150,1097,954,595,1015,692,249,755,103,234,187,175,158,542,175,482,1288,832,490,418,473,864,1609,47,750,750,689.3,689,693,686,35,788,1718,1029,420,952,92.97052154,-0.313673615,1.469477773,-1.906183958,1
1088,Female,43,Ames IA,Midwest,White Collar,18,0,5,Luxury,1986,Sedan,White,1651,52.15419501,Married,NaN,8.5,NaN,NaN,NaN,6,6,36,553,245,183,482,758,575,299,328,134,845,726,572,813,751,220,740,112,238,195,188,144,553,200,354,933,808,499,392,390,859,1640,7,529,530,749,734,760,753,12,682,1532,646,350,1013,53.28798186,-0.47257176,-0.80818969,0.781072378,2
1089,Female,44,Ames IA,West,White Collar,18,3,5,Luxury,1993,Non-sedan,,1517.65,47.16553288,Married,150000,6,NaN,NaN,NaN,4,6,34,508,225,185,467,730,545,282,359,138,809,707,534,814,687,198,688,106,222,172,167,152,547,181,350,913,740,457,378,380,803,1512,16,512,489,700.3,683,713,705,14.5,628,1424,727,330,927,46.93877551,-1.402694464,-0.113796391,-0.5286116,2
1090,Male,50,Ames IA,Foreign,White Collar,16,1,0.5,Economy,1995,Non-sedan,White,1981.2,100.6802721,Married,90000,14,48,40,36,NaN,NaN,NaN,666,288,217,618,933,716,401,471,151,1095,NaN,669,1089,914,247,897,120,300,221,218,161,574,194,405,1104,1037,637,502,488,999,1967,18,610,633,885,895,879,881,16,769,1866,1053,480,1208,102.4943311,1.932514071,-1.047160625,0,NaN
1092,Male,41,Ames IA,Northeast,White Collar,16,2,2.5,Economy,1991,Non-sedan,White,1778,82.53968254,Married,150000,9.5,NaN,36,32,NaN,NaN,NaN,582,249,214,537,831,617,323,434,143,1007,NaN,614,1039,810,236,806,121,265,205,208,149,582,208,388,1051,913,564,475,480,916,1768,15.5,626,638,794.3,787,788,808,16,630,1682,928,447,1062,81.85941043,-0.132358342,-0.1663789,0,NaN
1093,Male,63,Ames IA,Midwest,,16,3,2.5,Economy,1994,Sedan,White,1778,81.63265306,Married,52500,10,42,38,30,NaN,NaN,NaN,602,260,227,567,851,624,340,449,138,1060,NaN,615,1020,778,235,813,120,270,215,195,149,543,184,394,1074,860,546,485,478,932,1758,12.5,583,579,784,779,784,789,10,655,1722,996,420,1009,80.49886621,-0.013702188,0.995870829,0,NaN
1094,Male,64,Ames IA,Midwest,,18,0,8,Economy,1997,Sedan,White,1778,72.56235828,Married,52500,9.5,42,34,32,NaN,NaN,NaN,564,264,219,541,845,626,322,407,147,957,NaN,612,993,803,207,789,127,267,211,212,156,605,215,361,962,899,579,460,461,901,1759,9,541,549,798.3,795,794,806,12,622,1643,863,413,1044,71.20181406,-0.230303019,-0.219496012,0,NaN
1095,Female,43,Ames IA,Midwest,White Collar,14,3,2.5,Economy,1991,Sedan,White,1625.6,68.02721088,Married,52500,8,NaN,NaN,NaN,12,12,36,535,234,200,517,771,571,317,394,132,960,816,635,940,764,214,729,104,238,190,197,140,530,181,427,1095,800,507,418,467,837,1620,23.5,638,618,720,724,718,718,27.5,742,1554,773,342,1034,69.61451247,0.506741762,0.077744536,0.377966821,2
1096,Female,54,Ames IA,Northeast,White Collar,21,4,8,Economy,1994,Sedan,White,1701.8,71.6553288,Married,150000,10,NaN,NaN,NaN,14,14,36,588,230,207,540,806,599,333,465,142,972,841,587,975,769,246,779,109,250,183,181,156,553,178,414,1065,926,532,435,472,892,1689,28,590,580,752.6,751,756,751,20,763,1618,902,365,1046,73.69614512,1.027842522,-0.514363229,-1.117733598,1
1097,Male,50,Ames IA,Midwest,White Collar,24,0,10,Economy,1982,Sedan,White,1778,65.75963719,Single,37500,9.5,38,31,34,NaN,NaN,NaN,558,260,207,556,873,666,349,409,137,964,NaN,629,993,859,184,788,119,268,210,203,154,573,202,340,938,941,585,444,444,886,1786,8,533,523,827,824,831,826,7,651,1561,789,382,1113,65.98639456,-0.343788892,-1.353362799,0,NaN
1098,Female,22,Ames IA,Midwest,,12,0,8,Economy,1995,Sedan,White,1727.2,72.56235828,Single,NaN,10,NaN,NaN,NaN,NaN,12,36,592,249,195,515,771,576,320,390,128,955,794,590,900,794,252,787,112,254,192,195,144,546,190,417,1056,800,537,415,456,910,1712,16,635,630,709.3,712,703,713,20,635,1645,900,470,1008,73.46938776,0.937226295,-0.431130141,-0.914249897,3
1099,Male,23,Ames IA,South,,16,1,0.5,Economy,1982,Sedan,White,1727.2,73.01587302,Married,25000,8,NaN,34,30,NaN,NaN,NaN,562,245,227,543,845,618,316,427,143,1006,NaN,586,1048,762,232,781,124,253,199,195,151,555,195,369,1031,835,538,477,474,893,1699,14,595,602,788.3,784,784,797,6.5,637,1673,852,422,958,73.92290249,-1.054755569,-0.073429659,0,NaN
1100,Female,30,Ames IA,Midwest,White Collar,18,0,2.5,<undefined>,NaN,<undefined>,White,1727.2,65.75963719,Single,52500,10,NaN,NaN,NaN,10,9,38,586,246,203,527,781,578,324,375,140,883,757,594,874,786,245,789,106,255,191,193,149,562,190,397,995,824,521,415,439,912,1705,10,582,580,725.6,719,729,729,11,595,1567,788,400,994,63.71882086,0.763543487,-1.135381579,-0.482156664,1
1101,Female,40,Ames IA,Midwest,White Collar,18,0,10,Economy,1987,Sedan,White,1663.7,67.57369615,Single,25000,6,NaN,NaN,NaN,11,12,34,550,224,200,530,801,601,330,405,130,946,804,601,895,750,208,749,124,227,182,186,140,543,195,426,1052,804,512,425,435,858,1650,15,635,620,727.3,703,735,744,22.5,722,1563,785,350,1031,68.48072562,0.335353732,-0.236321867,-1.052195549,2
1102,Female,24,Ames IA,Midwest,,12,0,5,Luxury,1990,Sedan,White,1752.6,72.10884354,Single,150000,9,NaN,NaN,NaN,10,13,34,582,239,195,535,800,605,340,412,134,990,838,634,970,822,226,759,110,247,192,197,145,537,180,391,1035,870,536,427,460,875,1720,23,609,596,742,738,741,747,17.5,610,1605,880,430,1052,71.88208617,1.167460322,-0.287993938,-0.795121193,2
1103,Male,29,Ames IA,Northeast,,18,0,5,Economy,1986,Non-sedan,White,1930.4,104.30839,Single,17500,14,NaN,38,36,NaN,NaN,NaN,646,285,224,595,915,691,371,464,147,1049,NaN,668,1092,883,252,869,134,296,225,217,160,602,212,415,1135,945,621,520,509,1001,1917,12.5,684,679,823,826,825,818,7,702,1825,933,488,1125,102.9478458,1.970803142,-0.759591997,0,NaN
1104,Male,40,Ames IA,Midwest,White Collar,21,2,8,Economy,1997,Sedan,White,1803.4,82.53968254,Married,70000,10,40,34,33,NaN,NaN,NaN,647,270,222,559,881,659,337,438,146,1034,NaN,603,1035,809,283,839,123,260,219,208,160,590,208,376,1053,862,573,458,503,965,1818,14,634,643,801.6,806,795,804,11,696,1764,867,423,1054,84.3537415,0.628002763,0.056320198,0,NaN
1105,Female,49,Ames IA,Midwest,White Collar,16,2,5,Economy,1988,Non-sedan,White,1625.6,81.63265306,Married,90000,8.5,NaN,NaN,NaN,12,14,36,612,255,202,526,768,566,324,440,144,958,806,591,920,717,294,799,116,242,207,189,144,558,182,456,1160,762,513,430,459,896,1625,21.5,688,685,718.3,719,715,721,28,768,1640,834,365,994,81.63265306,0.538153946,0.740268826,0.115696751,3
1106,Male,57,Ames IA,Northeast,White Collar,21,2,0.5,Economy,1995,Non-sedan,White,1752.6,63.49206349,Married,90000,9,38,33,32,NaN,NaN,NaN,577,260,171,508,817,646,337,401,138,944,NaN,583,951,774,202,765,108,265,196,195,150,559,193,349,925,851,535,415,430,881,1709,11,499,516,805.3,801,808,807,8,597,1595,837,406,1007,60.54421769,-1.087696791,-0.450588554,0,NaN
1108,Male,19,Ames IA,Midwest,,12,0,8,Economy,1988,Sedan,White,1752.6,66.66666667,Single,70000,9,38,31,31,NaN,NaN,NaN,571,248,223,538,826,603,315,399,141,950,NaN,578,987,800,233,806,123,245,196,195,151,557,190,341,948,878,548,425,471,915,1745,6.5,576,571,758.6,750,754,772,8,603,1607,746,422,1024,66.4399093,-0.586154759,-0.637943804,0,NaN
1109,Female,30,Ames IA,Midwest,Service,18,0,5,Economy,1994,Non-sedan,White,1701.8,58.9569161,Single,37500,8,NaN,NaN,NaN,8,8,36,598,235,206,535,789,583,329,362,136,840,714,581,827,780,254,802,104,229,193,181,146,560,193,370,960,825,515,418,417,919,1694,9.5,542,552,718,711,721,722,10.5,590,1514,703,365,996,57.59637188,0.54921335,-0.737571418,-0.593577564,2
1110,Male,27,Ames IA,<undefined>,,18,0,5,Economy,1995,Sedan,Hispanic,1701.8,56.6893424,Single,NaN,7.5,NaN,29,30,NaN,NaN,NaN,558,248,197,512,796,599,315,376,142,825,NaN,566,866,765,222,764,121,245,197,187,155,573,198,314,856,856,508,425,425,883,1690,4.5,486,497,777,774,779,778,3,623,1514,716,362,1016,55.10204082,-1.494751692,-0.843420744,0,NaN
1111,Male,24,Ames IA,West,,16,0,5,Economy,1991,Sedan,White,1727.2,77.09750567,Married,37500,8,NaN,32,33,NaN,NaN,NaN,547,257,225,564,851,626,339,418,142,999,NaN,618,1023,813,191,782,120,248,197,189,151,604,213,369,1035,860,554,448,485,894,1726,12,634,623,809.3,814,805,809,14,596,1609,842,432,1021,77.77777778,-0.480946213,-0.1807684,0,NaN
1113,Male,25,Ames IA,Midwest,White Collar,18,0,2.5,Economy,1992,Non-sedan,White,1866.9,90.70294785,Single,52500,10.5,44,33,34,NaN,NaN,NaN,603,272,231,588,916,685,357,453,140,1026,NaN,638,1057,867,224,838,117,272,223,215,158,575,199,401,1098,937,592,460,511,940,1843,16,647,645,878,885,877,872,18,644,1718,864,465,1100,88.66213152,0.386761338,-1.034140944,0,NaN
1114,Male,34,Ames IA,Midwest,White Collar,NaN,1,2.5,Economy,1987,Sedan,White,1828.8,87.52834467,Married,37500,10.5,42,34,34,NaN,NaN,NaN,608,270,226,570,882,656,344,444,143,1059,NaN,602,1077,790,240,835,129,277,204,205,153,590,206,368,1066,872,570,485,525,963,1802,22.5,611,626,805,807,802,806,14,637,1749,903,472,1015,90.70294785,0.013176752,-0.153308183,0,NaN
1115,Male,24,Ames IA,Midwest,,16,0,10,Economy,1996,Non-sedan,White,1727.2,58.9569161,Married,25000,8,NaN,29,NaN,NaN,NaN,NaN,580,245,217,548,831,614,331,389,134,851,NaN,585,880,789,225,789,115,250,198,186,147,560,203,344,940,846,533,425,445,905,1715,8,542,534,765.6,765,771,761,6.5,593,1549,745,389,1025,62.13151927,-1.596633554,-1.222143769,0,NaN
1116,Female,24,Ames IA,Foreign,,18,0,2.5,<undefined>,NaN,<undefined>,Asian,1727.2,49.88662132,Single,NaN,7.5,NaN,NaN,NaN,NaN,NaN,NaN,570,224,188,510,775,587,322,340,143,784,693,556,756,765,248,769,112,238,184,186,154,565,180,334,865,828,460,395,398,888,1667,15,479,496,713.6,731,704,706,12,615,1462,665,335,1032,48.07256236,-0.35235998,-1.610422969,-0.652580798,NaN
1117,Male,46,Ames IA,Midwest,Blue Collar,18,3,2.5,Economy,1992,Non-sedan,White,1739.9,82.53968254,Married,150000,8.5,42,33,33,NaN,NaN,NaN,605,256,229,562,860,631,333,451,146,1059,NaN,585,1069,791,256,788,111,248,210,198,162,573,195,352,980,877,555,462,506,897,1740,16,563,621,814,818,809,815,10.5,664,1684,907,411,1051,79.8185941,-0.504070044,-0.524562597,0,NaN
1118,Female,44,Ames IA,Foreign,White Collar,18,0,5,Economy,1990,Sedan,White,1752.6,78.00453515,Single,37500,11,NaN,NaN,NaN,10,16,38,616,252,192,537,808,616,345,445,138,948,808,625,918,774,259,817,111,255,203,206,155,557,188,444,1113,814,546,427,411,939,1760,30.5,665,660,777,769,779,783,23.5,762,1715,864,425,1068,80.58956916,1.852376819,-0.22931473,-0.099484809,1
1119,Male,23,Ames IA,Midwest,,16,0,5,Economy,1993,Sedan,White,1854.2,72.56235828,Single,7500,10.5,NaN,32,34,NaN,NaN,NaN,580,276,226,559,860,634,333,409,138,942,NaN,626,948,848,230,795,126,268,217,216,148,572,201,362,994,934,578,464,482,923,1812,9.5,576,578,789,797,785,785,10,601,1635,802,434,1078,73.46938776,-0.078044675,-0.929274261,0,NaN
1120,Male,20,Ames IA,Midwest,,12,0,10,Economy,1987,Sedan,White,1701.8,70.29478458,Single,NaN,9.5,NaN,31,32,NaN,NaN,NaN,577,268,200,515,808,608,315,435,144,945,NaN,590,995,756,243,764,125,252,207,190,152,563,203,NaN,975,832,540,428,469,897,1701,11,564,594,750.6,742,751,759,12,603,1617,777,425,983,69.3877551,-0.903824806,0.209013715,0,NaN
1121,Female,56,Ames IA,Midwest,White Collar,14,2,10,Economy,1998,Non-sedan,White,1701.8,70.29478458,Married,70000,8,NaN,NaN,NaN,12,12,38,593,237,185,512,759,574,327,415,144,988,825,616,919,787,249,755,116,239,177,183,151,562,190,449,1114,867,528,428,429,875,1693,37,637,668,749.6,745,757,747,26,735,1617,812,345,1067,72.56235828,1.331830978,0.159720421,-0.155912474,2
1122,Male,46,Ames IA,West,White Collar,16,3,0.5,Economy,1997,Non-sedan,White,1930.4,149.6598639,Married,90000,14,48,46,32,NaN,NaN,NaN,680,312,234,601,935,701,367,588,158,1365,NaN,683,1345,803,289,848,123,302,243,216,164,602,208,483,1295,957,601,595,608,970,1869,37.5,768,798,891.3,895,896,883,15.5,715,2012,1220,475,1082,148.2993197,0.811107635,3.226829767,0,NaN
1123,Female,45,Ames IA,South,,12,3,0.5,Economy,1997,Non-sedan,White,1625.6,106.5759637,Married,90000,8,NaN,NaN,NaN,20,20,38,604,270,203,509,788,585,306,468,139,1184,994,631,1103,709,276,785,110,232,198,184,148,576,197,511,1348,886,493,480,482,893,1644,30,779,785,745,746,742,747,25,864,1842,1090,430,999,109.7505669,0.298619032,1.644407511,-0.216861293,3
1124,Female,52,Ames IA,Midwest,White Collar,21,1,0.5,Economy,1995,Non-sedan,White,1701.8,65.75963719,Married,90000,8,NaN,NaN,NaN,10,10,36,593,248,195,522,835,640,327,393,136,1008,818,600,920,780,232,797,116,251,190,196,147,555,195,414,1046,840,527,402,416,896,1707,14,612,620,811.3,800,815,819,18.5,754,1674,793,391,1074,69.16099773,1.039175749,-0.177689239,0.274710894,4
1125,Female,25,Ames IA,Northeast,White Collar,16,0,5,Economy,1996,Sedan,White,1803.4,70.29478458,Single,52500,10,NaN,NaN,NaN,12,12,36,586,254,202,574,872,670,372,397,134,928,772,640,894,855,198,NaN,118,260,207,209,146,560,192,410,1052,872,572,405,462,904,1786,15.5,610,610,787,787,787,787,10,727,1575,702,350,1165,70.74829932,1.586906075,-1.452686906,1.197584391,3
1126,Male,27,Ames IA,Midwest,White Collar,18,0,5,Economy,1985,Sedan,White,1828.8,83.44671202,Single,17500,11,42,34,34,NaN,NaN,NaN,633,284,220,568,869,649,348,471,144,1018,NaN,625,1041,806,255,856,127,280,215,207,160,587,202,386,1058,884,565,485,492,974,1829,21,612,602,803,779,813,817,11.5,678,1757,896,482,1049,85.03401361,0.625072002,-0.614881098,0,NaN
1127,Female,28,Ames IA,West,,18,0,2.5,Economy,1995,Non-sedan,White,1676.4,54.42176871,Married,37500,8.5,NaN,NaN,NaN,9,7,34,535,221,192,515,773,581,323,390,130,820,710,595,832,795,191,739,114,242,193,196,148,535,176,391,990,813,524,418,434,855,1675,14.5,571,570,721.6,720,711,734,11.5,610,1460,730,369,1028,56.23582766,0.517673671,-0.772704005,-0.601045251,1
1128,Female,49,Ames IA,Midwest,Blue Collar,16,1,2.5,Economy,1985,Sedan,White,1651,83.44671202,Single,37500,9,NaN,NaN,NaN,16,16,42,544,248,202,540,800,598,338,451,142,1111,879,607,1036,758,208,733,114,253,198,196,150,562,184,461,1145,832,532,428,462,840,1629,31,650,652,723,727,718,724,36.5,724,1604,942,384,1019,80.27210884,0.05675938,0.844346166,-0.230149403,3
1129,Male,24,Ames IA,Northeast,,16,0,5,Economy,1992,Sedan,White,1803.4,61.2244898,Single,7500,9,NaN,28,31,NaN,NaN,NaN,589,250,212,540,831,619,328,388,131,862,NaN,603,879,824,238,803,123,264,196,196,144,562,202,340,942,892,553,452,453,927,1785,11.5,534,532,792,792,795,789,6.5,626,1635,747,420,1071,61.2244898,-0.847681463,-1.499292612,0,NaN
1130,Female,58,Ames IA,Midwest,White Collar,14,3,5,Economy,1994,Sedan,,1625.6,79.36507937,Divorced/Widowed,37500,9,NaN,NaN,NaN,14,14,36,558,246,206,528,782,576,322,414,134,1086,907,620,990,729,226,737,115,254,205,199,146,544,183,439,1158,896,508,410,461,848,1616,48.5,646,650,740.6,738,740,744,30,792,1666,911,392,1008,82.99319728,-0.437603116,0.901687503,-0.160892278,2
1131,Male,26,Ames IA,Midwest,White Collar,16,0,2.5,Economy,1995,Sedan,White,1676.4,95.23809524,Married,37500,9.5,NaN,36,28,NaN,NaN,NaN,611,265,200,524,808,608,324,487,150,1095,NaN,591,1139,737,271,786,126,258,203,195,156,582,203,411,1102,748,528,489,526,909,1695,25,665,680,776.3,775,777,777,31,613,1767,964,515,934,95.01133787,-0.546740055,1.558355212,0,NaN
1132,Female,24,Ames IA,Midwest,,18,0,2.5,Economy,1981,Sedan,White,1689.1,56.6893424,Single,12500,7.5,NaN,NaN,NaN,6,6,36,579,245,197,522,781,584,325,362,132,885,737,577,853,797,248,790,109,237,186,191,146,555,190,359,925,831,522,407,421,900,1703,9.5,545,558,725.3,722,734,720,10.5,644,1515,639,380,1051,56.23582766,0.594624579,-0.852106452,-0.768765509,2
1135,Male,60,Ames IA,Midwest,,12,3,2.5,Economy,1994,Non-sedan,White,1828.8,87.07482993,Married,90000,11,44,36,32,NaN,NaN,NaN,614,274,208,557,865,657,349,458,143,1019,NaN,639,1009,811,234,831,121,277,226,209,161,584,202,381,1036,916,576,481,481,951,1828,24,583,601,824,823,825,824,8,640,1773,940,515,1039,88.66213152,0.400015146,-0.533109367,0,NaN
1136,Female,20,Ames IA,Midwest,,12,0,2.5,Economy,1990,Sedan,White,1638.3,53.06122449,Single,NaN,9,NaN,NaN,NaN,4,5,34,563,234,190,511,780,590,321,360,135,864,754,581,856,752,231,746,111,252,186,194,150,541,195,352,927,793,500,399,406,868,1640,9.5,511,515,743,752,735,742,11,584,1501,711,381,968,54.64852608,0.215475678,-0.799685776,-1.196872473,2
1137,Female,49,Ames IA,Midwest,White Collar,21,3,5,Economy,1988,Non-sedan,White,1663.7,59.86394558,Divorced/Widowed,37500,7,NaN,NaN,NaN,6,6,34,589,230,187,498,746,559,311,360,139,888,758,584,832,740,264,765,106,238,182,190,145,538,185,421,995,769,494,387,416,887,1660,7.5,605,621,721.3,725,728,711,10.5,705,1575,670,380,1008,61.9047619,0.231227696,-0.342798799,-0.792096138,3
1138,Female,49,Ames IA,Midwest,White Collar,18,2,5,Economy,1996,Non-sedan,White,1752.6,73.46938776,Married,70000,10,NaN,NaN,NaN,10,10,36,571,251,218,565,844,626,347,412,135,895,800,618,915,828,208,782,117,251,211,204,142,557,188,432,1075,833,564,411,470,896,1736,11.5,628,655,803.3,795,807,808,15,707,1573,725,360,1096,72.33560091,1.231130242,-0.566009939,-1.151690364,1
1139,Female,48,Ames IA,South,,18,0,2.5,Economy,1989,Sedan,Black,1625.6,57.59637188,Divorced/Widowed,12500,6.5,NaN,NaN,NaN,10,10,34,565,228,188,520,770,582,332,401,132,937,748,588,899,749,222,743,106,232,189,186,143,537,192,375,1000,806,490,420,438,851,1616,24,560,550,762.3,744,780,763,13,648,1526,761,375,966,58.27664399,-0.280562878,-0.266051769,-0.412745327,4
1140,Female,48,Ames IA,Midwest,White Collar,18,0,5,Economy,1995,<undefined>,White,1676.4,62.58503401,Single,52500,8.5,NaN,NaN,NaN,10,10,36,578,226,194,530,791,597,336,390,125,913,760,597,880,768,245,769,111,243,201,194,145,555,194,383,1014,821,523,398,420,879,1667,15.5,596,570,739.6,737,742,740,18,735,1573,722,343,1047,62.35827664,0.720861971,-0.657867074,-0.01620567,1
1141,Female,57,Ames IA,Midwest,White Collar,12,0,10,Economy,1992,Non-sedan,White,1574.8,71.6553288,Married,37500,7,NaN,NaN,NaN,14,7,34,582,235,200,512,752,552,312,385,144,975,813,559,944,698,263,771,117,226,194,189,150,558,191,432,1085,757,490,415,441,881,1590,21.5,637,635,685.3,683,680,693,24,745,1610,810,342,975,74.14965986,-0.386220634,0.534326851,0.044536181,2
1142,Female,39,Ames IA,Midwest,,14,2,5,Economy,1993,Non-sedan,White,1701.8,64.39909297,Married,90000,9,NaN,NaN,NaN,10,10,34,595,240,205,546,820,615,341,400,120,908,748,603,866,770,244,808,113,250,196,201,137,556,191,409,1035,818,506,395,436,916,1697,18.5,575,587,748.6,743,754,749,20,725,1600,772,365,1047,65.30612245,0.583460212,-0.239061669,0.483430594,3
1143,Male,40,Ames IA,West,White Collar,16,2,5,Economy,1994,Non-sedan,White,1981.2,109.7505669,Married,90000,14,46,38,36,NaN,NaN,NaN,674,298,236,615,941,705,379,482,148,1110,NaN,663,1105,875,272,893,129,303,231,228,154,581,197,422,1134,971,639,509,540,1022,1965,28.5,632,652,913.3,920,903,917,15,664,1900,1018,552,1108,109.5238095,1.945112824,-0.519552112,0,NaN
1144,Female,59,Ames IA,Northeast,White Collar,21,0,5,Economy,1996,Sedan,White,1727.2,68.02721088,Single,70000,9,NaN,NaN,NaN,14,16,36,590,246,201,535,788,587,334,402,135,888,759,626,864,807,246,779,111,246,194,205,151,551,189,416,1090,846,538,412,444,881,1709,17,612,582,756.6,752,747,771,20.5,742,1600,713,335,1086,67.57369615,1.221341848,-0.542215466,-0.515047848,2
1145,Male,56,Ames IA,Midwest,White Collar,24,4,5,Economy,1995,Non-sedan,White,1625.6,63.49206349,Married,150000,12,44,28,28,NaN,NaN,NaN,540,255,205,521,804,599,316,464,137,995,NaN,554,1029,722,173,715,121,245,202,189,154,542,184,335,901,773,500,448,489,838,1608,8.5,495,500,816.3,801,830,818,5.5,655,1537,738,308,963,60.09070295,-2.54017663,-0.469794035,0,NaN
1146,Male,33,Ames IA,Midwest,White Collar,18,0,2.5,Economy,1996,Sedan,White,2006.6,94.33106576,Single,37500,12,NaN,34,36,NaN,NaN,NaN,672,285,199,605,915,716,406,446,146,1017,NaN,688,1007,924,235,861,147,279,206,223,155,607,215,394,1049,990,643,485,491,1006,1980,13.5,616,635,905,900,913,902,14,672,1810,950,450,1175,93.19727891,1.606475592,-1.715596199,0,NaN
1148,Female,20,Ames IA,Midwest,,12,0,5,Economy,1987,Sedan,White,1778,74.82993197,Single,90000,9.5,NaN,NaN,NaN,10,10,34,608,239,182,531,810,628,349,386,132,930,826,622,864,801,249,805,119,250,187,199,140,575,201,441,1095,851,537,415,430,944,1766,24.5,640,660,766.3,749,766,784,20.5,655,1626,865,445,1030,73.46938776,1.599238515,-0.75828135,-0.554026425,2
1149,Male,46,Ames IA,Midwest,White Collar,18,1,8,Economy,1989,Sedan,White,1930.4,98.86621315,Married,150000,11,44,36,34,NaN,NaN,NaN,630,288,227,593,931,704,366,477,159,1099,NaN,671,1147,881,223,854,122,271,234,217,174,606,202,406,1077,955,632,502,525,981,1918,18.5,624,645,904.3,915,899,899,15,616,1771,993,498,1128,100,0.699320674,-1.34441483,0,NaN
1150,Female,43,Ames IA,Midwest,White Collar,14,2,5,Economy,1991,Sedan,White,1701.8,58.9569161,Married,NaN,8,NaN,NaN,NaN,10,7,36,568,236,182,540,810,628,358,405,134,934,772,603,864,824,196,758,108,236,194,199,148,565,200,350,910,840,533,407,424,865,1709,12,525,530,776.3,775,780,774,7,640,1511,700,365,1075,58.27664399,0.361548364,-1.810878634,-0.281190693,3
1151,Male,45,Ames IA,Midwest,White Collar,18,2,2.5,Economy,1989,Non-sedan,White,1803.4,92.97052154,Married,70000,10.5,NaN,36,32,NaN,NaN,NaN,624,272,236,567,875,639,331,501,147,1102,NaN,634,1102,805,269,833,117,266,230,204,155,568,196,404,1116,905,572,484,534,951,1803,25,659,660,840.6,839,844,839,14.5,661,1759,970,482,1065,96.14512472,0.185196131,0.119190305,0,NaN
1152,Female,44,Ames IA,South,,12,2,2.5,Economy,1989,Sedan,White,1574.8,58.9569161,Married,70000,8.5,NaN,NaN,NaN,10,10,34,586,233,185,495,740,555,310,387,130,896,773,579,868,735,255,777,116,242,199,188,146,541,189,416,1050,751,502,390,430,887,1629,12.5,620,630,708.6,699,705,722,21,705,1560,698,360,989,61.67800454,0.029912334,0.060236886,0.204972789,2
1153,Male,41,Ames IA,Midwest,Blue Collar,14,1,5,Economy,1996,Sedan,White,1752.6,82.53968254,Divorced/Widowed,52500,9,NaN,33,31,NaN,NaN,NaN,591,265,214,540,831,617,326,475,147,1026,NaN,620,1049,779,225,775,131,266,220,210,156,568,195,371,1030,883,558,491,487,910,1759,22.5,604,605,804.3,811,801,801,11.5,643,1700,864,432,1019,83.67346939,-0.322131604,0.025465073,0,NaN
1154,Male,20,Ames IA,Midwest,,12,NaN,8,Luxury,1997,Sedan,White,1778,54.42176871,Single,150000,9.5,NaN,31,32,NaN,NaN,NaN,601,238,195,524,808,613,329,388,138,813,NaN,590,830,835,242,797,128,258,202,198,152,575,195,317,852,931,567,428,438,910,1784,6.5,475,472,785.6,794,782,781,5,560,1590,742,412,1032,53.51473923,-2.139814615,-2.651655674,0,NaN
1155,Male,19,Ames IA,Midwest,,12,0,8,Economy,1995,Non-sedan,White,1727.2,74.82993197,Single,70000,9,NaN,33,32,NaN,NaN,NaN,594,266,209,537,825,616,328,428,154,974,NaN,588,993,757,241,786,129,247,220,199,157,592,210,366,1036,835,543,472,477,905,1706,14,610,604,774,769,776,777,9.5,615,1631,797,436,986,75.28344671,-0.447311342,0.339255184,0,NaN
1156,Male,18,Ames IA,Midwest,,12,0,5,Economy,1989,Sedan,White,1676.4,58.9569161,Single,70000,9.5,NaN,31,30,NaN,NaN,NaN,557,256,201,517,796,595,316,401,140,850,NaN,575,875,739,211,739,110,255,195,194,153,585,207,340,945,811,524,435,463,858,1659,11,539,527,772.3,759,787,771,9,575,1560,765,408,949,60.54421769,-1.463863015,-0.479578465,0,NaN
1157,Female,24,Ames IA,Midwest,White Collar,18,0,0.5,Economy,1988,Non-sedan,White,1803.4,61.2244898,Single,12500,9,NaN,NaN,NaN,12,11,36,664,239,205,542,805,600,337,345,130,892,734,583,855,811,324,878,122,252,193,194,142,568,201,426,1030,805,527,430,425,994,1800,12,577,580,745.3,738,746,752,12.5,680,1681,705,425,1073,62.13151927,2.098616123,-0.824470937,-1.322808743,3
1158,Female,39,Ames IA,Midwest,White Collar,18,0,5,Economy,1998,Sedan,White,1739.9,65.75963719,Married,90000,10,NaN,NaN,NaN,NaN,10,34,606,260,186,535,787,601,349,373,140,881,798,626,855,803,249,812,124,259,193,197,146,568,195,433,1100,838,545,395,426,915,1742,11,641,642,740.3,728,754,739,14,722,1611,780,405,1069,68.48072562,1.699166894,-0.474659741,-1.057704449,1
1159,Male,39,Ames IA,Midwest,White Collar,16,0,2.5,Economy,1998,Sedan,White,1854.2,103.4013605,Married,90000,11,46,38,33,NaN,NaN,NaN,645,295,223,575,889,666,352,470,143,1130,NaN,668,1100,790,266,839,124,274,233,208,158,582,200,412,1141,892,586,493,540,966,1843,22,677,687,872.3,861,885,871,15.5,647,1843,1057,538,1068,104.0816327,1.056344748,-0.023664836,0,NaN
1160,Female,63,Ames IA,Midwest,White Collar,14,5,5,Economy,1992,Non-sedan,White,1524,56.6893424,Divorced/Widowed,25000,6.5,NaN,NaN,NaN,10,12,34,550,234,178,484,690,512,306,375,133,915,763,524,863,659,239,725,104,234,171,175,144,534,178,404,1010,697,459,390,425,826,1496,17,590,585,631.3,629,628,637,19.5,722,1499,740,305,924,59.41043084,-1.640763283,0.721399367,0.767214477,2
1161,Male,37,Ames IA,Midwest,Service,16,3,2.5,Economy,1996,Non-sedan,White,1981.2,97.50566893,Married,70000,14,46,36,36,NaN,NaN,NaN,625,280,233,627,987,754,394,445,155,1063,NaN,670,1086,909,204,852,124,299,218,221,165,603,205,370,1033,993,640,492,508,982,1945,28,609,625,921.6,923,919,923,15.5,607,1797,948,552,1120,97.27891156,0.447542548,-1.795678854,0,NaN
1162,Female,39,Ames IA,Midwest,White Collar,16,0,2.5,Economy,1998,Sedan,White,1574.8,55.78231293,Married,NaN,6.5,NaN,NaN,NaN,8,6,34,569,223,190,492,715,525,302,385,120,887,750,572,865,696,278,748,114,221,181,178,140,543,192,369,955,738,459,410,410,861,1583,23.5,563,567,641.3,644,644,636,19,650,1509,730,352,945,55.10204082,-0.421009302,-0.003978488,-0.387734085,2
1163,Female,55,Ames IA,Midwest,,16,2,2.5,Economy,1992,Sedan,White,1625.6,45.80498866,Married,NaN,5.5,NaN,NaN,NaN,6,5,32,567,208,172,485,734,562,313,350,144,783,698,550,762,741,239,743,109,221,177,187,159,556,195,365,920,756,487,377,403,884,1632,10,516,505,688.6,688,689,689,17,675,1438,629,335,1014,46.93877551,0.165411174,-0.515710711,-0.312604427,1
1164,Female,45,Ames IA,Midwest,,16,2,8,Luxury,1991,Sedan,White,1625.6,64.39909297,Married,70000,6,NaN,NaN,NaN,10,10,36,564,222,197,506,751,554,309,398,137,908,765,580,871,723,245,783,118,216,194,179,145,575,190,414,1052,770,483,398,431,890,1640,11,633,635,704.3,704,706,703,15,721,1577,745,372,1003,66.4399093,0.196249664,0.276244968,0.577839434,2
1165,Male,51,Ames IA,Midwest,Blue Collar,21,3,10,Economy,1997,Sedan,White,1778,77.09750567,Divorced/Widowed,37500,9,40,33,32,NaN,NaN,NaN,605,272,216,529,833,617,313,396,141,928,NaN,603,965,767,269,807,126,260,218,203,156,584,204,377,1017,904,548,463,462,939,1777,19,599,613,772,774,770,772,18,674,1739,932,487,1027,79.59183673,0.465797335,0.133392155,0,NaN
1166,Female,36,Ames IA,Midwest,Service,18,0,5,Economy,1990,Sedan,White,1879.6,108.8435374,Married,90000,11,NaN,NaN,NaN,16,18,38,667,285,192,566,874,682,374,515,140,1151,988,720,1071,864,281,877,121,272,205,202,150,574,192,517,1286,913,586,450,559,983,1875,52,820,809,849.3,851,848,849,42,825,1839,1061,445,1173,124.4897959,3.393693686,1.501117468,-1.020005822,3
1167,Female,22,Ames IA,Midwest,,16,0,0.5,Economy,1993,Sedan,White,1714.5,54.42176871,Single,150000,8,NaN,NaN,NaN,7,8,34,574,232,183,532,800,617,349,365,136,813,705,615,811,858,213,761,116,235,179,193,141,540,180,349,910,898,545,381,390,860,1711,8.5,508,490,742.3,754,736,737,12,612,1445,692,330,1097,49.88662132,0.865217328,-1.25758791,-1.756129384,1
1168,Female,23,Ames IA,<undefined>,,16,0,2.5,Economy,1992,Sedan,Asian,1651,54.42176871,Single,12500,8,NaN,NaN,NaN,6,6,36,591,235,182,502,745,563,320,370,152,792,675,548,798,714,264,794,113,234,187,187,162,558,170,369,960,748,495,395,409,904,1646,12.5,550,532,687.6,689,688,686,13.5,685,1549,648,365,992,53.51473923,-0.117678933,-0.567392349,-0.216583028,1
1170,Male,44,Ames IA,Midwest,Service,16,0,10,Economy,1994,Non-sedan,White,1803.4,82.0861678,Single,70000,10,44,33,33,NaN,NaN,NaN,613,258,209,557,870,661,348,499,149,1070,NaN,626,1085,828,233,798,125,267,220,217,165,590,197,374,1015,878,560,500,503,912,1778,17,582,590,866.3,869,868,862,11,649,1737,902,445,1070,85.26077098,0.132966682,-0.082483768,0,NaN
1171,Female,40,Ames IA,Midwest,White Collar,12,3,10,Economy,1992,Non-sedan,White,1625.6,52.60770975,Divorced/Widowed,NaN,7.5,NaN,NaN,NaN,6,5,34,559,230,185,497,722,537,312,375,125,855,773,555,854,725,241,768,115,226,191,192,131,511,180,354,920,746,494,398,395,865,1611,5.5,536,520,684.6,680,684,690,12,635,1459,681,355,986,52.83446712,-0.479274154,-0.555828631,-0.369361907,1
1173,Male,48,Ames IA,Midwest,White Collar,18,4,5,Economy,1992,Non-sedan,White,1905,92.97052154,Married,25000,10.5,42,38,34,NaN,NaN,NaN,663,280,210,572,892,682,362,475,147,1047,NaN,657,995,835,275,853,141,276,210,201,160,585,200,410,1085,976,599,485,494,977,1885,25,637,639,852,855,851,850,22,735,1837,1004,495,1129,97.27891156,2.122957468,0.147737116,0,NaN
1174,Female,35,Dayton OH,Midwest,White Collar,14,0,10,<undefined>,NaN,<undefined>,,1492.25,117.9138322,Single,NaN,12.5,NaN,NaN,NaN,NaN,14,48,611,274,215,586,870,655,371,520,142,1286,1054,661,1180,727,264,771,133,266,230,260,163,595,192,514,1287,888,556,480,526,874,1685,48,790,804,770.3,769,765,777,25,923,1826,1139,405,1063,124.2630385,0.738593757,2.760883808,1.71481514,NaN
1175,Female,51,Dayton OH,South,White Collar,12,2,5,Economy,1991,Sedan,Black,1651,77.09750567,Divorced/Widowed,52500,9,NaN,NaN,NaN,10,12,36,550,250,200,528,815,615,328,400,131,978,824,618,925,756,212,742,116,257,188,204,144,555,183,446,1143,820,521,405,457,854,1651,28,684,665,712.6,695,732,711,33.5,743,1603,839,335,1017,78.68480726,0.727230608,0.242778823,0.230246782,3
1176,Male,38,Dayton OH,South,Management,18,0,10,Economy,1998,Sedan,White,1778,68.02721088,Divorced/Widowed,150000,9,NaN,32,33,NaN,NaN,NaN,596,265,213,543,844,631,330,402,142,884,NaN,588,896,788,236,821,126,265,196,209,157,595,210,360,968,854,545,435,458,948,1779,18,548,563,787.3,790,785,787,11.5,635,1641,848,467,1030,71.88208617,-0.773695469,-1.097748637,0,NaN
1177,Female,45,Dayton OH,Midwest,White Collar,18,0,2.5,Economy,1995,Sedan,,1651,110.6575964,Single,NaN,9.5,NaN,NaN,NaN,18,20,40,582,305,196,522,800,604,326,440,141,1078,943,617,990,706,252,744,118,255,212,201,165,625,209,593,1311,744,522,416,460,878,1641,37,800,815,752,745,764,747,42,780,1700,937,444,964,109.0702948,0.308568567,1.209904552,2.051515818,3
1178,Female,29,Dayton OH,Midwest,,16,1,0.5,Economy,1995,Sedan,Black,1524,114.2857143,Married,37500,8.5,NaN,NaN,NaN,22,20,46,571,243,180,515,777,597,335,539,135,1375,1090,604,1195,651,254,710,127,237,203,192,157,592,197,514,1380,780,485,472,550,835,1531,52.5,830,820,712.3,708,709,720,37.5,915,1795,1063,440,946,116.7800454,-4.374224663,2.699569702,5.059420109,5
1179,Male,32,Dayton OH,Midwest,,12,1,2.5,<undefined>,NaN,<undefined>,Black,1714.5,129.2517007,Divorced/Widowed,12500,13,46,42,32,NaN,NaN,NaN,619,308,233,599,923,690,366,578,164,1117,NaN,665,1172,879,240,790,121,295,240,224,163,601,206,436,1207,913,596,525,577,936,1837,37,750,762,865.6,865,867,865,24.5,692,1882,1086,620,1077,128.1179138,1.145095468,0.271521717,0,NaN
1180,Female,45,Dayton OH,Midwest,,12,3,0.5,Economy,1994,Non-sedan,Black,1625.6,111.1111111,Divorced/Widowed,17500,10,NaN,NaN,NaN,22,20,44,590,280,198,553,826,628,355,510,133,1270,1154,621,1188,734,252,741,129,269,210,206,145,587,194,462,1282,820,515,446,576,839,1612,44.5,705,740,775,771,794,760,37,823,1784,1303,480,968,113.8321995,-0.377199143,1.415000439,0.746522963,5
1181,Male,35,Dayton OH,Northeast,White Collar,24,0,5,Luxury,1993,Sedan,,1651,62.58503401,Single,70000,7.5,38,30,28,NaN,NaN,NaN,564,238,212,508,789,577,296,406,145,858,NaN,581,886,708,230,785,120,236,196,186,153,589,208,341,930,756,482,445,459,898,1648,11.5,554,542,738,736,739,739,10.5,607,1598,772,452,938,61.9047619,-1.352898121,-0.019340651,0,NaN
1182,Female,40,Dayton OH,Midwest,White Collar,16,0,5,Economy,1990,Non-sedan,Black,1930.4,167.8004535,Single,25000,13.5,NaN,NaN,NaN,22,20,44,612,289,192,585,901,709,393,512,135,1306,1054,805,1225,904,225,779,135,301,207,231,148,620,206,663,1610,965,649,468,576,900,1860,56,995,987,845.3,841,855,840,37,940,1890,1235,405,1215,154.8752834,2.345198393,2.615677357,1.758044362,2
1183,Female,64,Dayton OH,South,,12,3,2.5,Economy,1983,Sedan,Black,1625.6,74.82993197,Divorced/Widowed,12500,9,NaN,NaN,NaN,14,16,36,521,240,205,530,798,593,325,440,136,975,784,637,931,731,184,708,107,250,207,195,151,588,194,455,1200,704,510,406,461,814,1596,24,690,694,721.3,701,732,731,31,750,1575,742,325,1004,75.28344671,-0.451307863,0.70536685,-0.295196712,4
1184,Female,41,Dayton OH,South,,18,2,8,Economy,1987,Sedan,White,1625.6,90.70294785,Divorced/Widowed,25000,8.5,NaN,NaN,NaN,16,16,38,560,252,230,540,833,603,310,485,142,1127,1012,585,1085,735,228,745,113,239,196,184,156,565,186,422,1150,898,520,460,523,855,1652,22,630,657,738.6,734,738,744,30.5,745,1728,965,425,1011,93.19727891,0.319074899,0.886510193,-0.709083855,2
1185,Male,63,Dayton OH,Midwest,,16,2,2.5,Economy,1993,Sedan,White,1905,111.5646259,Divorced/Widowed,12500,14,46,42,36,NaN,NaN,NaN,688,298,212,576,885,673,364,441,154,1132,NaN,656,1095,901,284,882,131,300,230,217,156,572,194,421,1096,1024,640,488,497,1000,1965,24,610,615,904,901,902,909,15.5,765,1882,1063,497,1211,106.122449,2.626086473,-0.198163912,0,NaN
1186,Male,33,Dayton OH,South,Service,18,0,5,Economy,1995,Sedan,White,1701.8,71.20181406,Married,NaN,8.5,38,30,30,NaN,NaN,NaN,554,270,206,539,819,613,333,426,141,972,NaN,579,1008,757,200,763,123,255,207,190,156,577,199,355,989,829,524,445,473,880,1677,18,591,602,770,769,771,770,16,610,1574,805,413,986,72.78911565,-1.026345849,-0.007401571,0,NaN
1187,Male,23,Dayton OH,Foreign,White Collar,16,0,2.5,Economy,1986,Sedan,White,1752.6,68.02721088,Single,NaN,9.5,NaN,32,31,NaN,NaN,NaN,566,265,210,554,852,642,344,431,138,982,NaN,609,967,787,190,759,120,260,207,202,153,585,199,359,967,865,543,455,476,866,1730,8.5,557,552,777.6,775,779,779,7.5,556,1592,838,440,980,68.93424036,-0.347057104,-0.35225603,0,NaN
1188,Male,27,Dayton OH,Midwest,White Collar,18,0,0.5,Economy,1997,Sedan,White,1828.8,79.36507937,Married,90000,10.5,42,34,32,NaN,NaN,NaN,630,280,203,555,866,663,352,432,145,1020,NaN,632,1022,822,242,836,124,278,207,205,152,575,191,342,942,937,572,400,479,954,1831,21,540,545,836.6,833,838,839,14.5,637,1702,823,455,1076,73.01587302,0.366485357,-1.040264964,0,NaN
1189,Male,37,Dayton OH,Northeast,White Collar,18,2,2.5,Economy,1992,Sedan,White,1955.8,86.16780045,Married,52500,11,40,34,NaN,NaN,NaN,NaN,629,268,206,560,844,638,354,473,147,1012,NaN,637,1002,818,258,830,127,270,218,204,152,595,207,402,1106,909,574,473,487,973,1818,18,623,629,802.3,799,789,819,16,652,1745,905,507,1038,88.66213152,0.420532823,-0.013808538,0,NaN
1190,Male,56,Dayton OH,Midwest,Service,14,2,10,Economy,1995,Sedan,White,1816.1,99.77324263,Married,52500,12,42,38,30,NaN,NaN,NaN,636,273,182,518,825,643,336,487,151,1110,NaN,624,1072,767,275,798,122,284,220,195,158,591,211,400,1070,905,572,482,500,923,1785,28,636,635,838.6,852,854,810,13,710,1814,1037,548,1056,98.41269841,0.629434288,0.508841991,0,NaN
1191,Male,57,Dayton OH,Midwest,Service,18,4,2.5,Economy,1988,Sedan,White,1955.8,79.8185941,Married,52500,10,40,34,32,NaN,NaN,NaN,638,274,197,548,855,658,351,462,146,1019,NaN,616,1027,797,258,808,130,264,214,202,158,577,195,378,1000,888,552,452,477,934,1797,18,575,582,830,839,825,826,10,648,1745,912,450,1052,81.17913832,1.034129262,0.165527567,0,NaN
1192,Male,36,Dayton OH,Midwest,White Collar,21,1,10,Economy,1998,Non-sedan,White,1841.5,88.43537415,Married,NaN,12,44,31,34,NaN,NaN,NaN,645,303,210,577,888,678,367,516,150,1050,NaN,632,1084,835,262,858,132,285,222,205,159,581,199,397,1086,856,569,485,502,973,1831,16,662,662,835.3,832,835,839,12.5,661,1717,844,468,1077,91.15646259,0.453742683,-0.038582411,0,NaN
1193,Male,59,Dayton OH,South,,24,6,2.5,Economy,1995,Non-sedan,White,1854.2,86.16780045,Married,150000,12,42,36,33,NaN,NaN,NaN,621,287,207,539,845,638,332,451,135,1029,NaN,645,1030,825,293,807,125,287,234,208,153,593,213,374,1014,975,573,452,481,943,1830,17,559,564,804,794,804,814,8,729,1748,943,445,1115,88.20861678,1.10234952,-0.160158679,0,NaN
1194,Female,58,Dayton OH,South,White Collar,12,3,0.5,Luxury,1993,Sedan,White,1612.9,57.14285714,Married,NaN,7.5,NaN,NaN,NaN,8,8,34,562,235,187,474,750,563,287,358,128,856,697,560,852,729,244,756,112,237,177,176,143,538,184,400,1036,764,503,378,406,862,1608,8.5,605,600,717.6,725,715,713,15.5,718,1518,670,353,990,58.04988662,-0.276620209,0.245502606,-0.812130451,4
1195,Female,43,Dayton OH,Midwest,White Collar,18,2,5,Economy,1996,Sedan,White,1587.5,70.29478458,Married,150000,7,NaN,NaN,NaN,12,12,36,566,243,197,491,745,548,294,413,133,1023,836,569,966,710,253,757,110,227,181,170,149,563,189,416,1065,777,493,418,454,861,1592,20.5,627,635,719.6,713,719,727,25.5,740,1606,823,357,988,71.6553288,-0.219885185,0.376802951,0.454462439,3
1196,Male,36,Dayton OH,Midwest,,21,0,2.5,Economy,1997,Sedan,White,1854.2,77.09750567,Married,150000,10.5,40,32,34,NaN,NaN,NaN,617,282,204,561,877,673,357,427,143,958,NaN,645,963,859,231,826,120,274,205,212,157,575,203,376,1010,964,585,454,490,956,1852,8.5,606,605,839.6,842,838,839,11,637,1650,849,442,1125,81.85941043,0.82022804,-0.759706497,0,NaN
1197,Female,45,Dayton OH,Midwest,,14,1,2.5,Economy,1993,Sedan,White,1625.6,62.58503401,Divorced/Widowed,NaN,8,NaN,NaN,NaN,10,11,36,564,233,208,495,754,546,287,354,134,980,784,558,922,700,253,772,107,245,182,178,149,549,193,373,979,755,480,408,433,881,1615,15.5,566,580,691.3,689,691,694,13.5,575,1556,818,428,938,61.2244898,-0.787432134,0.372213513,-0.556306243,3
1198,Female,22,Dayton OH,Midwest,White Collar,14,0,5,Economy,1990,Sedan,White,1701.8,82.0861678,Single,NaN,11.5,NaN,NaN,NaN,NaN,12,34,584,248,214,509,803,589,295,401,133,1049,836,616,969,744,266,780,110,250,176,184,142,546,187,474,1172,825,527,410,457,889,1672,22,705,712,773.3,780,780,760,30,770,1671,841,413,1047,82.31292517,1.01094687,1.02532506,0.925486207,4
1199,Male,35,Dayton OH,South,White Collar,21,1,0.5,Economy,1986,Sedan,Black,1841.5,72.56235828,Married,150000,10.5,42,31,34,NaN,NaN,NaN,586,283,213,587,925,712,374,433,139,912,NaN,650,935,890,180,774,125,275,203,207,153,561,200,359,972,967,586,428,471,892,1833,8.5,548,546,876.3,875,882,872,7,615,1632,781,428,1124,70.97505669,-1.168276429,-2.188302755,0,NaN
1200,Female,26,Dayton OH,Midwest,White Collar,16,0,5,Economy,1997,Sedan,White,1663.7,63.49206349,Married,70000,7.5,NaN,NaN,NaN,8,10,34,588,232,192,498,792,600,306,371,136,908,747,575,870,755,253,766,109,242,187,179,146,550,191,376,980,812,509,414,422,893,1664,19,602,604,730.3,727,738,726,18,648,1583,740,368,892,62.81179138,0.084624439,0.170867622,-1.657823086,3
1201,Female,40,Dayton OH,South,White Collar,18,0,5,Economy,1996,Non-sedan,White,1727.2,62.13151927,Single,70000,8,NaN,NaN,NaN,8,8,36,589,243,190,501,782,592,311,357,133,874,764,611,847,777,254,780,100,235,183,182,147,550,188,416,1049,842,524,415,418,896,1710,12,609,600,753,755,752,752,15.5,745,1599,710,343,1085,63.26530612,1.247885227,-0.503659785,-0.421768516,2
1202,Female,50,Dayton OH,Foreign,White Collar,12,3,2.5,Economy,1992,Sedan,Hispanic,1549.4,81.17913832,Divorced/Widowed,37500,8,NaN,NaN,NaN,16,14,40,548,241,211,505,766,555,294,455,141,1128,990,576,1054,680,226,717,107,232,195,171,154,567,192,412,1190,828,477,418,432,817,1535,43.5,667,652,703,706,698,705,44,725,1661,971,419,914,82.0861678,-1.568761826,1.467045903,-1.855752826,3
1203,Male,47,Dayton OH,Midwest,White Collar,16,1,5,Economy,1996,Non-sedan,White,1727.2,74.37641723,Married,37500,10.5,42,34,30,NaN,NaN,NaN,576,267,216,528,823,607,312,435,149,1020,NaN,576,1065,724,240,786,124,264,226,200,161,573,197,360,974,844,526,473,490,915,1692,13.5,572,580,757,759,759,753,9,612,1594,856,457,974,75.51020408,-0.794472337,0.388729036,0,NaN
1204,Male,60,Dayton OH,West,White Collar,18,3,0.5,Luxury,1988,Sedan,White,1955.8,105.6689342,Married,150000,14,48,42,36,NaN,NaN,NaN,690,290,216,609,952,736,393,525,147,1143,NaN,690,1133,904,262,874,134,304,235,236,157,596,206,422,1134,996,625,519,532,1001,1953,31,613,631,947.3,950,955,937,15,709,1865,1038,502,1175,108.3900227,2.432562828,-0.502435327,0,NaN
1205,Male,32,Dayton OH,Northeast,White Collar,18,0,10,Economy,1994,Non-sedan,White,1778,88.43537415,Single,37500,10,44,34,32,NaN,NaN,NaN,649,263,205,537,835,630,332,485,137,1048,NaN,608,1082,784,292,836,124,260,205,197,148,549,197,398,1093,866,552,493,514,952,1772,20,633,632,777.3,769,772,791,12.5,648,1757,880,473,1017,88.66213152,0.2414224,0.22367318,0,NaN
1206,Male,48,Dayton OH,Northeast,White Collar,24,1,8,Economy,1991,Sedan,White,1752.6,74.82993197,Married,52500,10.5,40,34,30,NaN,NaN,NaN,584,280,187,532,828,641,345,453,137,984,NaN,638,989,802,213,765,118,264,211,193,145,570,198,364,1005,863,548,418,449,879,1741,17,592,587,819,819,819,819,11,598,1685,873,406,1000,73.46938776,-0.228414953,-0.124383263,0,NaN
1207,Female,46,Dayton OH,Midwest,White Collar,18,3,0.5,Economy,1998,Sedan,Black,1676.4,72.56235828,Married,70000,10,NaN,NaN,NaN,12,14,36,534,257,185,516,821,636,331,381,142,979,816,655,896,800,173,694,119,257,195,197,141,570,203,436,1147,871,563,432,442,825,1684,35,663,662,771.6,769,774,772,28,701,1583,872,340,1075,76.19047619,0.578947544,-0.926416874,0.365365803,3
1208,Female,62,Dayton OH,South,,16,3,2.5,Economy,1986,Sedan,White,1574.8,102.0408163,Divorced/Widowed,52500,6,NaN,NaN,NaN,22,20,46,526,265,200,515,787,587,315,490,150,1234,1099,636,1152,694,214,688,106,225,189,175,154,556,185,452,1370,864,515,450,495,796,1552,40,689,663,768.6,767,775,764,43,840,1722,1161,394,983,101.3605442,-0.924883604,1.711259604,-0.381856292,5
1209,Female,63,Dayton OH,Northeast,White Collar,21,3,5,Economy,1999,Sedan,White,1574.8,76.19047619,Married,70000,9,NaN,NaN,NaN,18,14,42,557,240,194,469,727,533,275,429,129,1097,924,555,1001,662,244,725,105,249,195,185,145,540,190,413,1097,840,490,440,430,834,1555,25,612,622,702.6,704,707,697,31.5,665,1648,985,421,908,76.8707483,-0.657666385,1.051117778,1.486314654,2
1210,Female,47,Dayton OH,Midwest,White Collar,12,2,2.5,Economy,1981,Sedan,White,1600.2,65.75963719,Married,37500,7,NaN,NaN,NaN,12,12,36,542,232,198,491,760,562,293,404,143,1027,852,556,986,725,219,739,105,225,189,177,159,565,181,390,1060,875,495,415,432,851,1605,31.5,575,589,733.3,735,733,732,25.5,685,1605,928,409,975,70.06802721,-0.171455517,-0.156613767,-0.136017039,3
1211,Male,64,Dayton OH,Midwest,White Collar,16,3,8,Economy,1992,Sedan,White,1752.6,79.36507937,Married,70000,9.5,40,34,32,NaN,NaN,NaN,596,265,197,535,842,645,338,454,143,1032,NaN,608,1002,798,225,750,122,265,213,203,156,568,198,371,1027,853,570,418,480,877,1747,18,605,607,798,802,803,789,9,661,1668,887,392,1053,80.49886621,-0.118192613,0.035652831,0,NaN
1212,Female,39,Dayton OH,Midwest,,21,0,2.5,Luxury,1995,Sedan,White,1727.2,72.56235828,Married,70000,9.5,NaN,NaN,NaN,12,14,36,558,244,196,534,821,625,338,387,136,920,798,618,889,NaN,201,763,113,247,185,186,153,561,188,403,1075,853,547,423,445,877,1724,26,633,646,780,780,775,785,26.5,735,1565,790,355,1097,72.33560091,1.559678435,-0.459473521,-0.503469944,2
1213,Female,40,Dayton OH,West,White Collar,NaN,2,5,Economy,1994,Non-sedan,White,1701.8,68.02721088,Married,52500,8.5,NaN,NaN,NaN,12,12,36,593,246,170,509,782,612,339,403,132,969,811,607,908,783,243,768,116,231,193,185,151,553,185,421,1071,838,523,395,411,868,1676,24.5,605,607,757.3,755,757,760,26,723,1606,821,372,1040,68.93424036,0.262274265,0.345264405,-1.647949457,4
1214,Female,63,Dayton OH,South,,16,4,5,Economy,1998,Sedan,White,1625.6,63.49206349,Married,150000,7,NaN,NaN,NaN,10,12,36,536,224,189,503,780,591,314,424,139,945,805,584,890,737,185,726,101,226,183,172,149,562,196,386,1031,797,495,393,420,845,1609,21.5,582,559,744.3,750,735,748,29.5,705,1507,752,345,1006,63.03854875,-0.548467159,0.110713303,-0.394832134,3
1215,Female,45,Dayton OH,South,White Collar,18,1,10,Economy,1997,Non-sedan,White,1625.6,62.58503401,Married,70000,7,NaN,NaN,NaN,8,10,38,539,234,192,512,787,595,320,359,127,886,732,574,842,745,204,763,125,230,172,179,148,563,195,382,990,800,494,430,415,853,1633,11.5,592,569,735.6,731,737,739,24.5,653,1509,766,331,992,60.31746032,-0.342534184,-0.797789633,0.859517455,2
1216,Male,59,Dayton OH,Foreign,White Collar,18,4,8,Economy,1991,Sedan,White,1752.6,74.37641723,Married,90000,9,40,34,30,NaN,NaN,NaN,588,267,212,538,842,630,326,429,142,978,NaN,576,1001,762,225,784,115,268,213,207,158,564,189,370,997,892,554,445,476,901,1726,9,557,559,824.3,820,826,827,5,743,1662,846,366,1035,76.8707483,-0.564562857,-0.460075498,0,NaN
1217,Female,44,Dayton OH,Midwest,White Collar,12,2,8,Economy,1993,Non-sedan,White,1701.8,72.56235828,Married,90000,7,NaN,NaN,NaN,14,12,38,559,231,211,547,830,619,336,452,134,1010,863,574,978,766,207,762,112,232,187,186,141,545,184,401,1019,838,527,470,453,872,1677,24.5,580,596,740.6,737,745,740,29,589,1582,913,442,973,72.33560091,0.407280207,-0.071441039,0.090811111,2
1218,Male,27,Dayton OH,West,White Collar,21,1,10,Economy,1998,Non-sedan,White,1727.2,80.27210884,Married,52500,9,42,34,30,NaN,NaN,NaN,563,252,207,538,832,625,331,442,148,1027,NaN,616,1059,772,212,752,119,258,200,189,158,582,202,362,1018,828,539,454,502,876,1711,17.5,604,613,791.6,794,792,789,8,630,1676,909,433,1007,80.49886621,-0.329303205,0.413214892,0,NaN
1219,Male,25,Dayton OH,Midwest,,14,0,8,Economy,1990,Sedan,,1676.4,63.03854875,Married,12500,9.5,NaN,31,31,NaN,NaN,NaN,574,253,211,540,827,616,329,396,142,880,NaN,576,915,765,225,780,119,256,210,197,150,560,198,340,941,854,529,440,456,893,1686,10,542,541,782,783,782,781,7,582,1563,713,407,995,62.13151927,-1.460864544,-0.985244274,0,NaN
1220,Female,27,Dayton OH,Midwest,Service,12,0,5,Economy,1992,Sedan,Black,1701.8,61.2244898,Single,NaN,9,NaN,NaN,NaN,9,12,34,528,254,202,529,835,633,327,367,134,893,749,644,881,829,175,709,112,256,166,202,145,572,196,405,1122,846,555,400,431,834,1683,11.5,679,642,786.6,780,792,788,16,665,1538,709,368,1063,70.29478458,0.992180228,-0.527548671,-0.236707345,2
1221,Female,49,Dayton OH,Midwest,White Collar,16,2,0.5,Economy,1994,Non-sedan,White,1638.3,64.39909297,Married,150000,8.5,NaN,NaN,NaN,10,10,36,543,232,186,510,783,597,324,384,127,924,794,587,874,755,211,724,109,225,182,169,137,532,180,352,929,810,503,388,417,827,1617,24,544,511,728.3,730,730,725,22.5,665,1476,725,355,1006,56.91609977,-0.420857459,-1.153238654,1.221299529,2
1222,Female,39,Dayton OH,Midwest,White Collar,18,3,0.5,Economy,1995,Sedan,White,1625.6,54.42176871,Married,150000,7,NaN,NaN,NaN,8,4,36,561,251,205,513,801,596,308,392,133,889,761,576,865,748,227,767,103,239,197,178,144,539,186,385,1005,798,500,422,439,884,1655,10,604,590,741.6,744,742,739,24,710,1560,720,351,1035,65.30612245,-0.091651171,-0.979846001,-0.118333295,2
1223,Male,49,Dayton OH,Midwest,Management,16,1,2.5,Economy,1990,Sedan,White,1955.8,97.50566893,Married,NaN,13,38,38,34,NaN,NaN,NaN,661,245,218,580,890,672,362,444,145,1007,NaN,652,1012,846,258,884,132,289,213,222,157,587,213,431,1108,946,595,472,501,1013,1922,18.5,647,660,842.3,844,839,844,15,723,1832,993,459,1123,95.46485261,1.340857506,-0.742743134,0,NaN
1224,Male,23,Dayton OH,West,White Collar,16,0,2.5,Economy,1985,Sedan,White,1701.8,74.82993197,Single,25000,8.5,40,32,30,NaN,NaN,NaN,599,264,214,528,805,591,314,450,143,927,NaN,597,976,761,249,803,124,258,214,197,159,599,206,369,1000,842,531,457,495,907,1713,16,583,589,764,752,772,768,16,670,1643,810,395,1026,74.14965986,-0.514812291,0.020486938,0,NaN
1225,Female,27,Dayton OH,Midwest,,16,0,8,Economy,1992,Sedan,White,1498.6,47.61904762,Married,70000,6.5,NaN,NaN,NaN,4,2,34,529,226,177,447,697,520,270,341,124,801,681,505,779,660,240,706,115,217,174,168,147,538,186,320,861,693,447,387,392,824,1509,10,500,492,611.3,614,612,608,12,623,1399,557,325,913,45.80498866,-1.979217887,0.111068465,-1.434493542,2
1226,Female,25,Dayton OH,Midwest,White Collar,16,0,10,Economy,1989,Non-sedan,White,1574.8,52.60770975,Single,25000,6.5,NaN,NaN,NaN,6,5,34,557,226,174,456,727,553,282,370,133,844,730,530,838,695,250,730,106,211,187,177,150,551,186,358,947,725,476,400,396,835,1562,10,575,566,688.6,689,689,688,14,564,1489,686,397,912,54.42176871,-0.73067838,-0.278000981,-0.067182586,1
1227,Female,40,Dayton OH,Midwest,White Collar,18,4,2.5,Economy,1989,Non-sedan,White,1778,56.6893424,Married,52500,8,NaN,NaN,NaN,12,10,34,623,238,192,516,801,609,324,373,131,869,751,589,828,815,277,802,119,238,190,190,147,543,196,340,884,886,549,433,408,928,1775,7.5,485,471,764.6,770,754,770,7,573,1576,764,399,1036,57.36961451,1.582539678,-0.965572655,-0.881607413,2
1228,Male,56,Dayton OH,Midwest,,18,4,2.5,Economy,1989,Non-sedan,White,1676.4,108.3900227,Married,37500,10.5,NaN,44,28,NaN,NaN,NaN,644,301,200,525,807,607,325,507,166,1145,NaN,603,1143,707,291,817,130,260,218,188,173,602,201,418,1206,821,539,523,525,927,1708,40,694,705,768.6,775,772,759,30,677,1846,1070,557,945,108.1632653,-0.393450707,2.184288025,0,NaN
1229,Female,64,Dayton OH,South,,12,1,10,Economy,1995,Sedan,White,1663.7,65.75963719,Married,17500,11.5,NaN,NaN,NaN,14,16,36,540,234,193,524,810,617,331,407,136,965,801,596,944,756,186,734,112,249,185,197,148,536,187,392,1052,886,534,386,440,845,1641,20,614,605,779.6,785,776,778,23,738,1530,769,323,1048,66.21315193,0.398089945,0.044089578,1.772282243,2
1230,Male,38,Dayton OH,Midwest,White Collar,12,0,2.5,Economy,1993,<undefined>,White,1765.3,85.26077098,Single,37500,10,44,36,30,NaN,NaN,NaN,614,272,202,542,832,630,340,445,145,1082,NaN,611,1073,753,262,803,124,268,193,194,157,581,204,374,1001,862,536,458,516,926,1735,35,587,585,804,800,805,807,13,645,1679,967,488,1015,85.03401361,-0.104624704,0.586742461,0,NaN
1231,Female,25,Dayton OH,South,,14,0,2.5,Economy,1985,Sedan,White,1676.4,63.49206349,Married,25000,8.5,NaN,NaN,NaN,8,9,36,567,241,192,522,805,613,330,360,138,865,764,590,873,781,230,740,103,248,183,178,148,571,194,399,1021,803,514,391,421,871,1668,8,594,586,737,725,744,742,12,666,1518,692,370,1043,61.67800454,0.581450403,-0.562116086,0.074611507,1
1232,Male,52,Dayton OH,Midwest,Blue Collar,16,2,0.5,Economy,1994,Sedan,White,1905,74.82993197,Married,52500,13,42,34,34,NaN,NaN,NaN,705,287,212,570,886,674,358,432,152,1010,NaN,628,1007,828,314,908,126,279,222,211,155,584,200,370,952,913,580,438,458,1023,1889,7.5,525,515,869.3,867,878,863,5,705,1794,862,417,1124,74.82993197,1.238661408,-0.265532047,0,NaN
1233,Female,24,Dayton OH,Midwest,White Collar,16,0,2.5,Economy,1998,Sedan,White,1701.8,72.56235828,Single,25000,9,NaN,NaN,NaN,12,12,36,586,231,192,521,792,600,329,399,127,957,802,582,894,747,245,789,96,241,198,179,148,544,188,421,1083,798,512,415,410,896,1675,15,644,665,747.3,746,747,749,22,604,1603,869,433,973,73.46938776,-0.053572234,-0.420241624,1.967318654,3
1234,Male,65,Dayton OH,Midwest,,18,2,2.5,Economy,1996,Non-sedan,White,1854.2,87.52834467,Married,NaN,13,44,38,33,NaN,NaN,NaN,619,288,200,546,878,678,346,460,152,1073,NaN,648,1043,836,241,791,126,293,226,218,167,580,193,408,1062,960,586,469,473,921,1815,21.5,587,586,850.3,853,850,848,14,698,1763,977,458,1108,87.3015873,0.989581704,-0.639953077,0,NaN
1235,Female,64,Dayton OH,Midwest,,14,2,10,Economy,1998,Sedan,White,1701.8,76.19047619,Married,NaN,8.5,NaN,NaN,NaN,14,14,42,602,229,201,541,815,614,340,476,144,1041,923,573,943,714,246,780,103,235,186,181,147,545,180,380,1073,897,502,435,441,901,1677,29,584,556,772.6,778,774,766,37,735,1716,938,417,993,76.64399093,0.34668687,-0.086429715,1.239768982,2
1236,Male,65,Dayton OH,Midwest,,14,3,2.5,Economy,1997,Sedan,White,1701.8,68.02721088,Married,37500,10,40,34,30,NaN,NaN,NaN,583,268,194,509,780,586,315,405,128,961,NaN,572,937,742,234,760,NaN,262,212,118,153,576,203,363,963,857,523,444,437,882,1671,15,531,531,769.6,760,780,769,11.5,593,1604,853,406,973,68.70748299,-1.042017817,0.651986122,0,NaN
1237,Female,65,Dayton OH,South,,12,3,2.5,Economy,1997,Sedan,White,1625.6,60.31746032,Married,37500,8,NaN,NaN,NaN,12,7,36,538,231,193,518,779,586,325,399,131,864,758,555,872,729,197,734,114,230,181,184,135,523,189,381,1011,780,500,400,421,832,1591,18.5,592,603,730.3,721,732,738,33.5,711,1530,707,308,1000,60.54421769,-1.35675168,-1.33102107,1.836547494,1
1238,Male,36,Dayton OH,Midwest,,12,1,2.5,Economy,1983,Sedan,White,1701.8,81.63265306,Married,25000,9.5,42,34,31,NaN,NaN,NaN,567,249,208,538,832,624,330,452,146,1079,NaN,588,1075,745,224,777,114,264,203,200,159,571,195,385,1047,815,534,485,467,886,1690,19.5,626,629,777.6,773,786,774,14,697,1669,958,397,1015,85.03401361,-0.873691678,0.780388296,0,NaN
1239,Female,48,Dayton OH,Midwest,White Collar,16,0,5,Economy,1997,Sedan,White,1600.2,74.37641723,Single,37500,8,NaN,NaN,NaN,12,12,34,541,238,228,525,777,549,297,413,144,1055,839,583,988,725,216,740,117,231,199,179,148,553,186,413,1086,801,505,433,454,846,1593,24,639,614,737.3,732,740,740,35,645,1595,885,427,957,75.28344671,-0.57910502,1.149710059,-1.078054667,4
1240,Female,39,Dayton OH,Midwest,White Collar,18,2,8,Economy,1990,Sedan,White,1727.2,74.37641723,Married,90000,8.5,NaN,NaN,NaN,12,14,36,555,237,208,527,803,595,319,377,129,920,787,620,898,792,219,784,111,244,183,188,146,543,184,428,1119,840,535,425,428,887,1704,20.5,668,652,722.6,719,723,726,26.5,788,1595,750,334,1093,75.28344671,0.737425745,-0.463829011,1.323892832,2
1241,Female,51,Dayton OH,Northeast,Management,18,2,2.5,Economy,1998,Sedan,White,1574.8,88.43537415,Married,90000,8,NaN,NaN,NaN,18,20,40,578,244,197,497,754,557,300,438,143,1104,950,583,1008,673,273,738,107,235,190,166,147,560,190,439,1230,865,483,465,460,854,1590,41,650,638,697.6,703,695,695,43,779,1740,975,400,955,87.07482993,-0.045576237,1.970577002,1.426963687,3
1242,Female,44,Dayton OH,South,,14,3,0.5,Economy,1995,Non-sedan,White,1739.9,67.12018141,Married,70000,8,NaN,NaN,NaN,10,12,36,624,240,203,545,838,635,342,416,137,834,745,609,845,786,266,821,112,236,199,179,145,559,194,406,1048,843,529,407,423,936,1741,18,607,612,776,770,774,784,25.5,762,1628,683,363,1080,68.02721088,1.645780206,-0.42951569,-0.188674897,1
1243,Male,44,Dayton OH,South,,21,2,2.5,Economy,1985,Non-sedan,White,1803.4,95.23809524,Married,52500,11,44,36,31,NaN,NaN,NaN,616,283,215,566,875,660,351,475,152,1108,NaN,613,1100,775,240,823,122,280,216,197,163,577,199,387,1053,882,560,477,533,936,1781,33.5,594,598,802,808,800,798,27,624,1752,852,513,1017,92.97052154,0.139337301,0.064016722,0,NaN
1244,Male,58,Dayton OH,Northeast,White Collar,16,3,0.5,Economy,1991,Sedan,White,1879.6,111.1111111,Married,52500,10.5,48,38,33,NaN,NaN,NaN,608,304,230,592,910,680,362,484,153,1202,NaN,654,1154,835,213,781,140,266,211,205,175,602,201,414,1095,990,597,521,535,932,1862,36,630,635,935,933,940,932,9,646,1847,991,445,1098,109.5238095,1.016444325,0.013622035,0,NaN
1245,Male,39,Dayton OH,Midwest,Blue Collar,14,2,2.5,Economy,1990,Sedan,White,1905,79.36507937,Married,37500,10.5,44,36,36,NaN,NaN,NaN,638,265,202,545,860,658,343,442,142,990,NaN,659,994,866,256,837,112,260,210,213,152,560,196,376,998,949,589,447,493,952,1877,15.5,561,559,828.3,825,827,833,7.5,544,1720,880,482,1141,79.36507937,0.816335142,-1.278371572,0,NaN
1246,Female,34,Dayton OH,Midwest,White Collar,18,3,2.5,Economy,1994,Non-sedan,White,1803.4,68.02721088,Married,70000,9.5,NaN,NaN,NaN,10,10,34,605,240,208,551,852,644,343,391,125,915,777,630,905,859,246,811,117,255,192,189,145,551,194,413,1054,896,575,417,436,908,1791,17.5,623,599,760.6,765,758,759,27.5,713,1645,741,356,1122,71.6553288,2.050608158,-0.462798476,-1.090207815,2
1247,Male,46,Dayton OH,South,White Collar,16,0,2.5,Economy,1996,Sedan,White,1854.2,79.36507937,Married,150000,10.5,40,36,33,NaN,NaN,NaN,620,281,215,565,866,651,350,439,145,951,NaN,629,961,835,238,834,123,277,210,205,152,568,195,388,1009,904,577,448,491,954,1828,27.5,605,596,839.3,836,839,843,15.5,705,1701,875,410,1120,79.59183673,-0.081552245,-0.794336677,0,NaN
1248,Male,45,Dayton OH,Foreign,White Collar,21,1,5,Economy,1992,Sedan,White,1879.6,95.23809524,Divorced/Widowed,90000,11.5,42,36,34,NaN,NaN,NaN,643,293,215,572,885,670,357,452,145,1012,NaN,655,1002,858,256,846,125,275,205,198,155,588,206,393,1069,939,603,482,485,965,1873,30,649,650,824.3,825,820,828,28.5,752,1804,978,472,1162,95.91836735,1.695825338,-0.527354121,0,NaN
1249,Female,42,Dayton OH,Foreign,,21,1,5,Economy,1991,Non-sedan,White,1574.8,58.9569161,Married,NaN,7,NaN,NaN,NaN,8,8,34,544,224,182,484,751,569,302,405,126,890,771,572,854,726,227,714,107,224,194,179,140,524,182,376,975,778,495,403,400,825,1576,16,552,586,711.6,710,709,716,30,678,1491,678,332,988,59.41043084,-0.628745854,0.45999983,-0.89369154,2
1250,Female,58,Dayton OH,South,White Collar,16,4,2.5,Economy,1990,Sedan,White,1701.8,75.28344671,Married,70000,10.5,NaN,NaN,NaN,16,16,38,575,254,196,549,840,644,353,399,143,928,788,622,891,745,215,779,116,253,184,192,147,559,189,467,1150,818,527,407,436,896,1686,20,662,675,777.6,777,785,771,27,754,1632,804,374,1016,78.68480726,0.586960435,-0.460125625,-1.236918926,2
1251,Female,52,Dayton OH,South,White Collar,21,1,2.5,Economy,1981,Sedan,White,1676.4,81.63265306,Married,37500,7.5,NaN,NaN,NaN,14,7,38,584,242,185,514,796,611,329,444,145,1065,924,597,985,765,240,766,110,243,195,180,155,554,176,448,1144,939,512,480,385,870,1665,30.5,666,695,738.6,773,735,708,45.5,750,1650,923,375,1035,86.62131519,0.704176307,0.537299573,1.791840911,3
1252,Male,58,Dayton OH,Northeast,,14,0,0.5,Economy,1981,Sedan,White,1587.5,95.23809524,Married,NaN,9.5,48,38,29,NaN,NaN,NaN,562,262,217,531,802,585,314,479,150,1215,NaN,619,1124,703,231,753,130,255,212,195,152,565,200,387,1123,859,522,466,552,850,1644,32.5,644,672,735.6,733,735,739,13.5,714,1737,1029,451,970,94.55782313,-1.347396255,2.849705696,0,NaN
1253,Female,45,Dayton OH,Midwest,White Collar,14,0,2.5,Economy,1990,Sedan,White,1752.6,81.63265306,Married,70000,9.5,NaN,NaN,NaN,10,16,36,621,259,182,520,812,630,338,390,141,948,830,609,921,784,269,781,115,243,185,189,148,573,197,463,1139,847,534,443,423,907,1728,28,664,671,785.6,783,793,781,25.5,750,1660,814,352,1067,81.63265306,0.78978312,-0.825402081,1.992830276,1
1254,Female,45,Dayton OH,Midwest,,18,1,2.5,Economy,1988,Sedan,White,1651,58.9569161,Married,NaN,7,NaN,NaN,NaN,12,12,38,569,220,178,496,772,594,318,363,132,922,764,609,835,777,235,749,111,227,174,174,149,546,190,402,1030,823,515,385,412,858,1660,10.5,579,561,741.6,737,745,743,23,715,1538,699,345,1052,58.27664399,0.512471139,-0.007335875,-1.51949954,2
1255,Male,35,Dayton OH,Midwest,,18,2,8,Economy,1989,Non-sedan,White,1879.6,83.90022676,Married,NaN,10.5,42,34,34,NaN,NaN,NaN,641,291,208,567,860,652,359,462,138,993,NaN,667,1029,854,252,844,127,267,218,195,153,557,200,379,1059,911,595,450,490,977,1889,13,631,628,866.6,864,869,867,21.5,648,1776,825,450,1101,86.39455782,1.058151007,-0.702407479,0,NaN
1256,Male,48,Dayton OH,West,,18,4,8,Economy,1990,Sedan,White,1778,89.34240363,Married,37500,11,44,34,32,NaN,NaN,NaN,625,281,229,578,857,628,349,474,142,1052,NaN,605,1069,787,262,859,124,277,221,194,153,582,202,403,1062,838,563,479,526,968,1779,15.5,653,641,767.3,760,769,773,13,622,1726,849,452,1035,89.79591837,-0.047036979,0.11073523,0,NaN
1257,Male,44,Dayton OH,Midwest,White Collar,18,4,5,Economy,1994,Non-sedan,White,1778,74.82993197,Divorced/Widowed,70000,12,42,33,31,NaN,NaN,NaN,611,287,193,535,831,638,342,435,139,1017,NaN,613,997,756,248,821,122,278,211,212,154,565,202,377,1016,819,537,453,481,935,1754,12,576,578,803,798,799,812,11,667,1679,865,416,1038,76.8707483,-0.124542207,0.064222008,0,NaN
1258,Male,45,Dayton OH,Midwest,Blue Collar,12,NaN,5,Economy,1989,Sedan,White,1778,72.56235828,Single,NaN,9.5,42,33,32,NaN,NaN,NaN,593,265,195,524,817,622,329,434,148,969,NaN,612,982,793,235,776,122,262,211,203,160,576,197,344,968,846,548,474,462,888,1736,25.5,550,550,808.3,806,814,805,15,602,1627,872,455,1044,72.78911565,-0.155350238,0.063498117,0,NaN
1259,Male,47,Dayton OH,Midwest,White Collar,16,2,5,Luxury,2000,Sedan,,1905,126.984127,Married,90000,12.5,44,42,34,NaN,NaN,NaN,609,311,226,612,942,716,386,499,143,1155,NaN,691,1184,828,219,814,141,282,225,221,156,611,215,444,1250,933,616,469,560,953,1901,30.5,730,730,901.6,904,896,905,29.5,790,1908,1151,505,1123,123.1292517,1.655686736,0.022152295,0,NaN
1260,Male,48,Dayton OH,Midwest,Blue Collar,14,4,2.5,Economy,1991,Non-sedan,White,2032,154.1950113,Married,25000,13,48,46,34,NaN,NaN,NaN,672,308,242,626,946,704,384,570,166,1347,NaN,725,1288,821,269,914,134,279,237,224,176,614,205,502,1375,990,623,590,571,1033,1954,46,791,795,888,896,885,883,30.5,1000,2120,1223,525,1174,148.2993197,2.214254856,1.463124394,0,NaN
1261,Male,55,Dayton OH,Midwest,White Collar,21,4,10,Economy,1991,Non-sedan,White,1778,74.82993197,Married,70000,9.5,40,34,32,NaN,NaN,NaN,609,271,192,533,837,645,341,432,145,974,NaN,620,1000,803,236,805,129,260,220,202,163,566,185,375,980,894,552,421,469,934,1777,9.5,542,550,802.6,803,800,805,8,599,1629,843,447,1054,73.92290249,0.158898681,-0.56111902,0,NaN
1262,Female,38,Greensboro NC,Northeast,Service,16,2,2.5,Economy,1997,Sedan,White,1714.5,64.85260771,Married,150000,9.5,NaN,NaN,NaN,8,8,36,601,236,185,511,775,590,326,375,135,903,811,587,874,772,266,802,123,235,192,188,148,567,196,378,969,817,515,420,397,909,1710,11,560,574,725.3,726,724,726,12,712,1584,719,379,1057,64.85260771,-1.133601546,-3.113887548,2.682366133,1
1263,Female,51,Greensboro NC,South,,14,2,10,Economy,1993,Non-sedan,White,1803.4,98.86621315,Married,NaN,9,NaN,NaN,NaN,20,18,36,595,255,206,572,869,663,366,459,131,1064,892,676,994,828,227,806,116,255,193,185,146,571,191,490,1259,1015,563,445,445,914,1795,25.5,734,697,815.3,812,804,830,28,772,1720,960,412,1133,99.77324263,2.511713743,0.254152268,0.008728022,NaN
1264,Male,64,Greensboro NC,Midwest,,NaN,4,10,Economy,1992,Non-sedan,White,1778,92.5170068,Married,37500,9.5,42,40,30,NaN,NaN,NaN,652,280,195,525,826,631,330,474,148,1136,NaN,606,1097,731,296,807,130,266,212,203,158,579,195,402,1066,859,548,468,489,936,1746,20,610,609,812,813,824,799,15,752,1814,976,430,1040,92.06349206,0.181467876,1.155293703,0,NaN
1265,Male,32,Greensboro NC,Foreign,,18,0,2.5,Economy,1990,Sedan,Asian,1752.6,63.49206349,Married,37500,9.5,NaN,31,NaN,NaN,NaN,NaN,579,254,190,542,840,650,352,414,142,939,NaN,577,953,812,216,777,117,266,192,201,154,561,192,340,897,842,551,419,457,899,1722,15.5,518,525,799.3,793,802,803,12,580,1555,786,416,1022,61.45124717,-1.412421823,-1.42639482,0,NaN
1266,Male,50,Greensboro NC,South,Management,16,0,5,Economy,1997,Non-sedan,White,1803.4,79.36507937,Married,150000,9.5,42,34,31,NaN,NaN,NaN,620,265,214,558,871,657,344,460,142,971,NaN,595,989,775,242,786,123,266,200,212,149,578,207,369,967,866,554,480,475,939,1793,22,546,554,840,838,839,843,7.5,637,1720,858,432,1040,79.138322,0.500634849,-0.0150729,0,NaN
1267,Male,48,Greensboro NC,Midwest,White Collar,16,1,8,Economy,1986,Non-sedan,White,1854.2,79.36507937,Married,70000,11,38,34,33,NaN,NaN,NaN,599,268,234,590,921,687,356,412,142,972,NaN,646,967,861,212,836,139,267,208,206,143,588,214,371,979,937,581,476,487,944,1845,7.5,592,592,884.3,885,879,889,13.5,608,1684,854,445,1102,77.55102041,0.092244275,-1.266903162,0,NaN
1268,Male,22,Greensboro NC,Foreign,,16,0,0.5,Economy,1986,Sedan,Asian,1727.2,70.74829932,Single,17500,9,NaN,32,NaN,NaN,NaN,NaN,589,253,202,530,817,615,328,430,146,888,NaN,587,923,766,230,764,121,252,204,192,156,574,193,352,993,830,538,452,490,902,1721,25.5,592,582,779,772,782,783,15,653,1627,822,418,1025,68.48072562,-0.866947412,-0.732273817,0,NaN
1269,Female,46,Greensboro NC,South,White Collar,18,0,8,Economy,1995,Non-sedan,White,1676.4,81.63265306,Married,70000,9.5,NaN,NaN,NaN,12,14,38,550,254,199,510,780,581,311,382,133,923,794,629,873,749,210,762,115,241,177,178,145,545,187,489,1200,786,517,395,420,875,1662,14.5,723,724,742.6,747,735,746,27.5,724,1632,852,415,1003,83.44671202,0.435563326,0.298975646,-0.145765319,2
1270,Female,47,Greensboro NC,South,Management,18,2,5,Economy,1997,Sedan,White,1752.6,72.56235828,Married,150000,10,NaN,NaN,NaN,12,12,40,589,254,208,524,803,595,316,394,130,972,831,618,964,793,244,788,116,256,190,189,141,549,197,430,1106,831,539,420,449,901,1713,17.5,636,646,735.3,743,732,731,21.5,758,1650,783,364,1072,75.28344671,1.137317419,0.33011955,-0.703907311,1
1271,Male,31,Greensboro NC,Foreign,,16,0,2.5,Economy,1997,Sedan,Black,1676.4,81.63265306,Married,7500,9,42,34,34,NaN,NaN,NaN,563,267,218,545,838,620,327,453,146,973,NaN,605,1019,765,223,758,117,260,214,195,158,566,196,379,1052,829,530,503,507,865,1678,21.5,659,662,744.6,740,747,747,0,607,1696,869,470,973,83.21995465,-0.258113712,0.169148326,0,NaN
1272,Male,45,Greensboro NC,Northeast,White Collar,21,2,0.5,Economy,1988,Sedan,White,1676.4,62.58503401,Married,70000,8,36,32,29,NaN,NaN,NaN,587,252,211,528,807,596,317,392,139,898,NaN,562,904,706,242,786,121,249,197,195,150,574,202,342,950,773,507,423,432,913,1681,12,539,556,773,777,777,765,7.5,597,1630,752,462,950,63.03854875,-1.194879889,-0.179343,0,NaN
1273,Female,27,Greensboro NC,Northeast,Blue Collar,16,0,0.5,Economy,1998,Non-sedan,Black,1473.2,44.89795918,Married,52500,5,NaN,NaN,NaN,4,4,34,467,190,178,448,692,514,270,353,130,844,713,507,820,647,187,625,108,190,159,149,143,530,186,337,870,700,435,375,383,720,1382,29,542,524,646,654,642,642,27,596,1360,626,335,858,44.21768707,-2.915750504,0.090444632,0.699832976,2
1274,Male,29,Greensboro NC,Foreign,,18,0,0.5,Economy,1991,Sedan,Asian,1701.8,68.93424036,Married,17500,8.5,NaN,NaN,NaN,NaN,NaN,NaN,558,248,222,537,823,601,315,400,149,873,NaN,559,922,724,224,777,116,244,188,185,158,556,186,367,987,805,514,432,472,905,1676,21.5,568,568,749.3,749,749,750,14,675,1547,780,369,1009,67.34693878,-1.449433446,-0.295091659,0,NaN
1275,Male,33,Greensboro NC,Northeast,Blue Collar,16,0,5,Economy,1993,Sedan,White,1905,81.63265306,Single,37500,13,NaN,32,36,NaN,NaN,NaN,701,277,200,565,891,691,365,428,143,909,NaN,628,939,872,310,900,133,290,203,215,151,600,213,355,958,933,600,460,463,1031,1946,9,536,537,859.3,874,849,855,10.5,596,1764,806,507,1101,70.97505669,0.604349971,-1.502375245,0,NaN
1276,Male,51,Greensboro NC,South,,16,0,10,Economy,1987,Non-sedan,Black,1930.4,111.1111111,Single,52500,12.5,46,46,36,NaN,NaN,NaN,647,278,216,587,922,706,371,503,144,1178,NaN,669,1202,848,261,861,133,276,231,217,153,589,206,383,1103,966,579,514,540,958,1853,31,650,830,826.3,813,829,837,9.5,789,1839,1118,455,1136,107.4829932,1.528816223,0.359501779,0,NaN
1277,Female,40,Greensboro NC,South,,18,1,2.5,Economy,1995,Sedan,Black,1676.4,95.23809524,Single,17500,9.5,NaN,NaN,NaN,18,18,38,579,254,180,515,791,611,335,470,135,1063,887,644,997,753,240,730,112,255,201,195,146,598,190,511,1297,802,519,420,488,841,1640,36,796,767,728.6,722,727,737,45.5,773,1684,971,376,1012,104.0816327,0.390549541,1.721127152,0.452548146,4
1278,Male,42,Greensboro NC,West,White Collar,21,0,5,Economy,1998,Non-sedan,Black,1574.8,79.36507937,Single,52500,9.5,44,34,32,NaN,NaN,NaN,545,247,250,522,808,558,272,470,142,1089,NaN,588,1102,724,227,708,115,242,190,180,153,571,200,357,1005,817,512,453,513,825,1608,23.5,603,624,770.3,774,769,768,11.5,585,1597,823,463,942,80.49886621,-2.058300972,1.776088238,0,NaN
1279,Female,26,Greensboro NC,South,,16,0,2.5,Economy,1984,<undefined>,Black,1676.4,59.86394558,Single,7500,8.5,NaN,NaN,NaN,7,8,32,562,233,202,523,799,597,321,353,134,818,717,600,840,777,229,747,121,236,179,190,145,564,194,384,1025,802,516,430,420,872,1666,16,586,589,751.6,751,753,751,20.5,645,1536,667,380,1020,59.18367347,0.225059614,-1.033369184,0.66311878,2
1280,Female,44,Greensboro NC,South,White Collar,16,2,0.5,Economy,1996,Sedan,Black,1651,89.34240363,Divorced/Widowed,25000,9,NaN,NaN,NaN,18,18,36,539,254,215,545,837,622,330,470,142,1138,909,654,1102,769,190,699,114,249,211,192,145,603,192,453,1226,956,540,465,493,819,1640,34,713,676,785.6,785,787,785,37.5,755,1707,973,403,1037,93.87755102,0.175261348,0.523263872,-0.992428422,3
1281,Female,62,Greensboro NC,South,White Collar,14,2,0.5,Economy,1997,Sedan,White,1701.8,69.84126984,Married,52500,9,NaN,NaN,NaN,14,14,34,639,254,185,499,787,602,314,429,142,953,784,611,944,785,290,780,118,248,201,204,151,553,189,408,1056,877,530,440,415,880,1701,33.5,572,573,774.3,776,775,772,26,835,1691,749,290,1085,68.02721088,1.220820665,-0.221623465,0.567366481,2
1282,Male,30,Greensboro NC,Foreign,,16,0,0.5,Economy,1993,Non-sedan,Hispanic,1752.6,108.8435374,Single,12500,11,NaN,38,30,NaN,NaN,NaN,625,301,222,558,852,630,336,522,142,1184,NaN,635,1138,738,270,833,121,268,215,202,150,568,197,436,1165,830,545,501,532,941,1769,34.5,700,722,799.6,802,798,799,17.5,733,1842,1026,492,1014,109.0702948,0.280337304,0.995847821,0,NaN
1283,Female,32,Greensboro NC,Northeast,White Collar,16,0,2.5,Economy,1990,Sedan,White,1663.7,74.82993197,Single,37500,8.5,NaN,NaN,NaN,14,14,38,553,238,213,533,888,675,320,410,137,1031,841,596,961,745,210,784,116,224,187,175,146,563,193,414,1060,860,511,424,456,890,1657,30.5,632,610,724.6,724,726,724,35,606,1582,935,436,967,76.41723356,0.475022137,0.481669158,1.127614021,3
1284,Female,41,Greensboro NC,Midwest,Management,21,1,5,Luxury,1989,Sedan,White,1625.6,54.42176871,Married,150000,7,NaN,NaN,NaN,6,6,34,549,233,192,500,776,584,308,352,133,860,705,588,816,742,225,732,104,230,177,182,148,548,185,366,954,805,495,400,399,846,1614,15.5,554,545,733,726,735,738,20.5,665,1492,645,328,1005,54.64852608,-0.19155705,0.050462082,-1.025614738,3
1285,Female,48,Greensboro NC,South,White Collar,14,2,0.5,Economy,1996,Sedan,Black,1498.6,51.70068027,Married,52500,6,NaN,NaN,NaN,8,6,34,489,222,180,470,720,540,290,346,133,935,729,550,837,720,172,672,105,223,196,174,145,552,189,351,904,777,473,380,389,776,1512,22,529,525,667,667,664,670,27.5,612,1404,694,342,944,51.70068027,-1.67628026,-0.442814678,1.29183805,5
1286,Male,23,Greensboro NC,Northeast,,16,0,0.5,Economy,1994,Sedan,Black,1828.8,114.739229,Single,NaN,11,48,42,34,NaN,NaN,NaN,634,283,229,568,888,659,339,540,147,1250,NaN,664,1230,788,283,833,122,272,228,212,160,592,208,441,1182,875,585,521,566,954,1806,35.5,756,760,845.3,846,844,846,20.5,716,1811,1045,516,1069,116.0997732,0.806691647,1.218241096,0,NaN
1287,Female,24,Greensboro NC,Foreign,,16,0,0.5,Economy,1994,Sedan,Asian,1574.8,45.35147392,Single,NaN,6.5,NaN,NaN,NaN,NaN,NaN,NaN,530,226,185,454,694,509,269,293,135,739,648,524,722,679,245,744,105,220,160,159,149,540,180,339,880,716,448,382,358,861,1553,13,505,470,662.6,660,663,665,13,656,1419,628,363,938,44.21768707,-1.323313832,-0.770401537,-0.50609678,NaN
1288,Male,33,Greensboro NC,Midwest,,14,0,0.5,Economy,1994,Sedan,White,1828.8,99.77324263,Divorced/Widowed,7500,9.5,42,36,33,NaN,NaN,NaN,643,264,218,562,871,653,344,489,146,1094,NaN,630,1105,782,270,835,132,251,202,196,149,583,202,405,1105,871,564,508,506,954,1804,28.5,672,665,832.6,839,832,827,23.5,753,1792,1016,452,1086,96.14512472,0.858455241,0.179164454,0,NaN
1289,Female,21,Greensboro NC,South,,12,0,2.5,Economy,1991,Sedan,Black,1676.4,77.55102041,Single,NaN,7.5,NaN,NaN,NaN,12,14,36,538,238,207,544,826,619,337,391,136,964,770,640,911,795,189,733,111,231,193,188,135,536,183,438,1140,818,532,395,460,847,1657,35.5,701,684,791.3,795,794,785,34.5,698,1582,802,375,1046,77.55102041,-0.139475286,-1.658980727,0.305635244,3
1290,Female,41,Greensboro NC,Midwest,White Collar,14,1,5,<undefined>,1997,Non-sedan,White,1701.8,73.92290249,Single,52500,10,NaN,NaN,NaN,14,10,38,591,249,214,537,809,595,323,403,143,1021,850,586,976,759,260,784,112,253,198,193,147,565,196,414,1092,795,525,427,445,894,1748,20.5,625,615,770,776,766,768,27,701,1645,799,398,1032,73.46938776,0.542897165,0.45998922,-0.208815306,2
1291,Female,24,Greensboro NC,South,,18,0,2.5,Economy,1967,Sedan,Black,1752.6,68.02721088,Single,52500,10,NaN,NaN,NaN,NaN,NaN,36,585,259,209,564,877,668,355,375,137,866,728,627,855,823,203,770,111,236,201,203,147,565,197,374,976,879,565,428,428,893,1760,12.5,575,566,818,820,818,816,13.5,612,1567,766,378,1053,67.12018141,-0.706613541,-3.268308878,0.685777307,3
1292,Male,52,Greensboro NC,South,Management,16,0,2.5,Luxury,1990,Sedan,Black,1790.7,93.42403628,Married,70000,10.5,44,36,32,NaN,NaN,NaN,557,275,232,581,897,665,349,472,146,1115,NaN,627,1142,797,183,743,136,268,216,213,156,592,212,377,1047,887,578,482,533,856,1748,28.5,612,622,836,835,839,834,20.5,697,1704,912,430,1069,91.60997732,-0.365881711,-0.158071563,0,NaN
1293,Male,48,Greensboro NC,Foreign,White Collar,21,4,2.5,Economy,1989,Non-sedan,Black,1625.6,76.19047619,Married,150000,9.5,40,34,NaN,NaN,NaN,NaN,530,262,208,542,822,614,334,420,142,950,NaN,599,1008,741,175,725,116,250,193,196,151,560,200,338,995,824,542,485,472,821,1680,19,585,585,791.6,788,792,795,9.5,625,1641,865,432,984,74.82993197,-1.170595407,0.095539905,0,NaN
1294,Female,28,Greensboro NC,South,,18,0,10,Economy,1996,Sedan,Black,1676.4,72.10884354,Single,12500,10,NaN,NaN,NaN,10,12,34,543,240,204,549,847,643,345,387,140,953,742,643,922,805,189,732,121,259,182,190,146,575,194,437,1134,832,537,392,441,844,1677,20,684,679,788.6,787,785,794,30,692,1581,718,366,1048,73.69614512,0.494499356,-0.334711641,-0.138012469,4
1295,Male,42,Greensboro NC,Foreign,,18,4,5,Economy,1987,Sedan,Black,1727.2,86.16780045,Married,37500,10,42,36,38,NaN,NaN,NaN,554,276,218,561,876,658,343,449,152,1075,NaN,640,1103,782,200,744,129,271,211,214,158,577,198,387,1097,888,560,488,525,855,1711,0,630,682,832.6,837,832,829,29.5,667,1686,916,465,1024,93.87755102,-0.745641887,-0.159578398,0,NaN
1296,Female,35,Greensboro NC,South,,14,2,2.5,Economy,1994,Sedan,Black,1752.6,67.12018141,Married,52500,11,NaN,NaN,NaN,12,12,36,565,249,232,573,872,640,341,369,137,938,774,651,904,835,203,779,114,272,208,171,146,573,194,389,1003,849,546,412,462,885,1745,9.5,567,565,789,789,784,794,20.5,695,1574,756,392,1107,68.25396825,1.102369308,-1.215330958,0.975301087,3
1297,Female,29,Greensboro NC,South,White Collar,16,0,0.5,Economy,1993,Sedan,White,1651,65.75963719,Single,37500,8,NaN,NaN,NaN,8,10,36,581,222,197,501,763,566,304,383,131,920,787,576,891,732,253,740,112,231,183,184,143,544,188,410,1062,767,500,395,437,850,1606,16.5,629,623,696.3,694,702,693,34.5,654,1535,766,374,998,65.53287982,-0.158202603,-0.166924223,-0.775169253,2
1298,Female,20,Greensboro NC,South,,14,0,2.5,Economy,1992,Sedan,Black,1701.8,72.56235828,Single,NaN,9,NaN,NaN,NaN,14,14,34,550,246,193,524,803,610,331,399,132,928,793,635,905,777,210,724,107,241,185,182,143,552,193,444,1170,792,524,422,439,846,1645,26.5,701,705,755.3,751,765,750,34.5,646,1569,823,396,1016,80.27210884,-0.248108327,-0.715783179,1.998116612,2
1299,Female,55,Greensboro NC,South,White Collar,16,3,2.5,Economy,1974,Sedan,Black,1574.8,97.95918367,Married,37500,10,NaN,NaN,NaN,22,20,46,509,246,194,515,812,618,321,442,134,1199,996,653,1059,715,186,683,125,258,190,173,146,547,188,515,1311,872,535,422,481,781,1572,44,786,738,783.3,788,777,785,43,780,1652,1043,414,1008,97.27891156,-1.267991424,1.87986815,-0.345276773,3
1300,Female,45,Greensboro NC,South,White Collar,16,3,2.5,Economy,1994,Sedan,Black,1676.4,88.43537415,Married,52500,9,NaN,NaN,NaN,18,18,38,544,279,197,525,814,617,328,446,138,1071,854,632,996,762,213,729,107,250,192,181,152,569,195,473,1153,804,537,442,488,835,1654,36.5,737,718,767,771,760,770,44.5,706,1691,934,398,1018,95.46485261,0.091426194,1.713805079,1.326554537,3
1301,Female,23,Greensboro NC,Northeast,,16,NaN,2.5,Economy,1992,Sedan,Black,1676.4,88.43537415,Single,NaN,8.5,NaN,NaN,NaN,16,16,40,540,246,204,527,826,622,323,450,132,1065,854,660,966,776,208,704,111,236,190,183,153,602,201,460,1246,842,561,408,479,835,1666,28,737,719,736,735,735,738,35,679,1603,912,414,1053,89.11564626,0.727671206,1.072449923,-0.359703898,4
1302,Female,29,Greensboro NC,South,Service,14,1,5,Economy,1995,Sedan,White,1543.05,63.49206349,Divorced/Widowed,25000,8,NaN,NaN,NaN,10,10,32,526,234,190,495,750,560,305,376,129,961,814,583,933,710,207,699,103,236,176,179,145,551,196,450,1111,757,485,417,452,819,1550,25.5,647,620,693.3,685,704,691,29,718,1513,736,374,976,67.12018141,-0.98158294,1.063905478,0.63470453,2
1303,Female,22,Greensboro NC,Northeast,,14,0,NaN,Economy,1991,Sedan,Black,1765.3,88.43537415,Single,37500,9,NaN,NaN,NaN,12,12,38,599,243,215,558,847,632,343,495,135,1092,924,646,1042,815,250,799,118,258,182,192,147,605,201,432,1164,864,547,432,510,906,1737,33.5,702,722,777.3,773,780,779,36,708,1700,992,445,1064,89.11564626,1.212828517,0.904572248,0.004299066,4
1304,Female,38,Greensboro NC,South,White Collar,18,0,8,Economy,1997,Sedan,Black,1562.1,87.07482993,Single,52500,8.5,NaN,NaN,NaN,15,16,36,534,247,201,516,798,597,315,439,141,1082,841,607,1025,699,205,725,104,242,190,176,144,560,202,489,1273,758,490,428,499,822,1565,44,756,773,732,733,731,732,49,758,1631,880,366,950,87.75510204,-0.75283283,0.883273184,-0.178407833,3
1305,Female,38,Greensboro NC,South,White Collar,16,0,5,Economy,1985,Sedan,Black,1498.6,57.14285714,Single,25000,6.5,NaN,NaN,NaN,10,10,34,508,222,191,488,746,555,297,391,131,970,771,561,916,674,199,662,103,225,177,172,134,561,179,407,1042,760,465,370,433,771,1490,29.5,627,614,683.3,684,676,690,35.5,663,1477,720,360,923,62.81179138,-1.805058956,-0.002634369,0.05408654,3
1306,Male,24,Greensboro NC,South,White Collar,16,0,5,Economy,1987,Sedan,White,1752.6,82.53968254,Single,70000,11,40,33,30,NaN,NaN,NaN,593,267,195,529,825,630,334,415,147,1019,NaN,622,1010,752,246,781,133,268,195,197,159,585,204,404,1072,840,531,456,484,915,1724,14.5,656,653,775.6,777,775,775,20,682,1692,874,415,1030,82.0861678,0.030017542,0.473773956,0,NaN
1307,Female,23,Greensboro NC,South,,16,0,5,Economy,1985,Sedan,Black,1752.6,61.2244898,Single,90000,10.5,NaN,NaN,NaN,8,6,32,560,244,197,529,816,619,332,369,133,835,746,614,843,834,215,750,117,263,204,205,147,594,206,361,971,870,551,430,416,874,1729,15.5,581,566,759,773,766,738,22.5,684,1522,630,332,1114,62.35827664,0.821804583,-1.136973262,-0.828690469,1
1308,Male,43,Greensboro NC,Midwest,White Collar,21,3,8,Economy,1996,Sedan,Black,1778,92.06349206,Divorced/Widowed,52500,10.5,44,38,33,NaN,NaN,NaN,579,278,223,557,865,642,334,471,143,1084,NaN,658,1099,826,231,762,126,275,202,201,156,592,198,392,1100,921,578,485,508,880,1775,27.5,642,644,836,842,837,829,10,733,1703,918,415,1117,90.47619048,0.411803573,-0.064050443,0,NaN
1309,Female,18,Greensboro NC,Northeast,,14,0,0.5,Luxury,1992,Sedan,Black,1574.8,51.24716553,Single,37500,7.5,NaN,NaN,NaN,4,2,32,567,231,182,478,728,546,296,337,135,776,665,545,766,710,257,757,115,241,186,177,145,564,192,368,941,738,481,423,373,872,1597,11,539,535,678.3,687,674,674,14.5,564,1495,669,413,920,51.4739229,-0.832729042,-0.604133546,-0.431419134,3
1310,Female,23,Greensboro NC,Midwest,,14,1,2.5,<undefined>,NaN,<undefined>,Black,1651,54.42176871,Single,7500,9.5,NaN,NaN,NaN,7,5,34,564,245,197,515,788,591,318,351,134,817,712,592,812,759,225,756,117,257,176,186,145,556,193,345,942,796,496,402,422,869,1644,10,541,538,748.6,750,750,746,8.5,584,1501,717,394,982,56.23582766,0.020095915,-0.671832681,0.222080201,2
1311,Female,46,Greensboro NC,Foreign,White Collar,16,2,8,Economy,1998,Non-sedan,,1612.9,54.42176871,Married,70000,6.5,NaN,NaN,NaN,4,6,34,549,225,178,479,760,582,301,373,137,881,766,565,861,729,230,702,102,226,196,184,146,563,194,362,951,770,492,405,425,810,1580,23,577,571,714,711,715,716,23,640,1490,723,365,928,58.50340136,-0.57049036,-0.298682421,0.164014831,2
1312,Female,48,Greensboro NC,South,White Collar,16,2,5,Luxury,1993,Sedan,White,1663.7,93.42403628,Married,70000,9.5,NaN,NaN,NaN,20,20,42,586,243,210,505,755,545,295,530,146,1184,1012,609,1070,707,262,761,118,251,191,185,149,546,183,447,1241,891,495,450,473,871,1636,44.5,612,630,711.6,709,715,711,35.5,749,1745,1092,410,993,91.60997732,0.489216179,1.30019033,0.09105251,3
1313,Female,30,Greensboro NC,Foreign,Service,18,0,0.5,Luxury,1995,Sedan,Black,1587.5,54.42176871,Single,70000,7,NaN,NaN,NaN,NaN,6,34,516,234,182,488,770,588,306,360,137,916,731,591,865,753,184,673,106,237,174,181,159,568,196,383,988,771,601,398,416,791,1570,19.5,591,578,723.3,725,718,727,20,649,1443,724,345,992,59.18367347,-0.871539116,-0.78975898,1.184194088,3
1314,Female,35,Greensboro NC,West,Blue Collar,16,0,2.5,Economy,1990,Non-sedan,White,1651,61.2244898,Single,25000,7.5,NaN,NaN,NaN,12,14,36,539,234,192,507,778,586,315,382,131,930,742,585,901,763,207,700,105,231,184,183,138,528,187,380,994,818,504,415,440,810,1605,28,595,600,739,747,725,745,32.5,554,1498,812,400,965,63.94557823,0.050718796,-0.300828755,-0.099360757,2
1315,Female,20,Greensboro NC,South,,12,0,2.5,Economy,1999,Sedan,Black,1600.2,52.15419501,Single,NaN,9,NaN,NaN,NaN,7,7,32,513,235,185,493,756,571,308,342,131,823,690,570,810,706,186,695,106,244,185,184,141,552,195,341,935,765,488,380,397,809,1556,15.5,541,532,751.3,747,756,751,19.5,604,1436,660,335,965,50.79365079,-1.484958529,-1.457579494,0.456302524,2
1316,Female,22,Greensboro NC,South,,12,0,2.5,Economy,1993,Sedan,White,1600.2,90.70294785,Single,NaN,7.5,NaN,NaN,NaN,16,18,40,588,240,187,493,757,570,306,430,130,1108,885,617,1021,709,265,758,106,239,193,173,139,544,186,507,1269,789,503,397,479,873,1625,34,732,720,699.6,700,704,695,38,792,1695,868,405,1003,91.38321995,-0.199344948,1.698033333,-0.2099967,4
1317,Male,39,Greensboro NC,South,Blue Collar,14,0,0.5,Economy,1994,Sedan,White,1701.8,77.09750567,Married,37500,8,40,34,30,NaN,NaN,NaN,563,259,212,523,796,584,311,420,143,1015,NaN,578,1041,724,237,753,113,256,198,187,153,561,195,365,1013,814,520,463,509,868,1655,20,571,567,758,762,757,755,21,649,1640,875,432,986,77.55102041,-0.890865266,0.629596651,0,NaN
1318,Male,41,Greensboro NC,South,Blue Collar,12,2,0.5,Economy,1987,Sedan,,1803.4,97.50566893,Married,25000,12,48,38,31,NaN,NaN,NaN,576,282,206,559,898,692,353,474,153,1122,NaN,640,1119,794,200,764,126,273,209,213,159,576,193,399,1048,884,578,457,525,879,1764,28,630,638,867.3,862,871,869,22.5,653,1741,997,472,1064,92.29024943,0.421081603,0.139050648,0,NaN
1319,Female,27,Greensboro NC,South,,16,0,5,Luxury,1993,Sedan,Black,1600.2,65.75963719,Single,17500,7.5,NaN,NaN,NaN,10,12,36,524,227,193,472,747,554,279,330,134,883,729,633,836,749,276,715,117,228,175,182,146,551,190,444,1113,774,495,393,412,836,1612,5.5,666,667,708.6,710,707,709,11.5,683,1514,680,344,993,66.89342404,-0.147053197,0.266987324,0.847968519,3
1320,Male,37,Greensboro NC,South,White Collar,16,1,2.5,Economy,1996,Sedan,Black,1803.4,80.72562358,Married,70000,11.5,42,34,31,NaN,NaN,NaN,578,288,206,572,882,676,366,450,148,987,NaN,655,999,858,186,769,118,278,220,210,157,569,203,366,975,913,584,457,487,877,1798,17,565,565,824.3,817,831,825,14,609,1648,861,415,1104,77.09750567,-0.421364188,-1.047203302,0,NaN
1321,Female,50,Greensboro NC,South,White Collar,14,2,0.5,Luxury,1986,Sedan,Black,1651,75.73696145,Married,52500,9,NaN,NaN,NaN,14,12,36,527,260,212,542,826,614,330,404,137,978,854,612,1001,797,178,708,108,254,204,200,148,569,192,389,1020,854,532,441,465,807,1628,36.5,602,601,782,779,784,783,28,685,1539,842,378,1029,73.46938776,-0.098919742,-0.13079977,-2.14565587,1
1322,Male,55,Greensboro NC,South,Management,16,2,2.5,Luxury,1986,Sedan,Black,1828.8,101.5873016,Married,52500,10.5,48,40,32,NaN,NaN,NaN,599,275,225,576,922,697,351,494,152,1158,NaN,653,1217,814,207,819,144,268,214,209,163,594,200,403,1186,929,580,508,552,932,1807,20.5,641,661,842.3,835,841,851,10.5,763,1743,1038,405,1097,100.2267574,0.439696044,0.001438469,0,NaN
1323,Female,41,Greensboro NC,South,White Collar,16,2,5,Economy,1979,Sedan,White,1600.2,56.6893424,Single,37500,6.5,NaN,NaN,NaN,10,6,38,539,229,180,492,753,573,312,361,131,928,771,564,869,741,205,718,101,230,176,169,144,540,187,366,981,769,477,387,421,825,1575,15,540,527,714.3,716,708,719,24,635,1469,712,358,961,56.46258503,-0.907853901,0.076956242,-1.400998235,2
1324,Female,42,Greensboro NC,Foreign,Management,16,0,2.5,Luxury,1983,Sedan,White,1574.8,65.30612245,Single,52500,7,NaN,NaN,NaN,10,12,34,565,233,172,476,748,576,304,390,134,1013,805,578,881,707,246,737,101,233,177,170,147,535,181,413,1052,770,474,481,414,833,1571,20,621,622,707,695,714,712,26.5,680,1588,837,391,965,65.98639456,-0.490039229,0.890609086,0.063465245,4
1325,Male,32,Greensboro NC,South,Blue Collar,14,2,0.5,Economy,1997,Sedan,Hispanic,1701.8,79.36507937,Married,25000,8,44,32,32,NaN,NaN,NaN,569,254,250,557,852,602,307,404,138,1070,NaN,595,1084,754,244,778,111,257,200,201,142,572,199,376,1024,879,533,453,520,886,1687,17.5,591,604,775.6,770,774,783,10,630,1688,871,455,999,81.17913832,-0.641470253,0.003363532,0,NaN
1326,Male,24,Greensboro NC,South,,14,1,2.5,Economy,1998,Sedan,White,1778,68.48072562,Married,25000,9,40,33,30,NaN,NaN,NaN,567,260,225,536,824,599,311,379,133,895,NaN,608,956,807,249,795,113,257,201,195,146,574,204,349,962,807,533,434,464,893,1748,10.5,566,566,742.6,735,748,745,11.5,570,1629,805,456,1005,68.02721088,-0.407102704,-0.402297795,0,NaN
1327,Male,22,Greensboro NC,Northeast,,12,0,0.5,Economy,1994,Sedan,Black,1828.8,85.26077098,Single,17500,13,44,34,33,NaN,NaN,NaN,556,272,230,550,877,647,320,442,140,961,NaN,636,1014,836,219,803,121,277,206,215,153,586,208,363,1007,921,568,463,498,925,1795,14,601,610,827.3,823,839,820,7,641,1653,759,450,1069,83.67346939,-0.553414285,-0.974115551,0,NaN
1328,Male,37,Greensboro NC,Midwest,Service,12,0,5,Economy,1994,Non-sedan,White,1778,68.02721088,Married,NaN,10,38,31,34,NaN,NaN,NaN,584,258,225,512,848,623,287,380,126,920,NaN,595,936,803,248,787,121,257,205,205,149,557,192,343,966,894,566,439,442,900,1766,11,531,539,788.3,784,791,790,11,637,1614,770,450,1085,67.34693878,-0.342862964,-1.05288136,0,NaN
1329,Male,26,Greensboro NC,South,,14,NaN,5,Economy,1989,Sedan,Black,1765.3,113.3786848,Single,25000,12,48,38,33,NaN,NaN,NaN,605,280,220,550,886,666,330,464,151,1174,NaN,666,1163,827,255,768,123,286,236,231,163,609,210,431,1208,918,571,496,532,872,1743,24,746,776,873.3,870,871,879,23.5,759,1729,1042,400,1086,110.2040816,0.003167792,1.268063784,0,NaN
1330,Male,20,Greensboro NC,South,,14,0,8,Economy,1997,Sedan,Black,1701.8,70.29478458,Single,NaN,11,NaN,31,31,NaN,NaN,NaN,513,250,235,550,853,618,315,411,131,977,NaN,625,1034,802,173,738,132,263,207,196,154,599,212,358,974,864,555,436,482,856,1720,11,586,581,806,810,809,799,7,625,1584,700,422,1026,70.29478458,-0.907039285,-0.815491617,0,NaN
1331,Female,29,Greensboro NC,West,,14,0,0.5,Economy,1991,Sedan,Black,1600.2,77.09750567,Single,NaN,6,NaN,NaN,NaN,12,16,36,545,243,194,525,810,616,331,390,128,952,771,655,885,777,199,714,119,244,183,191,146,559,197,432,1153,855,536,420,442,829,1657,32,669,678,743.6,739,746,746,36,702,1552,768,353,1035,73.46938776,0.816648901,-0.026956605,0.257173002,3
1332,Male,22,Greensboro NC,South,,14,0,5,Economy,1992,Sedan,Black,1701.8,99.77324263,Single,NaN,11,40,40,NaN,NaN,NaN,NaN,586,264,217,555,874,657,338,540,136,1094,NaN,609,1153,742,265,747,115,256,223,197,149,580,207,409,1141,776,532,493,539,866,1664,21.5,751,731,798.3,803,800,792,0,678,1718,912,517,973,100,-0.696328044,1.032868505,0,NaN
1333,Male,26,Greensboro NC,South,,16,0,10,Economy,1988,Sedan,Black,1727.2,68.02721088,Single,52500,9.5,46,32,34,NaN,NaN,NaN,571,255,234,502,819,585,268,418,139,925,NaN,611,933,794,210,756,116,266,202,198,146,561,194,334,942,866,542,452,463,876,1722,11,557,562,767,780,762,759,4.5,613,1608,690,430,1019,68.48072562,-1.797101259,-1.518915296,0,NaN
1334,Male,18,Greensboro NC,South,,12,0,5,Economy,1990,Sedan,Black,1828.8,86.16780045,Single,25000,13,48,40,36,NaN,NaN,NaN,607,275,232,567,901,669,335,454,144,1018,NaN,677,1030,848,256,776,123,284,216,217,156,585,202,393,1090,946,602,466,487,900,1800,20.5,689,702,874,866,874,882,14,673,1759,947,500,1054,95.01133787,-0.199943349,-1.17632103,0,NaN
1335,Male,26,Greensboro NC,South,Blue Collar,14,0,2.5,Economy,1994,Sedan,Black,1955.8,99.77324263,Single,37500,12,44,38,34,NaN,NaN,NaN,635,278,204,570,901,697,366,458,151,1054,NaN,709,1061,883,231,840,134,294,225,228,160,608,210,416,1110,975,611,495,483,965,1912,28.5,704,706,868,868,866,870,25.5,663,1816,944,532,1139,102.7210884,1.39811945,-0.749841928,0,NaN
1336,Female,18,Greensboro NC,South,,12,0,2.5,Economy,1995,Sedan,Black,1625.6,67.12018141,Single,NaN,8,NaN,NaN,NaN,NaN,9,38,531,239,181,491,755,574,310,391,136,961,794,607,926,778,213,698,109,240,183,182,147,601,192,398,1024,812,513,413,426,821,1633,29,626,596,719.3,718,719,721,31,651,1524,734,359,1013,66.21315193,0.04437637,-0.480538189,-0.407984227,3
1337,Male,18,Greensboro NC,South,,12,0,8,Economy,1990,Sedan,White,1854.2,74.82993197,Single,37500,12,38,33,NaN,NaN,NaN,NaN,610,276,220,573,902,682,353,408,134,949,NaN,631,965,839,229,824,111,282,219,205,152,567,196,355,993,907,563,439,466,923,1798,11,546,542,817.3,818,817,817,11,546,1663,887,511,1002,73.24263039,-0.390885413,-1.022397876,0,NaN
1338,Male,18,Greensboro NC,South,Blue Collar,12,0,10,Economy,1991,Sedan,White,1778,74.82993197,Single,25000,10,NaN,31,33,NaN,NaN,NaN,596,270,230,539,835,605,309,419,135,957,NaN,594,999,770,263,810,117,263,209,193,142,556,194,369,899,862,535,458,469,934,1726,12,583,592,797.3,796,826,770,8,577,1674,814,496,972,73.92290249,-1.005928636,-0.573277295,0,NaN
1339,Male,24,Greensboro NC,South,Service,14,0,0.5,Economy,1995,Sedan,Black,1701.8,68.02721088,Single,25000,10,36,31,30,NaN,NaN,NaN,512,258,215,538,832,617,323,377,139,866,NaN,619,912,809,161,758,120,265,214,202,155,567,197,323,917,896,553,417,460,862,1723,8,582,563,779,770,781,786,7,554,1543,761,486,1014,66.21315193,-1.74876821,-1.319262743,0,NaN
1340,Male,24,Greensboro NC,Foreign,,16,0,2.5,Economy,1987,Sedan,Asian,1879.6,95.23809524,Single,7500,11.5,44,36,36,NaN,NaN,NaN,632,283,237,598,907,670,361,441,146,1066,NaN,644,1068,826,260,869,134,289,233,217,161,594,202,386,1082,896,580,494,522,979,1845,20,654,669,830.3,839,828,824,24,658,1776,949,507,1066,97.0521542,0.553439975,0.002146435,0,NaN
1341,Female,63,Greensboro NC,Northeast,Service,12,5,2.5,Economy,1994,Sedan,White,1625.6,55.32879819,Married,150000,7,NaN,NaN,NaN,7,6,34,554,223,159,474,753,594,315,383,135,924,730,575,883,760,210,727,114,232,202,188,151,535,177,370,963,802,517,389,397,828,1614,18,556,568,745.6,752,739,746,23,665,1479,707,340,1018,55.10204082,-0.200179234,-0.757856727,-0.238005519,1
1342,Female,29,Greensboro NC,Foreign,,14,0,2.5,Economy,1987,<undefined>,Black,1701.8,68.02721088,Single,17500,9,NaN,NaN,NaN,11,12,36,552,255,189,524,825,636,335,371,133,949,779,617,823,838,203,763,120,255,190,196,146,578,194,389,1064,836,547,443,429,863,1715,27,612,612,796.3,805,789,795,25,630,1535,751,396,1052,68.48072562,0.821997702,-1.27064693,-0.526213408,3
1343,Male,19,Greensboro NC,South,,14,0,2.5,Economy,1992,Sedan,Black,1803.4,73.92290249,Single,NaN,11,NaN,32,32,NaN,NaN,NaN,600,262,211,548,846,635,337,419,146,912,NaN,631,988,804,252,796,131,271,205,210,156,590,208,339,968,901,549,444,459,921,1779,18,594,592,817.6,815,817,821,12,717,1743,806,447,1070,75.73696145,-0.549639285,-1.081564784,0,NaN
1344,Male,21,Greensboro NC,South,,14,0,5,Economy,1987,Sedan,Black,1701.8,68.48072562,Single,37500,9,NaN,30,NaN,NaN,NaN,NaN,555,257,212,541,848,636,329,397,131,898,NaN,608,954,779,203,742,112,261,202,205,148,593,213,340,968,855,540,442,474,859,1702,8,558,554,770,760,773,777,4.5,618,1546,737,381,1022,69.16099773,-2.112914801,-0.94409585,0,NaN
1345,Female,25,Greensboro NC,South,,18,0,2.5,Economy,1986,Sedan,Black,1574.8,52.15419501,Single,17500,9.5,NaN,NaN,NaN,NaN,9,34,509,239,192,489,777,585,297,347,129,838,685,577,819,712,181,737,116,251,185,195,141,544,185,362,978,750,490,427,404,831,1579,8,568,564,726.6,733,720,727,11,586,1460,684,368,932,52.83446712,-1.188012719,-0.387805581,-0.354961693,3
1346,Male,27,Greensboro NC,South,White Collar,16,0,2.5,<undefined>,NaN,<undefined>,Asian,1778,66.66666667,Single,70000,9,40,31,30,NaN,NaN,NaN,618,260,240,550,848,608,310,413,142,902,NaN,586,936,796,294,802,110,255,206,199,158,577,198,339,946,861,556,443,468,939,1762,14,576,570,784,777,780,795,13,611,1661,779,461,1026,70.74829932,-0.183958441,-0.733760595,0,NaN
1350,Female,25,Marlton NJ,Northeast,White Collar,14,0,5,<undefined>,NaN,<undefined>,Black,1701.8,58.04988662,Single,17500,8,NaN,NaN,NaN,8,10,34,549,252,186,491,765,579,305,345,121,834,718,588,808,800,218,727,110,241,186,187,143,538,189,375,974,831,534,392,383,847,1644,21.5,582,585,707,706,706,709,18,596,1442,726,380,1008,58.27664399,-0.256932974,-1.826968789,0.214846015,2
1351,Male,26,Marlton NJ,Northeast,White Collar,21,2,2.5,Economy,1997,Sedan,White,1701.8,78.00453515,Married,90000,8.5,42,32,31,NaN,NaN,NaN,568,265,238,564,861,623,326,436,137,973,NaN,593,1014,739,211,780,114,252,219,193,151,570,197,375,1019,780,517,466,492,918,1696,14,628,630,765,752,773,770,10.5,625,1639,847,457,983,78.91156463,-1.212334752,0.029686667,0,NaN
1352,Male,44,Marlton NJ,Northeast,Blue Collar,14,1,5,Economy,1991,Sedan,White,1778,102.0408163,Single,25000,11,44,36,32,NaN,NaN,NaN,621,274,223,529,846,623,306,490,150,1104,NaN,641,1117,791,276,816,126,278,223,196,162,572,186,405,1129,904,570,484,505,930,1769,28,633,647,826.3,837,824,818,17.5,685,1785,998,487,1038,101.5873016,0.795817494,1.35203898,0,NaN
1353,Male,43,Marlton NJ,West,White Collar,18,3,5,Economy,1984,Sedan,White,1752.6,79.36507937,Married,52500,9.5,40,34,32,NaN,NaN,NaN,629,272,212,534,823,611,322,428,137,1010,NaN,601,1017,785,289,812,111,258,214,203,157,582,203,359,1013,849,547,483,486,939,1751,17,594,606,758.6,767,758,751,8,665,1654,869,431,1037,80.72562358,-0.221442997,-0.02358502,0,NaN
1354,Male,47,Marlton NJ,Northeast,Management,18,3,5,Economy,1990,Sedan,White,1879.6,88.43537415,Married,90000,13,44,36,34,NaN,NaN,NaN,645,279,195,562,898,703,367,463,141,1058,NaN,659,1050,875,259,827,123,285,220,213,156,584,202,386,1092,966,593,457,461,940,1859,21,614,609,874.3,876,878,869,17,677,1751,899,477,1117,89.34240363,1.094035983,-0.232758,0,NaN
1355,Male,50,Marlton NJ,Northeast,White Collar,14,6,10,Economy,1986,Sedan,White,1841.5,98.86621315,Married,150000,13,48,38,32,NaN,NaN,NaN,620,295,216,531,839,623,315,454,142,1115,NaN,636,1166,822,272,815,123,285,228,231,156,603,206,396,1098,925,581,473,506,940,1811,28,649,631,815.6,815,813,819,9,718,1799,942,473,1052,100.6802721,0.659461141,0.117911331,0,NaN
1356,Female,40,Marlton NJ,Northeast,White Collar,14,1,2.5,Luxury,1992,Sedan,White,1701.8,65.75963719,Divorced/Widowed,12500,9,NaN,NaN,NaN,9,8,36,585,242,207,539,810,603,332,385,134,959,806,594,889,764,243,796,109,244,194,187,143,554,192,396,1022,788,529,424,428,905,1697,16,582,588,763,770,762,757,22,755,1586,688,351,1066,66.89342404,0.632367969,-0.429465801,-0.999432921,2
1357,Male,36,Marlton NJ,Northeast,Management,12,0,0.5,Economy,1995,Sedan,White,1854.2,72.56235828,Single,37500,10.5,NaN,33,33,NaN,NaN,NaN,619,262,208,532,865,657,324,411,141,886,NaN,596,941,824,252,855,112,269,228,221,157,580,202,349,986,946,580,446,450,976,1830,15,570,580,860.3,858,870,853,9,664,1691,858,461,1082,72.10884354,-0.403593957,-1.187683105,0,NaN
1358,Male,38,Marlton NJ,South,Blue Collar,12,2,0.5,Economy,1999,Sedan,White,1930.4,126.984127,Married,52500,13,48,44,32,NaN,NaN,NaN,645,287,206,552,891,685,346,465,145,1265,NaN,669,1229,865,276,845,119,294,229,219,158,595,204,424,1193,927,607,504,533,961,1873,40,710,747,871,856,882,875,29.5,644,1933,1154,577,1081,127.2108844,1.29513061,1.855656505,0,NaN
1359,Female,45,Marlton NJ,Northeast,,16,2,8,Economy,1991,Sedan,White,1549.4,49.88662132,Divorced/Widowed,25000,6.5,NaN,NaN,NaN,6,4,36,537,223,183,474,735,552,291,357,122,869,731,539,811,706,229,700,96,213,172,168,138,512,179,353,917,740,484,370,385,814,1539,14,537,534,680.3,683,680,678,22,656,1460,600,310,966,51.92743764,-1.064633489,0.097296648,-1.41455543,2
1360,Female,42,Marlton NJ,South,,18,0,5,Economy,1996,Non-sedan,White,1676.4,104.30839,Married,70000,10,NaN,NaN,NaN,18,18,44,606,242,205,519,803,598,314,494,141,1268,1088,636,1167,726,287,786,119,246,203,193,152,565,191,454,1303,917,513,467,525,874,1659,40,674,668,794,794,804,784,35,816,1849,1091,453,1020,106.122449,1.105164647,1.481162786,0.825918376,3
1361,Female,19,Marlton NJ,South,,12,0,5,Economy,1995,Sedan,White,1625.6,54.42176871,Single,NaN,7.5,NaN,NaN,NaN,8,6,34,593,234,171,456,706,535,285,365,121,870,755,522,824,705,284,770,102,224,179,181,142,521,186,344,953,755,476,378,389,886,1603,11,568,562,683.3,674,684,692,22,639,1522,752,422,889,53.28798186,-0.577470243,-0.570811033,1.177990675,2
1362,Female,36,Marlton NJ,Northeast,Service,18,0,8,Economy,1997,Sedan,White,1524,69.3877551,Single,25000,5,NaN,NaN,NaN,14,14,36,577,220,194,491,732,538,297,417,126,967,795,563,915,668,261,717,104,213,173,162,146,544,186,434,1088,808,453,395,439,842,1535,18,662,666,653.3,649,656,655,25,783,1593,797,299,976,70.06802721,-0.724030375,0.629370093,0.999881864,3
1363,Female,27,Marlton NJ,Midwest,,16,0,2.5,Economy,1995,Sedan,White,1701.8,79.36507937,Single,25000,10,NaN,NaN,NaN,NaN,14,38,596,251,202,510,885,683,308,381,135,906,787,590,865,733,270,789,114,255,182,196,146,577,200,435,1132,798,512,424,427,922,1692,22,688,675,712.3,717,709,711,30,627,1665,872,438,948,77.55102041,0.714918852,0.140397877,0.036778409,1
1364,Male,37,Marlton NJ,Northeast,White Collar,16,1,0.5,Economy,1994,Sedan,White,1803.4,78.00453515,Married,90000,9,40,33,33,NaN,NaN,NaN,586,265,199,544,845,646,345,422,135,1002,NaN,635,1007,829,225,806,117,255,216,198,145,554,195,367,997,905,561,443,475,906,1781,16.5,581,591,816.6,815,818,817,7.5,605,1612,855,453,1067,74.6031746,-0.466645032,-0.866027951,0,NaN
1365,Female,42,Marlton NJ,Northeast,White Collar,14,2,2.5,Economy,1994,Sedan,White,1600.2,65.75963719,Married,37500,7.5,NaN,NaN,NaN,10,10,38,530,235,200,483,755,555,283,385,131,1019,855,562,950,716,219,750,98,233,193,184,140,535,186,380,993,775,489,410,422,842,1593,22,545,556,733.6,740,737,724,25,649,1525,767,399,968,62.58503401,-0.936180174,0.646269083,-1.767208338,2
1366,Male,20,Marlton NJ,Northeast,,14,0,2.5,Economy,1996,Non-sedan,White,1879.6,90.70294785,Single,NaN,11.5,NaN,34,32,NaN,NaN,NaN,617,277,238,572,879,641,334,430,140,1079,NaN,666,1111,835,257,823,117,265,209,214,152,581,207,394,1118,921,600,480,527,958,1874,23,655,672,841.6,837,844,844,23.5,705,1872,936,530,1072,95.69160998,1.356826067,0.028575892,0,NaN
1367,Male,43,Marlton NJ,Northeast,Service,14,4,5,Economy,1995,Non-sedan,Hispanic,1701.8,72.56235828,Married,90000,8,40,33,30,NaN,NaN,NaN,604,266,209,528,811,602,319,385,129,991,NaN,591,1013,768,257,808,124,255,205,201,147,552,193,360,1010,811,530,434,477,921,1717,12.5,599,578,782,767,787,792,9,638,1629,851,442,998,72.33560091,-0.675512612,-0.088945054,0,NaN
1368,Female,58,Marlton NJ,Northeast,White Collar,14,2,2.5,Economy,1996,Non-sedan,White,1600.2,50.79365079,Married,NaN,9,NaN,NaN,NaN,6,8,36,554,245,194,504,770,576,310,317,135,806,686,549,768,696,225,739,108,245,192,187,154,537,177,371,945,715,484,383,391,853,1567,9.5,545,548,721,731,719,713,12,684,1475,672,304,955,52.15419501,-1.195259809,-0.659140527,-1.070132375,1
1369,Female,53,Marlton NJ,South,,NaN,5,5,Luxury,1997,Non-sedan,White,1727.2,66.66666667,Married,NaN,9,NaN,NaN,NaN,10,12,36,603,249,187,525,803,616,338,401,134,882,769,595,779,782,245,798,118,247,179,192,147,544,186,401,1038,840,534,442,425,888,1716,21,589,592,748.6,750,753,743,21,714,1599,757,356,1079,67.80045351,1.377746582,-0.237324134,0.036134798,1
1370,Male,26,Marlton NJ,Northeast,White Collar,14,0,2.5,Economy,1997,Non-sedan,White,1727.2,56.23582766,Single,150000,8.5,32,31,30,NaN,NaN,NaN,602,245,190,520,818,628,330,373,126,842,NaN,556,855,733,248,785,113,253,192,199,146,569,196,308,893,791,512,431,431,908,1692,7,478,493,785.6,787,785,785,7,570,1607,778,488,940,54.87528345,-1.628678203,-0.696452022,0,NaN
1371,Male,63,Marlton NJ,Northeast,White Collar,14,NaN,2.5,Economy,1990,Non-sedan,White,1828.8,105.6689342,Single,52500,12.5,48,40,31,NaN,NaN,NaN,627,290,212,550,872,660,338,461,146,1183,NaN,651,1139,796,272,829,126,284,228,209,164,602,203,424,1166,900,559,515,501,949,1803,32.5,627,655,860.6,860,860,862,23.5,870,1869,1081,450,1096,106.8027211,0.416039765,0.945222378,0,NaN
1372,Female,51,Marlton NJ,Northeast,White Collar,14,3,5,Economy,1998,Sedan,White,1651,69.84126984,Married,NaN,8.5,NaN,NaN,NaN,12,12,38,579,244,186,508,769,583,322,383,134,976,834,585,938,742,239,770,113,240,197,185,154,578,195,454,1101,821,503,409,422,876,1643,24,634,632,732,727,741,728,21.5,756,1604,768,364,1049,70.29478458,0.25732106,-0.123314805,0.765754759,2
1373,Female,34,Marlton NJ,Northeast,White Collar,14,0,5,Economy,1995,Sedan,White,1676.4,63.49206349,Divorced/Widowed,37500,8,NaN,NaN,NaN,8,8,34,596,247,194,508,766,572,314,363,126,850,735,568,823,734,267,799,113,228,188,182,141,549,192,399,1052,776,509,416,410,925,1682,7.5,566,588,725,725,733,717,11.5,646,1599,726,414,977,62.81179138,0.165131837,-0.617996812,-1.254837751,1
1374,Female,38,Marlton NJ,Northeast,White Collar,16,2,0.5,Economy,1998,Sedan,White,1701.8,56.6893424,Divorced/Widowed,52500,8.5,NaN,NaN,NaN,6,4,34,617,240,173,499,782,609,326,354,126,837,704,581,793,789,265,784,108,245,185,192,144,541,183,342,910,829,522,407,391,887,1699,10,530,528,752.6,747,754,757,15,659,1535,679,343,1044,56.46258503,0.687563717,-0.853234708,-1.34592855,3
1375,Female,36,Marlton NJ,West,,12,2,5,Economy,1997,Non-sedan,White,1676.4,71.20181406,Married,37500,9.5,NaN,NaN,NaN,11,12,34,558,246,185,523,788,603,338,377,130,863,725,657,837,813,206,770,114,239,181,178,144,555,191,428,1086,829,525,430,409,881,1730,18,642,663,728.3,719,742,724,20.5,687,1536,725,350,1071,69.84126984,1.265617013,-0.724339426,0.205003411,2
1376,Female,39,Marlton NJ,Northeast,White Collar,16,2,2.5,Luxury,1997,Non-sedan,White,1574.8,48.5260771,Married,90000,7.5,NaN,NaN,NaN,6,6,34,561,234,211,498,732,521,287,343,124,841,727,525,824,693,244,755,118,232,188,169,137,557,195,333,883,755,477,416,406,876,1587,10,506,500,711,717,700,716,8,556,1516,730,405,918,49.88662132,-0.681155682,0.074264675,-0.27164492,2
1377,Male,64,Marlton NJ,Northeast,,16,4,2.5,Economy,1998,Sedan,Hispanic,1879.6,108.8435374,Married,52500,14,44,42,34,NaN,NaN,NaN,638,291,223,590,918,695,367,464,155,1107,NaN,676,1126,862,255,847,119,296,235,217,162,594,204,386,1164,1037,608,483,522,964,1901,19,643,632,910.6,927,910,895,27,811,1899,1072,462,1179,107.9365079,2.179681301,-0.118169285,0,NaN
1378,Female,50,Marlton NJ,Northeast,White Collar,16,2,0.5,Economy,1994,Non-sedan,White,1651,73.46938776,Married,150000,9,NaN,NaN,NaN,12,12,36,546,235,182,504,775,593,322,392,131,1039,824,598,951,722,205,724,101,246,173,174,141,544,187,408,1070,810,506,435,431,836,1623,30,608,658,734.6,736,733,735,30,694,1598,860,394,984,74.82993197,0.100552686,0.502479076,-0.682356894,3
1379,Female,51,Marlton NJ,Northeast,,12,1,2.5,Economy,1995,Non-sedan,White,1562.1,77.09750567,Married,52500,8,NaN,NaN,NaN,12,10,42,510,266,191,485,731,540,294,375,131,1032,860,497,887,622,202,711,109,229,184,171,140,554,192,460,1130,682,464,432,406,832,1540,14,663,677,722.6,727,737,704,32.5,788,1607,843,350,904,78.68480726,-1.794017315,1.785225153,1.327003956,2
1380,Male,55,Marlton NJ,Northeast,Service,16,2,0.5,Economy,1994,Non-sedan,White,1663.7,58.9569161,Married,150000,9,46,44,28,NaN,NaN,NaN,576,278,197,505,792,595,308,501,152,1262,NaN,601,1225,702,251,749,123,251,219,184,160,592,196,397,1111,824,516,508,507,868,1658,36,625,632,746,753,742,743,27,631,1784,1088,591,922,103.1746032,-2.744585037,3.23807621,0,NaN
1381,Female,55,Marlton NJ,Northeast,White Collar,14,0,2.5,Economy,1993,Non-sedan,White,1574.8,97.50566893,Divorced/Widowed,52500,8,NaN,NaN,NaN,20,20,44,574,255,195,488,741,546,293,500,148,1300,1034,583,1128,648,281,734,99,230,187,166,154,549,178,426,1262,834,465,492,496,826,1526,46.5,676,699,700,699,702,699,42.5,768,1771,1175,459,900,98.63945578,-1.829418182,2.552400827,-0.527084708,4
1382,Female,55,Marlton NJ,Northeast,,14,0,0.5,Economy,1998,Sedan,White,1498.6,57.14285714,Married,150000,7,NaN,NaN,NaN,6,10,NaN,537,222,194,475,718,524,281,356,125,885,765,549,827,655,237,700,108,228,173,175,144,553,194,393,1014,741,461,378,392,806,1498,24,562,564,700.6,688,700,714,30.5,716,1446,735,299,931,57.14285714,-1.763729095,0.294825166,1.579303861,NaN
1383,Male,35,Marlton NJ,Northeast,White Collar,14,1,10,Economy,1996,Sedan,White,1816.1,99.77324263,Married,70000,11,46,36,31,NaN,NaN,NaN,616,280,226,578,882,656,352,489,140,1092,NaN,621,1126,821,251,842,132,271,227,209,151,580,201,420,1111,880,567,502,516,947,1809,19.5,687,696,844.3,836,845,852,14,709,1821,916,487,1049,98.86621315,0.497138977,-0.084617436,0,NaN
1384,Male,41,Marlton NJ,Northeast,White Collar,12,0,0.5,Economy,1981,Non-sedan,White,1828.8,78.45804989,Single,37500,9.5,NaN,33,34,NaN,NaN,NaN,615,269,190,552,861,671,362,407,142,1015,NaN,600,1046,842,246,816,118,253,218,212,156,577,201,345,947,914,566,462,482,932,1788,17,534,537,820.6,814,822,826,13,585,1628,904,486,1067,76.41723356,0.205200046,-0.640363693,0,NaN
1385,Male,65,Marlton NJ,Northeast,White Collar,12,2,2.5,Economy,1999,Non-sedan,White,1879.6,97.50566893,Divorced/Widowed,150000,13.5,44,38,33,NaN,NaN,NaN,628,294,212,582,911,699,370,471,145,1104,NaN,641,1122,824,233,831,121,291,223,209,150,578,201,376,1068,969,591,487,504,964,1856,29,600,609,880.6,876,881,885,16,738,1815,938,470,1114,95.46485261,1.037829518,-0.13719216,0,NaN
1386,Male,60,Marlton NJ,Northeast,White Collar,14,6,5,Luxury,1998,Non-sedan,White,1828.8,106.5759637,Married,150000,11.5,46,38,32,NaN,NaN,NaN,651,275,216,572,898,682,356,457,145,1221,NaN,633,1217,806,273,820,109,276,215,210,158,586,201,387,1099,916,572,473,516,938,1827,27,611,633,818.3,813,818,824,14,801,1901,1132,542,1088,106.8027211,1.058381081,0.675623417,0,NaN
1387,Female,34,Marlton NJ,Northeast,,16,4,2.5,Economy,1990,Non-sedan,White,1803.4,83.90022676,Married,52500,11,NaN,NaN,NaN,14,16,38,603,275,183,529,822,639,346,377,137,958,788,647,886,823,243,808,118,263,190,201,146,564,191,466,1167,845,554,395,415,922,1771,11.5,666,687,771,777,769,767,35,770,1645,754,341,1109,80.27210884,1.595786929,0.001248272,-2.376491308,2
1388,Female,63,Marlton NJ,South,,14,2,2.5,Luxury,1995,Sedan,White,1587.5,58.04988662,Single,NaN,7.5,NaN,NaN,NaN,10,8,34,539,238,173,470,714,541,297,371,141,910,774,551,831,711,228,728,117,232,184,176,154,568,190,376,984,766,479,391,411,835,1588,20.5,563,560,687.3,705,680,677,30,674,1472,711,334,975,57.14285714,-0.39459908,0.952206135,0.704857349,3
1389,Female,35,Marlton NJ,Northeast,,14,1,0.5,Economy,1995,Non-sedan,White,1676.4,88.43537415,Married,90000,10,NaN,NaN,NaN,20,20,40,580,241,191,528,790,599,337,481,146,1215,987,624,1079,757,231,774,127,245,189,187,151,564,187,427,1221,946,533,467,505,870,1695,42,630,634,748,750,749,745,44,722,1688,1030,432,1051,92.5170068,0.763221025,0.838296175,-0.493060291,5
1390,Female,46,Marlton NJ,Northeast,White Collar,16,3,0.5,Economy,1994,Sedan,White,1600.2,56.6893424,Single,52500,7.5,NaN,NaN,NaN,10,11,34,563,234,189,489,738,549,300,392,134,927,770,542,918,724,247,762,109,230,187,177,139,524,179,368,959,819,484,396,425,856,1600,29,527,542,693.6,693,690,698,15.5,693,1526,750,353,983,56.23582766,-0.521798253,-0.052751467,0.769584596,2
1391,Female,49,Marlton NJ,South,,18,0,0.5,Economy,1990,Sedan,White,1625.6,76.19047619,Single,7500,6.5,NaN,NaN,NaN,12,18,40,579,236,178,496,743,565,318,439,132,1056,890,587,944,696,245,748,111,222,187,173,142,533,179,410,1121,849,489,440,419,841,1593,25,630,654,733.3,726,744,730,30,738,1634,925,339,959,75.28344671,-0.354358524,1.128869772,0.103893243,2
1392,Male,26,Marlton NJ,Northeast,Blue Collar,14,0,2.5,<undefined>,1980,Sedan,White,1727.2,70.29478458,Single,17500,9.5,34,31,31,NaN,NaN,NaN,521,265,203,527,812,609,324,397,132,910,NaN,598,963,779,173,734,113,264,206,197,147,558,198,333,938,859,546,439,448,859,1694,21,570,575,810.6,814,808,810,20,607,1609,805,441,1001,68.48072562,-1.817608356,-1.091936707,0,NaN
1393,Male,51,Marlton NJ,Northeast,Service,14,1,0.5,Economy,1989,Sedan,White,1727.2,95.23809524,Single,52500,9.5,NaN,40,30,NaN,NaN,NaN,594,270,203,515,817,614,312,484,145,1120,NaN,602,1097,753,246,782,103,268,225,199,157,569,192,354,1087,859,536,491,495,901,1720,39.5,646,625,768,741,775,788,23.5,795,1822,1051,482,1014,94.7845805,-0.273064107,0.656405151,0,NaN
1394,Male,21,Marlton NJ,Northeast,White Collar,14,0,8,Luxury,1997,Sedan,White,1778,62.58503401,Single,25000,11,36,32,32,NaN,NaN,NaN,530,257,204,506,763,559,302,344,127,893,NaN,580,865,802,198,759,115,252,202,184,143,553,197,308,872,863,551,423,416,870,1724,14,508,513,788.6,779,790,797,14.5,553,1556,771,452,993,58.27664399,-1.713822007,-1.627044082,0,NaN
1395,Male,35,Marlton NJ,Northeast,Management,18,2,5,Economy,1996,Non-sedan,White,1803.4,85.71428571,Married,90000,9.5,48,34,33,NaN,NaN,NaN,607,265,222,562,873,651,340,492,142,1094,NaN,594,1159,811,261,824,124,258,214,202,156,587,205,361,1046,871,565,464,527,947,1791,25.5,598,591,801.3,793,813,798,3,738,1702,887,429,1090,88.20861678,-0.088402756,-0.002770012,0,NaN
1396,Female,32,Marlton NJ,Northeast,White Collar,14,0,5,Economy,1989,Sedan,White,1727.2,79.8185941,Married,90000,9,NaN,NaN,NaN,12,11,38,608,234,179,513,799,620,334,429,131,958,803,633,913,822,255,779,107,235,192,185,143,537,188,404,1069,864,557,449,446,886,1723,19.5,651,660,742.6,745,738,745,22,621,1611,831,426,1065,78.68480726,1.413881302,-0.109694786,-0.053260263,2
1397,Male,47,Marlton NJ,Midwest,White Collar,12,1,2.5,Economy,1978,Non-sedan,White,1778,141.4965986,Married,52500,11,48,46,31,NaN,NaN,NaN,619,272,236,575,867,631,339,539,152,1431,NaN,663,1347,757,285,779,121,262,223,212,161,575,183,436,1397,907,535,540,557,886,1735,54,658,725,856.3,851,874,844,23,780,2036,1365,624,990,134.4671202,-1.618135571,3.533864975,0,NaN
1398,Male,39,Marlton NJ,Northeast,Blue Collar,14,4,0.5,Luxury,1985,Sedan,White,1701.8,79.36507937,Divorced/Widowed,25000,10,40,33,30,NaN,NaN,NaN,555,269,195,503,809,614,308,415,134,1031,NaN,592,1005,773,212,756,115,267,209,203,148,584,210,308,927,889,546,453,465,865,1685,18,545,551,790.3,798,787,786,11.5,605,1595,859,443,1018,73.24263039,-1.134298325,-0.139799193,0,NaN
1399,Female,31,Marlton NJ,Northeast,,16,3,0.5,Economy,1992,Non-sedan,White,1625.6,65.30612245,Married,25000,7,NaN,NaN,NaN,12,13,38,562,221,193,505,761,568,312,385,127,951,815,581,906,722,228,749,110,212,182,169,135,535,187,414,1099,805,489,434,449,846,1594,18.5,629,643,699,697,698,702,28,614,1553,869,391,970,65.53287982,-0.008387827,0.509243965,0.751632631,3
1400,Female,36,Marlton NJ,Northeast,,16,2,8,Economy,1995,Non-sedan,White,1714.5,65.75963719,Married,52500,8.5,NaN,NaN,NaN,12,12,36,611,238,201,506,784,583,305,378,132,953,784,576,889,744,274,803,129,242,185,189,144,560,197,406,1036,809,509,451,437,923,1683,11,616,616,744,738,741,753,20,704,1627,715,364,1009,65.07936508,0.466476798,-0.006018788,-1.337839484,3
1401,Female,54,Marlton NJ,Northeast,White Collar,14,0,0.5,Economy,1995,Sedan,White,1524,59.86394558,Divorced/Widowed,90000,8,NaN,NaN,NaN,10,12,34,544,232,174,473,730,556,299,379,138,896,743,564,861,689,221,727,109,234,172,179,145,546,189,393,1049,752,479,391,395,838,1553,34,601,600,707.3,717,699,706,27,664,1498,767,343,943,58.50340136,-0.973884106,0.347343981,-0.45568037,2
1402,Male,58,Marlton NJ,Northeast,,16,2,2.5,Economy,1994,Non-sedan,White,1905,99.77324263,Married,37500,12.5,46,40,34,NaN,NaN,NaN,605,290,200,567,925,725,367,440,145,1135,NaN,679,1098,905,202,810,116,286,209,219,155,566,196,382,1062,1082,616,473,492,940,1890,26,579,580,901,913,891,899,19.5,718,1696,1024,457,1154,95.23809524,1.338985801,-0.116704576,0,NaN
1403,Female,33,Marlton NJ,Northeast,,14,2,0.5,Economy,1987,Non-sedan,White,1651,63.49206349,Married,37500,6.5,NaN,NaN,NaN,10,12,36,574,223,172,499,788,616,327,399,132,927,749,596,861,758,231,740,111,220,186,168,139,553,192,376,1002,930,507,412,438,856,1645,12.5,561,584,731,724,736,733,26,684,1556,804,381,1007,63.49206349,-0.156027839,-0.040456433,-0.498856485,5
1404,Male,38,Marlton NJ,Northeast,Blue Collar,14,2,10,Economy,1996,Non-sedan,White,1828.8,81.63265306,Married,90000,10,42,36,30,NaN,NaN,NaN,623,260,208,533,830,622,325,434,149,1052,NaN,605,1068,802,281,822,133,255,220,203,161,584,197,347,1009,874,529,466,483,939,1769,26,571,564,802.6,789,795,824,7,634,1705,899,467,1037,79.59183673,0.180541947,-0.016882975,0,NaN
1405,Female,40,Marlton NJ,Northeast,White Collar,16,3,0.5,Economy,1998,Non-sedan,White,1574.8,63.49206349,Married,70000,6.5,NaN,NaN,NaN,8,10,36,604,221,177,486,728,551,309,384,137,914,762,564,850,687,277,779,107,217,192,176,154,541,183,401,1072,738,465,425,411,890,1607,19.5,612,609,697.6,704,697,692,21,748,1630,746,345,966,63.94557823,-0.14482595,0.610077441,0.711326003,2
1406,Male,59,Marlton NJ,Northeast,,16,NaN,10,Economy,1984,Sedan,White,1778,78.00453515,Single,7500,10,42,33,31,NaN,NaN,NaN,554,265,222,545,866,644,323,445,150,1078,NaN,610,1095,796,199,768,129,259,216,194,158,567,188,346,984,900,547,467,484,888,1749,18.5,594,594,831.6,806,841,848,14.5,678,1721,814,450,1039,80.27210884,-0.496807367,-0.49460873,0,NaN
1407,Female,42,Marlton NJ,Northeast,White Collar,12,2,2.5,Luxury,1994,Non-sedan,Black,1676.4,89.34240363,Married,70000,10,NaN,NaN,NaN,16,10,36,588,246,197,523,800,603,326,449,137,1102,908,657,1042,781,243,744,120,259,202,210,149,581,199,473,1231,841,535,455,472,864,1687,32,735,733,762.6,765,764,759,34.5,751,1657,935,379,1059,90.47619048,0.829944968,0.78292942,-0.577551007,3
1408,Male,57,Marlton NJ,Midwest,White Collar,18,2,8,Economy,1988,Non-sedan,White,1778,83.90022676,Married,90000,9.5,44,34,31,NaN,NaN,NaN,600,262,222,543,846,624,321,495,145,1111,NaN,587,1109,780,260,793,120,252,215,201,156,589,206,391,1037,902,555,443,523,911,1742,20.5,591,601,803.3,790,807,813,14.5,763,1714,919,447,1082,87.3015873,-0.160875484,0.715942502,0,NaN
1409,Female,52,Marlton NJ,Northeast,Service,12,3,0.5,Economy,1998,Non-sedan,White,1651,70.29478458,Married,52500,8,NaN,NaN,NaN,12,12,36,563,245,192,520,798,606,328,404,138,1502,836,576,961,755,209,764,109,245,187,183,154,546,174,396,1040,801,509,414,460,864,1646,28,613,625,740.3,739,743,739,31,665,1576,851,415,1011,73.01587302,0.250234336,1.267891765,0.104477398,4
1410,Female,46,Marlton NJ,Northeast,White Collar,14,2,2.5,Economy,1988,Non-sedan,White,1625.6,56.6893424,Divorced/Widowed,37500,7,NaN,NaN,NaN,6,6,34,559,238,187,505,774,587,318,352,127,873,754,567,839,744,218,743,109,227,178,179,141,546,187,365,978,800,500,396,385,849,1621,18,549,555,739.6,736,741,742,24,659,1522,659,350,1000,56.6893424,-0.047998469,-0.511949897,-0.506996036,2
1411,Male,65,Marlton NJ,Northeast,,18,5,8,Economy,1987,Sedan,White,1752.6,81.63265306,Married,NaN,9.5,44,36,30,NaN,NaN,NaN,566,280,201,533,842,641,332,450,147,1106,NaN,608,1091,790,203,770,119,260,220,210,157,572,192,362,1025,939,548,459,468,878,1715,28,565,599,860.3,847,843,891,7,678,1648,959,406,1038,83.21995465,-0.524433613,-0.278307289,0,NaN
1412,Male,29,Marlton NJ,Northeast,White Collar,14,1,0.5,Luxury,1998,Sedan,White,1955.8,86.16780045,Married,150000,11.5,42,38,36,NaN,NaN,NaN,641,273,221,578,913,692,357,417,143,1032,NaN,652,1035,916,240,837,123,274,212,211,153,593,207,370,1024,1058,620,460,482,964,1924,25.5,574,579,841.3,831,852,841,14.5,687,1748,937,472,1179,83.21995465,0.867497385,-1.376046896,0,NaN
1413,Female,51,Marlton NJ,Northeast,White Collar,14,3,2.5,Luxury,1993,Non-sedan,White,1524,81.63265306,Married,90000,5.5,NaN,NaN,NaN,18,16,42,569,241,192,496,739,547,304,475,129,1170,969,544,1036,637,264,726,106,212,174,172,145,564,199,427,1207,814,465,487,496,827,1515,41.5,662,666,695.3,694,693,699,46,663,1669,1035,433,890,84.3537415,-1.608660221,2.321984768,-0.326311946,5
1414,Female,25,Marlton NJ,Northeast,White Collar,16,0,8,Economy,1997,Sedan,White,1625.6,58.04988662,Single,150000,7,NaN,NaN,NaN,10,9,36,542,230,205,501,754,549,296,330,128,931,691,539,857,712,217,742,105,231,178,187,144,573,195,377,1003,760,483,408,411,871,1601,24,580,595,703,702,701,706,22.5,622,1482,729,390,964,58.9569161,-1.31979394,-0.117328651,-0.457038671,5
1415,Female,44,Marlton NJ,Northeast,White Collar,12,2,8,Economy,1996,Sedan,White,1676.4,62.58503401,Married,52500,7,NaN,NaN,NaN,12,12,36,577,227,182,507,770,588,325,382,131,950,816,575,898,743,229,738,112,224,172,176,146,538,183,372,1011,812,503,389,428,848,1640,16,604,614,741.6,735,752,738,27,687,1564,791,348,1021,63.03854875,0.05210802,-0.462872505,-1.207701206,2
1416,Female,37,Marlton NJ,South,White Collar,14,2,2.5,Economy,1989,Non-sedan,White,1524,76.19047619,Married,70000,6.5,NaN,NaN,NaN,14,14,38,559,230,195,508,762,567,313,449,130,1082,835,557,986,670,234,738,108,216,182,165,141,515,174,407,1104,828,476,435,449,814,1535,36,630,660,704.3,700,706,707,38,696,1646,915,384,943,76.41723356,-1.782904506,1.942792177,-1.752851963,3
1417,Female,35,Marlton NJ,Northeast,White Collar,14,3,2.5,Economy,1997,Non-sedan,White,1619.25,54.42176871,Married,70000,6,NaN,NaN,NaN,6,5,34,560,224,197,522,772,575,325,352,134,852,734,539,844,753,229,773,108,219,175,174,146,525,177,372,980,771,488,410,413,878,1628,15,548,549,683.6,688,684,679,25,545,1470,719,397,961,55.78231293,-0.015530792,-0.544286549,-0.752548635,2
1418,Female,55,Marlton NJ,South,White Collar,18,2,8,Economy,1989,Non-sedan,White,1600.2,58.9569161,Married,37500,7,NaN,NaN,NaN,8,8,34,563,221,168,476,741,573,308,373,126,875,716,566,839,748,238,738,108,231,179,177,138,559,192,391,1010,803,491,376,391,839,1612,16,562,585,701.6,700,699,706,24,648,1492,714,326,996,57.59637188,-0.133618429,0.320711553,-1.096002698,3
1419,Female,46,Marlton NJ,Northeast,White Collar,18,3,10,Economy,1998,Sedan,White,1638.3,56.6893424,Divorced/Widowed,37500,10,NaN,NaN,NaN,4,4,34,564,249,198,489,755,557,291,359,124,855,754,547,868,741,237,774,118,243,185,181,143,559,194,364,977,767,490,382,415,879,1636,12,564,562,706.6,718,699,703,19,692,1526,700,358,1011,58.27664399,-0.149557918,-0.568540752,0.638203323,1
1420,Female,37,Marlton NJ,Northeast,White Collar,16,2,8,Economy,1991,Sedan,White,1676.4,72.56235828,Married,25000,8.5,NaN,NaN,NaN,12,14,36,563,235,189,524,805,616,335,375,131,946,791,618,894,773,215,752,103,232,183,186,141,552,193,417,1093,956,520,399,418,863,1679,32.5,615,632,760.6,764,755,763,36.5,790,1580,791,372,1065,71.42857143,1.218662858,0.170578167,0.624343455,2
1421,Female,40,Marlton NJ,Northeast,,16,2,8,Economy,1999,Sedan,White,1778,74.82993197,Married,70000,8.5,NaN,NaN,NaN,12,12,36,609,246,200,535,838,638,335,414,133,1030,861,616,974,833,246,808,104,237,200,198,141,531,185,392,1007,903,558,430,450,918,1784,25.5,604,594,756,740,774,754,17.5,748,1655,831,364,1116,74.37641723,2.08484745,-0.631400168,-0.579244673,3
1422,Female,38,Marlton NJ,Northeast,White Collar,14,2,0.5,Luxury,1992,Non-sedan,White,1574.8,64.39909297,Married,70000,7.5,NaN,NaN,NaN,NaN,14,36,532,224,192,498,762,570,306,379,134,1006,784,568,910,716,212,714,109,222,174,170,138,537,185,371,1038,892,495,408,421,809,1582,22,609,613,698.3,695,705,695,21,728,1564,793,342,993,65.30612245,-0.739705503,0.885715067,1.109396935,5
1423,Female,58,Marlton NJ,Northeast,White Collar,12,5,5,Economy,1994,Sedan,White,1625.6,55.78231293,Married,70000,7,NaN,NaN,NaN,8,7,34,570,227,195,499,740,545,304,351,139,891,734,545,864,714,238,746,117,221,178,168,149,551,191,352,950,785,492,423,420,864,1610,14,532,554,717.3,715,722,715,23,678,1510,686,339,989,56.6893424,-0.437839329,-0.203422546,-0.495799601,2
1424,Female,31,Marlton NJ,West,White Collar,14,0,0.5,Economy,1997,Sedan,White,1828.8,66.21315193,Single,37500,11,NaN,NaN,NaN,6,11,36,604,248,192,556,846,654,364,358,141,828,710,646,815,890,226,802,112,264,185,194,154,570,192,382,1019,922,576,412,396,912,1826,13.5,562,590,811.6,802,820,813,17.5,636,1581,752,388,1145,64.85260771,2.333456516,-1.200284004,-2.104695082,1
1425,Male,60,Marlton NJ,South,White Collar,18,5,5,Economy,1991,Non-sedan,White,1778,70.29478458,Married,90000,9,40,33,32,NaN,NaN,NaN,570,251,195,528,836,641,333,414,142,983,NaN,596,1015,829,199,798,113,256,186,197,155,582,201,370,1004,895,559,412,456,903,1766,19.5,554,549,784,787,777,788,8.5,626,1599,827,426,1056,69.16099773,-0.261182278,-0.513387918,0,NaN
1426,Female,36,Marlton NJ,Northeast,White Collar,14,0,8,Economy,1997,Non-sedan,White,1663.7,52.15419501,Married,37500,8.5,NaN,NaN,NaN,8,7,34,578,223,182,492,758,576,310,334,126,806,684,580,791,773,246,770,113,243,177,185,142,533,183,361,954,784,498,393,394,874,1657,12.5,533,523,738.6,738,737,741,16,620,1496,658,366,1005,51.24716553,0.292360961,-0.586652875,-0.677275002,2
1427,Female,31,Marlton NJ,Foreign,,16,2,0.5,Economy,1998,Non-sedan,White,1727.2,57.14285714,Married,70000,7.5,NaN,NaN,NaN,10,10,38,584,225,191,518,783,592,327,347,133,886,761,584,842,778,237,786,107,226,175,167,141,551,194,384,1023,845,522,410,419,905,1717,16,554,580,779,768,779,790,19,718,1555,710,343,1061,58.27664399,0.970661342,-0.223367244,0.030686611,1
1428,Male,56,Marlton NJ,Northeast,Blue Collar,14,3,2.5,Economy,1997,Non-sedan,White,1752.6,92.97052154,Married,90000,9,44,38,30,NaN,NaN,NaN,601,265,210,536,839,629,326,477,149,1136,NaN,618,1185,772,251,796,124,258,213,203,153,571,197,394,1079,952,541,484,513,902,1736,37.5,601,604,784.3,783,782,788,9.5,768,1808,1029,487,1040,94.10430839,0.274954528,1.045680761,0,NaN
1429,Male,43,Marlton NJ,Foreign,Blue Collar,14,3,5,Economy,1987,Non-sedan,,1892.3,105.2154195,Married,70000,12,48,38,33,NaN,NaN,NaN,625,280,230,598,935,705,368,479,159,1090,NaN,637,1116,882,223,836,111,288,235,221,172,605,198,387,1072,974,612,488,512,966,1889,33,636,657,910.3,913,911,907,14.5,608,1800,959,526,1108,100.9070295,1.148650885,-0.666740894,0,NaN
1430,Male,48,Marlton NJ,Northeast,Service,14,4,2.5,Economy,1998,Non-sedan,White,1727.2,81.63265306,Married,70000,9,38,36,30,NaN,NaN,NaN,598,261,217,534,838,621,317,431,147,1071,NaN,601,1069,782,238,789,119,253,221,198,163,586,196,372,1056,872,531,448,475,904,1719,24,590,591,801.6,800,804,801,20.5,683,1681,901,440,1007,81.63265306,-0.682573318,0.033404373,0,NaN
1431,Female,61,Marlton NJ,Northeast,,14,1,8,Economy,1990,Sedan,,1663.7,93.42403628,Married,25000,10,NaN,NaN,NaN,18,18,40,572,267,189,525,791,602,336,483,143,1214,968,617,1073,763,232,751,110,254,204,183,154,575,192,457,1175,841,522,466,467,856,1664,38.5,711,738,761.6,761,780,744,46,719,1727,997,448,1009,95.69160998,0.263252914,1.10376513,-0.093612947,5
1432,Female,20,Marlton NJ,Northeast,,12,1,2.5,Economy,1990,Sedan,White,1625.6,61.2244898,Married,17500,10,NaN,NaN,NaN,10,11,36,559,235,188,501,765,577,313,372,133,908,756,564,863,759,229,744,118,235,189,189,142,535,184,362,972,816,495,416,414,838,1610,18.5,558,562,732.6,734,731,733,26,604,1474,781,366,977,58.73015873,-0.121486634,-0.462712795,-0.246964127,3
1433,Female,39,Marlton NJ,Northeast,,18,1,2.5,Luxury,1992,Sedan,White,1651,77.09750567,Married,NaN,8.5,NaN,NaN,NaN,14,14,36,571,254,202,523,808,606,321,397,131,1037,890,604,969,744,235,768,111,242,173,178,141,553,191,419,1082,840,513,437,435,865,1651,39,625,619,751.3,762,742,750,26,711,1620,833,402,1013,75.73696145,0.328381389,1.075214624,0.709742546,2
1434,Female,56,Marlton NJ,South,Service,14,3,0.5,Economy,1996,Sedan,White,1701.8,55.78231293,Married,90000,7.5,NaN,NaN,NaN,6,6,36,577,224,197,492,750,553,295,346,130,928,736,573,867,765,253,785,114,227,175,184,146,530,179,365,955,798,502,416,400,894,1694,9.5,499,533,752.6,744,761,753,17,681,1566,790,364,1025,55.32879819,0.397034436,-0.371636659,-0.352499217,3
1435,Female,54,Marlton NJ,Foreign,,14,3,8,Economy,1981,Non-sedan,White,1600.2,52.15419501,Divorced/Widowed,25000,7,NaN,NaN,NaN,6,6,34,520,229,186,490,746,560,304,342,133,843,701,553,815,724,194,716,101,223,177,164,147,545,181,351,926,741,488,371,397,822,1581,11,539,563,736.3,753,727,729,18.5,661,1430,660,323,987,53.06122449,-0.755195081,-0.098786093,-0.311792403,3
1436,Female,37,Marlton NJ,Northeast,White Collar,16,0,5,Economy,1991,Sedan,White,1574.8,49.88662132,Single,70000,7.5,NaN,NaN,NaN,4,4,32,533,223,185,479,746,561,294,335,129,811,691,556,764,728,208,713,102,227,177,177,142,539,186,343,918,814,487,366,379,836,1586,15,535,530,690.6,680,702,690,18,634,1440,641,348,972,50.34013605,-1.368883491,-1.501921535,1.827779055,1
1437,Male,57,Marlton NJ,Northeast,,18,2,0.5,Economy,1996,Sedan,White,1752.6,102.0408163,Married,90000,10.5,46,38,36,NaN,NaN,NaN,542,284,212,535,838,626,323,434,152,1184,NaN,612,1119,800,185,738,124,260,212,199,158,579,199,431,1134,880,557,456,502,853,1714,35,708,711,808.3,806,810,809,29,662,1743,1032,505,991,100.6802721,-0.274450094,1.391146064,0,NaN
1438,Male,55,Marlton NJ,Northeast,Service,16,5,8,Luxury,1994,Sedan,White,1879.6,108.8435374,Married,150000,13,48,44,34,NaN,NaN,NaN,658,293,200,547,874,674,347,489,148,1153,NaN,670,1111,861,266,821,127,284,226,218,157,587,201,432,1185,953,607,490,494,934,1851,41,709,719,850.3,850,850,851,29,800,1896,1120,475,1135,111.1111111,1.742645144,0.478960216,0,NaN
1439,Male,25,Marlton NJ,Midwest,Service,16,0,0.5,Economy,1999,Non-sedan,White,1828.8,79.36507937,Single,NaN,10.5,42,34,32,NaN,NaN,NaN,633,277,225,550,866,641,325,427,142,968,NaN,606,1025,825,268,853,118,277,221,210,153,574,207,350,1004,870,553,479,473,979,1826,12,577,582,826.6,824,828,828,19,654,1749,830,490,1065,80.04535147,0.169141158,-0.667888165,0,NaN
1440,Male,44,Marlton NJ,Northeast,White Collar,14,0,0.5,Economy,1988,Non-sedan,White,1905,129.2517007,Married,NaN,12,48,46,32,NaN,NaN,NaN,667,302,247,586,891,644,339,494,157,1253,NaN,662,1257,811,319,883,133,277,245,216,166,613,204,467,1313,985,574,528,569,996,1874,46.5,674,682,866,856,868,874,22.5,751,1986,1288,582,1067,127.2108844,1.185507178,2.149767399,0,NaN
1441,Female,50,Marlton NJ,Northeast,Service,14,0,8,Luxury,1996,Sedan,White,1600.2,71.6553288,Married,150000,7,NaN,NaN,NaN,14,12,38,535,244,192,494,734,542,302,402,132,1064,846,556,998,682,222,738,110,232,182,172,139,544,185,393,1049,796,472,435,445,833,1581,28.5,604,604,738.6,740,751,725,20,681,1610,882,391,928,72.78911565,-1.244514346,1.049183607,-1.923129916,4
1442,Female,42,Marlton NJ,Northeast,White Collar,14,2,0.5,Economy,1985,Sedan,White,1771.65,106.5759637,Single,25000,10,NaN,NaN,NaN,22,20,42,643,261,207,565,846,639,358,510,139,1250,1023,629,1167,793,279,815,118,248,197,196,148,566,187,431,1224,993,559,471,514,924,1769,33,669,708,801.3,789,815,800,26.5,788,1801,1079,425,1106,105.8956916,1.57115972,0.81530267,-0.484105825,5
1443,Male,42,Marlton NJ,Northeast,Blue Collar,12,0,0.5,Economy,1976,Sedan,White,1955.8,142.8571429,Single,37500,12,48,46,36,NaN,NaN,NaN,696,295,247,602,943,696,355,593,162,1333,NaN,675,1330,880,330,872,121,276,230,196,170,614,201,450,1221,1028,623,598,560,1004,1951,48.5,750,718,881.3,854,886,904,22,791,2043,1206,620,1142,143.0839002,2.923973322,1.056585789,0,NaN
1444,Male,36,Marlton NJ,Northeast,White Collar,16,2,0.5,Economy,1995,Sedan,White,1778,113.3786848,Married,52500,10.5,48,46,31,NaN,NaN,NaN,625,268,229,587,881,652,358,526,136,1278,NaN,666,1188,810,253,809,118,261,204,191,148,565,196,506,1404,965,571,503,541,926,1771,50.5,799,813,828.6,835,830,821,30.5,845,1881,1244,498,1086,127.4376417,0.594742656,1.513037801,0,NaN
1445,Male,29,Marlton NJ,Northeast,White Collar,14,1,0.5,Economy,1996,Sedan,White,1752.6,83.90022676,Married,25000,9.5,42,33,32,NaN,NaN,NaN,602,251,205,527,820,615,322,414,137,1083,NaN,597,1054,766,247,792,119,254,207,196,150,558,196,356,1002,846,538,483,471,913,1706,34.5,593,596,824.3,822,833,818,26,690,1705,906,434,1024,80.72562358,-0.627098978,0.474257886,0,NaN
1446,Male,51,Marlton NJ,Northeast,White Collar,21,1,5,Economy,1998,Sedan,White,1701.8,68.02721088,Divorced/Widowed,37500,9,38,33,NaN,NaN,NaN,NaN,559,257,194,508,808,614,314,394,130,980,NaN,598,970,819,206,742,122,242,203,189,152,570,200,337,959,861,554,429,448,851,1692,19,578,576,770,760,777,773,21.5,641,1544,834,381,1042,69.3877551,-0.745751679,-0.171039686,0,NaN
1447,Male,45,Marlton NJ,Northeast,White Collar,14,1,10,Economy,1999,Sedan,White,1790.7,83.90022676,Divorced/Widowed,25000,11,42,34,30,NaN,NaN,NaN,590,269,221,543,848,627,322,421,142,1068,NaN,611,1123,807,234,788,118,266,225,203,152,559,197,354,1027,884,557,454,502,912,1755,20,611,594,804,810,798,804,13,628,1700,866,471,1033,83.67346939,0.070742287,0.103246406,0,NaN
1448,Female,26,Marlton NJ,Northeast,White Collar,16,0,5,Economy,1999,Non-sedan,White,1701.8,61.2244898,Single,37500,7.5,NaN,NaN,NaN,8,6,34,549,242,196,517,788,592,321,375,129,903,764,581,876,808,205,730,110,234,182,185,145,545,189,374,989,840,528,395,437,846,1675,12,565,568,746,748,744,746,12.5,588,1481,718,375,1026,61.9047619,0.392878026,-0.815141082,-0.65691179,2
1449,Female,53,Marlton NJ,Northeast,White Collar,16,1,5,Economy,1987,Sedan,White,1701.8,66.21315193,Married,90000,9,NaN,NaN,NaN,10,12,38,572,236,193,511,781,588,318,383,158,911,775,698,884,764,237,782,118,237,184,183,157,549,179,391,1029,882,518,406,426,887,1685,20,598,614,760,751,769,760,33,727,1585,763,371,1047,67.12018141,-0.02059461,-1.275645375,1.761477351,2
1450,Male,49,Marlton NJ,Midwest,White Collar,18,2,0.5,Luxury,1983,Sedan,White,1752.6,64.39909297,Married,90000,9,38,32,32,NaN,NaN,NaN,574,247,213,556,862,649,343,416,141,964,NaN,596,983,795,201,765,124,253,204,201,164,573,190,347,972,861,546,427,455,896,1736,13,554,562,807.3,809,803,810,18,583,1586,821,452,1020,67.12018141,-1.160092473,-0.608192861,0,NaN
1451,Female,29,Marlton NJ,Northeast,White Collar,12,0,0.5,Economy,1989,Sedan,White,1625.6,51.70068027,Married,37500,8,NaN,NaN,NaN,NaN,9,34,545,221,174,492,764,590,318,345,124,839,721,579,810,779,205,713,105,224,183,174,143,531,184,376,960,813,503,398,398,822,1629,10,520,540,715.3,712,716,718,14,548,1414,725,349,991,49.88662132,-0.147540644,-0.613027275,-1.500239491,1
1452,Female,46,Marlton NJ,Northeast,White Collar,18,2,2.5,Economy,1999,Sedan,White,1562.1,58.04988662,Married,150000,7,NaN,NaN,NaN,8,10,36,526,235,177,474,710,533,297,380,132,897,754,547,843,662,217,691,108,215,180,168,140,537,187,394,1023,784,452,374,414,817,1529,22,566,582,670.3,672,673,666,30.5,714,1496,692,305,937,59.86394558,-1.34744525,0.301341772,-0.337840438,3
1453,Female,55,Marlton NJ,Foreign,White Collar,16,2,8,Economy,1998,Non-sedan,White,1536.7,42.63038549,Married,70000,8,NaN,NaN,NaN,4,4,32,523,230,175,450,698,523,275,305,131,778,635,523,743,710,216,704,103,230,180,177,146,528,176,341,882,765,471,361,346,811,1545,9,450,467,698.6,703,699,694,19,620,1392,614,302,964,42.17687075,-1.159869313,-0.22384426,-0.068016969,2
1454,Female,56,Marlton NJ,Northeast,White Collar,18,2,2.5,Luxury,1999,Sedan,White,1524,54.42176871,Married,90000,5,NaN,NaN,NaN,6,8,34,530,221,185,459,695,510,274,372,129,941,708,541,843,675,230,707,107,204,174,154,140,535,178,385,1032,792,459,391,404,806,1501,31,600,615,679.3,674,690,674,35.5,698,1472,692,338,935,58.27664399,-2.244447708,1.245407104,-1.772569656,4
1455,Male,43,Marlton NJ,Northeast,Service,16,1,2.5,Economy,1987,Sedan,White,1803.4,70.29478458,Divorced/Widowed,37500,9,38,32,31,NaN,NaN,NaN,626,262,215,535,833,618,320,397,135,950,NaN,607,987,808,290,846,127,246,197,198,153,569,202,326,938,916,547,452,460,953,1788,9.5,550,552,766.3,754,771,774,6.5,599,1696,780,464,1032,69.61451247,-0.060348008,-0.516721427,0,NaN
1456,Female,49,Marlton NJ,Northeast,,12,3,2.5,Economy,1997,Sedan,White,1600.2,74.82993197,Married,52500,8.5,NaN,NaN,NaN,14,16,38,577,239,202,525,789,587,323,416,135,1061,862,587,973,726,227,742,118,229,187,182,141,524,177,421,1093,789,500,429,464,839,1608,30,642,666,754.6,750,771,743,22.5,698,1625,927,375,984,73.92290249,-0.254402012,0.040111702,2.384774446,3
1457,Male,29,Marlton NJ,Northeast,,14,0,5,Economy,1989,Sedan,White,1771.65,74.82993197,Single,70000,9.5,42,34,31,NaN,NaN,NaN,600,256,226,557,846,620,331,419,141,1028,NaN,588,1029,765,270,798,119,252,211,193,154,586,204,338,992,849,530,467,501,911,1737,26.5,587,583,801,794,809,800,17,681,1744,861,453,1005,80.95238095,0.257330239,0.10053356,0,NaN
1458,Female,44,Marlton NJ,Northeast,White Collar,16,3,2.5,Economy,1998,Non-sedan,White,1562.1,58.50340136,Married,90000,6.5,NaN,NaN,NaN,8,8,34,540,226,185,476,738,553,291,347,121,870,706,550,818,688,229,742,108,225,176,173,137,530,184,388,1020,727,471,395,399,857,1567,10,583,591,694,691,699,692,26,682,1494,700,329,946,58.04988662,-1.170862198,-0.069631554,0.010977256,2
1459,Female,60,Marlton NJ,Northeast,,NaN,2,8,Economy,1993,Sedan,White,1644.65,88.43537415,Divorced/Widowed,NaN,9.5,NaN,NaN,NaN,NaN,NaN,42,587,265,198,500,766,568,302,443,139,1137,901,589,1044,708,259,790,111,237,203,191,150,546,187,437,1225,860,511,421,466,885,1638,25.5,705,715,728.6,740,721,725,28,811,1716,960,425,1001,89.79591837,0.018881049,1.38579011,0.24748081,2
1460,Female,23,Marlton NJ,Northeast,White Collar,14,0,5,Economy,1997,Non-sedan,White,1651,65.30612245,Single,17500,9.5,NaN,NaN,NaN,NaN,10,38,582,244,187,501,770,583,314,397,125,913,787,569,912,756,254,758,124,239,199,198,143,555,199,368,1015,787,514,402,436,867,1633,10.5,591,593,725,717,727,731,12.5,630,1546,754,356,991,65.98639456,-0.084793173,-0.647362828,-0.516130686,2
1461,Male,47,Marlton NJ,Northeast,White Collar,18,0,5,Economy,1996,Sedan,White,1930.4,90.70294785,Single,52500,12,46,36,NaN,NaN,NaN,NaN,650,263,236,579,913,677,343,470,151,1111,NaN,638,1133,873,274,869,137,275,207,216,165,611,210,415,1101,952,591,509,523,989,1903,28.5,634,630,854.3,855,857,851,20.5,731,1842,920,482,1137,96.82539683,1.732309222,-0.095024996,0,NaN
1462,Female,47,Marlton NJ,Northeast,Service,16,2,2.5,Economy,1995,Sedan,White,1663.7,60.31746032,Divorced/Widowed,37500,10,NaN,NaN,NaN,12,10,36,565,252,197,508,774,577,311,355,133,893,730,568,860,759,232,767,118,253,186,188,145,557,192,362,967,800,517,395,408,880,1659,10,547,560,731.3,729,735,730,19.5,689,1530,692,345,1024,61.45124717,0.158489436,-0.323533237,-1.279780269,2
1463,Male,25,Marlton NJ,South,White Collar,14,0,5,Economy,1989,<undefined>,White,2006.6,96.14512472,Single,25000,13,NaN,34,36,NaN,NaN,NaN,665,285,226,610,944,718,384,446,136,993,NaN,674,1005,912,241,900,141,290,223,220,154,597,212,406,1108,950,625,480,485,1035,2001,18.5,640,635,888,886,889,889,25.5,640,1886,930,541,1134,97.7324263,1.574687958,-1.191474199,0,NaN
1464,Female,49,Marlton NJ,Northeast,White Collar,18,1,2.5,Economy,1995,Sedan,White,1752.6,68.93424036,Married,150000,10,NaN,NaN,NaN,12,14,34,586,255,182,521,821,639,339,357,137,864,742,645,840,855,235,746,115,256,190,193,146,541,188,417,1075,880,563,401,400,856,1746,12.5,654,649,806,801,819,798,29,715,1617,724,340,1143,68.48072562,0.850749552,-2.103692532,1.967351556,1
1465,Male,29,Marlton NJ,Northeast,White Collar,14,0,10,Economy,1987,Non-sedan,White,1727.2,63.49206349,Single,37500,10,40,28,32,NaN,NaN,NaN,607,269,219,537,814,595,318,415,137,942,NaN,555,958,760,267,815,110,255,202,189,153,575,204,337,949,802,515,443,473,939,1723,14,564,573,760,767,754,759,10.5,607,1645,716,455,978,68.02721088,-1.072134614,-0.080972701,0,NaN
1466,Male,63,Marlton NJ,Northeast,Blue Collar,16,5,5,Luxury,1993,Sedan,White,1828.8,92.97052154,Married,NaN,11,44,36,31,NaN,NaN,NaN,597,269,229,564,886,657,335,467,145,1192,NaN,624,1134,831,225,787,124,268,217,219,155,583,199,371,1055,935,589,473,489,914,1805,31,605,605,827,832,826,823,20.5,663,1762,999,479,1068,94.7845805,0.304404587,0.044810839,0,NaN
1467,Female,44,Marlton NJ,South,Blue Collar,14,3,8,Economy,1989,Non-sedan,Black,1701.8,105.2154195,Married,52500,10,NaN,NaN,NaN,18,18,42,590,276,206,520,828,622,314,442,146,1232,1012,627,1077,818,259,768,113,256,202,193,149,582,201,456,1206,890,550,439,486,882,1704,44.5,774,796,814,812,811,819,35.5,778,1720,1014,395,1101,105.6689342,0.450012386,1.507031679,-2.110371351,5
1468,Female,52,Marlton NJ,Northeast,White Collar,21,2,2.5,Economy,1993,Non-sedan,White,1727.2,65.75963719,Divorced/Widowed,70000,8,NaN,NaN,NaN,10,12,34,581,243,199,533,815,616,334,381,134,915,754,596,870,773,220,808,109,227,184,192,151,568,196,435,1071,839,535,424,425,915,1729,15.5,588,617,791.6,790,788,797,30.5,774,1638,710,346,1081,66.66666667,0.890455782,-0.851623178,0.221331984,2
1469,Female,44,Marlton NJ,Northeast,Management,16,0,0.5,Economy,1993,Non-sedan,White,1524,53.96825397,Single,37500,5.5,NaN,NaN,NaN,8,7,36,500,212,175,456,715,540,281,346,118,930,756,536,862,697,200,685,106,209,173,166,141,531,185,352,941,764,471,371,406,794,1513,13.5,551,558,693,690,694,695,22,615,1434,752,378,952,53.7414966,-1.581454158,0.347230047,-0.682692826,2
1470,Female,22,Marlton NJ,Midwest,White Collar,14,0,5,Economy,1996,Sedan,White,1778,60.77097506,Single,25000,8.5,NaN,NaN,NaN,7,7,32,604,231,204,559,846,642,355,354,127,830,697,603,820,849,220,819,113,235,180,189,137,555,194,367,960,871,538,421,423,920,1776,15,540,563,764,762,761,769,19.5,652,1531,679,363,1100,60.09070295,0.893836081,-2.204166174,-0.291794717,1
1471,Male,23,Marlton NJ,Midwest,White Collar,14,0,5,Economy,1988,Sedan,White,1930.4,90.70294785,Single,25000,13,48,36,34,NaN,NaN,NaN,683,281,225,598,926,701,373,461,141,1011,NaN,642,1058,902,286,891,127,269,209,209,153,558,194,391,1037,935,602,477,481,994,1907,13.5,600,624,858.3,854,860,861,16,604,1768,894,522,1105,88.66213152,1.700654626,-0.788687646,0,NaN
1472,Female,19,Marlton NJ,Northeast,,14,0,2.5,Economy,1989,Sedan,White,1625.6,52.15419501,Single,NaN,8,NaN,NaN,NaN,4,4,34,573,228,194,500,753,559,306,320,125,795,636,559,770,739,247,771,106,230,181,176,141,533,183,342,947,794,495,374,387,881,1637,8,534,526,701.6,697,695,713,17.5,535,1507,711,432,956,50.79365079,0.064476036,-0.728115618,-1.142639279,2
1473,Male,34,Marlton NJ,Northeast,Blue Collar,14,0,2.5,Economy,1998,Non-sedan,White,1905,136.0544218,Married,90000,14,48,46,32,NaN,NaN,NaN,635,307,220,578,929,709,358,516,153,1283,NaN,726,1246,826,268,794,123,307,228,222,161,603,212,506,1409,975,589,474,519,930,1847,39.5,754,800,866.6,859,871,870,31,784,1977,1357,617,1075,138.0952381,0.615646839,3.15517211,0,NaN
1474,Female,34,Marlton NJ,Northeast,White Collar,16,0,2.5,Economy,1999,Non-sedan,White,1651,143.3106576,Married,90000,8.5,NaN,NaN,NaN,22,20,46,609,266,213,538,803,590,325,575,149,1470,1130,628,1327,707,300,775,107,229,199,172,153,587,198,502,1526,828,486,467,595,880,1619,38.5,814,908,766.3,760,784,755,53.5,815,1885,1385,520,950,141.723356,-1.768927932,3.791665316,-1.127515197,5
1475,Female,53,Marlton NJ,Northeast,Service,18,1,5,Economy,1998,Sedan,White,1714.5,68.02721088,Married,150000,9,NaN,NaN,NaN,12,12,38,557,241,206,530,802,596,324,368,145,936,785,621,861,796,210,766,119,239,185,187,164,578,192,404,1050,849,530,387,410,877,1727,22.5,620,634,750.3,758,741,752,30,748,1602,752,373,1097,69.84126984,1.301974893,-0.384358793,-0.293648541,4
1476,Female,47,Marlton NJ,Northeast,Service,18,2,2.5,Economy,1993,Non-sedan,White,1651,62.58503401,Single,37500,9,NaN,NaN,NaN,11,12,36,570,232,189,503,782,593,314,382,127,925,765,583,876,758,239,747,113,235,198,188,151,558,191,384,1014,811,518,399,422,860,1653,10.5,609,618,749,755,744,748,24.5,720,1557,727,350,1039,65.30612245,-0.064009212,-0.248445138,-1.074198008,2
1477,Female,48,Marlton NJ,Northeast,,14,1,NaN,Economy,1988,Non-sedan,Black,1625.6,88.43537415,Married,52500,7.5,NaN,NaN,NaN,20,16,42,603,236,198,513,775,577,315,456,134,1197,970,595,1073,728,279,754,113,226,184,177,146,551,190,374,1139,871,500,441,474,859,1620,50.5,623,634,750,755,750,745,31,734,1702,1073,416,987,86.16780045,-0.364324927,1.165549636,0.360877186,4
1478,Male,37,Marlton NJ,Northeast,Management,18,0,5,Luxury,1990,Sedan,White,1701.8,79.36507937,Married,70000,9,42,34,29,NaN,NaN,NaN,559,255,226,555,847,621,329,455,135,1084,NaN,568,1117,759,223,745,129,261,208,198,151,568,199,378,1025,863,535,446,511,864,1684,20.5,590,600,783.6,788,774,789,15.5,551,1666,869,480,951,81.17913832,-1.000936985,0.122715928,0,NaN
1479,Male,32,Marlton NJ,Northeast,Management,16,2,0.5,Luxury,1981,Sedan,White,1778,74.82993197,Married,90000,9.5,NaN,33,32,NaN,NaN,NaN,626,250,218,540,834,616,322,409,138,984,NaN,589,998,793,267,834,103,256,208,190,154,568,201,349,971,835,529,449,459,967,1778,19.5,583,577,825.6,820,826,831,13,628,1718,836,471,1016,73.69614512,0.185317561,-0.306960315,0,NaN
1480,Male,37,Marlton NJ,Northeast,Management,16,1,0.5,Luxury,1997,Sedan,White,1854.2,82.99319728,Married,150000,10,42,38,34,NaN,NaN,NaN,593,260,222,563,875,653,341,424,136,1006,NaN,640,1005,856,217,815,129,260,193,203,148,565,200,368,1052,942,587,461,445,926,1845,27.5,608,605,842.3,849,837,841,22.5,624,1695,942,481,1090,84.80725624,0.596000254,-0.868216634,0,NaN
1481,Male,49,Ottawa Ontario CA,Foreign,White Collar,18,2,0.5,Economy,1997,Sedan,White,1803.4,97.50566893,Divorced/Widowed,150000,11,42,38,NaN,NaN,NaN,NaN,623,291,225,574,913,688,349,461,149,1142,NaN,619,1105,815,245,833,121,265,221,208,154,607,207,387,1096,922,570,475,496,951,1816,25,622,631,840,840,839,841,14.5,650,1785,1036,509,1044,100,0.901493073,0.736937821,0,NaN
1482,Male,56,Ottawa Ontario CA,Foreign,White Collar,18,2,2.5,Economy,1990,Non-sedan,White,1790.7,83.90022676,Married,90000,9.5,44,36,31,NaN,NaN,NaN,580,265,239,564,862,623,325,424,146,1061,NaN,618,1077,811,223,739,112,245,192,179,160,581,200,367,1011,905,556,448,474,872,1743,24,607,632,793,805,795,779,9.5,679,1728,944,469,1034,84.3537415,0.381496459,0.050691541,0,NaN
1483,Male,39,Ottawa Ontario CA,Foreign,Blue Collar,14,2,8,Economy,1992,Sedan,White,1828.8,78.00453515,Married,90000,11,40,33,NaN,NaN,NaN,NaN,619,270,197,565,885,688,368,440,141,946,NaN,618,964,859,222,825,127,264,215,213,153,573,202,337,978,895,573,448,457,934,1827,11.5,558,556,862.3,862,862,863,10,582,1654,833,483,1070,75.05668934,-0.149753764,-1.102639794,0,NaN
1484,Male,29,Ottawa Ontario CA,Foreign,White Collar,21,0,0.5,Economy,1995,Sedan,White,1765.3,68.02721088,Married,NaN,9,42,33,32,NaN,NaN,NaN,585,257,210,549,849,639,339,404,133,924,NaN,593,954,838,218,789,115,259,207,207,147,553,196,327,928,870,556,445,455,910,1765,13.5,521,532,818.6,822,819,815,7.5,639,1595,812,406,1064,66.4399093,-0.578635156,-0.78134352,0,NaN
1485,Male,57,Ottawa Ontario CA,Foreign,Blue Collar,14,3,5,Economy,1985,Sedan,White,1625.6,66.21315193,Married,70000,8,40,33,28,NaN,NaN,NaN,550,246,194,502,801,607,308,418,137,973,NaN,531,975,701,198,721,120,229,208,182,160,578,201,318,909,811,483,427,427,835,1604,15.5,493,498,748.6,747,748,751,8.5,587,1546,849,440,915,64.85260771,-2.325856209,0.54898417,0,NaN
1486,Male,44,Ottawa Ontario CA,Foreign,White Collar,14,0,0.5,Economy,1989,Non-sedan,White,1752.6,68.93424036,Single,52500,9,40,30,NaN,NaN,NaN,NaN,617,255,219,561,856,637,342,426,139,961,NaN,576,980,794,246,824,126,255,211,206,154,567,198,344,984,815,528,439,467,927,1757,12.5,542,533,792.6,791,791,796,8,656,1649,771,434,1045,70.52154195,-1.0042063,-0.898938954,0,NaN
1487,Male,46,Ottawa Ontario CA,Foreign,White Collar,24,3,2.5,Economy,1997,Non-sedan,White,1879.6,102.0408163,Married,150000,11.5,48,38,NaN,NaN,NaN,NaN,675,280,231,502,859,628,271,470,149,1042,NaN,634,1093,831,286,875,139,268,229,211,164,588,200,378,1068,909,582,481,496,979,1871,24.5,634,629,812.6,816,807,815,18,714,1839,959,520,1109,95.01133787,1.384571314,-0.03521461,0,NaN
1488,Male,41,Ottawa Ontario CA,Foreign,White Collar,16,2,2.5,Economy,1995,Sedan,White,1803.4,77.09750567,Married,90000,7.5,38,34,NaN,NaN,NaN,NaN,600,253,201,524,810,609,323,415,138,1025,NaN,594,1003,805,227,819,119,230,194,190,159,585,201,341,992,883,538,468,447,920,1752,21,584,575,790.3,780,796,795,18,657,1669,906,455,1035,76.64399093,-0.511400461,-0.781901658,0,NaN
1489,Male,31,Ottawa Ontario CA,Foreign,White Collar,21,0,5,Economy,1991,Non-sedan,White,1727.2,86.16780045,Married,90000,8.5,44,34,29,NaN,NaN,NaN,612,265,226,547,845,619,321,449,143,1071,NaN,585,1098,757,248,826,112,243,213,192,149,586,210,361,1041,846,521,469,481,937,1729,27,623,645,783.6,785,796,770,22.5,657,1716,918,457,1004,84.3537415,-0.688097358,0.121019125,0,NaN
1490,Male,53,Ottawa Ontario CA,Foreign,White Collar,21,2,5,Economy,1990,Sedan,,1803.4,90.70294785,Married,70000,9,42,36,34,NaN,NaN,NaN,647,273,215,535,846,631,320,466,145,1045,NaN,595,1081,795,294,826,126,245,222,208,163,579,190,378,1072,891,545,463,463,949,1781,33.5,603,604,794,804,792,786,17,699,1785,920,466,1041,88.66213152,0.071741782,0.748676002,0,NaN
1491,Male,55,Ottawa Ontario CA,Foreign,White Collar,18,3,8,Economy,1992,Non-sedan,White,1803.4,81.63265306,Married,150000,11,42,34,33,NaN,NaN,NaN,625,287,220,551,864,644,331,437,147,1052,NaN,602,1066,823,266,831,127,278,220,216,161,576,193,374,1050,862,570,465,474,936,1789,17.5,628,625,817,819,816,816,16.5,655,1703,842,446,1068,82.53968254,0.311508477,-0.04518136,0,NaN
1492,Female,40,Ottawa Ontario CA,Foreign,White Collar,16,3,2.5,Economy,1998,Non-sedan,White,1676.4,65.75963719,Married,150000,8.5,NaN,NaN,NaN,12,16,36,545,244,197,523,789,592,326,384,133,913,749,598,872,772,198,735,112,246,192,179,146,559,201,399,1089,908,514,402,423,847,1657,24.5,595,600,772.6,760,784,774,24.5,758,1591,805,324,1058,67.80045351,-0.402068287,-1.684782028,1.067867279,1
1493,Female,19,Ottawa Ontario CA,Foreign,,12,0,2.5,Economy,1993,Non-sedan,White,1651,74.82993197,Single,NaN,7,NaN,NaN,NaN,12,13,36,584,243,183,496,758,575,313,382,131,992,804,597,934,751,258,777,113,216,193,175,144,552,187,423,1130,811,504,396,447,885,1654,34.5,646,692,724,720,733,719,34.5,606,1614,958,442,970,76.64399093,0.234015509,0.94028455,1.080632567,2
1494,Male,41,Ottawa Ontario CA,Foreign,White Collar,16,2,8,Economy,1991,Non-sedan,White,1905,81.63265306,Married,150000,9,NaN,33,36,NaN,NaN,NaN,632,272,240,607,931,691,367,406,139,993,NaN,650,994,896,246,847,121,262,221,208,155,595,211,380,1053,937,594,439,486,975,1902,17.5,609,588,841.6,848,841,836,23.5,605,1719,878,501,1125,84.12698413,0.883846581,-1.250045061,0,NaN
1495,Male,52,Ottawa Ontario CA,Foreign,White Collar,18,2,5,Luxury,1990,Sedan,White,1828.8,65.75963719,Married,150000,12,34,33,34,NaN,NaN,NaN,660,276,191,532,844,653,341,386,131,909,NaN,596,923,845,291,846,119,276,206,211,151,573,205,329,919,954,561,427,403,970,1834,11.5,468,469,814.6,812,816,816,6,662,1664,747,421,1105,64.85260771,-0.048331887,-1.345053554,0,NaN
1496,Female,51,Ottawa Ontario CA,Foreign,White Collar,12,2,5,Economy,1992,Non-sedan,White,1549.4,50.79365079,Married,90000,6,NaN,NaN,NaN,8,8,34,562,217,172,462,704,532,290,332,127,827,700,527,811,684,257,744,111,211,175,159,138,532,183,370,971,740,460,360,379,851,1552,11,565,575,693.3,695,692,693,17.5,663,1492,648,344,948,50.56689342,-0.747154057,-0.138239011,0.934835613,2
1497,Male,52,Ottawa Ontario CA,Foreign,White Collar,14,2,8,Economy,1992,Non-sedan,White,1854.2,82.53968254,Married,90000,10.5,42,34,33,NaN,NaN,NaN,638,270,223,567,855,632,344,415,148,980,NaN,605,993,849,262,830,127,256,224,208,157,596,208,333,960,961,574,471,476,948,1825,19.5,597,586,810,819,805,806,7.5,634,1719,858,468,1066,80.95238095,0.354071081,-0.616578221,0,NaN
1498,Male,43,Ottawa Ontario CA,Foreign,Blue Collar,16,2,0.5,Economy,1992,Sedan,White,1778,88.43537415,Married,90000,9.5,42,33,32,NaN,NaN,NaN,630,269,229,576,874,645,347,480,145,1122,NaN,589,1119,801,252,810,110,250,214,194,162,568,186,368,1005,916,557,464,493,929,1759,19,567,560,819.6,821,815,823,18,650,1744,912,508,1029,87.07482993,0.411171883,0.53721869,0,NaN
1499,Male,56,Ottawa Ontario CA,<undefined>,White Collar,14,2,10,Economy,1997,Sedan,White,1752.6,64.39909297,Married,52500,9.5,38,31,33,NaN,NaN,NaN,547,249,222,547,844,622,325,409,146,944,NaN,567,979,810,175,756,118,256,215,204,156,570,192,333,943,862,553,432,431,874,1715,7.5,532,530,806,806,814,798,6,578,1555,809,431,1030,65.07936508,-1.0246948,-0.729120553,0,NaN
1500,Male,30,Ottawa Ontario CA,Foreign,White Collar,14,0,5,Economy,1997,Sedan,Asian,1701.8,77.09750567,Married,52500,9.5,40,33,30,NaN,NaN,NaN,601,251,213,512,795,582,299,423,145,962,NaN,557,999,731,266,790,125,253,199,203,155,574,199,354,996,776,516,444,465,913,1680,28,600,598,773,773,788,773,17.5,633,1658,842,451,959,73.92290249,-1.059604764,0.661072075,0,NaN
1501,Male,39,Ottawa Ontario CA,Foreign,Management,12,0,10,Economy,1989,Sedan,White,1651,68.02721088,Single,52500,7,38,32,NaN,NaN,NaN,NaN,568,245,205,502,781,576,297,411,144,989,NaN,551,981,728,242,738,104,215,196,170,154,552,189,336,948,776,508,471,435,862,1634,23.5,556,558,747.6,736,752,755,7.5,594,1615,860,455,938,68.48072562,-1.577423692,0.456812203,0,NaN
1502,Male,59,Ottawa Ontario CA,Foreign,Blue Collar,14,1,0.5,Luxury,1993,Sedan,White,1778,116.0997732,Single,150000,9.5,48,42,29,NaN,NaN,NaN,626,285,232,564,886,654,332,480,145,1186,NaN,605,1129,796,271,802,123,258,230,207,157,573,199,387,1106,901,563,488,500,919,1765,39,610,663,823.6,829,817,825,16.5,772,1868,1161,520,1046,109.5238095,0.627151549,1.37597084,0,NaN
1503,Male,42,Ottawa Ontario CA,Foreign,White Collar,21,1,8,Economy,1992,Non-sedan,White,1778,72.56235828,Married,70000,10.5,NaN,33,NaN,NaN,NaN,NaN,581,270,220,551,868,648,331,420,142,1009,NaN,604,1020,853,212,793,115,276,215,218,156,575,197,350,999,899,576,441,465,900,1776,6,553,543,832.6,832,827,839,4.5,563,1609,864,451,1045,71.6553288,-0.605327308,-0.670917153,0,NaN
1504,Male,25,Ottawa Ontario CA,Foreign,,14,0,2.5,Economy,1989,Sedan,White,1701.8,74.82993197,Married,37500,8.5,42,32,31,NaN,NaN,NaN,563,257,216,535,834,618,319,440,151,1032,NaN,590,1087,763,208,744,114,238,221,192,167,570,191,355,999,874,524,449,488,855,1673,22.5,580,583,756,755,755,758,12,615,1617,856,471,1002,75.73696145,-0.792613506,0.051709298,0,NaN
1505,Male,50,Ottawa Ontario CA,Foreign,Management,21,2,5,Economy,1994,Non-sedan,White,1854.2,86.16780045,Married,150000,11,42,36,34,NaN,NaN,NaN,603,266,205,551,880,675,346,427,135,1031,NaN,633,1015,890,211,802,127,264,214,214,148,566,199,346,1013,970,605,444,436,914,1840,30.5,590,571,868.6,863,870,873,13.5,598,1729,903,490,1079,85.94104308,0.873207092,-0.513905942,0,NaN
1506,Female,33,Ottawa Ontario CA,Foreign,White Collar,21,0,5,Economy,1988,Sedan,White,1727.2,57.59637188,Single,90000,7.5,NaN,NaN,NaN,8,7,36,586,234,194,524,777,583,330,362,129,872,749,565,840,771,246,797,105,223,180,181,146,566,197,442,949,823,504,390,435,919,1703,8,530,534,739.6,739,745,735,16,649,1533,720,392,1029,57.59637188,0.394844681,-0.691440105,-1.740888953,1
1507,Male,57,Ottawa Ontario CA,Foreign,Blue Collar,14,2,10,Economy,1994,Non-sedan,White,1828.8,88.43537415,Married,NaN,10,NaN,36,32,NaN,NaN,NaN,621,266,209,548,869,660,339,445,141,1093,NaN,638,1092,842,244,800,113,262,215,202,160,593,205,382,1056,988,577,464,460,923,1818,33.5,595,582,830.3,839,833,819,17,684,1789,970,481,1100,88.66213152,0.888023198,-0.094181888,0,NaN
1508,Male,43,Ottawa Ontario CA,Foreign,Service,16,4,5,Luxury,1997,Non-sedan,White,1854.2,81.63265306,Married,52500,11,34,33,34,NaN,NaN,NaN,627,273,228,581,896,668,353,426,148,1011,NaN,603,1055,830,252,848,120,268,210,201,159,581,200,352,1006,897,580,459,495,975,1855,15,570,556,842,833,841,852,11.5,615,1764,851,532,1061,81.85941043,0.022903146,-1.234820724,0,NaN
1509,Male,50,Ottawa Ontario CA,<undefined>,White Collar,14,2,2.5,Economy,1997,Non-sedan,White,1828.8,99.77324263,Married,NaN,10,42,38,29,NaN,NaN,NaN,647,286,236,578,899,663,342,463,150,1191,NaN,599,1192,795,265,828,126,250,222,206,157,583,197,393,1085,844,538,480,530,957,1794,38,640,641,843.3,860,854,816,17.5,664,1866,1013,536,1029,106.5759637,0.426622033,1.376428008,0,NaN
1510,Male,46,Ottawa Ontario CA,Foreign,Blue Collar,14,3,10,Luxury,1986,Sedan,White,1714.5,70.29478458,Married,NaN,9.5,42,32,30,NaN,NaN,NaN,600,259,205,519,831,626,314,409,138,960,NaN,557,967,757,261,806,121,243,219,205,162,583,200,341,958,833,527,441,467,914,1711,16,557,570,786.3,803,776,780,14,636,1619,865,427,1013,72.33560091,-0.501622677,-0.195687383,0,NaN
1511,Male,21,Ottawa Ontario CA,<undefined>,,14,0,8,Economy,1995,Sedan,White,1701.8,70.29478458,Single,150000,10.5,NaN,32,30,NaN,NaN,NaN,559,245,222,534,839,617,312,414,131,985,NaN,570,1009,758,215,741,111,251,209,197,147,556,206,319,961,843,518,433,464,866,1683,10,582,564,791.6,795,792,788,11,673,1628,756,432,1001,68.48072562,-1.715916753,-0.67492342,0,NaN
1512,Female,52,Ottawa Ontario CA,Northeast,White Collar,18,2,2.5,Economy,1998,Non-sedan,White,1676.4,74.37641723,Divorced/Widowed,90000,9,NaN,NaN,NaN,14,14,36,551,241,200,538,811,611,338,372,134,1001,813,595,914,807,200,744,118,236,199,188,147,561,201,417,1050,875,539,400,409,854,1683,17.5,607,629,772.3,781,774,762,22.5,740,1549,844,348,1067,72.10884354,0.265855134,-0.011808648,-1.316405177,4
1513,Male,54,Ottawa Ontario CA,Foreign,,16,0,0.5,Economy,1990,Sedan,White,1727.2,99.77324263,Divorced/Widowed,70000,9,42,44,29,NaN,NaN,NaN,638,267,216,519,831,615,303,455,137,1118,NaN,592,1116,758,281,805,110,241,198,192,153,569,194,386,1114,884,541,490,478,920,1707,33.5,623,637,769,762,771,774,13,728,1779,1098,526,971,97.95918367,-0.540718555,2.106388569,0,NaN
1514,Male,35,Ottawa Ontario CA,Foreign,White Collar,21,2,0.5,Economy,1994,Sedan,White,1828.8,56.6893424,Married,70000,10,38,30,36,NaN,NaN,NaN,602,253,205,553,853,648,348,389,135,848,NaN,601,860,868,223,796,120,253,195,200,152,563,195,318,896,962,571,413,431,919,1804,9,491,474,802,798,798,810,10,621,1578,723,404,1124,58.04988662,-1.287205815,-1.852152109,0,NaN
1515,Male,28,Ottawa Ontario CA,Foreign,White Collar,16,2,2.5,Economy,1996,Sedan,White,2057.4,90.70294785,Married,90000,14,44,38,38,NaN,NaN,NaN,696,291,212,600,947,735,388,421,144,994,NaN,696,1030,952,275,900,139,292,216,210,155,586,205,383,1072,1019,644,469,467,1018,2008,22,626,607,905,911,903,901,17,655,1851,972,526,1178,90.47619048,1.916593432,-1.621989727,0,NaN
1516,Male,57,Ottawa Ontario CA,Foreign,White Collar,16,2,2.5,Economy,1994,Sedan,Asian,1752.6,70.29478458,Married,90000,9,38,33,NaN,NaN,NaN,NaN,588,252,213,524,842,629,311,414,145,959,NaN,570,950,812,239,788,122,245,214,197,157,574,192,333,918,912,556,409,428,890,1735,13,527,537,825.3,818,825,833,11.5,628,1649,800,472,1044,68.25396825,-0.242264256,-0.5753721,0,NaN
1517,Male,53,Ottawa Ontario CA,Foreign,White Collar,14,0,5,Economy,1998,Non-sedan,White,1803.4,79.36507937,Married,NaN,10,42,33,34,NaN,NaN,NaN,639,272,207,564,867,660,357,453,136,991,NaN,605,1028,818,268,846,118,265,204,211,159,587,206,359,1002,921,545,466,446,960,1812,18,543,537,836.6,841,831,838,11,692,1743,869,452,1074,78.68480726,0.161301672,-0.624376237,0,NaN
1518,Male,27,Ottawa Ontario CA,Foreign,White Collar,24,0,5,<undefined>,NaN,<undefined>,White,1930.4,86.16780045,Single,90000,12,42,34,34,NaN,NaN,NaN,651,285,226,591,906,680,365,422,147,980,NaN,642,994,880,246,881,127,271,219,213,155,584,206,392,1062,954,574,432,479,1004,1903,13,603,597,868,871,862,871,19,665,1727,893,494,1139,83.90022676,0.113892213,-1.484138608,0,NaN
1519,Male,49,Ottawa Ontario CA,<undefined>,White Collar,14,0,5,Economy,1998,Non-sedan,White,1828.8,70.29478458,Divorced/Widowed,150000,11,38,32,34,NaN,NaN,NaN,606,257,213,561,879,666,348,431,138,981,NaN,602,969,848,217,812,125,264,206,202,153,578,203,345,968,893,573,453,445,928,1805,16.5,567,561,838.3,839,846,830,16,638,1678,844,465,1075,73.69614512,-0.473989457,-0.996713698,0,NaN
1520,Female,49,Ottawa Ontario CA,Foreign,White Collar,16,0,5,Economy,1997,Sedan,White,1701.8,61.67800454,Divorced/Widowed,70000,9,NaN,NaN,NaN,12,14,34,567,249,187,502,762,575,315,359,132,857,736,585,808,761,229,753,112,243,177,187,154,551,184,376,1031,829,518,400,405,866,1667,13.5,596,587,781.6,778,790,777,18.5,745,1552,681,323,1058,62.81179138,0.511593699,-0.328645617,1.722244382,2
1521,Male,38,Ottawa Ontario CA,Foreign,,16,0,8,Economy,1993,Sedan,White,1651,65.75963719,Single,70000,8,38,29,30,NaN,NaN,NaN,546,255,201,493,786,585,292,416,140,995,NaN,548,1018,760,215,736,115,238,211,187,160,568,196,323,924,792,513,468,457,858,1630,8.5,567,555,745.6,743,744,750,4,551,1516,742,438,972,66.21315193,-1.701135635,-0.007445007,0,NaN
1522,Male,53,Ottawa Ontario CA,Foreign,White Collar,16,0,2.5,Economy,1991,Sedan,White,1803.4,97.50566893,Married,90000,11.5,44,38,30,NaN,NaN,NaN,599,277,217,564,851,634,347,519,154,1084,NaN,621,1053,824,230,774,112,268,229,208,168,584,190,380,1061,918,563,485,468,900,1777,25,610,630,835.3,845,834,827,15,667,1754,1011,489,1064,93.87755102,0.477330059,0.954217196,0,NaN
1523,Female,42,Ottawa Ontario CA,Foreign,White Collar,18,1,5,Economy,1992,Sedan,White,1676.4,53.06122449,Married,90000,8,NaN,NaN,NaN,6,7,34,570,229,185,477,745,560,292,329,130,819,704,568,784,778,259,765,109,221,172,175,151,551,187,348,970,784,512,367,384,872,1677,9,536,534,707.3,712,702,708,14,665,1482,634,346,1033,53.7414966,0.669226408,-0.795814812,-0.542234778,2
1524,Male,29,Ottawa Ontario CA,South,,14,0,2.5,<undefined>,2000,<undefined>,White,1828.8,68.02721088,Single,25000,9.5,40,32,34,NaN,NaN,NaN,615,252,206,531,832,626,325,408,131,936,NaN,576,966,833,257,838,122,240,207,203,152,576,205,326,950,895,563,438,435,949,1809,6.5,531,522,792.3,795,790,792,7.5,570,1649,793,445,1058,66.4399093,-0.38979134,-0.956293643,0,NaN
1525,Female,33,Ottawa Ontario CA,Foreign,White Collar,14,0,2.5,<undefined>,2000,<undefined>,,1689.1,69.3877551,Single,12500,10,NaN,NaN,NaN,10,12,36,579,238,199,536,799,600,337,379,127,945,814,610,909,792,229,750,112,237,169,179,142,557,197,385,1063,863,537,403,445,861,1685,21,611,622,734.6,738,723,743,27.5,731,1594,748,346,1074,69.3877551,0.684924006,-0.052783072,-0.611794114,2
1526,Male,39,Ottawa Ontario CA,Foreign,White Collar,18,2,2.5,Economy,1985,Sedan,White,1803.4,79.36507937,Married,NaN,10,38,36,34,NaN,NaN,NaN,636,266,224,561,859,635,337,446,139,957,NaN,610,959,852,266,834,104,254,209,200,156,575,202,357,1022,919,565,449,488,961,1811,16,608,589,798.3,801,797,797,15,624,1694,867,465,1071,78.45804989,0.585788071,-0.246437818,0,NaN
1527,Male,24,Ottawa Ontario CA,Foreign,,12,0,0.5,Economy,1988,Sedan,White,1905,83.90022676,Single,52500,11,NaN,34,NaN,NaN,NaN,NaN,626,270,225,597,923,698,372,442,136,1039,NaN,657,1024,915,226,850,106,270,219,215,145,568,201,364,1072,973,610,447,482,965,1909,16,626,606,882.3,885,883,879,14.5,639,1724,889,464,1154,86.84807256,0.321935445,-1.500815034,0,NaN
1528,Male,35,Ottawa Ontario CA,Foreign,White Collar,16,0,8,Economy,1994,Sedan,White,1828.8,79.36507937,Single,52500,10,40,33,33,NaN,NaN,NaN,635,269,229,561,859,630,332,416,145,1011,NaN,588,1038,805,263,843,110,257,211,196,164,603,210,352,1005,899,548,452,473,971,1811,12,569,565,828.3,825,830,830,5.5,638,1736,863,460,1034,79.8185941,0.236914158,0.023372618,0,NaN
1529,Male,55,Ottawa Ontario CA,Foreign,,16,2,5,Economy,1996,Non-sedan,White,1727.2,72.10884354,Married,150000,10,40,34,33,NaN,NaN,NaN,571,269,210,527,827,617,317,394,141,1019,NaN,560,1038,798,224,765,113,253,214,204,152,553,192,348,958,851,538,409,442,882,1708,13,562,557,803.3,810,796,804,15.5,609,1612,855,458,1022,73.24263039,-0.443226963,0.17102471,0,NaN
1530,Female,55,Ottawa Ontario CA,Foreign,,12,0,0.5,Economy,1991,Sedan,White,1625.6,83.90022676,Single,37500,9,NaN,NaN,NaN,18,20,40,569,249,199,496,757,558,297,426,137,1112,903,489,991,685,262,747,112,245,189,182,145,555,194,443,1239,853,474,387,441,851,1595,29.5,622,680,747,755,739,747,27,785,1731,1049,412,956,85.26077098,-0.371572882,1.218694568,0.551630497,3
1531,Male,42,Ottawa Ontario CA,Foreign,Management,21,1,2.5,Luxury,1998,Sedan,White,1752.6,81.63265306,Married,150000,8.5,42,33,32,NaN,NaN,NaN,591,265,232,550,865,633,318,442,138,1017,NaN,612,1042,776,237,792,120,258,205,199,153,555,183,391,1062,858,547,445,498,901,1738,22,610,595,785.3,782,792,782,21.5,595,1690,917,506,1004,82.99319728,-0.331981778,0.25513491,0,NaN
1532,Female,25,Ottawa Ontario CA,Foreign,,16,0,5,<undefined>,2000,<undefined>,White,1625.6,48.97959184,Single,7500,6,NaN,NaN,NaN,6,5,34,565,237,186,501,756,570,315,338,134,830,675,548,778,751,233,750,105,226,178,171,146,540,176,349,926,775,488,388,396,844,1597,10.5,509,531,734.3,740,733,730,16.5,539,1451,715,382,955,48.5260771,-0.534505606,-0.810088158,0.909590244,2
1533,Male,40,Ottawa Ontario CA,Foreign,,14,2,8,Economy,1992,Sedan,White,2006.6,126.984127,Married,70000,14,48,42,38,NaN,NaN,NaN,680,294,230,646,1000,770,416,573,148,1314,NaN,676,1323,944,251,902,136,305,230,230,157,601,210,428,1189,1051,664,515,602,1016,1997,30.5,695,672,955.3,948,964,954,8,749,1860,1050,491,1229,126.3038549,2.194246292,-0.56310761,0,NaN
1534,Male,37,Ottawa Ontario CA,Foreign,Blue Collar,14,0,5,<undefined>,2000,<undefined>,White,1828.8,83.90022676,Single,37500,10.5,42,34,34,NaN,NaN,NaN,608,285,230,574,911,681,344,442,148,1009,NaN,623,1012,875,224,822,117,270,216,210,159,595,207,384,1040,949,592,465,500,949,1834,21.5,629,612,844.6,841,844,849,13,665,1696,911,454,1107,87.3015873,0.423570991,-0.828010678,0,NaN
1535,Female,47,Ottawa Ontario CA,Foreign,White Collar,16,4,0.5,Economy,1996,Sedan,White,1600.2,80.72562358,Divorced/Widowed,37500,8,NaN,NaN,NaN,14,16,38,583,227,206,503,773,567,297,451,141,1129,921,579,1057,708,266,749,106,235,188,178,152,573,194,408,1186,863,478,429,475,854,1594,44.5,615,655,767,773,768,760,28.5,726,1647,994,362,968,80.72562358,-0.331844121,1.159441471,-0.08974725,3
1536,Male,59,Ottawa Ontario CA,Foreign,Management,14,2,5,Economy,1998,Sedan,White,1854.2,89.79591837,Married,150000,11.5,44,36,31,NaN,NaN,NaN,672,283,183,550,836,653,367,466,142,1089,NaN,609,1078,832,286,840,116,286,223,211,155,563,186,396,1032,937,570,473,460,954,1842,20.5,593,589,840,843,837,840,16,721,1798,986,475,1109,87.98185941,1.338396072,-0.145460799,0,NaN
1537,Male,59,Ottawa Ontario CA,Foreign,Service,16,2,10,Economy,1986,Non-sedan,White,1727.2,73.01587302,Single,52500,9,40,34,31,NaN,NaN,NaN,570,249,211,530,827,616,319,421,137,1029,NaN,587,1004,780,216,786,110,250,214,194,149,548,186,353,991,876,547,441,453,880,1706,16,559,556,780.3,795,770,776,13,627,1630,889,446,1018,74.37641723,-0.885267615,-0.464303553,0,NaN
1538,Female,36,Ottawa Ontario CA,Foreign,,14,2,2.5,Economy,1989,Non-sedan,White,1727.2,58.9569161,Married,70000,7.5,NaN,NaN,NaN,9,10,36,621,239,188,522,803,615,334,354,128,848,706,593,843,802,282,794,104,235,170,180,147,530,177,379,963,835,523,381,413,901,1728,14.5,559,586,770.6,771,772,769,27.5,715,1599,656,357,1091,55.78231293,1.106707692,-1.060917377,-2.298106194,2
1539,Male,57,Ottawa Ontario CA,Foreign,Management,18,0,0.5,Economy,1992,Sedan,White,1714.5,75.73696145,Married,90000,10.5,42,34,NaN,NaN,NaN,NaN,635,265,214,533,831,617,319,428,143,998,NaN,564,994,748,288,836,125,271,229,204,144,561,200,360,987,838,536,449,469,941,1719,22,548,537,815,816,810,819,11,686,1689,911,431,1024,74.14965986,-0.919105649,0.337869376,0,NaN
1540,Female,53,Ottawa Ontario CA,Foreign,,12,0,10,Economy,1997,Sedan,White,1701.8,65.75963719,Divorced/Widowed,25000,9.5,NaN,NaN,NaN,12,12,36,574,243,193,534,810,617,341,396,137,907,740,617,847,797,218,772,117,253,188,195,145,567,196,401,1045,921,548,396,415,876,1715,16.5,572,594,789,784,791,792,31,746,1619,764,381,1094,66.4399093,1.259649515,-0.516547859,0.134321272,3
1541,Female,49,Ottawa Ontario CA,Foreign,White Collar,14,0,8,Economy,1988,Sedan,White,1701.8,69.3877551,Married,NaN,9.5,NaN,NaN,NaN,12,12,36,622,240,188,523,790,602,335,398,134,965,761,578,920,741,272,809,120,252,198,191,145,571,194,405,1055,786,518,396,440,914,1701,15,594,607,760,767,758,755,23.5,769,1661,761,390,1050,68.25396825,0.760963798,0.180321366,-0.498256236,3
1542,Male,48,Ottawa Ontario CA,Foreign,White Collar,14,2,8,Economy,1999,Sedan,White,1841.5,95.23809524,Married,90000,13,40,38,32,NaN,NaN,NaN,633,287,238,570,876,638,332,460,141,1093,NaN,626,1159,815,256,857,120,282,225,211,155,572,202,402,1109,908,571,464,522,969,1835,23,630,615,818.6,815,815,826,20.5,696,1806,960,504,1073,96.37188209,0.77972281,0.118255995,0,NaN
1543,Male,51,Ottawa Ontario CA,<undefined>,Management,18,0,5,Economy,1997,Sedan,White,1803.4,77.09750567,Single,90000,11,40,36,32,NaN,NaN,NaN,652,265,200,507,816,616,307,392,139,943,NaN,606,939,816,304,809,105,275,213,203,150,553,192,387,996,913,558,437,443,934,1785,13,563,542,799.3,806,796,796,16.5,551,1699,939,482,1008,71.88208617,0.31554848,-0.356926292,0,NaN
1544,Female,40,Ottawa Ontario CA,Foreign,,14,0,2.5,Economy,1999,Sedan,White,1574.8,69.84126984,Single,70000,7,NaN,NaN,NaN,12,13,36,589,235,191,504,746,555,313,418,135,1015,842,554,966,704,260,760,107,230,190,175,148,566,189,393,1050,864,485,408,454,866,1590,34.5,617,627,695.3,698,694,694,28,726,1593,836,374,936,70.97505669,0.104193538,0.583618641,0.011683006,2
1545,Male,49,Ottawa Ontario CA,Foreign,White Collar,21,4,5,Economy,1994,Non-sedan,White,1778,93.42403628,Married,150000,10,46,40,31,NaN,NaN,NaN,618,265,222,562,859,637,340,481,145,1176,NaN,614,1158,784,240,791,108,260,210,202,157,564,188,395,1081,913,568,463,514,902,1777,27.5,636,618,824,822,826,824,13,703,1768,996,489,1048,93.65079365,0.481351376,0.170979664,0,NaN
1546,Male,61,Ottawa Ontario CA,Foreign,,14,4,8,<undefined>,1984,Sedan,,1778,88.43537415,Married,NaN,10.5,44,36,32,NaN,NaN,NaN,593,271,217,546,861,644,329,465,151,1083,NaN,616,1130,800,226,778,115,264,223,201,161,572,195,382,1036,905,570,480,488,899,1763,26.5,584,585,825.3,837,820,819,8.5,662,1685,935,461,1059,87.07482993,0.123790249,0.044773348,0,NaN
1547,Male,33,Ottawa Ontario CA,Foreign,White Collar,16,0,2.5,Economy,1997,Sedan,White,1854.2,97.50566893,Married,150000,11.5,44,38,NaN,NaN,NaN,NaN,651,283,227,552,860,633,325,438,141,1129,NaN,631,1113,841,302,851,131,281,218,210,156,601,207,395,1087,930,589,455,513,973,1853,30,650,646,821.6,822,819,824,22.5,664,1845,952,536,1075,99.09297052,1.098023415,0.47661975,0,NaN
1548,Female,56,Ottawa Ontario CA,Foreign,,16,3,5,Economy,1999,Non-sedan,White,1600.2,56.6893424,Married,70000,8,NaN,NaN,NaN,12,11,36,559,225,185,477,740,555,292,364,137,980,822,557,867,707,249,749,106,236,194,179,152,563,192,369,983,856,481,401,426,859,1598,24.5,550,557,705,703,710,702,26,719,1563,740,346,981,59.63718821,-0.365326077,0.080434024,-0.279130429,3
1549,Female,43,Ottawa Ontario CA,Foreign,White Collar,16,0,8,Economy,1984,Sedan,White,1676.4,53.96825397,Divorced/Widowed,52500,8,NaN,NaN,NaN,6,6,34,563,232,182,496,755,573,314,352,126,831,723,579,824,774,225,767,115,235,184,190,146,564,197,357,936,821,519,390,392,873,1674,13,568,556,727.6,732,723,728,22,683,1513,612,358,1037,54.87528345,0.307769895,-1.136544824,-1.183631301,1
1550,Male,57,Ottawa Ontario CA,Foreign,Blue Collar,14,5,0.5,Economy,1993,Sedan,White,1727.2,76.19047619,Married,52500,8.5,42,34,NaN,NaN,NaN,NaN,608,250,218,516,803,585,298,456,136,1069,NaN,583,1083,751,265,815,108,255,207,194,151,572,198,351,969,819,513,464,484,910,1710,14,542,517,761.6,747,768,770,17,583,1692,883,768,961,73.92290249,-0.311594874,1.183396697,0,NaN
1551,Male,20,Ottawa Ontario CA,Foreign,,14,0,0.5,<undefined>,2000,<undefined>,White,1930.4,90.70294785,Single,7500,14,NaN,36,34,NaN,NaN,NaN,665,285,227,571,888,661,344,439,128,1018,NaN,650,1023,841,284,853,117,296,221,218,153,572,193,379,1094,907,589,467,504,961,1890,19.5,622,625,849.6,843,846,860,23,594,1874,968,554,1043,92.06349206,1.916372776,-0.051951632,0,NaN
1552,Male,49,Ottawa Ontario CA,Foreign,White Collar,16,2,2.5,Economy,1997,Sedan,White,1828.8,113.3786848,Married,90000,11,44,44,33,NaN,NaN,NaN,590,282,230,565,881,651,335,479,150,1185,NaN,649,1127,818,213,801,114,267,220,206,162,585,203,445,1186,917,582,471,531,931,1818,32.5,704,686,818.3,826,816,815,31.5,708,1818,1172,518,1056,114.2857143,0.450788558,2.219407797,0,NaN
1553,Male,40,Ottawa Ontario CA,Foreign,,14,1,5,Economy,1998,Non-sedan,White,1790.7,82.99319728,Married,150000,9.5,42,33,31,NaN,NaN,NaN,619,267,224,552,836,612,328,416,145,1032,NaN,589,1038,784,261,813,113,265,217,199,156,574,200,368,1017,862,520,463,484,946,1758,15,586,569,775.6,785,774,768,16,625,1726,921,507,1018,79.8185941,-0.393397003,0.588365912,0,NaN
1554,Female,30,Ottawa Ontario CA,Foreign,,16,0,8,Economy,1990,Non-sedan,White,1701.8,57.59637188,Married,150000,8,NaN,NaN,NaN,8,10,34,559,240,178,494,760,582,316,353,127,853,725,604,829,797,218,754,102,236,174,184,140,541,193,369,994,835,523,405,383,864,1685,8.5,579,574,764.3,766,761,766,11,662,1503,674,339,1064,58.73015873,0.816262722,-0.629352391,-0.805366337,3
1555,Male,36,Ottawa Ontario CA,Foreign,Service,14,0,5,Economy,1998,Non-sedan,White,1854.2,90.70294785,Single,52500,12,46,36,34,NaN,NaN,NaN,620,261,226,587,901,675,361,455,151,1023,NaN,635,1054,808,230,859,131,271,220,211,158,606,210,391,1110,872,556,463,495,965,1824,17.5,656,612,864.6,859,864,871,19,639,1760,900,488,1050,87.75510204,-0.351537317,-1.047281504,0,NaN
1556,Female,23,Ottawa Ontario CA,Foreign,Service,14,0,0.5,Economy,1997,Sedan,White,1600.2,52.15419501,Single,NaN,6,NaN,NaN,NaN,7,5,36,552,234,186,473,715,529,287,333,128,854,685,552,814,752,238,755,106,220,176,174,139,533,184,334,917,776,493,396,392,854,1604,13.5,537,534,670,664,671,675,14.5,564,1483,715,388,965,51.02040816,-0.25595808,-0.459114015,-0.771467507,3
1557,Female,31,Ottawa Ontario CA,Foreign,White Collar,18,0,5,Economy,1987,Sedan,,1574.8,68.02721088,Single,90000,7,NaN,NaN,NaN,NaN,14,36,543,243,205,500,753,548,295,402,138,989,852,572,992,681,237,736,116,221,189,175,152,569,196,439,1139,756,482,445,457,839,1579,40,678,655,683,676,689,684,33.5,716,1587,794,349,954,76.8707483,-0.496284157,0.993362248,1.112998843,2
1558,Male,21,Ottawa Ontario CA,Foreign,,14,0,2.5,Economy,1988,Sedan,White,1854.2,106.5759637,Single,150000,12,46,38,34,NaN,NaN,NaN,645,283,253,602,927,674,349,475,141,1154,NaN,646,1181,858,258,843,114,266,210,211,153,588,205,421,1191,885,590,467,543,955,1866,35.5,724,713,835,848,832,825,24,676,1855,987,530,1082,109.0702948,1.308084369,0.586966693,0,NaN
1559,Male,57,Ottawa Ontario CA,Foreign,Management,16,3,2.5,Economy,1992,Sedan,White,1739.9,89.79591837,Married,90000,9,42,38,30,NaN,NaN,NaN,592,271,219,545,830,611,326,461,146,1134,NaN,618,1106,785,233,757,126,253,214,202,123,581,205,393,1081,905,557,459,490,871,1741,32.5,594,605,800.3,793,809,799,28,620,1734,986,511,1014,92.5170068,-0.120158903,1.486504912,0,NaN
1560,Male,52,Ottawa Ontario CA,Foreign,,18,1,10,Economy,1987,Sedan,White,1879.6,107.4829932,Married,150000,10.5,44,42,32,NaN,NaN,NaN,645,275,216,580,909,693,364,498,146,1129,NaN,680,1128,888,257,824,115,266,221,198,153,576,198,410,1137,1016,608,467,505,930,1878,26.5,687,679,859,856,854,867,12,770,1861,1086,517,1164,106.122449,2.092150688,0.157706484,0,NaN
1561,Male,27,Ottawa Ontario CA,Foreign,,18,0,5,<undefined>,2000,<undefined>,White,1752.6,81.63265306,Single,NaN,10,NaN,38,NaN,NaN,NaN,NaN,625,257,228,537,854,626,309,419,143,1015,NaN,596,1043,770,277,812,116,254,201,199,165,585,202,391,1056,847,534,453,498,933,1726,28.5,621,612,779,781,794,762,28,608,1684,924,490,1009,82.53968254,-0.557742715,0.738523662,0,NaN
1562,Male,49,Ottawa Ontario CA,Foreign,White Collar,14,2,5,Economy,1999,Sedan,White,1612.9,65.75963719,Married,52500,7.5,40,34,28,NaN,NaN,NaN,578,246,214,515,785,571,301,412,142,989,NaN,559,999,718,239,713,99,244,205,183,156,557,189,361,964,870,493,437,460,843,1595,15,545,530,762,773,754,759,7.5,708,1535,877,346,1009,68.48072562,-2.043841124,0.298979312,0,NaN
1563,Female,33,Ottawa Ontario CA,Foreign,White Collar,14,0,5,Economy,1998,Sedan,White,1701.8,65.75963719,Married,90000,7.5,NaN,NaN,NaN,10,12,36,587,235,185,507,783,598,322,398,134,960,740,615,936,786,237,769,111,232,184,176,145,546,189,411,1083,837,525,386,438,874,1695,23,620,625,740.6,745,735,742,24.5,710,1589,771,363,1063,68.48072562,0.859761655,-0.000394864,-0.402244359,2
1564,Male,47,Ottawa Ontario CA,Foreign,Management,14,2,2.5,Economy,1995,Sedan,White,1803.4,81.63265306,Married,150000,10,42,36,34,NaN,NaN,NaN,624,266,223,555,869,646,332,438,142,1013,NaN,618,1038,810,256,827,125,266,220,204,153,558,196,357,1007,923,556,455,483,923,1785,15.5,580,565,806,808,804,806,11,672,1756,1017,501,1077,82.76643991,0.683248222,0.386422127,0,NaN
1565,Female,35,Ottawa Ontario CA,Foreign,White Collar,14,0,5,Economy,1989,Sedan,White,1600.2,62.13151927,Single,37500,8,NaN,NaN,NaN,8,9,34,537,235,199,495,752,553,296,368,134,927,732,564,899,718,210,742,117,235,184,178,152,566,197,413,1046,786,498,401,415,846,1609,10,628,642,715.3,718,712,716,11,725,1535,678,363,1006,62.81179138,-0.50427264,0.283054143,-0.228177771,3
1566,Female,62,Ottawa Ontario CA,Foreign,White Collar,14,1,2.5,Economy,1991,Sedan,White,1727.2,62.76643991,Single,25000,8.5,NaN,NaN,NaN,12,12,36,563,240,188,524,789,601,336,374,136,931,789,601,908,810,202,765,121,242,189,189,148,577,204,345,969,961,525,416,424,861,1701,15,508,551,765.3,760,763,773,14,622,1530,832,384,1038,60.99773243,0.221246287,-0.997696996,0.877062738,1
1567,Male,39,Ottawa Ontario CA,Foreign,White Collar,18,3,8,Economy,1990,Non-sedan,White,1778,74.82993197,Married,150000,9.5,42,32,32,NaN,NaN,NaN,596,257,217,560,842,625,343,461,136,983,NaN,619,1021,826,239,795,116,259,212,195,146,558,196,346,989,852,553,431,467,901,1768,23.5,587,561,785.6,780,786,791,11.5,614,1651,804,471,1063,74.14965986,-0.198949695,-0.848351061,0,NaN
1568,Male,27,Ottawa Ontario CA,Foreign,,18,0,2.5,Economy,1992,Sedan,White,1778,70.29478458,Single,NaN,9,NaN,31,NaN,NaN,NaN,NaN,570,256,230,554,851,621,324,380,143,881,NaN,603,895,803,215,769,114,257,200,196,156,594,210,321,956,857,554,423,449,950,1777,9,565,545,794,786,807,789,11,614,1644,761,432,1039,66.89342404,-1.411479473,-1.173430681,0,NaN
1569,Male,34,Ottawa Ontario CA,Foreign,White Collar,16,0,5,Luxury,1995,Sedan,White,1790.7,71.6553288,Single,37500,10,42,32,32,NaN,NaN,NaN,617,240,216,540,833,617,324,403,136,938,NaN,600,991,806,255,813,111,265,204,208,151,555,192,361,974,869,553,445,471,928,1781,12.5,555,531,778.6,781,779,776,13.5,655,1684,817,422,1054,68.93424036,-0.531703293,-1.106644034,0,NaN
1570,Male,35,Ottawa Ontario CA,Foreign,Service,16,0,8,Economy,1995,Sedan,White,1803.4,88.43537415,Single,25000,10,NaN,33,34,NaN,NaN,NaN,612,264,221,571,866,645,350,463,139,1094,NaN,624,1116,813,258,821,118,263,205,203,157,593,210,395,1072,868,552,455,480,924,1800,16,618,613,840.6,841,835,846,5,618,1749,852,497,1054,88.43537415,0.449763387,0.718052804,0,NaN
1571,Male,55,Ottawa Ontario CA,Foreign,Blue Collar,14,4,8,Economy,1998,Sedan,White,1752.6,89.34240363,Married,150000,12,44,38,30,NaN,NaN,NaN,585,274,210,537,867,657,327,456,153,1127,NaN,617,1114,795,237,798,111,273,231,212,160,569,192,369,1041,922,549,467,482,898,1743,28.5,591,595,820,823,825,812,21.5,628,1700,1005,502,1045,91.38321995,-0.143417016,-0.105566785,0,NaN
1572,Male,65,Ottawa Ontario CA,Foreign,,12,2,10,Luxury,1997,Sedan,White,1727.2,65.75963719,Divorced/Widowed,37500,9.5,40,36,29,NaN,NaN,NaN,616,264,196,509,800,604,313,415,150,983,NaN,602,979,756,262,821,127,260,207,199,163,598,207,373,1018,915,535,449,455,919,1742,17,561,568,794.6,792,795,797,22.5,755,1757,986,427,1051,77.09750567,0.021447105,0.194443122,0,NaN
1573,Female,41,Ottawa Ontario CA,Foreign,,14,2,0.5,Economy,1985,Sedan,White,1676.4,58.50340136,Married,52500,8,NaN,NaN,NaN,8,6,34,575,239,196,506,779,583,310,346,131,837,708,574,807,784,240,770,102,237,190,184,145,534,177,367,976,828,530,397,406,877,1684,13,544,562,727.6,720,738,725,27.5,674,1535,672,353,1055,56.00907029,0.526509583,-0.400414199,-1.843979597,1
1574,Male,39,Ottawa Ontario CA,West,White Collar,16,0,5,Economy,1993,Sedan,White,1701.8,85.26077098,Single,70000,9.5,NaN,38,NaN,NaN,NaN,NaN,581,265,217,531,843,626,314,454,142,1068,NaN,598,1079,781,243,763,117,262,205,199,154,577,201,382,1049,853,535,475,498,888,1690,28.5,613,606,776,766,787,775,26.5,742,1676,953,442,1053,86.62131519,-0.673475087,0.919598341,0,NaN
1575,Female,36,Ottawa Ontario CA,Foreign,,12,2,5,Economy,1989,Sedan,White,1574.8,63.26530612,Married,52500,7,NaN,NaN,NaN,12,11,36,563,233,194,504,765,571,310,380,126,943,786,584,861,726,236,768,110,234,187,175,144,535,181,389,1030,779,490,421,413,873,1620,21,596,588,715,716,713,716,18,688,1555,751,362,994,64.1723356,-0.110569715,-0.066066228,-0.295008302,3
1576,Female,54,Ottawa Ontario CA,Foreign,,12,2,0.5,Economy,1997,Sedan,White,1663.7,68.02721088,Married,52500,8,NaN,NaN,NaN,10,12,36,576,229,173,498,770,597,325,381,137,921,784,602,866,782,232,750,110,235,178,174,146,556,188,410,1052,916,518,376,410,842,1657,23,584,613,746.6,749,750,741,34,723,1570,754,355,1050,66.21315193,0.65918684,-0.275617391,-0.528517067,2
1577,Male,56,Ottawa Ontario CA,Foreign,White Collar,14,2,0.5,Economy,1997,Sedan,White,1905,79.36507937,Married,52500,10.5,42,34,34,NaN,NaN,NaN,650,265,231,573,887,656,342,410,146,999,NaN,637,1014,866,263,880,126,274,215,211,163,584,197,366,1016,960,600,447,486,983,1897,24.5,562,567,831.3,832,833,829,14.5,671,1765,904,485,1120,83.67346939,1.282090425,-0.517303944,0,NaN
1578,Female,46,Ottawa Ontario CA,Foreign,Service,16,2,2.5,Economy,1991,Non-sedan,White,1816.1,79.36507937,Married,70000,10,NaN,NaN,NaN,15,15,38,621,249,189,544,843,654,355,419,142,1038,863,651,999,853,247,809,115,259,195,207,146,574,198,413,1113,1032,574,426,446,917,1817,17,629,637,809.3,812,809,807,24,748,1708,878,415,1143,82.53968254,2.549726963,-0.517702341,-1.673539281,3
1579,Male,65,Ottawa Ontario CA,Foreign,,16,2,8,Luxury,1997,Sedan,White,1676.4,68.02721088,Divorced/Widowed,150000,7.5,40,34,28,NaN,NaN,NaN,553,254,211,515,826,615,304,400,145,960,NaN,574,972,735,210,757,109,234,218,203,153,567,195,345,936,826,516,430,451,871,1671,9,524,528,783.6,756,801,794,7.5,600,1596,861,436,980,68.48072562,-1.384592414,-0.412590653,0,NaN
1580,Male,34,Ottawa Ontario CA,Foreign,Blue Collar,12,0,0.5,Economy,1992,Sedan,White,1803.4,104.30839,Married,37500,10.5,48,38,28,NaN,NaN,NaN,627,262,208,550,858,650,342,487,135,1133,NaN,626,1096,790,264,819,123,265,225,206,142,567,198,426,1172,855,564,457,483,934,1770,36.5,731,694,815.6,813,823,811,36.5,668,1850,1057,565,1005,103.4013605,0.388080746,0.706419587,0,NaN
1581,Male,64,Ottawa Ontario CA,Foreign,Service,14,3,8,Economy,1998,Sedan,White,1803.4,96.14512472,Married,70000,12,46,40,NaN,NaN,NaN,NaN,599,291,216,543,855,639,327,437,139,1132,NaN,675,1088,833,240,796,126,274,218,207,148,553,190,416,1139,919,582,457,477,887,1775,25.5,653,653,813,819,816,804,15.5,674,1746,988,451,1061,98.86621315,0.089285485,1.603220463,0,NaN
1582,Male,52,Ottawa Ontario CA,Foreign,,12,3,8,Economy,1989,Sedan,White,1803.4,88.43537415,Married,37500,10.5,46,36,30,NaN,NaN,NaN,630,256,221,562,885,664,341,504,144,1098,NaN,623,1092,777,266,808,117,270,177,209,162,573,193,383,1082,861,553,459,506,926,1789,17,574,590,829.6,823,835,831,19,624,1806,982,535,1003,89.11564626,0.360205829,0.803493679,0,NaN
1583,Male,62,Ottawa Ontario CA,Foreign,,18,3,5,Economy,1997,Sedan,White,1701.8,72.56235828,Married,52500,7.5,40,36,28,NaN,NaN,NaN,595,248,213,539,820,607,326,385,144,988,NaN,575,970,754,231,775,110,238,197,179,153,570,198,358,953,857,525,429,455,904,1702,16.5,541,533,769.3,776,763,769,15,630,1654,880,472,991,70.97505669,-0.479164392,0.501453698,0,NaN
1584,Male,22,Ottawa Ontario CA,Foreign,,14,0,2.5,Economy,1993,Sedan,White,1854.2,68.02721088,Single,17500,10.5,40,34,32,NaN,NaN,NaN,628,247,212,551,838,626,339,403,129,916,NaN,609,928,844,257,851,114,261,211,200,150,569,194,347,954,888,568,437,465,948,1824,12.5,509,496,832.3,822,846,829,12,557,1720,792,487,1041,63.71882086,-0.727823794,-1.152699351,0,NaN
1585,Male,45,Ottawa Ontario CA,Foreign,White Collar,14,2,0.5,Economy,1998,Sedan,White,1828.8,121.0884354,Married,70000,10.5,44,46,33,NaN,NaN,NaN,655,279,235,587,907,672,352,493,149,1292,NaN,679,1228,837,275,851,115,267,207,213,156,582,198,470,1261,964,585,477,564,986,1859,54.5,745,706,860.6,859,857,866,31.5,770,1902,1182,619,1096,125.8503401,1.941379905,1.192101836,0,NaN
1586,Male,28,Ottawa Ontario CA,Foreign,,14,0,5,<undefined>,2000,<undefined>,Hispanic,1828.8,90.70294785,Single,12500,12.5,NaN,38,36,NaN,NaN,NaN,624,270,244,594,900,656,350,437,146,1048,NaN,628,1057,833,244,832,107,281,209,198,162,576,196,405,1098,922,580,469,528,966,1838,45,659,627,853,846,854,859,35,755,1762,878,451,1099,92.06349206,0.997659385,0.304175735,0,NaN
1587,Male,33,Ottawa Ontario CA,Foreign,,18,0,0.5,Economy,1987,Non-sedan,White,1676.4,81.63265306,Single,52500,7.5,40,33,28,NaN,NaN,NaN,542,246,216,521,806,590,305,419,150,1062,NaN,580,1078,723,207,755,111,245,201,179,157,588,202,366,1038,785,495,443,499,856,1624,34,615,610,754,762,750,750,28.5,643,1616,855,458,939,77.77777778,-1.823662519,1.297923326,0,NaN
1588,Male,58,Ottawa Ontario CA,Foreign,,16,1,5,Economy,1990,Sedan,White,1816.1,74.82993197,Married,37500,9,40,36,32,NaN,NaN,NaN,601,264,196,547,868,672,351,421,144,983,NaN,629,989,845,213,785,125,254,217,198,152,555,192,361,981,942,579,437,472,896,1789,20.5,546,551,799.3,797,800,801,12,620,1639,874,426,1089,73.92290249,-0.415143013,-0.957866609,0,NaN
1589,Male,59,Ottawa Ontario CA,Foreign,Service,12,2,2.5,Economy,1995,Sedan,Asian,1765.3,79.36507937,Married,70000,9.5,44,36,30,NaN,NaN,NaN,584,270,205,527,826,621,322,423,147,1033,NaN,609,1018,780,229,785,117,253,209,210,160,555,181,360,1012,874,549,455,463,897,1746,38,567,553,799.6,804,786,809,24.5,642,1696,936,467,1026,78.00453515,-0.123143382,0.859838545,0,NaN
1590,Male,33,Ottawa Ontario CA,Foreign,Blue Collar,14,0,5,Economy,1987,Sedan,White,1701.8,76.19047619,Single,37500,8,NaN,30,NaN,NaN,NaN,NaN,577,258,213,531,822,609,318,440,135,960,NaN,566,1002,745,226,803,111,256,201,184,154,569,196,350,975,783,515,429,461,920,1700,8,577,585,774.6,773,776,775,NaN,579,1581,816,443,964,71.88208617,-1.326271415,-0.174355194,0,NaN
1591,Female,31,Ottawa Ontario CA,Foreign,White Collar,16,0,8,Economy,1999,Non-sedan,White,1676.4,68.02721088,Married,37500,8,NaN,NaN,NaN,12,12,36,590,244,173,495,760,587,322,385,136,919,780,606,880,753,244,769,106,234,179,177,146,576,199,425,1120,830,508,397,397,896,1681,15,663,673,729.3,741,722,725,23,738,1593,754,342,1035,70.97505669,0.867761433,0.317629486,-0.39333269,1
1592,Female,50,Ottawa Ontario CA,Foreign,Blue Collar,12,1,8,<undefined>,2000,<undefined>,White,1574.8,63.49206349,Divorced/Widowed,25000,8,NaN,NaN,NaN,10,10,36,564,240,188,497,734,546,309,367,134,913,749,542,871,709,246,762,116,234,186,183,146,537,187,379,998,775,494,379,409,864,1595,22,592,614,713.6,697,724,720,32,737,1562,690,363,1000,61.67800454,-0.146312654,0.044060465,0.290523052,4
1593,Male,39,Ottawa Ontario CA,Foreign,White Collar,12,2,2.5,Economy,1998,Sedan,White,1879.6,105.6689342,Married,52500,10.5,46,38,32,NaN,NaN,NaN,654,259,229,585,894,665,356,502,143,1200,NaN,649,1202,829,263,850,116,265,223,207,152,583,201,394,1114,916,586,467,529,965,1844,21.5,668,659,845,845,847,843,25.5,714,1844,1013,546,1074,105.6689342,0.90355742,0.506487012,0,NaN
1594,Male,46,Ottawa Ontario CA,Foreign,White Collar,16,3,8,Economy,1998,Sedan,White,1778,89.79591837,Married,52500,8.5,36,36,36,NaN,NaN,NaN,620,256,203,546,841,638,343,426,137,1073,NaN,621,1054,799,245,790,106,248,197,192,162,579,200,396,1076,883,557,441,474,911,1767,30,653,609,823.6,843,820,808,16.5,644,1680,959,478,1037,87.3015873,0.163841277,0.616492033,0,NaN
1595,Male,30,Ottawa Ontario CA,Foreign,White Collar,16,0,8,Economy,1990,Sedan,White,1803.4,65.75963719,Single,37500,10.5,38,32,33,NaN,NaN,NaN,595,261,208,520,816,608,312,393,146,936,NaN,594,987,850,249,832,117,262,198,192,155,557,192,360,944,874,565,439,449,931,1794,9.5,546,532,810.3,829,802,800,12.5,542,1589,823,493,1032,67.34693878,0.272349536,-0.920458555,0,NaN
1596,Male,45,Ottawa Ontario CA,Foreign,White Collar,16,4,2.5,Economy,1994,Sedan,White,1803.4,86.16780045,Married,90000,9.5,40,33,32,NaN,NaN,NaN,589,261,215,540,852,637,325,448,143,1042,NaN,604,1088,791,228,820,111,267,227,210,160,576,196,373,1022,869,560,464,486,928,1777,21.5,590,575,808.6,800,811,815,19.5,619,1701,896,481,1033,84.80725624,-0.073176809,0.243133739,0,NaN
1597,Male,21,Ottawa Ontario CA,Foreign,,12,0,10,<undefined>,2000,<undefined>,,1727.2,64.85260771,Single,90000,10.5,NaN,29,30,NaN,NaN,NaN,593,245,214,557,872,658,343,401,131,889,NaN,626,935,829,211,779,123,260,202,197,147,556,192,310,940,908,553,440,442,888,1770,12.5,544,536,790.3,787,789,795,6.5,640,1606,721,428,1065,65.30612245,-1.121757865,-1.702506065,0,NaN
1598,Male,53,Ottawa Ontario CA,Foreign,White Collar,16,1,5,Economy,1999,Non-sedan,White,1803.4,88.43537415,Married,70000,13,44,36,32,NaN,NaN,NaN,589,274,226,578,906,680,352,479,144,1137,NaN,635,1154,848,193,778,125,288,224,208,160,604,212,380,1050,917,596,467,504,890,1787,24,623,596,874.6,867,877,880,16.5,634,1707,977,452,1072,91.38321995,-0.040251855,-0.415748447,0,NaN
1599,Male,51,Ottawa Ontario CA,Foreign,Blue Collar,14,2,0.5,Economy,1996,Sedan,White,1701.8,95.23809524,Divorced/Widowed,25000,9,42,36,28,NaN,NaN,NaN,605,266,236,556,861,625,320,484,146,1228,NaN,602,1223,739,256,793,120,261,224,201,157,575,196,407,1059,847,542,472,545,882,1691,39,600,586,784.6,782,775,797,21,772,1835,1056,496,1018,92.29024943,-0.413249105,2.197492123,0,NaN
1600,Male,20,Ottawa Ontario CA,<undefined>,,12,0,2.5,<undefined>,NaN,<undefined>,White,1778,63.49206349,Single,NaN,11.5,36,32,32,NaN,NaN,NaN,632,257,197,533,840,643,336,386,137,898,NaN,611,926,840,263,804,111,269,204,201,148,571,207,348,955,894,576,435,431,915,1808,10.5,531,516,828.3,804,840,841,11.5,605,1643,789,435,1089,64.39909297,-0.091463126,-0.627259314,0,NaN
1601,Male,36,Ottawa Ontario CA,Foreign,White Collar,16,2,5,Economy,1994,Sedan,,1905,95.23809524,Married,52500,11,44,38,NaN,NaN,NaN,NaN,671,295,225,567,892,667,342,450,153,1065,NaN,635,1064,842,284,888,132,280,232,216,164,578,194,372,1041,962,576,477,482,1003,1897,29.5,624,616,849.3,855,852,841,20,710,1866,953,492,1116,95.01133787,1.714794636,-0.038788404,0,NaN
1602,Male,29,Ottawa Ontario CA,Foreign,White Collar,14,1,8,Economy,1993,Sedan,White,1778,86.16780045,Married,37500,10.5,NaN,33,34,NaN,NaN,NaN,625,287,237,559,876,639,322,455,140,1049,NaN,628,1105,818,265,845,113,280,224,210,153,582,206,371,1078,894,567,467,511,942,1794,18,645,640,815.6,812,816,819,19.5,634,1718,879,486,1036,87.98185941,0.411693841,0.047203008,0,NaN
1603,Female,35,Ottawa Ontario CA,Foreign,White Collar,16,0,2.5,Economy,1992,Sedan,White,1803.4,113.3786848,Single,52500,10.5,NaN,NaN,NaN,NaN,NaN,44,611,273,224,580,880,656,356,478,152,1275,1035,656,1131,843,245,773,115,256,204,184,153,574,192,412,1195,963,555,498,491,889,1770,36.5,748,750,865.6,868,861,868,35,756,1822,1166,460,1109,114.2857143,1.852901816,0.798359156,0.697264552,3
1604,Female,48,Ottawa Ontario CA,Foreign,White Collar,18,0,8,Economy,1994,Sedan,White,1600.2,60.77097506,Single,52500,6.5,NaN,NaN,NaN,11,11,34,550,246,192,508,753,561,316,375,137,899,746,565,893,718,226,729,108,229,184,168,151,570,186,386,1030,788,483,413,436,850,1604,14,616,638,722,711,725,730,16.5,689,1519,747,366,980,63.26530612,-0.534162521,0.107859962,-0.692525923,2
1605,Female,46,Ottawa Ontario CA,Foreign,White Collar,16,2,2.5,Economy,1997,Sedan,White,1625.6,57.59637188,Married,70000,7.5,NaN,NaN,NaN,9,9,38,562,239,174,493,748,574,319,363,138,950,780,572,874,728,227,764,106,235,176,178,149,538,180,376,987,784,499,396,407,860,1628,14,544,558,736,737,742,729,14,682,1521,756,315,1002,56.46258503,0.026717685,0.090574801,0.09284354,3
1606,Female,22,Ottawa Ontario CA,Foreign,,14,NaN,5,<undefined>,NaN,<undefined>,White,1600.2,57.14285714,Single,NaN,6,NaN,NaN,NaN,NaN,9,36,556,229,190,481,715,525,291,376,131,916,749,563,889,741,247,753,110,224,175,175,141,546,188,375,1005,796,494,387,426,854,1612,16,587,595,684,688,681,683,18,638,1495,764,348,990,59.41043084,-0.380761236,0.035599835,-1.255118966,3
1607,Female,39,Ottawa Ontario CA,Foreign,White Collar,16,0,5,Economy,1988,Sedan,White,1638.3,53.51473923,Single,NaN,8,NaN,NaN,NaN,6,4,36,585,231,176,485,740,564,309,359,131,869,729,554,844,726,259,757,118,231,176,167,146,546,185,352,918,776,488,386,399,874,1620,11.5,513,526,694.6,702,700,682,16,656,1490,647,345,992,53.7414966,-0.030817861,-0.365586042,0.091194779,3
1608,Female,63,Ottawa Ontario CA,Foreign,,18,2,5,<undefined>,NaN,<undefined>,White,1574.8,72.10884354,Married,150000,8,NaN,NaN,NaN,15,16,36,593,248,188,497,741,553,309,409,140,1080,842,573,945,638,280,759,110,236,183,179,152,562,191,363,1096,884,473,415,422,859,1589,34.5,574,598,722.3,730,713,724,23.5,732,1649,950,395,961,72.78911565,-0.197472021,1.000837445,0.267942846,4
1609,Male,62,Ottawa Ontario CA,Foreign,White Collar,24,3,0.5,Economy,1996,Non-sedan,White,1689.1,68.02721088,Married,90000,8.5,38,32,32,NaN,NaN,NaN,544,249,193,492,772,579,299,381,137,976,NaN,581,937,750,206,750,116,250,204,191,152,563,200,369,1010,882,534,423,431,858,1668,17,537,536,769.6,768,771,770,16.5,668,1606,841,427,1003,69.61451247,-0.734958053,0.36303395,0,NaN
1610,Male,63,Ottawa Ontario CA,Foreign,,14,4,8,Economy,1991,Sedan,White,1879.6,86.16780045,Divorced/Widowed,37500,11,42,38,33,NaN,NaN,NaN,631,267,219,557,886,667,338,445,146,1032,NaN,635,1009,866,250,834,123,277,224,213,157,593,208,396,1045,1021,582,463,460,954,1850,19,548,557,831,821,835,837,18.5,674,1735,946,452,1106,83.21995465,0.531900585,-0.742821753,0,NaN
1611,Male,36,Ottawa Ontario CA,Foreign,Management,16,0,2.5,Economy,1990,Sedan,White,1905,102.0408163,Single,NaN,11,44,34,34,NaN,NaN,NaN,620,280,239,587,923,684,348,489,147,1139,NaN,650,1151,851,228,850,129,285,218,212,160,599,201,408,1140,940,598,463,528,961,1885,30.5,665,648,884.3,874,890,889,26.5,775,1791,971,432,1164,102.0408163,1.580680251,0.018474702,0,NaN
1612,Male,37,Ottawa Ontario CA,Foreign,White Collar,21,3,0.5,Economy,1986,Sedan,White,1778,60.31746032,Married,52500,9,38,31,32,NaN,NaN,NaN,595,243,191,507,795,604,316,368,130,857,NaN,608,856,789,245,827,119,256,198,193,150,567,199,333,924,879,533,417,421,939,1770,9,496,482,744,747,742,743,13,632,1617,775,440,1042,60.99773243,-0.617898047,-0.912130892,0,NaN
1613,Male,64,Ottawa Ontario CA,Foreign,,16,0,8,Economy,1992,Sedan,White,1854.2,86.16780045,Married,37500,10,42,36,32,NaN,NaN,NaN,638,276,222,561,886,664,339,444,143,1044,NaN,644,1066,843,255,838,124,278,224,209,162,570,189,376,1064,935,584,459,475,945,1828,17,580,578,809,819,798,810,19.5,775,1728,926,397,1142,85.26077098,0.919802725,-0.470122665,0,NaN
1614,Male,29,Ottawa Ontario CA,Foreign,,12,2,5,Economy,1996,Sedan,White,1752.6,122.4489796,Married,37500,9.5,NaN,42,32,NaN,NaN,NaN,638,278,231,574,870,639,343,508,142,1204,NaN,687,1172,804,287,824,115,265,206,199,155,574,194,476,1305,899,555,472,519,955,1791,38,781,777,799.3,799,797,802,36.5,671,1840,1136,588,1012,119.2743764,0.189301535,2.882220268,0,NaN
1615,Female,51,Ottawa Ontario CA,Foreign,White Collar,18,2,8,Economy,1995,Non-sedan,White,1600.2,61.2244898,Married,150000,8.5,NaN,NaN,NaN,10,12,38,596,231,172,484,730,558,312,374,136,937,808,554,886,713,270,759,110,237,180,177,158,554,181,398,1028,818,491,386,426,866,1613,21,617,619,712,707,712,717,15,731,1603,765,375,988,64.85260771,-0.297467917,-0.258947313,0.941440105,2
1616,Female,41,Ottawa Ontario CA,Foreign,White Collar,16,0,5,Economy,1987,Sedan,White,1727.2,99.77324263,Single,70000,10.5,NaN,NaN,NaN,22,20,42,636,268,201,540,806,605,339,484,144,1220,987,603,1124,752,302,814,117,256,194,186,152,568,184,441,1201,966,530,445,501,940,1739,42,659,670,758.6,762,752,762,25.5,855,1815,1060,396,1080,99.54648526,1.409243107,0.823725224,0.977924526,4
1617,Female,45,Ottawa Ontario CA,Foreign,White Collar,14,2,5,Economy,1996,Non-sedan,White,1701.8,68.02721088,Married,NaN,9,NaN,NaN,NaN,14,12,38,577,254,205,530,805,600,325,379,136,1034,821,597,920,782,222,766,108,229,197,183,142,559,194,377,1020,935,528,390,427,879,1691,9.5,559,578,767.3,772,763,767,15,712,1594,780,393,1064,68.48072562,0.941116452,0.678499877,-0.16620256,4
1618,Female,23,Ottawa Ontario CA,Foreign,,16,0,2.5,<undefined>,2000,<undefined>,White,1701.8,62.58503401,Single,7500,9.5,NaN,NaN,NaN,NaN,9,34,596,245,180,498,757,577,318,347,126,921,755,585,864,768,266,793,106,245,186,190,143,560,195,408,1063,798,510,397,411,907,1685,10,599,615,738.3,752,736,727,20,712,1554,674,356,1063,63.03854875,-0.209270105,-1.003932595,1.132962942,4
1619,Female,42,Ottawa Ontario CA,Foreign,White Collar,14,1,2.5,Luxury,1993,Non-sedan,White,1651,64.39909297,Married,90000,7.5,NaN,NaN,NaN,10,11,36,532,243,205,508,771,566,303,336,134,922,755,579,876,769,204,740,106,237,186,173,144,562,185,436,1067,830,522,394,412,843,1634,14.5,612,621,735.6,734,738,735,24,669,1475,771,346,1021,65.53287982,0.355496526,0.12983498,0.848224998,2
1620,Female,43,Ottawa Ontario CA,Foreign,White Collar,12,2,8,Economy,1994,Non-sedan,White,1701.8,96.14512472,Married,70000,10,NaN,NaN,NaN,14,16,38,599,263,199,525,799,600,326,456,142,1155,918,604,1100,762,265,758,122,248,205,186,152,585,197,427,1155,830,534,443,493,880,1680,43,704,719,732.6,736,733,729,35,761,1754,954,412,1034,95.69160998,0.551778078,1.362207532,0.396720827,4
1621,Male,43,Ottawa Ontario CA,Foreign,Management,18,3,0.5,Economy,1992,Non-sedan,White,1727.2,70.29478458,Married,37500,10,38,36,NaN,NaN,NaN,NaN,593,265,199,522,815,616,323,428,144,940,NaN,590,987,774,236,785,115,266,207,192,150,582,202,374,1016,861,528,431,436,896,1701,25.5,570,576,770.3,771,772,768,23.5,704,1647,894,431,1034,72.56235828,-0.136484772,-0.070820816,0,NaN
1622,Female,28,Ottawa Ontario CA,Foreign,White Collar,NaN,0,0.5,<undefined>,2000,<undefined>,White,1727.2,68.93424036,Single,25000,8,NaN,NaN,NaN,NaN,11,34,612,229,179,499,782,603,320,382,127,1019,777,599,905,776,276,796,110,232,192,182,145,561,198,398,1041,825,528,397,430,914,1720,15,601,624,732.6,729,730,739,22,718,1646,760,394,1080,72.56235828,0.973951638,-0.229155451,0.350245893,6
1623,Female,39,Ottawa Ontario CA,Foreign,,16,2,5,<undefined>,NaN,<undefined>,White,1752.6,62.13151927,Divorced/Widowed,17500,7,NaN,NaN,NaN,NaN,NaN,34,596,229,190,526,795,605,336,382,139,945,781,601,914,804,238,785,105,222,179,179,163,555,177,382,997,860,535,426,422,909,1744,27,562,579,777,771,781,779,24.5,691,1614,746,374,1096,65.30612245,1.173737168,-0.824211419,-1.295539618,3
1624,Male,55,Ottawa Ontario CA,Foreign,,14,2,8,<undefined>,2000,<undefined>,White,1917.7,81.63265306,Divorced/Widowed,7500,12,42,38,36,NaN,NaN,NaN,650,275,202,575,880,678,373,437,144,1041,NaN,665,1053,909,254,852,127,285,213,211,151,590,202,378,1029,997,602,459,475,971,1911,24,550,548,871.6,874,876,865,10.5,619,1736,916,510,1144,82.76643991,1.148998857,-0.680826247,0,NaN
1625,Female,58,Ottawa Ontario CA,Foreign,White Collar,18,1,10,Economy,1994,<undefined>,White,1727.2,61.2244898,Divorced/Widowed,37500,10,NaN,NaN,NaN,10,7,36,594,266,192,524,811,619,332,374,136,925,776,585,905,805,NaN,819,117,255,206,201,148,541,182,351,941,853,542,427,430,910,1739,7,538,544,782.3,784,783,780,15,614,1535,739,388,1057,61.67800454,1.591176867,0.132350206,0.423650742,2
1626,Female,63,Ottawa Ontario CA,Foreign,,18,3,2.5,Economy,1997,Sedan,White,1549.4,48.07256236,Divorced/Widowed,90000,6.5,NaN,NaN,NaN,6,6,34,528,228,163,466,709,546,303,363,124,851,688,542,836,701,202,717,115,228,175,181,137,511,177,347,899,761,464,365,391,793,1521,16,486,494,702,701,705,700,15.5,693,1419,662,333,944,47.16553288,-1.479374409,-0.523896456,-0.786093831,2
1627,Female,38,Ottawa Ontario CA,Foreign,Service,18,0,5,Economy,1993,Sedan,White,1727.2,83.90022676,Married,150000,14,NaN,NaN,NaN,16,14,40,606,252,210,537,825,615,327,414,147,1172,885,613,1052,787,252,790,113,250,194,186,157,581,196,434,1130,939,537,437,477,894,1719,33,657,670,792.6,793,792,793,29,768,1700,894,396,1094,87.07482993,0.954703093,0.900762141,-0.001290158,4
1628,Male,39,Ottawa Ontario CA,Foreign,Blue Collar,14,1,10,<undefined>,2000,<undefined>,White,1803.4,77.09750567,Divorced/Widowed,17500,10.5,40,32,32,NaN,NaN,NaN,590,263,208,536,846,638,328,419,147,945,NaN,616,969,838,226,781,113,271,208,198,160,580,194,342,941,849,563,437,456,905,1787,22.5,559,552,788.6,791,790,785,19.5,545,1603,873,485,1029,73.01587302,-0.77037704,-1.163829803,0,NaN
1629,Female,20,Ottawa Ontario CA,Foreign,,14,0,0.5,Economy,1984,Sedan,White,1625.6,61.2244898,Single,12500,7.5,NaN,NaN,NaN,7,11,34,554,230,183,481,752,569,298,353,123,841,701,560,814,724,241,750,98,231,175,171,142,546,188,405,1034,785,484,395,400,855,1608,14.5,621,631,698.6,698,703,695,24,595,1510,814,387,942,58.04988662,-0.17516385,-0.552205265,-0.655141175,1
1630,Female,21,Ottawa Ontario CA,Foreign,,14,0,2.5,<undefined>,2000,<undefined>,White,1625.6,58.9569161,Single,NaN,6,NaN,NaN,NaN,NaN,9,34,568,219,182,491,732,550,309,344,136,898,728,560,853,697,240,754,114,223,168,174,149,572,191,371,1002,768,478,385,419,861,1598,11.5,542,546,701.6,703,703,699,22.5,583,1544,779,405,915,55.10204082,-0.903328121,-0.042512745,-0.52680397,2
1631,Female,21,Ottawa Ontario CA,Foreign,White Collar,16,0,0.5,Economy,1991,Sedan,Asian,1549.4,52.15419501,Single,37500,6.5,NaN,NaN,NaN,8,9,34,543,222,178,482,722,544,304,359,142,834,685,542,828,694,223,725,109,222,161,171,158,559,181,361,943,756,462,393,423,840,1560,26,549,554,697.6,698,702,693,24,689,1458,674,313,975,52.83446712,-0.783624411,-0.279335767,0.035232913,3
1632,Male,30,Ottawa Ontario CA,Foreign,White Collar,16,0,10,Economy,1997,Sedan,White,1854.2,97.50566893,Single,52500,11.5,NaN,36,33,NaN,NaN,NaN,600,278,244,605,918,674,361,502,146,1154,NaN,658,1163,874,213,830,125,282,217,219,159,588,202,400,1123,931,588,477,499,928,1846,18,684,681,864.6,863,859,872,12.5,638,1718,905,483,1103,98.63945578,0.488051265,-0.7097103,0,NaN
1633,Male,60,Ottawa Ontario CA,Foreign,White Collar,NaN,1,2.5,Economy,1997,Sedan,,1727.2,71.6553288,Married,37500,8,38,34,29,NaN,NaN,NaN,634,255,222,544,840,618,322,426,143,1012,NaN,570,1003,765,275,810,119,258,220,188,158,575,200,353,982,883,534,439,476,929,1724,18.5,561,556,777.3,778,778,776,12.5,717,1698,919,401,1023,73.92290249,-0.309517652,-0.125183851,0,NaN
1634,Female,33,Ottawa Ontario CA,Foreign,White Collar,16,0,2.5,Economy,1997,Non-sedan,White,1600.2,61.2244898,Married,70000,7,NaN,NaN,NaN,12,11,36,540,235,172,474,741,569,302,375,129,920,741,568,876,730,224,705,106,237,178,175,137,539,182,395,1002,805,496,384,409,823,1586,14.5,576,609,685,683,689,683,22,667,1475,749,344,1007,60.54421769,-0.562859952,-0.207573637,-0.945244431,3
1635,Male,40,Ottawa Ontario CA,Foreign,White Collar,16,2,2.5,Economy,1997,Sedan,White,1828.8,79.36507937,Married,150000,9.5,NaN,33,32,NaN,NaN,NaN,597,264,204,550,861,657,346,427,142,1026,NaN,640,1005,875,218,806,120,260,207,204,154,583,203,369,1007,933,587,427,454,910,1804,25,611,612,830,839,829,822,22,582,1635,841,471,1088,80.27210884,-0.066200189,-1.001587391,0,NaN
1636,Female,27,Ottawa Ontario CA,Foreign,White Collar,16,1,2.5,<undefined>,2000,<undefined>,White,1714.5,83.90022676,Single,70000,10,NaN,NaN,NaN,14,16,38,601,261,200,529,801,601,329,388,144,1010,816,626,962,754,255,802,109,243,182,174,146,562,189,493,1251,809,517,405,459,909,1709,27,743,764,743.3,740,745,745,37.5,826,1726,786,374,1067,87.98185941,1.186510086,0.299649358,0.490828604,3
1637,Male,25,Ottawa Ontario CA,Foreign,White Collar,16,0,2.5,<undefined>,2000,<undefined>,White,1854.2,108.8435374,Single,37500,12,44,40,36,NaN,NaN,NaN,617,280,256,574,911,655,318,481,152,1218,NaN,661,1191,853,259,840,122,285,223,209,163,619,217,434,1183,943,577,490,546,955,1835,47.5,762,764,844.3,835,849,849,43.5,730,1846,1137,526,1082,122.2222222,1.504664898,0.896048129,0,NaN
1638,Female,42,Ottawa Ontario CA,Foreign,White Collar,18,0,2.5,Economy,1997,Non-sedan,White,1727.2,145.1247166,Divorced/Widowed,37500,10,NaN,NaN,NaN,22,20,46,649,281,205,525,811,606,320,514,155,1365,1102,664,1207,755,317,832,125,254,191,180,152,578,192,592,1545,900,533,479,556,941,1721,45.5,950,1004,790.6,787,805,780,46,845,1930,1163,415,1063,144.8979592,0.880395651,2.766276836,0.615743816,5
1639,Male,40,Ottawa Ontario CA,Foreign,White Collar,14,1,2.5,Economy,1992,Sedan,White,1778,80.72562358,Married,37500,10,NaN,33,31,NaN,NaN,NaN,624,261,213,523,836,623,310,418,145,1027,NaN,583,1034,756,280,795,110,274,221,203,152,556,185,370,995,872,535,441,476,923,1716,22.5,566,565,791,795,787,791,11.5,610,1694,861,476,981,78.45804989,-0.235899478,0.073400676,0,NaN
1640,Female,44,Ottawa Ontario CA,Foreign,White Collar,18,0,0.5,Economy,1995,Non-sedan,White,1574.8,97.50566893,Single,37500,7,NaN,NaN,NaN,20,20,40,567,250,195,495,750,555,300,450,136,1206,970,612,1065,672,263,730,113,220,184,168,150,561,190,448,1291,876,477,436,470,841,1592,53.5,680,721,703.3,718,693,699,45,724,1719,1099,446,950,97.27891156,-0.416204214,1.726347208,0.308111131,2
1641,Male,39,Ottawa Ontario CA,Foreign,White Collar,12,3,0.5,Luxury,1986,Sedan,White,1739.9,71.6553288,Divorced/Widowed,37500,8.5,42,32,32,NaN,NaN,NaN,596,256,193,505,791,598,312,389,137,948,NaN,585,946,775,245,815,105,246,202,182,162,577,195,345,955,872,524,465,447,926,1727,37.5,572,572,776.6,763,788,779,20.5,652,1643,860,453,1002,72.33560091,-0.414164543,-0.141454473,0,NaN
1642,Male,57,Ottawa Ontario CA,Foreign,Management,16,2,0.5,Economy,1998,Sedan,White,1778,88.43537415,Married,150000,9.5,44,36,NaN,NaN,NaN,NaN,646,272,218,567,882,664,349,483,149,1143,NaN,617,1151,796,262,835,117,255,219,218,158,590,201,387,1066,891,558,481,520,940,1783,30,614,607,845,860,840,835,27,718,1777,958,439,1074,93.87755102,0.26638642,0.464076996,0,NaN
1643,Male,24,Ottawa Ontario CA,Foreign,White Collar,16,0,5,Economy,1999,Sedan,White,1879.6,84.3537415,Single,52500,12,NaN,36,34,NaN,NaN,NaN,620,265,225,555,870,645,330,415,140,981,NaN,629,1014,833,260,853,114,274,214,203,148,581,206,385,1073,884,584,445,496,972,1854,15,617,613,822.6,817,817,834,21.5,578,1768,958,490,1036,83.44671202,0.876580417,-0.561528623,0,NaN
1644,Female,20,Ottawa Ontario CA,Foreign,Service,12,0,10,<undefined>,NaN,<undefined>,White,1676.4,67.12018141,Single,NaN,10,NaN,NaN,NaN,9,9,34,561,254,203,539,819,616,336,379,131,936,789,604,900,774,204,762,110,252,198,190,146,550,187,407,1066,840,519,394,439,875,1669,15,638,659,748.3,758,746,741,19.5,620,1527,833,408,989,69.16099773,0.117200859,-0.406855732,-1.569539309,2
1645,Male,50,Ottawa Ontario CA,Foreign,Management,16,3,2.5,Economy,1992,Sedan,White,1803.4,81.63265306,Married,150000,10.5,42,36,33,NaN,NaN,NaN,590,274,219,562,863,644,343,461,145,993,NaN,610,1026,825,209,790,119,267,219,204,152,569,196,372,1004,913,576,464,472,910,1784,15.5,585,595,858.6,856,863,857,15.5,631,1647,894,467,1063,80.27210884,0.254107565,-0.040494375,0,NaN
1646,Female,43,Ottawa Ontario CA,Foreign,Blue Collar,18,0,2.5,Economy,1991,Sedan,White,1625.6,52.60770975,Married,150000,7.5,NaN,NaN,NaN,NaN,NaN,32,594,217,185,496,749,564,311,356,132,815,702,539,809,707,265,776,118,226,171,179,144,542,193,348,947,766,483,401,401,889,1616,12.5,542,541,707.3,703,709,710,18,685,1523,635,350,982,54.64852608,-0.345053911,-0.300083518,-0.077735983,2
1647,Female,30,Ottawa Ontario CA,Foreign,White Collar,16,0,2.5,Economy,1995,Sedan,White,1701.8,74.82993197,Single,70000,9,NaN,NaN,NaN,12,12,36,589,264,201,508,776,575,307,386,134,999,841,589,960,787,268,762,116,237,193,190,145,571,202,435,1121,842,535,434,458,875,1689,24.5,661,685,745,744,743,748,41.5,725,1609,861,373,1067,80.04535147,1.007034183,0.034760177,-0.097226292,2
1648,Female,37,Ottawa Ontario CA,Foreign,,14,3,0.5,Economy,1997,Non-sedan,White,1765.3,63.49206349,Married,52500,9.5,NaN,NaN,NaN,12,12,36,619,232,190,534,820,630,344,381,134,868,751,631,868,818,248,806,106,254,196,191,145,576,195,414,1052,880,544,386,432,920,1779,12,599,609,770.6,768,775,769,19.5,744,1627,726,353,1114,65.98639456,1.850560188,-0.94163841,-0.378100574,1
1649,Female,55,Ottawa Ontario CA,Foreign,Blue Collar,12,3,5,Economy,1987,Non-sedan,White,1549.4,90.70294785,Married,52500,8,NaN,NaN,NaN,18,20,38,551,257,196,597,751,555,401,460,141,1154,917,559,1068,635,262,735,122,234,193,176,154,556,183,455,1282,763,449,442,488,837,1524,39.5,669,714,721,730,713,720,44.5,759,1700,1075,413,885,92.06349206,-1.771367073,2.042973042,1.24945581,3
1650,Male,57,Ottawa Ontario CA,Foreign,Management,14,3,0.5,Economy,1992,Sedan,Black,1727.2,67.57369615,Married,150000,9.5,40,32,32,NaN,NaN,NaN,556,273,209,547,886,677,338,426,145,942,NaN,626,979,862,182,720,127,265,216,203,154,570,199,322,911,915,571,431,459,835,1752,11,526,524,838.3,831,850,834,10.5,640,1554,798,396,1109,66.89342404,-1.573421001,-1.648998737,0,NaN
1651,Male,56,Ottawa Ontario CA,Foreign,White Collar,16,1,2.5,Economy,1994,Sedan,White,1752.6,77.09750567,Divorced/Widowed,NaN,10,40,34,30,NaN,NaN,NaN,637,252,237,561,857,620,324,438,141,1043,NaN,620,1022,759,281,824,120,260,206,199,159,568,190,367,1022,863,513,427,465,935,1744,25,578,576,793,777,801,801,12.5,663,1683,915,465,1019,78.68480726,-0.04245168,0.270365179,0,NaN
1652,Female,45,Ottawa Ontario CA,Foreign,White Collar,16,1,0.5,Economy,1995,Sedan,White,1574.8,50.79365079,Married,90000,6,NaN,NaN,NaN,4,5,34,530,231,190,492,713,523,302,332,134,868,743,535,850,685,217,732,119,228,180,169,143,542,186,379,972,732,471,372,395,827,1552,10.5,543,555,697.6,690,699,704,18.5,663,1485,677,313,946,51.4739229,-1.161968112,-0.139109448,0.983099878,1
1653,Male,39,Ottawa Ontario CA,Foreign,White Collar,16,2,2.5,Economy,1990,Non-sedan,White,1765.3,93.42403628,Married,37500,10,40,38,32,NaN,NaN,NaN,615,261,220,565,865,645,345,465,152,1061,NaN,601,1108,778,244,814,122,268,213,207,157,589,203,390,1110,894,551,452,514,923,1729,38,645,626,785.6,777,794,786,30,751,1712,1037,426,1041,92.29024943,-0.209865913,0.725369453,0,NaN
1654,Male,48,Ottawa Ontario CA,Foreign,Blue Collar,14,0,0.5,Economy,1993,Non-sedan,White,1790.7,115.1927438,Married,NaN,8.5,44,40,32,NaN,NaN,NaN,669,271,234,570,870,636,336,549,156,1236,NaN,433,1243,763,302,843,97,251,233,191,158,571,194,434,1223,850,548,538,545,961,1777,35.5,682,678,795.6,797,793,797,22,715,1934,1154,548,1020,117.0068027,0.052561056,2.268451691,0,NaN
1655,Male,48,Ottawa Ontario CA,Foreign,Management,14,2,5,Economy,1997,Sedan,White,1727.2,79.36507937,Married,70000,8,40,36,30,NaN,NaN,NaN,580,261,220,527,838,618,307,430,146,1009,NaN,595,1027,751,236,787,102,257,203,199,161,561,183,379,1036,812,530,456,477,893,1684,24.5,589,603,795.6,791,799,797,13,703,1671,965,452,1003,79.8185941,-0.625156045,0.591892958,0,NaN
1656,Male,58,Ottawa Ontario CA,Foreign,White Collar,21,4,2.5,Economy,1991,Non-sedan,White,1955.8,91.60997732,Married,90000,10.5,44,36,36,NaN,NaN,NaN,644,275,223,590,910,687,367,459,134,1089,NaN,664,1127,948,251,843,125,276,230,208,167,579,194,391,1025,1028,614,478,495,974,1942,27,596,615,842,845,839,842,7.5,679,1765,924,444,1177,88.88888889,1.14610076,-1.119905114,0,NaN
1657,Female,54,Ottawa Ontario CA,Foreign,White Collar,18,2,2.5,Economy,1989,Sedan,White,1625.6,61.2244898,Married,52500,8.5,NaN,NaN,NaN,13,10,36,587,239,185,503,779,594,318,396,137,977,803,544,943,744,242,770,113,243,195,186,154,567,191,352,948,914,492,398,428,870,1633,10,549,550,727.3,718,738,726,12.5,677,1593,790,404,1007,61.67800454,-0.891400695,-1.273257017,2.512982368,4
1658,Female,38,Ottawa Ontario CA,Foreign,,16,2,0.5,Economy,1990,Non-sedan,Black,1524,64.39909297,Married,NaN,7,NaN,NaN,NaN,12,13,34,534,230,179,478,754,575,299,408,127,962,756,589,951,710,212,707,111,226,169,172,145,564,191,419,1105,778,485,395,431,807,1551,23.5,652,620,703,705,700,704,19.5,748,1546,778,357,972,66.66666667,-0.665377438,0.082082771,-0.074170344,4
1659,Male,27,Ottawa Ontario CA,Foreign,White Collar,16,0,8,Luxury,1993,Sedan,White,1854.2,122.4489796,Single,52500,13,NaN,40,30,NaN,NaN,NaN,624,298,225,560,886,661,335,483,146,1276,NaN,618,1279,801,266,850,110,291,231,207,156,592,204,446,1196,860,573,520,536,965,1818,46.5,714,737,865.3,861,863,872,26.5,665,1882,1092,573,989,116.3265306,0.056548528,2.826329947,0,NaN
1660,Female,30,Ottawa Ontario CA,Foreign,White Collar,14,1,2.5,Economy,1996,Sedan,White,1651,54.42176871,Single,37500,7.5,NaN,NaN,NaN,7,5,34,578,240,180,483,749,569,303,352,133,864,749,567,854,777,258,766,104,242,179,185,148,555,193,361,966,819,517,413,413,873,1664,12.5,537,532,708.6,708,711,707,14,660,1510,696,349,1024,55.32879819,0.309759051,-0.966499627,0.307068765,1
1661,Female,19,Ottawa Ontario CA,Foreign,White Collar,12,0,0.5,Economy,1995,Sedan,Asian,1778,58.9569161,,NaN,8.5,NaN,NaN,NaN,NaN,7,NaN,591,242,178,490,765,587,312,369,154,882,739,606,845,809,245,789,109,245,172,178,167,574,181,364,953,873,534,400,384,902,1726,13.5,539,542,735,744,729,732,14,560,1542,801,420,1016,58.50340136,0.999210715,-0.795576096,-1.319992661,NaN
1662,Male,22,Ottawa Ontario CA,Foreign,,14,0,2.5,Economy,1994,Sedan,,1778,68.02721088,Single,25000,9.5,NaN,32,33,NaN,NaN,NaN,603,256,193,547,868,675,354,431,137,932,NaN,611,1001,842,225,799,119,256,212,199,149,583,207,300,891,893,570,443,475,905,1778,15.5,550,560,838,822,842,850,7.5,565,1621,741,452,1039,68.93424036,-1.230317593,-1.51494813,0,NaN
1663,Female,53,Ottawa Ontario CA,Foreign,,16,0,2.5,Economy,1991,Sedan,White,1562.1,86.16780045,Single,17500,8,NaN,NaN,NaN,22,20,44,537,252,200,497,765,565,297,476,141,1240,1058,580,1104,699,209,705,104,223,179,170,148,540,177,402,1205,854,471,446,471,815,1565,43,588,557,774.6,774,772,778,10.5,723,1695,1139,401,941,85.26077098,-0.45847708,1.700236917,1.772123694,3
1664,Female,51,Ottawa Ontario CA,Foreign,White Collar,12,1,5,Economy,1987,Sedan,White,1524,48.5260771,Single,NaN,8,NaN,NaN,NaN,8,8,34,509,240,186,471,721,535,285,323,126,760,650,537,765,666,197,721,118,237,180,179,139,525,187,360,953,700,459,367,386,822,1515,7.5,545,515,668.3,672,667,666,22.5,642,1401,649,320,921,48.5260771,-1.931479096,-0.167655334,0.061172981,1
1665,Male,23,Ottawa Ontario CA,Foreign,White Collar,16,0,8,Economy,1997,Sedan,White,1752.6,74.82993197,Single,52500,9,34,32,34,NaN,NaN,NaN,593,246,191,519,816,625,328,440,139,1012,NaN,583,1045,751,242,819,111,255,203,189,152,556,193,356,1015,817,525,460,453,928,1731,15.5,595,596,757.6,759,758,756,21.5,588,1686,849,485,965,73.46938776,-0.438326389,0.307684004,0,NaN
1666,Male,25,Ottawa Ontario CA,Foreign,White Collar,18,0,2.5,Economy,1998,Sedan,White,1752.6,72.56235828,Married,70000,10,40,34,30,NaN,NaN,NaN,561,257,195,517,827,632,322,398,132,941,NaN,602,967,795,195,798,126,265,208,201,144,559,194,356,990,847,551,437,442,903,1746,18.5,604,592,810.6,808,808,816,14.5,618,1610,816,466,1032,71.42857143,-0.39511925,-0.169011027,0,NaN
1667,Male,23,Ottawa Ontario CA,Foreign,,14,0,2.5,Luxury,1989,Sedan,White,1803.4,88.43537415,Single,NaN,10,NaN,34,NaN,NaN,NaN,NaN,614,258,229,561,870,641,332,458,141,1109,NaN,603,1100,756,248,813,116,259,215,207,155,598,206,390,1081,853,561,465,513,943,1769,33.5,644,630,807,818,809,794,13,653,1763,931,502,1017,90.47619048,-0.002937768,0.388425499,0,NaN
1668,Male,62,Ottawa Ontario CA,Foreign,Blue Collar,14,0,5,Economy,1988,Sedan,White,1778,91.60997732,Single,37500,10.5,42,34,32,NaN,NaN,NaN,599,281,202,552,857,655,350,456,156,1062,NaN,601,1044,792,221,784,118,270,232,202,168,584,192,380,1031,845,558,465,462,919,1742,23,603,608,788.3,786,788,791,14,654,1697,1005,474,1041,91.15646259,-0.180985644,0.497832209,0,NaN
1669,Female,23,Ottawa Ontario CA,Foreign,,16,0,5,Economy,1988,<undefined>,,1676.4,50.79365079,Single,7500,8,NaN,NaN,NaN,NaN,6,NaN,588,232,186,509,763,577,323,341,126,815,703,554,800,759,259,760,107,236,182,177,136,521,182,348,937,809,508,352,404,873,1653,6,533,537,740.3,727,751,743,10.5,540,1519,724,427,964,51.24716553,0.083514564,-0.620114923,-0.756551206,NaN
1670,Male,42,Ottawa Ontario CA,Foreign,White Collar,16,0,8,Economy,1998,Sedan,White,1752.6,106.5759637,Married,90000,9,42,40,30,NaN,NaN,NaN,602,272,227,568,879,652,341,484,147,1165,NaN,621,1207,772,237,810,122,266,225,203,158,597,202,443,1203,832,541,507,528,932,1733,30,718,710,808.6,812,803,811,22.5,731,1774,1081,511,1034,109.0702948,-0.439198613,1.293295979,0,NaN
1671,Female,21,Ottawa Ontario CA,Foreign,,12,0,0.5,<undefined>,NaN,<undefined>,White,1600.2,52.60770975,Single,37500,8,NaN,NaN,NaN,6,5,34,583,230,178,499,759,581,321,365,141,841,725,553,809,745,249,748,107,235,186,185,157,557,187,366,930,777,494,405,395,862,1639,9.5,543,543,681,688,679,676,12.5,553,1481,712,391,973,52.38095238,-0.145922706,-0.849273086,0.444213271,2
1672,Female,48,Ottawa Ontario CA,Foreign,White Collar,14,0,2.5,<undefined>,NaN,<undefined>,White,1727.2,65.75963719,Single,37500,9,NaN,NaN,NaN,13,12,38,600,246,203,538,825,622,335,391,135,950,785,600,916,766,230,783,121,245,191,195,150,579,193,370,991,835,519,418,441,895,1700,15.5,562,574,787.3,782,794,786,18.5,699,1631,781,393,1049,65.98639456,0.791590452,-0.476212651,0.15503712,4
1673,Female,21,Ottawa Ontario CA,Foreign,,12,0,0.5,Economy,1993,Sedan,White,1625.6,58.9569161,Single,90000,6,NaN,NaN,NaN,11,8,38,610,234,187,482,718,531,295,375,136,952,778,556,916,692,302,786,106,226,175,173,149,536,179,390,1026,752,470,410,446,895,1617,17,595,615,673,673,672,674,29.5,725,1609,755,349,982,65.75963719,-0.203332633,0.017418042,-0.556497514,3
1674,Male,52,Ottawa Ontario CA,Foreign,Management,16,4,2.5,Economy,1996,Non-sedan,White,1803.4,80.72562358,Married,52500,8,42,34,33,NaN,NaN,NaN,602,249,206,545,845,639,339,425,140,977,NaN,595,998,833,244,796,114,251,191,188,156,592,204,368,969,932,571,416,452,909,1779,21,570,562,768.6,767,774,765,12,599,1623,869,493,1070,75.28344671,0.531254888,-0.141969234,0,NaN
1675,Female,39,Ottawa Ontario CA,Foreign,White Collar,14,2,2.5,Economy,1996,Non-sedan,White,1562.1,56.6893424,Married,NaN,6.5,NaN,NaN,NaN,10,10,34,541,212,194,478,744,550,284,349,131,916,751,556,900,694,220,749,113,221,175,169,136,549,188,385,1011,730,471,384,418,852,1570,16.5,589,587,695.3,695,691,700,22.5,729,1505,668,330,980,54.87528345,-1.010769725,-0.005973665,-0.129246652,2
1676,Male,28,Ottawa Ontario CA,Foreign,White Collar,16,2,0.5,<undefined>,2000,<undefined>,White,1828.8,88.88888889,Married,37500,9.5,NaN,36,NaN,NaN,NaN,NaN,658,266,214,550,839,625,336,434,138,940,NaN,604,964,776,299,858,116,261,204,193,148,588,207,394,1089,854,545,438,462,992,1798,22,633,620,771,770,777,766,24.5,711,1776,905,461,1034,80.72562358,0.542944074,0.305066615,0,NaN
1677,Male,34,Ottawa Ontario CA,Foreign,White Collar,16,0,5,Economy,1992,Sedan,White,1803.4,77.09750567,Married,52500,11,NaN,32,32,NaN,NaN,NaN,630,268,228,553,854,626,325,419,138,943,NaN,605,1000,804,277,852,112,264,223,205,151,572,200,378,1047,859,554,433,484,981,1814,9,590,560,800,803,800,797,6,608,1702,837,513,1029,76.8707483,0.051556889,-0.383253336,0,NaN
1678,Male,36,Ottawa Ontario CA,Foreign,,16,0,8,Economy,1991,Non-sedan,White,1930.4,97.50566893,Single,37500,12,44,36,33,NaN,NaN,NaN,677,280,227,564,881,654,337,439,143,1053,NaN,635,1056,857,303,913,122,288,214,209,158,580,196,415,1100,961,601,459,499,1028,1929,25,647,646,804,810,812,790,21,725,1861,964,507,1123,94.55782313,2.046965599,-0.328671932,0,NaN
1679,Female,44,Ottawa Ontario CA,Foreign,White Collar,14,1,5,Luxury,1998,Sedan,White,1676.4,60.77097506,Married,52500,8.5,NaN,NaN,NaN,10,11,34,575,261,198,545,811,613,347,387,132,886,735,606,880,766,210,773,114,241,175,179,149,536,182,416,1051,846,522,404,412,871,1685,10.5,592,596,743.3,759,736,735,21.5,692,1564,717,356,1044,62.35827664,0.808772922,-0.546142161,-0.46315673,1
1680,Female,36,Ottawa Ontario CA,Foreign,White Collar,12,3,2.5,Economy,1994,Non-sedan,White,1600.2,54.42176871,Married,52500,8.5,NaN,NaN,NaN,8,8,32,586,239,203,502,754,551,299,373,140,884,755,542,881,698,263,779,114,240,188,176,146,547,185,360,954,743,483,404,420,875,1605,12.5,544,556,681.3,682,684,678,18.5,684,1569,706,353,955,55.78231293,-0.763136685,-0.265299439,-0.756340325,1
1681,Male,38,Ottawa Ontario CA,Foreign,White Collar,12,0,2.5,Economy,1998,Sedan,White,1892.3,102.0408163,Married,52500,11,44,38,32,NaN,NaN,NaN,662,288,246,607,935,689,361,476,141,1104,NaN,656,1149,880,277,883,124,281,227,209,161,605,210,391,1107,923,588,490,496,994,1894,22.5,664,645,871.6,870,870,875,15,718,1862,1109,496,966,102.2675737,1.142974973,-0.995207727,0,NaN
1682,Male,40,Ottawa Ontario CA,Foreign,White Collar,12,2,2.5,Economy,1995,Non-sedan,White,1955.8,104.30839,Married,52500,14,48,38,38,NaN,NaN,NaN,671,291,232,603,936,704,371,453,140,1043,NaN,670,1057,898,274,880,132,298,233,230,152,583,202,403,1081,973,610,467,493,995,1930,18.5,634,616,904.3,898,902,913,15.5,676,1841,951,511,1151,95.23809524,1.266250372,-1.08970046,0,NaN
1683,Female,41,Ottawa Ontario CA,Foreign,White Collar,14,2,0.5,Economy,1993,Sedan,White,1549.4,74.82993197,Married,70000,7.5,NaN,NaN,NaN,16,16,38,591,235,186,503,735,549,317,410,141,1090,892,557,1021,653,271,749,106,232,185,169,146,536,179,419,1102,831,464,426,460,842,1540,39,638,646,688,687,683,694,30.5,684,1626,958,382,918,75.28344671,-0.890894473,1.249456048,0.785432875,3
1684,Male,52,Ottawa Ontario CA,Foreign,White Collar,16,0,2.5,Luxury,1978,<undefined>,White,1778,83.90022676,Single,NaN,8.5,44,34,32,NaN,NaN,NaN,589,257,215,582,889,674,367,448,142,1065,NaN,619,1049,798,196,776,112,245,206,194,155,584,202,364,997,898,545,456,481,901,1755,25.5,550,530,847.6,842,847,854,9,611,1667,928,532,1031,83.90022676,0.119535387,-0.307299107,0,NaN
1685,Female,40,Ottawa Ontario CA,Foreign,White Collar,16,1,0.5,Economy,1998,Sedan,White,1651,52.15419501,Divorced/Widowed,37500,7,NaN,NaN,NaN,7,7,34,594,238,188,480,739,551,292,339,131,831,704,551,848,727,277,802,99,237,176,181,146,540,186,361,953,761,482,405,416,916,1660,6.5,520,533,702.6,701,703,704,13.5,611,1554,700,398,976,53.7414966,0.188058689,-0.429054916,-0.416222662,2
1686,Female,20,Ottawa Ontario CA,Foreign,,12,0,8,Economy,1992,Non-sedan,White,1778,68.02721088,Single,12500,9,NaN,NaN,NaN,10,12,36,634,243,185,520,783,598,335,363,131,875,732,611,852,814,286,822,105,255,183,187,142,561,197,424,1101,895,546,387,408,930,1758,15,611,606,750.3,757,748,746,14.5,638,1642,853,447,1066,67.57369615,1.74665916,-0.819702029,-1.092288971,2
1687,Male,24,Ottawa Ontario CA,Foreign,,14,1,8,Economy,1995,Sedan,White,1879.6,90.70294785,Single,37500,9,42,34,34,NaN,NaN,NaN,641,281,257,607,894,637,350,452,148,1003,NaN,626,1046,830,274,879,124,270,213,203,161,609,213,389,1065,867,553,474,510,1015,1855,23,628,620,834.6,837,831,836,15.5,654,1781,924,514,1053,91.38321995,1.060510874,-0.187003344,0,NaN
1688,Male,57,Ottawa Ontario CA,Foreign,Management,16,3,8,Economy,1998,Non-sedan,White,1778,74.82993197,Married,90000,9.5,42,34,NaN,NaN,NaN,NaN,581,267,232,580,898,666,348,429,138,978,NaN,618,1022,851,196,810,126,258,218,201,151,575,201,365,982,939,570,436,490,915,1802,8,549,559,834,843,827,832,7,623,1600,862,447,1098,74.82993197,-0.779974997,-1.280681014,0,NaN
1689,Female,23,Ottawa Ontario CA,Foreign,,14,2,2.5,Economy,1990,Sedan,White,1701.8,54.42176871,Married,37500,9,NaN,NaN,NaN,8,8,32,568,245,207,516,776,569,309,326,133,823,691,588,810,783,243,779,115,238,182,186,144,550,184,358,951,805,509,390,412,888,1677,9,506,523,725,724,726,725,15.5,662,1508,679,333,1046,54.87528345,0.052608587,-1.258808136,0.27582401,1
1690,Male,26,Ottawa Ontario CA,Foreign,Service,14,2,0.5,Economy,1990,Sedan,White,1778,68.02721088,Married,37500,8.5,NaN,32,32,NaN,NaN,NaN,627,240,217,540,832,615,323,408,134,906,NaN,599,935,796,271,824,118,242,205,187,154,570,196,339,944,887,535,455,466,940,1772,11.5,556,544,787.6,793,786,784,14.5,655,1649,806,421,1040,67.34693878,-0.57053411,-0.657131314,0,NaN
1691,Female,43,Ottawa Ontario CA,Foreign,White Collar,12,2,8,Economy,1991,Sedan,White,1651,61.2244898,Married,25000,9,NaN,NaN,NaN,11,8,38,578,250,175,474,731,556,299,367,132,887,756,588,833,752,256,748,118,237,182,186,146,542,186,383,1005,784,505,379,393,863,1644,12.5,548,583,719.6,725,714,720,23,674,1551,734,344,1017,61.45124717,0.402596951,-0.441530049,-0.565356076,3
1692,Male,51,Ottawa Ontario CA,Foreign,White Collar,21,3,2.5,Economy,1995,Sedan,White,1778,95.23809524,Married,70000,10,44,42,30,NaN,NaN,NaN,616,261,205,546,867,662,341,447,130,1087,NaN,630,1071,870,243,789,118,263,199,195,153,577,202,407,1129,960,568,458,473,918,1767,30,655,641,816.3,809,816,824,19.5,727,1739,1065,489,1079,93.65079365,0.392567992,-0.018474564,0,NaN
1693,Male,45,Ottawa Ontario CA,Foreign,White Collar,16,0,10,Economy,1992,Sedan,White,1612.9,58.04988662,Single,37500,8.5,36,29,30,NaN,NaN,NaN,570,246,202,505,787,585,303,389,128,894,NaN,527,937,732,232,774,115,253,200,189,151,564,198,334,921,776,496,411,434,868,1606,6.5,534,522,737.6,738,739,736,7,559,1500,747,418,942,58.27664399,-2.189563036,-0.401866645,0,NaN
1694,Male,30,Ottawa Ontario CA,Foreign,White Collar,21,0,0.5,Economy,1994,Sedan,White,1778,83.90022676,Married,52500,10,NaN,34,30,NaN,NaN,NaN,628,280,227,555,856,629,328,448,144,998,NaN,600,1038,784,272,807,121,256,221,203,156,588,211,381,1023,868,556,465,480,931,1751,18.5,624,609,791,791,792,790,11.5,663,1723,914,469,1015,84.58049887,-0.03161253,0.019040268,0,NaN
1695,Male,35,Ottawa Ontario CA,Foreign,Blue Collar,14,3,2.5,Economy,1987,Sedan,White,1778,72.56235828,Married,70000,10,38,32,31,NaN,NaN,NaN,595,265,195,523,827,632,328,414,147,977,NaN,601,969,792,243,780,124,270,215,212,158,592,206,370,1025,862,554,455,440,885,1714,13,611,604,829.6,825,835,829,16.5,620,1658,865,431,1019,75.73696145,-0.319875747,0.119798198,0,NaN
1696,Female,24,Ottawa Ontario CA,Foreign,White Collar,16,0,10,Economy,1994,Sedan,White,1696.72,49.43310658,Single,25000,8,NaN,NaN,NaN,6,5,34,579,235,201,516,772,571,315,334,128,804,684,558,803,774,242,788,105,237,182,183,142,543,184,328,839,825,490,376,384,900,1684,5.5,468,472,745.3,740,746,750,6.5,490,1482,706,425,950,47.16553288,-0.13697806,-1.44310534,-1.540941715,1
1697,Male,57,Ottawa Ontario CA,Foreign,Management,18,2,2.5,Economy,1976,Non-sedan,White,1778,68.02721088,Married,NaN,10,38,32,32,NaN,NaN,NaN,587,259,185,541,867,682,356,439,147,951,NaN,606,969,845,202,791,113,272,215,205,159,562,188,355,890,967,565,433,438,900,1766,10.5,529,528,842.3,841,843,843,10,663,1602,861,416,1078,69.61451247,-0.980572224,-1.109170437,0,NaN
1698,Male,33,Ottawa Ontario CA,Foreign,White Collar,18,0,5,Economy,1989,Sedan,White,1866.9,79.36507937,Married,52500,10,40,36,34,NaN,NaN,NaN,634,272,224,558,862,638,334,420,132,961,NaN,619,995,855,271,867,126,262,209,207,145,572,206,380,913,1016,578,446,454,985,1867,14.5,589,584,829,835,825,827,14.5,632,1779,878,531,1068,79.8185941,0.809322357,-0.756242335,0,NaN
1699,Male,32,Ottawa Ontario CA,Foreign,White Collar,24,0,0.5,<undefined>,NaN,<undefined>,White,1701.8,90.70294785,Single,37500,8.5,NaN,36,28,NaN,NaN,NaN,605,259,211,530,806,595,319,463,144,1078,NaN,593,1147,724,279,792,109,235,210,185,155,580,198,392,1130,798,511,463,529,903,1658,35.5,685,668,742,733,747,746,32.5,646,1702,992,531,949,90.24943311,-0.904451847,1.164963603,0,NaN
1700,Female,20,Ottawa Ontario CA,Foreign,,12,0,5,Luxury,1995,Sedan,White,1752.6,63.49206349,Single,7500,9.5,NaN,NaN,NaN,NaN,11,34,552,244,198,512,799,601,314,369,136,927,718,599,896,819,207,779,121,248,183,184,148,567,188,374,1012,872,549,403,440,886,1724,17,586,582,755,754,756,755,24,588,1537,813,413,1027,64.39909297,0.631483018,-1.390563011,-0.034299683,2
1701,Male,41,Ottawa Ontario CA,Foreign,White Collar,24,1,0.5,Economy,1989,Sedan,White,1879.6,99.77324263,Married,52500,12,NaN,36,NaN,NaN,NaN,NaN,683,284,231,600,922,691,369,482,156,1113,NaN,641,1134,896,288,868,115,290,219,218,168,609,205,382,1071,923,605,490,513,975,1890,25.5,652,635,864.6,864,863,867,22,607,1843,975,561,1068,100.6802721,1.563931704,-0.291303426,0,NaN
1702,Male,53,Ottawa Ontario CA,Foreign,White Collar,21,1,0.5,Economy,1987,Sedan,White,1701.8,83.90022676,Married,90000,9.5,40,33,29,NaN,NaN,NaN,581,266,212,538,828,616,326,467,139,1041,NaN,572,1062,734,230,775,115,255,218,187,155,581,199,367,980,862,512,441,487,898,1676,24,576,551,777,782,774,775,13.5,694,1622,895,421,1012,78.68480726,-1.06785059,0.627456307,0,NaN
1703,Female,34,Ottawa Ontario CA,Foreign,White Collar,12,6,2.5,Economy,1992,Sedan,White,1549.4,83.90022676,Married,52500,7,NaN,NaN,NaN,NaN,14,38,560,230,199,499,740,541,300,445,146,1111,881,569,1024,658,254,724,115,236,182,179,149,554,184,396,1130,849,460,416,478,823,1536,30.5,612,619,691.6,690,695,690,30,677,1611,981,417,915,77.77777778,-1.485773087,1.275882602,-0.512673974,3
1704,Male,26,Ottawa Ontario CA,Foreign,,16,0,10,Luxury,1991,Sedan,White,1879.6,90.70294785,Single,17500,12,44,34,33,NaN,NaN,NaN,631,275,246,610,926,680,364,468,139,1096,NaN,641,1119,877,243,864,125,289,223,213,148,576,204,381,1061,925,595,446,525,973,1875,14,639,627,836,822,840,846,8,635,1755,895,511,1078,91.83673469,0.505092919,-1.070755005,0,NaN
1705,Female,24,Ottawa Ontario CA,Foreign,White Collar,18,0,8,Economy,1996,Sedan,White,1651,77.09750567,Single,37500,7.5,NaN,NaN,NaN,10,11,36,571,240,203,524,778,575,321,392,144,999,803,577,935,716,244,743,111,223,184,176,154,568,191,433,1109,792,488,419,446,856,1612,28,690,706,721.6,719,722,724,20.5,708,1612,856,400,985,78.68480726,-0.367491454,0.561539888,0.840571523,3
1706,Female,24,Ottawa Ontario CA,Foreign,White Collar,16,0,10,Economy,1996,Sedan,White,1625.6,68.02721088,Single,52500,7.5,NaN,NaN,NaN,9,9,36,577,233,177,501,745,568,324,382,139,900,742,574,846,742,243,762,111,230,182,181,154,562,187,406,1051,769,498,390,418,874,1629,13.5,625,636,722.6,715,724,729,22.5,722,1561,747,370,1003,68.70748299,0.00440764,-0.16339758,0.061943777,3
1707,Male,40,Ottawa Ontario CA,Foreign,White Collar,12,0,2.5,Economy,1985,Sedan,White,1778,90.70294785,Single,25000,9,44,34,31,NaN,NaN,NaN,654,251,203,543,837,634,340,474,138,1104,NaN,602,1077,745,296,805,117,260,212,199,151,566,199,389,1073,849,543,473,476,921,1730,35.5,603,605,794.3,806,788,789,18,655,1808,981,520,1000,91.83673469,-0.043445334,1.043709397,0,NaN
1708,Female,36,Ottawa Ontario CA,Foreign,White Collar,16,0,5,Economy,1987,Sedan,White,1651,60.31746032,Married,70000,8,NaN,NaN,NaN,8,10,36,576,233,174,499,752,578,325,356,127,865,710,573,829,737,240,778,106,236,183,179,142,541,191,380,998,757,490,385,408,876,1635,17,553,558,690.6,694,688,690,23.5,658,1540,701,353,993,58.9569161,-0.360787183,-0.649113297,0.395601153,2
1709,Female,39,Ottawa Ontario CA,Foreign,White Collar,16,0,10,<undefined>,NaN,<undefined>,,1651,63.49206349,Divorced/Widowed,37500,7.5,NaN,NaN,NaN,10,9,38,569,235,194,511,798,604,317,394,129,1019,826,579,977,755,226,748,112,227,185,181,145,536,183,359,953,829,502,376,440,844,1633,28,545,542,755.6,757,765,745,19,681,1533,754,320,1028,63.94557823,-0.15940997,-0.389223725,-0.165550336,2
1710,Male,33,Ottawa Ontario CA,Foreign,White Collar,14,1,5,Economy,1992,Non-sedan,White,1778,77.09750567,Married,52500,9.5,NaN,34,30,NaN,NaN,NaN,606,255,208,545,840,632,337,456,149,1013,NaN,601,1038,798,239,797,112,264,220,201,162,584,199,357,982,855,540,439,473,916,1764,12.5,562,570,822.6,812,832,824,12.5,571,1694,885,515,1004,75.73696145,-0.197302163,-0.258102477,0,NaN
1711,Female,30,Ottawa Ontario CA,Foreign,White Collar,21,0,8,Luxury,1993,Sedan,White,1651,67.12018141,Married,NaN,7.5,NaN,NaN,NaN,11,11,36,574,252,192,514,773,581,322,394,134,957,804,567,946,766,243,750,113,244,194,186,149,554,191,397,1064,788,528,410,432,858,1634,24,610,617,740.3,741,742,738,12,642,1505,763,361,1008,68.48072562,0.074071229,0.170832694,0.467255116,2
1712,Male,34,Ottawa Ontario CA,Foreign,White Collar,16,0,0.5,Economy,1988,Sedan,White,1765.3,68.02721088,Married,37500,8,38,32,30,NaN,NaN,NaN,625,245,216,532,813,597,316,377,137,912,NaN,574,944,775,281,848,110,250,214,196,150,566,196,353,991,837,546,433,451,956,1767,14.5,564,552,766.6,765,768,767,11.5,697,1675,856,425,1050,67.80045351,-0.002884057,-0.152231678,0,NaN
1713,Female,34,Ottawa Ontario CA,Foreign,,14,0,8,Economy,1996,Sedan,White,1701.8,79.36507937,Married,37500,7.5,NaN,NaN,NaN,14,14,36,594,242,192,502,793,601,310,412,139,1012,805,597,950,759,248,811,101,235,186,185,150,555,188,436,1131,842,503,415,460,912,1690,36.5,642,660,763.3,766,766,758,36,734,1617,877,369,1036,62.13151927,0.642231226,0.401405275,0.733241022,3
1715,Male,35,Minneapolis MN,Midwest,White Collar,14,0,2.5,Economy,1987,Non-sedan,White,1752.6,70.29478458,Single,37500,9.5,40,31,31,NaN,NaN,NaN,551,274,217,551,860,643,334,402,132,943,NaN,594,979,809,197,787,116,258,202,195,146,553,194,378,1034,870,543,463,475,905,1716,16.5,625,612,826.3,828,826,825,23.5,608,1521,830,430,1031,74.37641723,-0.793150604,-0.284048796,0,NaN
1716,Female,64,Minneapolis MN,Midwest,White Collar,12,6,2.5,Economy,1992,Sedan,White,1524,56.23582766,Married,37500,8.5,NaN,NaN,NaN,10,12,36,526,241,183,489,759,576,306,354,145,877,784,560,837,722,198,692,117,238,176,172,158,556,189,375,952,853,492,375,400,797,1550,7.5,489,496,723.3,727,723,720,9.5,661,1475,731,332,964,55.55555556,-1.571004987,-0.625278831,3.018941879,1
1717,Male,58,Minneapolis MN,Midwest,White Collar,16,1,5,Economy,1985,Sedan,White,1803.4,72.56235828,Married,70000,10.5,36,32,34,NaN,NaN,NaN,613,261,191,542,860,669,351,462,147,1072,NaN,605,1073,799,224,783,113,256,212,200,157,567,191,371,1021,871,569,441,486,905,1759,28.5,549,552,838.6,835,844,837,13,634,1673,939,430,1029,81.40589569,-0.228393927,0.121301606,0,NaN
1718,Female,60,Minneapolis MN,Midwest,,14,2,5,Economy,1993,Sedan,White,1524,56.6893424,Divorced/Widowed,NaN,5.5,NaN,NaN,NaN,10,12,34,496,214,180,480,731,551,300,364,134,899,730,536,893,694,176,690,99,211,173,159,151,558,184,391,1008,720,477,382,406,783,1507,24.5,579,602,670.6,667,671,674,30,678,1413,704,302,941,57.59637188,-1.241527796,0.105336614,0.301696122,2
1719,Female,41,Minneapolis MN,Midwest,,14,0,10,Economy,1987,Sedan,White,1625.6,70.29478458,,7500,8,NaN,NaN,NaN,12,14,36,597,242,186,478,732,546,292,376,137,902,752,588,875,704,275,792,116,229,179,172,151,575,191,449,1139,745,494,397,405,902,1630,16,668,674,712,716,709,711,23,766,1627,672,351,1004,70.06802721,-0.026106503,0.676080465,0.282322943,2
1720,Male,43,Minneapolis MN,Midwest,White Collar,14,4,8,Economy,1999,Non-sedan,White,1854.2,108.8435374,Married,90000,10.5,44,40,34,NaN,NaN,NaN,645,267,232,599,928,696,367,481,144,1192,NaN,648,1179,848,245,810,122,278,208,211,159,605,209,405,1103,923,593,488,533,938,1836,39.5,653,642,879,871,892,874,24.5,740,1841,1132,491,1108,109.0702948,1.416333318,0.239050612,0,NaN
1721,Female,43,Minneapolis MN,Midwest,Blue Collar,16,2,10,Economy,1999,Non-sedan,White,1574.8,88.43537415,Divorced/Widowed,52500,8,NaN,NaN,NaN,18,18,38,536,234,188,497,752,564,309,475,136,1179,920,610,1135,735,220,717,119,238,186,175,147,557,190,479,1264,885,504,430,478,810,1570,35,684,695,734.6,736,742,726,35.5,690,1606,1047,451,985,89.11564626,-0.753674567,1.666683197,0.643916607,2
1722,Female,53,Minneapolis MN,Midwest,White Collar,18,2,8,Economy,1998,Sedan,White,1530.35,55.32879819,Married,150000,8,NaN,NaN,NaN,8,8,34,514,235,197,476,712,515,279,346,129,911,763,536,894,706,209,696,114,237,181,175,148,565,193,354,936,871,466,384,402,801,1534,10.5,532,545,684.3,683,684,686,25,623,1444,712,347,946,55.10204082,-1.466276169,-0.202013552,1.353928685,3
1723,Female,29,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1991,Sedan,White,1727.2,97.50566893,Single,37500,10,NaN,NaN,NaN,20,18,38,585,260,205,568,839,634,363,455,132,1194,892,660,1108,809,214,792,115,246,211,191,143,553,187,459,1258,965,540,441,497,895,1718,44.5,728,736,796,795,795,798,36,781,1672,923,381,1108,99.09297052,0.710991144,-0.769569159,2.505509377,4
1724,Female,27,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1984,Sedan,White,1752.6,68.02721088,Single,25000,10,NaN,NaN,NaN,10,10,36,616,245,176,504,806,630,328,375,143,926,776,600,927,805,262,805,118,251,187,192,154,564,187,408,1062,863,539,441,444,921,1750,13,599,592,774.6,771,781,772,24,665,1607,804,389,1065,68.48072562,1.476491928,-0.303624719,-0.854023516,2
1725,Female,22,Minneapolis MN,Midwest,,14,0,8,Economy,1997,Sedan,White,1574.8,54.42176871,Single,37500,6.5,NaN,NaN,NaN,6,7,34,536,235,168,466,710,542,298,368,128,845,701,552,826,710,216,717,109,222,179,168,153,551,190,354,968,768,481,389,395,824,1564,11,545,553,698,703,698,693,18,540,1458,762,385,907,54.64852608,-0.920546234,0.114655621,0.334702402,2
1726,Female,35,Minneapolis MN,South,White Collar,14,0,2.5,Economy,1987,Sedan,Black,1701.8,94.33106576,Single,52500,9.5,NaN,NaN,NaN,20,18,40,559,250,189,530,836,647,341,470,140,1167,1004,641,1146,806,195,731,116,251,194,196,139,600,199,416,1202,918,546,406,512,842,1701,27,655,675,787.3,796,779,787,42,788,1689,1013,377,1076,94.33106576,1.052717328,0.198449507,0.156529754,3
1727,Female,61,Minneapolis MN,Northeast,,14,2,0.5,Economy,1987,Non-sedan,White,1549.4,66.21315193,Divorced/Widowed,37500,6.5,NaN,NaN,NaN,16,15,38,544,241,194,496,759,565,302,425,131,1017,808,585,918,714,225,736,112,226,180,174,144,548,187,425,1090,757,485,386,423,845,1598,20,609,644,728.3,725,736,724,23.5,708,1568,879,351,985,67.80045351,-0.594440877,0.087475263,0.306352615,3
1728,Female,51,Minneapolis MN,Northeast,White Collar,18,0,0.5,Economy,1996,Sedan,White,1778,71.6553288,Divorced/Widowed,70000,8,NaN,NaN,NaN,12,12,36,584,239,196,534,829,633,338,380,134,969,805,628,938,832,223,804,109,245,185,187,148,564,196,391,1031,937,550,414,430,914,1774,22.5,600,617,789,785,788,794,26.5,699,1601,800,389,1112,72.56235828,2.174620152,-0.271024436,-0.033254523,2
1729,Female,38,Minneapolis MN,Midwest,White Collar,12,1,2.5,Economy,1995,Sedan,White,1651,69.3877551,Married,150000,8.5,NaN,NaN,NaN,12,12,38,563,233,191,502,777,586,311,396,136,1042,798,598,989,760,226,745,103,245,188,187,146,541,181,397,1054,926,510,378,437,859,1656,36.5,586,594,755.3,750,761,755,17,700,1582,820,373,1036,70.52154195,0.251704186,-0.119098634,-0.089937016,2
1730,Female,51,Minneapolis MN,Midwest,,16,2,0.5,Economy,1996,Sedan,White,1638.3,56.6893424,Married,52500,7.5,NaN,NaN,NaN,12,12,34,564,225,199,506,770,571,307,555,127,894,720,567,857,765,236,760,109,236,176,176,149,556,184,380,980,832,505,402,391,859,1648,30.5,535,545,747.3,747,749,746,27,679,1508,706,333,1038,57.14285714,0.706369817,0.339550853,0.456811935,3
1731,Female,25,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1991,Sedan,White,1727.2,53.51473923,Single,17500,7,NaN,NaN,NaN,6,5,34,585,225,186,492,740,554,306,349,128,853,704,551,842,768,257,776,112,225,167,174,144,550,191,363,973,788,500,380,411,895,1673,9,546,563,696.6,700,690,700,14.5,572,1531,735,407,986,54.87528345,0.579450011,-0.635541081,-0.419660985,3
1732,Female,23,Minneapolis MN,Midwest,Management,16,0,2.5,Economy,1999,Sedan,White,1701.8,58.04988662,Single,37500,9,NaN,NaN,NaN,NaN,7,36,575,234,208,540,809,601,332,335,136,835,698,581,836,802,220,797,109,246,175,189,151,550,189,375,989,841,522,374,411,895,1714,11,543,561,770.3,774,763,774,17.5,598,1527,673,367,1038,55.10204082,0.739639878,-0.974939883,0.367073685,2
1733,Female,29,Minneapolis MN,Midwest,Service,16,0,2.5,Economy,1994,Sedan,White,1676.4,113.3786848,Single,NaN,10,NaN,NaN,NaN,NaN,20,40,609,261,205,536,800,595,331,463,146,1217,1004,627,1172,733,264,796,116,245,204,183,151,571,194,504,1388,871,510,472,516,905,1669,46.5,765,795,769,776,772,759,45,900,1855,1154,415,1053,114.0589569,-1.629886627,3.730949163,1.886834621,3
1734,Female,38,Minneapolis MN,Midwest,Service,16,1,5,Luxury,1992,Sedan,White,1765.3,63.49206349,Divorced/Widowed,37500,9.5,NaN,NaN,NaN,8,8,36,582,245,202,539,815,613,337,363,134,916,772,604,912,756,258,789,113,250,189,186,145,551,189,366,1025,840,545,390,452,911,1740,10.5,582,597,776,784,770,774,14.5,674,1698,779,383,1074,67.80045351,1.365453601,-0.780446827,-1.02851069,1
1735,Male,37,Minneapolis MN,Midwest,White Collar,16,0,10,<undefined>,NaN,<undefined>,White,1854.2,88.43537415,Single,70000,11,44,34,33,NaN,NaN,NaN,650,287,245,594,912,667,349,462,141,1078,NaN,625,1104,834,279,861,133,277,225,202,152,582,204,399,1114,875,595,485,511,983,1859,12.5,679,667,825.3,830,830,816,13.5,642,1809,899,531,1069,95.46485261,0.767331898,-0.272767514,0,NaN
1736,Female,29,Minneapolis MN,Midwest,White Collar,14,0,5,Economy,1989,Sedan,White,1701.8,60.31746032,Single,70000,8,NaN,NaN,NaN,7,7,36,610,230,182,513,785,603,331,356,128,917,753,576,911,761,266,793,111,240,180,190,141,556,196,374,988,821,511,406,419,899,1689,13,548,560,747,748,750,743,23.5,675,1574,712,376,1039,60.77097506,0.063099936,-1.124578595,0.167652547,2
1737,Male,59,Minneapolis MN,Midwest,,14,2,0.5,Economy,1999,Sedan,White,1727.2,114.739229,Married,70000,11.5,48,46,29,NaN,NaN,NaN,624,276,199,525,817,618,326,511,152,1259,NaN,618,1252,743,289,781,129,275,212,203,161,582,198,441,1258,912,558,473,508,907,1728,31,660,685,796,799,791,798,27.5,800,1871,1245,576,1001,114.2857143,-1.999033093,3.433846474,0,NaN
1738,Female,34,Minneapolis MN,Midwest,White Collar,12,0,10,Economy,1999,Sedan,White,1778,81.17913832,Single,25000,10,NaN,NaN,NaN,16,16,38,593,258,206,540,822,616,334,423,139,1060,879,627,1010,824,240,804,117,260,203,203,147,564,191,425,1105,845,547,428,472,915,1774,41,662,694,766,765,759,774,38.5,692,1666,911,405,1086,89.11564626,1.663570166,-0.297390699,-1.263902903,3
1739,Female,42,Minneapolis MN,Midwest,Management,14,2,5,Economy,1995,Sedan,White,1676.4,65.75963719,Married,52500,8,NaN,NaN,NaN,10,12,36,560,236,189,504,774,585,315,375,131,919,775,661,890,787,223,760,111,236,176,188,142,542,184,416,1073,842,533,408,425,862,1675,17.5,603,616,759.6,752,764,763,31,684,1544,761,373,1045,68.02721088,0.298129708,-0.86280328,-0.057228774,2
1740,Male,26,Minneapolis MN,Midwest,White Collar,21,0,5,Economy,1998,Sedan,White,1879.6,72.56235828,Single,25000,10.5,40,32,34,NaN,NaN,NaN,641,251,217,564,880,663,347,387,128,906,NaN,616,944,863,263,882,123,269,208,206,149,567,202,351,979,924,569,437,465,1006,1883,12.5,559,549,813.6,803,828,810,15.5,592,1716,823,496,1073,68.48072562,0.854793489,-0.596591532,0,NaN
1741,Female,43,Minneapolis MN,Midwest,White Collar,16,0,2.5,<undefined>,NaN,<undefined>,White,1625.6,68.02721088,Single,37500,8.5,NaN,NaN,NaN,12,12,36,569,239,198,504,787,589,306,380,129,1039,850,588,983,778,238,749,107,238,178,182,147,557,192,400,1049,908,510,416,445,851,1635,26.5,597,617,756.6,755,762,753,26,728,1602,854,368,1036,71.88208617,0.437513113,0.568269193,0.399406493,2
1742,Female,64,Minneapolis MN,Midwest,,18,1,10,Economy,1997,Sedan,White,1633.982,74.82993197,Divorced/Widowed,52500,9.5,NaN,NaN,NaN,14,14,34,592,246,194,507,769,575,313,404,136,1028,853,695,965,709,259,781,124,254,194,191,157,556,187,460,1135,880,489,410,438,880,1637,20,668,700,699,693,712,692,26.5,790,1663,824,345,1004,77.09750567,0.252067894,0.338172823,0.424636126,4
1743,Female,47,Minneapolis MN,Northeast,Service,18,0,10,Economy,1999,Non-sedan,White,1574.8,49.88662132,Married,150000,6.5,NaN,NaN,NaN,4,4,36,535,224,176,463,708,532,287,355,126,858,732,541,870,721,219,713,103,225,176,173,145,540,189,336,880,789,570,392,389,820,1553,15,500,508,680,684,680,676,13.5,629,1451,614,330,960,50.11337868,-1.121009469,-0.494182527,0.052885033,3
1744,Male,41,Minneapolis MN,West,White Collar,18,0,5,Economy,1999,Sedan,White,1701.8,68.02721088,Single,70000,8.5,NaN,32,32,NaN,NaN,NaN,570,252,214,540,846,632,326,414,133,1005,NaN,559,1016,771,218,778,112,248,198,194,150,564,197,349,964,793,534,437,490,880,1685,14,569,559,777.3,780,776,776,11,590,1562,833,450,983,69.3877551,-0.629596591,-0.167579576,0,NaN
1745,Male,39,Minneapolis MN,Midwest,,14,NaN,8,Economy,1999,Sedan,White,1701.8,98.41269841,Divorced/Widowed,37500,8,48,42,29,NaN,NaN,NaN,590,252,232,559,856,624,327,486,149,1206,NaN,594,1216,722,244,784,116,248,225,195,157,605,211,410,1118,809,519,489,518,911,1689,29.5,645,641,776.6,775,774,781,13.5,675,1672,1044,485,989,99.09297052,-1.340412617,1.920243859,0,NaN
1746,Female,39,Minneapolis MN,Midwest,,14,0,8,<undefined>,NaN,<undefined>,White,1778,99.77324263,Single,NaN,11,NaN,NaN,NaN,16,16,40,638,267,199,544,825,626,345,455,134,1176,985,623,1065,762,277,835,119,263,192,186,149,578,196,487,1259,824,531,420,484,944,1752,30,741,762,783.3,780,777,793,35.5,762,1797,1015,453,1036,101.814059,1.526449561,0.610958934,0.515283287,3
1747,Male,58,Minneapolis MN,Northeast,Management,18,2,5,Luxury,1998,Sedan,White,1879.6,66.21315193,Married,150000,9,40,32,32,NaN,NaN,NaN,628,253,200,531,842,642,331,393,133,880,NaN,613,907,833,269,863,117,264,209,205,153,583,210,355,941,956,571,432,432,980,1863,7,498,504,784.6,785,784,785,5.5,609,1620,785,450,1094,66.89342404,-0.089690655,-1.520362258,0,NaN
1748,Female,62,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1987,Sedan,White,1600.2,52.15419501,Single,37500,7.5,NaN,NaN,NaN,10,10,36,518,232,185,485,741,556,300,331,136,904,729,581,860,730,184,711,109,232,182,181,149,541,189,370,934,760,478,392,393,814,1583,12.5,523,536,719,720,717,720,16,697,1412,681,286,1005,52.60770975,-0.505500674,-0.020492189,0.674346983,2
1749,Female,57,Minneapolis MN,South,White Collar,21,1,5,Economy,1991,Non-sedan,Black,1612.9,90.70294785,Married,90000,9,NaN,NaN,NaN,18,18,40,568,248,202,509,795,593,307,452,140,1170,934,619,1150,730,239,725,108,247,187,193,150,560,194,434,1178,786,496,430,493,843,1617,51,709,737,771.6,782,773,760,52,685,1702,944,465,971,90.02267574,-0.318075627,0.893184841,0.70706892,4
1750,Female,27,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1997,Sedan,Black,1549.4,77.09750567,Married,90000,8,NaN,NaN,NaN,14,14,38,525,239,195,504,776,581,309,395,132,1074,836,596,998,716,201,722,101,241,178,181,146,554,185,431,1161,761,489,404,460,825,1556,39,705,704,742.6,739,749,740,45,668,1516,849,386,936,78.68480726,-0.907616735,0.934064448,0.210702717,4
1751,Female,19,Minneapolis MN,Midwest,,14,0,5,Economy,1996,<undefined>,White,1625.6,61.2244898,Single,90000,8,NaN,NaN,NaN,NaN,8,36,589,233,184,490,742,558,306,374,136,908,751,550,874,727,270,755,109,243,182,167,146,546,184,382,999,760,491,384,415,859,1624,15.5,591,602,711.3,714,707,713,26,674,1554,731,359,980,61.2244898,-0.130944967,-0.261546552,0.370549679,3
1752,Female,48,Minneapolis MN,Midwest,White Collar,16,3,0.5,Economy,1999,Sedan,White,1651,77.09750567,Married,90000,9,NaN,NaN,NaN,14,14,36,565,248,201,520,783,582,319,399,135,1006,805,616,969,752,227,769,114,247,202,194,144,549,186,470,1184,825,517,421,448,874,1659,33.5,648,664,743,739,744,746,38.5,772,1655,872,364,1033,78.68480726,0.213576511,1.272257686,-0.599065006,2
1753,Female,30,Minneapolis MN,Midwest,White Collar,12,2,0.5,Economy,1992,Non-sedan,White,1651,91.60997732,Married,52500,8.5,NaN,NaN,NaN,22,20,38,578,241,191,502,769,578,311,425,141,1080,870,593,1061,730,247,744,106,242,194,184,147,564,193,448,1172,900,506,415,464,865,1642,31.5,674,730,723.6,720,723,728,38,637,1684,1039,483,959,87.3015873,0.313392401,0.820730686,-0.03964125,3
1754,Female,54,Minneapolis MN,Midwest,White Collar,18,0,0.5,Economy,1991,Sedan,White,1714.5,81.63265306,Divorced/Widowed,52500,9.5,NaN,NaN,NaN,14,16,38,643,248,186,517,803,617,331,392,133,1000,813,611,931,796,300,793,113,258,189,199,147,550,188,477,1198,961,533,394,431,905,1711,25.5,669,687,744.3,746,742,745,35,782,1709,807,363,1085,82.76643991,0.98963052,0.46594128,2.021543264,4
1755,Female,24,Minneapolis MN,Midwest,Service,16,0,5,Economy,1995,Sedan,White,1676.4,57.14285714,Single,25000,9,NaN,NaN,NaN,8,8,36,583,243,175,491,768,593,316,377,132,913,760,585,860,797,237,761,116,243,186,182,142,545,192,369,968,856,520,388,399,853,1660,12.5,571,588,760.3,761,757,763,14,627,1488,741,364,1036,59.18367347,0.55997467,-0.781805098,-1.168320417,2
1756,Male,25,Minneapolis MN,Midwest,White Collar,16,0,8,Economy,1998,Sedan,White,1803.4,83.90022676,Single,37500,11,44,33,33,NaN,NaN,NaN,586,255,220,561,879,659,341,443,136,1040,NaN,618,1074,816,214,804,109,274,212,204,151,562,197,367,1067,856,557,451,512,912,1788,16,618,598,800.6,799,799,804,12.5,580,1675,855,461,1036,82.0861678,0.072449371,0.09898188,0,NaN
1757,Female,62,Minneapolis MN,Midwest,,14,4,8,Economy,1999,Sedan,White,1600.2,61.2244898,Married,25000,7.5,NaN,NaN,NaN,12,12,36,556,248,199,515,772,573,316,416,137,995,812,576,940,728,230,709,114,239,197,174,146,549,181,402,1052,891,502,406,438,824,1578,21,648,652,724,728,714,730,27,699,1564,880,391,979,72.56235828,-0.308707297,0.176647291,1.068183899,3
1758,Female,50,Minneapolis MN,Midwest,White Collar,16,2,8,Economy,1996,Sedan,White,1625.6,65.75963719,Married,150000,8,NaN,NaN,NaN,10,10,36,564,227,173,488,754,581,315,389,134,955,774,578,915,727,232,763,106,226,175,181,149,568,196,390,1024,777,484,391,411,868,1624,24,587,572,744.6,744,750,740,29,712,1568,774,357,1001,66.21315193,-0.082875259,-0.166453034,-0.462802261,3
1759,Male,44,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1993,Sedan,White,1803.4,71.6553288,Single,37500,10,42,33,32,NaN,NaN,NaN,620,254,204,558,875,671,354,408,146,968,NaN,634,975,840,236,815,123,261,211,200,159,580,199,362,1005,916,571,421,455,925,1800,20,560,547,829.3,830,824,834,21,676,1637,887,441,1123,71.88208617,-0.071596995,-0.702891231,0,NaN
1760,Female,57,Minneapolis MN,South,White Collar,18,0,5,Economy,1996,Sedan,White,1600.2,52.60770975,Married,52500,8,NaN,NaN,NaN,6,6,34,544,234,188,490,741,553,302,366,127,822,712,545,817,730,225,733,122,235,185,178,143,533,182,383,964,740,489,364,386,853,1590,6.5,544,563,718,716,718,720,11,638,1465,655,342,972,53.96825397,-0.676577449,-0.378095865,-0.983467937,1
1761,Male,30,Minneapolis MN,Foreign,White Collar,16,0,8,Economy,1992,Sedan,Black,1803.4,80.72562358,Single,37500,10.5,NaN,32,33,NaN,NaN,NaN,558,266,240,582,906,666,342,424,141,1005,NaN,639,1049,807,192,785,108,265,204,199,149,566,204,367,1028,875,567,465,505,906,1774,11,602,597,799.6,797,794,808,7,845,1682,764,462,1048,78.91156463,-0.129563034,-0.724994481,0,NaN
1762,Female,39,Minneapolis MN,South,White Collar,18,0,0.5,Economy,1986,Non-sedan,White,1625.6,57.59637188,Single,37500,7,NaN,NaN,NaN,8,9,36,549,233,186,505,776,590,319,341,127,832,739,584,815,746,204,757,103,233,172,177,145,543,184,380,984,780,494,370,407,858,1625,10,567,587,741.3,741,743,740,16,655,1478,680,338,1004,55.32879819,-0.291365445,-0.667586803,-1.256540418,1
1763,Female,32,Minneapolis MN,Foreign,White Collar,18,0,2.5,<undefined>,NaN,<undefined>,Hispanic,1701.8,63.49206349,Single,37500,9.5,NaN,NaN,NaN,NaN,10,36,597,236,188,520,809,621,332,368,130,884,722,603,775,788,246,759,104,249,178,192,143,520,182,386,1041,835,526,381,434,870,1685,13.5,585,579,773.6,774,776,771,23.5,686,1547,735,348,1065,61.67800454,0.407420814,-0.847681522,0.564697206,2
1764,Female,65,Minneapolis MN,Midwest,Service,12,7,NaN,Economy,1981,Sedan,White,1625.6,58.9569161,Divorced/Widowed,37500,7,NaN,NaN,NaN,10,10,34,563,224,193,485,752,559,292,372,138,916,766,554,890,745,241,759,107,228,180,177,149,542,184,353,959,902,489,392,412,847,1611,22.5,520,548,730.6,720,732,740,23.5,662,1512,724,355,1002,57.82312925,-0.154134288,-0.143448308,1.100443244,2
1765,Female,28,Minneapolis MN,West,White Collar,16,0,0.5,Economy,1992,Sedan,White,1600.2,58.9569161,Single,150000,7.5,NaN,NaN,NaN,6,7,34,561,236,189,487,753,564,298,361,133,884,751,556,904,743,242,759,118,234,182,177,142,562,192,373,982,778,491,387,424,869,1619,25,578,595,702.6,701,703,704,31,689,1556,719,342,1007,60.31746032,0.061883193,-0.042589892,0.028521977,1
1766,Male,47,Minneapolis MN,Midwest,White Collar,14,0,10,Economy,1993,Sedan,White,1752.6,70.29478458,Single,37500,9.5,38,30,32,NaN,NaN,NaN,602,264,207,528,825,618,321,429,145,954,NaN,601,994,806,253,782,110,253,207,204,159,571,194,356,939,823,541,435,445,909,1741,9,548,543,783,779,785,785,6.5,583,1602,788,432,1028,68.70748299,-0.45873782,-0.813546181,0,NaN
1767,Male,38,Minneapolis MN,West,White Collar,14,3,2.5,<undefined>,2000,<undefined>,White,1803.4,92.97052154,Divorced/Widowed,12500,9.5,NaN,33,33,NaN,NaN,NaN,581,259,255,592,895,640,337,434,142,1150,NaN,622,1171,823,213,794,132,269,213,205,152,587,211,374,1044,892,584,459,534,920,1807,24,621,623,821.3,826,813,825,16.5,535,1692,959,525,1001,91.15646259,-0.214968473,-0.306674898,0,NaN
1768,Female,25,Minneapolis MN,Midwest,,14,0,0.5,Economy,1996,Non-sedan,White,1727.2,142.8571429,Married,70000,10,NaN,NaN,NaN,22,20,46,620,294,208,564,851,643,356,529,134,1322,1050,691,1204,786,277,806,120,235,201,197,144,558,191,567,1527,988,545,459,532,911,1729,51,911,935,792.6,814,787,777,51,877,1865,1191,499,1093,146.4852608,-1.644879341,3.528589725,3.817167044,4
1769,Female,52,Minneapolis MN,Midwest,Service,18,2,8,Economy,1995,Non-sedan,White,1574.8,52.15419501,Divorced/Widowed,90000,6,NaN,NaN,NaN,6,6,34,524,221,178,467,720,542,289,339,134,832,730,550,842,703,199,720,103,221,169,163,150,553,183,356,942,754,477,358,397,830,1574,12,507,510,714.3,722,714,707,24.5,622,1440,706,359,964,52.60770975,-0.910817921,-0.046493743,-1.139531612,2
1770,Female,47,Minneapolis MN,Midwest,Blue Collar,16,0,2.5,Economy,1994,Sedan,White,1600.2,56.6893424,Single,70000,7.5,NaN,NaN,NaN,10,10,36,560,229,193,509,770,577,316,349,129,873,716,541,865,732,228,760,117,232,177,186,143,547,188,355,952,767,503,392,413,856,1610,13,527,545,728.6,726,728,732,21.5,725,1526,662,332,1018,55.10204082,-0.138327911,-0.301628917,-0.803691447,2
1771,Female,40,Minneapolis MN,West,White Collar,14,0,2.5,Economy,1993,Sedan,White,1549.4,43.08390023,Divorced/Widowed,37500,6,NaN,NaN,NaN,4,2,32,536,221,188,479,725,537,291,303,126,758,635,510,756,692,215,745,109,222,172,170,151,555,192,342,881,697,470,365,383,855,1557,6,474,481,684,685,681,686,12,612,1402,574,331,948,44.21768707,-0.973605692,-0.745994627,-0.162543729,1
1772,Female,34,Minneapolis MN,Midwest,Service,16,0,0.5,Economy,1995,Sedan,White,1651,44.44444444,Single,52500,6.5,NaN,NaN,NaN,4,2,32,526,219,186,489,754,568,303,321,123,784,673,553,781,766,195,750,113,227,176,174,141,537,186,344,868,793,495,377,374,853,1630,8,482,501,744.6,752,748,734,12,584,1384,603,345,1008,44.21768707,-0.352078766,-0.95707792,-0.173813149,1
1773,Female,31,Minneapolis MN,Midwest,Management,18,0,2.5,Economy,1993,Sedan,White,1778,68.02721088,Single,52500,9,NaN,NaN,NaN,9,9,36,569,246,206,550,832,626,344,404,130,935,813,623,922,837,197,783,116,250,184,188,147,568,197,392,1028,885,551,404,425,907,1770,20,586,620,798.6,807,794,795,26,709,1567,768,375,1103,70.29478458,1.862765074,-0.654120445,-0.9362275,1
1774,Female,30,Minneapolis MN,Midwest,White Collar,16,2,5,Economy,1995,Sedan,White,1752.6,56.6893424,Married,70000,8.5,NaN,NaN,NaN,8,8,34,578,240,197,514,801,604,317,347,127,865,779,578,847,810,224,792,109,240,177,183,141,532,178,406,999,849,529,385,389,911,1734,14,570,576,745.6,745,749,743,21,644,1515,718,390,1062,58.73015873,0.858288109,-1.296938777,0.593993545,2
1775,Female,45,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1999,Sedan,White,1574.8,54.42176871,Married,90000,6,NaN,NaN,NaN,6,6,34,556,232,186,468,713,527,282,351,122,867,725,548,879,705,249,728,105,223,178,163,143,557,201,375,955,761,477,374,400,849,1578,14.5,561,576,683,666,678,674,24.5,671,1501,714,349,976,56.6893424,-0.707777798,0.023557864,0.210796371,2
1776,Female,35,Minneapolis MN,Midwest,Service,16,0,5,Economy,1993,Non-sedan,White,1701.8,68.02721088,Married,52500,8.5,NaN,NaN,NaN,12,12,36,600,234,191,512,779,588,321,385,136,904,769,574,904,766,269,781,116,235,173,188,146,556,192,410,1023,811,500,394,425,898,1692,23,592,595,728.3,730,729,726,28,630,1583,811,418,1017,66.66666667,0.79695797,-0.36535731,0.171753272,1
1777,Male,39,Minneapolis MN,Midwest,White Collar,16,3,5,Economy,1996,Non-sedan,White,1828.8,79.36507937,Married,90000,9.5,44,33,34,NaN,NaN,NaN,618,261,225,578,883,658,353,487,139,1059,NaN,630,1117,836,240,831,134,263,209,209,159,576,203,364,976,970,573,461,510,945,1831,21.5,546,544,842.3,844,834,849,5,635,1732,865,485,1092,81.63265306,0.639137328,-0.101597138,0,NaN
1778,Female,52,Minneapolis MN,Midwest,Management,14,2,8,Economy,1996,Non-sedan,White,1612.9,63.49206349,Married,NaN,8,NaN,NaN,NaN,8,9,34,546,247,204,505,774,570,301,375,139,938,752,586,915,726,219,728,110,244,178,179,154,569,190,415,1091,777,500,401,421,832,1604,11,646,667,732,738,736,722,26,671,1561,784,362,966,68.25396825,-1.124209762,-0.64569056,3.102058649,3
1779,Female,34,Minneapolis MN,Midwest,White Collar,16,2,5,Economy,1997,Sedan,White,1727.2,64.39909297,Married,NaN,8.5,NaN,NaN,NaN,9,10,34,595,241,205,502,785,580,297,368,133,882,781,592,899,781,254,790,110,242,190,178,146,550,191,365,986,813,510,403,443,894,1695,13,583,584,763.6,764,774,753,16.5,687,1565,765,362,1059,64.1723356,0.757703543,-0.676528811,-0.929412663,1
1780,Male,39,Minneapolis MN,Midwest,White Collar,21,0,8,Economy,1998,Sedan,White,1930.4,83.90022676,Single,90000,11,44,34,36,NaN,NaN,NaN,639,280,240,594,931,691,354,445,145,983,NaN,649,1016,901,248,873,119,280,213,212,155,603,211,379,1016,963,590,459,487,984,1914,10.5,576,555,847.6,849,849,845,8,615,1720,865,463,1136,84.12698413,-0.039996143,-2.072345257,0,NaN
1781,Female,26,Minneapolis MN,Midwest,White Collar,18,0,5,Economy,1998,Non-sedan,White,1778,63.49206349,Single,25000,8.5,NaN,NaN,NaN,8,8,34,599,235,191,513,796,605,322,375,133,874,745,578,856,813,254,811,123,242,184,188,142,570,202,381,982,846,550,395,418,923,1756,11,572,593,759.3,760,756,762,18,687,1561,711,369,1088,63.71882086,1.197473884,-0.896274388,-0.746448696,1
1782,Female,51,Minneapolis MN,Midwest,,16,0,5,Economy,1990,Sedan,White,1619.25,65.30612245,Married,150000,7.5,NaN,NaN,NaN,12,11,34,527,241,199,508,794,595,309,379,140,969,769,583,931,759,193,721,107,237,184,178,151,565,189,416,1038,811,510,377,437,822,1612,20,578,613,745,745,746,744,26.5,688,1522,751,355,1024,66.89342404,-0.116135977,0.505658269,-0.591112316,3
1783,Female,64,Minneapolis MN,Midwest,,12,7,8,Economy,1991,Sedan,White,1600.2,61.2244898,Married,70000,8,NaN,NaN,NaN,10,12,34,548,238,177,485,763,586,308,358,125,969,782,563,924,738,221,712,105,236,192,182,143,536,187,375,1000,777,499,391,416,814,1586,16,575,591,737.3,731,736,745,28,397,1544,784,343,1004,63.94557823,-0.364334285,-0.283488095,0.267448217,5
1784,Female,68,Minneapolis MN,Midwest,White Collar,12,2,8,Luxury,1997,Non-sedan,White,1676.4,57.59637188,Married,52500,10,NaN,NaN,NaN,10,10,34,571,263,190,514,811,621,324,376,134,940,757,574,897,795,280,753,108,260,199,200,152,540,182,347,924,957,526,400,418,855,1665,19,509,516,790.3,789,799,783,17,685,1536,683,353,1066,59.18367347,-0.122825243,-1.833794832,0.177660108,3
1785,Male,70,Minneapolis MN,Midwest,,14,2,2.5,Luxury,1997,Non-sedan,White,1879.6,98.86621315,Married,52500,12,46,40,34,NaN,NaN,NaN,626,274,228,607,936,708,379,503,149,1217,NaN,678,1206,883,203,804,124,273,231,216,162,573,196,415,1172,1063,602,467,520,915,1852,25.5,605,589,899.3,905,895,898,11,743,1788,1043,456,1134,100.9070295,1.413219213,-0.245452017,0,NaN
1786,Male,23,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1991,Sedan,White,1752.6,73.46938776,Single,37500,10,42,33,30,NaN,NaN,NaN,557,260,223,544,843,620,321,402,136,990,NaN,593,1034,777,208,790,127,254,214,194,149,561,201,366,1017,832,545,447,504,911,1726,12.5,597,578,800.3,795,800,806,16,624,1584,867,433,1002,76.19047619,-0.730268836,-0.100904487,0,NaN
1787,Female,25,Minneapolis MN,Midwest,,14,0,NaN,Economy,1988,Sedan,White,1600.2,46.71201814,Single,12500,8.5,NaN,NaN,NaN,4,4,34,567,223,175,473,725,550,298,341,124,785,683,537,784,730,243,743,110,230,174,173,140,525,183,356,943,777,495,359,389,832,1585,9,513,517,675.3,684,669,673,20,554,1437,716,375,954,46.03174603,-0.429873347,-0.66542089,-0.236585081,1
1788,Male,54,Minneapolis MN,Midwest,White Collar,18,3,2.5,Economy,1998,Non-sedan,White,1879.6,104.30839,Married,70000,12,44,40,32,NaN,NaN,NaN,637,275,242,615,948,706,373,463,145,1136,NaN,649,1154,841,231,863,116,284,216,214,159,608,209,426,1147,984,596,479,528,984,1880,37,617,605,896.6,895,904,891,14.5,687,1829,1017,530,1098,101.3605442,1.188540697,-0.016344316,0,NaN
1789,Female,51,Minneapolis MN,Midwest,White Collar,16,3,5,Economy,1991,Non-sedan,White,1739.9,70.29478458,Married,70000,9.5,NaN,NaN,NaN,12,12,36,605,257,213,543,818,605,330,388,135,892,779,588,895,764,252,841,117,256,204,196,155,573,197,426,1095,828,529,414,448,941,1726,19,603,620,754,753,750,759,34.5,728,1611,754,367,1049,73.01587302,0.880746245,-0.645942211,0.621599615,2
1790,Male,42,Minneapolis MN,West,Service,21,1,8,Economy,1989,Sedan,Black,1828.8,89.79591837,Single,7500,10,42,34,34,NaN,NaN,NaN,592,258,215,575,905,690,360,465,134,1107,NaN,650,1146,871,209,776,119,269,213,214,151,566,195,382,1048,922,584,465,519,909,1822,24,628,654,863.3,859,864,867,13.5,646,1706,920,481,1094,92.74376417,0.895043015,-0.009334394,0,NaN
1791,Female,45,Minneapolis MN,Northeast,White Collar,16,0,5,Economy,1996,Non-sedan,White,1625.6,81.63265306,Single,52500,8,NaN,NaN,NaN,13,14,36,560,252,196,516,780,584,320,398,138,966,852,613,961,753,222,746,111,238,189,177,147,537,182,455,1154,835,513,424,452,845,1615,18,717,724,714.6,716,725,703,41,750,1573,817,650,1040,82.0861678,0.607444406,0.507864296,-0.550591767,2
1792,Male,32,Minneapolis MN,Midwest,White Collar,16,0,8,Economy,1996,Sedan,White,1689.1,62.58503401,Single,37500,8.5,NaN,29,32,NaN,NaN,NaN,588,241,210,524,810,600,314,392,136,939,NaN,566,992,764,244,765,117,246,202,194,157,581,202,324,897,811,514,433,473,880,1671,10.5,534,532,745,734,742,759,7.5,559,1555,759,421,968,63.49206349,-0.791029036,-0.173874572,0,NaN
1793,Female,55,Minneapolis MN,Midwest,Service,18,3,8,Economy,1993,Sedan,White,1714.5,77.09750567,Married,150000,8,NaN,NaN,NaN,14,14,36,523,255,199,542,815,616,343,410,132,1070,829,615,1029,770,199,753,116,240,182,183,151,579,201,429,1149,957,531,412,433,862,1686,30,629,624,793.6,801,783,797,32.5,740,1624,949,365,1039,80.04535147,0.874767542,0.153436497,0.573650777,3
1794,Male,44,Minneapolis MN,Northeast,White Collar,21,3,5,Economy,1996,Sedan,White,1752.6,68.02721088,Married,150000,9,38,32,32,NaN,NaN,NaN,599,244,227,571,874,647,344,379,135,927,NaN,602,941,826,241,736,113,248,207,206,154,573,204,354,946,895,558,421,463,863,1737,7,528,514,829.6,828,828,833,3.5,581,1589,788,427,1037,67.34693878,-1.319459438,-1.189929605,0,NaN
1795,Female,47,Minneapolis MN,West,White Collar,16,2,0.5,Economy,1994,Sedan,White,1651,70.29478458,Married,70000,8,NaN,NaN,NaN,12,14,38,527,237,203,530,783,580,327,391,136,984,763,629,918,742,178,753,117,242,183,170,147,550,191,454,1146,806,509,406,416,857,1643,24,636,549,729.6,732,723,734,27,721,1590,835,350,1013,71.20181406,0.240656033,0.098409124,-1.175724983,3
1796,Female,64,Minneapolis MN,Midwest,,12,0,5,Economy,1985,Non-sedan,White,1524,55.32879819,Married,NaN,6.5,NaN,NaN,NaN,8,10,36,525,227,176,464,710,534,288,371,134,970,812,508,919,667,217,705,123,218,170,169,151,537,181,360,949,736,466,390,413,802,1508,29,535,536,684.3,684,678,691,25.5,628,1521,802,359,909,56.00907029,-1.48893404,0.673145831,0.297699004,4
1797,Male,63,Minneapolis MN,Midwest,,16,0,5,Economy,1997,Non-sedan,White,1803.4,106.5759637,Married,37500,9.5,44,44,28,NaN,NaN,NaN,639,276,213,564,856,643,351,499,152,1121,NaN,557,1133,790,263,827,113,255,218,185,161,577,197,438,1185,911,561,483,523,949,1779,25.5,666,688,807,802,808,811,18,801,1852,1048,473,1064,105.2154195,0.574138582,1.381239414,0,NaN
1798,Male,28,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1995,Sedan,White,1727.2,65.75963719,Single,52500,10,NaN,32,32,NaN,NaN,NaN,594,267,207,530,825,618,323,416,136,887,NaN,608,943,788,239,782,126,262,210,199,150,563,203,345,960,862,549,447,458,917,1744,15.5,560,554,765.3,773,765,758,15.5,650,1620,774,422,1034,66.66666667,-0.315546155,-0.342352152,0,NaN
1799,Female,41,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1991,Sedan,White,1701.8,61.2244898,Single,37500,7.5,NaN,NaN,NaN,6,8,34,570,243,199,518,782,583,319,379,133,862,714,580,822,775,231,778,117,240,189,179,140,541,182,396,991,826,512,407,418,894,1691,15.5,597,594,721.3,719,721,724,24,714,1523,704,365,1068,61.45124717,0.589360178,-1.022378683,-0.959041059,2
1800,Male,23,Minneapolis MN,Midwest,,14,0,2.5,Economy,1990,Sedan,White,1828.8,77.09750567,,NaN,12,42,32,32,NaN,NaN,NaN,652,275,196,542,858,662,346,422,138,940,NaN,618,996,812,288,855,121,280,219,217,153,588,210,352,995,865,579,465,494,966,1826,8,579,561,831,828,833,832,5.5,613,1693,820,444,1034,74.6031746,0.521590412,-0.313916802,0,NaN
1801,Female,46,Minneapolis MN,West,White Collar,21,0,2.5,Economy,1999,Sedan,White,1746.25,61.67800454,Single,25000,10,NaN,NaN,NaN,8,10,32,599,242,192,538,842,650,346,373,134,844,709,613,817,812,222,801,118,260,187,194,148,571,199,375,972,837,539,412,412,916,1753,16.5,555,566,787.3,783,787,792,20.5,748,1586,671,310,1114,61.67800454,1.271059513,-1.459718227,-0.548082054,1
1802,Female,49,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1989,Sedan,White,1574.8,54.87528345,Single,25000,7,NaN,NaN,NaN,6,6,34,542,234,181,465,719,538,284,327,123,866,696,555,810,714,231,746,102,223,184,176,141,534,185,377,975,753,478,370,382,840,1569,12,558,581,683.3,687,689,674,20,671,1487,NaN,366,966,55.32879819,-0.477247506,0.507883668,0.173228249,2
1803,Female,62,Minneapolis MN,Midwest,White Collar,14,0,5,Luxury,1993,Sedan,White,1701.8,73.46938776,Divorced/Widowed,NaN,9,NaN,NaN,NaN,14,14,38,551,256,201,527,805,604,326,401,139,1062,840,603,963,781,205,760,117,239,197,185,151,572,195,421,1076,868,526,416,429,866,1677,24,604,605,805.3,802,807,807,25,726,1561,861,360,1078,75.28344671,0.898779869,0.099215098,-0.011924569,4
1804,Male,18,Minneapolis MN,Midwest,,12,0,5,Luxury,1994,Sedan,Asian,1778,63.49206349,Single,NaN,11,NaN,32,32,NaN,NaN,NaN,577,252,220,557,842,622,337,407,144,885,NaN,584,917,768,222,808,123,255,195,193,152,559,195,327,937,817,537,429,467,926,1734,10,530,515,789.3,789,789,790,7.5,632,1593,710,413,1017,64.85260771,-1.657608628,-1.219864249,0,NaN
1805,Female,29,Minneapolis MN,Midwest,,14,0,5,Economy,1988,Sedan,White,1701.8,51.24716553,Single,25000,8,NaN,NaN,NaN,4,4,34,545,233,193,519,789,596,326,337,123,842,708,585,826,809,200,738,105,235,175,183,140,524,180,345,892,852,520,386,410,845,1686,12.5,514,508,740.6,740,737,745,14.5,602,1428,NaN,653,1052,49.65986395,0.096439391,-1.584834933,0.034211114,1
1806,Female,42,Minneapolis MN,Midwest,White Collar,18,0,2.5,Economy,1993,Sedan,White,1562.1,68.02721088,Single,52500,8,NaN,NaN,NaN,10,10,36,549,249,184,485,765,581,301,382,127,915,795,577,885,714,223,736,119,241,187,177,141,533,187,414,NaN,760,493,438,414,831,1564,25.5,619,619,724.3,723,728,722,33.5,608,1523,814,388,939,68.48072562,-0.879223883,-0.271623075,2.203211069,1
1807,Female,46,Minneapolis MN,Midwest,,16,3,5,Economy,1995,Non-sedan,White,1619.25,79.36507937,Married,150000,9.5,NaN,NaN,NaN,12,14,36,579,246,178,500,774,596,322,427,133,1038,845,622,940,730,237,755,118,237,186,175,147,573,194,426,1173,795,504,412,433,862,1629,21,677,681,723.6,722,718,731,29,769,1652,848,385,1008,79.8185941,0.011792453,0.393793046,-0.257180244,2
1808,Male,39,Minneapolis MN,West,Service,14,0,8,Economy,1998,Non-sedan,White,1955.8,102.0408163,Married,150000,14,44,36,36,NaN,NaN,NaN,642,302,227,610,940,713,383,506,142,1173,NaN,668,1216,917,241,877,126,307,225,228,155,583,206,413,1095,948,642,483,548,986,1945,11.5,650,642,891.6,887,892,896,6.5,661,1774,926,479,1170,103.1746032,1.835710168,-0.380550265,0,NaN
1809,Female,40,Minneapolis MN,Midwest,,16,0,5,<undefined>,1995,Non-sedan,White,1651,58.9569161,Married,150000,9.5,NaN,NaN,NaN,6,4,34,589,250,198,488,756,558,290,343,135,870,757,560,861,744,269,799,118,251,197,187,147,539,183,379,991,770,505,395,407,901,1248,10,582,586,735.6,727,741,739,12,711,1530,670,359,1039,59.86394558,0.150658429,-0.829410493,0.396426797,1
1811,Female,19,Minneapolis MN,Midwest,,14,0,8,Economy,1986,Sedan,White,1727.2,62.58503401,Single,90000,9,NaN,NaN,NaN,NaN,6,34,638,255,201,523,800,599,322,377,126,861,711,593,876,813,285,834,114,254,190,188,136,531,184,375,979,839,534,398,420,945,1763,9,566,586,743,741,746,742,20,552,1585,788,469,1026,61.45124717,1.668174624,-0.149609953,-0.691272914,2
1812,Female,38,Minneapolis MN,Midwest,White Collar,16,0,5,Luxury,1990,Sedan,White,1701.8,62.58503401,Married,150000,9.5,NaN,NaN,NaN,8,9,36,504,252,190,507,799,609,317,355,133,849,717,568,839,794,258,800,117,254,191,195,144,552,191,400,1027,815,538,390,401,912,1709,12,598,604,760.3,764,756,761,19,661,1562,702,374,1055,61.67800454,1.003252745,-0.740332484,-1.036703944,2
1813,Female,31,Minneapolis MN,West,Service,18,0,2.5,Economy,1997,Sedan,White,1600.2,56.6893424,Married,52500,8,NaN,NaN,NaN,10,7,32,564,243,176,472,725,549,296,327,132,822,720,559,820,742,252,741,107,230,174,167,146,554,194,416,1037,758,493,390,394,857,1604,12.5,586,595,671.3,674,671,669,28.5,686,1516,693,356,1002,60.54421769,-0.252343506,-0.119755305,-0.377999634,2
1814,Male,35,Minneapolis MN,West,Service,14,0,0.5,Economy,1991,Non-sedan,White,1651,58.9569161,Married,52500,8.5,36,29,28,NaN,NaN,NaN,563,247,189,487,756,567,298,390,137,885,NaN,547,938,695,229,763,131,245,213,181,153,553,192,327,904,733,487,435,446,876,1620,10.5,531,530,722.6,723,720,725,8,619,1539,712,367,955,58.27664399,-1.929521441,-0.13363862,0,NaN
1815,Female,28,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1996,Sedan,White,1625.6,83.44671202,Single,25000,8.5,NaN,NaN,NaN,NaN,14,34,601,254,193,505,764,571,312,428,132,1052,836,583,1008,718,278,789,121,236,189,183,149,571,196,438,1154,764,498,412,459,902,1644,37,702,708,730.3,727,728,736,37.5,723,1677,892,409,982,83.67346939,0.084260732,1.03701973,0.289095014,2
1816,Male,38,Minneapolis MN,Midwest,White Collar,18,3,5,Economy,1994,Sedan,White,1720.85,83.44671202,Divorced/Widowed,70000,9,42,34,31,NaN,NaN,NaN,599,263,210,556,851,641,346,461,141,1013,NaN,605,1042,752,237,802,121,258,208,193,151,560,191,397,1100,814,555,455,508,901,1719,15,655,665,793.6,792,797,792,16,642,1718,923,465,993,83.67346939,-0.255207479,0.56532675,0,NaN
1817,Female,64,Minneapolis MN,Midwest,White Collar,14,3,0.5,Economy,1991,Sedan,White,1524,70.29478458,Divorced/Widowed,25000,6,NaN,NaN,NaN,14,14,40,505,234,191,474,722,531,283,406,134,1142,938,570,1008,673,197,709,104,216,178,164,146,540,187,403,1136,833,480,402,433,793,1501,27,589,611,720,719,720,721,26,709,1536,893,360,913,71.88208617,-1.841799259,1.398533344,-1.104145885,4
1818,Male,43,Minneapolis MN,Midwest,White Collar,14,2,0.5,Economy,1989,Non-sedan,White,1879.6,138.3219955,Married,52500,12,46,46,32,NaN,NaN,NaN,695,308,231,612,928,697,381,525,145,1259,NaN,679,1267,810,294,884,123,287,232,213,157,595,205,464,1244,899,590,500,594,994,1873,40,745,739,829.3,838,829,821,18.5,695,1974,1202,630,1096,134.9206349,1.95872283,1.571846843,0,NaN
1819,Male,19,Minneapolis MN,Midwest,,14,0,8,Economy,1992,Non-sedan,White,1879.6,90.70294785,Single,150000,10.5,NaN,33,34,NaN,NaN,NaN,646,277,218,603,902,684,385,476,147,1022,NaN,635,1077,859,252,847,128,272,207,203,162,602,210,376,1024,924,597,451,512,974,1872,13.5,603,606,862,864,860,862,7,635,1700,811,415,1116,88.66213152,0.650904715,-0.718712389,0,NaN
1820,Female,31,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1999,Sedan,White,1714.5,58.9569161,Married,90000,8,NaN,NaN,NaN,10,8,36,580,231,195,509,784,589,314,343,127,876,736,585,861,781,238,772,113,239,167,187,149,549,185,378,977,815,518,412,418,877,1692,7.5,550,556,754.6,765,756,743,24.5,605,1544,740,394,1022,57.36961451,0.637699842,-0.637689948,-0.69029808,2
1821,Female,19,Minneapolis MN,Midwest,,14,0,2.5,Economy,1997,Sedan,White,1625.6,49.88662132,Single,150000,7,NaN,NaN,NaN,4,2,32,555,225,198,510,762,564,312,350,127,843,684,565,825,784,227,726,103,234,162,177,143,530,181,353,920,803,510,398,404,846,1635,12,530,523,712.6,709,724,705,21,519,1452,743,395,967,50.20408163,-0.199933633,-0.982892513,-0.89951241,1
1822,Female,45,Minneapolis MN,Midwest,White Collar,18,2,8,Luxury,1992,Sedan,White,1638.3,61.67800454,Married,150000,8,NaN,NaN,NaN,8,8,34,590,237,199,499,752,553,300,376,134,869,751,567,849,724,267,793,111,234,186,173,144,558,195,380,1008,751,482,408,426,893,1626,13,559,564,686.6,685,685,690,24.5,707,1554,720,368,1010,62.13151927,-0.267848045,0.288198978,-2.100008965,2
1823,Male,25,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1995,Sedan,White,1689.1,64.39909297,Single,52500,9.5,40,30,30,NaN,NaN,NaN,563,266,205,530,813,608,325,422,138,948,NaN,561,983,753,213,763,113,260,193,194,154,564,194,335,937,789,529,451,471,880,1675,9.5,542,545,763,765,762,762,4.5,571,1524,729,390,980,65.75963719,-1.800375223,-0.624558032,0,NaN
1824,Female,37,Minneapolis MN,Midwest,Service,16,0,0.5,Economy,1990,Sedan,White,1638.3,56.6893424,Married,70000,8,NaN,NaN,NaN,6,8,34,558,224,172,489,766,594,317,371,126,929,739,575,871,781,207,738,101,241,166,185,142,545,187,368,968,862,506,411,395,848,1650,14,557,577,740.6,746,738,738,28,659,1503,751,342,1042,57.82312925,0.145086542,-0.85672456,-0.319606483,2
1825,Male,36,Minneapolis MN,West,Service,16,0,0.5,Economy,1994,Non-sedan,White,1765.3,77.09750567,Married,70000,10.5,42,34,32,NaN,NaN,NaN,636,278,220,562,857,637,342,458,152,1009,NaN,597,1042,802,270,823,122,273,212,203,160,569,195,367,985,868,554,451,500,943,1780,20.5,544,549,787.3,789,784,789,11.5,604,1671,851,445,1050,75.05668934,-0.032944802,-0.155339271,0,NaN
1827,Female,38,Minneapolis MN,Midwest,Service,12,2,0.5,Economy,1986,Sedan,White,1714.5,NaN,Divorced/Widowed,12500,9.5,NaN,NaN,NaN,22,20,44,569,274,197,551,847,650,354,549,145,1374,1005,648,1256,750,215,737,112,250,203,188,156,573,186,513,1448,900,540,478,514,846,1662,56,844,820,828.3,830,829,826,52.5,904,1878,1241,442,1049,129.7052154,-3.569298983,2.87379837,5.376306057,5
1828,Female,51,Minneapolis MN,Midwest,Management,14,0,0.5,Luxury,1994,Sedan,White,1752.6,86.16780045,Single,90000,9.5,NaN,NaN,NaN,16,18,42,583,260,187,534,825,638,347,434,136,1086,906,640,1001,824,222,774,112,254,197,183,152,567,192,469,1189,885,543,425,438,874,1725,31.5,687,692,807,803,806,812,34,755,1675,939,383,1120,87.98185941,2.00426507,0.186642721,0.129877895,3
1829,Female,32,Minneapolis MN,Midwest,White Collar,18,0,10,Economy,1996,Sedan,White,1625.6,56.23582766,Married,52500,7,NaN,NaN,NaN,8,8,36,546,233,189,508,768,579,319,354,122,900,736,583,865,759,207,741,114,222,169,174,139,538,187,390,985,782,509,393,395,835,1609,13.5,567,569,718.6,720,710,726,19,680,1516,692,337,1020,56.91609977,-0.18547897,-0.192309439,-1.112133384,2
1830,Female,53,Minneapolis MN,Midwest,,14,2,2.5,Luxury,1989,Sedan,White,1574.8,79.36507937,Single,17500,6.5,NaN,NaN,NaN,16,14,38,550,243,185,485,741,556,300,422,132,1131,900,586,1085,726,241,747,115,228,185,181,144,545,192,436,1157,879,489,412,452,834,1586,37,665,670,713.3,703,719,718,36.5,709,1613,912,430,975,82.0861678,-0.39714694,1.440277338,1.14835906,3
1831,Female,48,Minneapolis MN,Midwest,White Collar,16,4,5,Economy,1995,Sedan,White,1803.4,71.6553288,Married,NaN,10,NaN,NaN,NaN,12,12,32,605,248,218,572,855,637,354,389,144,928,772,611,901,796,235,845,117,255,193,207,151,561,191,404,1098,892,550,412,462,953,1774,13.5,608,608,805.6,803,810,804,22,778,1654,740,369,1114,71.6553288,1.434286594,-0.631825209,-1.393279195,3
1832,Female,69,Minneapolis MN,Midwest,,18,3,5,Economy,1999,Sedan,White,1549.4,51.24716553,Married,150000,7.5,NaN,NaN,NaN,6,8,36,515,222,173,483,737,564,310,348,130,839,687,552,792,710,185,714,94,225,172,172,144,538,185,365,972,857,471,390,393,808,1550,11.5,518,542,714,717,714,711,22,692,1419,670,286,984,51.4739229,-1.012388587,-0.228708997,1.310210466,2
1833,Male,79,Minneapolis MN,Midwest,,18,3,5,Economy,1994,Sedan,White,1676.4,61.2244898,Married,150000,8.5,38,34,31,NaN,NaN,NaN,554,260,199,526,796,597,327,402,138,950,NaN,585,934,736,211,767,128,257,207,188,154,555,191,346,944,861,515,419,463,860,1654,14.5,485,508,780.6,783,778,781,8,555,1542,862,451,968,61.9047619,-1.517401457,0.334097445,0,NaN
1834,Male,65,Minneapolis MN,Midwest,,14,2,8,Economy,1999,Non-sedan,White,1752.6,82.53968254,Married,70000,12,42,36,29,NaN,NaN,NaN,601,283,200,551,847,647,351,474,156,1029,NaN,596,1036,752,224,777,129,278,227,213,162,577,197,375,1010,895,550,453,487,897,1716,15,565,605,808,802,817,805,6.5,635,1679,908,442,1013,82.31292517,-0.374264151,0.225017861,0,NaN
1835,Male,34,Minneapolis MN,Midwest,Blue Collar,16,0,0.5,Economy,1994,Sedan,White,1778,88.43537415,Single,52500,8.5,44,34,34,NaN,NaN,NaN,610,268,223,565,865,642,342,463,142,1087,NaN,620,1132,823,238,811,131,254,213,198,146,567,200,394,1061,895,570,455,528,922,1769,15.5,599,605,817.6,814,817,822,5.5,625,1684,900,410,1048,87.07482993,-0.165836751,0.081192032,0,NaN
1836,Female,61,Minneapolis MN,Midwest,,12,2,5,Economy,1992,Sedan,White,1727.2,62.58503401,Married,52500,8.5,NaN,NaN,NaN,12,10,34,588,247,190,540,817,627,350,401,142,920,739,603,863,798,216,775,109,246,192,187,149,551,185,357,966,892,518,412,413,NaN,1713,13.5,531,532,776.3,780,778,771,24.5,699,1603,720,346,1068,63.71882086,0.138436645,-1.870081902,0.842878878,2
1837,Female,35,Minneapolis MN,Midwest,White Collar,18,2,5,Economy,1994,Sedan,White,1701.8,63.49206349,Divorced/Widowed,37500,9,NaN,NaN,NaN,8,8,36,608,251,188,495,779,591,307,370,124,848,763,576,829,785,285,810,119,242,181,186,142,548,186,402,1032,824,512,400,399,911,1704,7,598,601,756,753,759,756,16,706,1552,700,353,1070,63.71882086,0.938862979,-0.579106808,-0.414023161,2
1838,Female,32,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1992,Sedan,White,1752.6,63.49206349,Single,37500,9.5,NaN,NaN,NaN,12,10,36,573,246,190,539,839,649,349,388,126,871,750,644,862,859,204,762,127,251,185,208,136,543,187,390,1015,903,550,403,417,871,1742,9,594,593,791,798,789,786,21,661,1543,732,361,1104,64.85260771,0.634897053,-2.50615859,0.898894608,2
1839,Male,36,Minneapolis MN,South,White Collar,14,0,8,Economy,1998,Non-sedan,Black,1866.9,88.43537415,Single,37500,11.5,44,33,33,NaN,NaN,NaN,626,275,233,583,894,661,350,468,148,1031,NaN,626,1064,823,255,823,140,279,220,214,153,610,218,369,1010,911,565,457,526,935,1813,18,601,603,822.6,820,823,825,11,630,1698,822,440,1076,84.58049887,0.138334304,-0.913475454,0,NaN
1840,Male,56,Minneapolis MN,Midwest,White Collar,16,2,2.5,Luxury,1994,Sedan,White,1828.8,112.4716553,Married,150000,11.5,48,44,30,NaN,NaN,NaN,646,293,220,580,906,686,360,497,143,1239,NaN,654,1226,788,252,819,141,282,225,210,156,578,201,416,1173,961,592,459,548,931,1797,35,643,680,848.6,846,855,845,17,672,1847,1148,550,1047,112.0181406,0.89964354,1.432206035,0,NaN
1841,Female,29,Minneapolis MN,Midwest,Management,16,0,5,Economy,1994,Sedan,White,1676.4,54.42176871,Divorced/Widowed,52500,8.5,NaN,NaN,NaN,4,2,34,564,250,189,495,764,575,306,348,134,879,733,560,851,758,225,775,112,245,183,179,154,572,194,343,925,775,497,393,397,891,1665,7.5,529,520,741.6,743,743,739,13,620,1497,664,400,1000,56.46258503,-0.322532028,-1.268209457,0.312467217,3
1842,Male,46,Minneapolis MN,Midwest,White Collar,16,2,5,Economy,1996,Sedan,White,1803.4,83.90022676,Married,70000,11,42,36,30,NaN,NaN,NaN,625,287,206,540,834,628,334,431,157,1067,NaN,640,1044,773,262,819,137,272,198,200,163,612,214,409,1132,857,565,449,501,937,1784,27.5,639,655,797.6,799,799,795,13.5,665,1770,948,462,1019,89.569161,0.251222342,0.76921463,0,NaN
1843,Female,45,Minneapolis MN,Midwest,Management,18,2,2.5,Economy,1991,Non-sedan,White,1727.2,90.70294785,Married,70000,9.5,NaN,NaN,NaN,20,20,38,603,252,195,530,811,616,335,501,154,1185,975,614,1116,755,255,770,119,243,206,192,167,579,194,472,1263,930,537,482,485,879,1706,49,750,753,779.6,790,785,764,44.5,807,1792,1024,397,1048,104.7619048,1.226381302,1.105031013,0.879175842,3
1844,Female,22,Minneapolis MN,Midwest,,14,0,2.5,Economy,1984,Sedan,White,1676.4,68.02721088,Single,7500,8,NaN,NaN,NaN,8,8,36,581,235,195,500,771,576,305,380,135,952,763,587,920,765,242,779,120,234,178,176,148,575,199,412,1065,813,509,402,433,881,1669,19,611,620,724.6,718,734,722,32,712,1581,819,383,1030,68.48072562,0.541957855,-0.320236146,-0.63532263,2
1845,Female,55,Minneapolis MN,Midwest,White Collar,16,2,2.5,Economy,1992,Sedan,White,1651,68.93424036,Divorced/Widowed,37500,7,NaN,NaN,NaN,12,12,34,577,230,193,503,760,567,310,390,131,936,751,583,908,709,246,790,117,233,184,179,145,561,196,433,1089,792,476,408,414,904,1638,21,637,628,704,698,704,710,29,753,1602,806,367,1009,67.80045351,0.166297957,-0.250441343,-0.542206049,3
1846,Female,52,Minneapolis MN,Midwest,White Collar,14,0,0.5,<undefined>,NaN,<undefined>,White,1600.2,66.66666667,Single,25000,8,NaN,NaN,NaN,12,12,38,548,239,193,491,745,552,298,364,142,1007,798,571,909,711,234,763,128,236,182,172,155,557,187,379,1008,844,487,420,404,870,1608,23.5,570,580,723.6,711,728,732,24,705,1553,852,387,992,65.75963719,-0.76735872,0.061688717,-0.454316139,4
1847,Male,64,Minneapolis MN,Midwest,,18,0,10,Economy,1993,Sedan,White,1701.8,58.9569161,Divorced/Widowed,25000,8.5,36,31,31,NaN,NaN,NaN,524,262,215,545,829,614,330,424,147,936,NaN,618,925,801,166,734,123,262,208,195,156,545,183,357,914,869,546,421,451,854,1710,6.5,497,500,803.3,804,812,794,7,542,1477,822,397,1029,60.99773243,-0.737769723,-0.452226907,0,NaN
1848,Male,61,Minneapolis MN,Midwest,White Collar,14,3,0.5,Economy,1989,Non-sedan,White,1828.8,87.07482993,Married,90000,10.5,42,36,32,NaN,NaN,NaN,630,295,215,572,890,675,357,477,153,1082,NaN,638,1090,814,245,813,122,279,215,205,164,570,188,377,1036,944,582,471,503,931,1819,13.5,558,554,851.3,861,854,839,9,642,1747,940,446,1075,88.66213152,1.239520788,0.234791726,0,NaN
1849,Female,41,Minneapolis MN,Northeast,Service,16,0,0.5,Economy,1984,Sedan,White,1574.8,47.61904762,Married,90000,7.5,NaN,NaN,NaN,4,2,34,551,245,194,492,740,546,298,328,126,819,683,549,766,721,233,738,111,235,178,174,144,544,191,345,900,768,472,390,372,843,1569,12,506,512,719.6,736,724,699,14.5,635,1447,614,327,968,47.61904762,-1.623387694,-0.878530145,0.976240098,2
1850,Male,61,Minneapolis MN,Midwest,,18,1,2.5,Economy,1987,Non-sedan,White,1727.2,99.77324263,Married,70000,10.5,48,46,32,NaN,NaN,NaN,609,287,229,556,842,613,327,530,155,1302,NaN,664,1259,710,276,760,116,284,209,191,158,584,196,512,1382,885,550,491,555,878,1688,37.5,792,765,809,815,804,808,23.5,777,1931,1410,527,969,132.6530612,-1.631486297,3.530359268,0,NaN
1851,Male,29,Minneapolis MN,Northeast,White Collar,14,0,2.5,Economy,1996,Sedan,White,1879.6,103.8548753,Single,37500,11.5,44,38,31,NaN,NaN,NaN,620,273,230,574,882,652,344,475,148,1147,NaN,652,1160,810,245,827,139,273,225,220,158,605,213,397,1085,952,580,487,532,954,1853,26.5,612,632,865.6,875,865,857,7.5,660,1818,1050,531,1072,102.9478458,1.031936526,0.280213416,0,NaN
1852,Male,56,Minneapolis MN,Midwest,,16,2,10,Economy,1989,Non-sedan,White,1879.6,104.30839,Married,70000,12,44,38,32,NaN,NaN,NaN,654,298,232,595,917,685,363,500,162,1125,NaN,659,1162,835,258,853,134,285,219,215,167,607,212,406,1125,907,600,465,552,969,1891,20.5,638,634,856,851,860,857,10,605,1828,1031,545,1090,106.122449,1.7560215,0.35788691,0,NaN
1853,Female,37,Minneapolis MN,Midwest,,18,0,5,Economy,1992,Sedan,White,1625.6,61.2244898,Single,7500,7.5,NaN,NaN,NaN,8,10,36,563,233,183,491,755,572,308,344,136,904,760,569,874,740,232,755,112,232,175,178,139,552,194,418,1087,774,501,394,414,864,1631,13,630,629,717.3,720,712,720,22,684,1523,753,352,997,61.67800454,0.158881277,0.04975925,0.343147039,2
1854,Female,32,Minneapolis MN,Midwest,White Collar,16,0,2.5,Luxury,1990,Sedan,White,1727.2,61.2244898,Married,52500,9.5,NaN,NaN,NaN,7,10,36,603,239,190,534,808,618,344,361,139,896,762,589,887,806,245,797,114,243,185,187,146,554,189,409,1031,858,538,408,429,911,1738,11,574,594,768,767,768,769,19,727,1575,679,354,1103,64.1723356,0.263007313,-2.032614946,-0.440045983,1
1855,Female,39,Minneapolis MN,Midwest,White Collar,18,0,8,Economy,1998,Non-sedan,White,1727.2,56.6893424,Single,37500,9,NaN,NaN,NaN,8,8,36,576,241,193,540,816,623,347,356,135,889,762,590,880,802,212,771,117,241,195,184,149,551,186,350,960,826,533,403,412,884,1710,7.5,533,544,761.3,760,755,769,14,587,1542,768,405,1040,58.9569161,0.362146407,-1.449656367,-0.0833432,2
1856,Male,46,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1988,Sedan,Black,1930.4,117.9138322,Single,52500,13,44,40,34,NaN,NaN,NaN,630,285,223,599,927,704,376,519,151,1152,NaN,717,1169,866,243,806,127,283,220,211,160,575,196,444,1210,1043,633,521,544,930,1910,30,670,670,898.6,896,902,898,20.5,768,1917,1128,515,1182,121.0884354,2.264295101,0.262124866,0,NaN
1857,Female,39,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1998,Sedan,White,1739.9,88.43537415,Single,37500,9,NaN,NaN,NaN,14,18,38,573,245,214,544,815,601,330,411,133,1095,900,633,1036,789,231,797,121,244,191,188,154,561,190,489,1222,818,528,425,468,900,1728,24.5,724,719,764.6,770,762,762,29,718,1655,935,422,1060,91.38321995,1.296806097,0.578033805,0.155474991,3
1858,Male,32,Minneapolis MN,Midwest,Management,16,0,8,Economy,1989,Sedan,White,1803.4,68.93424036,Single,37500,9.5,42,31,32,NaN,NaN,NaN,591,250,197,535,832,635,338,404,131,897,NaN,611,907,812,221,825,128,260,183,196,143,548,195,347,940,890,555,433,462,929,1786,11,516,527,787.3,795,797,770,8,573,1626,837,435,1037,66.4399093,-0.201669112,-0.975610971,0,NaN
1859,Female,46,Minneapolis MN,Midwest,White Collar,18,1,0.5,Economy,1998,Sedan,White,1612.9,58.04988662,Married,52500,8,NaN,NaN,NaN,12,10,38,578,239,190,583,747,557,393,369,138,934,767,543,864,709,261,780,109,235,176,174,152,532,177,375,993,805,487,408,415,880,1606,18,553,565,718.6,715,721,720,26,687,1531,744,394,984,59.41043084,-0.388155431,0.32977438,0.125245884,3
1860,Male,65,Minneapolis MN,Midwest,White Collar,21,2,0.5,Economy,1993,Non-sedan,White,1778,90.70294785,Divorced/Widowed,52500,11.5,44,44,33,NaN,NaN,NaN,610,297,196,552,872,676,356,452,147,1104,NaN,665,1099,865,215,741,117,277,193,206,157,562,186,405,1113,1018,595,457,488,862,1784,28,586,600,1027,1020,1027,1034,16,725,1688,1048,335,1143,95.69160998,0.839071333,0.009857773,0,NaN
1861,Female,43,Minneapolis MN,Midwest,White Collar,14,4,8,Economy,1984,Non-sedan,White,1625.6,90.70294785,Divorced/Widowed,25000,10,NaN,NaN,NaN,18,18,36,616,257,201,489,749,548,288,468,138,1161,966,602,1052,703,325,777,112,247,201,184,146,538,180,478,1262,860,495,435,484,899,1628,32.5,757,773,699.6,707,700,692,40,775,1792,1028,455,964,100.6802721,0.603421152,1.931310654,1.893809438,4
1862,Female,48,Minneapolis MN,Midwest,Blue Collar,14,2,0.5,Economy,1994,Sedan,White,1701.8,61.2244898,Married,52500,9,NaN,NaN,NaN,12,12,34,524,240,187,515,803,616,328,345,136,961,744,606,894,805,171,747,118,245,182,187,153,540,178,385,1040,855,533,416,398,846,1683,10.5,568,566,789.6,792,787,790,21,728,1547,714,340,1072,62.58503401,-0.272396296,-1.743107915,2.574343681,3
1863,Female,41,Minneapolis MN,Midwest,White Collar,16,2,0.5,Economy,1991,Sedan,White,1587.5,52.15419501,Married,150000,7.5,NaN,NaN,NaN,6,6,32,543,224,161,463,728,567,302,350,129,803,695,558,778,740,217,734,NaN,227,167,118,143,524,177,369,938,780,489,386,368,835,1589,11.5,544,531,702,710,696,700,14,637,1434,652,325,980,48.97959184,-0.609667957,-0.656430662,-0.362552613,1
1864,Female,34,Minneapolis MN,Midwest,White Collar,14,0,0.5,Economy,1999,Non-sedan,White,1574.8,54.42176871,Married,70000,6,NaN,NaN,NaN,6,6,34,534,214,181,483,741,560,302,346,133,897,752,567,837,742,206,700,116,204,176,171,144,541,187,350,950,783,496,380,393,802,1567,14,541,536,706.6,695,702,723,22,611,1443,713,327,964,52.60770975,-1.079830647,-0.268442661,1.911849976,2
1865,Female,58,Minneapolis MN,Midwest,,16,2,10,Economy,1990,Sedan,White,1619.25,58.9569161,Married,NaN,9,NaN,NaN,NaN,12,10,38,532,233,211,507,767,556,296,372,133,918,754,560,882,722,209,754,120,241,189,186,144,553,194,375,995,796,496,408,416,857,1621,13,561,576,733,732,739,728,27,687,1517,721,328,990,60.09070295,-0.283498824,-0.105164625,0.32885325,1
1866,Male,47,Minneapolis MN,Midwest,White Collar,14,3,8,<undefined>,NaN,<undefined>,White,1879.6,82.53968254,Single,7500,10.5,44,33,33,NaN,NaN,NaN,631,295,219,570,885,666,351,429,142,1013,NaN,637,1019,844,261,825,123,276,207,203,158,595,213,367,995,904,587,445,483,943,1846,11,580,578,832,832,832,832,10,684,1690,859,393,1143,83.67346939,0.870338202,-0.648649454,0,NaN
1867,Female,65,Minneapolis MN,Midwest,,16,3,8,Luxury,1995,Sedan,White,1663.7,63.03854875,Married,150000,10,NaN,NaN,NaN,10,12,34,526,234,194,505,790,596,311,355,138,910,765,589,880,759,181,711,115,243,177,188,154,559,191,403,1035,921,517,411,404,818,1633,15.5,584,594,756.6,749,757,764,24,716,1525,770,327,1025,64.1723356,-0.711857319,-1.474090695,1.429451108,3
1868,Male,36,Minneapolis MN,Midwest,Management,16,0,2.5,Luxury,1995,Sedan,White,1778,81.63265306,Married,52500,11.5,42,33,32,NaN,NaN,NaN,638,290,223,569,874,651,346,455,145,1050,NaN,624,1075,815,268,827,132,281,215,202,157,592,208,368,1034,863,556,457,507,944,1796,11.5,606,611,828.3,829,829,827,9.5,648,1687,860,423,1068,83.21995465,0.239683792,-0.029706584,0,NaN
1869,Female,34,Minneapolis MN,Midwest,White Collar,18,0,0.5,Luxury,1995,Sedan,White,1676.4,55.78231293,Married,52500,8.5,NaN,NaN,NaN,6,6,32,595,238,190,514,776,586,324,359,127,868,714,577,841,791,250,793,119,236,178,188,139,538,187,357,956,807,511,400,412,905,1700,14.5,533,545,733.3,725,738,737,18,643,1532,684,380,1043,56.46258503,0.965687513,-0.958657861,-0.614911795,1
1870,Female,41,Minneapolis MN,Midwest,White Collar,16,2,0.5,Economy,1997,Non-sedan,White,1828.8,73.92290249,Married,150000,10.5,NaN,NaN,NaN,12,12,38,615,261,198,571,879,681,373,407,124,959,779,642,903,895,218,812,123,255,198,210,141,553,201,397,1044,937,592,412,445,930,1830,8,614,606,828.6,825,833,828,12.5,737,1610,732,345,1195,74.6031746,1.54392457,-2.550762892,0.410544932,2
1871,Female,39,Minneapolis MN,Midwest,White Collar,16,2,10,Luxury,1999,Non-sedan,White,1625.6,49.88662132,Married,150000,6.5,NaN,NaN,NaN,4,4,34,552,234,190,485,746,556,295,346,134,818,726,540,814,755,228,747,107,227,182,176,144,539,184,338,900,774,499,393,399,857,1621,8,525,533,716,714,718,716,20,639,1427,640,343,1011,51.24716553,-0.885862529,-1.281967163,0.973728478,1
1872,Male,52,Minneapolis MN,Midwest,White Collar,21,0,5,Economy,1996,Non-sedan,White,1727.2,97.0521542,Married,37500,9.5,46,38,31,NaN,NaN,NaN,554,279,231,552,855,624,321,477,154,1197,NaN,636,1199,754,206,731,131,261,203,188,161,598,208,430,1129,908,558,450,550,844,1690,32,623,626,818,814,817,823,18,680,1716,1116,433,995,98.18594104,-0.983197093,2.526236773,0,NaN
1873,Male,40,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1992,Sedan,White,1727.2,81.63265306,Single,52500,9.5,NaN,33,30,NaN,NaN,NaN,578,276,210,532,834,624,322,450,134,1044,NaN,587,1042,727,214,774,118,270,214,208,143,552,196,360,994,862,548,469,482,877,1678,21,580,585,831,829,832,832,14.5,618,1655,908,436,986,80.72562358,-0.600535333,0.210730568,0,NaN
1874,Male,34,Minneapolis MN,Midwest,White Collar,18,0,2.5,Economy,1986,Sedan,White,1701.8,NaN,Divorced/Widowed,37500,10,42,36,31,NaN,NaN,NaN,576,272,212,540,837,625,328,429,142,979,NaN,592,1002,738,220,794,118,266,207,199,152,577,202,390,1045,849,528,441,490,913,1706,20.5,597,625,776.6,780,778,772,18,588,1645,914,457,976,78.00453515,-0.810083628,0.461219043,0,NaN
1875,Female,43,Minneapolis MN,Midwest,White Collar,14,2,2.5,Economy,1996,Non-sedan,White,1638.3,88.43537415,Married,52500,9.5,NaN,NaN,NaN,16,16,38,566,252,206,525,808,602,319,434,135,1161,927,586,1094,746,231,767,122,247,199,193,144,565,196,403,1154,890,511,444,375,868,1643,30.5,647,655,765,761,775,759,22,711,1659,994,413,999,88.43537415,0.324121833,0.590225279,0.810191274,4
1876,Female,48,Minneapolis MN,Midwest,White Collar,18,2,5,Economy,1995,Sedan,White,1651,63.49206349,Divorced/Widowed,37500,8.5,NaN,NaN,NaN,8,10,34,557,243,188,496,767,579,308,353,134,905,735,615,858,770,227,749,114,238,178,186,147,574,203,415,1067,815,513,395,404,859,1657,14,619,615,769.6,764,774,771,19,698,1542,770,370,1028,64.1723356,0.580460548,-0.114287749,-0.480842292,2
1877,Female,59,Minneapolis MN,Midwest,,16,0,10,Economy,1999,Sedan,White,1651,58.9569161,Divorced/Widowed,25000,9,NaN,NaN,NaN,10,8,34,541,239,206,506,781,575,300,363,130,912,770,567,914,760,213,745,115,246,184,190,139,542,189,376,981,810,496,412,449,843,1622,15,514,539,733.3,725,737,738,22.5,652,1498,676,334,1016,59.18367347,0.168843925,-0.151689351,-0.7492733,2
1878,Male,59,Minneapolis MN,Midwest,White Collar,21,2,8,Economy,1995,Sedan,White,1714.5,74.37641723,Married,150000,8,40,34,32,NaN,NaN,NaN,591,271,221,558,842,621,337,440,148,992,NaN,575,993,735,232,799,133,246,213,190,156,575,196,358,990,829,540,425,466,915,1713,14,567,596,790,791,789,790,12.5,645,1667,878,440,992,75.96371882,-0.256560773,0.337123305,0,NaN
1879,Female,56,Minneapolis MN,Midwest,White Collar,16,2,5,Luxury,1994,Sedan,White,1625.6,90.70294785,Married,150000,8,NaN,NaN,NaN,18,18,40,589,248,184,517,784,600,333,454,130,1142,907,611,1013,723,259,767,110,234,179,182,142,542,189,482,1265,886,496,428,439,879,1653,43.5,681,685,753.6,763,749,749,41.5,782,1681,940,377,1015,90.70294785,0.576405346,0.699936509,0.738578796,4
1880,Male,42,Minneapolis MN,Midwest,Blue Collar,14,2,2.5,Luxury,1984,Sedan,White,1778,81.63265306,Married,52500,10.5,42,33,33,NaN,NaN,NaN,576,266,207,571,882,675,364,445,144,1024,NaN,627,1031,810,188,735,114,271,213,209,153,567,195,362,1006,934,575,439,487,871,1771,13.5,572,592,842.6,843,844,841,9.5,557,1643,887,450,1043,79.59183673,-0.138943806,-0.592545271,0,NaN
1881,Female,41,Minneapolis MN,Midwest,White Collar,14,2,0.5,Economy,1985,Non-sedan,White,1701.8,60.31746032,Married,52500,9.5,NaN,NaN,NaN,10,8,36,569,244,192,522,796,604,330,358,129,846,726,574,829,795,224,777,113,243,187,192,146,560,194,353,959,828,531,408,406,880,1686,9,541,517,746,744,745,749,11,566,1461,745,405,1012,58.27664399,0.260095775,-0.209291846,-2.200134039,1
1882,Female,35,Minneapolis MN,Midwest,White Collar,14,0,0.5,Economy,1991,Sedan,White,1720.85,136.0544218,Single,37500,9.5,NaN,NaN,NaN,22,20,46,608,244,218,534,814,596,316,547,145,1423,1194,677,1285,770,295,799,103,236,184,172,149,568,194,557,1604,933,517,410,568,911,1627,55,856,814,758.3,774,755,746,41.5,988,1965,1351,453,1066,145.3514739,0.470412016,3.347186565,-0.234190106,3
1883,Female,55,Minneapolis MN,Midwest,White Collar,14,2,2.5,Economy,1994,Sedan,White,1625.6,69.3877551,Single,37500,8.5,NaN,NaN,NaN,12,8,36,531,237,193,503,775,582,310,371,129,974,800,594,925,768,210,732,119,245,174,179,144,534,184,431,1070,939,517,399,419,831,1623,31,642,617,743.6,741,750,740,31.5,760,1522,783,323,1060,69.61451247,0.309224725,-0.25498274,-0.089221768,2
1884,Female,30,Minneapolis MN,Midwest,Service,16,0,2.5,Economy,1999,Sedan,White,1498.6,58.04988662,Single,70000,5,NaN,NaN,NaN,8,8,36,514,215,191,463,702,511,272,362,123,955,737,551,884,666,222,698,98,201,167,154,136,523,181,390,1029,695,445,345,409,802,1499,28,602,595,644,630,646,656,31,657,1453,689,355,915,57.36961451,-1.598398566,0.656106472,0.420145124,4
1885,Female,42,Minneapolis MN,Midwest,Service,16,4,0.5,Economy,1999,Sedan,White,1689.1,55.32879819,Married,150000,7.5,NaN,NaN,NaN,4,4,34,589,233,183,487,763,580,304,342,128,866,722,562,833,773,268,786,117,229,177,173,145,532,184,384,987,817,522,390,387,888,1666,11,556,551,724.6,726,723,725,13,651,1539,685,355,1032,55.55555556,0.789033234,-0.659888685,-0.53886807,2
1886,Female,34,Minneapolis MN,Foreign,White Collar,18,0,8,Luxury,1995,Sedan,Asian,1625.6,52.60770975,Single,52500,7,NaN,NaN,NaN,4,4,32,544,230,185,489,753,568,304,343,142,794,682,576,806,742,226,743,117,233,165,168,156,558,182,346,924,780,575,390,390,856,1618,16.5,533,521,697.6,694,704,695,15,623,1451,650,345,989,52.83446712,-0.444183648,-0.535170913,-1.753289223,1
1887,Male,46,Minneapolis MN,West,White Collar,24,0,5,Economy,1992,Sedan,White,1828.8,71.6553288,Single,90000,11,40,32,32,NaN,NaN,NaN,599,270,230,570,870,640,340,420,142,939,NaN,603,985,814,232,830,126,270,192,206,153,584,206,364,956,897,560,427,483,959,1819,12.5,534,531,813.6,810,818,813,11,655,1653,813,417,1080,70.06802721,0.326087564,-0.318065256,0,NaN
1888,Female,58,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1998,Sedan,White,1600.2,59.41043084,Married,90000,7.5,NaN,NaN,NaN,8,8,34,574,240,199,502,758,559,303,392,137,895,731,556,897,709,239,782,111,234,187,182,152,552,187,384,1007,747,470,400,412,876,1604,15,597,599,697.3,690,709,693,26,718,1547,691,363,987,60.31746032,-0.655197322,0.173868805,-1.346296549,2
1889,Female,27,Minneapolis MN,West,Service,14,0,2.5,Economy,1995,Sedan,White,1625.6,68.02721088,Single,12500,8,NaN,NaN,NaN,8,9,34,593,249,193,491,756,563,298,376,133,959,781,565,921,725,270,773,117,241,174,176,146,560,192,410,1059,765,498,417,414,878,1625,28,611,617,692.6,690,696,692,20,637,1585,880,434,962,69.61451247,-0.535574198,0.452003717,-1.730395198,3
1890,Male,49,Minneapolis MN,Midwest,Service,18,3,5,Luxury,1990,Sedan,White,1828.8,95.23809524,Married,150000,10.5,46,36,32,NaN,NaN,NaN,624,285,235,590,883,648,355,495,141,1179,NaN,631,1192,783,255,817,125,266,216,199,157,593,213,388,1088,876,578,461,540,946,1809,10,628,635,829.6,821,839,829,10.5,668,1767,949,463,1046,97.95918367,0.305766046,0.742379606,0,NaN
1891,Female,48,Minneapolis MN,Midwest,,18,3,8,Economy,1994,Non-sedan,White,1549.4,48.97959184,Married,150000,5,NaN,NaN,NaN,4,6,34,525,215,174,447,710,536,273,327,136,826,686,528,772,706,225,727,107,205,164,171,149,546,182,363,924,738,483,393,382,831,1564,7.5,518,524,699,705,694,698,16,649,1429,629,338,955,48.97959184,-1.250740528,-0.605265319,1.261006474,2
1892,Male,36,Minneapolis MN,Midwest,White Collar,14,5,2.5,Luxury,1993,Sedan,Black,1828.8,68.02721088,Divorced/Widowed,25000,10.5,38,31,34,NaN,NaN,NaN,615,283,214,584,905,691,370,395,148,867,NaN,650,905,901,215,797,131,290,206,218,158,600,207,324,910,966,604,433,445,917,1859,8.5,507,508,877.3,874,880,878,4,562,1598,749,425,1126,65.98639456,-0.752288043,-2.019471645,0,NaN
1893,Male,41,Minneapolis MN,South,Service,18,0,8,Luxury,1989,Sedan,White,1778,70.29478458,Single,70000,9,40,30,32,NaN,NaN,NaN,622,267,219,552,853,634,333,420,143,962,NaN,590,1010,793,264,809,111,256,204,202,155,570,195,358,952,867,550,435,479,933,1764,12,557,562,790.3,793,788,790,4,573,1639,789,440,1033,71.20181406,-0.557365537,-0.856169641,0,NaN
1894,Female,60,Minneapolis MN,Midwest,,12,6,0.5,Luxury,1987,Sedan,White,1625.6,144.2176871,Married,70000,9.5,NaN,NaN,NaN,22,20,48,573,298,191,510,797,606,319,606,145,1444,1120,649,1304,691,255,765,120,237,205,182,153,571,193,542,1572,867,513,455,541,869,1635,56.5,793,811,768.3,767,774,764,44,911,1922,1364,477,981,144.6712018,-1.514387131,3.748831987,-1.637144446,NaN
1895,Male,56,Minneapolis MN,Midwest,White Collar,14,6,0.5,Economy,1998,Sedan,White,1905,102.0408163,Married,70000,12.5,NaN,42,33,NaN,NaN,NaN,612,298,236,606,926,690,370,464,147,1129,NaN,670,1119,873,213,863,137,288,212,209,161,586,201,415,1112,983,625,469,515,973,1904,21,639,652,870.3,874,872,865,14,693,1827,1044,515,1124,102.0408163,1.746502995,-0.007225915,0,NaN
1896,Female,37,Minneapolis MN,South,,18,0,2.5,Economy,1989,Sedan,White,1778,74.82993197,Single,NaN,11.5,NaN,NaN,NaN,14,14,38,591,252,204,547,844,640,343,388,136,965,813,653,927,837,234,792,109,259,195,194,145,564,198,421,1087,900,565,430,440,908,1775,14.5,641,659,802,802,807,797,23,789,1623,800,362,1140,73.69614512,1.462479711,-1.174122334,0.616359174,2
1897,Female,35,Minneapolis MN,Midwest,White Collar,14,0,5,Economy,1999,Non-sedan,White,1752.6,55.32879819,Single,52500,8.5,NaN,NaN,NaN,9,6,34,650,228,176,516,793,617,340,389,129,840,706,583,835,803,293,820,107,236,183,191,142,541,194,371,955,862,520,390,398,935,1758,11,533,538,758.6,764,757,755,21,729,1615,620,373,1109,53.7414966,1.0847857,-1.555277109,0.830223739,1
1898,Female,45,Minneapolis MN,Midwest,,16,2,0.5,Economy,1997,Non-sedan,White,1828.8,74.82993197,Married,90000,9,NaN,NaN,NaN,14,14,36,628,249,202,535,814,612,333,386,132,931,776,634,922,854,278,838,123,246,185,190,142,543,187,417,1045,888,570,408,419,939,1827,16.5,596,613,786.6,787,787,786,18.5,833,1698,710,368,1188,73.69614512,2.938206911,-0.983158886,-0.940579772,2
1899,Female,47,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1997,Non-sedan,White,1524,65.75963719,Married,70000,6.5,NaN,NaN,NaN,NaN,7,36,557,224,189,485,740,551,296,388,134,1007,806,557,912,698,248,728,111,224,176,173,143,539,185,382,1012,762,472,398,412,824,1551,22.5,604,586,696.3,699,686,704,24.5,700,1540,859,359,955,66.89342404,-0.878265917,0.640227616,1.454680562,3
1900,Male,52,Minneapolis MN,Midwest,,14,0,0.5,Economy,1997,Non-sedan,White,1930.4,147.3922902,Married,NaN,11.5,48,46,32,NaN,NaN,NaN,690,297,224,603,936,712,379,539,143,1378,NaN,725,1343,838,297,886,139,275,208,209,156,609,216,536,1418,1037,611,478,592,1002,1914,33,845,848,901.6,897,899,909,24,894,2000,1390,490,1171,145.3514739,2.678506374,2.146659851,0,NaN
1901,Female,60,Minneapolis MN,Northeast,White Collar,18,2,8,Economy,1995,Sedan,White,1651,60.31746032,Married,NaN,8.5,NaN,NaN,NaN,8,8,38,566,238,199,505,778,579,306,362,125,940,789,582,900,752,237,738,127,232,180,179,145,544,189,380,971,800,512,395,421,854,1654,12,574,582,723.6,723,724,724,27,631,1562,721,390,994,60.77097506,0.313019305,-0.484775156,0.095961019,2
1902,Male,63,Minneapolis MN,Midwest,White Collar,18,2,8,Economy,1995,Sedan,White,1752.6,73.46938776,Married,NaN,9,40,32,32,NaN,NaN,NaN,576,252,216,535,802,586,319,413,149,992,NaN,599,1008,786,233,790,117,262,198,191,166,572,190,351,961,843,547,443,460,903,1747,15,571,575,781.3,777,787,780,7,602,1630,831,450,1033,73.46938776,0.091180556,-0.024568614,0,NaN
1903,Male,18,Minneapolis MN,Northeast,,12,NaN,0.5,Economy,1990,Sedan,White,1727.2,68.02721088,Single,NaN,10.5,NaN,31,32,NaN,NaN,NaN,577,258,221,533,812,591,312,407,137,913,NaN,595,954,792,242,781,115,262,210,196,147,567,202,353,994,862,545,433,484,908,1726,14,599,610,756.3,754,756,759,12.5,600,1557,619,355,1031,69.61451247,-0.425999671,-0.458807707,0,NaN
1904,Male,47,Minneapolis MN,Midwest,White Collar,21,1,8,Economy,1990,Sedan,White,1752.6,81.63265306,Married,NaN,9.5,NaN,36,30,NaN,NaN,NaN,592,277,228,561,855,627,333,450,145,1020,NaN,614,1052,795,232,787,121,267,210,207,156,585,203,376,1028,880,560,445,498,911,1755,19,612,628,807.3,806,807,809,9,687,1641,919,412,1072,82.0861678,0.162182063,0.077749349,0,NaN
1905,Female,47,Minneapolis MN,Foreign,Service,18,1,5,Economy,1998,Sedan,White,1727.2,65.75963719,Married,NaN,9,NaN,NaN,NaN,12,12,34,597,232,188,512,793,605,324,370,127,964,791,607,902,806,256,781,107,237,181,181,135,543,192,401,1049,853,537,412,418,891,1731,19,602,606,754,746,760,756,24.5,758,1607,771,330,1111,68.48072562,1.217881083,-0.554308772,-1.977637053,3
1906,Female,53,Minneapolis MN,Midwest,White Collar,16,1,0.5,Economy,1992,Non-sedan,White,1676.4,68.02721088,Married,52500,9,NaN,NaN,NaN,12,14,38,585,233,192,517,783,591,325,392,141,983,771,607,939,746,231,772,110,245,182,195,149,548,187,415,1081,816,514,420,443,895,1676,16.5,608,592,770.6,775,760,777,29.5,706,1614,861,382,1015,68.48072562,0.423491538,0.590069771,-0.580031753,3
1907,Male,56,Minneapolis MN,Midwest,Service,16,1,0.5,Economy,1989,Sedan,White,1854.2,95.23809524,Married,52500,9,42,38,31,NaN,NaN,NaN,608,265,205,563,852,647,358,479,143,1105,NaN,668,1063,802,228,797,115,258,208,193,150,559,194,407,1100,961,580,470,490,926,1807,26,609,612,855.6,858,855,854,5.5,678,1784,1134,495,1091,95.46485261,1.104997635,0.679575324,0,NaN
1908,Female,59,Minneapolis MN,Midwest,White Collar,16,2,5,Luxury,1991,Sedan,White,1574.8,76.19047619,Divorced/Widowed,37500,8,NaN,NaN,NaN,14,14,36,541,243,193,483,734,541,290,408,130,1076,894,578,1026,701,233,718,108,239,188,178,144,533,182,409,1094,861,494,408,450,814,1569,24.5,639,634,714.3,704,734,705,25,705,1597,884,378,948,76.8707483,-1.196094036,1.484372497,0.144399136,2
1909,Female,32,Minneapolis MN,Midwest,Service,16,0,8,Economy,1994,Sedan,White,1676.4,61.2244898,Married,70000,8.5,NaN,NaN,NaN,10,10,36,567,244,198,514,795,597,316,385,130,893,747,567,859,771,224,755,111,231,186,179,141,542,186,366,967,805,512,370,415,869,1661,15,579,569,752.6,748,758,752,16.5,697,1526,741,358,1049,61.2244898,0.298369676,-0.564217508,-0.957111776,2
1910,Male,36,Minneapolis MN,Midwest,Blue Collar,16,0,5,<undefined>,NaN,<undefined>,White,1905,86.16780045,Single,12500,13,NaN,38,NaN,NaN,NaN,NaN,634,282,195,562,889,694,367,423,134,960,NaN,678,957,877,240,805,123,286,209,213,143,555,195,397,1082,949,600,440,435,937,1876,12.5,646,636,879,879,891,867,17,728,1801,917,436,1149,86.84807256,1.426157832,-1.226682425,0,NaN
1911,Female,46,Minneapolis MN,Midwest,White Collar,21,2,2.5,Economy,1994,Non-sedan,White,1676.4,52.15419501,Married,150000,8,NaN,NaN,NaN,6,6,34,553,227,192,513,795,603,321,346,127,838,744,580,830,791,204,752,124,231,170,183,142,552,196,373,959,823,526,370,395,854,1676,6.5,503,508,752.3,763,747,747,10,637,1484,682,340,1037,52.60770975,0.397583753,-0.860661507,-0.820063472,2
1912,Female,51,Minneapolis MN,Midwest,,14,2,5,Economy,1996,Sedan,White,1625.6,79.36507937,Married,90000,8.5,NaN,NaN,NaN,14,16,38,562,242,205,520,795,590,315,404,131,1039,825,605,1002,731,227,759,115,231,188,183,146,565,201,445,1132,775,514,400,433,861,1633,23,683,675,718.6,714,719,723,27.5,757,1623,852,336,1003,78.68480726,-0.172490403,1.413433433,0.675817013,4
1913,Female,44,Minneapolis MN,Midwest,White Collar,18,2,5,Economy,1994,Non-sedan,White,1727.2,74.82993197,Married,150000,9,NaN,NaN,NaN,12,14,38,574,242,199,525,801,602,326,379,136,981,824,614,921,774,233,798,114,248,180,179,139,538,186,442,1146,801,515,408,431,915,1732,23,655,668,744.6,750,744,740,24.5,759,1651,827,378,1054,76.8707483,0.851053238,-0.605879366,0.911052465,2
1914,Female,51,Minneapolis MN,Midwest,Service,14,2,2.5,Economy,1997,Non-sedan,White,1625.6,58.9569161,Married,150000,7.5,NaN,NaN,NaN,8,10,36,578,236,201,501,765,564,300,368,138,882,752,575,861,722,256,763,115,232,189,181,142,533,177,372,987,774,494,395,411,867,1624,17.5,590,580,695,687,703,695,25,681,1539,759,341,980,58.73015873,-0.060707696,-0.15041177,0.114035696,2
1915,Female,60,Minneapolis MN,Midwest,,14,4,2.5,Economy,1995,Sedan,White,1676.4,65.75963719,Married,NaN,9,NaN,NaN,NaN,12,12,36,532,241,214,533,826,612,319,409,138,971,810,613,952,792,186,732,109,244,194,185,145,546,186,374,988,979,520,384,439,834,1675,36,536,535,763.6,767,764,760,27,692,1635,835,361,1057,66.89342404,0.429444015,-0.781891584,0.716561079,2
1916,Female,37,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1996,Sedan,White,1701.8,99.77324263,Single,52500,9.5,NaN,NaN,NaN,18,18,38,604,262,207,537,812,605,330,480,139,1123,970,629,1088,749,269,797,118,239,199,179,154,578,196,494,1319,905,516,441,498,921,1695,36,793,774,758.6,755,767,754,45.5,854,1791,975,382,1032,109.5238095,0.880896211,1.202198148,-0.222621843,3
1917,Female,42,Minneapolis MN,Northeast,White Collar,14,2,2.5,Economy,1992,Sedan,White,1701.8,58.9569161,Divorced/Widowed,37500,8.5,NaN,NaN,NaN,8,8,34,598,243,194,512,790,596,318,366,129,847,722,586,824,793,258,799,105,242,182,189,148,542,187,370,996,830,526,380,397,901,1709,10.5,570,555,741.6,753,734,738,22,700,1574,701,358,1058,60.54421769,1.008779645,-0.633213818,-0.604290545,3
1918,Male,42,Minneapolis MN,Midwest,Management,18,1,10,Luxury,1994,Sedan,White,1778,82.99319728,Married,70000,10.5,42,34,30,NaN,NaN,NaN,594,271,220,564,861,641,344,435,141,1031,NaN,632,1030,802,229,779,118,261,204,192,167,587,197,377,1031,899,552,452,485,912,1764,18,615,613,792.6,786,797,795,16.5,665,1665,914,436,1039,83.67346939,0.015821444,-0.224894494,0,NaN
1919,Female,48,Minneapolis MN,Midwest,Blue Collar,14,1,2.5,Economy,1988,Sedan,White,1701.8,79.36507937,Divorced/Widowed,37500,9,NaN,NaN,NaN,14,14,38,548,239,207,530,824,617,323,394,147,975,854,625,952,795,201,739,122,241,180,187,158,585,194,435,1110,862,526,404,450,840,1683,32,644,653,786.6,785,802,773,35,723,1600,858,361,1073,76.8707483,1.061095834,-0.205543533,-0.749969244,2
1920,Male,19,Minneapolis MN,Midwest,,14,0,0.5,Economy,1988,Sedan,White,1828.8,83.90022676,Single,37500,11,44,36,33,NaN,NaN,NaN,615,267,204,534,837,633,330,403,155,947,NaN,620,950,807,256,791,122,256,191,193,164,588,197,383,1076,865,556,450,456,923,1763,18,661,648,805.6,789,817,811,32,650,1696,942,460,1031,81.40589569,0.160988748,-0.192950055,0,NaN
1921,Female,31,Minneapolis MN,Midwest,Service,16,1,2.5,Economy,1996,Sedan,White,1574.8,66.66666667,Married,150000,7,NaN,NaN,NaN,12,12,36,549,240,187,488,736,549,301,387,132,1009,851,576,945,709,230,730,76,224,197,168,146,549,186,400,1072,766,482,414,446,829,1556,22,639,649,669.6,664,674,671,28.5,659,1530,849,367,950,69.84126984,-1.332453489,0.928470075,-1.011684537,3
1922,Male,37,Minneapolis MN,Midwest,Management,18,1,8,Economy,1993,Non-sedan,White,1803.4,83.90022676,Married,150000,11,44,34,32,NaN,NaN,NaN,594,275,220,579,880,660,359,462,142,1068,NaN,628,1079,792,215,795,117,267,202,209,155,571,197,365,1054,868,561,463,507,919,1790,36,612,611,822.6,825,817,826,18.5,618,1738,909,491,1043,88.43537415,-0.066968493,-0.11632444,0,NaN
1923,Female,23,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1988,Sedan,White,1727.2,68.02721088,Married,52500,9,NaN,NaN,NaN,12,10,38,596,248,200,527,819,619,327,387,133,956,785,585,882,784,252,797,124,247,180,190,150,576,202,400,1025,839,520,403,427,915,1712,16,587,593,766,762,772,764,20,656,1564,806,398,1031,68.93424036,0.414777488,-1.059348226,0.919564188,2
1924,Female,18,Minneapolis MN,Midwest,,12,0,0.5,Economy,1987,<undefined>,White,1676.4,63.49206349,Single,7500,10,NaN,NaN,NaN,10,8,34,601,249,205,514,792,587,309,380,134,952,789,565,912,751,269,800,115,251,185,187,148,574,199,389,1011,805,514,386,451,914,1675,18.5,592,611,735.6,736,742,729,22,653,1599,819,441,991,68.02721088,0.677938581,-0.466864944,-0.258491367,3
1925,Female,53,Minneapolis MN,West,White Collar,18,0,5,Economy,1989,Sedan,White,1752.6,62.58503401,Married,90000,8.5,NaN,NaN,NaN,NaN,12,34,569,242,211,514,795,584,303,369,136,952,781,600,907,812,243,786,114,246,177,191,157,588,201,357,962,963,528,400,429,909,1735,13,529,536,751,758,744,751,16,700,1550,746,375,1104,62.13151927,1.523954272,-0.671729565,-0.496998191,2
1926,Female,46,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1988,Sedan,White,1727.2,69.3877551,Married,52500,9,NaN,NaN,NaN,12,12,34,594,244,208,523,802,594,315,360,139,890,760,618,874,752,260,820,124,243,179,185,152,590,204,442,1134,792,503,410,432,948,1730,11.5,619,625,740,735,742,743,22.5,749,1636,747,361,1021,70.29478458,0.996702254,-0.299784899,-0.277437657,2
1927,Male,38,Minneapolis MN,Midwest,White Collar,18,0,8,Economy,1998,Non-sedan,White,1803.4,73.92290249,Single,90000,11,40,31,31,NaN,NaN,NaN,615,279,222,563,867,645,341,427,136,992,NaN,587,1004,811,244,835,135,270,204,200,155,601,214,332,931,866,564,447,477,961,1801,7,514,514,796,795,798,795,5,579,1624,784,446,1052,72.78911565,-0.467735589,-1.071889043,0,NaN
1928,Female,44,Minneapolis MN,Midwest,White Collar,16,2,8,Economy,1998,Non-sedan,White,1701.8,60.77097506,Married,NaN,10,NaN,NaN,NaN,12,10,36,612,247,205,534,796,591,329,360,129,892,779,573,870,776,263,808,111,248,185,191,148,561,193,379,980,849,519,408,422,923,1709,11,549,540,741.6,732,749,744,12,673,1600,746,385,1041,61.2244898,1.171148062,-0.143288612,0.139213234,2
1929,Male,64,Minneapolis MN,Midwest,Service,18,5,2.5,Luxury,1996,Sedan,White,1701.8,77.09750567,Married,NaN,9.5,42,34,29,NaN,NaN,NaN,559,259,213,534,822,609,321,436,146,1039,NaN,579,1039,723,206,757,128,250,203,194,161,583,200,342,992,891,526,434,483,867,1677,25.5,550,559,776,774,779,775,11,669,1667,935,453,984,79.36507937,-0.997716606,0.373262435,0,NaN
1930,Female,61,Minneapolis MN,Midwest,Service,14,2,2.5,Economy,1996,Sedan,White,1524,78.91156463,Married,25000,6.5,NaN,NaN,NaN,16,20,42,499,242,212,514,780,568,302,422,132,1108,923,606,1013,686,185,704,118,226,177,167,147,547,191,494,1199,726,477,407,458,791,1537,22.5,700,680,720.6,722,709,731,28.5,735,1608,895,387,946,82.31292517,-0.996983469,1.602536082,1.17267549,3
1931,Female,31,Minneapolis MN,Midwest,,18,0,5,Economy,1996,Sedan,White,1701.8,63.49206349,Divorced/Widowed,12500,8,NaN,NaN,NaN,8,8,34,621,240,204,511,782,578,307,361,131,845,754,575,850,744,291,820,120,238,186,178,142,554,196,416,1052,784,499,377,418,932,1695,11,607,609,714,714,718,710,16,666,1634,717,412,1002,63.71882086,0.694507957,-0.262372911,-0.008862186,2
1932,Female,64,Minneapolis MN,Midwest,,16,4,5,Economy,1996,Sedan,White,1625.6,73.46938776,Divorced/Widowed,150000,8,NaN,NaN,NaN,12,12,36,546,249,208,519,783,575,311,382,141,980,795,573,957,716,223,756,108,224,185,183,147,546,182,411,1061,743,493,409,449,863,1619,16.5,615,606,737,732,740,739,27,678,1562,791,393,980,71.88208617,-0.506102443,0.364554077,-0.517265975,3
1933,Male,39,Minneapolis MN,Midwest,White Collar,18,2,0.5,Luxury,1993,Sedan,White,1778,110.2040816,Married,52500,10,44,42,30,NaN,NaN,NaN,611,268,225,569,869,644,344,508,150,1175,NaN,653,1211,796,263,818,119,252,207,192,164,588,198,429,1194,886,555,492,543,926,1774,32,741,739,808.3,792,818,815,34,759,1798,1106,466,1089,112.4716553,0.731284678,1.191250324,0,NaN
1934,Female,25,Minneapolis MN,Midwest,White Collar,16,0,8,Luxury,1993,Sedan,White,1778,60.31746032,Single,52500,10,NaN,NaN,NaN,8,6,34,560,257,210,557,813,603,347,352,125,872,737,624,885,844,213,777,107,264,187,201,140,537,186,364,972,867,545,406,437,885,1728,7,552,545,801.6,789,801,815,10,575,1518,763,380,1058,61.2244898,0.820269167,-1.922031999,-0.458172679,2
1935,Female,59,Minneapolis MN,Midwest,White Collar,14,2,8,Economy,1996,Sedan,White,1651,64.85260771,Divorced/Widowed,37500,8,NaN,NaN,NaN,12,12,34,531,262,200,517,803,603,317,400,135,1010,762,581,934,748,184,744,111,238,195,176,143,545,181,411,1040,937,522,409,422,852,1631,25.5,590,580,765.3,755,766,775,30.1,709,1530,795,362,1021,68.70748299,0.236898944,-0.027419478,-0.03685569,5
1936,Female,56,Minneapolis MN,Midwest,Service,16,1,0.5,Economy,1989,Sedan,White,1714.5,64.85260771,Married,52500,9,NaN,NaN,NaN,8,10,36,571,243,194,522,808,614,328,386,131,919,817,601,902,803,226,758,120,248,184,184,142,564,197,436,1078,831,545,400,430,870,1698,15.1,611,618,774.3,773,772,778,27.3,705,1562,730,355,1074,65.98639456,1.189207911,0.085561804,0.19561331,1
1937,Male,53,Minneapolis MN,Midwest,Management,14,1,0.5,Economy,1991,Sedan,White,1727.2,68.02721088,Married,52500,9,38,32,31,NaN,NaN,NaN,571,268,207,520,841,634,313,402,129,902,NaN,604,930,784,234,798,121,259,214,202,150,577,206,374,1000,869,540,476,434,915,1738,20,571,564,798.3,799,802,794,16,680,1575,819,414,1045,68.25396825,-0.728011787,-0.530047536,0,NaN
1938,Female,25,Minneapolis MN,Foreign,Service,16,0,2.5,Economy,1997,Sedan,Asian,1473.2,52.15419501,Single,25000,5,NaN,NaN,NaN,4,6,34,526,220,173,453,688,515,280,350,136,828,721,522,838,661,229,698,113,214,156,162,148,542,174,406,993,702,447,411,392,805,1488,27.3,575,563,641.6,636,644,645,26.5,630,1446,695,364,905,52.60770975,-1.591080308,0.251832485,0.241026029,2
1939,Female,29,Minneapolis MN,Midwest,Service,18,0,2.5,Economy,1999,Non-sedan,White,1752.6,61.2244898,Single,37500,8.5,NaN,NaN,NaN,10,10,34,614,240,205,533,828,623,328,390,134,931,753,591,907,813,254,803,115,234,196,191,146,540,182,391,1002,809,539,422,440,932,1755,19.5,584,584,790,785,790,795,12.8,634,1615,750,410,637,64.39909297,1.582950234,-0.915548265,-0.752376914,4
1940,Female,59,Minneapolis MN,Midwest,,12,2,0.5,Luxury,1988,Sedan,White,1587.5,56.6893424,Married,NaN,7.5,NaN,NaN,NaN,6,8,32,512,235,191,494,768,577,303,338,135,820,710,559,853,723,180,710,107,235,182,188,146,560,194,400,1007,765,498,408,414,812,1577,8,585,576,755.6,755,759,753,26,684,1477,669,325,981,56.91609977,-0.457565904,0.41209501,0.091857612,2
1941,Male,64,Minneapolis MN,Midwest,,16,2,8,Luxury,1988,Sedan,White,1752.6,74.82993197,Married,NaN,11,42,34,30,NaN,NaN,NaN,552,275,210,537,842,632,327,442,143,1016,NaN,608,1007,787,185,747,124,271,209,198,162,575,192,356,1000,910,548,458,435,881,1720,20,530,554,844.3,840,847,846,20.5,600,1674,945,494,986,75.51020408,-0.50765115,0.098474666,0,NaN
1942,Female,46,Minneapolis MN,Midwest,Service,14,2,5,Economy,1993,Non-sedan,White,1689.1,108.8435374,Divorced/Widowed,52500,9,NaN,NaN,NaN,20,20,42,590,262,195,533,810,615,338,483,129,1275,1049,629,1199,742,236,772,109,251,185,187,148,567,188,484,1357,890,510,471,506,892,1660,50,728,714,829,828,826,833,46,814,1757,1110,414,1000,108.8435374,0.546288669,1.556249022,1.365135908,5
1943,Male,41,Minneapolis MN,Northeast,White Collar,18,2,10,Economy,1990,Sedan,White,1803.4,72.56235828,Married,70000,9.5,40,32,32,NaN,NaN,NaN,585,251,209,547,870,661,338,429,133,982,NaN,602,1003,838,220,799,122,266,209,213,141,585,207,377,975,876,566,442,469,919,1781,17,577,572,830.6,820,827,845,15,605,1640,800,440,1049,73.92290249,0.05154755,-0.192704961,0,NaN
1944,Female,56,Minneapolis MN,Midwest,White Collar,14,2,2.5,Economy,1997,Sedan,White,1549.4,74.82993197,Married,70000,7.5,NaN,NaN,NaN,16,16,40,541,235,168,471,725,557,303,423,125,1114,910,588,1057,680,229,714,114,227,180,173,148,555,190,454,1155,837,480,424,456,827,1540,32,682,642,713.3,704,716,720,39,784,1589,902,372,955,77.77777778,-0.840282559,1.316998005,0.711422324,5
1945,Female,42,Minneapolis MN,Midwest,White Collar,14,0,2.5,Economy,1987,Sedan,White,1701.8,116.553288,Single,17500,10.5,NaN,NaN,NaN,20,20,40,564,293,194,521,824,630,327,470,137,1205,1022,694,1135,775,217,751,121,254,198,200,145,569,193,531,1462,915,534,450,488,860,1685,42.5,804,766,785,785,786,784,35.5,842,1836,1169,498,1028,118.5941043,0.409031242,2.591837645,0.070581302,3
1946,Female,40,Minneapolis MN,Midwest,White Collar,14,0,2.5,Economy,1993,Sedan,White,1790.7,80.72562358,Single,37500,9,NaN,NaN,NaN,12,12,36,627,252,205,567,864,659,362,432,132,1006,841,648,989,837,249,835,112,250,193,200,147,538,178,416,1115,878,554,437,451,931,1773,25,625,609,815,812,816,817,17,770,1654,806,389,1117,81.63265306,2.361640215,-0.366202354,-0.983223379,3
1947,Female,65,Minneapolis MN,Midwest,,14,2,2.5,Economy,1990,Sedan,White,1727.2,65.75963719,Married,37500,9.5,NaN,NaN,NaN,12,14,36,578,243,194,519,794,600,325,381,130,889,771,592,882,762,224,783,116,248,187,199,139,530,182,403,1026,894,514,401,422,904,1696,14,569,573,798.3,793,796,806,19.5,771,1611,740,330,1072,65.07936508,0.419224501,-1.206775665,0.342299014,3
1948,Male,57,Minneapolis MN,Midwest,White Collar,14,3,0.5,Economy,1994,Non-sedan,White,1778,86.16780045,Married,90000,9.5,42,38,30,NaN,NaN,NaN,602,252,207,527,826,619,320,470,149,1063,NaN,618,1092,800,247,784,122,262,218,192,155,577,198,377,1016,906,554,469,471,902,1759,26,556,545,814.6,825,809,810,4,685,1745,972,482,1051,86.16780045,0.243939817,1.132920742,0,NaN
1949,Female,57,Minneapolis MN,Midwest,,16,3,2.5,Economy,1993,Sedan,White,1574.8,52.15419501,Married,90000,6.5,NaN,NaN,NaN,6,6,34,537,224,170,444,717,547,274,357,120,867,697,525,837,712,234,704,104,229,178,176,139,520,176,394,933,802,484,394,375,818,1544,16,539,540,693.3,692,691,697,21,689,1449,620,336,980,50.34013605,-0.900371611,0.25169608,0.142024174,3
1950,Female,30,Minneapolis MN,Midwest,White Collar,21,0,5,Economy,1999,Non-sedan,White,1625.6,65.75963719,Single,25000,7.5,NaN,NaN,NaN,10,8,36,568,239,188,500,761,573,312,367,140,924,771,580,892,737,235,758,113,230,190,173,146,563,191,427,1065,755,490,394,425,864,1603,26.1,625,630,756,753,760,755,24.2,700,1541,734,340,983,66.66666667,-0.247547776,0.423165083,-0.025495078,3
1951,Female,26,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1998,Sedan,White,1765.3,65.75963719,Married,90000,9,NaN,NaN,NaN,8,10,34,587,261,194,519,813,619,325,377,134,843,775,616,867,842,233,792,110,246,184,191,149,549,190,411,1070,869,559,410,425,907,1757,13,620,611,776,775,776,777,26,669,1558,737,404,1096,67.34693878,1.656545281,-0.505104959,-1.34975481,2
1952,Female,25,Minneapolis MN,Midwest,White Collar,12,0,2.5,Economy,1986,Sedan,White,1727.2,70.29478458,Single,17500,8.5,NaN,NaN,NaN,8,10,34,584,252,192,521,811,619,329,388,134,925,816,582,886,783,235,774,125,252,201,196,147,582,194,422,1045,819,512,408,430,895,1688,13.5,585,592,785,776,781,798,20.5,588,1565,889,428,986,68.25396825,0.864088714,0.059039574,-0.208769828,2
1953,Female,39,Minneapolis MN,Foreign,White Collar,16,0,2.5,Luxury,1986,Non-sedan,White,1651,49.88662132,Married,70000,8,NaN,NaN,NaN,7,6,34,568,222,185,474,727,542,289,339,118,830,734,559,828,728,254,770,110,227,167,175,133,530,184,363,914,747,476,418,389,892,1633,10,512,507,702,699,701,706,20,584,1488,679,370,954,48.29931973,-0.643843532,-0.934402347,0.640327275,1
1954,Female,24,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1994,Sedan,White,1676.4,70.29478458,Single,52500,7.5,NaN,NaN,NaN,10,10,38,563,242,187,525,833,646,338,395,130,964,853,598,929,805,200,751,106,237,193,187,143,564,192,428,1084,861,530,430,439,870,1684,19,635,642,783.3,781,787,782,24,680,1530,820,359,1050,71.88208617,0.309774041,-0.012911974,-0.962404251,2
1955,Female,26,Minneapolis MN,Midwest,White Collar,16,0,2.5,Luxury,1994,Sedan,White,1574.8,57.59637188,Single,37500,7.5,NaN,NaN,NaN,6,6,34,547,242,182,460,717,535,278,361,127,871,755,571,862,726,235,744,114,234,181,179,145,547,189,379,987,780,487,394,411,847,1602,10,572,570,703,699,709,701,17,634,1493,662,380,972,56.6893424,-0.345119536,0.023317277,-0.205557346,3
1956,Female,44,Minneapolis MN,Midwest,White Collar,14,3,5,Economy,1996,Non-sedan,White,1600.2,68.02721088,Married,NaN,8,NaN,NaN,NaN,10,10,34,583,255,192,488,752,560,296,399,133,988,788,566,960,725,276,772,115,243,191,180,150,579,195,383,1034,837,497,416,444,877,1620,21,578,559,713,705,725,709,11,765,1573,788,331,1006,69.16099773,-0.501722932,0.827640951,-0.995165348,4
1957,Male,51,Minneapolis MN,Midwest,White Collar,21,7,10,Economy,1997,Sedan,White,1778,73.46938776,Single,52500,11,40,33,32,NaN,NaN,NaN,564,258,205,534,828,623,329,420,139,976,NaN,605,994,823,206,769,118,253,209,206,157,584,194,345,946,891,563,439,461,881,1755,17.5,565,569,790.3,796,790,785,13,630,1663,839,448,1023,73.24263039,0.165846094,-0.543868065,0,NaN
1958,Female,36,Minneapolis MN,Midwest,White Collar,16,2,5,Economy,1992,Sedan,White,1701.8,57.59637188,Married,52500,7,NaN,NaN,NaN,6,8,38,575,230,207,524,817,610,317,360,130,874,760,590,848,794,224,775,117,230,178,192,143,549,187,371,959,812,529,417,409,880,1688,6,547,541,782.6,778,780,790,12,723,1527,674,336,1063,58.27664399,0.804136574,-0.610090971,-0.155440971,1
1959,Male,39,Minneapolis MN,Midwest,White Collar,14,2,8,Economy,1997,Non-sedan,White,1828.8,86.16780045,Married,52500,11.5,NaN,33,33,NaN,NaN,NaN,599,289,215,535,855,640,320,447,150,1016,NaN,613,1026,815,235,821,126,284,227,211,156,606,212,361,1030,917,569,488,485,937,1813,14.5,591,599,855.3,857,857,852,18,652,1772,912,494,1046,87.52834467,0.37038058,0.008840014,0,NaN
1960,Female,50,Minneapolis MN,Midwest,White Collar,18,1,2.5,Economy,1991,Sedan,White,1612.9,63.49206349,Married,25000,7,NaN,NaN,NaN,12,12,34,548,233,174,485,747,573,311,365,128,945,780,583,927,747,209,743,102,233,174,180,145,528,178,415,1050,818,506,415,388,837,1611,25,617,595,752,767,739,750,30,758,1563,783,330,1035,65.07936508,-0.059997149,0.138694435,0.112275511,3
1961,Female,34,Minneapolis MN,Midwest,Service,14,1,5,Economy,1995,Sedan,White,1600.2,52.15419501,Single,37500,6.5,NaN,NaN,NaN,6,5,34,537,232,185,491,776,591,306,335,127,849,708,577,850,761,210,738,111,226,175,173,141,557,198,351,921,781,506,393,408,849,1616,12.5,557,536,735.6,730,740,737,17.5,660,1450,640,335,1006,53.28798186,-0.317550689,-0.449432343,-0.220662296,3
1962,Male,22,Minneapolis MN,Midwest,,14,0,2.5,Economy,1995,Sedan,White,1854.2,74.82993197,Single,7500,11,NaN,32,34,NaN,NaN,NaN,632,273,204,568,884,680,364,438,147,922,NaN,645,935,881,245,845,125,275,210,210,153,585,201,372,1041,931,592,476,465,962,1847,10,605,584,870,865,872,873,6,600,1733,844,450,1084,79.36507937,-0.114333577,-1.557005644,0,NaN
1963,Female,36,Minneapolis MN,Midwest,White Collar,14,0,8,Economy,1990,Non-sedan,White,1651,61.2244898,Married,70000,7,NaN,NaN,NaN,7,8,NaN,545,231,201,510,780,579,309,376,126,866,747,576,856,758,207,750,116,241,187,191,143,551,187,402,994,790,511,426,429,869,1653,13,589,600,774.6,776,774,774,22,645,1534,791,368,1010,61.9047619,0.299537688,-0.592055976,-0.186851799,NaN
1964,Female,41,Minneapolis MN,Midwest,,14,4,2.5,<undefined>,NaN,<undefined>,Black,1524,97.50566893,Divorced/Widowed,7500,8.5,NaN,NaN,NaN,NaN,NaN,40,527,242,182,515,818,636,333,430,137,1171,973,712,1042,763,169,703,104,253,189,197,148,586,187,502,1374,909,553,414,451,834,1656,34,755,771,827.3,825,832,825,31,747,1692,1012,402,1040,101.814059,-0.477037519,1.073703527,2.14769578,4
1965,Female,47,Minneapolis MN,West,White Collar,14,0,0.5,Economy,1993,Non-sedan,White,1765.3,63.49206349,Single,70000,11,NaN,NaN,NaN,10,8,36,588,247,201,519,813,612,318,404,127,930,805,596,919,811,248,798,111,264,185,181,143,565,197,376,994,845,539,451,416,899,1732,11,562,539,781.6,780,787,778,11,678,1625,724,396,1060,63.94557823,1.352052569,-0.623036444,-0.209375098,3
1966,Male,30,Minneapolis MN,Midwest,Management,16,0,5,Economy,1999,Sedan,White,1854.2,73.46938776,Single,52500,10.5,40,31,34,NaN,NaN,NaN,629,258,208,547,856,648,339,421,137,947,NaN,629,963,870,265,825,128,271,196,205,152,555,191,380,1003,922,579,454,465,937,1835,10,582,568,841,839,839,845,10,606,1682,803,453,1091,74.82993197,0.499700755,-0.940738738,0,NaN
1967,Female,49,Minneapolis MN,Midwest,Service,14,2,10,Economy,1994,Sedan,White,1651,56.6893424,Married,90000,8.5,NaN,NaN,NaN,6,6,36,579,255,178,481,760,582,303,357,135,896,762,595,869,762,241,743,109,249,186,186,143,547,187,415,1035,779,509,383,402,860,1659,11,581,608,744.3,750,735,748,17.5,667,1540,687,348,1031,59.86394558,0.116730288,-0.652278125,0.366027623,3
1968,Male,47,Minneapolis MN,Northeast,Blue Collar,14,1,0.5,Economy,1993,Non-sedan,White,1828.8,99.77324263,Divorced/Widowed,150000,10,44,40,32,NaN,NaN,NaN,655,280,217,551,857,640,334,511,132,1155,NaN,629,1150,785,286,811,129,255,225,208,138,612,223,414,1125,912,576,503,551,923,1794,31,664,660,831,837,830,826,21,693,1901,1078,592,1046,108.61678,0.793350279,0.495028466,0,NaN
1969,Female,29,Minneapolis MN,Northeast,White Collar,21,0,2.5,Economy,1991,Non-sedan,White,1701.8,53.51473923,Married,90000,8,NaN,NaN,NaN,8,6,34,575,250,195,524,818,623,329,355,132,830,712,589,846,812,227,758,109,240,183,196,144,554,191,364,929,857,534,422,418,871,1705,6,521,524,763.3,760,766,764,8,616,1506,704,379,1037,53.51473923,0.931148171,-0.835580289,-1.051027417,1
1970,Male,35,Minneapolis MN,Northeast,White Collar,18,0,2.5,Economy,1997,Non-sedan,White,1905,77.09750567,Married,150000,12,44,34,36,NaN,NaN,NaN,605,283,220,593,932,712,373,431,135,960,NaN,646,967,907,203,840,130,286,215,208,143,564,198,394,1019,977,598,427,484,955,1876,16,579,587,859.3,868,847,863,20.5,631,1665,855,462,1147,75.05668934,-0.209031045,-1.656842232,0,NaN
1971,Female,29,Minneapolis MN,Midwest,White Collar,14,0,5,Economy,1991,Sedan,White,1701.8,58.9569161,Single,25000,8,NaN,NaN,NaN,NaN,8,34,555,246,197,506,791,594,309,358,130,834,750,580,845,805,214,753,118,246,177,182,147,555,188,377,967,825,529,443,411,856,1677,11,551,565,751.6,756,753,746,19,607,1467,719,389,1031,56.6893424,0.475119621,-0.766798973,-1.312948227,1
1972,Female,49,Minneapolis MN,Midwest,White Collar,14,2,2.5,Economy,1991,Non-sedan,White,1765.3,72.10884354,Married,NaN,9,NaN,NaN,NaN,12,12,36,600,266,206,527,815,609,321,377,137,949,788,642,930,825,238,788,120,250,192,191,143,554,186,435,1065,871,553,433,436,900,1760,17.5,639,612,806,800,810,808,21,743,1682,755,373,1105,73.92290249,1.76363349,-0.338146776,1.165526986,2
1973,Female,42,Minneapolis MN,Midwest,White Collar,14,0,2.5,Economy,1994,Sedan,White,1651,95.23809524,Married,52500,9,NaN,NaN,NaN,20,20,38,546,268,206,518,808,602,312,461,133,1085,927,672,1026,802,210,737,110,240,186,187,140,537,177,541,1280,842,527,448,456,842,1671,36,718,690,770.3,759,770,782,35.5,705,1644,959,440,1055,96.14512472,0.048174702,1.939533591,-1.211469173,2
1974,Male,42,Minneapolis MN,Midwest,Service,14,0,0.5,Economy,1990,Non-sedan,White,1778,91.15646259,Married,52500,11.5,NaN,36,34,NaN,NaN,NaN,595,291,233,575,884,651,342,465,142,1110,NaN,614,1098,791,221,793,120,281,227,196,144,584,210,383,1048,922,555,487,521,924,1781,25,580,596,821,815,822,826,19.5,750,1815,1031,486,1061,92.5170068,0.519391716,0.836573899,0,NaN
1975,Female,32,Minneapolis MN,Foreign,White Collar,16,0,10,Economy,1991,Sedan,White,1625.6,66.21315193,Single,25000,9,NaN,NaN,NaN,10,10,36,529,237,226,550,823,597,324,420,129,939,794,598,942,790,187,742,116,245,192,196,142,565,195,382,1015,806,524,442,475,843,1637,9,605,595,760.3,767,758,756,12,610,1480,735,401,1004,66.89342404,-0.223197952,-0.396203011,-0.414237946,3
1976,Female,35,Minneapolis MN,Midwest,White Collar,14,0,10,Economy,1990,Non-sedan,White,1587.5,62.13151927,Single,25000,5.5,NaN,NaN,NaN,10,10,36,577,225,195,489,749,554,294,387,127,944,787,542,925,717,259,764,118,219,184,172,143,534,184,382,985,754,490,433,434,865,1599,19,576,574,709,707,709,711,13.5,596,1552,820,393,919,61.2244898,-0.587929726,-0.03221206,-0.214921519,3
1977,Female,64,Minneapolis MN,Midwest,,14,3,5,Luxury,1998,Sedan,White,1739.9,54.87528345,Married,37500,10,NaN,NaN,NaN,12,12,34,557,239,189,512,817,628,323,381,128,854,715,611,818,833,210,779,115,260,182,191,139,552,189,409,972,864,553,417,380,883,1738,9,524,502,809,811,814,802,22,653,1516,758,360,1076,55.32879819,-0.157372057,-2.751002789,1.392073631,2
1978,Female,61,Minneapolis MN,Midwest,,16,5,10,Luxury,1998,Sedan,White,1689.1,52.15419501,Married,70000,9,NaN,NaN,NaN,6,8,34,571,242,188,507,791,603,319,390,134,852,720,588,841,792,220,755,111,246,198,192,157,572,195,386,930,831,520,394,397,873,1674,8,532,539,762,769,752,765,13.5,679,1522,628,325,1058,55.10204082,0.792842805,0.137437239,0.421524107,2
1979,Female,40,Minneapolis MN,Midwest,White Collar,16,2,2.5,Economy,1998,Non-sedan,White,1625.6,57.14285714,Married,150000,7,NaN,NaN,NaN,8,10,34,554,234,191,511,771,580,320,366,125,818,733,595,808,736,213,741,109,227,182,180,146,553,192,375,996,772,500,406,414,874,1642,15,552,538,731,723,738,732,11,643,1497,711,357,975,56.23582766,-0.031434666,-0.408827811,-0.781494796,1
1980,Male,42,Minneapolis MN,Midwest,White Collar,24,2,0.5,Economy,1997,Non-sedan,White,1879.6,90.70294785,Married,150000,10.5,42,32,34,NaN,NaN,NaN,643,283,239,592,897,658,353,471,142,1001,NaN,629,1040,846,261,843,139,277,237,215,155,611,214,370,1028,909,576,461,498,987,1876,14,596,590,882,877,891,878,10,695,1812,851,485,1084,92.06349206,1.055249453,-0.322725832,0,NaN
1981,Female,51,Minneapolis MN,Midwest,White Collar,16,1,5,Economy,1991,Sedan,White,1701.8,57.59637188,Divorced/Widowed,52500,9,NaN,NaN,NaN,NaN,10,36,560,247,207,535,820,613,328,355,130,845,755,592,842,812,199,760,114,242,195,196,142,546,183,354,930,840,545,425,404,854,1680,5,526,520,769,766,770,771,6,645,1460,689,357,1075,56.46258503,0.662891448,-0.970933735,-0.9313761,2
1982,Male,48,Minneapolis MN,Midwest,White Collar,21,0,8,Economy,1995,Sedan,White,1879.6,83.90022676,Married,90000,11.5,42,36,34,NaN,NaN,NaN,627,280,222,579,896,674,357,444,138,1029,NaN,622,1035,824,236,827,137,284,214,216,148,579,210,375,1032,942,587,460,500,941,1844,12,595,603,866.6,862,872,866,9,619,1694,885,462,1094,83.67346939,0.275239408,-1.26437664,0,NaN
1983,Female,41,Minneapolis MN,Midwest,Service,18,0,8,Economy,1995,Sedan,Asian,1574.8,52.15419501,Married,90000,6,NaN,NaN,NaN,4,6,32,521,221,191,477,736,545,286,359,134,825,674,556,824,699,205,731,110,224,163,173,151,549,182,375,1000,729,477,420,408,829,1545,16,555,531,698.6,692,703,701,13,689,1417,625,322,960,51.4739229,-1.968191266,-0.893599868,0.732568145,2
1984,Female,62,Minneapolis MN,Midwest,,14,4,8,Economy,1997,Sedan,White,1549.4,63.49206349,Married,70000,6.5,NaN,NaN,NaN,12,12,36,519,236,186,455,710,524,269,424,120,985,745,573,937,669,211,723,110,229,174,172,135,519,177,404,1056,715,470,424,440,814,1523,24,621,598,697.6,693,697,703,39,734,1520,788,330,935,63.94557823,-1.287932754,0.541277051,1.356601,5
1985,Male,61,Minneapolis MN,Midwest,,14,4,10,Economy,1996,Sedan,White,1778,97.50566893,Married,70000,10,46,40,29,NaN,NaN,NaN,645,277,219,550,867,648,331,507,156,1122,NaN,605,1120,781,277,820,118,263,226,191,158,591,197,414,1117,911,549,505,527,948,1773,24,605,615,781.6,782,782,781,17,675,1846,1022,570,1021,97.95918367,0.398359448,0.217205346,0,NaN
1986,Female,28,Minneapolis MN,Northeast,White Collar,18,0,2.5,Economy,1995,Sedan,White,1549.4,52.15419501,Married,70000,5,NaN,NaN,NaN,6,8,36,549,206,181,464,717,536,283,391,127,898,719,542,885,728,241,733,105,216,165,172,143,550,190,378,947,740,480,415,427,845,1573,20,557,550,719.3,714,716,728,21,640,1458,717,366,971,53.28798186,-0.573574424,-0.365901679,-0.773025155,1
1987,Male,50,Minneapolis MN,Midwest,White Collar,18,0,10,Economy,1997,Sedan,White,1828.8,72.56235828,Single,70000,9.5,NaN,30,32,NaN,NaN,NaN,690,269,221,548,830,609,327,402,143,891,NaN,577,928,779,299,891,120,267,219,201,148,585,203,358,955,830,537,424,472,1014,1829,9,532,527,790.3,786,792,793,4,705,1764,737,450,1052,70.52154195,0.211546138,-0.402743638,0,NaN
1988,Male,39,Minneapolis MN,Foreign,Service,14,1,2.5,Economy,1988,Non-sedan,Black,1727.2,58.9569161,Single,NaN,9.5,NaN,30,NaN,NaN,NaN,NaN,574,265,201,526,834,633,325,383,147,844,NaN,585,862,812,225,766,123,270,213,203,161,591,207,319,883,845,559,435,440,867,1722,6.5,523,517,775.6,779,774,774,6.5,624,1561,733,401,1044,58.73015873,-1.072803617,-0.851654232,0,NaN
1989,Female,42,Minneapolis MN,Midwest,White Collar,14,4,0.5,Economy,1988,Sedan,White,1676.4,54.42176871,Married,70000,8.5,NaN,NaN,NaN,6,6,34,598,244,205,515,780,575,310,378,125,868,749,577,864,762,259,800,120,248,190,186,143,553,192,365,958,808,511,448,458,900,1680,10,542,534,755,755,760,750,21,711,1580,642,357,1034,56.6893424,0.704564393,-0.5679546,-0.346316338,1
1990,Female,64,Minneapolis MN,Midwest,,16,1,8,Economy,1998,Non-sedan,White,1701.8,59.86394558,Divorced/Widowed,NaN,8,NaN,NaN,NaN,12,8,36,564,235,193,504,778,585,311,398,135,966,790,568,940,798,223,765,100,236,183,195,154,551,185,356,937,863,539,436,429,886,1695,15,535,532,744.3,745,748,740,14,705,1545,700,363,1058,61.67800454,0.939350426,-0.75703162,0.098381691,3
1991,Male,62,Minneapolis MN,Midwest,,14,2,5,Economy,1997,Sedan,White,1854.2,88.43537415,Married,25000,12,44,38,32,NaN,NaN,NaN,631,282,222,580,884,662,358,450,148,1095,NaN,638,1090,830,243,810,138,285,222,211,163,614,212,387,1038,910,569,458,484,942,1829,15,580,589,836.3,827,838,844,12.5,673,1811,929,488,1040,90.47619048,0.633551359,-0.153138682,0,NaN
1992,Female,48,Minneapolis MN,Midwest,White Collar,18,2,5,Economy,1995,Sedan,White,1676.4,67.12018141,Married,90000,9.5,NaN,NaN,NaN,10,10,36,580,255,203,517,790,587,314,382,132,947,777,589,933,768,241,763,122,251,184,184,143,555,185,383,1003,828,535,426,458,875,1668,28,590,578,772.3,770,777,770,26,684,1556,743,397,1034,66.89342404,0.055598885,-0.077409312,-0.490976453,2
1993,Male,29,Minneapolis MN,Midwest,White Collar,18,1,0.5,Economy,1993,Non-sedan,White,1778,77.09750567,Married,52500,10.5,40,32,32,NaN,NaN,NaN,584,271,204,542,803,599,338,419,138,961,NaN,624,993,822,221,796,133,266,212,199,151,572,200,366,1023,895,564,454,465,922,1780,17,608,609,800,794,802,804,16,605,1664,836,427,1037,77.09750567,-0.333424956,-0.646981776,0,NaN
1994,Female,37,Minneapolis MN,Midwest,White Collar,16,0,2.5,Luxury,1999,Sedan,White,1778,63.49206349,Divorced/Widowed,37500,10,NaN,NaN,NaN,12,10,36,602,250,203,541,833,630,338,367,128,908,769,611,911,870,235,801,119,258,202,198,148,544,183,395,998,999,552,415,439,900,1772,10,557,560,796.3,781,806,802,12,664,1586,732,382,1114,63.49206349,1.825683594,-1.54288137,-0.117277294,2
1995,Female,52,Minneapolis MN,West,White Collar,16,2,2.5,Economy,1997,Non-sedan,White,1663.7,49.88662132,Married,NaN,9,NaN,NaN,NaN,4,2,34,604,228,188,504,764,576,316,361,122,812,680,550,816,738,278,805,119,248,169,184,148,555,195,367,938,753,505,427,400,908,1654,6,511,507,713,709,713,717,11,659,1531,625,373,1000,50.34013605,-0.172632888,-0.91846025,0.623666227,3
1996,Male,52,Minneapolis MN,West,White Collar,18,2,5,Luxury,1987,Sedan,White,1727.2,73.46938776,Married,NaN,9.5,40,34,29,NaN,NaN,NaN,567,266,223,557,854,631,334,431,144,1004,NaN,602,1016,763,200,751,128,257,214,196,153,587,210,387,1031,835,540,477,479,890,1699,11,582,594,798.6,796,799,801,7,638,1612,837,388,1010,75.05668934,-1.276256919,0.408381075,0,NaN
1997,Female,23,Minneapolis MN,<undefined>,,18,0,2.5,<undefined>,1986,Sedan,White,1600.2,49.88662132,Single,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,551,205,177,477,724,547,300,324,125,833,717,535,802,707,230,733,113,223,161,168,146,552,192,348,920,759,464,414,379,847,1562,11,531,512,695.3,691,696,699,16,635,1452,643,342,955,48.07256236,-1.292973995,-0.484643936,-1.344196916,NaN
1998,Female,38,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1992,Sedan,White,1701.8,58.04988662,Married,150000,10,NaN,NaN,NaN,10,8,36,564,267,201,530,816,615,329,349,125,834,740,594,844,810,208,767,119,250,178,189,137,530,185,375,972,841,518,426,411,872,1687,6,540,550,800,792,814,794,8,618,1491,698,355,1043,56.91609977,0.647497535,-1.269570589,-0.343376338,1
1999,Female,45,Minneapolis MN,Midwest,White Collar,16,0,5,Luxury,1986,Sedan,White,1625.6,74.82993197,Single,37500,9,NaN,NaN,NaN,10,12,34,573,246,194,500,747,553,306,397,136,967,780,606,912,742,241,769,116,243,183,174,152,570,194,440,1122,799,507,430,427,881,1642,15,642,647,773,777,766,776,20,746,1580,775,355,1017,71.88208617,0.131683633,0.507630587,0.357094169,3
2000,Female,34,Minneapolis MN,Midwest,Service,16,0,5,Economy,1996,Sedan,White,1778,68.02721088,Single,37500,9,NaN,NaN,NaN,12,8,34,609,240,218,547,832,614,329,391,128,938,799,610,937,833,259,817,121,241,192,192,144,557,195,384,1015,883,560,422,459,926,1774,20,570,552,784.3,777,787,789,26,744,1622,721,370,1134,68.93424036,1.801013112,-1.116402626,0.594934762,2
2001,Male,42,Minneapolis MN,Midwest,Service,21,0,8,Economy,1996,Sedan,White,1803.4,73.92290249,Single,70000,9,42,31,33,NaN,NaN,NaN,602,252,221,556,855,634,335,459,144,984,NaN,597,1016,817,246,819,109,262,194,196,157,573,195,381,990,884,558,472,478,933,1785,9.5,581,577,785.3,781,789,786,6,671,1687,768,413,1076,75.51020408,-0.11247354,-0.734597862,0,NaN
2002,Female,60,Minneapolis MN,Midwest,,14,3,2.5,Luxury,1993,Sedan,White,1549.4,48.07256236,Married,90000,5.5,NaN,NaN,NaN,4,4,32,551,221,178,461,707,529,283,333,124,837,699,514,837,667,242,746,108,222,170,170,144,524,177,347,907,718,463,434,389,840,1535,9,482,486,668,674,668,662,18,684,1467,620,352,955,47.61904762,-1.44896996,0.43057853,0.106053628,2
2003,Male,59,Minneapolis MN,Midwest,,16,0,10,Luxury,1998,Sedan,White,1778,70.29478458,Married,90000,8.5,40,34,31,NaN,NaN,NaN,526,261,225,550,853,628,325,430,142,975,NaN,632,987,811,196,756,115,265,225,204,154,565,191,371,954,960,566,441,466,873,1719,12,550,542,805.3,810,806,800,12,723,1574,872,385,1093,70.06802721,-0.530262411,-0.432776123,0,NaN
2004,Female,35,Minneapolis MN,Midwest,,18,0,5,Economy,1990,Sedan,White,1676.4,58.9569161,Married,70000,8,NaN,NaN,NaN,10,10,36,565,234,212,525,802,590,313,399,128,869,742,598,890,758,223,765,114,236,180,179,142,527,175,396,1029,819,507,439,451,876,1667,15,577,590,755.6,755,751,761,14,715,1561,724,361,1014,60.09070295,0.726379454,-0.375460237,-0.10449747,1
2005,Female,48,Minneapolis MN,Midwest,Management,16,2,10,Economy,1999,Sedan,White,1625.6,52.15419501,Married,70000,7,NaN,NaN,NaN,6,4,34,591,208,180,460,711,531,280,405,124,860,712,548,870,717,293,800,106,225,175,175,134,533,188,368,942,772,481,412,400,910,1640,19,517,508,685,690,688,677,21,691,1530,691,342,997,52.15419501,0.044905059,-0.343766153,0.107545927,2
2006,Male,40,Minneapolis MN,Midwest,White Collar,14,2,5,Economy,1991,Non-sedan,White,1752.6,92.97052154,Married,52500,10.5,48,38,33,NaN,NaN,NaN,594,276,235,577,872,637,342,488,152,1120,NaN,653,1105,821,219,774,134,289,234,216,158,577,194,413,1079,916,584,486,528,894,1765,20,625,619,835,838,833,834,7,694,1778,985,482,1063,92.97052154,0.346507132,-0.290642917,0,NaN
2007,Female,47,Minneapolis MN,Midwest,Service,14,2,2.5,Economy,1998,Non-sedan,White,1600.2,57.14285714,Married,52500,7,NaN,NaN,NaN,12,10,36,562,231,198,511,771,573,313,369,134,848,754,558,861,724,217,728,108,233,182,180,147,540,184,394,1025,746,504,408,424,853,1601,9,579,570,726.6,724,727,729,14,678,1495,711,347,977,58.04988662,-0.192488819,0.057514962,-0.068769991,1
2008,Female,58,Minneapolis MN,Foreign,White Collar,14,1,10,Economy,1992,<undefined>,White,1574.8,69.84126984,Married,70000,7.5,NaN,NaN,NaN,14,13,36,525,242,195,510,782,587,315,399,137,993,847,584,959,728,180,709,110,238,177,185,146,542,184,394,1067,899,499,416,439,807,1586,28,615,600,750.3,760,755,736,26,720,1559,797,336,1005,71.20181406,-0.492797047,0.344625384,-1.056995153,2
2009,Female,28,Minneapolis MN,Midwest,,16,1,5,Economy,1999,Non-sedan,White,1676.4,59.86394558,Married,52500,8,NaN,NaN,NaN,10,8,36,530,221,196,493,771,575,297,383,127,962,737,583,939,763,199,744,116,231,192,192,136,554,188,356,967,814,514,437,439,849,1656,15,516,511,773,770,770,779,8,637,1509,770,406,1005,60.09070295,-0.193010017,-0.502394915,0.294094592,4
2010,Male,34,Minneapolis MN,Midwest,White Collar,14,0,2.5,<undefined>,NaN,<undefined>,Black,1727.2,65.75963719,Divorced/Widowed,25000,10.5,42,31,31,NaN,NaN,NaN,556,267,203,541,838,635,338,409,138,932,NaN,621,974,806,193,757,126,279,193,200,142,543,187,337,924,883,549,474,466,873,1736,7,542,532,779,782,776,779,4,638,1657,788,443,1032,65.75963719,-0.539188981,-0.727066696,0,NaN
2011,Female,29,Minneapolis MN,Midwest,,18,0,5,Economy,1995,Sedan,White,1701.8,58.9569161,Married,70000,7.5,NaN,NaN,NaN,6,8,34,581,227,205,517,766,561,312,355,123,885,728,595,861,773,247,779,104,238,173,177,141,523,182,397,1010,807,506,442,433,897,1681,22,567,564,757.6,748,764,761,22,700,1535,702,367,1046,57.59637188,0.746820331,-0.593125224,-0.401396006,3
2012,Female,56,Minneapolis MN,Northeast,,18,3,0.5,Economy,1995,<undefined>,White,1778,71.20181406,Married,150000,10,NaN,NaN,NaN,12,12,36,587,252,218,527,805,587,309,407,142,984,824,602,963,806,252,802,109,253,199,194,152,558,187,384,985,899,559,476,451,923,1758,28,562,540,803,801,809,799,24,733,1607,816,346,1099,70.97505669,1.538097739,-0.337860256,-0.594392419,4
2013,Female,36,Minneapolis MN,South,,12,5,0.5,<undefined>,NaN,<undefined>,Black,1524,59.86394558,Single,25000,6,NaN,NaN,NaN,8,10,32,517,225,186,465,729,543,279,338,134,836,748,555,844,674,223,719,115,231,182,170,141,527,178,371,963,710,476,461,394,821,1517,13,558,534,682,699,681,666,16,704,1506,731,349,941,54.19501134,-1.574409604,-0.134911358,0.139622167,3
2014,Male,52,Minneapolis MN,Foreign,White Collar,21,4,2.5,Economy,1992,Non-sedan,Asian,1778,68.93424036,Married,NaN,9.5,36,32,30,NaN,NaN,NaN,552,257,169,513,799,630,344,423,142,848,NaN,633,916,796,182,780,133,263,195,199,160,567,187,366,988,897,545,467,446,886,1756,12.9,572,568,823.6,819,826,826,9,680,1640,823,397,1052,68.93424036,-1.036020875,-0.893637598,0,NaN
2015,Female,49,Minneapolis MN,Midwest,Blue Collar,14,4,2.5,Economy,1994,Non-sedan,White,1752.6,65.75963719,Married,150000,10,NaN,NaN,NaN,10,10,36,565,259,188,499,789,601,311,378,141,912,735,602,871,799,223,802,115,259,182,194,156,573,191,391,1044,865,549,397,393,909,1753,18.5,572,577,786,780,786,792,23.5,715,1561,740,347,1078,66.4399093,1.312203765,-0.903452873,-0.770984054,3
2016,Female,49,Minneapolis MN,Midwest,Service,16,0,5,Economy,1995,Sedan,White,1612.9,48.5260771,Divorced/Widowed,37500,8,NaN,NaN,NaN,4,6,34,569,230,187,498,769,582,311,341,130,812,685,550,795,711,235,766,117,232,186,180,142,535,186,361,941,766,477,371,396,870,1611,9,510,523,722.6,723,727,718,15,652,1485,617,364,982,49.65986395,-0.593687177,-0.349435598,-0.855849147,2
2017,Female,53,Minneapolis MN,Midwest,White Collar,18,0,5,Economy,1990,Non-sedan,White,1689.1,68.02721088,Married,70000,8,NaN,NaN,NaN,12,12,36,604,227,202,518,768,566,316,375,132,938,812,572,924,739,273,808,123,234,162,180,144,552,189,366,1012,895,505,405,432,920,1696,20,562,569,730,732,727,731,21.5,733,1639,804,373,1019,67.57369615,0.641522586,-0.392785728,-0.182388082,3
2018,Female,30,Minneapolis MN,Midwest,Service,16,0,10,Economy,1995,Sedan,White,1701.8,64.39909297,Single,37500,8.5,NaN,NaN,NaN,8,6,34,593,264,214,529,812,598,315,363,134,845,736,565,853,785,251,801,115,242,196,198,147,558,191,376,990,851,529,442,426,909,1704,8,587,586,745.6,741,750,746,12.5,628,1553,724,411,1027,63.94557823,0.631100595,-0.753643513,-1.20909512,2
2019,Female,28,Minneapolis MN,Midwest,Service,14,0,8,Economy,1995,Sedan,White,1625.6,62.58503401,Married,70000,7.5,NaN,NaN,NaN,10,10,34,556,228,176,497,766,590,321,396,126,933,741,580,943,760,222,741,115,234,172,177,145,565,197,401,1052,806,495,410,435,856,1620,23,601,596,707.6,710,708,705,23,592,1482,754,398,973,63.94557823,-0.17064935,-0.02024599,-0.109622121,2
2020,Female,36,Minneapolis MN,Midwest,Blue Collar,14,2,2.5,Economy,1993,Sedan,White,1574.8,58.9569161,Married,52500,8,NaN,NaN,NaN,8,8,34,537,226,194,471,722,528,277,356,124,850,712,555,831,712,230,728,121,224,188,181,142,551,188,389,999,734,471,423,408,842,1558,10,560,564,711,698,734,701,15,684,1448,660,315,960,57.59637188,-1.689421654,-0.202519268,3.049860477,2
2021,Female,28,Minneapolis MN,Midwest,White Collar,21,0,5,Luxury,1989,Sedan,White,1612.9,61.67800454,Single,37500,8,NaN,NaN,NaN,10,10,36,538,230,204,506,781,577,302,415,120,910,690,574,882,754,208,734,114,242,182,180,139,558,198,401,1018,792,512,441,423,848,1615,16,591,584,724,730,729,713,25,666,1491,699,361,1007,61.9047619,-0.112476379,-0.469235033,-0.52876991,5
2022,Female,54,Minneapolis MN,Midwest,White Collar,16,2,8,Economy,1997,Sedan,White,1778,77.09750567,Married,150000,10,NaN,NaN,NaN,14,16,38,554,242,194,525,828,634,331,393,125,1030,853,638,975,850,195,802,120,254,184,196,145,538,184,401,1057,887,551,461,454,902,1763,22,591,560,812,812,822,802,25,711,1580,888,368,1097,75.28344671,1.598355412,-0.505092919,0.630933702,3
2023,Female,48,Minneapolis MN,Northeast,Management,18,0,2.5,Economy,1997,Sedan,White,1625.6,52.15419501,Single,70000,9,NaN,NaN,NaN,6,6,34,597,231,180,502,767,587,322,338,134,860,743,539,832,695,244,774,115,251,194,190,151,522,169,404,963,718,483,431,407,883,1611,9,523,517,738.3,728,738,749,12,618,1539,693,403,957,51.70068027,0.091418691,-0.547996163,-0.341022402,1
2024,Female,58,Minneapolis MN,Midwest,,12,3,2.5,Economy,1989,Sedan,White,1651,65.30612245,Married,25000,8.5,NaN,NaN,NaN,12,14,36,558,247,203,501,784,581,298,385,137,880,779,598,858,753,216,755,122,237,189,185,144,556,191,407,1068,784,529,443,431,859,1637,19,626,615,786,788,782,788,20,756,1542,768,297,1045,66.21315193,0.647308171,0.240707323,1.798959255,2
2025,Female,52,Minneapolis MN,Midwest,White Collar,14,3,0.5,Economy,1992,Sedan,White,1574.8,65.75963719,Married,NaN,8.5,NaN,NaN,NaN,14,14,34,545,240,175,484,737,562,309,455,137,963,826,560,987,689,218,746,113,240,182,171,152,568,195,335,933,783,477,457,455,846,1577,30,552,540,694.3,684,704,695,23,696,1589,888,402,945,64.1723356,-0.999685943,0.669258416,-1.063557625,1
2026,Female,22,Minneapolis MN,Midwest,Service,16,0,10,Economy,1998,Sedan,White,1600.2,63.49206349,Single,NaN,8.5,NaN,NaN,NaN,8,7,34,563,247,193,485,741,548,292,390,134,910,812,550,946,726,252,746,121,230,192,180,155,568,187,379,1006,744,500,444,446,868,1604,25,611,605,702,704,701,701,22,545,1499,790,447,899,65.30612245,-0.306423783,0.348487437,-0.134079278,2
2027,Female,53,Minneapolis MN,Midwest,White Collar,12,0,0.5,<undefined>,NaN,<undefined>,,1625.6,86.16780045,Single,52500,8,NaN,NaN,NaN,20,20,40,559,238,193,509,786,593,316,379,126,1117,888,650,993,738,218,734,113,243,170,186,147,558,191,489,1278,895,507,419,496,828,1614,21,634,593,781.3,779,781,784,25,797,1670,964,460,1027,82.0861678,0.004435762,1.336226344,-0.997293591,5
2028,Female,25,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1992,Sedan,White,1701.8,60.31746032,Single,25000,7,NaN,NaN,NaN,8,10,34,559,222,191,502,795,604,311,372,124,895,728,588,864,775,223,745,112,225,178,177,140,536,186,408,1013,824,523,427,409,865,1675,17,557,557,768,774,766,764,15,650,1507,724,372,1014,59.63718821,0.938758016,-0.345839709,-0.086105742,3
2029,Female,23,Minneapolis MN,Midwest,,16,0,2.5,Economy,1995,Sedan,White,1727.2,77.09750567,Single,37500,9,NaN,NaN,NaN,12,14,36,592,272,176,495,802,626,319,409,133,1015,867,649,970,800,256,773,129,241,184,187,144,568,193,467,1163,864,537,452,433,884,1708,28,698,678,769,769,774,764,26,654,1634,880,426,1073,82.53968254,0.636464357,-0.862301707,2.416927099,2
2030,Female,22,Minneapolis MN,Midwest,,14,0,2.5,Economy,1995,Sedan,White,1778,71.20181406,Single,NaN,9.5,NaN,NaN,NaN,10,10,38,623,252,207,528,809,602,321,398,142,938,790,601,954,790,280,860,114,250,208,192,152,553,190,400,1046,823,531,442,439,975,1768,13,597,600,762.6,764,766,758,19,675,1657,782,425,1038,70.97505669,1.207305312,-1.178380966,0.998292446,2
2031,Female,43,Minneapolis MN,Midwest,White Collar,18,2,10,Luxury,1993,Sedan,White,1651,60.31746032,Married,150000,7.5,NaN,NaN,NaN,6,6,36,560,237,182,490,749,567,308,366,127,920,788,589,887,774,227,753,119,239,198,181,156,559,188,346,918,794,517,417,406,860,1649,15,555,564,734,732,732,738,14,609,1470,790,374,1007,59.63718821,0.359609812,-0.033298749,-0.47362408,3
2032,Male,46,Minneapolis MN,South,Blue Collar,14,2,8,Economy,1998,Sedan,Black,1778,72.56235828,Single,NaN,9,42,32,NaN,NaN,NaN,NaN,553,272,207,544,873,666,337,440,147,906,NaN,621,932,804,179,751,135,287,227,212,163,595,208,350,934,901,563,468,489,857,1715,18,550,549,818,814,803,837,9,670,1648,854,416,1059,73.24263039,-1.001259208,-0.811712444,0,NaN
2033,Female,57,Minneapolis MN,Midwest,White Collar,14,1,8,Economy,1994,Sedan,White,1600.2,56.6893424,Married,70000,7,NaN,NaN,NaN,10,8,36,536,228,190,504,753,563,314,396,133,914,748,575,871,609,207,745,101,221,175,176,137,528,174,379,973,749,482,424,416,850,1593,21,550,545,727,722,731,728,23,700,1484,690,329,986,58.50340136,-0.820149183,0.047714375,0.74696064,2
2034,Female,48,Minneapolis MN,Midwest,White Collar,18,2,5,Economy,1994,Non-sedan,White,1574.8,54.42176871,Married,90000,7.5,NaN,NaN,NaN,12,8,36,552,240,192,486,753,561,294,388,132,893,762,540,885,720,228,733,112,228,183,181,147,527,179,358,942,877,483,412,414,836,1571,16,560,567,703.6,706,701,704,15,674,1485,692,353,980,57.36961451,-0.827100873,-0.094933599,-0.809601367,2
2035,Male,40,Minneapolis MN,South,Management,16,3,8,Luxury,1999,Non-sedan,White,1816.1,90.70294785,Married,90000,10.5,46,36,33,NaN,NaN,NaN,616,282,210,562,866,656,352,488,148,1168,NaN,630,1159,797,255,821,114,282,212,198,158,575,202,396,1088,901,569,467,546,943,1795,21.5,630,653,833.3,845,830,825,2,672,1735,960,461,1070,97.7324263,0.422910124,0.396850467,0,NaN
2036,Female,35,Minneapolis MN,Midwest,White Collar,14,3,5,Luxury,1999,Non-sedan,White,1701.8,61.2244898,Married,90000,8.5,NaN,NaN,NaN,6,4,36,593,243,200,510,779,579,310,375,128,949,773,587,896,778,259,791,119,242,184,182,144,542,185,400,NaN,NaN,515,394,419,891,1683,14,601,607,729.6,722,732,735,17,708,1598,666,375,1052,63.71882086,0.648667395,-0.638706744,-0.397296965,3
2037,Female,49,Minneapolis MN,Midwest,White Collar,18,2,0.5,Economy,1993,Non-sedan,White,1752.6,77.09750567,Married,150000,9.5,NaN,NaN,NaN,NaN,NaN,38,585,246,209,541,827,618,332,398,136,1021,827,622,985,819,231,802,115,242,185,180,152,568,196,412,1071,902,547,432,436,922,1768,30,612,608,802,802,801,803,20.5,749,1634,849,378,1113,77.77777778,1.513187289,-0.181564391,-1.028857827,3
2038,Female,28,Minneapolis MN,Midwest,,16,0,2.5,Economy,1998,Sedan,White,1625.6,53.06122449,Single,7500,7,NaN,NaN,NaN,6,6,34,552,227,182,487,765,583,305,335,124,851,706,562,828,750,229,741,122,228,170,174,144,558,196,349,914,714,498,390,405,853,1628,9.5,524,518,735,730,736,739,11,674,1484,646,342,1009,53.28798186,-0.239911735,-0.960303903,-0.023330556,2
2039,Female,53,Minneapolis MN,Midwest,White Collar,16,2,5,Economy,1987,Non-sedan,White,1651,64.39909297,Married,52500,7.5,NaN,NaN,NaN,12,10,34,566,236,197,512,781,584,315,382,131,928,751,574,928,732,231,753,118,215,176,184,146,562,199,382,1012,792,489,398,441,867,1632,13,572,578,746.3,745,752,742,22,709,1551,770,356,1017,64.85260771,-0.307739913,-0.091339163,1.004505992,3
2040,Female,40,Minneapolis MN,Midwest,White Collar,18,1,2.5,Economy,1998,Sedan,White,1625.6,75.73696145,Married,150000,7,NaN,NaN,NaN,16,16,38,581,232,199,495,737,538,296,435,132,1100,860,580,996,689,280,767,118,223,168,168,147,534,181,434,1108,783,472,398,449,865,1591,35.5,650,679,695,690,697,698,33,708,1653,833,411,934,76.19047619,-0.41716975,1.197523475,-0.39944157,4
2041,Female,45,Minneapolis MN,Midwest,Blue Collar,14,1,8,Economy,1990,Sedan,White,1727.2,65.75963719,Married,70000,8.5,NaN,NaN,NaN,9,8,36,570,238,192,513,776,584,321,358,127,933,774,570,898,768,227,797,107,236,179,180,144,541,182,401,1015,792,507,416,430,908,1697,19.5,606,607,742.3,735,748,744,23.5,668,1544,764,385,1025,65.75963719,0.765423954,-0.005272286,-0.709819317,3
2042,Female,20,Minneapolis MN,Midwest,,14,0,0.5,<undefined>,NaN,<undefined>,White,1587.5,43.53741497,Single,NaN,6.5,NaN,NaN,NaN,4,4,32,539,212,176,468,723,547,292,301,128,799,660,553,766,737,239,727,100,218,157,162,146,536,180,323,852,783,477,362,362,829,1589,7,479,480,679.6,674,679,686,12,616,1436,584,344,975,43.99092971,-0.346103817,-0.58788538,-0.639045954,2
2043,Male,22,Minneapolis MN,Midwest,White Collar,14,0,0.5,Luxury,1992,<undefined>,White,1752.6,72.56235828,Single,12500,10.5,NaN,32,30,NaN,NaN,NaN,576,269,215,544,838,623,329,442,138,966,NaN,590,988,737,231,807,121,269,211,201,155,583,203,367,1018,853,540,431,487,916,1715,11,589,609,789,795,785,787,7,655,1621,841,425,1007,73.46938776,-0.804983377,0.311316252,0,NaN
2044,Male,49,Minneapolis MN,Midwest,White Collar,16,2,0.5,Economy,1996,Sedan,White,1752.6,92.97052154,Divorced/Widowed,52500,9.5,46,40,31,NaN,NaN,NaN,598,274,207,556,855,648,349,460,155,1093,NaN,640,1091,770,229,791,121,252,216,212,163,572,193,436,1130,860,557,463,501,910,1766,33.5,649,663,814.6,810,820,814,18,727,1766,1094,457,1059,96.37188209,0.418996215,0.357643247,0,NaN
2045,Female,49,Minneapolis MN,Midwest,Management,14,2,2.5,Luxury,1993,Sedan,White,1612.9,68.02721088,Divorced/Widowed,70000,7.5,NaN,NaN,NaN,12,12,36,564,231,197,491,732,535,294,393,128,996,814,583,943,705,268,748,115,237,159,177,141,535,184,435,1093,792,473,407,446,841,1596,24.5,631,625,691.3,690,689,695,33,718,1604,771,390,969,70.06802721,-0.108715542,0.674331307,0.872449696,3
2046,Female,38,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1990,Sedan,White,1689.1,58.04988662,Single,12500,8,NaN,NaN,NaN,8,8,36,574,230,195,504,778,583,309,350,131,865,742,582,844,779,240,786,116,235,181,191,145,571,198,380,1006,799,505,420,413,895,1698,12,564,570,735,735,733,737,22,672,1528,666,347,1043,59.18367347,0.850980163,-0.355874866,-1.624026656,2
2047,Female,49,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1991,Sedan,White,1549.4,60.77097506,Divorced/Widowed,52500,6,NaN,NaN,NaN,8,12,38,549,227,185,479,726,541,294,338,131,918,775,560,873,675,227,736,105,218,172,171,148,525,176,405,1051,740,455,385,405,852,1558,27.5,578,599,699.3,698,698,702,23.5,744,1533,719,325,950,60.09070295,-0.80872792,0.26867038,0.76213944,2
2048,Female,64,Minneapolis MN,Midwest,,14,2,0.5,Luxury,1995,Sedan,White,1625.6,73.92290249,Married,70000,8.5,NaN,NaN,NaN,14,14,34,559,245,190,503,770,580,313,379,134,1031,847,571,966,711,226,738,116,243,192,179,144,544,186,419,1091,890,493,399,426,858,1613,20.5,615,617,732.6,732,737,729,34,740,1603,830,384,991,73.46938776,-0.045619357,-0.003311835,0.759938478,5
2049,Female,43,Minneapolis MN,West,White Collar,21,2,2.5,Economy,1989,Non-sedan,White,1600.2,58.9569161,Married,90000,8,NaN,NaN,NaN,12,14,36,512,241,208,531,797,589,323,345,131,945,778,562,885,752,169,712,112,242,172,172,143,547,189,338,943,890,508,404,424,819,1608,23.5,510,511,737,750,734,727,19,644,1465,794,341,996,56.23582766,-0.783596277,-1.145789385,0.282961071,1
2050,Male,59,Minneapolis MN,Midwest,,14,3,NaN,<undefined>,NaN,<undefined>,Black,1625.6,59.41043084,Divorced/Widowed,7500,9,38,31,30,NaN,NaN,NaN,563,261,181,477,751,570,296,382,134,906,NaN,563,899,716,241,722,120,245,195,187,153,550,195,342,911,804,505,413,407,838,1614,9.5,501,511,722.6,737,715,716,7,647,1539,792,355,969,58.50340136,-1.546361089,0.254201084,0,NaN
2051,Female,55,Minneapolis MN,Midwest,White Collar,18,0,2.5,Economy,1994,Sedan,White,1701.8,78.00453515,Single,37500,10,NaN,NaN,NaN,16,16,36,579,251,192,529,821,629,337,446,145,1050,857,617,1036,801,214,775,121,262,197,193,153,558,184,474,1181,869,546,467,461,884,1701,15,695,654,766.6,772,766,762,22,777,1655,802,363,1088,82.0861678,1.127969623,0.156883717,-1.137191296,2
2052,Male,51,Minneapolis MN,Midwest,White Collar,18,2,8,Economy,1996,Sedan,White,1778,68.93424036,Married,70000,8.5,38,31,31,NaN,NaN,NaN,620,248,198,523,813,615,325,434,142,919,NaN,607,936,791,256,783,117,255,196,197,154,588,203,354,952,877,539,453,461,906,1756,9,562,558,797.3,793,801,798,7,585,1691,804,470,1006,70.06802721,0.260008782,0.104269706,0,NaN
2053,Male,45,Minneapolis MN,South,Management,16,0,10,<undefined>,1994,Sedan,White,1778,72.56235828,Married,52500,11,40,34,30,NaN,NaN,NaN,618,251,215,557,853,638,342,446,139,948,NaN,607,990,797,253,828,123,279,207,203,153,571,201,373,968,878,539,471,484,949,1779,11,531,553,799.6,813,792,794,6,620,1664,822,438,1026,70.74829932,-0.539069891,-0.653999925,0,NaN
2054,Female,52,Minneapolis MN,Midwest,White Collar,18,0,5,Economy,1991,Sedan,White,1701.8,72.10884354,Married,150000,8,NaN,NaN,NaN,10,14,36,584,233,203,517,806,603,314,385,132,971,828,603,981,753,240,781,103,241,192,183,147,554,190,424,1084,834,520,437,444,896,1688,24,628,621,776,778,772,778,22,739,1657,818,395,1034,72.56235828,1.039241314,0.031555414,0.319001794,2
2055,Male,55,Minneapolis MN,Midwest,Management,16,1,5,Economy,1998,Sedan,White,1778,84.80725624,Married,90000,10,42,38,31,NaN,NaN,NaN,617,261,197,537,818,621,340,434,144,1012,NaN,616,1035,777,249,821,119,262,209,200,148,578,203,379,1022,896,537,484,471,932,1759,22,604,529,810.3,815,818,798,13,684,1709,927,424,1039,83.21995465,0.378655612,0.535439789,0,NaN
2056,Female,38,Minneapolis MN,Midwest,,16,0,2.5,Economy,1990,Sedan,White,1524,70.29478458,Married,NaN,7.5,NaN,NaN,NaN,14,14,36,552,238,185,474,730,545,289,386,128,1037,839,569,1025,682,254,730,116,234,188,169,144,552,188,420,1092,764,483,444,459,840,1555,30,641,610,693.6,693,693,695,34,712,1561,891,344,964,71.6553288,-0.63821727,0.653805435,-0.103835084,2
2057,Female,63,Minneapolis MN,Midwest,,18,2,2.5,Economy,1991,Sedan,White,1651,65.75963719,Married,90000,8,NaN,NaN,NaN,12,14,36,539,225,192,527,806,614,335,408,129,983,778,611,958,794,180,707,106,232,188,185,151,547,188,401,1021,875,541,407,417,820,1642,13,594,555,787.3,795,781,786,27,711,1553,794,328,1075,66.21315193,-0.176133126,-0.222537577,0.960910976,3
2058,Male,31,Minneapolis MN,Midwest,White Collar,16,2,2.5,Economy,1996,Non-sedan,White,1790.7,70.29478458,Married,37500,11,40,32,32,NaN,NaN,NaN,592,273,207,563,867,660,356,434,138,949,NaN,629,1005,837,211,813,120,270,208,204,151,585,210,351,938,924,557,479,489,910,1781,9,521,518,815.6,816,817,814,7.5,622,1636,790,405,1066,68.70748299,-0.608342111,-1.064400554,0,NaN
2059,Female,36,Minneapolis MN,Midwest,White Collar,16,0,8,Economy,1990,Sedan,White,1676.4,86.16780045,Single,25000,9.5,NaN,NaN,NaN,14,16,38,573,270,206,520,793,587,314,453,135,1048,876,595,1032,759,249,778,124,252,184,183,145,554,188,441,1145,917,529,444,463,886,1673,22,645,651,765,754,788,753,31,689,1627,915,403,1013,85.94104308,0.519925296,-0.201204255,2.19610858,2
2060,Female,48,Minneapolis MN,Midwest,White Collar,18,0,2.5,Economy,1991,Non-sedan,White,1574.8,83.44671202,Married,70000,7,NaN,NaN,NaN,18,18,40,569,250,207,501,763,556,294,464,132,1108,887,571,1072,697,252,761,121,229,178,177,144,556,193,446,1174,867,476,449,475,867,1575,40,671,645,724.6,739,701,734,41,779,1659,943,392,954,84.12698413,-0.77533406,1.292773724,0.115909532,3
2061,Female,48,Minneapolis MN,Midwest,Management,18,2,5,Economy,1991,Sedan,White,1625.6,63.49206349,Married,90000,6,NaN,NaN,NaN,10,10,34,559,235,188,489,750,562,301,387,125,990,802,594,952,754,236,740,110,230,180,183,144,532,185,386,1026,797,511,427,419,850,1627,9,589,559,722.6,726,727,715,20,733,1544,748,312,1014,64.39909297,0.121638492,0.694343388,0.890596926,3
2062,Female,33,Minneapolis MN,Midwest,White Collar,21,0,0.5,Economy,1995,Sedan,White,1701.8,61.2244898,Married,25000,8,NaN,NaN,NaN,9,10,34,604,253,188,492,758,570,304,385,135,910,775,570,902,777,281,791,109,243,177,186,143,558,191,410,1006,792,531,426,440,906,1697,20,584,595,725.6,721,723,733,28,707,1566,732,332,1038,64.39909297,0.848584175,0.085337229,1.019170642,2
2063,Male,33,Minneapolis MN,Midwest,White Collar,16,0,5,Economy,1990,Sedan,White,1701.8,68.02721088,Married,25000,9,38,32,30,NaN,NaN,NaN,588,262,199,526,805,606,327,424,135,931,NaN,578,964,759,236,787,121,259,204,187,149,548,191,362,948,792,530,457,456,901,1689,10,588,599,771.6,769,772,774,8,624,1648,810,448,984,70.97505669,-1.094051123,-0.353823334,0,NaN
2064,Female,43,Minneapolis MN,Midwest,,14,2,2.5,Economy,1988,Sedan,White,1663.7,68.02721088,Married,52500,8.5,NaN,NaN,NaN,10,10,36,580,259,191,505,772,581,314,365,133,890,757,606,879,757,258,784,111,243,189,189,147,552,188,446,1104,799,524,417,412,897,1666,11,638,628,725,724,725,726,22,758,1588,644,326,1049,68.70748299,0.272621274,-0.031478867,0.491197079,2
2065,Female,26,Minneapolis MN,Midwest,Service,16,0,10,Economy,1995,Sedan,White,1727.2,69.3877551,Married,70000,8.5,NaN,NaN,NaN,10,10,34,615,239,201,508,791,590,307,380,128,978,819,575,949,739,282,825,123,230,187,180,143,557,196,403,1094,791,515,410,444,936,1697,10,612,614,749,745,753,749,9,721,1644,737,406,1008,70.97505669,0.37731725,-0.236611307,-0.28753975,3
2066,Male,63,Minneapolis MN,Midwest,Service,14,3,NaN,Luxury,1999,Sedan,White,1828.8,104.30839,Married,150000,11,46,40,30,NaN,NaN,NaN,602,298,216,576,896,680,360,515,153,1208,NaN,655,1183,771,207,810,142,279,221,197,159,595,207,421,1140,914,586,470,522,908,1783,23.5,622,655,848.6,843,855,848,11.5,630,1805,1083,469,1034,104.0816327,-0.250638545,0.534258842,0,NaN
2067,Female,29,Minneapolis MN,Midwest,Service,16,0,2.5,Economy,1996,Sedan,Black,1524,72.10884354,Single,12500,8,NaN,NaN,NaN,12,12,32,543,238,179,460,699,520,281,394,147,969,795,553,980,701,251,708,120,234,181,176,159,582,199,416,1077,703,462,408,453,814,1511,36,674,674,670.6,670,667,675,30,690,1555,838,372,914,69.84126984,-1.197660446,1.130939603,0.593671441,1
2068,Female,40,Minneapolis MN,Midwest,Service,16,0,5,Economy,1991,Sedan,White,1727.2,68.48072562,Single,37500,11,NaN,NaN,NaN,10,10,36,580,243,203,536,830,627,333,365,135,974,755,595,890,815,231,771,123,252,184,194,146,556,192,390,1012,962,549,390,418,880,1725,20,595,594,779.6,793,778,768,19.5,659,1551,739,395,1072,68.48072562,1.117047071,-0.828373492,0.473134577,5
2069,Female,62,Minneapolis MN,Midwest,Service,16,3,5,Economy,1991,Non-sedan,White,1600.2,64.39909297,Married,NaN,8,NaN,NaN,NaN,6,10,32,551,230,196,489,726,530,293,357,127,919,744,561,869,697,243,762,118,222,180,182,139,546,191,410,1041,760,472,408,413,870,1584,13,603,602,686.6,684,690,686,29,722,1550,739,369,970,65.07936508,-0.621863484,0.329835504,-0.178654715,4
2070,Female,29,Minneapolis MN,South,Blue Collar,14,0,0.5,Economy,1987,Non-sedan,White,1828.8,90.70294785,Married,52500,11,NaN,NaN,NaN,16,14,40,611,254,211,556,849,638,345,415,131,1074,901,650,1020,839,249,820,115,256,199,205,145,561,193,451,1161,894,560,452,466,941,1810,36,715,729,849.6,840,855,854,35,722,1734,962,443,1104,93.19727891,1.986330867,0.12219695,-1.388619065,2
2071,Female,60,Minneapolis MN,Midwest,White Collar,18,3,0.5,Economy,1991,Sedan,White,1727.2,68.02721088,Married,90000,9,NaN,NaN,NaN,10,12,34,552,245,177,525,809,632,348,372,144,912,745,620,893,814,179,745,128,252,185,195,146,550,190,406,1038,866,543,398,405,838,1692,14,609,603,786.3,794,782,783,25,735,1536,769,330,1114,68.70748299,0.111096531,-1.741776466,2.446364641,3
2072,Male,27,Minneapolis MN,Midwest,White Collar,18,0,5,Economy,1993,Sedan,White,1778,59.41043084,Single,NaN,8.5,36,29,32,NaN,NaN,NaN,610,253,208,530,804,596,322,385,133,903,NaN,595,932,797,265,854,113,257,185,195,150,563,198,335,933,847,537,409,446,955,1781,8.5,526,507,799,799,798,800,4.5,634,1604,712,387,1058,58.9569161,-0.951124489,-1.066836834,0,NaN
2073,Female,42,Minneapolis MN,West,White Collar,14,0,0.5,Economy,1999,Sedan,White,1651,98.41269841,Divorced/Widowed,25000,8,NaN,NaN,NaN,20,20,38,600,229,200,507,751,551,307,446,140,1183,975,615,1083,710,295,776,123,237,170,173,144,564,188,478,1277,892,493,420,524,881,1609,43.5,745,724,716,712,710,726,44.5,801,1696,980,429,1000,95.91836735,0.071630247,1.908412695,1.405300975,5
2074,Female,43,Minneapolis MN,West,White Collar,14,0,0.5,Economy,1999,Sedan,White,1625.6,86.16780045,Single,25000,7.5,NaN,NaN,NaN,14,16,36,562,243,202,512,777,575,310,429,127,1167,923,619,1083,725,239,731,112,237,174,178,145,555,189,468,1223,786,512,372,494,835,1594,33.5,720,715,731.3,723,734,737,41.5,802,1664,944,366,1016,87.98185941,0.03155278,1.813850284,0.514425993,5
2075,Female,39,Minneapolis MN,Midwest,,14,2,5,Economy,1998,Non-sedan,White,1651,50.79365079,Married,150000,7.5,NaN,NaN,NaN,6,4,34,555,225,187,487,751,564,300,328,133,871,723,565,812,759,229,759,105,236,167,181,146,544,189,349,898,786,492,394,394,863,1637,6.5,501,504,708.3,709,709,707,11.5,533,1503,725,434,957,50.56689342,-0.07556919,-0.471051991,-1.510819674,3
2076,Female,51,Minneapolis MN,Midwest,White Collar,14,5,5,Economy,1997,Sedan,White,1676.4,65.75963719,Divorced/Widowed,37500,8,NaN,NaN,NaN,12,8,36,584,245,201,516,795,594,315,374,134,965,823,614,933,749,254,766,109,238,179,180,151,556,191,407,1067,820,512,408,430,883,1667,13.5,626,630,726,719,730,729,17,666,1606,792,405,1004,67.34693878,0.369015664,0.258089393,-0.644948244,2
2077,Female,37,Minneapolis MN,Midwest,,16,3,2.5,Economy,1999,Non-sedan,White,1695.45,56.6893424,Married,150000,8,NaN,NaN,NaN,8,7,34,571,244,180,490,766,586,310,360,128,846,752,585,850,795,241,762,103,231,181,180,141,538,182,396,981,815,534,389,374,875,1688,7,560,564,718,662,744,748,14,612,1561,741,393,1017,56.6893424,0.855920196,-0.726615965,-0.565308511,2
2078,Female,45,Minneapolis MN,Midwest,White Collar,14,2,2.5,Economy,1997,Sedan,White,1651,56.6893424,Married,90000,7.5,NaN,NaN,NaN,4,5,34,561,232,196,480,752,556,284,357,128,837,720,552,870,725,248,794,113,236,182,171,149,548,184,425,1025,757,499,385,395,897,1642,9,572,587,703,699,705,705,19,721,1531,670,359,1002,56.23582766,-0.027752573,-0.063131377,0.057831764,1
2079,Female,43,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1997,Sedan,White,1625.6,58.9569161,Married,90000,6,NaN,NaN,NaN,8,12,36,550,224,199,510,787,588,311,387,131,894,797,602,906,718,221,751,107,224,180,166,147,528,180,432,1057,803,491,415,393,859,1629,18,574,574,736,745,741,722,24,757,1574,719,375,1015,60.99773243,0.285902292,-0.01353288,0.175227821,1
2080,Female,39,Minneapolis MN,Midwest,White Collar,21,0,5,Luxury,1998,Sedan,White,1651,72.56235828,Divorced/Widowed,90000,8,NaN,NaN,NaN,14,14,38,574,240,212,521,787,575,309,440,136,1144,884,604,1097,755,239,772,116,234,189,173,149,571,196,438,1109,843,523,426,407,871,1666,33,631,636,785.3,776,791,789,34,804,1689,879,378,1053,79.138322,0.808154225,1.052450895,0.903665721,5
2081,Female,23,Minneapolis MN,Midwest,White Collar,14,0,2.5,Economy,1990,Sedan,White,1574.8,89.34240363,Single,12500,7,NaN,NaN,NaN,16,18,38,546,237,205,511,790,585,306,438,130,1112,982,627,1061,732,219,734,100,224,172,164,144,552,189,496,1259,820,511,424,433,850,1616,29,737,714,724.6,725,722,727,37,756,1661,1013,464,985,92.29024943,-0.95715344,2.592482567,-1.154289126,3
2082,Female,25,Minneapolis MN,Midwest,Service,16,0,2.5,Economy,1998,Sedan,White,1701.8,63.03854875,Single,25000,9,NaN,NaN,NaN,7,8,36,604,238,203,514,807,604,311,383,132,912,776,576,926,776,257,788,117,252,194,191,149,573,200,404,1014,815,528,403,417,904,1691,12,585,579,764.3,762,764,767,15,603,1586,781,453,994,63.49206349,0.583771408,-0.748873353,-0.56198591,2
2083,Male,29,Minneapolis MN,Midwest,Service,16,0,2.5,Economy,1990,Sedan,White,1803.4,88.43537415,Married,70000,11,42,33,32,NaN,NaN,NaN,619,272,244,573,875,631,329,471,139,1057,NaN,608,1152,810,257,832,106,281,207,205,157,580,198,393,1055,883,560,458,547,953,1795,11.5,619,627,829.3,831,829,828,4,660,1721,857,465,1059,87.07482993,0.41344294,-0.144758582,0,NaN
2084,Female,38,Minneapolis MN,Midwest,White Collar,16,0,0.5,Economy,1988,Sedan,White,1778,74.37641723,Married,52500,10.5,NaN,NaN,NaN,12,12,36,598,256,246,564,860,614,318,364,146,934,807,612,939,824,244,835,114,265,189,198,152,574,192,444,1061,867,563,433,449,944,1766,8.5,610,618,814.3,812,809,822,19,720,1636,732,384,1100,73.01587302,1.680370212,-0.137277082,-0.384596586,2
2085,Male,37,Minneapolis MN,Foreign,White Collar,16,0,0.5,Economy,1988,Sedan,White,1854.2,95.23809524,Married,NaN,10.5,NaN,36,NaN,NaN,NaN,NaN,622,274,220,573,900,680,353,507,143,1048,NaN,646,1094,829,219,819,125,282,203,201,153,589,205,408,1074,884,561,482,527,957,1851,18,618,623,853,847,854,858,13,662,1779,963,489,1072,92.5170068,0.909354746,-0.717613518,0,NaN
2086,Female,28,Minneapolis MN,Midwest,White Collar,16,0,8,Economy,1990,Sedan,White,1651,58.04988662,Married,70000,8,NaN,NaN,NaN,6,5,34,549,229,192,500,782,590,308,343,134,846,720,568,871,775,251,749,115,237,188,183,147,562,199,404,985,803,518,398,417,849,1646,10,562,574,753.6,749,754,758,25,690,1491,666,353,1038,56.46258503,0.473747253,-0.641664863,-1.021230459,2
2087,Female,51,Minneapolis MN,Midwest,Service,18,2,5,Economy,1997,Sedan,White,1651,72.56235828,Married,150000,8,NaN,NaN,NaN,12,12,36,583,240,210,489,754,544,279,421,137,1074,874,588,1045,724,274,782,110,239,200,177,149,558,184,450,1095,823,512,399,417,882,1645,23,645,620,719.6,710,722,727,20.5,752,1721,872,432,988,77.32426304,0.067190737,1.558452725,-0.937789679,3
2088,Female,34,Minneapolis MN,Midwest,Service,16,0,0.5,Economy,1997,Sedan,White,1625.6,54.42176871,Married,150000,7.5,NaN,NaN,NaN,6,6,34,547,224,172,478,755,583,306,357,128,882,717,575,859,754,217,712,105,237,181,171,140,537,184,396,1006,775,501,374,384,826,1596,12.5,564,577,725.3,725,724,727,26,643,1484,746,359,978,54.87528345,-0.277231365,-0.012785546,-1.609620929,3
2089,Female,57,Minneapolis MN,Midwest,Service,14,2,10,Economy,1997,Sedan,White,1524,43.08390023,Married,37500,5.5,NaN,NaN,NaN,8,4,34,522,223,173,457,711,538,284,351,129,872,712,539,870,704,213,715,97,215,177,163,146,537,184,351,883,750,469,370,359,819,1528,13,498,496,736.6,732,739,739,19.5,607,1396,722,380,928,46.71201814,-1.125675917,0.304721624,-0.446299225,2
2090,Female,48,Minneapolis MN,Foreign,Blue Collar,14,2,10,Luxury,1982,Sedan,Asian,1549.4,52.60770975,Married,52500,7,NaN,NaN,NaN,6,5,32,538,223,178,482,762,584,304,369,136,848,736,545,879,729,216,704,116,235,178,178,154,562,185,380,960,761,489,379,387,808,1559,23.5,534,540,780,763,786,791,23.5,632,1421,726,337,986,53.51473923,-1.325153947,-0.505707562,0.559682071,1
2091,Male,55,Minneapolis MN,Foreign,Blue Collar,14,2,10,Luxury,1987,Sedan,Asian,1600.2,52.15419501,Married,52500,7.5,NaN,30,30,NaN,NaN,NaN,551,229,193,472,733,540,279,370,138,768,NaN,511,829,681,235,747,111,240,194,178,158,550,184,302,822,724,464,407,418,840,1550,12.5,447,448,736.6,701,737,746,6,563,1464,738,369,899,45.80498866,-2.522817373,-0.523456752,0,NaN
2092,Male,37,Minneapolis MN,Northeast,Service,16,2,5,Luxury,1998,Sedan,White,1803.4,79.36507937,Divorced/Widowed,70000,10,44,32,32,NaN,NaN,NaN,611,262,223,565,869,646,342,435,141,995,NaN,613,1003,815,247,816,118,264,213,203,157,590,208,353,1012,885,559,448,472,935,1791,12,598,600,821,824,822,817,11,665,1704,818,447,1058,79.36507937,0.447658122,-0.212154523,0,NaN
2093,Female,33,Minneapolis MN,Midwest,Service,16,0,2.5,Economy,1995,Sedan,White,1663.7,58.9569161,Married,90000,9.5,NaN,NaN,NaN,8,6,34,589,250,198,513,786,588,315,372,136,844,709,567,833,750,245,793,129,247,177,188,148,570,200,376,986,795,502,391,399,900,1667,13.5,539,558,740.6,742,737,743,13.5,703,1587,684,344,1013,59.18367347,0.2587834,-0.852280676,-0.689794123,2
2094,Female,53,Minneapolis MN,Midwest,,14,1,8,Economy,1989,Sedan,White,1676.4,50.79365079,Married,37500,9,NaN,NaN,NaN,6,5,34,489,239,206,498,781,575,292,309,134,833,729,561,800,808,176,706,115,243,176,182,151,552,188,335,892,898,523,400,371,814,1640,6.5,470,485,817,814,812,825,12.5,646,1401,638,312,1054,51.24716553,0.369351238,-0.671835601,-0.519398332,2
2095,Female,47,Minneapolis MN,Midwest,Service,16,0,8,Luxury,1992,Sedan,White,1574.8,55.32879819,Married,NaN,6.5,NaN,NaN,NaN,6,8,32,562,229,197,498,771,574,301,350,122,854,689,535,853,717,242,754,114,227,169,170,141,535,191,368,962,754,490,390,421,865,1603,11,559,571,709.6,706,710,713,16.5,668,1487,659,344,977,56.6893424,-1.088345885,-0.746389925,1.973788619,3
2096,Male,33,Minneapolis MN,Midwest,Service,14,0,10,Economy,1997,Non-sedan,White,1765.3,78.45804989,Single,37500,9.5,48,32,32,NaN,NaN,NaN,621,270,221,565,859,638,344,439,145,998,NaN,587,1038,757,258,831,134,252,197,192,157,591,207,361,1018,854,538,480,483,943,1744,15,591,593,805.6,810,808,799,12.5,674,1680,832,428,1014,80.49886621,-0.168200046,0.037737023,0,NaN
2097,Female,38,Minneapolis MN,Midwest,White Collar,18,0,5,Economy,1995,Sedan,White,1663.7,60.77097506,Married,150000,10,NaN,NaN,NaN,8,8,34,573,251,189,500,775,586,311,325,133,838,725,599,800,770,239,758,125,253,175,185,147,555,192,413,1032,817,504,383,388,870,1664,10,606,606,734.3,722,737,744,23,702,1548,664,332,1036,60.31746032,0.550355077,-0.543591619,0.505262554,1
2098,Female,54,Minneapolis MN,Midwest,White Collar,16,0,2.5,Economy,1989,Sedan,White,1771.65,81.63265306,Single,37500,9.5,NaN,NaN,NaN,14,16,36,599,250,185,523,804,619,338,397,133,985,815,625,946,809,259,795,106,240,175,180,147,549,186,476,1168,854,545,409,449,911,1752,18,692,701,751.3,755,744,755,28,837,1660,793,350,1116,82.99319728,1.951679111,-0.308042586,1.723711252,2
2099,Male,50,Minneapolis MN,Midwest,Management,18,3,8,Economy,1996,Sedan,White,1524,92.5170068,Married,150000,10.5,44,38,31,NaN,NaN,NaN,602,267,212,573,866,654,361,462,154,1058,NaN,626,1066,800,225,776,126,266,210,202,166,589,196,377,1097,891,554,461,485,903,1767,23,618,615,830,834,826,830,10,635,1714,964,435,1043,94.10430839,0.385646254,0.446797282,0,NaN
2100,Female,48,Minneapolis MN,Midwest,White Collar,16,2,5,Economy,1994,Sedan,White,1651,85.71428571,Married,52500,8,NaN,NaN,NaN,16,16,36,536,246,208,521,778,570,313,432,135,1102,885,622,1052,755,202,742,123,236,181,180,148,584,204,434,1237,884,503,417,481,850,1652,40,688,673,737.6,746,732,735,36,745,1636,1016,404,1013,87.98185941,-0.049029607,1.622175217,-0.057475649,3
2101,Female,36,Minneapolis MN,Foreign,Management,16,0,2.5,Economy,1998,Sedan,White,1778,90.70294785,Single,70000,9,NaN,NaN,NaN,14,16,38,651,250,208,559,835,627,351,447,128,1050,859,648,1012,826,293,838,112,249,185,188,143,561,195,431,1154,894,533,431,472,960,1800,25,703,711,801,803,804,796,40,778,1747,884,420,1103,88.20861678,1.872408986,-0.417183667,-2.27321887,3
2102,Female,26,Minneapolis MN,South,White Collar,16,0,0.5,Economy,1999,Sedan,Black,1651,58.9569161,Single,70000,8.5,NaN,NaN,NaN,6,6,34,570,239,192,532,820,628,340,369,136,903,752,597,851,802,219,738,119,242,177,185,151,533,177,356,970,844,527,395,423,861,1667,16,578,576,755,762,753,750,17,640,1518,692,351,1040,60.77097506,0.093906544,-1.241992116,0.003203952,2
2103,Female,28,Minneapolis MN,West,White Collar,16,0,8,Economy,1993,Sedan,White,1676.4,54.42176871,Married,70000,8.5,NaN,NaN,NaN,7,5,34,579,234,203,483,745,542,280,323,126,861,734,552,843,730,271,794,106,244,174,189,140,546,195,364,977,772,500,395,393,897,1648,17,542,543,724,722,726,724,20,667,1568,659,375,996,56.23582766,-0.13297163,-0.415243179,-1.694779277,1
2104,Female,45,Minneapolis MN,Midwest,Service,14,3,0.5,Economy,1998,Non-sedan,White,1727.2,75.73696145,Married,150000,9,NaN,NaN,NaN,12,14,36,580,254,196,534,807,611,338,388,127,948,812,628,891,804,225,760,121,245,180,186,140,552,193,448,1147,856,543,395,412,866,1710,19,663,671,778,778,781,775,23,733,1574,778,355,1082,77.55102041,1.211906075,0.006815637,-0.993618667,1
2105,Female,19,Minneapolis MN,Midwest,White Collar,12,0,0.5,Economy,1998,Sedan,White,1778,77.09750567,Single,150000,8.5,NaN,NaN,NaN,14,13,36,566,244,222,545,832,610,323,367,127,1047,869,627,982,816,220,759,111,239,179,184,144,565,194,427,1103,866,550,400,457,879,1729,35,686,687,751.6,757,750,748,34,573,1587,972,436,1013,82.76643991,0.781532168,-0.026567757,-0.202775925,3
2106,Female,42,Minneapolis MN,Midwest,White Collar,16,2,5,Economy,1994,Non-sedan,White,1651,61.67800454,Married,52500,8.5,NaN,NaN,NaN,8,10,36,546,238,188,498,766,578,310,362,127,899,789,592,898,752,215,735,114,239,190,180,146,549,186,387,1013,788,495,391,410,840,1641,15,613,595,726.6,719,728,733,14,719,1541,718,337,1013,62.13151927,0.058990385,-0.719404221,-0.558579981,1
2107,Female,52,Minneapolis MN,Midwest,White Collar,21,2,5,Economy,1994,Non-sedan,White,1651,54.42176871,Married,90000,8.5,NaN,NaN,NaN,10,10,34,547,236,181,488,763,582,307,368,136,895,722,557,840,756,212,752,113,243,167,185,149,553,188,383,969,787,511,369,382,859,1638,16.5,534,540,746,746,743,749,22.5,661,1467,728,340,1026,57.36961451,-0.240702897,-0.840318978,0.634931624,1
2108,Female,39,Minneapolis MN,Northeast,White Collar,21,3,0.5,Economy,1990,Sedan,White,1752.6,65.30612245,Married,90000,10,NaN,NaN,NaN,12,12,36,590,238,215,527,813,598,312,364,134,927,772,600,892,821,247,800,106,253,177,186,148,553,190,369,976,862,543,395,426,911,1763,17,542,548,746.6,740,755,745,23,723,1580,746,356,1102,65.07936508,1.294166446,-1.642691851,-0.116185643,3
2109,Female,25,Minneapolis MN,South,White Collar,14,0,0.5,Economy,1999,Sedan,White,1600.2,55.32879819,Single,70000,6.5,NaN,NaN,NaN,9,9,36,564,221,181,478,746,565,297,369,124,905,722,578,842,741,245,727,109,227,165,164,147,551,185,362,977,797,489,379,387,835,1599,17,565,563,702,702,702,702,18,537,1503,799,406,944,56.91609977,-0.165919244,-0.382451981,-0.707492173,2
2110,Female,40,Minneapolis MN,South,White Collar,18,2,2.5,Economy,1995,Non-sedan,White,1651,63.49206349,Divorced/Widowed,70000,8.5,NaN,NaN,NaN,8,10,36,597,234,196,513,772,576,317,371,124,948,774,557,904,751,268,787,115,235,184,182,145,554,196,398,1006,776,499,391,415,900,1662,11.5,579,594,716,716,714,718,23,722,1575,710,344,1035,63.26530612,0.176193118,-0.609636843,-0.599625349,2
2111,Male,21,Minneapolis MN,Midwest,,14,0,2.5,Economy,1993,Sedan,White,1778,68.93424036,Single,17500,10,NaN,30,32,NaN,NaN,NaN,606,259,227,573,850,623,346,405,135,920,NaN,595,951,796,250,842,114,255,197,194,148,562,197,328,940,840,531,427,477,950,1792,11,534,534,744.6,739,743,752,9,575,1667,814,483,1010,68.02721088,-0.1723288,-0.712086201,0,NaN
2112,Male,45,Minneapolis MN,Midwest,Service,16,3,2.5,Economy,1996,Sedan,White,1854.2,70.29478458,Married,70000,11,40,31,34,NaN,NaN,NaN,613,261,208,584,881,673,376,425,141,972,NaN,613,984,858,232,839,124,267,201,196,152,576,200,345,929,918,582,431,457,935,1832,10,523,534,828,832,829,823,7,584,1684,818,482,1090,70.97505669,0.018440448,-1.285552979,0,NaN
2113,Female,52,Minneapolis MN,Midwest,White Collar,16,2,2.5,Luxury,1987,Non-sedan,White,1676.4,70.29478458,Married,52500,8,NaN,NaN,NaN,14,14,36,592,241,208,533,809,601,325,390,142,1017,848,599,998,729,252,792,115,234,179,185,153,566,191,430,1127,805,504,409,457,898,1661,19,650,641,758.3,760,760,755,33.5,760,1649,838,367,1028,75.05668934,0.645075321,0.047916491,-0.523377001,3
2114,Female,51,Minneapolis MN,Midwest,Management,16,0,2.5,Economy,1992,Sedan,White,1676.4,66.21315193,Married,NaN,8,NaN,NaN,NaN,10,12,34,580,234,190,505,770,580,315,376,126,938,768,584,941,740,250,784,108,236,175,176,146,557,190,437,1095,818,494,383,431,899,1657,36,632,632,729.6,731,730,728,35.5,753,1594,764,366,1023,66.4399093,0.594118416,-0.138753042,-0.52696234,3
2115,Female,63,Minneapolis MN,Midwest,,16,3,2.5,Economy,1993,Sedan,White,1651,108.8435374,Divorced/Widowed,NaN,10.5,NaN,NaN,NaN,22,20,40,561,302,195,520,802,607,325,488,137,1122,955,606,1129,719,218,764,109,249,195,190,149,570,202,545,1467,868,510,445,484,884,1642,37,807,801,747.6,753,751,739,50,905,1747,1054,395,1026,114.2857143,-0.185137764,2.003399849,0.435208619,2
2116,Female,54,Minneapolis MN,Midwest,White Collar,14,0,2.5,Luxury,1985,Sedan,White,1600.2,72.56235828,Divorced/Widowed,70000,7.5,NaN,NaN,NaN,16,14,38,584,241,206,545,810,604,339,460,143,1184,926,579,1073,733,238,720,113,239,189,183,147,535,181,392,1135,915,500,431,485,823,1603,36,569,562,774,774,776,772,30,706,1645,945,419,1024,78.23129252,-0.23788321,0.584891438,1.115849495,5
2117,Female,43,Minneapolis MN,Midwest,Service,14,2,10,Economy,1998,Non-sedan,White,1619.25,62.58503401,Married,37500,6.5,NaN,NaN,NaN,10,10,34,551,227,199,495,750,551,296,364,131,994,742,556,937,723,230,757,115,230,177,179,147,550,191,374,993,780,488,397,426,871,1619,18,570,573,697.3,700,694,698,17,586,1529,862,428,947,63.71882086,-0.810754538,-0.211638644,0.491891772,5
2118,Female,45,Minneapolis MN,Midwest,White Collar,16,0,8,Economy,1995,Sedan,White,1803.4,99.77324263,Single,52500,11,NaN,NaN,NaN,20,NaN,44,586,254,220,584,872,652,364,440,140,1204,968,649,1070,833,212,803,107,257,190,197,152,581,197,464,1204,1000,556,431,488,924,1797,38.5,724,740,812.6,812,815,811,41.5,816,1705,1014,425,1170,103.1746032,1.73105526,-0.33812058,1.385603547,3
2119,Female,35,Minneapolis MN,Midwest,Blue Collar,14,0,5,Economy,1995,Sedan,White,1651,57.59637188,Single,37500,8,NaN,NaN,NaN,8,5,34,587,240,198,527,794,596,329,369,131,887,769,571,892,768,239,760,117,238,180,176,146,552,191,349,968,796,485,409,425,874,1651,11.2,538,538,741,733,747,743,14,667,1530,668,364,1019,58.04988662,0.113906845,-0.538838923,-0.696587205,1
2131,Male,30,Houston TX,Northeast,White Collar,18,0,2.5,Luxury,1996,Sedan,White,1828.8,77.09750567,Single,37500,11.5,42,32,NaN,NaN,NaN,NaN,600,272,212,547,864,652,335,442,126,975,NaN,599,1026,818,237,824,138,279,209,208,141,572,208,364,975,855,554,429,470,941,1784,9.5,587,586,803.6,799,808,804,6,651,1673,801,440,1039,74.82993197,-0.456316143,-1.073558688,0,NaN
2132,Female,44,Houston TX,South,,14,3,0.5,Economy,1991,Sedan,Hispanic,1600.2,77.09750567,Married,70000,8.5,NaN,NaN,NaN,14,16,38,557,251,221,523,797,576,302,406,145,1048,896,586,1028,722,232,763,103,242,193,170,152,578,186,428,1085,782,506,425,454,874,1637,27,644,623,752.6,748,756,754,26,798,1625,878,404,1001,77.77777778,0.357273817,0.480874002,1.136755228,1
2136,Female,56,Houston TX,South,,18,2,2.5,Luxury,1998,Sedan,White,1651,53.51473923,Divorced/Widowed,150000,8.5,NaN,NaN,NaN,4,4,34,530,237,213,521,810,597,308,365,132,895,730,568,889,769,201,733,110,244,176,173,143,563,199,384,944,860,512,390,391,862,1646,14,499,525,713.3,677,733,730,23,697,1505,657,340,1054,53.96825397,-0.225935146,-0.6815418,0.788242877,3
2137,Male,57,Houston TX,South,White Collar,18,3,5,Economy,1992,Non-sedan,White,1955.8,102.0408163,Married,NaN,12,44,40,36,NaN,NaN,NaN,638,271,227,593,938,711,366,466,142,1144,NaN,663,1127,878,239,887,126,289,221,214,156,613,212,414,1104,989,617,499,516,1013,1948,31,583,606,906.6,907,903,910,14,701,1896,1026,531,1130,100,1.896436572,-0.745634019,0,NaN
2138,Female,44,Houston TX,South,,14,1,5,Economy,1995,Sedan,White,1752.6,61.2244898,Married,NaN,9,NaN,NaN,NaN,8,8,NaN,597,229,207,523,820,613,316,371,132,916,775,589,893,772,257,764,113,253,197,186,148,583,203,407,970,829,530,405,406,899,1704,10,537,551,780.6,777,779,786,10.5,787,1615,684,368,1081,61.67800454,0.623134553,-0.708911598,1.438880324,NaN
2140,Female,51,Houston TX,South,,14,2,5,Economy,1996,Sedan,White,1638.3,66.84807256,Single,37500,8,NaN,NaN,NaN,12,12,36,567,235,220,532,811,591,312,388,132,933,779,575,912,722,231,772,110,233,183,178,146,557,189,396,1031,795,497,418,401,879,1630,25,585,580,777.3,779,776,777,27,690,1605,903,402,966,66.4399093,0.05140122,0.015878044,0.285483122,3
2143,Male,58,Houston TX,West,White Collar,21,4,5,Economy,1996,Non-sedan,White,1822.45,74.82993197,Married,90000,9.5,40,33,33,NaN,NaN,NaN,629,259,210,565,878,668,355,466,139,982,NaN,637,994,843,235,853,124,273,211,205,157,588,203,381,998,949,569,443,478,959,1853,12,564,584,896,894,890,904,12,675,1694,884,463,1105,77.55102041,0.621723235,-0.981473267,0,NaN
2147,Male,47,Houston TX,South,White Collar,18,0,2.5,Economy,1993,Non-sedan,White,1562.1,89.79591837,Single,52500,9.5,48,34,32,NaN,NaN,NaN,634,278,216,559,880,664,343,463,146,1032,NaN,634,1057,822,258,848,122,267,222,199,156,572,193,384,1042,932,571,497,492,965,1845,15.5,612,603,844,835,859,838,12,716,1764,907,482,1091,88.43537415,0.813363492,-0.119092613,0,NaN
2148,Male,47,Houston TX,South,White Collar,14,2,2.5,Luxury,1989,Non-sedan,White,1854.2,163.2653061,Divorced/Widowed,25000,13,48,46,32,NaN,NaN,NaN,651,321,229,583,915,686,354,554,158,1341,NaN,694,1294,781,257,823,126,291,251,215,162,586,203,474,1386,987,578,574,551,934,1815,45,769,768,907.3,917,916,889,29,890,2090,1388,583,1079,181.4058957,-0.704745531,3.773707628,0,NaN
2149,Female,57,Houston TX,South,White Collar,16,1,2.5,Economy,1998,Sedan,White,1701.8,85.71428571,Divorced/Widowed,52500,8,NaN,NaN,NaN,16,10,40,578,279,209,530,827,618,321,482,142,1074,856,623,1051,763,241,770,122,229,187,183,156,563,192,444,1191,916,538,434,467,884,1684,25,676,682,758,761,765,748,26,835,1727,909,383,1063,88.66213152,1.114885449,0.892228961,0.553761661,2
2150,Female,58,Houston TX,South,,14,3,8,Luxury,1996,Sedan,White,1651,70.29478458,Divorced/Widowed,37500,8,NaN,NaN,NaN,12,14,36,579,242,217,551,835,618,334,402,131,1040,818,573,1027,714,226,792,115,242,187,181,143,563,191,430,1064,803,500,420,422,895,1649,35,563,557,789.3,788,792,788,27,725,1635,857,412,985,70.74829932,0.265793264,0.134785175,0.302137911,4
2151,Male,57,Houston TX,West,Service,16,5,0.5,Economy,1986,Non-sedan,White,2006.6,102.0408163,Married,37500,13,46,40,36,NaN,NaN,NaN,666,293,210,592,946,736,382,515,153,1097,NaN,717,1087,885,246,839,141,303,240,229,166,634,228,438,1143,1044,639,488,494,968,1937,24,602,620,949.6,944,949,956,16,697,1889,1072,515,1167,104.5351474,2.17681694,-0.912085712,0,NaN
2158,Female,46,Houston TX,South,White Collar,14,1,2.5,Economy,1992,Sedan,White,1600.2,101.1337868,Divorced/Widowed,37500,7.5,NaN,NaN,NaN,16,18,44,582,261,200,495,765,565,295,482,133,1185,952,636,1120,689,275,773,110,227,191,172,137,553,187,537,1335,773,507,445,428,868,1608,34.5,785,763,729.6,723,723,743,36,815,1753,998,484,966,101.1337868,-0.954783738,2.533545256,0.035576232,4
2159,Male,59,Houston TX,South,,21,3,10,Economy,1993,Non-sedan,White,1752.6,74.82993197,Married,70000,10,40,34,30,NaN,NaN,NaN,594,272,205,551,854,649,346,456,149,994,NaN,601,1028,771,219,779,126,273,229,196,162,594,207,368,1017,850,534,446,484,898,1714,16,573,559,837.3,825,843,844,11.5,653,1695,872,463,1010,77.77777778,-0.705727458,0.227006629,0,NaN
2160,Female,60,Houston TX,South,,18,3,2.5,Economy,1990,Sedan,White,1574.8,48.97959184,Married,70000,5.5,NaN,NaN,NaN,8,6,32,531,213,195,467,740,545,272,306,128,764,693,524,794,693,240,740,118,217,178,168,143,558,193,387,953,746,474,369,374,842,1553,8,511,512,730.6,739,721,732,17,685,1447,634,323,957,46.03174603,-1.032183647,0.133280739,-0.585353971,1
2161,Male,46,Houston TX,South,Management,16,3,2.5,Economy,1999,Non-sedan,White,1828.8,94.33106576,Married,150000,10.5,44,36,34,NaN,NaN,NaN,592,267,197,552,876,679,355,466,138,1121,NaN,664,1111,829,209,793,114,274,208,201,153,582,200,410,1102,878,579,450,518,909,1811,26,641,627,866,861,866,871,15,672,1783,1026,530,1056,94.7845805,0.96606791,-0.048406664,0,NaN
2162,Male,35,Houston TX,South,White Collar,16,2,0.5,Economy,1994,Sedan,White,1828.8,90.70294785,Married,52500,10,NaN,36,34,NaN,NaN,NaN,624,268,237,578,882,645,341,459,142,1064,NaN,628,1094,764,254,838,116,263,214,197,156,588,203,377,1087,901,579,464,516,949,1814,28,624,623,834,843,832,827,16.5,646,1837,953,593,1003,93.87755102,0.882579684,0.312021613,0,NaN
2172,Female,19,Houston TX,South,,12,0,5,Economy,1990,Non-sedan,White,1803.4,76.64399093,Single,52500,10.5,NaN,NaN,NaN,12,12,34,608,257,213,549,840,627,336,402,138,975,824,630,1011,849,253,827,114,254,206,188,144,579,197,450,1097,916,557,425,445,935,1780,27,656,657,814.6,809,817,818,23.5,722,1643,816,388,1119,78.00453515,2.215852499,-0.901667118,-0.721234143,3
2173,Female,33,Houston TX,South,White Collar,14,0,2.5,Economy,1998,Non-sedan,Hispanic,1574.8,77.09750567,Single,37500,6.5,NaN,NaN,NaN,16,16,38,563,227,200,497,770,570,297,425,140,1162,941,575,1088,711,248,746,112,229,183,172,153,583,193,432,1143,862,493,449,430,844,1583,39,609,613,736.3,727,738,744,35,685,1638,1002,445,958,78.00453515,-0.270965815,0.933074236,0.483975083,3
2174,Female,42,Houston TX,South,Blue Collar,16,0,2.5,Economy,1993,Non-sedan,White,1663.7,97.50566893,Married,25000,8,NaN,NaN,NaN,18,18,42,564,258,202,500,806,604,298,494,142,1184,981,626,1162,748,235,757,113,242,180,179,148,581,197,481,1234,852,532,440,429,862,1638,30,733,725,764.3,766,757,770,36.5,732,1710,1025,482,1013,96.59863946,0.14307864,1.596580863,1.301319599,2
2175,Male,40,Houston TX,Midwest,Service,16,0,0.5,Economy,1993,Non-sedan,White,1854.2,140.5895692,Married,25000,11.5,48,46,32,NaN,NaN,NaN,689,307,228,549,878,650,321,585,157,1411,NaN,674,1342,761,349,874,128,301,246,219,163,618,213,470,1460,983,569,552,582,1000,1835,57.5,801,798,833.6,838,833,830,44.5,843,2080,1407,632,1039,150.7936508,1.681360602,3.327166796,0,NaN
2176,Female,30,Houston TX,West,White Collar,16,0,2.5,Economy,1996,Sedan,White,1574.8,85.26077098,Single,NaN,8,NaN,NaN,NaN,18,18,42,619,229,207,480,730,523,273,500,138,1164,907,563,1118,653,337,777,105,231,181,167,148,572,191,446,1208,817,473,425,418,881,1563,33.5,687,651,716.3,705,719,725,33.5,814,1753,973,415,936,85.03401361,-1.469491482,2.703713179,-0.100706317,5
2177,Male,46,Houston TX,South,White Collar,16,0,2.5,Economy,1991,Sedan,White,1828.8,70.29478458,Single,52500,9.5,42,33,32,NaN,NaN,NaN,590,253,232,571,883,651,339,405,145,942,NaN,592,982,835,223,848,125,263,192,197,159,573,202,373,961,913,569,432,452,952,1813,15.5,546,533,826.6,838,818,824,14,642,1665,821,452,1083,67.34693878,-0.415166378,-1.097946048,0,NaN
2181,Male,47,Houston TX,South,Management,16,2,10,Economy,1998,Sedan,White,1778,69.84126984,Married,90000,9,38,30,32,NaN,NaN,NaN,624,266,217,544,841,624,327,398,143,920,NaN,596,923,784,274,853,117,261,219,202,155,565,194,347,964,842,547,455,462,965,1773,8,557,556,821.3,821,821,822,8,641,1691,788,466,1021,69.84126984,-0.032579333,-0.268116206,0,NaN
2189,Female,60,Houston TX,South,,16,3,5,Economy,1995,Sedan,White,1676.4,83.90022676,Married,150000,8.5,NaN,NaN,NaN,16,18,38,560,265,190,509,791,601,319,441,132,1045,893,607,1028,756,222,713,106,242,186,181,146,562,193,481,1220,938,520,415,416,839,1631,23,670,645,791.3,785,798,791,32,811,1692,971,363,1023,85.48752834,0.583385229,0.685519278,0.028054832,3
2193,Male,63,Houston TX,South,,16,4,5,Economy,1991,Sedan,White,1752.6,78.00453515,Married,NaN,8.5,40,34,32,NaN,NaN,NaN,606,257,225,558,850,625,333,451,144,1009,NaN,623,1022,763,243,793,120,264,213,200,158,573,199,368,993,893,542,453,493,915,1753,19,562,567,824.6,821,830,823,11,701,1716,881,420,1053,77.77777778,-0.049682837,0.010853863,0,NaN
2196,Female,44,Houston TX,Midwest,White Collar,18,0,2.5,Economy,1993,Non-sedan,White,1816.1,67.12018141,Married,150000,11,NaN,NaN,NaN,8,10,34,635,250,214,546,834,620,332,374,130,922,735,626,906,804,270,871,120,256,186,185,138,553,194,440,1073,849,549,404,418,977,1805,6,592,609,819.3,816,815,827,20,773,1722,730,413,1116,68.48072562,2.248312712,0.129768848,-0.917791069,3
2201,Female,54,Houston TX,South,White Collar,18,0,0.5,Economy,1990,Sedan,White,1752.6,115.6462585,Divorced/Widowed,70000,9.5,NaN,NaN,NaN,22,20,46,600,241,218,556,855,637,338,464,135,1230,1069,653,1167,780,240,802,107,246,185,186,145,561,189,503,1353,967,573,450,470,902,1745,43,705,682,860.6,856,864,862,30,906,1839,1113,383,1109,109.0702948,1.748331428,1.411817551,0.246656597,2
2203,Female,42,Houston TX,Midwest,White Collar,18,0,0.5,Economy,1997,Sedan,White,1651,49.43310658,Married,70000,6.5,NaN,NaN,NaN,4,4,34,586,222,198,491,757,559,293,355,125,804,724,555,837,731,266,792,112,232,169,169,143,547,186,389,980,768,493,381,408,888,1639,8,530,531,703.3,699,702,709,12,729,1540,628,372,1009,51.92743764,0.048767135,0.052923668,-1.623996258,1
2204,Female,65,Houston TX,South,,14,2,2.5,Economy,1996,Non-sedan,White,1574.8,68.93424036,Married,150000,7.5,NaN,NaN,NaN,18,16,40,534,237,178,482,756,578,304,421,136,1078,873,559,1025,708,217,710,106,231,195,179,145,556,187,421,1108,844,497,400,416,818,1565,22.5,611,602,786,786,781,791,19,705,1611,952,395,961,71.88208617,-0.452633321,0.538092017,0.904643834,2
2212,Male,59,Houston TX,South,Service,14,2,2.5,Economy,1988,Sedan,Hispanic,1778,72.56235828,Single,37500,9.5,40,32,32,NaN,NaN,NaN,612,261,211,545,859,648,334,453,146,1024,NaN,606,1028,783,251,793,120,264,214,196,154,567,188,356,968,842,559,440,469,907,1741,9,529,533,778,773,778,783,9,622,1702,877,487,1017,73.46938776,0.09291333,-0.103149317,0,NaN
2214,Male,47,Houston TX,Midwest,Service,16,1,0.5,Economy,1998,Sedan,White,1981.2,142.8571429,Married,150000,13,48,46,34,NaN,NaN,NaN,685,297,246,625,960,714,379,529,153,1333,NaN,697,1261,838,280,871,137,297,238,230,147,620,222,504,1391,1033,618,477,561,992,1914,40,772,718,885.3,877,890,889,28,573,2025,1288,563,1167,139.2290249,2.548691034,1.198296905,0,NaN
2216,Female,62,Houston TX,South,White Collar,12,4,5,Economy,1991,Non-sedan,Hispanic,1600.2,95.23809524,Married,70000,8.5,NaN,NaN,NaN,20,18,44,557,242,220,505,777,557,285,507,139,1234,1095,595,1219,652,252,756,120,243,189,183,145,578,192,476,1224,799,486,429,450,851,1563,36.5,695,645,758.3,758,759,758,40,766,1757,1011,470,919,93.87755102,-2.539610624,3.130903244,-1.632396102,3
2229,Female,43,Houston TX,Northeast,White Collar,16,0,8,Economy,1998,Sedan,White,1600.2,56.6893424,Married,90000,6,NaN,NaN,NaN,6,8,34,543,220,185,477,742,557,292,379,128,972,769,559,944,720,219,734,109,222,167,169,144,535,187,388,966,796,483,380,381,838,1579,22,573,550,712.6,708,710,720,18.5,706,1532,747,398,983,57.14285714,-0.768026114,-0.315389305,-0.571357965,5
2235,Female,63,Houston TX,South,Service,14,1,5,Economy,1994,Sedan,White,1803.4,115.1927438,Married,37500,12.5,NaN,NaN,NaN,22,20,40,651,297,214,543,852,638,329,482,141,1227,1039,653,1166,798,304,837,113,273,201,198,150,569,203,491,1427,968,571,416,466,940,1793,32.5,693,719,854.6,868,842,854,33,809,1901,1186,520,1099,117.6870748,2.349875927,1.594810009,0.604606032,5
2243,Female,42,Houston TX,Northeast,,16,3,2.5,Economy,1997,Non-sedan,White,1625.6,61.2244898,Married,150000,6.5,NaN,NaN,NaN,6,5,36,534,246,182,492,780,598,310,416,126,941,805,565,976,748,206,728,106,230,178,169,143,549,185,375,944,841,508,416,387,828,1598,26,560,552,724.6,718,728,728,26,706,1478,725,354,988,58.04988662,-0.554518998,-0.071381986,-0.748728275,2
2244,Male,60,Houston TX,Northeast,White Collar,16,0,0.5,Economy,1986,Sedan,White,1651,70.29478458,Single,70000,7,38,38,28,NaN,NaN,NaN,545,238,187,506,796,609,319,416,140,973,NaN,576,942,743,197,681,114,232,200,190,149,552,191,377,1018,809,527,417,448,817,1611,25,541,533,795.6,790,798,799,24,667,1630,903,405,987,68.93424036,-1.591136336,0.33926627,0,NaN
2246,Male,46,Houston TX,South,White Collar,21,1,2.5,Economy,1995,Non-sedan,White,1854.2,69.3877551,Married,150000,10.5,38,31,36,NaN,NaN,NaN,603,264,224,580,923,699,356,399,134,887,NaN,655,913,883,211,796,114,275,205,206,149,578,201,357,948,937,584,440,448,918,1836,10,553,533,878,873,879,882,11.5,602,1642,814,463,1121,69.61451247,-0.369915873,-1.885391355,0,NaN
2248,Female,24,Houston TX,West,White Collar,16,0,2.5,Economy,1984,Sedan,Asian,1600.2,54.42176871,Married,NaN,6,NaN,NaN,NaN,6,6,34,545,237,191,494,774,583,303,373,145,831,719,561,846,742,231,749,120,229,175,170,160,552,171,396,995,762,493,390,394,851,1601,24,581,578,709,707,710,710,33,663,1492,729,370,975,55.78231293,-0.228021786,-0.907959759,-0.930581272,1
2249,Male,31,Houston TX,South,White Collar,16,1,2.5,Economy,1994,Sedan,Black,1828.8,79.36507937,Married,90000,11,40,31,32,NaN,NaN,NaN,623,267,208,555,887,679,347,450,139,1005,NaN,667,1028,826,244,828,121,288,199,217,150,564,198,356,1025,945,588,426,481,935,1833,15.5,611,604,850.3,826,859,866,17,623,1723,818,490,1097,79.8185941,-0.591879666,-1.730847955,0,NaN
2251,Male,55,Houston TX,Foreign,White Collar,24,3,5,Economy,1999,Non-sedan,White,1778,79.36507937,Married,90000,9,44,34,31,NaN,NaN,NaN,608,262,228,541,840,612,313,424,136,981,NaN,617,988,809,255,795,126,258,200,192,154,596,208,395,1029,859,573,425,473,923,1780,15,588,592,789.3,786,795,787,12,588,1713,897,507,1030,80.95238095,0.659741402,-0.252880365,0,NaN
2252,Male,44,Houston TX,South,White Collar,18,1,8,Luxury,1994,Sedan,White,1905,90.70294785,Married,70000,11,42,36,34,NaN,NaN,NaN,653,274,229,582,903,674,353,455,138,1088,NaN,656,1088,838,260,834,122,279,216,205,152,559,193,415,1082,962,600,458,506,967,1878,25,592,589,873.3,872,881,867,7,676,1863,957,551,1078,92.97052154,1.557579756,0.217232659,0,NaN
2254,Female,31,Houston TX,Foreign,White Collar,12,0,0.5,Economy,1995,Sedan,White,1574.8,68.02721088,Married,37500,7.5,NaN,NaN,NaN,10,14,34,561,235,198,497,763,565,299,390,132,962,772,576,897,727,245,769,110,239,177,175,145,542,181,435,1121,769,494,410,414,864,1602,19,655,655,740.6,744,739,739,23.5,695,1560,889,350,977,68.02721088,0.050745044,0.690074801,0.061005346,3
2256,Male,27,Houston TX,South,White Collar,16,0,2.5,Economy,1994,<undefined>,,1752.6,86.16780045,Single,70000,10,44,38,NaN,NaN,NaN,NaN,554,268,216,526,825,609,310,446,151,1048,NaN,632,1076,744,221,753,121,260,213,187,156,576,196,399,1093,839,534,468,518,872,1699,28,653,647,750.3,757,745,749,19.5,774,1718,927,392,1012,85.48752834,-0.051302347,1.013585806,0,NaN
2257,Male,66,Houston TX,Northeast,Blue Collar,14,2,5,Economy,1996,Non-sedan,White,1701.8,83.44671202,Married,70000,10,46,38,31,NaN,NaN,NaN,571,267,207,544,858,651,337,464,155,1116,NaN,627,1114,753,210,733,105,272,207,204,156,576,197,386,1047,925,552,472,510,856,1696,35,578,557,848,856,848,840,12,736,1738,934,415,1027,83.44671202,-0.038823839,0.204695672,0,NaN
2258,Female,33,Houston TX,South,White Collar,18,0,0.5,Economy,1995,Sedan,White,1587.5,95.23809524,Single,25000,8,NaN,NaN,NaN,18,20,38,585,253,187,505,780,593,318,439,137,1140,961,605,1057,718,246,747,109,230,176,179,151,554,188,491,1277,922,497,408,472,851,1598,29,722,720,750.6,743,751,758,23.5,875,1667,957,315,1027,92.06349206,0.68773061,1.716473222,2.126886845,3
2259,Male,47,Houston TX,South,Service,16,0,10,Economy,1998,Non-sedan,White,1778,71.6553288,Single,37500,10.5,40,34,29,NaN,NaN,NaN,640,263,232,572,873,641,340,431,140,956,NaN,570,959,761,278,870,126,267,201,196,148,594,216,374,973,830,542,453,495,982,1784,12,562,558,816.6,811,813,826,10,612,1765,858,523,1009,71.88208617,-0.272458106,-0.891664267,0,NaN
2261,Male,25,Houston TX,South,,16,0,0.5,Economy,1981,Sedan,White,1828.8,102.0408163,Single,NaN,12,48,38,32,NaN,NaN,NaN,591,275,228,573,911,683,345,478,144,1119,NaN,653,1145,854,219,806,120,278,211,206,147,589,204,447,1161,939,587,484,558,926,1814,33,706,706,878,873,887,874,26.5,664,1737,1006,492,1071,100.9070295,0.876279175,0.299438864,0,NaN
2262,Female,39,Houston TX,South,White Collar,16,2,10,Economy,1992,Non-sedan,White,1663.7,58.04988662,Married,90000,5,NaN,NaN,NaN,8,8,34,594,225,192,519,789,597,327,364,129,866,748,569,844,761,241,778,117,219,186,179,142,557,192,398,992,779,509,376,404,893,1666,14,586,582,778.3,773,777,785,16,690,1555,679,368,1026,60.09070295,0.536702812,-0.130958229,-0.813106239,2
2266,Male,32,Houston TX,Midwest,White Collar,21,0,8,Economy,1996,Sedan,White,1879.6,86.16780045,Single,52500,12,42,36,36,NaN,NaN,NaN,643,283,219,578,910,691,359,448,137,972,NaN,664,1002,866,255,838,117,280,212,210,155,572,197,407,1100,961,593,452,504,946,1856,13,642,633,868.3,877,866,862,6,712,1756,855,423,1120,85.94104308,0.978960931,-0.729987025,0,NaN
2267,Male,50,Houston TX,Foreign,White Collar,21,2,0.5,Luxury,1993,Sedan,White,1778,86.16780045,Married,70000,10.5,44,36,32,NaN,NaN,NaN,635,276,223,544,851,628,321,452,144,1093,NaN,601,1112,776,293,812,115,278,208,195,159,588,208,388,1080,855,548,467,510,932,1724,24,623,627,806,803,809,806,15.5,649,1784,929,507,996,90.02267574,-0.130192384,0.879534185,0,NaN
2269,Female,24,Houston TX,South,White Collar,16,0,0.5,Economy,1997,Sedan,Hispanic,1752.6,61.2244898,Single,37500,8.5,NaN,NaN,NaN,8,10,34,599,246,165,511,805,640,346,361,131,832,712,621,842,836,232,790,112,244,177,195,143,540,184,429,1066,873,543,364,412,896,1736,10,587,592,780,774,783,783,18,654,1570,703,369,1077,62.35827664,0.986317754,-1.685916543,0.178221688,2
2270,Male,39,Houston TX,Midwest,White Collar,18,1,2.5,Luxury,1988,Non-sedan,White,1778,95.23809524,Married,70000,10.5,44,36,30,NaN,NaN,NaN,587,279,217,554,855,638,337,496,144,1148,NaN,634,1184,805,228,772,109,279,205,203,148,556,195,386,1085,882,563,479,528,897,1757,33,640,639,830,818,829,843,21.5,655,1781,946,497,1022,96.14512472,0.280860424,0.440752119,0,NaN
2271,Male,59,Houston TX,South,White Collar,16,2,8,Economy,1989,Sedan,White,1778,79.36507937,Married,70000,10.5,42,36,30,NaN,NaN,NaN,637,280,229,554,861,632,325,470,156,1003,NaN,607,999,772,270,810,123,277,216,207,165,589,203,389,1018,856,549,460,493,940,1756,14,618,618,810,799,825,806,9,654,1737,888,469,1025,82.31292517,0.058783378,0.323798835,0,NaN
2273,Female,54,Houston TX,Midwest,White Collar,16,0,0.5,Economy,2000,Sedan,White,1701.8,124.7165533,Single,37500,8.5,NaN,NaN,NaN,22,20,44,635,273,210,525,811,601,315,532,145,1371,1150,600,1271,743,312,785,123,253,209,193,146,565,191,518,1390,940,539,508,543,904,1689,39,692,722,801,833,817,812,27.5,805,1928,1304,508,1010,120.861678,0.967425466,1.809295416,3.60074687,3
2277,Male,64,Houston TX,Midwest,,18,3,2.5,Economy,1996,Non-sedan,White,1803.4,158.7301587,Married,70000,13.5,48,46,30,NaN,NaN,NaN,644,367,228,589,915,687,361,595,152,1456,NaN,716,1370,703,271,808,120,302,232,211,152,600,213,565,1672,891,571,542,593,920,1751,53,763,757,863.3,864,857,869,37,1041,2188,1529,543,1067,154.8752834,-0.880176723,3.727641582,0,NaN
2279,Male,46,Houston TX,South,White Collar,16,2,2.5,Economy,1996,Sedan,White,1854.2,116.553288,Divorced/Widowed,90000,12,44,42,32,NaN,NaN,NaN,648,277,228,561,872,644,333,522,146,1172,NaN,671,1223,808,275,813,124,284,219,214,150,572,197,449,1228,959,605,498,543,955,1823,36,731,713,867,867,870,864,23.5,768,1935,1159,553,1078,117.2335601,1.399145722,1.236472487,0,NaN
2280,Female,28,Houston TX,South,Blue Collar,16,0,2.5,Luxury,1998,Sedan,White,1549.4,47.61904762,Divorced/Widowed,37500,5,NaN,NaN,NaN,4,2,34,545,221,175,488,741,566,313,333,120,779,665,537,768,717,217,721,96,215,162,164,137,511,175,370,927,743,461,347,382,825,1543,10.5,525,525,726,722,725,731,14,567,1402,628,355,927,45.80498866,-1.099494338,-0.550583124,-0.590516686,2
2281,Female,43,Houston TX,Foreign,White Collar,16,3,2.5,Economy,1997,Sedan,White,1651,71.6553288,Married,NaN,8,NaN,NaN,NaN,14,16,40,556,245,189,503,781,592,314,405,132,1019,885,586,966,755,215,756,113,240,185,172,144,557,186,414,1044,941,514,407,438,862,1656,25,601,607,753.6,752,751,758,14,768,1611,839,353,1040,71.6553288,0.500802398,-0.087736405,-0.27104488,2
2282,Female,26,Houston TX,South,White Collar,18,0,2.5,Economy,1997,Non-sedan,White,1676.4,54.87528345,Married,90000,7.5,NaN,NaN,NaN,6,6,32,564,248,178,500,789,611,322,355,122,842,714,602,858,799,218,760,124,243,176,183,143,556,192,394,962,839,511,388,401,861,1679,11,544,555,769.6,765,766,778,16,668,1522,651,343,1059,56.6893424,0.223241076,-1.614811301,-0.034228269,1
2284,Female,60,Houston TX,South,,16,3,2.5,Economy,1997,Sedan,White,1701.8,81.63265306,Divorced/Widowed,37500,9,NaN,NaN,NaN,18,20,38,580,262,197,509,781,584,312,461,140,1118,910,644,1043,710,252,775,120,249,185,183,150,583,198,535,1333,863,527,443,455,875,1630,31.5,775,740,757.6,762,755,756,20.5,875,1835,961,404,1030,101.3605442,0.273442417,2.420730829,1.845600009,3
2285,Male,34,Houston TX,South,White Collar,14,0,5,Economy,1996,Sedan,White,1879.6,117.0068027,Married,90000,11.5,48,38,34,NaN,NaN,NaN,646,306,241,594,923,682,353,528,158,1237,NaN,675,1254,846,271,840,121,285,227,211,163,590,203,445,1168,944,598,506,582,938,1832,33,725,702,838.3,839,830,846,7,793,1894,1037,473,1138,119.2743764,1.726162791,0.520259082,0,NaN
2286,Female,32,Houston TX,Midwest,White Collar,14,0,5,Economy,1993,Non-sedan,White,1828.8,72.56235828,Single,52500,10,NaN,NaN,NaN,9,10,36,633,271,208,520,817,609,312,380,131,931,777,630,961,796,289,819,111,265,185,193,144,561,193,453,1131,836,548,417,452,955,1778,14,645,626,814.6,801,820,823,17,755,1700,724,373,1091,75.73696145,1.81438601,-0.756558776,-0.867883325,2
2287,Female,44,Houston TX,South,White Collar,18,0,5,Economy,1995,Non-sedan,White,1524,68.48072562,Married,90000,6.5,NaN,NaN,NaN,12,14,36,536,230,186,468,722,536,282,411,136,980,790,566,962,637,232,725,108,230,176,170,135,536,188,447,1122,797,451,404,423,832,1518,27.5,641,636,712.6,714,722,702,16.5,762,1633,837,368,920,69.16099773,-1.208110571,0.759489477,1.945112944,3
2288,Male,41,Houston TX,Midwest,White Collar,18,3,0.5,Economy,1989,Non-sedan,White,1803.4,104.30839,Married,NaN,11.5,44,42,32,NaN,NaN,NaN,585,268,221,552,866,645,331,488,146,1168,NaN,651,1155,780,235,758,122,281,216,209,147,583,202,463,1185,929,573,483,537,886,1754,27.5,665,668,805.3,804,808,804,13,718,1902,1113,532,1008,104.5351474,0.147754773,1.773867846,0,NaN
2289,Male,51,Houston TX,South,White Collar,18,2,2.5,Economy,1998,Non-sedan,White,1778,83.90022676,Married,90000,10,NaN,36,30,NaN,NaN,NaN,617,273,206,525,823,617,319,461,143,1059,NaN,611,1066,764,271,777,124,273,218,201,156,570,197,367,1019,881,559,443,483,903,1746,17,561,577,806,809,804,805,12,633,1805,887,565,1005,85.03401361,0.284043372,0.71487689,0,NaN
2290,Male,31,Houston TX,South,Blue Collar,14,0,5,Economy,1968,Non-sedan,White,1752.6,70.29478458,Single,25000,10.5,NaN,32,32,NaN,NaN,NaN,603,259,212,550,863,651,338,415,148,974,NaN,603,976,792,255,814,120,274,212,203,163,593,203,352,950,865,549,428,492,926,1744,13,556,551,814.3,812,808,823,6.5,600,1653,818,473,1016,71.88208617,-0.514975727,-0.64694488,0,NaN
2293,Male,32,Houston TX,South,White Collar,18,0,5,Economy,1985,Sedan,Hispanic,1854.2,79.36507937,Single,52500,10,NaN,33,34,NaN,NaN,NaN,620,272,206,555,871,665,349,448,142,983,NaN,643,1064,868,250,851,127,283,211,209,153,579,206,378,1012,959,576,447,487,963,1834,12.5,588,578,830,828,826,836,8,657,1698,824,447,1104,78.45804989,0.189928561,-0.908023953,0,NaN
2294,Female,48,Houston TX,South,White Collar,14,0,0.5,Economy,1966,Sedan,White,1574.8,95.23809524,Divorced/Widowed,37500,7.5,NaN,NaN,NaN,16,20,NaN,568,257,200,487,792,592,287,451,141,1169,967,589,1106,688,252,755,117,234,193,176,148,569,191,471,1224,792,486,444,468,852,1574,37.5,665,702,762.6,758,766,764,18,789,1699,1027,408,956,91.83673469,-1.181543827,2.059860706,0.218173042,NaN
2295,Female,36,Houston TX,Foreign,White Collar,14,0,2.5,Economy,1998,Sedan,Hispanic,1625.6,62.13151927,Single,37500,8.5,NaN,NaN,NaN,10,10,36,585,250,179,488,761,582,309,366,142,911,762,561,860,735,253,763,123,248,187,174,155,592,199,426,1035,751,498,392,403,855,1611,9,607,623,735.6,742,734,731,16.5,700,1561,720,328,1000,62.35827664,0.00800162,0.310990602,-0.128781632,3
2296,Male,25,Houston TX,Midwest,White Collar,16,0,0.5,Economy,1997,Sedan,White,1701.8,72.56235828,Single,37500,8.5,NaN,33,33,NaN,NaN,NaN,570,239,213,526,833,620,313,417,138,903,NaN,566,946,761,233,755,115,244,191,192,144,560,201,348,949,827,526,466,465,876,1664,17,566,557,766,748,780,770,15,607,1662,844,479,966,66.21315193,-0.394875228,-0.083135799,0,NaN
2297,Female,34,Houston TX,South,White Collar,16,2,8,Economy,1999,Sedan,White,1651,68.02721088,Married,150000,10,NaN,NaN,NaN,14,10,36,566,251,195,522,808,613,327,371,135,1011,973,591,971,769,212,750,103,243,185,177,147,556,184,400,1025,813,502,399,431,858,1739,21.5,587,580,761,758,764,761,19.5,753,1608,779,365,1007,67.12018141,0.187239408,-0.25372678,-0.374126464,5
2298,Female,38,Houston TX,South,White Collar,14,0,0.5,Luxury,1989,Sedan,White,1625.6,83.90022676,Divorced/Widowed,37500,8,NaN,NaN,NaN,18,18,40,604,247,204,518,807,603,314,414,138,1095,921,596,1022,750,262,787,110,245,194,182,145,539,176,443,1144,915,505,438,425,901,1671,30,620,660,791,784,790,799,22.5,782,1696,940,408,1033,80.95238095,1.087348461,0.229577169,0.32353124,4
2299,Male,24,Houston TX,South,White Collar,16,0,2.5,Economy,1992,Non-sedan,White,1778,83.90022676,Single,37500,12,NaN,38,NaN,NaN,NaN,NaN,611,292,213,564,879,666,351,458,148,1012,NaN,632,1039,800,222,835,113,289,210,207,151,567,194,383,1084,880,579,465,496,951,1797,16.5,613,588,828.3,834,819,832,11.5,669,1747,899,456,1052,82.76643991,0.37257573,-0.237465546,0,NaN
2300,Female,62,Houston TX,South,,16,2,2.5,Economy,1997,Sedan,White,1676.4,61.2244898,Married,70000,9.5,NaN,NaN,NaN,20,20,44,592,263,202,512,803,601,310,470,149,1316,1102,633,1212,767,274,750,121,253,192,190,152,555,187,488,1333,981,527,426,489,852,1668,36.5,640,665,794.3,785,803,795,23,853,1843,1198,458,1051,104.9886621,1.064472318,1.196010232,0.713885605,5
2301,Female,20,Houston TX,South,,14,0,2.5,Economy,1990,Sedan,White,1625.6,56.6893424,Single,150000,7.5,NaN,NaN,NaN,6,7,36,550,242,183,493,786,603,310,370,132,840,705,582,823,787,222,747,107,232,181,171,143,538,184,376,964,813,512,377,399,849,1639,12.5,571,565,735.6,737,734,736,17.5,646,1486,655,355,1022,55.32879819,0.354452252,-0.789904773,-0.771167099,2
2302,Female,51,Houston TX,Midwest,Blue Collar,12,0,0.5,Economy,1991,Sedan,White,1651,117.9138322,Single,12500,9.5,NaN,NaN,NaN,22,20,40,579,263,184,488,779,595,304,513,141,1218,977,634,1146,719,267,759,107,252,192,188,145,547,184,558,1421,835,513,430,463,871,1626,39,746,786,759.6,752,763,764,32.5,826,1820,1101,466,985,112.6984127,-1.499349475,3.27372098,-1.487519503,5
2303,Female,48,Houston TX,Midwest,,16,3,5,Luxury,1999,Non-sedan,White,1625.6,55.78231293,Married,90000,7,NaN,NaN,NaN,6,6,34,554,241,176,474,749,573,298,355,131,850,707,573,847,742,229,745,102,238,174,182,145,536,177,372,925,849,503,380,385,858,1617,15,532,525,724.6,714,721,739,18,706,1505,661,351,992,55.10204082,-0.271653861,-0.298166722,-0.909303546,2
2305,Male,33,Houston TX,South,White Collar,16,0,2.5,Luxury,1995,Sedan,White,1714.5,83.90022676,Single,90000,9.5,42,34,30,NaN,NaN,NaN,574,258,218,523,797,579,305,454,151,1049,NaN,599,1082,697,252,769,114,253,199,183,155,574,197,376,1059,803,508,478,515,892,1679,23,603,607,789,764,798,805,11,623,1705,888,493,945,82.0861678,-1.191846371,1.43016839,0,NaN
2306,Female,58,Houston TX,South,White Collar,14,3,0.5,Economy,1986,Sedan,White,1600.2,86.16780045,Married,150000,8,NaN,NaN,NaN,14,16,40,575,279,203,512,785,582,309,446,130,1117,922,586,1030,714,254,761,112,235,190,175,133,534,181,473,1125,870,515,425,465,862,1608,31,675,692,749,745,752,750,26.5,766,1678,961,378,984,85.71428571,-0.348074198,1.383107543,0.429450512,3
2311,Male,42,Houston TX,Northeast,White Collar,21,1,5,Luxury,1999,Sedan,White,1854.2,82.53968254,Divorced/Widowed,70000,10.5,42,33,36,NaN,NaN,NaN,584,268,220,588,908,688,368,464,136,1029,NaN,659,1077,876,194,772,126,270,213,209,149,554,196,373,992,949,593,458,518,888,1817,19,594,591,814,808,813,821,9,586,1634,883,447,1095,82.0861678,-0.003098901,-0.927150249,0,NaN
2312,Male,44,Houston TX,South,White Collar,24,1,0.5,Economy,1995,Non-sedan,White,2006.6,103.4013605,Single,90000,14,42,38,38,NaN,NaN,NaN,633,294,234,601,948,714,367,482,147,1052,NaN,699,1080,922,231,892,125,305,222,230,156,599,212,413,1112,1065,648,496,511,1019,2001,16.5,639,626,894.6,883,900,901,14,745,1873,992,497,1210,101.1337868,1.927389383,-1.196176291,0,NaN
2316,Female,41,Houston TX,South,,18,2,2.5,Economy,1994,Non-sedan,White,1651,86.16780045,,150000,8.5,NaN,NaN,NaN,14,18,NaN,575,270,186,490,775,589,304,445,133,1108,932,641,1015,722,240,747,114,241,190,186,150,556,188,554,1344,873,501,403,430,852,1605,31.5,839,819,773,771,775,773,32,822,1744,985,396,988,101.1337868,-0.483083725,2.193566322,0.58149302,NaN
2317,Female,18,Houston TX,West,,14,0,2.5,Economy,1999,Sedan,White,1879.6,90.70294785,Single,150000,12,NaN,NaN,NaN,16,16,38,612,282,215,553,845,630,338,396,145,1032,885,695,995,885,244,818,116,281,186,202,160,574,191,478,1185,921,579,417,445,945,1856,16.5,705,692,840.6,829,849,844,27,672,1741,976,448,1111,87.3015873,3.110374689,-0.712237358,-0.845486522,2
2322,Male,44,Houston TX,Midwest,White Collar,18,2,2.5,Economy,1986,Non-sedan,White,2006.6,97.50566893,Married,70000,12,44,38,36,NaN,NaN,NaN,727,293,214,588,910,696,374,461,145,1039,NaN,667,1066,891,324,895,123,290,207,211,147,590,204,414,1080,1082,620,475,503,1014,1968,14,589,586,898.3,873,900,922,8.5,794,1899,992,491,1224,95.46485261,2.316136837,-1.011858821,0,NaN
2323,Female,56,Houston TX,South,White Collar,14,2,2.5,Economy,1997,Non-sedan,White,1651,77.09750567,Married,52500,8.5,NaN,NaN,NaN,16,14,36,591,255,179,486,770,591,307,414,138,1004,821,598,1000,767,263,753,109,239,190,185,144,545,184,434,1122,935,518,428,427,860,1657,32.5,636,637,741,732,749,742,20.5,758,1680,902,386,1031,78.00453515,0.353348017,0.362706959,-0.537104547,2
2324,Male,27,Houston TX,Foreign,White Collar,16,0,8,Luxury,1990,Sedan,White,1701.8,80.27210884,Single,52500,9.5,36,32,33,NaN,NaN,NaN,594,257,241,552,850,609,311,494,144,1087,NaN,589,1126,764,261,792,112,269,213,197,157,572,201,359,1027,835,557,490,529,921,1734,15,632,622,773.3,762,777,781,9,604,1689,839,478,1008,85.71428571,-0.617031634,0.524481893,0,NaN
2325,Female,24,Houston TX,Foreign,White Collar,14,0,2.5,Economy,1999,Sedan,Hispanic,1562.1,58.04988662,Married,NaN,7,NaN,NaN,NaN,6,6,34,541,233,180,490,764,584,310,357,131,900,747,564,858,750,211,733,120,230,175,177,142,535,183,409,1011,791,509,381,397,824,1577,17,600,589,731.3,744,730,720,19,566,1494,775,406,933,58.27664399,-0.432929248,0.03293696,-0.145279408,2
2326,Female,59,Houston TX,Midwest,White Collar,16,2,0.5,Economy,1994,Sedan,White,1778,96.14512472,Married,150000,10,NaN,NaN,NaN,20,20,34,607,281,212,563,863,651,351,470,142,1127,891,642,1076,805,234,805,124,263,200,195,153,595,199,504,1242,897,557,439,461,929,1758,28.5,699,722,837.3,840,838,834,26.5,832,1724,925,375,1093,97.0521542,1.718608499,0.944316268,-0.002465849,5
2330,Male,44,Houston TX,Northeast,White Collar,16,2,5,Luxury,1998,Sedan,White,1803.4,74.37641723,Married,NaN,8.5,40,33,32,NaN,NaN,NaN,592,258,198,544,853,655,346,448,135,982,NaN,625,1003,826,220,768,122,254,206,204,153,561,191,356,958,916,583,447,469,905,1780,11.5,578,571,817.3,815,813,824,10,660,1649,825,423,1072,73.01587302,-0.453636408,-0.759147346,0,NaN
2331,Male,34,Houston TX,Midwest,White Collar,18,4,2.5,Luxury,1991,Sedan,White,1828.8,79.36507937,Married,90000,13,NaN,NaN,NaN,NaN,NaN,NaN,642,276,214,578,917,703,364,455,135,998,NaN,628,1014,845,249,865,108,283,223,211,151,557,194,393,1017,923,590,455,480,976,1857,10,577,572,839.3,843,836,839,9,624,1761,826,483,1080,78.68480726,0.534902573,-0.979457915,0,NaN
2332,Female,42,Houston TX,South,White Collar,16,0,2.5,Economy,1988,Sedan,White,1549.4,48.07256236,Married,90000,5,NaN,NaN,NaN,4,4,34,557,221,178,467,733,555,289,335,128,810,695,538,840,719,243,728,107,215,179,170,149,524,175,353,910,760,478,377,411,823,1549,9,531,519,711.3,713,720,701,16,635,1453,620,324,975,47.61904762,-0.817893803,-0.170030624,0.089355692,1
2334,Female,29,Houston TX,West,White Collar,18,0,10,Economy,1993,Non-sedan,White,1600.2,54.42176871,Single,52500,7,NaN,NaN,NaN,6,6,36,565,239,177,480,743,566,303,376,122,895,756,548,865,729,244,749,105,235,177,174,139,535,189,375,924,763,489,374,422,857,1598,12,555,550,720.6,716,724,722,18.5,591,1521,732,373,925,56.23582766,-0.794372618,-0.393757224,0.962202191,2
2336,Female,54,Houston TX,Midwest,White Collar,24,3,0.5,Economy,1999,Non-sedan,White,1657.35,66.4399093,Married,70000,8.5,NaN,NaN,NaN,8,14,32,542,233,193,525,791,598,332,389,136,935,711,617,891,758,193,749,113,247,187,191,153,552,185,406,1075,830,519,402,413,858,1652,23,571,583,806,808,806,804,26,675,1551,821,398,1023,64.39909297,0.434487194,-0.081929915,-0.10206417,3
2339,Female,30,Houston TX,Foreign,White Collar,18,0,5,Economy,1992,Sedan,White,1651,57.14285714,Married,52500,9,NaN,NaN,NaN,4,6,34,572,245,183,491,767,584,308,369,139,810,720,576,847,768,245,744,112,254,180,185,147,559,181,388,976,777,506,372,407,853,1630,7,545,531,741.3,745,739,740,15,630,1491,664,354,996,54.87528345,-0.102963671,-0.777656317,-0.183266506,2
2340,Female,40,Houston TX,South,White Collar,14,3,2.5,Economy,1995,Non-sedan,White,1828.8,88.43537415,Married,70000,11,NaN,NaN,NaN,16,16,38,610,275,199,563,884,685,364,424,131,1110,847,653,1000,862,227,819,121,272,195,201,139,554,194,477,1195,1011,575,418,448,941,1817,35,662,681,843.3,840,842,848,32,853,1722,856,375,1160,89.569161,2.167422771,-0.862788677,0.895703435,5
2342,Male,38,Houston TX,Midwest,Service,16,2,2.5,Economy,1999,Non-sedan,White,1905,108.8435374,Married,150000,13,46,38,38,NaN,NaN,NaN,646,291,234,601,941,707,367,498,142,1181,NaN,678,1206,830,249,842,123,295,221,221,151,590,213,417,1117,959,619,507,548,956,1866,15.5,666,654,909.6,905,908,916,6.5,734,1913,992,508,1083,108.3900227,1.177290559,0.004407895,0,NaN
2343,Male,37,Houston TX,Midwest,White Collar,21,0,8,Economy,1992,Sedan,White,1701.8,77.09750567,Single,NaN,8,40,32,30,NaN,NaN,NaN,593,253,222,554,834,612,332,448,143,1047,NaN,595,1043,756,244,760,117,250,193,187,142,590,214,357,986,835,516,462,483,894,1683,13,575,587,736,731,739,738,6,643,1685,850,418,975,76.8707483,-0.55646646,0.290368021,0,NaN
2344,Female,38,Portland OR,South,White Collar,14,5,8,Economy,1989,Non-sedan,White,1651,54.42176871,Divorced/Widowed,37500,8,NaN,NaN,NaN,6,5,32,571,237,199,513,782,583,314,367,125,824,714,570,820,763,244,772,115,235,181,193,143,562,187,353,905,804,511,417,413,887,1651,11,513,524,702,693,706,707,15,659,1496,650,359,1012,54.87528345,0.462702841,-0.513958156,-0.551457226,1
2345,Female,47,Portland OR,West,White Collar,16,4,0.5,Economy,1990,Non-sedan,White,1803.4,74.82993197,Married,NaN,12,NaN,NaN,NaN,12,12,36,595,256,204,554,867,663,350,414,135,976,822,624,958,885,215,778,125,272,195,207,163,581,194,412,1018,945,603,454,437,902,1801,16,573,582,858,873,858,843,29,735,1609,778,340,1167,73.46938776,1.28681159,-1.940300226,0.170586184,2
2346,Female,52,Portland OR,West,White Collar,14,2,0.5,Luxury,1981,Sedan,White,1701.8,123.8095238,Married,37500,9.5,NaN,NaN,NaN,22,20,46,551,271,204,511,803,599,307,458,133,1351,1191,656,1267,749,229,734,116,252,197,188,154,578,194,NaN,1437,921,534,499,545,841,1668,54,692,692,793,802,792,785,56,882,1858,1284,432,1032,121.3151927,0.058028616,1.975691319,0.72637105,5
2347,Female,43,Portland OR,West,Blue Collar,12,2,5,Economy,1994,Non-sedan,White,1549.4,58.04988662,Married,70000,6.5,NaN,NaN,NaN,NaN,8,34,592,249,184,474,727,543,290,359,131,887,741,530,861,676,279,773,109,230,178,172,144,547,189,396,1032,727,473,379,418,886,1580,7,573,585,702.6,695,705,708,20,743,1570,661,359,960,58.9569161,-0.95706439,-0.066724561,1.427004337,2
2348,Female,45,Portland OR,West,White Collar,16,0,0.5,<undefined>,NaN,<undefined>,White,1727.2,61.2244898,Single,25000,9,NaN,NaN,NaN,10,10,34,575,238,189,543,837,648,354,339,127,803,712,597,803,815,200,798,113,248,176,200,146,562,196,383,960,877,550,397,394,909,1738,7,501,487,784.6,782,784,788,11,710,1517,581,370,1100,54.19501134,0.978201747,-1.083489537,-1.156041622,1
2349,Male,53,Portland OR,Midwest,Service,14,2,8,Economy,1999,Non-sedan,White,1803.4,81.63265306,Married,150000,9,42,34,32,NaN,NaN,NaN,640,258,210,577,886,676,367,469,138,1083,NaN,629,1068,841,264,808,128,271,208,200,147,567,199,377,998,905,585,468,503,925,1806,14,580,572,882.6,870,890,888,15.5,603,1716,919,490,1068,83.90022676,1.037541151,-0.171053797,0,NaN
2350,Female,37,Portland OR,Midwest,White Collar,16,0,2.5,Economy,1991,Non-sedan,White,1778,58.9569161,Married,150000,8.5,NaN,NaN,NaN,8,8,34,598,229,194,522,796,602,328,369,124,867,734,600,856,823,249,834,119,246,190,192,141,546,189,412,1012,866,536,457,422,937,1772,18,575,578,777.6,774,776,783,25,676,1554,667,377,1089,59.41043084,1.67255795,-0.782969594,-1.518550158,1
2351,Male,46,Portland OR,West,Service,18,0,5,Luxury,1999,Sedan,White,1778,113.3786848,Married,150000,11,48,42,31,NaN,NaN,NaN,619,278,222,602,912,690,380,525,151,1243,NaN,670,1228,791,222,799,127,279,226,205,158,578,200,427,1127,852,582,479,553,919,1774,44,692,668,883,876,886,887,22,666,1854,1095,570,1054,114.0589569,0.845771194,1.005934715,0,NaN
2352,Female,47,Portland OR,West,White Collar,12,3,0.5,Economy,1986,Sedan,White,1651,71.6553288,Married,52500,9,NaN,NaN,NaN,12,12,38,605,230,192,514,790,598,322,388,131,1035,872,590,1002,753,255,773,120,244,184,192,144,523,177,418,1062,827,526,411,463,864,1647,22,627,600,758.6,756,763,757,20,746,1616,817,384,1034,71.42857143,0.576851547,-0.093790762,-0.24989821,3
2353,Female,30,Portland OR,West,White Collar,14,0,5,Economy,1990,Sedan,White,1625.6,72.10884354,Married,25000,7,NaN,NaN,NaN,14,14,38,553,236,207,496,773,566,289,408,131,1093,863,598,1076,728,251,757,119,231,185,179,147,567,189,412,1090,893,504,437,480,858,1609,30,654,620,735,739,733,733,36,765,1629,865,375,1010,75.28344671,-0.283586919,0.535620451,-0.333196014,5
2354,Female,21,Portland OR,Midwest,,14,0,10,Economy,1994,Sedan,White,1816.1,69.3877551,Single,NaN,10,NaN,NaN,NaN,10,10,36,627,243,194,537,831,637,343,420,126,908,742,625,898,839,260,821,112,251,182,184,145,542,190,388,1042,861,559,413,423,950,1809,12,584,585,778.6,774,781,781,20,592,1600,798,433,1069,70.74829932,2.092369318,-0.810941577,-0.603143156,2
2355,Female,40,Portland OR,West,Blue Collar,12,0,0.5,Economy,1999,Non-sedan,White,1752.6,104.30839,Single,90000,10,NaN,NaN,NaN,22,20,42,613,258,217,558,851,634,341,450,141,1192,1000,648,1132,791,259,794,112,256,193,187,152,583,197,459,1224,897,549,498,524,913,1732,40,735,708,783.3,781,783,786,32,783,1771,1047,456,1058,105.6689342,1.548716545,0.7551319,0.619708121,2
2356,Female,60,Portland OR,Foreign,Blue Collar,NaN,3,NaN,Economy,1994,Sedan,White,1701.8,79.36507937,Married,NaN,9,NaN,NaN,NaN,14,16,40,561,265,184,512,800,616,328,424,140,1071,855,632,1011,782,213,748,118,257,199,195,148,535,175,465,1129,847,538,443,467,834,1663,32,620,587,796,808,788,792,37,846,1647,785,302,1093,78.68480726,0.738786876,0.340286523,0.49866271,2
2357,Female,45,Portland OR,West,White Collar,14,4,2.5,Economy,1991,Non-sedan,White,1625.6,83.90022676,Divorced/Widowed,37500,8,NaN,NaN,NaN,14,16,36,563,245,201,527,782,581,326,376,136,1068,872,619,1025,755,231,730,107,239,175,179,150,546,180,449,1197,914,516,433,469,853,1625,31,674,641,751,757,752,744,32,832,1639,905,350,1039,83.21995465,0.165846139,0.928151667,0.536396086,3
2358,Female,51,Portland OR,West,Management,16,1,5,Economy,1999,Non-sedan,White,1651,62.58503401,Married,90000,9.5,NaN,NaN,NaN,NaN,8,36,566,247,203,521,788,585,318,375,127,931,826,570,943,758,227,769,126,251,199,180,144,556,182,367,965,830,520,448,439,888,1663,22,535,560,757.6,755,761,757,16,730,1571,716,341,1040,62.58503401,0.232121959,-0.158872396,0.203233495,2
2359,Female,37,Portland OR,West,Blue Collar,12,2,0.5,Economy,1996,Sedan,White,1701.8,99.77324263,Married,37500,9,NaN,NaN,NaN,22,20,44,597,238,207,518,783,576,311,507,126,1190,1012,626,1155,742,265,778,113,251,193,184,142,575,188,469,1267,897,537,446,522,887,1665,43,704,703,748.6,755,743,748,34,794,1785,1034,436,1024,99.31972789,0.341011852,1.599558115,1.0121876,3
2360,Female,48,Portland OR,West,Blue Collar,12,1,0.5,Economy,1994,Sedan,White,1600.2,66.66666667,Single,25000,7.5,NaN,NaN,NaN,10,10,38,539,230,188,485,757,569,297,393,124,965,774,624,927,723,218,733,108,236,170,182,143,544,187,421,1078,787,497,405,462,842,1598,28,602,588,736.6,747,730,733,25,725,1560,775,363,988,64.62585034,-0.291367322,0.524825692,-0.533115149,3
2361,Female,27,Portland OR,Foreign,,16,0,0.5,Economy,1997,Sedan,White,1727.2,56.6893424,Married,52500,8.5,NaN,NaN,NaN,NaN,6,NaN,570,241,206,537,831,625,331,353,134,806,711,574,807,821,214,774,113,248,183,183,149,531,174,365,917,873,534,402,391,878,1708,9,502,507,756.6,757,756,757,15,629,1507,684,363,1057,53.28798186,1.003490925,-0.966886818,-0.981789291,NaN
2362,Female,33,Portland OR,Midwest,White Collar,16,1,0.5,Economy,1992,Sedan,White,1651,67.57369615,Married,70000,7,NaN,NaN,NaN,8,10,36,565,230,208,514,764,556,306,373,124,917,769,572,957,707,234,760,116,230,175,173,148,557,189,404,1072,760,493,422,470,873,1600,21,625,618,712.6,708,716,714,31,689,1544,783,371,976,67.57369615,-0.436573863,0.382665575,0.526519001,3
2363,Female,54,Portland OR,Foreign,Blue Collar,14,0,5,Economy,1987,Non-sedan,White,1574.8,54.42176871,Married,NaN,7,NaN,NaN,NaN,10,10,34,577,222,196,494,744,548,298,362,130,873,723,544,882,716,261,753,114,222,179,179,152,525,170,377,995,757,473,407,427,842,1574,31,575,572,715,722,714,709,29,708,1555,714,341,976,56.6893424,-0.371925324,0.220571324,0.519576252,1
2364,Female,27,Portland OR,West,White Collar,16,0,0.5,Economy,1995,Sedan,White,1752.6,68.02721088,Married,70000,9,NaN,NaN,NaN,10,10,34,596,244,214,531,814,600,317,396,126,947,778,595,935,798,254,781,122,247,180,188,148,579,195,411,1052,864,546,426,448,905,1729,13,590,609,821,820,814,829,16,702,1584,731,370,1071,66.89342404,1.007607937,-0.324280143,0.751440287,3
2365,Female,33,Portland OR,West,White Collar,18,0,8,Economy,1999,Non-sedan,White,1600.2,58.04988662,Single,52500,8,NaN,NaN,NaN,NaN,6,34,560,232,196,499,754,558,303,374,131,861,745,551,888,733,227,734,116,243,182,180,143,536,181,367,933,749,491,411,435,851,1604,8,557,554,709.3,707,710,711,13,660,1494,638,333,994,57.82312925,-0.869235039,-1.127683282,1.395921588,2
2366,Female,48,Portland OR,West,Blue Collar,14,2,5,Economy,1998,Non-sedan,White,1676.4,64.39909297,Married,90000,7.5,NaN,NaN,NaN,8,8,36,598,225,197,530,795,598,333,384,129,934,795,590,909,767,255,781,111,243,176,187,145,558,194,405,1034,810,507,414,443,887,1662,15,602,607,747,751,746,744,17.5,696,1600,781,373,1011,65.07936508,0.311802566,-0.078285567,-1.714493275,2
2367,Female,46,Portland OR,Foreign,White Collar,14,0,8,Economy,1991,Sedan,Asian,1701.8,62.58503401,Single,37500,5.5,NaN,NaN,NaN,12,14,38,503,218,199,458,694,495,259,430,144,1037,880,507,1003,592,233,664,106,212,171,165,156,532,176,366,1007,716,429,455,476,768,1426,46,577,553,650.3,636,661,654,30,679,1541,921,376,836,65.07936508,-2.478198051,1.591629982,1.621983171,2
2368,Female,41,Portland OR,Northeast,White Collar,16,1,2.5,Luxury,1992,Non-sedan,White,1695.45,65.75963719,Divorced/Widowed,70000,10.5,NaN,NaN,NaN,11,10,36,548,237,199,505,774,575,306,378,138,984,842,615,955,814,211,742,108,249,184,195,154,567,186,424,1079,878,557,432,444,852,1684,21,591,599,756.6,748,771,751,22,608,1505,812,393,1037,68.93424036,0.88698554,0.052899547,0.508952677,3
2369,Female,41,Portland OR,West,White Collar,12,0,2.5,Economy,1992,Sedan,White,1625.6,61.2244898,Married,37500,7,NaN,NaN,NaN,8,10,36,560,228,186,504,749,563,318,385,121,954,814,564,932,740,246,730,112,237,181,178,142,541,186,374,980,819,491,397,428,844,1599,21,542,548,721.6,718,722,725,16,657,1528,787,381,994,61.67800454,-0.391978145,-0.211895451,1.029153585,3
2370,Female,28,Portland OR,West,White Collar,16,1,5,Economy,1998,Sedan,White,1600.2,50.79365079,Married,90000,6,NaN,NaN,NaN,4,4,34,578,216,173,472,713,540,299,363,125,813,690,544,830,725,263,756,115,228,171,169,147,550,188,378,957,763,490,393,412,866,1603,16,537,537,692.3,689,693,695,23,655,1505,652,354,987,51.24716553,-0.217262357,-0.444199562,-0.265905142,1
2371,Female,55,Portland OR,West,Blue Collar,12,0,0.5,Economy,1994,Non-sedan,White,1651,65.75963719,Single,25000,9,NaN,NaN,NaN,14,14,38,540,248,198,527,808,610,329,400,136,1003,818,604,985,780,198,728,110,248,187,195,148,550,178,370,969,894,536,448,445,824,1643,31,545,525,792.6,795,791,792,24,726,1548,798,321,1056,64.62585034,0.328120768,-0.516406476,0.048483573,3
2372,Female,39,Portland OR,West,Blue Collar,14,1,0.5,Economy,1993,Sedan,White,1778,79.36507937,Married,NaN,8,NaN,NaN,NaN,16,16,36,575,236,218,557,858,640,339,401,141,1082,854,642,1041,835,212,783,116,245,175,184,146,587,197,468,1194,912,586,451,490,904,1758,31,674,680,827.3,822,829,831,40,791,1650,785,392,1141,83.67346939,1.851248264,0.070532374,-0.134805247,3
2373,Male,47,Portland OR,West,Service,14,0,5,<undefined>,1989,Sedan,White,1752.6,95.23809524,Single,17500,9.5,44,36,32,NaN,NaN,NaN,603,272,233,595,879,646,362,482,144,1153,NaN,648,1131,768,229,803,120,264,212,188,147,548,188,406,1132,934,558,496,518,907,1747,28,633,626,790,783,789,798,15.5,688,1814,1006,513,1014,96.59863946,0.074614167,1.062789083,0,NaN
2374,Female,40,Portland OR,West,Management,18,2,2.5,Luxury,1989,Non-sedan,White,1727.2,67.12018141,Married,90000,8.5,NaN,NaN,NaN,12,10,36,569,240,209,520,801,592,311,375,134,905,752,610,900,823,233,771,118,247,196,190,151,564,196,409,1050,860,554,432,440,888,1725,20,612,592,740.3,744,738,739,20,730,1573,705,322,1101,67.34693878,1.219034076,-0.512884378,0.150544018,2
2375,Female,38,Portland OR,West,White Collar,16,0,0.5,Luxury,1988,Sedan,White,1574.8,68.02721088,Married,150000,7,NaN,NaN,NaN,12,14,36,557,227,195,497,742,547,302,399,134,1005,817,580,963,710,242,727,117,230,183,175,148,540,184,411,1065,793,501,451,444,834,1571,36,608,594,708.6,709,708,709,26,718,1564,792,343,967,68.48072562,-0.267983019,0.802054644,0.475235403,2
2376,Male,56,Portland OR,West,,12,0,10,<undefined>,NaN,<undefined>,White,1854.2,102.0408163,Single,NaN,11,42,40,32,NaN,NaN,NaN,589,271,242,619,924,682,377,487,142,1210,NaN,680,1190,799,182,787,127,263,218,214,153,611,213,448,1162,953,592,502,561,899,1794,24.5,665,653,866.3,858,867,874,13,791,1815,1139,487,1089,109.2970522,0.978407443,0.234111875,0,NaN
2377,Female,37,Portland OR,West,,16,3,5,Economy,1998,Non-sedan,White,1676.4,112.4716553,Married,52500,8.5,NaN,NaN,NaN,22,20,44,622,265,209,530,801,592,321,514,146,1313,1072,631,1225,785,296,761,110,240,197,187,151,579,191,486,1315,950,543,476,575,877,1687,42,738,725,769,779,764,764,40,815,1826,1104,401,1056,114.2857143,0.877864659,2.005444765,1.244763136,3
2378,Male,50,Portland OR,West,,14,3,5,Economy,1998,Non-sedan,White,1892.3,124.7165533,Married,52500,11,46,40,32,NaN,NaN,NaN,669,280,224,599,925,701,375,533,160,1203,NaN,674,1219,824,274,845,117,274,221,206,171,586,191,434,1172,981,563,531,562,963,1856,43,687,679,853,853,852,854,20,663,1942,1091,633,1067,121.0884354,2.089110136,0.564127982,0,NaN
2379,Female,47,Portland OR,West,Management,12,2,5,Economy,1995,Sedan,White,1600.2,58.50340136,Married,52500,6,NaN,NaN,NaN,10,10,34,518,230,199,519,774,575,320,357,131,934,774,557,884,751,189,734,108,224,170,174,146,547,174,354,942,786,507,416,428,829,1590,17,535,520,726.3,729,729,721,15,650,1467,720,359,996,55.78231293,-0.814924121,0.080604322,-0.391918957,3
2380,Female,49,Portland OR,West,White Collar,16,3,5,Luxury,1984,Sedan,White,1828.8,115.6462585,Divorced/Widowed,17500,9,NaN,NaN,NaN,18,18,42,632,268,222,548,841,619,326,485,140,1262,1028,675,1142,832,277,831,122,260,201,202,152,591,202,546,1368,1034,578,484,492,935,1816,42,804,791,834.3,820,841,842,35,822,1857,1079,437,1150,118.8208617,2.697451353,1.443825126,2.892850399,5
2381,Female,27,Portland OR,West,Service,16,1,0.5,Economy,1997,Sedan,White,1644.65,113.3786848,Married,37500,9,NaN,NaN,NaN,20,20,44,604,277,210,516,811,601,306,508,142,1320,1067,647,1228,739,276,764,115,245,208,187,148,574,194,452,1331,933,512,493,586,870,1631,56,759,736,762,763,761,762,31,874,1799,1099,372,1030,113.8321995,-0.554558396,2.470961332,-0.679934621,4
2382,Female,19,Portland OR,West,,12,0,5,Economy,1993,Sedan,White,1701.8,52.15419501,Single,NaN,7,NaN,NaN,NaN,6,5,34,586,237,192,521,791,599,329,355,119,888,715,567,894,793,236,767,110,240,172,187,142,547,187,363,950,818,518,400,441,877,1674,15,527,531,765.3,765,763,768,20,574,1471,733,392,1031,55.10204082,0.179987699,-1.117291331,-1.024535537,3
2383,Female,53,Portland OR,West,White Collar,14,1,5,Economy,1990,Non-sedan,,1562.1,68.02721088,Single,7500,9,NaN,NaN,NaN,12,9,36,589,255,204,503,760,556,299,437,134,1037,869,565,1012,675,263,772,115,239,203,188,150,568,187,422,1092,830,490,463,489,880,1594,23,640,625,726.6,727,726,727,32,772,1668,841,371,976,76.8707483,-0.653549373,1.109110355,0.484705746,3
2384,Female,55,Portland OR,West,White Collar,14,2,5,Economy,1993,Sedan,White,1651,70.29478458,Married,52500,8,NaN,NaN,NaN,16,16,38,565,242,208,528,804,596,320,404,140,1070,880,588,992,731,218,748,109,242,187,175,144,538,183,420,1090,892,495,413,455,868,1631,21,641,650,751.6,760,753,742,31,759,1627,832,384,1029,78.00453515,-0.143854797,0.989950001,0.019774148,4
2385,Male,35,Portland OR,South,Blue Collar,14,3,5,Economy,1970,Sedan,White,1752.6,68.02721088,Married,52500,8.5,40,29,32,NaN,NaN,NaN,574,257,213,552,843,630,339,434,141,951,NaN,609,964,803,213,773,121,253,214,193,153,563,194,338,951,838,550,441,474,889,1731,8.5,544,534,785,788,786,781,10,602,1632,792,446,1034,68.48072562,-0.704338014,-0.55729872,0,NaN
2386,Female,52,Portland OR,West,White Collar,14,2,2.5,Economy,1995,Sedan,White,1651,77.09750567,Married,52500,8,NaN,NaN,NaN,14,14,38,577,244,206,527,802,596,321,400,137,1069,903,604,1052,746,238,768,115,237,185,180,154,551,180,435,1112,845,526,438,484,860,1637,37,642,602,737.3,735,744,733,35,768,1653,866,377,1027,78.23129252,0.438248038,0.396947682,-0.203133777,3
2387,Male,43,Portland OR,West,White Collar,14,0,10,Economy,1980,Non-sedan,White,1905,95.23809524,Single,37500,11.5,42,36,34,NaN,NaN,NaN,631,273,225,564,893,668,339,446,144,1064,NaN,677,1095,864,248,864,116,273,225,220,158,589,209,398,1078,923,603,471,497,981,1892,13,635,626,870.6,863,881,868,6,692,1788,903,470,1123,94.55782313,1.658204079,-0.083155349,0,NaN
2388,Female,21,Portland OR,West,White Collar,14,0,0.5,Economy,1997,Sedan,White,1549.4,79.36507937,Single,25000,8,NaN,NaN,NaN,15,16,38,527,248,198,470,731,533,272,425,131,1075,930,591,1024,707,229,702,111,230,181,175,148,592,201,443,1170,843,476,417,485,816,1556,32,615,605,686,693,681,684,37,713,1567,898,403,967,77.77777778,-1.041521072,1.657685637,-0.185800835,5
2389,Female,40,Portland OR,West,Blue Collar,12,1,0.5,Economy,1997,Non-sedan,White,1739.9,62.58503401,Married,NaN,9,NaN,NaN,NaN,12,8,36,594,240,215,538,822,607,323,358,131,932,783,587,951,789,241,791,109,246,179,185,134,537,182,380,1004,852,538,436,457,897,1715,15,558,561,773.3,759,782,779,15,686,1596,741,371,1056,62.81179138,0.89562273,-0.441078812,-1.295982838,2
2390,Female,44,Portland OR,West,Blue Collar,12,2,2.5,Economy,1996,Non-sedan,White,1600.2,71.20181406,Married,52500,6.5,NaN,NaN,NaN,10,12,36,555,225,190,494,732,542,304,398,131,1014,805,586,957,700,227,729,108,224,173,173,150,542,177,443,1121,758,464,462,453,840,1580,26,665,650,715.6,719,715,713,28,734,1638,815,370,946,72.78911565,-0.805851996,0.880554199,0.117541641,3
2391,Female,53,Portland OR,Northeast,Blue Collar,14,1,0.5,Economy,1993,Sedan,White,1625.6,108.8435374,Divorced/Widowed,25000,8.5,NaN,NaN,NaN,22,20,44,610,240,198,499,780,582,301,534,148,1215,1050,587,1202,695,313,772,110,244,204,183,161,595,194,441,1363,887,508,483,548,870,1633,44.5,728,759,757.3,742,765,765,36.5,802,1898,1253,529,980,112.6984127,0.187994942,2.277122736,1.03025794,3
2392,Male,49,Portland OR,Foreign,Blue Collar,12,3,2.5,Economy,1990,Non-sedan,Hispanic,1676.4,81.63265306,Married,17500,10,42,36,32,NaN,NaN,NaN,581,286,216,550,842,626,334,442,139,1023,NaN,637,1023,792,226,759,119,283,212,211,145,569,198,380,1056,833,574,485,466,882,1736,22,617,609,835.6,829,832,846,14,692,1752,969,454,1014,86.62131519,-0.117214136,0.414414763,0,NaN
2393,Male,33,Portland OR,Foreign,White Collar,16,2,2.5,Economy,1994,Non-sedan,Hispanic,1651,76.19047619,Married,NaN,8,NaN,34,29,NaN,NaN,NaN,584,254,199,524,795,596,325,443,147,999,NaN,594,995,725,229,766,125,258,194,195,156,573,196,383,1019,804,519,449,487,873,1650,24,596,593,784.3,786,781,786,21,638,1686,882,471,941,76.19047619,-1.016432643,1.026807427,0,NaN
2394,Female,28,Portland OR,Foreign,White Collar,12,1,0.5,Economy,1997,Sedan,Asian,1625.6,53.51473923,Single,17500,7.5,NaN,NaN,NaN,7,7,34,533,242,184,485,753,569,301,330,137,814,697,557,791,743,213,726,108,239,172,173,157,569,180,360,952,771,490,413,395,851,1601,12,533,505,729.6,735,725,729,13,637,1425,620,345,991,53.06122449,-0.801633716,-0.545258462,-0.632162452,3
2395,Male,26,Portland OR,West,White Collar,16,0,8,Luxury,1996,Sedan,White,2006.6,90.70294785,Single,52500,14,44,36,36,NaN,NaN,NaN,669,297,228,610,934,706,382,470,144,972,NaN,704,1009,905,261,901,129,309,229,233,153,597,208,397,1072,993,624,476,497,1004,1964,13.5,599,608,919.3,925,924,909,12,722,1883,900,506,1161,92.06349206,1.332817197,-1.441365004,0,NaN
2396,Male,33,Portland OR,Midwest,White Collar,16,0,10,Economy,1976,Non-sedan,Black,1727.2,73.01587302,Single,25000,9,42,33,32,NaN,NaN,NaN,552,257,218,540,849,631,322,432,132,972,NaN,618,983,780,210,755,116,267,214,197,146,594,203,374,1030,851,530,453,458,864,1683,8,615,607,823.3,831,818,821,9.5,655,1646,792,490,989,75.28344671,-0.607938111,0.065194011,0,NaN
2397,Female,48,Portland OR,West,Management,18,1,5,Economy,1991,Sedan,White,1663.7,71.6553288,Married,150000,6.5,NaN,NaN,NaN,10,12,34,583,230,203,527,806,603,324,390,136,995,778,602,976,782,246,762,107,230,187,179,147,550,191,438,1121,815,522,422,447,862,1657,24,680,669,753,756,749,754,31,758,1652,778,367,1053,73.46938776,0.735639095,0.428355038,0.449536264,3
2398,Female,26,Portland OR,West,White Collar,16,0,2.5,Luxury,1976,Sedan,White,1752.6,62.13151927,Single,7500,8.5,NaN,NaN,NaN,10,10,36,602,234,198,508,782,584,310,363,127,905,765,574,897,784,268,818,115,246,190,196,148,558,186,391,995,824,526,436,432,939,1743,15,565,575,773,764,778,777,17,607,1578,765,468,1017,63.71882086,1.48989296,-0.519086361,-0.282552451,3
2399,Female,57,Portland OR,West,White Collar,16,2,2.5,Economy,1994,Non-sedan,White,1587.5,127.8911565,Married,52500,9,NaN,NaN,NaN,22,20,46,591,254,224,531,802,578,307,568,142,1328,1148,646,1286,657,285,750,115,247,189,175,149,566,187,524,1533,821,490,524,600,839,1574,61,783,772,743.3,750,735,745,64,870,1987,1247,453,970,126.3038549,-1.050786257,3.259110451,-0.381346792,3
2400,Female,22,Portland OR,West,White Collar,14,0,2.5,Economy,1984,Sedan,White,1765.3,63.49206349,Single,NaN,9,NaN,NaN,NaN,9,10,34,657,242,202,540,822,620,338,409,124,954,778,569,950,771,304,834,120,247,197,200,153,578,194,420,1050,806,515,431,452,957,1737,9,606,618,799.3,786,811,801,21,638,1671,775,429,1008,67.80045351,1.142362475,-0.15152134,-0.39512226,3
2401,Male,44,Portland OR,Northeast,,16,1,2.5,Economy,1988,Sedan,White,1981.2,136.0544218,Married,NaN,13.5,44,44,36,NaN,NaN,NaN,674,305,247,624,957,710,377,517,148,1235,NaN,675,1235,873,263,894,128,295,239,223,150,611,214,474,1233,1019,631,549,570,999,1939,34,706,691,929.6,920,931,938,13.5,693,1954,1160,659,1121,136.2811791,2.503804922,0.61099118,0,NaN
2402,Female,65,Portland OR,West,,14,0,2.5,Luxury,1997,Sedan,White,1663.7,63.49206349,Married,NaN,7,NaN,NaN,NaN,9,10,34,572,220,186,501,767,581,315,382,142,930,767,610,930,749,254,763,112,237,175,179,148,554,186,421,1052,811,500,426,440,870,1650,25,628,641,717.3,720,718,714,30,724,1563,692,367,1039,64.62585034,0.424530178,0.252608091,0.030664932,2
2403,Male,65,Portland OR,West,,14,0,2.5,Luxury,1997,Sedan,White,1803.4,79.36507937,Married,NaN,9,42,34,31,NaN,NaN,NaN,596,253,231,587,892,661,356,458,141,1063,NaN,611,1059,792,214,786,116,261,213,205,154,583,204,387,979,898,556,467,497,909,1757,14.5,533,551,833.6,822,834,845,6.5,639,1684,876,453,1047,78.00453515,-0.402488202,-0.64609611,0,NaN
2404,Female,47,Portland OR,Northeast,White Collar,18,0,5,Luxury,1990,Sedan,White,1638.3,66.66666667,,NaN,6,NaN,NaN,NaN,10,13,34,570,218,188,504,762,574,316,370,126,916,798,599,894,731,245,736,105,225,179,175,145,536,184,419,1090,769,503,424,436,867,1619,23,661,638,704.6,706,704,704,30,763,1576,711,316,1018,67.57369615,0.522598743,0.433447868,0.364577681,2
2405,Female,53,Portland OR,West,,16,0,0.5,Economy,1992,Non-sedan,White,1625.6,111.1111111,Divorced/Widowed,12500,10,NaN,NaN,NaN,20,20,40,586,300,205,528,804,599,323,445,138,1207,1021,628,1138,724,252,773,124,255,190,179,145,567,191,528,1364,893,526,480,513,880,1638,49,762,761,772,776,766,774,53,853,1808,1097,426,1008,109.9773243,0.526522696,1.699733019,1.063140869,3
2406,Male,45,Portland OR,Midwest,Blue Collar,14,2,5,Economy,1986,Non-sedan,White,1803.4,86.16780045,Married,90000,10.5,42,34,34,NaN,NaN,NaN,604,267,239,568,874,635,329,469,154,1111,NaN,643,1113,803,245,804,126,280,222,205,162,584,200,387,1043,920,568,497,542,932,1792,25,598,602,826.3,832,814,833,10,659,1716,888,469,1056,90.47619048,0.300805926,0.408513099,0,NaN
2407,Male,38,Portland OR,West,Blue Collar,14,0,10,Economy,1992,Non-sedan,White,1879.6,91.60997732,Married,70000,12,44,32,34,NaN,NaN,NaN,617,281,232,605,921,689,373,488,156,1077,NaN,634,1125,863,216,843,126,299,229,215,157,577,204,388,1032,943,593,497,540,949,1838,13,610,606,879.6,880,876,883,5,683,1755,852,433,1100,90.92970522,0.316013217,-0.850462973,0,NaN
2408,Female,27,Portland OR,Foreign,White Collar,NaN,1,0.5,Economy,1992,Sedan,Asian,1574.8,46.2585034,Single,12500,6,NaN,NaN,NaN,4,4,32,512,210,179,464,726,547,285,332,134,849,726,541,820,714,205,700,101,222,168,170,149,540,169,324,885,769,478,394,392,805,1537,25,505,492,711.6,707,713,715,18,634,1385,671,312,967,47.16553288,-1.467897892,-0.726031244,0.261175275,2
2409,Male,57,Portland OR,West,Management,16,2,2.5,Economy,1995,Non-sedan,White,1930.4,140.5895692,Married,150000,14,48,46,32,NaN,NaN,NaN,633,326,233,609,940,707,376,545,157,1286,NaN,684,1286,833,230,807,127,310,229,217,165,621,213,507,1282,974,621,513,565,955,1870,31,782,814,919.3,921,921,916,24,743,1949,1166,537,1070,141.4965986,1.719304085,1.922474027,0,NaN
2410,Female,36,Portland OR,West,,14,2,2.5,Economy,1998,Non-sedan,White,1511.3,46.2585034,Married,37500,5.5,NaN,NaN,NaN,6,9,34,531,202,178,480,752,574,302,340,126,799,715,543,821,708,199,723,109,214,166,179,146,522,174,353,925,761,474,405,411,809,1536,10,537,535,696.6,698,698,694,19,584,1428,685,333,953,47.16553288,-1.01847136,-0.295032054,-0.903398275,2
2411,Female,33,Portland OR,West,White Collar,16,0,0.5,Luxury,1991,Sedan,White,1574.8,45.35147392,Single,7500,6.5,NaN,NaN,NaN,4,2,32,514,213,182,484,742,560,302,344,132,754,643,545,788,759,193,703,110,224,179,184,149,533,182,349,883,769,496,401,375,815,1584,5,515,500,714,719,707,716,10,609,1389,570,311,987,45.12471655,-0.460981786,-0.233035803,0.147875011,1
2412,Female,51,Portland OR,Foreign,White Collar,14,0,0.5,<undefined>,2000,<undefined>,Black,1727.2,67.12018141,Single,37500,10,NaN,NaN,NaN,12,8,34,543,238,225,552,860,635,327,354,132,858,735,624,890,834,200,744,120,268,200,209,142,542,178,413,1021,865,560,423,455,846,1705,13,611,615,810.6,810,809,813,20,660,1501,729,355,1071,65.30612245,0.109658562,-1.8344419,1.196625829,2
2413,Female,53,Portland OR,Midwest,White Collar,16,3,2.5,Economy,1996,Sedan,White,1905,90.70294785,Married,70000,11,NaN,NaN,NaN,16,18,38,633,261,188,546,851,663,358,441,142,1095,869,687,1029,887,246,827,125,264,204,246,152,562,187,453,1163,973,602,454,479,945,1874,20,653,658,836.3,834,838,837,23,808,1792,975,376,1207,91.83673469,3.021890163,-1.291342258,0.431387275,5
2414,Male,52,Portland OR,West,Blue Collar,14,7,10,Economy,1990,Non-sedan,White,1739.9,68.93424036,Married,37500,7.5,42,32,30,NaN,NaN,NaN,567,247,224,552,854,630,328,434,142,973,NaN,611,1017,779,201,771,122,242,204,192,158,553,190,364,968,855,547,464,477,888,1719,10.5,549,564,826,826,826,826,11,648,1656,839,434,1019,70.52154195,-0.645384133,0.189136744,0,NaN
2415,Female,20,Portland OR,West,,14,0,2.5,Economy,1991,Sedan,White,1651,72.56235828,Single,NaN,9.5,NaN,NaN,NaN,NaN,12,34,592,244,187,499,781,594,312,380,129,875,788,591,891,742,257,781,109,248,184,183,142,564,196,422,1110,777,506,407,447,883,1635,21,670,671,744,753,742,737,27,651,1578,841,407,983,70.74829932,0.419113904,0.041820128,-0.334586054,2
2416,Female,22,Portland OR,West,,14,2,2.5,Economy,1989,Sedan,Black,1574.8,77.09750567,Single,7500,7.5,NaN,NaN,NaN,14,16,38,570,243,187,493,737,550,306,416,143,1134,907,585,1048,699,265,729,113,226,184,174,154,595,195,413,1066,774,483,421,493,847,1575,26,681,662,693.3,693,693,694,30,711,1641,919,427,976,81.17913832,-0.867444575,1.182700515,0.521487653,5
2417,Female,25,Portland OR,South,White Collar,12,1,2.5,Economy,1996,Sedan,White,1676.4,58.04988662,Married,52500,10,NaN,NaN,NaN,8,8,36,559,242,197,506,767,570,309,357,141,847,741,564,861,763,216,749,114,251,190,191,148,557,190,385,975,783,521,416,427,884,1677,10,557,542,734.6,737,731,736,13,623,1482,692,360,1008,57.36961451,-0.253676474,-0.746284544,1.344967842,2
2418,Female,38,Portland OR,Midwest,White Collar,18,0,10,<undefined>,NaN,<undefined>,White,1727.2,67.12018141,Single,52500,8,NaN,NaN,NaN,8,8,36,570,239,208,526,810,602,318,382,129,891,751,594,888,773,242,787,106,237,180,190,144,531,174,411,1065,795,526,428,421,907,1705,12,594,578,778.3,782,772,781,18,764,1579,682,335,1081,65.53287982,0.64329797,-0.77443409,-0.077259004,2
2419,Female,38,Portland OR,Northeast,Management,16,0,5,Economy,1985,Sedan,White,1701.8,56.6893424,Married,150000,6.5,NaN,NaN,NaN,6,8,38,600,232,209,520,793,584,311,368,131,866,757,574,872,760,267,810,106,230,176,175,143,550,189,407,1000,804,509,429,413,919,1697,12,569,570,733.6,733,735,733,15,719,1600,605,365,1056,58.73015873,0.531425297,-1.13358295,0.475913554,1
2420,Male,43,Portland OR,West,Service,16,0,0.5,Economy,1999,Sedan,White,1803.4,79.36507937,Married,150000,10.5,42,34,33,NaN,NaN,NaN,593,267,225,558,859,634,333,426,139,1012,NaN,635,1063,830,239,786,129,276,215,211,150,585,210,370,1013,903,561,482,507,919,1785,10,569,584,840.6,833,843,846,7,644,1664,833,441,1074,80.72562358,-0.182837516,-0.55006671,0,NaN
2421,Male,52,Portland OR,Midwest,Service,14,4,8,Economy,1996,Sedan,White,1727.2,77.09750567,Single,90000,10,40,31,32,NaN,NaN,NaN,600,268,210,552,843,633,342,472,147,1023,NaN,603,1038,780,240,776,123,278,216,211,159,569,197,376,1000,853,534,469,474,897,1711,8,574,578,811.6,813,806,816,8,606,1663,848,493,991,78.23129252,-0.511748433,0.049388278,0,NaN
2422,Female,44,Portland OR,Midwest,,14,2,0.5,Economy,1987,Sedan,White,1765.3,72.56235828,Married,70000,9,NaN,NaN,NaN,10,14,36,564,238,201,522,826,625,321,357,132,937,798,630,934,853,210,785,106,251,179,200,152,557,189,455,1080,892,564,410,445,884,1761,12,645,637,824.6,830,820,824,25,724,1574,759,343,1119,73.24263039,1.852517486,-0.50472486,-0.415856332,2
2423,Female,42,Portland OR,Midwest,,18,0,2.5,Economy,1997,Non-sedan,White,1574.8,83.90022676,Single,52500,6.5,NaN,NaN,NaN,12,16,38,549,240,187,497,752,565,310,434,138,1069,865,596,1025,720,233,729,107,229,182,173,151,566,186,446,1183,804,500,421,490,840,1584,41,721,694,715,717,716,712,40,820,1603,834,321,1000,83.21995465,-0.577929556,1.499551177,-0.376844198,3
2424,Female,56,Portland OR,West,,14,1,5,Luxury,1983,Sedan,White,1778,158.7301587,Married,17500,9,NaN,NaN,NaN,22,20,48,548,313,220,547,847,627,327,514,154,1360,1195,NaN,1280,735,237,791,124,243,199,178,148,581,192,NaN,1660,887,525,550,614,881,1729,NaN,892,NaN,835.3,831,843,832,58,1040,2078,1300,438,1060,154.8752834,-0.351876289,4.240673542,0.123294257,NaN
2425,Female,26,Portland OR,West,White Collar,16,0,5,Economy,1997,Sedan,White,1701.8,79.36507937,Single,25000,8.5,NaN,NaN,NaN,NaN,12,36,596,237,191,516,796,605,325,404,138,1094,886,634,1004,794,253,762,102,248,180,193,148,554,188,448,1147,868,524,453,475,877,1686,44,682,662,740.3,737,749,735,36,651,1660,927,424,1033,83.21995465,0.742795169,0.529771328,-0.403922617,4
2426,Female,30,Portland OR,South,Service,18,0,2.5,Economy,1995,Sedan,White,1619.25,63.49206349,Married,90000,7,NaN,NaN,NaN,8,10,32,578,230,188,493,748,560,305,352,131,926,754,555,906,703,250,762,111,238,177,177,146,548,192,393,1022,751,490,433,443,880,1613,18,600,582,721,722,721,720,22,616,1557,762,374,937,62.81179138,-0.544479489,-0.107968688,-0.2685166,4
2427,Female,59,Portland OR,Northeast,,14,3,0.5,Economy,1984,Sedan,White,1727.2,81.63265306,Divorced/Widowed,25000,9,NaN,NaN,NaN,16,16,40,609,243,213,546,833,620,333,443,142,1107,984,590,1067,786,252,806,114,248,195,198,162,565,184,434,1115,965,538,461,486,905,1716,21,600,587,797.3,791,797,804,22,729,1690,956,418,1068,81.40589569,0.874028862,0.331908256,0.703453481,2
2428,Male,31,Portland OR,West,Blue Collar,12,1,0.5,Economy,1997,Sedan,White,1778,92.97052154,Divorced/Widowed,37500,10,42,34,32,NaN,NaN,NaN,619,268,215,567,857,642,352,475,157,1066,NaN,627,1072,799,248,793,118,264,217,200,161,598,208,377,1049,864,552,484,491,937,1766,24,629,633,803,806,796,807,17,663,1822,927,513,1010,90.24943311,0.340206593,0.38088429,0,NaN
2429,Female,40,Portland OR,West,White Collar,12,2,2.5,Economy,1989,Sedan,White,1714.5,90.70294785,Married,70000,8.5,NaN,NaN,NaN,14,14,36,601,258,212,540,822,610,328,429,137,1090,880,625,1067,789,257,798,115,256,201,199,159,559,184,475,1192,868,541,479,501,910,1716,41,727,732,778.6,780,778,778,44,785,1737,911,408,1065,93.19727891,1.294290185,0.048398495,0.906337976,3
2430,Female,54,Portland OR,Midwest,White Collar,14,1,0.5,Economy,1986,Sedan,White,1574.8,115.6462585,Divorced/Widowed,37500,8.5,NaN,NaN,NaN,22,20,44,578,258,205,502,781,576,297,453,135,1277,1023,645,1154,715,275,745,110,243,183,179,151,564,188,528,1440,878,507,476,541,847,1595,44,777,734,762.3,768,758,761,55,868,1821,1092,452,990,115.1927438,-0.87116605,2.942017078,1.412828445,4
2431,Female,22,Portland OR,West,Service,14,0,0.5,<undefined>,NaN,<undefined>,White,1600.2,54.42176871,Single,7500,8,NaN,NaN,NaN,7,8,36,529,237,182,480,752,570,298,342,126,892,737,562,877,728,219,724,106,232,160,179,145,529,184,386,991,772,492,406,410,823,1567,18,575,562,718.6,719,719,718,30,596,1452,756,367,959,54.87528345,-0.664053857,-0.29925549,0.395195246,3
2432,Male,59,Portland OR,West,,14,0,0.5,Economy,1995,Sedan,Black,1689.1,68.02721088,Married,70000,8.5,42,33,29,NaN,NaN,NaN,553,243,208,515,810,602,307,408,136,983,NaN,589,977,745,212,710,122,254,206,198,154,567,197,363,964,854,519,421,482,819,1630,7,547,554,793,778,796,805,12,658,1616,909,433,960,68.48072562,-0.973433316,0.271639824,0,NaN
2433,Female,42,Portland OR,West,White Collar,14,0,2.5,Economy,1995,Sedan,White,1727.2,70.29478458,Married,70000,9,NaN,NaN,NaN,12,12,38,578,237,210,520,808,598,310,349,124,965,816,623,956,794,242,792,119,247,189,200,139,537,185,405,1090,842,530,421,454,896,1713,18,631,610,782,780,784,782,36,764,1604,703,347,1095,70.52154195,1.223053575,-0.23052451,0.913780034,1
2434,Female,30,Portland OR,Foreign,White Collar,16,0,5,Economy,1993,Sedan,,1574.8,48.97959184,Married,90000,6,NaN,NaN,NaN,4,4,34,507,231,186,460,716,530,274,320,122,847,716,551,840,701,207,694,105,232,168,174,136,544,186,375,958,744,481,390,384,810,1530,8,532,524,686.6,682,689,689,11,627,1388,578,307,954,49.88662132,-1.172305703,-0.443025947,0.039232496,1
2435,Male,22,Portland OR,West,Blue Collar,14,0,0.5,Economy,1995,Non-sedan,White,1701.8,77.09750567,Single,25000,9,NaN,34,30,NaN,NaN,NaN,573,262,221,539,818,597,318,429,137,1013,NaN,594,997,738,239,771,121,248,204,189,153,582,199,371,1026,828,520,463,492,877,1659,29,598,594,765,759,767,769,10.5,613,1674,877,452,952,77.55102041,-1.132427692,0.49135682,0,NaN
2436,Female,52,Portland OR,West,White Collar,14,0,2.5,<undefined>,NaN,<undefined>,White,1524,66.66666667,Single,25000,5.5,NaN,NaN,NaN,10,10,36,544,243,193,504,747,554,311,392,136,1058,858,562,961,686,233,692,100,220,172,170,144,533,183,397,1012,747,482,426,467,801,1524,38,580,575,701.3,703,703,698,29,666,1586,811,397,918,65.98639456,-1.213836193,0.922699511,0.815668523,3
2437,Female,28,Portland OR,West,Service,18,0,5,Economy,1995,Sedan,White,1727.2,65.75963719,Single,37500,10,NaN,NaN,NaN,10,8,34,571,255,193,521,796,603,328,389,135,927,764,594,905,806,220,791,115,263,194,195,148,554,183,379,1014,823,549,444,438,888,1702,8,605,597,771.6,767,771,777,28,675,1571,705,355,1072,67.34693878,0.879103899,-0.767720997,-1.210394979,4
2438,Female,44,Portland OR,West,Service,16,2,0.5,Economy,1999,Sedan,White,1651,74.82993197,Married,90000,7,NaN,NaN,NaN,12,14,36,593,220,208,506,779,571,298,374,136,919,786,607,925,748,269,799,110,230,183,182,146,549,189,414,1101,792,513,428,461,915,1681,22,640,627,729.6,733,728,728,42,752,1626,782,386,1029,73.01587302,0.753893971,0.123437099,-0.749420881,2
2439,Male,48,Portland OR,West,Service,14,5,2.5,Economy,1996,Non-sedan,White,1879.6,86.16780045,Married,90000,11.5,NaN,36,36,NaN,NaN,NaN,620,281,201,567,905,704,366,484,138,1096,NaN,679,1085,877,229,811,121,287,219,210,152,574,197,373,1023,1045,601,499,485,923,1851,29,578,586,881.3,876,886,882,15,735,1741,930,443,1139,89.569161,0.906597972,-0.973970711,0,NaN
2440,Female,23,Portland OR,West,White Collar,16,0,2.5,Economy,1994,Sedan,Asian,1574.8,45.35147392,Single,37500,6,NaN,NaN,NaN,4,2,34,544,214,189,485,734,545,296,350,124,834,694,521,847,710,234,742,109,221,165,170,151,540,178,347,858,741,455,393,405,846,1553,12,479,465,684.3,685,693,675,11,520,1391,651,392,908,43.76417234,-1.088412404,-0.346856534,-0.105186343,2
2441,Female,53,Portland OR,West,Service,14,NaN,0.5,Economy,1996,<undefined>,White,1625.6,95.23809524,Divorced/Widowed,NaN,9.5,NaN,NaN,NaN,22,20,40,572,255,190,521,782,592,331,422,141,1088,950,616,1034,717,240,773,118,249,178,187,149,552,188,508,1314,807,516,420,508,876,1639,38,786,774,750.6,750,748,754,53,855,1699,905,349,1056,97.27891156,0.019387243,1.531037569,0.467573524,3
2442,Female,30,Portland OR,Foreign,Blue Collar,12,2,10,<undefined>,NaN,<undefined>,Asian,1549.4,49.88662132,Married,NaN,5.5,NaN,NaN,NaN,7,7,32,522,215,201,484,751,550,283,334,140,884,731,518,907,684,213,685,103,218,177,176,154,539,174,363,916,725,460,390,436,794,1488,21,546,533,705.6,713,704,700,20,623,1382,666,307,926,52.60770975,-1.647722483,-0.066959746,0.235561967,1
2443,Female,40,Portland OR,Foreign,Blue Collar,14,0,10,Economy,1995,Sedan,Asian,1549.4,43.53741497,Married,NaN,6,NaN,NaN,NaN,4,4,32,509,222,185,463,703,518,278,325,129,763,670,510,752,692,217,703,108,227,163,182,154,518,167,318,817,725,453,398,373,805,1513,11,455,450,665.3,669,665,662,10,612,1317,567,302,934,39.90929705,-2.106040239,-0.592798114,0.380023479,1
2444,Male,41,Portland OR,Midwest,White Collar,14,1,10,Economy,2000,Non-sedan,White,1930.4,136.0544218,Single,25000,12,48,44,33,NaN,NaN,NaN,661,293,246,617,938,692,371,546,146,1354,NaN,686,1298,841,278,892,122,287,223,224,150,572,194,474,1237,959,616,555,593,994,1910,60,711,714,898.6,883,904,909,19,722,2016,1187,629,1091,139.6825397,2.557268381,1.18524754,0,NaN
2445,Female,46,Portland OR,West,,14,4,0.5,Economy,1997,Non-sedan,White,1727.2,86.16780045,Married,NaN,8.5,NaN,NaN,NaN,16,16,38,611,248,211,542,817,606,331,388,146,1037,845,616,1000,755,252,830,106,238,185,183,152,568,184,465,1215,814,522,461,473,931,1703,46,695,680,757,757,754,760,38,788,1703,856,395,1050,84.3537415,1.143873572,-0.099157259,0.144439593,3
2446,Male,52,Portland OR,Northeast,White Collar,18,4,5,Luxury,1997,Sedan,White,1778,95.23809524,Married,NaN,9,46,38,28,NaN,NaN,NaN,614,267,224,574,873,649,350,514,151,1097,NaN,599,1132,774,245,803,111,249,217,194,156,567,196,387,1048,834,541,502,508,942,1751,20,636,651,829.3,844,825,819,6,623,1785,964,593,1007,98.86621315,-0.157219619,1.208595872,0,NaN
2447,Male,52,Portland OR,West,,14,0,8,Economy,1968,Non-sedan,White,1752.6,83.90022676,Single,12500,9,NaN,34,29,NaN,NaN,NaN,573,262,208,557,855,647,349,489,151,1085,NaN,608,1103,744,304,822,129,262,211,191,204,612,208,373,1007,863,594,502,502,944,1743,22.5,587,586,813.3,821,807,812,7,603,1815,938,539,976,89.34240363,0.116233319,0.643717647,0,NaN
2448,Male,36,Portland OR,<undefined>,Blue Collar,12,1,10,Economy,1990,Sedan,Asian,1600.2,52.15419501,Married,17500,7,34,28,28,NaN,NaN,NaN,540,227,187,502,774,587,315,384,130,869,NaN,522,903,700,227,728,106,234,193,187,161,533,180,304,829,753,480,410,434,846,1581,7,467,462,729,731,729,727,3.5,540,1476,685,382,914,50.11337868,-2.415342569,-0.012655939,0,NaN
2449,Male,42,Portland OR,Foreign,Management,18,2,5,Economy,1994,Sedan,White,1930.4,83.90022676,Married,NaN,10.5,42,36,36,NaN,NaN,NaN,665,271,214,602,925,711,388,461,141,964,NaN,665,1001,885,251,864,117,273,207,206,145,571,198,381,1032,981,605,473,476,984,1899,17,592,593,861.3,861,861,862,6.5,649,1727,866,448,1138,82.0861678,0.782512307,-1.471803784,0,NaN
2450,Female,61,Portland OR,West,White Collar,14,2,0.5,Economy,1992,Sedan,White,1727.2,71.6553288,Divorced/Widowed,37500,8.5,NaN,NaN,NaN,18,14,36,557,257,210,520,783,573,310,384,145,1028,871,586,974,735,229,742,121,242,194,190,165,571,192,399,1048,821,529,457,468,870,1641,22,563,557,729.3,737,727,724,26,728,1595,803,358,1016,71.6553288,-0.059830293,0.450922251,-0.650918245,4
2451,Female,42,Portland OR,South,White Collar,14,1,2.5,Economy,1992,<undefined>,White,1727.2,89.34240363,Married,52500,9.5,NaN,NaN,NaN,18,NaN,38,590,244,222,534,800,578,312,408,134,1118,909,601,1071,760,260,820,105,251,185,194,142,544,184,409,1122,940,533,469,482,900,1711,41,612,598,788.3,791,789,785,37,715,1739,754,451,1030,85.48752834,0.627088547,0.876424134,-0.276767224,4
2452,Female,65,Portland OR,West,,14,1,10,Economy,1988,Sedan,White,1600.2,65.75963719,Married,70000,7.5,NaN,NaN,NaN,10,10,36,559,240,195,503,771,576,308,406,137,1018,825,577,986,709,233,749,105,249,192,188,157,561,186,429,1075,788,508,433,399,855,1605,24,605,601,760.6,754,764,764,25,727,1603,810,365,985,70.06802721,-0.408121973,0.659695923,-0.159396634,3
2453,Female,29,Portland OR,West,Service,16,0,5,Economy,1990,Sedan,White,1574.8,53.96825397,Married,70000,6,NaN,NaN,NaN,6,6,34,574,222,194,489,746,552,295,373,127,862,694,523,895,715,266,742,107,229,190,167,147,539,184,387,971,753,481,368,392,862,1586,12,568,572,704.3,712,707,694,17.5,646,1499,644,374,963,53.06122449,-0.233254343,-0.093511708,-0.509003282,2
2454,Male,52,Portland OR,Midwest,Blue Collar,14,1,10,Economy,1995,Non-sedan,White,1828.8,90.70294785,Married,52500,11.5,42,36,32,NaN,NaN,NaN,626,269,197,538,866,669,341,487,142,1056,NaN,629,1102,916,256,832,125,276,216,206,159,587,203,414,1088,911,582,459,487,953,1829,24,628,613,857.6,859,856,858,8.5,663,1784,989,507,1065,94.55782313,1.140191317,0.047359515,0,NaN
2455,Female,44,Portland OR,Foreign,Management,14,4,0.5,Economy,1996,<undefined>,,1574.8,52.15419501,Divorced/Widowed,70000,7.5,NaN,NaN,NaN,6,6,34,556,231,188,480,738,550,292,358,138,895,755,547,874,718,246,738,108,242,185,176,152,559,184,378,926,754,483,383,397,845,1577,12,530,516,715.3,711,717,718,16,652,1493,670,360,954,51.92743764,-0.637926698,-0.159531161,-0.936575949,2
2456,Female,37,Portland OR,Midwest,White Collar,14,0,0.5,<undefined>,NaN,<undefined>,White,1676.4,97.50566893,Single,12500,9,NaN,NaN,NaN,16,18,40,594,252,193,511,792,599,318,483,139,1232,1043,587,1193,759,265,770,104,244,195,191,150,539,179,464,1258,930,537,425,428,860,1650,31,721,679,755,754,751,760,34,788,1765,1107,451,1017,98.18594104,1.077215314,0.879265368,1.307427764,2
2457,Female,31,Portland OR,Midwest,White Collar,16,0,2.5,Economy,1997,Non-sedan,White,1727.2,63.49206349,Married,90000,8,NaN,NaN,NaN,12,8,34,585,238,212,546,818,606,334,399,136,913,765,591,889,797,244,812,113,240,201,188,151,558,191,382,994,847,525,398,423,923,1732,17,567,565,761.6,758,766,761,25.5,685,1559,679,389,1069,64.39909297,1.227065682,-0.798666894,-0.605394423,3
2458,Male,51,Portland OR,West,Blue Collar,14,2,0.5,Economy,1991,Sedan,White,1727.2,68.02721088,Married,90000,10,40,32,32,NaN,NaN,NaN,600,252,227,558,873,646,331,431,140,987,NaN,611,985,776,227,780,117,263,206,189,148,571,202,366,964,864,526,418,477,904,1720,20.5,562,567,847,844,851,846,7,613,1669,826,470,1015,70.74829932,-0.278194696,-0.345253348,0,NaN
2459,Male,54,Portland OR,South,,24,0,0.5,Economy,1992,Non-sedan,White,1778,89.79591837,Single,150000,9.5,42,38,30,NaN,NaN,NaN,628,271,219,555,863,644,336,457,148,1074,NaN,617,1062,756,267,848,129,266,211,203,153,578,201,395,1064,843,546,456,499,969,1772,18,622,626,787,796,783,782,13.5,644,1787,939,523,1003,91.60997732,0.233136863,0.6212008,0,NaN
2460,Male,48,Portland OR,West,White Collar,16,3,0.5,Economy,1993,Non-sedan,White,1828.8,86.16780045,Divorced/Widowed,NaN,10,42,34,32,NaN,NaN,NaN,637,273,216,581,902,686,365,470,144,1064,NaN,613,1069,816,244,849,133,274,220,201,153,586,204,394,1067,894,570,443,503,961,1815,12,608,587,841.6,843,842,840,11,700,1782,974,484,1062,87.07482993,0.714845538,-0.458363891,0,NaN
2461,Female,23,Portland OR,West,,12,0,2.5,Economy,1991,Non-sedan,White,1625.6,61.2244898,Single,7500,8.5,NaN,NaN,NaN,8,8,34,591,244,190,482,781,591,292,386,126,909,761,570,888,721,269,761,108,249,197,176,146,549,198,402,1026,775,496,375,386,876,1612,15,576,591,769.6,773,765,771,18.5,705,1566,721,360,990,60.54421769,-0.145602107,0.288898081,1.273123741,3
2462,Female,47,Portland OR,West,Service,14,2,0.5,Economy,1991,Non-sedan,White,1676.4,64.39909297,Married,70000,8,NaN,NaN,NaN,12,12,38,563,227,203,528,830,627,325,366,132,946,781,609,925,769,217,758,112,242,169,173,152,523,166,425,1062,826,521,403,412,879,1679,17,604,589,768,783,760,761,27.5,759,1560,736,355,1060,64.39909297,0.617804527,-0.426912725,-1.398459911,1
2463,Female,44,Portland OR,South,,12,2,0.5,Economy,1993,Non-sedan,White,1574.8,58.9569161,Married,25000,9,NaN,NaN,NaN,22,20,42,581,273,221,518,793,572,297,487,142,1156,993,589,1118,657,274,759,117,249,197,178,150,578,200,536,1372,823,492,398,447,868,1578,34,749,745,766,760,770,768,35,827,1800,1014,468,920,103.8548753,-1.306637526,2.565297842,-1.834998727,4
2464,Female,52,Portland OR,West,White Collar,16,2,5,Economy,1986,Sedan,White,1701.8,66.66666667,Divorced/Widowed,25000,8.5,NaN,NaN,NaN,12,10,36,595,234,207,530,812,605,323,395,139,1017,869,589,984,770,245,768,103,248,194,177,148,577,199,381,970,848,513,406,423,898,1688,21.5,559,574,774,770,776,776,15,735,1625,750,388,1050,65.98639456,0.619621217,-0.119504534,-0.02049247,2
2465,Female,19,Portland OR,South,,14,0,2.5,Economy,1992,Sedan,White,1701.8,69.3877551,Single,NaN,9.5,NaN,NaN,NaN,10,10,36,587,247,193,513,806,613,320,389,134,923,796,590,942,755,257,793,117,260,197,188,152,588,203,416,1068,818,527,399,422,904,1676,19,609,621,772.6,777,771,770,28.5,698,1609,785,398,1016,69.61451247,0.647684991,-0.425049573,-0.289504915,2
2466,Female,37,Portland OR,Foreign,White Collar,12,0,5,Economy,1996,Sedan,Asian,1574.8,52.15419501,Single,17500,7.5,NaN,NaN,NaN,8,6,34,512,227,207,487,760,553,280,346,145,891,742,531,879,664,220,716,115,242,181,181,162,555,176,364,947,731,466,365,400,816,1538,18,525,520,704.3,705,707,701,21.5,687,1472,700,335,944,51.4739229,-1.632900357,-0.425864905,-0.448215574,1
2467,Male,36,Portland OR,West,White Collar,16,0,2.5,Economy,1999,Sedan,White,1905,117.9138322,Single,37500,12.5,NaN,38,30,NaN,NaN,NaN,663,286,242,624,934,692,382,519,156,1240,NaN,643,1243,792,264,887,132,285,228,219,162,602,205,432,1209,881,576,520,581,1021,1863,44,727,718,899.6,896,903,900,17,735,1894,1070,536,1050,120.6349206,1.230650306,0.795874417,0,NaN
2468,Male,64,Portland OR,Midwest,Blue Collar,16,2,10,Luxury,1999,Sedan,White,1828.8,86.16780045,Married,150000,10.5,42,34,32,NaN,NaN,NaN,599,276,209,569,893,684,360,470,147,1134,NaN,619,1117,787,216,791,128,269,218,203,155,581,210,382,1004,913,569,456,498,912,1763,19,562,573,821,825,803,835,13,682,1729,923,493,1046,85.48752834,0.203139171,-0.029844347,0,NaN
2469,Female,53,Portland OR,West,Management,14,2,NaN,Luxury,1999,Sedan,White,1727.2,74.82993197,Married,150000,9.5,NaN,NaN,NaN,14,12,38,583,263,208,520,811,603,312,418,146,1099,885,610,1042,768,238,783,119,257,203,180,154,594,200,439,1084,919,535,390,433,889,1701,20.5,611,616,766.6,760,764,776,25,775,1665,796,411,1062,78.68480726,0.697462678,-0.286315441,-0.146887705,5
2470,Male,50,Portland OR,West,White Collar,16,1,0.5,Economy,1989,Non-sedan,White,1803.4,96.14512472,Married,70000,11,NaN,40,32,NaN,NaN,NaN,625,283,218,557,877,659,339,483,136,1144,NaN,617,1133,765,252,798,122,277,223,204,152,577,200,421,1113,885,560,472,515,928,1759,27,643,638,849,846,853,848,12,738,1812,1022,473,1048,97.7324263,0.291684389,0.745718777,0,NaN
2471,Female,31,Portland OR,West,Management,14,4,0.5,Economy,1980,Sedan,Black,1625.6,70.29478458,Married,25000,8,NaN,NaN,NaN,10,10,32,579,243,205,501,788,583,296,372,138,960,791,600,974,739,257,764,112,247,186,182,146,576,198,408,1102,787,520,396,412,881,1635,21,660,660,755,751,766,748,28.5,788,1606,779,364,1033,72.33560091,-0.117227107,0.273414284,-0.923373818,2
2472,Female,29,Portland OR,West,White Collar,16,1,2.5,Economy,1988,Sedan,White,1676.4,74.82993197,Married,90000,8.5,NaN,NaN,NaN,14,16,36,561,242,200,512,794,594,312,405,131,995,828,597,976,762,236,767,120,249,184,189,146,560,191,441,1110,838,515,401,436,870,1660,16,695,668,765.3,762,771,763,28,694,1573,859,394,1017,76.19047619,0.620539844,0.311086059,0.022828931,3
2473,Male,48,Portland OR,West,Blue Collar,14,2,2.5,Luxury,1982,Non-sedan,White,1905,83.90022676,Married,90000,10.5,44,34,34,NaN,NaN,NaN,628,266,229,595,917,688,366,462,147,1022,NaN,639,1041,854,248,851,122,271,229,212,158,591,206,382,1027,910,587,452,494,970,1868,12,568,566,863,858,863,868,6.5,643,1778,875,533,1107,84.3537415,0.395102918,-0.812512994,0,NaN
2474,Male,34,Portland OR,Northeast,White Collar,16,0,2.5,Economy,1996,Non-sedan,White,1930.4,83.90022676,Married,150000,11.5,44,34,36,NaN,NaN,NaN,629,270,208,580,917,709,372,451,144,1054,NaN,677,1048,903,225,861,127,292,215,220,153,574,196,377,1032,996,605,483,504,977,1918,20,586,577,877.6,880,874,879,10,666,1750,847,503,1157,83.44671202,1.098296642,-1.220617294,0,NaN
2475,Female,41,Portland OR,Northeast,,16,3,2.5,Economy,1991,Non-sedan,White,1625.6,56.6893424,Married,52500,9,NaN,NaN,NaN,8,4,36,563,235,210,509,795,585,299,362,138,887,770,565,887,737,240,753,116,249,198,185,153,581,200,388,973,774,509,377,409,871,1631,14,559,559,735,737,733,735,24,695,1555,688,384,1012,59.86394558,0.064117946,-0.002877242,-0.3943519,1
2476,Female,26,Portland OR,West,White Collar,16,0,0.5,Economy,1999,Sedan,White,1562.1,74.37641723,Single,37500,6.5,NaN,NaN,NaN,13,14,34,544,257,205,505,773,568,300,401,141,1020,809,567,987,700,225,742,113,228,190,168,152,552,187,445,1104,739,484,399,429,848,1569,27.5,671,671,726,723,724,731,29.5,686,1576,809,385,928,75.28344671,-0.533123851,1.262763143,0.625028074,4
2477,Male,56,Portland OR,West,White Collar,16,0,2.5,Economy,1991,Sedan,White,1803.4,114.2857143,Single,25000,8,44,44,31,NaN,NaN,NaN,641,263,230,583,895,665,353,533,158,1302,NaN,653,1244,775,263,821,114,256,209,206,162,589,199,421,1141,915,571,532,538,958,1804,58,658,658,809,805,811,811,18.1,677,1885,1155,548,1012,114.5124717,0.895139933,2.075926065,0,NaN
2478,Male,58,Portland OR,South,White Collar,16,5,0.5,Economy,1984,Non-sedan,Black,1727.2,87.98185941,Divorced/Widowed,37500,12,42,36,30,NaN,NaN,NaN,598,278,220,559,870,650,339,453,150,1062,NaN,603,1072,776,243,776,119,279,217,217,160,580,195,390,1062,839,547,458,514,900,1709,36.5,584,616,809.6,812,804,813,10,751,1802,887,468,997,86.62131519,-0.480218768,0.214223832,0,NaN
2479,Male,32,Portland OR,West,White Collar,14,0,8,Economy,1986,Sedan,White,1778,105.2154195,Single,52500,10,NaN,42,30,NaN,NaN,NaN,626,273,203,553,863,660,350,535,141,1182,NaN,642,1177,788,249,829,109,266,214,200,156,588,209,447,1177,884,562,486,546,951,1775,43,735,721,821.3,823,814,827,19,661,1834,1046,572,1000,106.3492063,0.190866172,1.582828164,0,NaN
2480,Female,60,Portland OR,West,White Collar,18,3,5,Economy,1987,Sedan,White,1625.6,55.32879819,Single,37500,9,NaN,NaN,NaN,6,6,34,544,242,200,495,769,569,295,345,133,853,759,581,856,741,231,746,112,251,195,180,144,558,192,384,932,787,507,408,389,847,1610,8,525,540,730,727,738,725,11,756,1520,648,325,1024,54.87528345,-0.07157588,-0.40954271,0.292233825,1
2481,Male,28,Portland OR,West,White Collar,18,0,10,Economy,1997,Sedan,White,1955.8,102.0408163,Married,70000,13,48,36,36,NaN,NaN,NaN,657,283,222,590,906,684,368,495,138,1064,NaN,685,1114,878,281,869,116,285,207,208,149,555,194,418,1123,966,604,461,528,982,1909,14,665,662,875.3,876,874,876,5.5,648,1838,928,495,1123,97.27891156,2.113707542,-0.530806601,0,NaN
2482,Female,27,Portland OR,Foreign,White Collar,16,0,5,Economy,1993,Sedan,Asian,1600.2,63.49206349,Single,NaN,7.5,NaN,NaN,NaN,NaN,8,34,585,233,207,491,750,543,284,408,146,912,756,555,937,705,274,769,106,240,192,181,153,549,175,383,997,764,484,386,413,883,1596,15,599,601,731,732,724,737,21,685,1581,802,343,947,63.71882086,-0.396014571,0.733077645,-0.184603006,2
2483,Male,41,Portland OR,West,Management,16,2,0.5,Luxury,1994,Sedan,White,1803.4,83.90022676,Married,70000,11,40,34,32,NaN,NaN,NaN,569,278,237,584,891,654,347,445,148,1073,NaN,628,1091,789,193,796,111,291,211,211,153,591,203,382,1044,869,575,449,515,907,1760,19.5,636,638,796.3,798,794,797,10,590,1698,934,523,1016,86.62131519,-0.157270998,0.024160601,0,NaN
2484,Female,35,Portland OR,Foreign,Blue Collar,18,0,8,Economy,1998,Sedan,White,1549.4,45.35147392,Single,70000,5,NaN,NaN,NaN,4,2,34,519,219,195,470,712,517,275,324,123,813,720,524,841,701,228,712,107,212,179,160,141,541,187,347,899,740,463,367,382,834,1558,6,508,503,651.6,648,649,658,7.5,636,1420,618,348,951,46.48526077,-1.141182303,-0.510733485,-0.325133026,1
2485,Male,32,Portland OR,South,White Collar,21,0,2.5,Economy,1994,Sedan,White,1854.2,70.29478458,Single,37500,10.5,40,31,32,NaN,NaN,NaN,614,264,219,571,892,673,352,426,140,928,NaN,621,953,828,236,822,120,271,215,207,152,577,201,359,940,914,588,422,471,953,1835,8.5,517,524,799,792,802,803,3,624,1711,798,488,1068,68.25396825,-0.300185919,-1.552336931,0,NaN
2486,Female,37,Portland OR,West,Blue Collar,14,2,5,Economy,1997,Sedan,White,1752.6,65.30612245,Married,NaN,9,NaN,NaN,NaN,11,10,36,585,234,197,527,813,616,330,378,131,923,759,610,912,828,237,796,111,253,183,186,143,545,187,418,1031,855,550,400,411,910,1753,13,588,584,754,754,757,751,17,680,1606,757,404,1089,65.98639456,1.561118245,-0.889108419,-0.602990806,3
2487,Female,63,Portland OR,Foreign,,16,2,8,<undefined>,NaN,<undefined>,White,1689.1,79.36507937,Single,NaN,10.5,NaN,NaN,NaN,12,14,38,552,255,197,519,803,606,322,402,140,1037,863,621,1039,766,212,770,112,251,203,195,150,552,191,454,1151,836,528,411,426,862,1665,15,638,640,805,784,806,825,23.5,792,1608,837,354,1060,80.27210884,0.474909633,0.525185883,0.747975051,3
2488,Male,46,Portland OR,West,Blue Collar,14,2,2.5,Economy,1994,Sedan,White,1752.6,86.16780045,Married,NaN,9,38,36,32,NaN,NaN,NaN,600,263,216,567,871,655,351,501,151,1128,NaN,643,1131,788,235,780,131,273,231,211,162,582,202,383,1032,893,553,488,516,892,1762,21,583,579,862,848,866,872,10.5,569,1769,941,509,984,90.47619048,0.08212205,0.172363952,0,NaN
2489,Male,27,Portland OR,West,Blue Collar,14,0,5,Economy,1991,Non-sedan,White,1854.2,48.5260771,Married,70000,10.5,46,34,34,NaN,NaN,NaN,628,276,237,609,921,684,372,505,136,1062,NaN,656,1094,823,244,830,119,284,204,209,148,573,203,403,1131,896,578,475,529,960,1823,28,659,648,851.3,838,853,863,23,710,1828,916,487,1066,95.46485261,0.569438875,-0.063101523,0,NaN
2490,Female,52,Portland OR,Midwest,,12,2,0.5,Economy,1986,Sedan,White,1676.4,65.75963719,Divorced/Widowed,12500,7.5,NaN,NaN,NaN,12,12,36,567,241,199,522,820,621,323,390,132,939,799,614,951,790,216,757,116,237,183,175,147,570,198,435,1057,855,538,408,409,873,1687,21,594,581,724.6,735,722,717,17.5,700,1572,757,382,1059,65.75963719,0.572839499,-0.336217523,-0.527714193,3
2491,Female,40,Portland OR,West,Service,18,0,0.5,Economy,1998,Non-sedan,White,1752.6,70.29478458,Divorced/Widowed,90000,9.5,NaN,NaN,NaN,10,12,34,615,260,215,544,836,621,329,416,136,976,822,613,936,802,260,834,107,256,200,188,142,548,188,420,1054,861,540,417,433,953,1769,15,604,601,765.6,772,766,759,16.5,783,1664,773,375,1109,73.46938776,1.605852723,-0.472994566,-0.206048965,4
2492,Female,57,Portland OR,West,Blue Collar,18,2,5,Economy,1986,Non-sedan,White,1714.5,67.12018141,Married,37500,11,NaN,NaN,NaN,14,14,36,596,258,197,511,804,607,314,374,146,956,822,618,981,804,249,790,117,265,202,189,155,546,175,433,1073,828,537,399,393,905,1722,10,620,626,799.3,794,803,801,20,655,1621,871,434,1045,70.74829932,1.289115667,-0.458610177,-0.253757417,1
2493,Female,45,Portland OR,West,White Collar,14,2,2.5,Economy,1996,Non-sedan,White,1498.6,53.51473923,Married,37500,5.5,NaN,NaN,NaN,NaN,8,34,552,229,189,474,723,534,285,372,128,941,760,552,899,688,277,731,99,223,184,168,142,545,194,414,1019,734,467,386,366,835,1537,17.5,585,590,702.6,688,706,714,23,700,1526,733,348,943,58.27664399,-1.345998764,0.134814084,1.563680053,5
2494,Male,65,Portland OR,West,,14,7,8,Economy,1989,Sedan,White,1854.2,90.70294785,Married,37500,10.5,44,36,30,NaN,NaN,NaN,600,276,242,576,877,635,334,445,148,1095,NaN,653,1092,799,228,816,124,277,215,209,158,586,205,386,1076,907,569,463,566,933,1827,20.5,586,588,824.3,823,831,819,10,663,1872,949,562,1042,90.02267574,0.775318503,0.619899988,0,NaN
2495,Female,46,Portland OR,West,,12,1,5,Economy,1989,Sedan,White,1619.25,57.59637188,Married,NaN,7.5,NaN,NaN,NaN,12,8,34,571,226,194,522,809,615,328,386,138,932,783,569,928,731,220,767,115,235,180,177,150,533,178,423,1052,772,496,374,392,858,1598,14,581,577,779.3,771,786,781,22.5,698,1547,733,367,994,56.91609977,-0.513303518,-0.608783662,0.68982476,2
2496,Female,28,Portland OR,South,White Collar,14,0,5,Economy,1995,Sedan,White,1574.8,56.6893424,Single,25000,6,NaN,NaN,NaN,10,10,34,553,219,216,501,762,546,285,373,129,933,780,534,939,692,254,740,106,222,163,166,143,538,187,374,984,780,478,386,415,855,1557,13,559,564,697.6,706,697,690,15.5,580,1498,750,380,898,55.32879819,-1.507012725,-0.606050313,0.731760204,3
2497,Female,64,Portland OR,West,White Collar,18,2,0.5,Economy,1999,Non-sedan,White,1530.35,64.39909297,Divorced/Widowed,37500,7.5,NaN,NaN,NaN,12,11,38,556,240,176,482,766,590,306,409,133,1020,831,578,953,748,222,714,104,245,182,186,144,523,176,410,1005,796,509,394,374,812,1581,18,567,565,767.3,768,766,768,22,657,1492,830,328,1005,64.62585034,-0.589071453,0.223546311,0.536366403,3
2498,Female,39,Portland OR,Foreign,White Collar,18,1,2.5,Economy,1996,Non-sedan,White,1485.9,49.88662132,Divorced/Widowed,52500,6,NaN,NaN,NaN,6,6,34,531,228,188,461,716,528,273,354,124,915,742,501,907,666,244,713,111,222,185,168,137,533,193,374,918,720,451,362,385,811,1491,14.5,523,528,673.6,679,677,665,17,628,1435,705,352,900,51.02040816,-1.744829297,0.241820008,0.086467654,4
2499,Male,39,Portland OR,West,Management,18,2,2.5,Economy,1999,Sedan,White,1828.8,83.90022676,Married,90000,10,42,36,32,NaN,NaN,NaN,624,282,216,576,892,676,360,433,147,1033,NaN,632,1035,814,232,795,127,271,216,199,148,558,199,390,1041,920,587,440,496,916,1801,20,604,614,864.6,862,867,865,8,643,1731,967,474,1072,85.03401361,0.257250845,-0.531470716,0,NaN
2500,Female,60,Portland OR,Northeast,,16,1,0.5,Economy,1990,Non-sedan,White,1644.65,86.16780045,,25000,9,NaN,NaN,NaN,NaN,18,40,591,264,204,502,783,579,298,475,136,1175,968,553,1136,733,280,775,108,260,201,182,147,552,188,419,1071,880,519,434,451,887,1640,29,618,603,742,750,740,736,22.5,745,1704,1055,438,1007,86.39455782,-0.103432372,1.407361746,1.026246309,3
2501,Female,34,Portland OR,West,,16,0,0.5,Economy,1999,Non-sedan,,1778,108.8435374,,NaN,10.5,NaN,NaN,NaN,20,20,42,638,267,210,556,851,641,346,501,148,1267,989,631,1223,764,285,832,112,256,210,192,154,601,199,479,1206,883,528,485,481,949,1735,35.5,773,752,830.6,822,834,836,48,825,1795,1012,403,1095,108.8435374,1.352894306,1.327136993,0.430561393,4
2502,Female,45,Portland OR,Midwest,,16,0,5,Economy,1986,Sedan,White,1612.9,74.82993197,Single,37500,9,NaN,NaN,NaN,14,14,36,550,248,215,531,812,597,316,446,139,1024,879,594,999,744,214,739,115,247,204,181,144,550,187,436,1110,834,515,445,427,853,1612,26,658,638,775.6,777,776,774,33,712,1619,941,385,973,76.19047619,-0.110635333,0.063352652,-0.180796549,1
2503,Male,48,Portland OR,Midwest,Blue Collar,14,0,2.5,Economy,1980,Sedan,White,1701.8,71.20181406,Divorced/Widowed,25000,11,38,34,30,NaN,NaN,NaN,578,276,206,527,823,617,321,426,146,947,NaN,609,983,752,230,765,122,275,214,198,162,590,204,351,987,848,544,449,468,882,1713,9,569,574,779,773,784,780,6,638,1648,834,413,1005,72.78911565,-1.176405549,-0.571547985,0,NaN
2504,Male,40,Portland OR,Midwest,Management,16,0,5,Economy,1991,Non-sedan,White,1752.6,58.04988662,Single,25000,8,NaN,29,31,NaN,NaN,NaN,582,263,211,542,831,620,331,407,131,906,NaN,592,948,798,228,797,110,252,198,194,148,566,197,326,866,837,534,436,449,904,1731,8,489,474,796.6,783,791,816,6,548,1559,726,452,1016,57.36961451,-1.173806429,-0.914804339,0,NaN
2505,Female,53,Portland OR,West,,14,4,2.5,Economy,1983,Non-sedan,White,1676.4,58.9569161,Married,150000,9,NaN,NaN,NaN,8,8,36,539,234,211,516,808,597,305,383,134,901,784,582,913,784,202,759,109,248,183,184,150,568,194,393,989,816,524,395,420,871,1668,13.5,575,565,739.3,747,735,736,24,682,1474,701,365,1054,59.41043084,0.363666862,-0.641867816,0.675408423,2
2506,Male,43,Portland OR,West,White Collar,18,2,2.5,Luxury,1994,Sedan,White,1828.8,111.1111111,Married,90000,11,46,40,32,NaN,NaN,NaN,616,291,218,557,866,648,339,510,159,1182,NaN,670,1171,761,258,816,122,275,214,200,167,607,203,458,1235,920,585,507,537,949,1822,55,747,737,829.3,822,835,831,23,735,1903,1077,543,1050,117.0068027,0.950044453,1.693159342,0,NaN
2507,Female,42,Portland OR,West,White Collar,16,2,2.5,<undefined>,1998,Non-sedan,White,1625.6,48.97959184,Married,90000,6.5,NaN,NaN,NaN,6,6,34,558,223,193,500,782,589,307,352,129,827,720,570,844,740,228,769,113,227,189,176,150,558,196,375,947,803,497,382,389,876,1638,8.5,538,531,736.6,725,738,747,13,610,1528,728,403,972,50.34013605,-0.111096531,-0.528493106,-0.617086351,1
2508,Female,39,Portland OR,West,,14,3,8,Economy,1998,Non-sedan,White,1574.8,54.42176871,Married,70000,7.5,NaN,NaN,NaN,6,6,34,547,229,197,492,773,576,295,374,133,882,765,555,917,726,233,711,110,240,192,177,147,544,185,387,983,746,505,400,392,829,1575,12,566,569,720.3,721,720,720,30.5,677,1495,697,339,974,56.6893424,-0.563392401,-0.002865182,-0.397853941,3
2509,Female,63,Portland OR,West,,16,1,10,Economy,1986,Non-sedan,,1600.2,61.67800454,Divorced/Widowed,7500,7.5,NaN,NaN,NaN,16,12,36,537,233,202,503,815,613,301,404,131,1046,812,566,987,735,213,738,111,242,196,182,144,529,177,374,963,813,504,399,407,842,1602,23.5,539,551,757.3,759,755,758,21.5,705,1536,823,373,1026,62.13151927,-0.817323864,0.200562805,-1.324831963,4
2510,Female,41,Portland OR,West,,16,2,5,Economy,1991,Non-sedan,White,1879.6,70.29478458,Married,150000,11,NaN,NaN,NaN,12,12,34,624,256,217,572,891,674,355,399,125,928,768,642,945,910,244,837,122,261,199,200,146,572,201,415,1026,947,590,411,447,951,1870,8,591,591,828.6,833,833,820,16,722,1626,716,383,1211,70.29478458,2.539865732,-1.41012013,-0.698524833,3
2511,Female,24,Portland OR,Northeast,White Collar,14,0,5,<undefined>,NaN,<undefined>,White,1727.2,63.49206349,Single,NaN,8,NaN,NaN,NaN,NaN,NaN,34,593,236,195,526,813,618,331,377,132,906,724,591,930,794,250,819,114,244,188,184,137,552,194,384,977,846,530,385,408,924,1734,9,577,573,775.6,785,769,773,13.5,518,1591,831,497,970,63.49206349,1.48657465,-0.862768769,-0.493512243,3
2512,Male,52,Portland OR,West,White Collar,14,2,NaN,Economy,1995,Non-sedan,White,1828.8,84.3537415,Married,37500,10,NaN,35,32,NaN,NaN,NaN,671,266,183,536,841,658,353,460,145,1003,NaN,603,1016,799,300,827,112,263,222,216,150,544,187,371,1007,878,568,464,471,950,1793,16,572,584,828.6,826,829,831,8,603,1811,862,517,1029,82.99319728,0.931043506,-0.131564304,0,NaN
2513,Female,48,Portland OR,West,White Collar,14,0,0.5,Economy,1993,Non-sedan,White,1676.4,56.23582766,Divorced/Widowed,90000,7.5,NaN,NaN,NaN,6,2,32,571,238,199,513,807,608,314,365,132,884,725,545,872,745,255,777,112,235,187,177,155,582,202,367,925,789,510,395,409,900,1671,11,537,522,753.6,746,756,759,19,693,1540,673,369,1031,56.23582766,-0.060424604,-0.648199379,-1.409667253,4
2514,Male,47,Portland OR,West,White Collar,14,1,0.5,Economy,1979,Non-sedan,White,1803.4,81.63265306,Divorced/Widowed,17500,10,42,34,30,NaN,NaN,NaN,603,280,206,526,843,637,320,434,143,1048,NaN,646,1051,791,251,806,122,274,223,199,161,576,194,397,1047,864,555,474,459,917,1765,12,638,633,801,804,798,801,9,627,1739,897,516,1012,84.58049887,0.74958849,-0.033023898,0,NaN
2515,Male,57,Portland OR,West,,14,1,5,Luxury,1983,Sedan,White,1803.4,80.72562358,Divorced/Widowed,NaN,11,42,36,31,NaN,NaN,NaN,600,285,203,542,848,645,339,455,144,1052,NaN,629,1048,810,230,795,128,278,208,198,149,577,204,384,1020,888,562,438,488,923,1769,16,564,573,749.6,751,751,747,9.5,573,1633,920,474,1017,81.17913832,0.300875992,0.134327382,0,NaN
2516,Female,63,Portland OR,West,White Collar,16,3,2.5,Economy,1994,Sedan,White,1765.3,60.77097506,Married,70000,10,NaN,NaN,NaN,12,12,38,577,253,189,505,799,610,316,357,138,825,739,602,843,829,228,782,113,255,185,190,156,564,194,409,972,881,550,408,390,910,1751,11,575,568,784.6,783,785,786,20,739,1535,686,339,1121,59.18367347,-0.124857515,-2.869343519,1.295455217,2
2517,Female,31,Portland OR,Midwest,White Collar,18,0,5,Economy,1995,Non-sedan,White,1676.4,81.63265306,Single,37500,8.5,NaN,NaN,NaN,14,14,38,561,235,212,529,830,618,317,424,136,1112,862,628,1085,765,228,768,116,255,207,183,151,568,193,470,1173,835,520,477,478,879,1683,27.5,699,699,789,782,787,798,24,767,1647,885,390,1069,85.26077098,0.723111689,0.201364815,-0.172424451,3
2518,Male,46,Portland OR,West,White Collar,16,2,0.5,Economy,1995,Non-sedan,White,1803.4,71.20181406,Married,70000,9.5,40,32,32,NaN,NaN,NaN,596,258,205,541,876,671,336,437,144,947,NaN,605,991,829,230,818,133,261,214,205,146,592,219,358,978,879,581,438,496,928,1775,7.5,572,578,826,819,831,828,8,627,1667,827,443,1056,70.52154195,-0.616486371,-0.990012288,0,NaN
2519,Male,26,Portland OR,Foreign,White Collar,16,0,2.5,Economy,1998,Non-sedan,Hispanic,1752.6,92.97052154,Single,70000,9.5,42,36,31,NaN,NaN,NaN,593,269,219,568,869,650,349,495,152,1152,NaN,641,1162,806,216,788,127,268,209,192,163,598,203,406,1126,900,561,482,531,908,1744,42.5,674,657,812.6,822,808,808,20,626,1722,962,490,1015,94.10430839,0.176847547,0.367812544,0,NaN
2520,Female,53,Portland OR,Foreign,White Collar,14,1,2.5,Economy,1999,Sedan,White,1778,63.49206349,Married,70000,9.5,NaN,NaN,NaN,10,10,36,593,241,193,518,828,635,325,370,141,967,792,611,918,846,232,776,120,255,189,192,157,553,180,425,1003,873,571,400,408,871,1749,16,541,545,820.3,813,824,824,17.5,698,1598,760,365,1117,63.94557823,1.610605359,-0.683753848,-1.799283504,3
2521,Female,31,Portland OR,Midwest,White Collar,16,0,5,Economy,1994,Non-sedan,White,1600.2,63.49206349,Divorced/Widowed,7500,6.5,NaN,NaN,NaN,10,6,36,545,225,214,522,807,593,308,383,129,961,764,556,941,728,222,756,108,222,182,171,145,550,194,391,996,777,483,408,437,873,1614,11.5,582,575,751,755,753,745,18.5,637,1515,693,380,967,60.77097506,-0.688013673,-0.383993447,-0.481670082,3
2522,Male,59,Portland OR,West,,18,0,2.5,Economy,1980,Sedan,White,1676.4,100.2267574,Single,37500,9.5,NaN,40,28,NaN,NaN,NaN,581,280,209,531,851,642,322,478,163,1159,NaN,604,1137,715,234,777,117,262,219,196,174,614,205,431,1166,887,543,457,512,886,1671,40,689,673,755.6,756,753,758,18.5,752,1823,1106,512,974,99.31972789,-0.885466099,1.942898154,0,NaN
2523,Female,62,Portland OR,West,White Collar,16,2,2.5,Economy,1970,Sedan,White,1625.6,72.56235828,Married,NaN,7,NaN,NaN,NaN,14,14,36,545,235,208,496,710,502,288,410,136,1096,841,575,1007,743,234,748,107,223,190,169,146,542,186,433,1081,896,511,417,418,857,1632,20.5,630,618,736.6,741,736,733,24.5,760,1608,834,397,1035,73.46938776,0.085179381,0.358409673,0.17759943,5
2524,Female,37,Portland OR,West,White Collar,18,0,8,Economy,1978,Sedan,White,1727.2,76.19047619,Married,NaN,8,NaN,NaN,NaN,10,14,36,598,261,190,510,808,618,320,387,132,957,787,607,918,788,265,781,121,245,175,168,151,571,195,471,1115,826,528,377,390,898,1700,16.5,667,690,775.3,771,776,779,34.5,612,1637,903,480,997,76.41723356,0.255903721,-1.080947042,2.021155119,3
2525,Male,40,Portland OR,West,Management,16,0,2.5,Economy,1988,Sedan,White,1854.2,86.16780045,Married,NaN,10,44,36,34,NaN,NaN,NaN,621,269,208,557,881,673,349,426,149,1061,NaN,628,1082,822,236,838,117,270,201,202,155,587,199,413,1069,958,593,478,506,954,1824,33.5,623,613,822.6,826,826,816,15.5,634,1773,993,514,1091,89.569161,1.085220337,-0.030215614,0,NaN
2526,Female,32,Portland OR,West,,16,2,2.5,Economy,1985,Sedan,White,1644.65,70.29478458,Married,37500,9,NaN,NaN,NaN,12,12,34,583,241,202,518,805,603,316,380,136,935,778,588,951,732,256,789,118,251,194,189,148,561,196,406,1034,769,495,398,417,879,1640,8.5,630,619,744.3,753,745,735,11.5,705,1596,725,393,1005,66.89342404,-0.026668942,-0.353656977,-0.253164887,4
2527,Female,45,Portland OR,West,,14,2,5,Economy,1999,Non-sedan,White,1600.2,63.49206349,Married,37500,6.5,NaN,NaN,NaN,10,10,34,594,232,206,500,758,552,294,375,129,885,779,560,893,714,286,785,108,231,193,166,142,538,188,423,1049,752,484,394,409,889,1608,15,625,622,692.6,697,696,685,20.5,732,1587,710,367,982,61.9047619,-0.146473885,0.235491171,0.098416112,1
2528,Female,39,Portland OR,Foreign,White Collar,18,0,2.5,Economy,1996,Sedan,White,1651,49.88662132,Married,52500,7,NaN,NaN,NaN,4,4,32,570,227,190,491,769,579,301,362,127,827,719,569,842,762,249,767,106,236,177,177,146,537,182,384,955,785,495,364,403,877,1648,8.5,530,553,775.6,782,781,764,14.5,656,1507,622,361,1016,52.15419501,0.410514206,-0.50408566,-0.308476329,1
2529,Female,52,Portland OR,Northeast,White Collar,14,2,0.5,Luxury,1992,Sedan,White,1568.45,48.97959184,Married,150000,6.5,NaN,NaN,NaN,4,4,34,544,228,185,461,720,535,276,348,126,823,739,522,816,694,249,745,104,226,179,165,149,555,199,371,927,718,468,394,393,851,1553,11,520,521,648,658,644,642,21.5,642,1464,627,353,943,49.65986395,-0.963197827,-0.022611298,0.115231611,2
2530,Male,60,Portland OR,West,,14,1,0.5,Economy,1993,Sedan,White,1727.2,86.16780045,Married,NaN,8,NaN,36,30,NaN,NaN,NaN,593,251,205,539,844,639,334,441,144,1028,NaN,601,1013,743,233,787,116,259,221,194,154,571,196,374,1018,880,532,454,467,910,1704,25,559,554,795,794,793,798,9.5,666,1742,918,493,993,79.36507937,-0.468882233,0.023072097,0,NaN
2531,Female,44,Portland OR,South,,18,0,2.5,<undefined>,2000,<undefined>,White,1600.2,68.02721088,,NaN,6.5,NaN,NaN,NaN,9,10,34,571,231,184,479,749,565,295,412,132,988,774,571,948,715,257,743,104,221,175,166,143,526,182,438,1093,769,490,394,394,843,1584,18,633,634,709.6,713,723,693,27,735,1571,798,365,985,68.02721088,-0.290533036,0.242922708,0.397885233,3
2532,Male,41,Portland OR,West,White Collar,16,0,5,Economy,1989,Sedan,Asian,1676.4,61.2244898,Married,70000,8,38,30,30,NaN,NaN,NaN,591,243,195,509,786,591,314,406,154,868,NaN,587,896,728,248,788,115,242,192,180,168,558,181,341,909,810,507,387,447,896,1679,8.5,554,539,717.6,708,730,715,4.5,580,1591,733,454,961,60.99773243,-1.496832371,-0.462457687,0,NaN
2533,Female,39,Portland OR,Foreign,White Collar,NaN,2,NaN,Luxury,1986,Sedan,Asian,1625.6,61.67800454,Married,37500,8.5,NaN,NaN,NaN,10,10,34,554,253,205,508,813,608,303,372,143,905,754,592,924,751,223,744,109,247,173,190,156,531,171,398,1033,792,508,385,425,837,1618,25,581,567,751,751,751,751,28.5,742,1546,768,342,1034,63.94557823,-0.198878124,-0.475788862,-0.302088588,2
2534,Female,25,Portland OR,Northeast,White Collar,16,0,10,<undefined>,NaN,<undefined>,White,1524,43.99092971,Single,12500,7,NaN,NaN,NaN,6,4,34,501,223,186,475,752,566,289,332,126,837,717,532,826,712,183,677,103,227,171,174,144,530,184,328,829,729,485,354,372,788,1525,4,502,506,694.6,697,696,691,6,556,1396,651,402,936,44.44444444,-1.815958023,-1.377971172,0.142290264,2
2535,Female,35,Portland OR,West,,14,1,5,Economy,1999,Non-sedan,White,1600.2,52.15419501,Married,NaN,7.5,NaN,NaN,NaN,6,4,34,548,228,205,516,784,579,311,369,124,864,750,559,886,724,236,772,102,237,188,174,136,528,185,364,929,770,486,394,409,868,1610,8,533,538,704.3,703,704,706,16,610,1533,728,415,942,53.28798186,-0.393260479,-0.466262758,0.560180604,1
2536,Female,41,Portland OR,West,,18,1,2.5,Economy,1998,Non-sedan,White,1651,89.79591837,Married,150000,9.5,NaN,NaN,NaN,18,18,44,558,245,194,490,777,583,296,439,128,1169,942,630,1102,752,239,745,100,249,196,172,142,555,199,473,1213,853,542,411,437,863,1653,18,722,703,742.6,733,740,755,34,772,1678,1009,410,1031,92.5170068,0.52431047,1.302405953,0.360560238,2
2537,Female,47,Portland OR,Midwest,,16,0,2.5,Economy,1995,Sedan,White,1625.6,53.51473923,Single,NaN,6,NaN,NaN,NaN,NaN,4,32,573,224,192,496,768,576,304,348,124,913,702,569,890,751,245,764,111,226,172,172,136,532,188,376,941,783,504,375,397,867,1638,11,542,543,710,704,708,718,12.5,688,1533,670,358,1022,54.87528345,0.297795981,-0.548367143,-0.672660589,4
2538,Male,54,Portland OR,Midwest,White Collar,21,1,0.5,Economy,1997,Sedan,White,1828.8,74.82993197,Married,150000,10.5,40,34,31,NaN,NaN,NaN,603,270,221,557,860,639,336,408,140,1013,NaN,615,1005,805,242,831,113,268,196,207,150,555,192,379,1019,875,564,436,481,959,1817,17,562,568,795,779,816,790,8,677,1689,903,438,1068,76.19047619,0.009313051,-0.695077717,0,NaN
2539,Female,32,Portland OR,Foreign,Blue Collar,18,0,5,Economy,1994,Sedan,White,1803.4,72.56235828,Single,NaN,9,NaN,NaN,NaN,NaN,12,36,621,241,202,537,835,633,335,398,131,965,845,619,992,831,267,794,107,242,197,188,146,559,192,417,1054,876,551,422,431,933,1791,9,632,635,803,787,807,815,17.5,642,1660,788,438,1071,76.19047619,1.435178995,-1.473961592,0.773504972,1
2540,Male,29,Portland OR,Foreign,White Collar,21,0,8,Economy,1994,Sedan,White,1701.8,83.90022676,Single,150000,9,NaN,32,30,NaN,NaN,NaN,570,272,236,560,844,608,324,492,138,1048,NaN,591,1107,758,218,788,152,254,213,190,153,596,210,380,1055,792,528,484,503,916,1699,13.5,647,640,785,779,780,796,6,670,1688,817,437,1004,85.48752834,-0.688750088,0.176693484,0,NaN
2541,Male,57,Portland OR,West,Blue Collar,16,0,2.5,Economy,1991,Sedan,Asian,1828.8,82.53968254,Divorced/Widowed,17500,10.5,40,36,31,NaN,NaN,NaN,661,268,224,563,875,651,339,444,151,1019,NaN,608,1014,785,291,860,129,273,207,204,160,583,197,387,1015,957,555,431,498,964,1803,17,557,569,801.3,803,801,800,10,718,1767,939,454,1073,81.63265306,-0.054095328,-0.579312325,0,NaN
2542,Female,60,Portland OR,Midwest,White Collar,16,0,2.5,Economy,1984,Non-sedan,White,1651,122.4489796,Single,37500,9,NaN,NaN,NaN,22,20,46,545,295,222,535,819,597,313,548,151,1292,1132,634,1249,707,240,683,126,251,198,171,156,584,199,536,1429,858,527,475,482,813,1575,44,779,764,780.3,784,776,781,46,837,1875,1334,452,955,124.7165533,0.115839757,1.42990613,3.603250265,2
2543,Male,60,Portland OR,West,Service,18,4,0.5,Economy,1991,Sedan,White,1778,74.82993197,Married,150000,8.5,42,36,NaN,NaN,NaN,NaN,626,254,207,550,841,634,343,443,144,997,NaN,595,1017,758,252,809,127,256,217,191,156,583,198,380,1031,841,536,443,486,918,1715,14,568,571,757.6,746,764,763,12.5,688,1732,923,422,1016,76.8707483,-0.342380732,-0.022330737,0,NaN
2544,Female,41,Portland OR,West,Service,16,0,2.5,Economy,1993,Sedan,White,1676.4,64.39909297,Married,150000,8.5,NaN,NaN,NaN,10,10,36,567,243,210,522,813,603,312,382,131,1007,824,617,988,788,227,761,113,250,189,180,143,546,190,424,1061,851,531,402,432,868,1679,26,591,590,759,760,758,759,30,699,1571,800,380,1056,68.70748299,0.679920197,-0.343428433,-1.519328594,3
2545,Female,52,Portland OR,West,White Collar,16,0,0.5,Economy,1989,Non-sedan,White,1574.8,97.50566893,Divorced/Widowed,52500,6.5,NaN,NaN,NaN,18,20,40,554,256,192,484,748,556,292,456,137,1176,974,619,1113,675,270,728,107,222,177,160,142,549,190,525,1349,832,484,394,460,834,1545,39.5,784,767,702.3,718,695,694,44,845,1706,972,415,964,99.09297052,-1.373554587,2.453375816,-0.954177797,2
2546,Female,48,Portland OR,West,,16,0,0.5,<undefined>,NaN,<undefined>,White,1524,58.04988662,Single,7500,7.5,NaN,NaN,NaN,12,12,34,525,231,190,470,707,517,280,367,142,908,757,528,863,684,232,694,111,215,178,165,155,537,173,390,998,808,463,407,402,810,1524,18.5,583,592,684.6,676,688,690,15,639,1462,789,352,935,58.73015873,-0.872862756,0.623305738,1.024142742,4
2547,Female,36,Portland OR,Foreign,White Collar,16,0,5,Economy,1994,Sedan,White,1651,56.6893424,Married,150000,8,NaN,NaN,NaN,8,6,34,575,232,191,486,754,563,295,370,128,920,750,560,895,758,248,761,107,240,181,175,147,561,195,373,949,819,508,394,406,875,1648,12.5,544,538,720.3,718,721,722,19,718,1534,662,332,1031,56.6893424,0.119540602,-0.789478719,0.254460424,3
2548,Female,25,Portland OR,Midwest,White Collar,16,0,2.5,Economy,1996,Sedan,White,1828.8,58.04988662,Married,70000,7.5,NaN,NaN,NaN,12,9,34,529,228,211,496,762,551,285,351,128,863,695,563,853,710,224,725,110,241,176,168,141,535,189,418,1054,743,483,405,422,834,1562,12.5,600,596,684,673,691,688,20.5,677,1471,662,338,978,58.27664399,-1.023981452,-0.33793366,0.616662562,2
2549,Male,34,Portland OR,West,Blue Collar,16,1,2.5,Economy,1988,Sedan,White,1879.6,83.90022676,Single,37500,11,42,32,36,NaN,NaN,NaN,592,282,235,601,930,695,366,462,137,1026,NaN,662,1079,870,201,824,114,276,225,213,153,589,207,369,1017,935,597,454,524,933,1857,11,573,573,866.3,860,869,870,8,655,1726,848,473,1102,81.40589569,0.050351892,-0.733176053,0,NaN
2550,Female,41,Portland OR,West,White Collar,14,0,0.5,Economy,1995,Sedan,White,1536.7,65.75963719,Single,52500,6,NaN,NaN,NaN,12,12,32,528,232,204,484,727,523,280,401,131,967,747,570,938,679,230,740,109,227,164,160,142,541,186,444,1132,729,478,402,399,847,1554,20,672,661,676,675,679,674,30,790,1547,759,325,976,67.57369615,-0.902386963,0.728366613,-0.016469531,4
2551,Male,29,Portland OR,Midwest,Service,14,2,0.5,Economy,1986,Sedan,White,1701.8,65.75963719,Single,37500,9,34,31,32,NaN,NaN,NaN,572,257,193,528,834,641,335,399,133,882,NaN,579,908,766,208,774,120,258,208,197,149,569,206,346,939,833,532,428,443,890,1683,8.5,529,538,783.3,784,782,784,6,607,1562,749,414,997,63.03854875,-1.578769922,-0.765795529,0,NaN
2552,Female,52,Portland OR,West,White Collar,16,0,8,Economy,1988,Non-sedan,,1524,58.9569161,,150000,6.5,NaN,NaN,NaN,NaN,NaN,34,504,246,201,469,734,533,268,381,132,916,743,566,908,701,200,702,108,227,179,161,146,555,194,404,1034,744,480,367,381,824,1547,21,603,596,688.3,683,690,692,31,752,1503,682,338,971,58.27664399,-0.988269389,0.462152213,1.180371881,3
2553,Female,63,Portland OR,West,White Collar,14,5,5,Economy,1992,Sedan,White,1651,63.03854875,Single,37500,10,NaN,NaN,NaN,12,12,36,519,243,208,521,813,605,313,369,136,977,795,598,963,765,186,725,119,259,185,184,146,550,189,420,1046,856,521,372,406,835,1636,12.5,575,578,799.6,793,802,804,24,733,1514,747,343,1050,63.94557823,-0.077695206,-0.301537424,-0.055449594,3
2554,Female,55,Portland OR,South,White Collar,21,2,0.5,Economy,1988,Non-sedan,White,1600.2,72.56235828,Divorced/Widowed,37500,7,NaN,NaN,NaN,14,14,38,562,237,196,502,775,579,306,403,130,1096,855,578,999,717,243,721,106,225,175,164,147,543,190,434,1085,789,490,372,400,846,1593,20,623,631,754.3,742,756,765,26.5,838,1605,868,318,1035,72.33560091,-0.611439645,0.954848588,1.291064024,5
2555,Female,48,Portland OR,West,White Collar,14,1,8,Economy,1991,Sedan,White,1701.8,61.2244898,Divorced/Widowed,25000,7.5,NaN,NaN,NaN,NaN,10,34,590,227,215,539,833,618,324,425,135,901,754,583,910,792,247,785,107,241,190,182,146,538,183,401,997,846,530,399,436,896,1694,12,593,590,771.3,768,766,780,17,757,1575,695,360,1073,61.9047619,-0.388378531,-1.914212584,2.909477472,2
2556,Female,32,Portland OR,Foreign,Blue Collar,12,NaN,0.5,Economy,1987,<undefined>,Asian,1524,49.88662132,Single,NaN,7,NaN,NaN,NaN,6,4,NaN,527,232,172,450,712,540,278,359,133,839,741,512,864,688,221,688,99,225,179,167,151,544,175,353,892,715,461,350,360,798,1491,15,535,542,654,669,643,650,22,633,1410,679,350,913,50.56689342,-1.828345776,0.335288078,-1.354158759,NaN
2557,Female,61,Portland OR,West,Blue Collar,14,3,2.5,Luxury,1995,Sedan,White,1695.45,69.84126984,Married,25000,11,NaN,NaN,NaN,12,12,36,547,252,206,523,830,624,317,388,135,1002,844,622,984,763,199,761,118,266,186,192,154,553,186,445,1086,834,541,425,420,860,1668,15,571,584,813.6,811,814,816,21,763,1579,837,357,1058,70.06802721,0.826782167,-0.223120213,0.090577424,3
2558,Female,47,Portland OR,West,White Collar,14,3,8,Economy,1999,Non-sedan,White,1663.7,62.13151927,Married,150000,8,NaN,NaN,NaN,8,8,36,570,245,211,522,802,591,311,369,132,949,854,594,971,785,240,769,104,245,184,176,145,545,191,399,1016,825,516,394,408,880,1676,12,593,599,744.3,755,741,737,23,711,1586,690,368,1051,63.71882086,0.4982602,-0.510014832,0.181704059,1
2559,Female,49,Portland OR,West,Blue Collar,16,0,2.5,Economy,1994,Non-sedan,White,1600.2,62.58503401,Married,90000,6.5,NaN,NaN,NaN,8,10,36,553,223,200,506,761,561,306,395,129,993,791,562,978,726,234,743,102,226,181,169,142,537,186,394,1020,792,496,389,412,857,1598,23,619,600,726.3,732,724,723,28,705,1547,777,367,988,63.71882086,-0.476634443,0.557397127,0.706649065,2
2560,Female,42,Portland OR,Midwest,White Collar,16,0,5,Economy,1996,Non-sedan,White,1739.9,70.29478458,Married,NaN,9,NaN,NaN,NaN,12,12,36,533,243,201,566,880,679,365,392,139,897,792,623,922,850,163,757,114,216,194,185,142,566,201,449,1082,895,567,400,420,875,1747,17.5,617,623,833,828,824,847,28,675,1491,795,369,1108,70.29478458,1.315302849,-0.86177814,-0.14649947,1
2561,Female,30,Portland OR,Foreign,White Collar,16,0,5,Economy,1994,Sedan,Black,1701.8,79.36507937,Single,52500,10.5,NaN,NaN,NaN,12,12,36,571,245,223,546,852,629,323,386,141,991,812,618,1031,786,235,763,119,257,203,211,152,614,197,416,1060,833,531,430,447,879,1695,20,660,651,809,811,810,806,29,743,1648,763,372,1055,78.45804989,0.714431405,-0.371379644,0.554253399,4
2562,Male,36,Portland OR,West,White Collar,18,0,2.5,Economy,1993,Non-sedan,White,1828.8,77.09750567,Married,90000,10,40,34,34,NaN,NaN,NaN,614,262,202,547,864,662,345,431,137,952,NaN,641,972,832,240,837,130,269,213,210,151,575,198,352,982,912,569,466,464,946,1825,15,563,558,812.6,809,806,823,10,608,1713,858,496,1052,75.28344671,0.264870822,-1.243654132,0,NaN
2563,Female,27,Portland OR,Midwest,White Collar,16,NaN,5,Economy,1995,Non-sedan,White,1727.2,61.2244898,Single,150000,8,NaN,NaN,NaN,8,8,36,578,224,189,515,803,614,326,355,126,921,792,619,879,818,231,752,111,238,171,182,142,546,189,379,992,860,534,403,433,865,1720,11,580,588,735,737,729,739,19,703,1572,691,378,1068,61.2244898,0.564271688,-1.507800817,0.86158675,2
2564,Female,56,Portland OR,Foreign,White Collar,14,0,2.5,Luxury,1992,Sedan,White,1651,69.3877551,Divorced/Widowed,25000,8.5,NaN,NaN,NaN,12,12,36,572,251,199,511,759,560,312,384,138,962,816,574,961,751,240,774,120,241,199,181,152,572,190,389,1019,821,511,426,429,872,1659,16.5,583,591,747,744,747,750,23.5,710,1610,789,370,1021,69.84126984,0.512150526,0.056471109,0.47073403,3
2565,Female,50,Portland OR,Midwest,,16,0,5,Economy,1987,Sedan,White,1752.6,68.02721088,Single,17500,9.5,NaN,NaN,NaN,12,16,34,644,242,193,514,802,609,321,393,133,935,787,576,904,788,302,833,119,246,199,192,151,573,194,380,1006,961,520,401,416,954,1759,15.5,569,596,764.3,760,778,755,14.5,815,1649,739,345,1111,67.80045351,1.752328515,-0.620659709,-0.71457839,1
2566,Female,41,Portland OR,Northeast,White Collar,16,0,5,Economy,1999,Non-sedan,White,1670.05,60.77097506,Married,70000,8.5,NaN,NaN,NaN,8,8,34,567,231,189,504,771,582,315,368,121,886,737,567,855,758,230,782,117,239,178,176,142,532,181,392,999,812,500,380,416,874,1653,19,580,576,729.3,739,725,724,9.5,693,1545,675,358,1020,59.86394558,0.374625027,-0.647296309,-0.348802298,2
2567,Female,53,Portland OR,West,White Collar,14,2,2.5,Luxury,1990,Sedan,White,1549.4,58.04988662,Married,70000,7,NaN,NaN,NaN,10,10,36,526,233,189,476,737,548,287,357,131,939,802,544,935,682,221,723,107,235,174,175,138,522,184,411,1005,803,469,372,393,831,1537,15,573,572,731.6,719,747,729,32.5,724,1519,741,328,949,58.73015873,-0.747210324,0.111440882,0.227455854,2
2568,Male,38,Portland OR,West,Service,16,0,2.5,Economy,1981,Sedan,Black,1803.4,82.0861678,Married,70000,10.5,42,33,32,NaN,NaN,NaN,589,270,217,553,872,655,336,471,136,1011,NaN,644,1052,806,224,798,131,266,219,205,152,585,207,416,1084,872,567,483,498,916,1762,16,673,688,815.6,813,825,809,13,627,1678,816,461,1040,86.39455782,-0.524148703,-0.624857128,0,NaN
2569,Female,53,Portland OR,Midwest,White Collar,16,4,10,Economy,1991,Sedan,White,1676.4,60.31746032,Divorced/Widowed,25000,9,NaN,NaN,NaN,NaN,10,36,557,249,185,490,781,596,305,355,136,941,783,576,934,767,236,750,103,247,172,175,152,555,186,399,968,825,511,380,401,868,1659,12,527,533,758.3,771,751,753,24,690,1539,736,380,1039,60.09070295,0.198008224,-0.510575414,0.140876859,2
2570,Female,49,Portland OR,West,White Collar,14,2,2.5,Economy,1995,Non-sedan,White,1600.2,56.6893424,Married,70000,7,NaN,NaN,NaN,7,7,34,546,239,196,492,780,584,296,353,131,923,752,568,905,744,212,750,121,238,181,176,143,540,187,398,971,801,486,401,387,862,1622,18.5,549,546,766,770,763,765,22.5,670,1502,729,338,990,57.14285714,-0.265598297,-0.17188774,0.069700204,2
2571,Male,51,Portland OR,Midwest,White Collar,14,0,2.5,Economy,1986,Non-sedan,White,1981.2,82.53968254,Married,NaN,13,NaN,34,36,NaN,NaN,NaN,664,268,219,603,944,725,384,456,143,948,NaN,669,987,912,256,892,112,294,217,222,154,569,196,377,990,1000,632,441,502,1005,1964,10,557,556,926,932,921,925,4.5,617,1778,864,498,1157,81.40589569,1.41460526,-1.26107657,0,NaN
2572,Female,41,Portland OR,South,White Collar,21,0,2.5,Economy,1992,Non-sedan,White,1752.6,66.21315193,Married,NaN,10.5,NaN,NaN,NaN,12,8,36,613,245,197,536,833,636,339,378,128,933,782,602,924,820,253,807,98,255,186,184,137,539,186,422,1052,852,555,390,423,918,1746,15.5,591,601,799,808,793,796,19,662,1591,753,393,1073,66.89342404,1.150122285,-0.758782923,-1.238202572,3
2573,Female,50,Portland OR,West,White Collar,14,2,8,Economy,1995,Non-sedan,White,1778,72.56235828,Divorced/Widowed,25000,9.5,NaN,NaN,NaN,12,10,34,625,259,213,535,823,610,322,411,133,1000,821,613,971,811,277,819,107,252,197,183,149,573,198,423,1036,869,552,405,429,943,1770,12.5,637,625,771,768,768,777,21.5,755,1691,783,402,1084,74.6031746,1.496319771,-0.39225632,-0.68847239,4
2574,Female,31,Portland OR,Midwest,White Collar,14,0,2.5,Economy,1997,Non-sedan,White,1574.8,67.12018141,Single,17500,7,NaN,NaN,NaN,9,9,34,530,243,202,499,779,577,297,363,131,977,801,573,969,742,226,749,103,238,188,167,145,538,187,426,1051,777,500,390,400,846,1597,16.5,627,628,760.3,754,763,764,29.5,742,1517,723,357,1005,66.21315193,-0.133258462,-0.083773084,-0.477192611,2
2575,Female,65,Portland OR,Midwest,,14,2,2.5,Economy,1998,Non-sedan,White,1600.2,78.91156463,Divorced/Widowed,NaN,6.5,NaN,NaN,NaN,NaN,NaN,36,571,226,172,483,741,569,311,417,141,1095,883,609,1033,709,259,745,109,230,190,176,152,540,186,473,1222,860,488,399,394,838,1586,19,683,658,730.3,739,733,719,31.5,835,1662,969,372,1016,79.138322,0.174187094,1.441848874,0.867316663,3
2576,Male,46,Portland OR,West,White Collar,21,1,2.5,Economy,1983,Non-sedan,White,1727.2,67.12018141,Married,90000,8.5,38,30,30,NaN,NaN,NaN,603,247,227,538,836,609,311,378,144,930,NaN,576,959,771,270,793,124,258,204,202,157,579,204,339,928,850,536,437,481,917,1728,14,530,551,760.6,748,765,769,7,617,1652,733,444,1016,66.4399093,-0.374619097,-0.292589754,0,NaN
2577,Female,49,Portland OR,Midwest,Blue Collar,18,1,5,Economy,1993,Non-sedan,White,1600.2,70.29478458,Married,NaN,7,NaN,NaN,NaN,10,14,36,545,236,186,501,766,580,315,386,135,942,773,607,969,717,226,736,98,234,173,169,147,567,198,451,1123,784,495,390,400,833,1583,30,669,670,727.3,715,725,742,32.5,747,1556,744,357,1004,73.69614512,0.000583061,0.544141173,0.359850794,2
2578,Female,58,Portland OR,South,,16,2,5,Economy,1991,Sedan,White,1701.8,60.31746032,Married,70000,10.5,NaN,NaN,NaN,8,12,34,570,238,201,512,816,615,311,378,127,907,718,584,908,767,236,785,113,255,198,185,137,531,194,413,1018,827,525,377,411,895,1695,11.5,562,560,753.3,750,750,760,17,770,1577,678,345,1082,60.31746032,0.740828514,-0.488643229,0.331902444,3
2579,Female,46,Portland OR,West,,14,2,8,Economy,1992,Sedan,White,1651,54.42176871,Married,70000,8,NaN,NaN,NaN,7,6,34,584,232,181,509,797,616,328,371,135,874,750,564,872,762,244,760,114,242,181,174,146,541,186,371,944,798,507,382,401,860,1632,7,543,538,755.6,754,752,761,16.5,644,1500,663,356,1011,54.19501134,0.201195374,-0.739051163,-0.730349422,2
2580,Female,62,Portland OR,Midwest,,16,0,2.5,Economy,1988,Non-sedan,White,1625.6,77.09750567,Single,70000,9,NaN,NaN,NaN,16,14,38,556,257,180,503,791,611,323,441,145,1143,934,596,1046,732,221,730,104,248,193,188,159,564,190,413,1059,831,513,431,415,844,1625,25,626,615,796,814,790,784,22,784,1665,982,376,985,78.68480726,-0.317614436,1.220537543,-0.60870266,4
2581,Female,49,Portland OR,<undefined>,,14,NaN,NaN,<undefined>,NaN,<undefined>,White,1600.2,58.9569161,,NaN,8,NaN,NaN,NaN,10,8,NaN,544,226,184,498,761,577,314,359,136,920,807,556,886,742,215,748,120,229,187,178,157,564,190,389,949,743,492,381,382,842,1595,10,525,539,744,747,739,746,16,622,1477,743,394,973,57.36961451,-0.401335239,-0.156284809,-0.123559527,NaN
2582,Male,48,Portland OR,West,Blue Collar,14,4,0.5,Economy,1976,Non-sedan,White,1778,124.7165533,Divorced/Widowed,52500,11.5,48,40,30,NaN,NaN,NaN,632,302,242,589,889,647,347,548,159,1365,NaN,659,1334,793,276,808,118,283,249,205,164,593,200,434,1204,907,576,546,597,933,1787,39,722,716,814.3,814,814,815,15,679,1959,1094,555,974,129.7052154,0.170904294,2.703618288,0,NaN
2583,Male,56,Portland OR,West,,14,4,2.5,Economy,1997,Non-sedan,White,1828.8,95.23809524,Married,150000,11.5,44,38,31,NaN,NaN,NaN,663,283,220,563,897,677,343,468,146,1111,NaN,625,1099,791,268,835,120,291,233,217,163,593,206,423,1104,980,574,471,516,969,1822,19.5,601,608,829,828,836,823,8.5,689,1801,1006,492,1071,96.59863946,0.586731553,0.26514709,0,NaN
2584,Female,45,Portland OR,West,White Collar,16,0,8,Economy,1997,Non-sedan,White,1689.1,62.13151927,Married,150000,9.5,NaN,NaN,NaN,8,8,36,570,251,201,511,792,591,310,383,138,944,782,577,946,785,236,775,112,256,184,181,146,549,190,410,979,805,520,391,408,903,1692,10,577,575,739.6,741,736,742,21.5,692,1544,686,382,1040,63.49206349,0.612176418,-0.595176339,-0.386600077,2
2585,Female,57,Portland OR,West,White Collar,14,0,10,Economy,1996,Non-sedan,White,1651,61.2244898,Single,37500,9.5,NaN,NaN,NaN,NaN,6,NaN,541,239,204,531,816,612,327,386,135,894,777,585,932,784,202,747,114,244,195,177,142,534,182,357,938,867,524,385,439,857,1657,12,549,552,764,766,764,762,16,652,1476,702,374,1045,60.54421769,0.235329732,-0.569089115,-1.539827824,NaN
2586,Female,44,Portland OR,South,White Collar,16,1,5,Economy,1995,Non-sedan,,1854.2,86.16780045,Divorced/Widowed,70000,10,NaN,NaN,NaN,16,16,40,652,252,201,560,862,661,359,417,141,1118,932,646,1056,837,281,844,111,255,180,182,153,555,181,451,1142,892,559,410,459,961,1831,29,612,626,802.6,806,795,807,25,825,1783,882,425,1161,86.16780045,2.179273367,-0.145795524,-1.397281885,4
2587,Male,35,Portland OR,West,Blue Collar,16,0,8,<undefined>,1994,<undefined>,White,1879.6,95.23809524,Single,37500,11,42,34,34,NaN,NaN,NaN,667,277,234,582,889,655,348,471,143,1048,NaN,632,1112,815,288,892,123,276,214,208,154,613,213,401,1099,873,570,467,508,999,1849,13,668,664,814.3,814,814,815,8.5,656,1856,892,538,1052,93.42403628,1.030851722,-0.159587473,0,NaN
2588,Female,46,Portland OR,Midwest,Blue Collar,16,0,2.5,Economy,1992,Non-sedan,White,1625.6,70.29478458,Married,150000,8.5,NaN,NaN,NaN,10,12,36,526,242,198,510,802,604,312,383,133,986,783,605,948,744,211,724,102,237,183,184,145,546,191,443,1103,793,507,390,405,828,1594,28,647,656,751.3,764,741,749,32,696,1506,790,359,1000,71.20181406,-0.030664127,0.436627448,0.689590156,3
2589,Male,35,Portland OR,West,White Collar,16,0,8,Economy,1990,Sedan,Black,1676.4,76.64399093,Single,NaN,9,42,30,29,NaN,NaN,NaN,545,251,220,560,847,627,340,455,137,1078,NaN,591,1136,737,194,756,117,250,197,195,154,582,209,368,1036,806,532,463,504,874,1650,16,659,642,775,770,779,776,10.5,623,1608,756,431,977,79.138322,-1.959861279,0.024072118,0,NaN
2590,Female,61,Portland OR,Northeast,,14,4,5,Economy,1993,Non-sedan,White,1727.2,79.36507937,Married,52500,10,NaN,NaN,NaN,20,NaN,40,595,264,186,537,839,653,351,450,140,1172,1006,599,1119,792,236,769,114,259,196,197,148,543,181,381,1000,957,549,425,430,875,1701,41,531,512,819,810,822,825,6,612,1692,935,514,1022,78.91156463,-3.299324989,3.003812551,3.810962915,4
2591,Male,43,Portland OR,Northeast,Service,16,2,10,Luxury,1999,Sedan,White,1930.4,104.30839,Married,150000,12,46,38,36,NaN,NaN,NaN,636,290,203,578,903,700,375,491,134,1145,NaN,683,1142,897,241,835,120,290,216,217,149,572,201,415,1131,980,638,482,518,937,1905,27,691,672,873.6,874,885,862,15.5,718,1839,1022,468,1159,104.5351474,1.692046881,-0.395749837,0,NaN
2592,Female,48,Portland OR,South,White Collar,14,0,2.5,Economy,1995,Sedan,White,1676.4,106.5759637,Married,52500,9,NaN,NaN,NaN,22,20,42,605,278,201,525,796,595,324,463,138,1207,994,655,1155,743,283,786,108,244,195,174,149,559,196,530,1355,917,524,419,419,894,1681,33,798,773,763.6,777,762,752,45,830,1819,1068,459,1045,109.7505669,1.076019168,1.855332971,0.772561073,3
2593,Male,31,Dayton OH,Northeast,White Collar,18,0,0.5,Luxury,1989,Sedan,White,1816.1,94.33106576,Married,90000,12,44,34,32,NaN,NaN,NaN,598,282,243,584,907,664,341,457,144,1106,NaN,624,1142,782,224,821,131,286,212,206,153,582,207,414,1102,856,566,472,536,929,1768,12.5,676,654,811.3,802,815,817,16,644,1758,914,523,1017,95.46485261,-0.154218793,0.104124181,0,NaN
2594,Male,37,Dayton OH,Midwest,White Collar,16,3,0.5,Economy,1990,Non-sedan,White,1828.8,87.52834467,Married,NaN,12,44,34,32,NaN,NaN,NaN,614,278,207,565,874,667,358,467,143,1052,NaN,632,1105,839,237,802,128,287,217,207,155,587,200,382,1022,908,603,497,516,917,1826,30,615,620,867,871,866,864,7,675,1726,899,452,1072,89.79591837,0.856966496,-0.461387038,0,NaN
2595,Female,35,Dayton OH,South,,16,1,0.5,Economy,2000,Non-sedan,White,1701.8,74.82993197,Married,NaN,10.5,NaN,NaN,NaN,12,12,36,571,252,201,525,809,608,324,409,132,1065,894,622,988,781,228,763,112,256,174,197,149,560,186,450,1123,857,542,445,497,866,1680,31,670,664,786,790,788,780,38,721,1659,935,373,1039,81.31519274,0.921035588,0.016019028,0.314965576,3
2596,Male,48,Dayton OH,Midwest,White Collar,21,2,0.5,Economy,1989,Non-sedan,White,1778,97.50566893,Married,150000,10,46,36,32,NaN,NaN,NaN,657,268,218,568,871,653,350,482,144,1109,NaN,619,1111,796,286,842,117,264,218,207,157,602,205,405,1092,888,554,513,530,957,1776,35,645,640,802.6,804,802,802,32,679,1811,970,528,1037,103.4013605,0.762409151,0.45709458,0,NaN
2597,Male,43,Dayton OH,Midwest,White Collar,16,2,5,Economy,1993,Non-sedan,White,1981.2,99.77324263,Married,90000,13,44,36,36,NaN,NaN,NaN,682,275,230,632,970,740,402,519,128,1091,NaN,682,1144,906,254,897,123,290,227,218,154,601,208,392,1069,974,632,488,520,1007,1971,16,625,622,922,917,927,922,8,756,1896,893,487,1178,99.09297052,1.487891793,-1.393600821,0,NaN
2598,Female,39,Dayton OH,Midwest,White Collar,16,1,0.5,Economy,1992,Sedan,White,1625.6,58.04988662,Married,NaN,7,NaN,NaN,NaN,8,10,36,542,235,186,494,764,578,308,357,133,920,795,589,893,760,206,724,108,233,174,177,142,557,192,405,994,808,511,413,430,821,1608,18,587,572,741,742,743,738,25,659,1492,750,337,994,59.63718821,-0.247017205,-0.431311667,-0.193894759,1
2599,Female,54,Dayton OH,Northeast,Management,12,2,8,Economy,1994,Sedan,White,1517.65,48.07256236,Divorced/Widowed,NaN,6,NaN,NaN,NaN,6,4,32,519,209,194,480,716,522,286,353,126,845,717,533,842,679,214,710,105,223,181,170,145,530,178,364,908,722,468,415,422,811,1512,19,531,530,653.6,665,661,635,21,662,1441,637,324,931,49.79591837,-1.709073305,0.07747817,-0.975975811,2
2600,Female,44,Dayton OH,Midwest,White Collar,14,3,5,Luxury,1997,Sedan,White,1549.4,45.35147392,Divorced/Widowed,NaN,6.5,NaN,NaN,NaN,4,2,34,553,228,194,488,742,548,294,350,125,804,710,525,798,679,248,744,107,220,180,170,141,517,177,353,929,719,467,400,394,834,1531,9,523,542,684.3,681,686,686,10,672,1480,591,337,929,47.39229025,-1.300628781,-0.232246041,-0.280720651,1
2601,Male,41,Dayton OH,Foreign,White Collar,21,2,2.5,Economy,1997,Non-sedan,Asian,1676.4,65.75963719,Married,70000,7.5,40,32,31,NaN,NaN,NaN,610,244,219,534,796,577,315,410,151,947,NaN,559,976,717,284,809,114,253,195,191,166,573,188,360,981,803,507,441,484,917,1674,14,579,570,723,712,726,731,9,657,1657,803,412,953,68.25396825,-1.136094093,0.187129349,0,NaN
2602,Male,50,Dayton OH,Foreign,White Collar,24,3,0.5,Economy,1994,Non-sedan,Asian,1727.2,76.19047619,Married,70000,7.5,NaN,38,NaN,NaN,NaN,NaN,598,248,214,539,828,614,325,439,153,1023,NaN,567,1050,746,246,811,119,240,201,183,168,594,199,373,982,825,525,463,502,921,1708,22,578,563,767.6,767,764,772,8,683,1661,887,451,1011,78.68480726,-0.42492196,0.268141717,0,NaN
2603,Female,48,Dayton OH,Midwest,White Collar,16,0,2.5,Economy,1997,Sedan,Black,1727.2,172.3356009,Married,52500,9.5,NaN,NaN,NaN,22,20,48,633,287,210,530,830,620,320,556,150,1455,1226,706,1302,759,323,786,120,247,214,192,159,590,189,610,1738,911,553,508,592,897,1716,53.5,957,1029,810.3,808,815,808,32,976,2067,1484,505,1071,154.4217687,1.290197492,3.179089308,0.446513891,NaN
2604,Male,50,Dayton OH,Midwest,Blue Collar,12,3,2.5,Economy,1997,Sedan,Black,1854.2,108.8435374,Married,52500,13,42,40,33,NaN,NaN,NaN,633,284,236,602,950,714,366,458,149,1104,NaN,654,1134,828,245,832,128,295,220,212,153,582,207,393,1113,935,596,481,545,953,1839,33,678,693,839,853,831,833,13,867,1818,1003,432,1151,104.7619048,0.890813887,-0.179117858,0,NaN
2605,Female,28,Dayton OH,Midwest,White Collar,16,1,0.5,Economy,1993,Sedan,,1651,77.09750567,Single,25000,8,NaN,NaN,NaN,10,12,38,555,231,197,520,798,601,323,401,127,1017,835,617,971,769,214,738,113,238,189,180,140,572,200,440,1104,797,521,402,469,859,1647,29,670,660,749,753,745,749,21.5,709,1605,867,414,1010,76.8707483,-0.088471517,0.528089702,-0.242075518,4
2606,Female,22,Dayton OH,Midwest,,14,0,0.5,Economy,1991,Sedan,Black,1676.4,63.49206349,Single,12500,9,NaN,NaN,NaN,7,9,34,542,255,195,526,814,619,331,360,130,830,700,613,848,807,194,735,118,257,195,192,142,539,187,375,990,826,530,404,420,857,1683,15,567,572,757.6,751,753,769,19,605,1507,731,379,1031,60.31746032,-0.006468039,-1.601739645,1.104566574,1
2607,Male,32,Dayton OH,Northeast,,14,0,8,Economy,1994,Sedan,White,1625.6,83.44671202,Single,25000,8.5,46,33,29,NaN,NaN,NaN,580,258,225,550,819,594,325,486,137,1074,NaN,558,1148,685,266,764,118,249,221,187,153,564,201,406,1090,751,495,473,556,886,1608,17.5,648,654,716,697,726,725,6.5,622,1646,830,439,896,82.0861678,-2.442954779,2.080822229,0,NaN
2608,Male,37,Dayton OH,Foreign,,14,3,0.5,Economy,1990,Sedan,Asian,1752.6,68.02721088,Married,25000,9,40,32,31,NaN,NaN,NaN,643,268,216,542,841,625,326,421,147,864,NaN,610,921,794,288,845,116,261,218,204,156,569,193,334,928,864,550,449,467,960,1802,7.5,527,533,794,786,799,797,4,663,1677,735,444,1067,67.57369615,-0.11363183,-0.889868975,0,NaN
2609,Female,51,Dayton OH,Midwest,White Collar,14,3,NaN,Economy,1991,Sedan,Black,1625.6,79.36507937,Divorced/Widowed,37500,8,NaN,NaN,NaN,12,14,36,564,251,189,507,800,611,318,460,133,1007,865,619,1020,753,226,720,114,243,184,181,146,569,187,449,1126,788,514,420,445,825,1606,30.5,738,679,780.6,771,782,789,18,774,1637,902,376,1016,83.67346939,0.05989591,0.446563214,1.920961022,3
2610,Male,29,Dayton OH,South,,16,0,5,Economy,1998,Non-sedan,Black,1841.5,106.122449,Single,52500,13,46,38,32,NaN,NaN,NaN,617,292,229,602,921,692,373,472,135,1113,NaN,657,1189,827,231,836,132,296,219,215,156,608,216,423,1185,885,594,501,548,960,1829,37,742,728,834,834,835,833,31.5,784,1823,922,448,1105,108.3900227,0.61568886,0.154586703,0,NaN
2611,Female,31,Dayton OH,South,White Collar,18,2,2.5,Economy,1998,Non-sedan,Black,1676.4,68.48072562,Married,90000,8.5,NaN,NaN,NaN,10,12,36,545,251,195,522,809,614,327,371,134,904,758,618,899,784,192,717,113,251,181,191,150,580,199,388,1035,843,524,394,441,846,1662,20.5,617,608,790.6,785,792,795,19,663,1553,763,374,1004,68.48072562,0.203283891,-0.70138669,1.110985756,3
2612,Male,43,Dayton OH,South,White Collar,16,0,8,Economy,1999,Sedan,Black,1752.6,76.64399093,Single,37500,10,40,30,31,NaN,NaN,NaN,608,275,210,566,865,655,356,467,149,981,NaN,604,1018,797,238,801,116,273,216,209,154,559,197,343,952,851,554,457,490,914,1754,10.5,582,586,789.6,784,793,792,4,647,1710,752,459,1033,75.73696145,-1.361872554,-1.279006362,0,NaN
2613,Male,33,Dayton OH,South,,14,0,10,Economy,1997,Non-sedan,White,1905,122.4489796,Married,70000,12.5,48,40,36,NaN,NaN,NaN,652,294,223,620,948,725,397,581,145,1286,NaN,684,1338,869,249,832,132,291,229,221,162,582,198,426,1162,968,617,527,584,953,1878,33.5,731,729,877,863,875,893,10,762,1904,1094,521,1122,126.3038549,1.498469472,0.369559735,0,NaN
2614,Male,38,Dayton OH,South,White Collar,14,4,0.5,Economy,1993,Non-sedan,White,1752.6,81.63265306,Married,17500,9,40,34,32,NaN,NaN,NaN,589,250,199,552,850,651,353,463,132,1042,NaN,625,1064,781,208,778,117,258,211,200,138,546,194,389,1062,917,547,456,484,883,1722,26,633,626,826.6,832,823,825,16,639,1712,947,481,1011,83.90022676,0.004326085,-0.010655998,0,NaN
2615,Male,32,Dayton OH,Northeast,White Collar,18,1,5,Economy,1989,Sedan,White,2006.6,102.0408163,Divorced/Widowed,52500,14,44,36,36,NaN,NaN,NaN,673,286,233,626,937,704,393,534,142,1061,NaN,692,1132,928,261,889,122,286,225,223,151,591,213,401,1109,971,629,499,537,1013,1974,9.5,659,658,869.6,866,874,869,5.5,672,1823,894,513,1161,100.6802721,2.158267975,-0.672652364,0,NaN
2616,Female,45,Dayton OH,South,White Collar,16,2,8,Economy,1997,Sedan,Black,1562.1,64.85260771,Married,70000,7,NaN,NaN,NaN,10,10,36,555,234,201,499,760,559,298,390,133,1015,822,574,990,728,234,731,114,233,179,175,142,530,176,382,1016,889,491,429,431,827,1568,34,588,575,719.3,717,718,723,19,654,1529,841,381,964,64.1723356,-0.427321732,0.1364934,-0.901567221,3
2617,Male,26,Dayton OH,Northeast,,16,0,8,Economy,1996,Non-sedan,Black,1854.2,96.14512472,Single,52500,11.5,44,36,32,NaN,NaN,NaN,638,277,231,589,895,664,358,444,154,1026,NaN,665,1091,864,253,834,119,272,197,210,163,584,199,393,1094,937,591,501,521,953,1841,18,657,652,856.3,841,866,862,10,796,1822,921,433,1137,95.46485261,1.511353135,-0.037655253,0,NaN
2618,Female,32,Dayton OH,South,,14,0,2.5,Economy,1998,Sedan,White,1879.6,104.30839,Divorced/Widowed,25000,11,NaN,NaN,NaN,20,18,40,668,272,216,576,890,674,360,470,137,1182,964,649,1110,853,285,860,122,269,211,203,154,590,196,481,1218,924,585,450,482,986,1855,31,712,712,831,830,827,836,28,818,1817,900,412,1140,102.9478458,2.597714186,-0.267048627,-0.495658547,3
2619,Female,31,San Francisco CA,Northeast,White Collar,14,0,2.5,<undefined>,NaN,<undefined>,,1651,114.739229,Single,NaN,10,NaN,NaN,NaN,22,20,42,581,291,200,527,800,600,327,470,147,1304,1033,643,1175,734,244,765,123,254,196,177,150,607,204,512,1332,883,523,491,533,874,1651,51,802,785,778,779,780,775,39,848,1802,1132,432,1020,116.553288,-0.287351519,2.622522593,-0.26786539,6
2620,Female,49,San Francisco CA,Foreign,White Collar,18,2,2.5,Economy,1993,Sedan,White,1676.4,58.9569161,Divorced/Widowed,NaN,8,NaN,NaN,NaN,NaN,6,NaN,553,244,192,496,760,568,304,349,133,865,739,560,828,773,224,766,110,249,181,185,159,558,186,387,943,804,515,402,405,867,1654,15,540,545,763,754,781,754,23,671,1540,698,372,1014,59.86394558,0.4280698,-0.332421392,0.208979189,NaN
2621,Male,26,San Francisco CA,West,White Collar,16,0,0.5,Economy,1998,Sedan,Asian,1854.2,102.0408163,Single,37500,11.5,44,40,30,NaN,NaN,NaN,613,280,226,580,883,657,354,490,162,1108,NaN,661,1104,791,246,849,126,279,217,213,168,582,192,416,1103,950,584,516,522,966,1851,30,657,661,873,874,877,868,10.5,619,1857,977,565,1049,103.1746032,1.25516367,1.216748357,0,NaN
2622,Female,46,San Francisco CA,West,,14,0,0.5,Economy,1990,Sedan,White,1720.85,163.2653061,Married,37500,10,NaN,NaN,NaN,22,20,48,606,288,222,542,851,629,320,498,148,1555,1352,712,1310,776,281,798,115,254,213,186,158,603,198,533,1577,966,553,531,529,898,1711,38,805,790,820.3,801,829,831,34,888,2013,1498,560,1043,154.6485261,0.977161288,2.21576643,2.04846859,NaN
2623,Male,47,San Francisco CA,Midwest,White Collar,18,2,2.5,Luxury,1996,Sedan,White,1879.6,108.8435374,Married,150000,14,44,40,34,NaN,NaN,NaN,636,296,228,593,898,670,365,484,156,1209,NaN,682,1161,833,248,803,128,305,229,221,155,608,211,416,1133,962,593,513,501,957,1868,36,624,635,908.6,905,915,906,18,753,1894,1102,477,1103,108.8435374,1.786914825,0.365396798,0,NaN
2624,Male,54,San Francisco CA,West,,18,0,0.5,Economy,1988,Non-sedan,White,1727.2,67.12018141,Single,150000,10,40,32,32,NaN,NaN,NaN,594,266,214,556,843,629,342,424,137,948,NaN,607,981,794,222,775,121,268,218,202,152,573,201,349,952,872,532,466,471,903,1738,11.5,513,516,758.6,754,764,758,9,576,1633,798,445,1002,68.48072562,-0.480026126,-0.173895136,0,NaN
2625,Female,63,San Francisco CA,Foreign,,14,2,2.5,Economy,1998,Sedan,White,1600.2,59.86394558,Married,25000,7,NaN,NaN,NaN,10,14,34,554,240,197,485,729,532,288,365,132,935,760,550,881,716,233,740,109,236,181,168,145,535,184,428,1018,762,491,395,418,849,1577,18,565,593,730.6,732,740,720,29,692,1543,743,387,974,60.77097506,-0.546594262,0.434750825,0.491518706,3
2626,Female,26,San Francisco CA,Northeast,Service,16,0,8,<undefined>,NaN,<undefined>,White,1663.7,52.15419501,Single,37500,7,NaN,NaN,NaN,4,4,34,543,235,212,531,797,585,319,330,120,862,729,572,821,785,199,743,110,232,170,178,133,530,186,333,887,820,524,395,401,850,1647,8,495,480,783.6,774,781,796,8,542,1462,727,394,977,51.70068027,0.225183353,-0.8613922,-0.744860232,3
2627,Female,23,San Francisco CA,Foreign,White Collar,16,0,0.5,Luxury,1990,Sedan,Asian,1574.8,50.79365079,Single,NaN,5.5,NaN,NaN,NaN,4,4,32,566,218,196,492,731,535,296,357,132,832,692,523,809,676,256,761,108,221,166,179,148,536,182,352,912,691,460,395,413,867,1557,16,515,516,697.3,687,710,695,16,650,1500,655,362,932,50.34013605,-1.43091011,-0.210810006,-0.429834515,2
2628,Male,41,San Francisco CA,Midwest,White Collar,16,1,5,Luxury,1994,Non-sedan,White,1803.4,90.70294785,Divorced/Widowed,52500,13,46,40,30,NaN,NaN,NaN,634,279,239,596,887,648,357,469,153,1118,NaN,635,1068,766,255,824,127,281,221,212,159,572,193,391,1062,910,561,501,407,955,1811,36,589,602,825,807,823,845,12.5,698,1798,1002,497,1070,90.92970522,0.660409272,0.294231236,0,NaN
2629,Male,45,San Francisco CA,Northeast,White Collar,18,0,0.5,Economy,1997,Sedan,White,1752.6,108.8435374,Married,150000,10,46,44,32,NaN,NaN,NaN,623,265,203,547,840,637,344,496,144,1242,NaN,617,1192,770,274,801,130,266,200,186,155,607,213,462,1217,904,539,500,517,913,1727,35,720,688,800.6,798,800,804,21,798,1783,1136,422,1065,109.0702948,0.189684525,2.914348841,0,NaN
2630,Female,39,San Francisco CA,Midwest,White Collar,16,0,0.5,Economy,1995,Sedan,Black,1498.6,82.53968254,,NaN,6.5,NaN,NaN,NaN,12,18,40,548,216,180,475,730,550,295,413,125,1174,902,593,1050,657,246,699,103,233,176,176,135,555,191,456,1194,824,476,436,437,800,1508,45,729,692,688.3,680,685,700,34,780,1670,952,410,938,83.90022676,-1.178922772,1.892714143,1.371194363,4
2631,Male,36,San Francisco CA,West,White Collar,14,0,5,<undefined>,NaN,<undefined>,White,1879.6,97.50566893,Single,90000,13,44,36,34,NaN,NaN,NaN,646,278,208,570,891,683,362,474,138,1063,NaN,653,1088,874,267,849,122,294,211,218,150,576,202,424,1127,978,607,478,495,973,1878,22,693,688,874,872,874,876,24,722,1883,962,518,1116,98.86621315,1.559680343,-0.186339617,0,NaN
2632,Female,48,San Francisco CA,Northeast,White Collar,14,1,0.5,<undefined>,NaN,<undefined>,Black,1625.6,77.09750567,Divorced/Widowed,NaN,7.5,NaN,NaN,NaN,14,14,38,545,240,230,520,780,550,290,397,137,1022,856,612,998,753,221,724,114,240,187,176,147,589,201,435,1049,876,523,434,454,836,1619,27,639,625,734,725,740,737,24,752,1620,835,410,1011,78.00453515,0.157670155,0.869239628,0.086122766,5
2633,Female,28,San Francisco CA,West,White Collar,18,0,8,Luxury,2000,Sedan,Asian,1625.6,53.51473923,Married,150000,6.5,NaN,NaN,NaN,6,6,NaN,562,229,200,501,760,560,301,360,133,819,712,552,820,745,242,725,108,230,171,180,154,548,174,383,966,769,497,412,421,851,1586,16,584,578,737.6,733,737,743,18,615,1465,695,366,958,57.82312925,-0.599283457,-0.693097174,1.198314309,NaN
2634,Male,49,San Francisco CA,West,White Collar,16,NaN,10,<undefined>,2000,<undefined>,White,1727.2,81.63265306,Single,NaN,9,44,33,29,NaN,NaN,NaN,559,280,208,531,807,599,323,431,143,1094,NaN,594,1057,747,215,733,112,258,212,194,166,586,200,349,962,824,537,466,466,855,1667,19,576,562,779.3,761,791,786,6,616,1635,888,434,994,75.73696145,-1.31370759,0.487190336,0,NaN
2635,Female,19,San Francisco CA,West,,12,0,0.5,Economy,1984,Sedan,Asian,1574.8,58.9569161,Married,NaN,6.5,NaN,NaN,NaN,7,6,34,552,222,192,490,755,563,298,378,134,884,741,528,898,698,232,740,107,234,182,185,148,543,182,383,945,751,469,410,421,860,1572,20,551,556,724.3,720,726,727,25,565,1508,784,435,909,58.9569161,-0.845344484,-0.437682122,-0.238233283,2
2636,Female,25,San Francisco CA,West,White Collar,16,0,2.5,Economy,1995,Sedan,,1511.3,47.61904762,Single,37500,6.5,NaN,NaN,NaN,6,4,34,521,223,185,458,703,518,273,343,132,861,710,511,839,687,225,707,101,229,169,178,145,526,178,345,876,719,464,400,407,810,1509,13,494,494,669,665,667,675,10,632,1417,652,340,933,48.5260771,-1.776158094,0.081771076,-0.421115577,3
2637,Male,30,San Francisco CA,West,,16,0,5,Economy,1991,Non-sedan,Asian,1651,56.6893424,Single,NaN,8,38,30,NaN,NaN,NaN,NaN,554,232,209,511,786,577,302,387,146,851,NaN,555,882,704,223,750,115,244,191,191,152,564,194,325,903,786,504,429,434,870,1612,8.5,516,513,755.3,745,771,750,5,600,1550,737,399,937,54.42176871,-2.155959606,-0.647618294,0,NaN
2638,Male,20,San Francisco CA,West,,14,0,0.5,Economy,1992,Sedan,Hispanic,1651,90.70294785,Single,37500,9.5,NaN,42,NaN,NaN,NaN,NaN,578,281,199,523,814,615,324,478,146,1089,NaN,634,1097,666,232,763,120,263,203,189,157,575,198,450,1216,795,523,496,508,876,1638,31,757,737,745.6,748,747,742,23.5,682,1809,1042,493,935,99.31972789,-0.935060203,1.906585813,0,NaN
2639,Female,18,San Francisco CA,Foreign,,12,0,8,<undefined>,2000,<undefined>,Asian,1587.5,48.07256236,Single,NaN,5.5,NaN,NaN,NaN,NaN,2,32,546,221,185,475,730,545,290,347,134,834,706,517,812,693,246,721,104,224,167,169,146,527,174,353,895,734,472,380,393,825,1545,21,526,508,701,684,712,707,14,598,1431,675,363,927,48.29931973,-1.33625555,-0.440149099,0.850755334,1
2640,Male,38,San Francisco CA,Foreign,White Collar,16,0,0.5,Economy,1990,Non-sedan,Asian,1727.2,77.09750567,Married,90000,9,42,33,31,NaN,NaN,NaN,612,249,218,557,840,622,339,429,149,974,NaN,572,1028,721,258,810,117,249,202,194,155,573,196,367,973,831,522,459,491,929,1700,30,581,576,754.6,754,754,756,14,713,1684,889,417,1004,76.19047619,-0.765527904,0.249372512,0,NaN
2641,Female,32,San Francisco CA,Foreign,Management,16,0,0.5,Economy,1990,Sedan,Asian,1600.2,77.09750567,Married,150000,7.5,NaN,NaN,NaN,14,14,36,561,256,202,500,759,557,298,412,148,996,907,584,974,715,252,714,111,240,173,187,162,568,182,453,1114,857,491,439,432,843,1590,37,677,661,741,736,738,749,32,745,1618,825,370,967,80.27210884,-0.18176125,0.794434309,0.52705282,2
2642,Female,23,San Francisco CA,West,Service,14,0,0.5,Economy,1991,Non-sedan,White,1625.6,58.9569161,Single,37500,6.5,NaN,NaN,NaN,6,8,36,588,230,181,485,753,572,304,377,127,938,771,568,880,760,251,758,106,231,170,178,143,538,182,385,981,825,504,422,406,875,1647,27,577,561,733,718,734,747,15,685,1551,728,372,1038,61.2244898,0.255076945,-0.441503823,0.906235397,3
2643,Female,54,San Francisco CA,Foreign,White Collar,16,0,2.5,Luxury,1993,Sedan,Asian,1600.2,49.88662132,Divorced/Widowed,37500,6,NaN,NaN,NaN,6,6,34,555,225,194,483,724,530,289,344,139,865,731,537,823,721,244,744,115,223,173,173,146,545,183,372,922,777,480,395,398,857,1586,18,489,508,702.3,688,705,714,17,665,1479,670,322,984,49.88662132,-0.672569156,-0.403828353,0.214840323,2
2644,Male,21,San Francisco CA,West,,14,0,2.5,<undefined>,1971,Sedan,Hispanic,1841.5,79.36507937,Single,NaN,11.5,48,33,32,NaN,NaN,NaN,641,270,237,594,911,674,357,455,157,941,NaN,616,974,812,263,864,134,289,233,224,158,581,201,364,1013,917,590,479,487,982,1858,12,556,568,860.6,857,862,863,9,644,1786,833,482,1074,79.138322,0.757421017,-0.608466208,0,NaN
2645,Male,24,San Francisco CA,Foreign,,12,0,2.5,Economy,1994,Sedan,Asian,1727.2,90.70294785,Single,70000,8.5,NaN,34,30,NaN,NaN,NaN,578,279,243,572,853,610,329,479,147,1030,NaN,593,1096,727,239,792,126,264,208,195,157,584,203,387,1077,822,536,504,523,902,1708,35,663,667,800,791,809,800,29,663,1759,889,473,965,88.88888889,-0.687496066,0.857070148,0,NaN
2646,Female,26,San Francisco CA,Midwest,Service,14,0,2.5,Economy,1995,Sedan,Black,1701.8,63.49206349,Single,37500,9,NaN,NaN,NaN,9,9,36,559,240,190,490,772,582,300,357,136,890,731,603,844,761,231,751,106,253,185,191,135,538,184,400,1042,823,524,408,421,860,1658,17,624,605,763,758,768,763,17,655,1586,763,415,994,66.21315193,0.271393269,-0.358723193,-0.152137518,3
2647,Female,24,San Francisco CA,Midwest,Management,14,2,2.5,Economy,1996,Sedan,Black,1625.6,63.49206349,Single,17500,9,NaN,NaN,NaN,10,9,38,528,251,190,507,790,600,317,365,135,929,761,632,886,783,202,711,117,254,183,198,135,560,190,406,1052,812,526,423,418,822,1636,16,598,582,746.6,744,751,745,15,653,1509,725,355,1014,65.07936508,0.036830325,-0.035186008,0.176701233,3
2648,Male,27,San Francisco CA,Northeast,White Collar,16,0,5,<undefined>,NaN,<undefined>,White,1676.4,65.75963719,Single,90000,8,38,32,30,NaN,NaN,NaN,545,263,190,515,801,611,325,403,136,961,NaN,582,972,734,200,745,123,256,189,184,145,544,187,357,973,843,514,453,453,857,1636,16,553,557,766.6,770,767,763,15,619,1560,819,414,979,65.98639456,-1.590520978,0.016201047,0,NaN
2649,Male,40,San Francisco CA,Foreign,White Collar,18,0,2.5,Economy,1996,Sedan,Asian,1727.2,63.49206349,Single,37500,NaN,NaN,NaN,NaN,NaN,NaN,NaN,610,264,194,523,803,609,329,444,153,1009,NaN,595,1006,753,239,791,124,259,201,195,171,577,192,367,1003,829,526,466,467,910,1723,47,605,587,748.6,750,750,746,25,734,1713,822,393,1035,78.45804989,-0.029408036,0.714484215,0,NaN
2650,Male,26,San Francisco CA,West,Service,16,0,5,Economy,1979,Sedan,Hispanic,1676.4,96.14512472,Single,NaN,10.5,NaN,38,30,NaN,NaN,NaN,552,271,204,543,845,641,339,481,159,1171,NaN,607,1168,707,208,722,117,261,207,201,163,592,198,488,1113,821,525,488,522,856,1668,36.5,638,627,798,822,793,779,21,735,1767,982,464,981,95.69160998,-1.095367074,2.093858957,0,NaN
2651,Male,55,San Francisco CA,West,White Collar,14,3,2.5,Economy,1984,Sedan,White,1701.8,85.26077098,Divorced/Widowed,37500,9,42,38,29,NaN,NaN,NaN,583,267,219,548,844,625,329,439,147,1117,NaN,596,1116,737,235,773,121,261,197,201,158,588,205,380,1075,827,524,465,496,894,1679,23,614,612,791.6,784,800,791,13,654,1759,958,522,953,85.71428571,-0.725556254,0.588867664,0,NaN
2652,Female,59,San Francisco CA,Foreign,,14,2,10,<undefined>,NaN,<undefined>,Asian,1574.8,95.23809524,Divorced/Widowed,12500,7.5,NaN,NaN,NaN,22,20,42,572,249,213,507,770,557,294,465,149,1209,1007,560,1130,695,280,766,113,241,182,184,143,549,181,418,1200,868,483,448,484,874,1627,42,544,530,731.3,739,724,731,32,815,1772,1090,389,986,91.60997732,-0.081681013,1.613002658,-0.439912379,2
2653,Male,18,San Francisco CA,Foreign,,14,0,10,Economy,1998,<undefined>,Asian,1701.8,63.49206349,Single,NaN,8.5,NaN,34,33,NaN,NaN,NaN,547,266,224,535,804,580,311,411,143,904,NaN,557,931,714,220,756,117,259,208,196,151,569,203,355,963,800,506,464,479,882,1645,10,573,578,711.3,727,702,705,13,604,1602,737,421,935,69.61451247,-1.447663307,-0.120637037,0,NaN
2654,Male,35,San Francisco CA,Northeast,White Collar,14,0,0.5,Luxury,1995,Sedan,White,1828.8,61.2244898,Divorced/Widowed,150000,9.5,36,30,32,NaN,NaN,NaN,586,256,210,556,846,636,346,384,134,861,NaN,613,884,844,219,799,115,258,200,197,147,567,203,350,945,899,579,443,452,911,1809,9.5,531,528,804.6,809,805,800,8.5,660,1632,737,413,1111,64.85260771,-0.470474869,-1.347483754,0,NaN
2655,Female,28,San Francisco CA,Midwest,Management,14,0,2.5,Luxury,1997,Sedan,White,1574.8,55.32879819,Single,NaN,7.5,NaN,NaN,NaN,6,6,34,570,235,199,503,761,562,304,364,125,881,737,555,870,718,256,764,112,234,178,176,143,536,190,387,978,774,485,386,414,859,1582,10,557,556,685.6,669,686,702,21,627,1493,722,370,950,55.78231293,-0.490746021,-0.387764841,0.760821044,1
2656,Male,24,San Francisco CA,Foreign,,14,0,0.5,<undefined>,NaN,<undefined>,Asian,1778,54.42176871,Single,90000,9.5,NaN,30,NaN,NaN,NaN,NaN,597,256,207,546,828,621,339,404,153,905,NaN,590,915,772,249,801,113,256,192,195,153,567,188,336,911,821,535,435,465,898,1728,9.5,532,532,751,741,756,756,7,656,1628,742,419,1018,62.58503401,-1.111729145,-0.674032807,0,NaN
2657,Female,28,San Francisco CA,Foreign,,14,0,2.5,Economy,1992,Sedan,Asian,1727.2,55.32879819,Single,NaN,7.5,NaN,NaN,NaN,4,4,32,563,238,198,521,807,609,323,350,141,785,682,606,797,794,214,778,110,250,168,190,151,551,182,364,934,822,518,390,404,897,1704,14,520,515,755.3,759,756,751,19,636,1505,659,370,1036,53.28798186,0.616799653,-1.199772477,-0.691216171,1
2658,Female,19,San Francisco CA,West,,14,0,2.5,Economy,1994,Non-sedan,Asian,1625.6,53.51473923,Single,37500,7.5,NaN,NaN,NaN,NaN,7,34,556,222,195,497,751,556,302,368,137,868,721,560,825,750,236,716,102,234,178,181,147,555,186,370,936,788,502,395,395,832,1595,10,560,532,707.3,712,706,704,23,530,1477,745,405,951,55.32879819,-0.90337503,-1.285536885,1.261477113,1
2659,Female,30,San Francisco CA,Foreign,White Collar,16,1,0.5,Economy,1996,Non-sedan,Asian,1651,60.31746032,Married,90000,7.5,NaN,NaN,NaN,NaN,6,34,559,237,192,505,788,596,313,369,141,902,735,566,851,753,248,757,105,234,194,181,145,525,172,382,985,786,506,403,409,866,1640,21,575,565,715.6,715,716,716,21,725,1508,697,315,1032,61.67800454,0.228876695,-0.225679114,0.119229853,2
2660,Female,37,San Francisco CA,Foreign,,14,2,NaN,Economy,1996,Non-sedan,Asian,1625.6,58.04988662,Married,52500,7.5,NaN,NaN,NaN,6,8,36,563,235,179,494,754,575,315,363,146,907,756,569,884,739,230,734,118,239,189,182,153,569,189,370,951,796,503,404,410,840,1611,24,570,554,738.3,730,745,740,32,705,1519,722,326,1009,59.18367347,-0.513978481,-0.521785021,0.395251453,2
2661,Male,28,San Francisco CA,Foreign,White Collar,12,1,5,<undefined>,NaN,<undefined>,Asian,1676.4,72.56235828,Married,37500,8,NaN,30,31,NaN,NaN,NaN,570,251,216,546,851,635,330,457,144,952,NaN,565,983,734,221,781,115,253,212,205,163,556,183,348,965,794,525,448,476,879,1660,27,574,550,732,738,725,733,9,606,1597,776,424,967,68.48072562,-1.423352003,-0.04639221,0,NaN
2662,Female,42,San Francisco CA,Foreign,White Collar,12,0,NaN,Economy,1988,Sedan,Asian,1625.6,62.58503401,,37500,6.5,NaN,NaN,NaN,NaN,8,34,576,243,186,498,753,567,312,351,148,938,770,558,912,713,251,742,119,225,187,176,160,549,181,399,1012,756,484,403,411,853,1587,20,614,612,718.3,725,717,713,31,772,1551,707,298,1025,61.67800454,-0.361662716,0.096776381,0.22898683,3
2663,Female,39,San Francisco CA,Foreign,,14,2,NaN,Economy,1998,Sedan,Asian,1600.2,58.9569161,Married,NaN,7.5,NaN,NaN,NaN,6,8,34,549,240,191,482,752,561,291,349,142,863,747,547,853,703,230,740,116,232,178,183,155,549,182,376,959,723,488,382,408,847,1585,13,574,560,711,708,716,709,20,642,1499,707,361,936,58.27664399,-0.91282022,-0.512879193,0.536377668,2
2664,Male,21,San Francisco CA,South,Service,14,0,5,<undefined>,NaN,<undefined>,White,1828.8,58.9569161,Single,7500,9.5,36,29,31,NaN,NaN,NaN,624,257,210,571,857,647,361,385,134,851,NaN,598,872,769,255,837,117,265,200,210,146,549,193,326,913,844,536,443,446,948,1779,8,529,521,838.3,827,840,848,9,588,1706,793,504,992,60.31746032,-0.842779696,-1.262995362,0,NaN
2665,Female,57,San Francisco CA,Northeast,,18,0,2.5,Economy,1995,Sedan,White,1663.7,61.67800454,Divorced/Widowed,70000,8.5,NaN,NaN,NaN,11,10,36,527,238,213,528,791,578,315,380,126,970,772,596,915,767,188,747,113,236,184,189,146,564,199,390,992,847,533,408,428,853,1648,14,581,563,753,750,754,755,15,685,1534,767,348,1035,64.1723356,-0.427301109,-0.30286783,1.751287699,4
2666,Male,53,San Francisco CA,Foreign,White Collar,18,1,2.5,Luxury,1990,Sedan,Asian,1727.2,54.42176871,Divorced/Widowed,12500,7,36,29,30,NaN,NaN,NaN,599,239,219,523,812,593,304,386,139,834,NaN,544,860,730,273,843,118,258,195,186,150,557,193,332,879,812,504,418,444,956,1705,13,474,474,733,734,735,730,6.5,677,1602,709,389,999,54.87528345,-0.865319729,-0.241117552,0,NaN
2667,Female,19,San Francisco CA,West,,12,0,0.5,Economy,1995,Sedan,Hispanic,1574.8,48.5260771,Single,NaN,6.5,NaN,NaN,NaN,4,2,36,526,221,198,488,735,537,290,325,132,816,674,535,789,713,212,710,105,233,176,176,141,541,183,350,885,759,476,374,379,826,1560,8,507,502,700.3,691,697,713,12,575,1429,646,375,947,46.71201814,-0.883920252,-0.449659824,-0.535458684,2
2668,Male,19,San Francisco CA,Foreign,,14,0,0.5,Economy,1995,Sedan,Asian,1701.8,72.56235828,Single,37500,9.5,NaN,34,32,NaN,NaN,NaN,563,245,211,562,851,640,351,420,144,952,NaN,614,977,723,197,746,120,250,204,195,149,546,185,372,1005,828,538,434,482,862,1697,28,583,619,796.6,798,798,794,17,621,1719,878,463,971,71.88208617,-0.744163692,0.473434657,0,NaN
2669,Female,35,San Francisco CA,West,,NaN,NaN,NaN,Economy,1988,Sedan,Asian,1574.8,55.78231293,,NaN,6,NaN,NaN,NaN,6,4,34,549,225,199,485,723,524,286,351,138,884,750,538,876,703,249,731,113,224,171,164,153,563,189,355,889,771,470,408,415,840,1557,25,515,516,693,682,693,704,17.5,648,1481,704,347,957,53.7414966,-0.92006439,0.005288947,-0.294407725,2
2670,Male,43,San Francisco CA,Foreign,White Collar,16,2,0.5,Economy,1996,Non-sedan,Asian,1778,82.99319728,Married,52500,8.5,44,34,34,NaN,NaN,NaN,631,260,224,561,837,613,337,475,153,1011,NaN,589,1039,743,268,819,121,247,217,203,157,568,193,357,996,795,533,474,518,949,1738,15.5,587,578,786.6,773,798,789,9,590,1723,898,498,979,83.44671202,-0.136094779,0.209863469,0,NaN
2671,Female,31,San Francisco CA,Foreign,,16,0,2.5,Economy,1997,Sedan,White,1752.6,95.23809524,Single,37500,9,NaN,NaN,NaN,14,16,36,584,259,215,554,833,618,339,466,146,1132,927,647,1089,804,235,755,116,258,190,195,154,570,192,476,1176,892,556,460,448,871,1723,30.5,672,669,810.3,803,817,811,40,723,1726,939,445,1070,93.19727891,1.533999443,0.697589695,-0.324227571,4
2672,Female,53,San Francisco CA,West,Management,14,1,5,Economy,1998,Sedan,White,1701.8,80.72562358,Married,70000,8.5,NaN,NaN,NaN,14,15,36,574,263,191,515,795,604,324,413,136,980,778,629,978,775,235,764,112,246,190,195,148,552,194,471,1124,841,537,408,414,877,1693,21,663,684,764.6,776,754,764,37,765,1644,810,365,1064,81.85941043,0.974255323,0.526801527,-0.293045282,2
2673,Female,48,San Francisco CA,Foreign,White Collar,16,1,2.5,Economy,1986,Sedan,Hispanic,1555.75,58.9569161,Single,52500,6,NaN,NaN,NaN,9,8,34,519,232,192,493,764,572,301,364,130,930,779,568,904,701,208,694,114,222,180,173,143,542,187,368,961,748,478,404,407,819,1530,16.5,561,544,711.6,725,706,704,21,692,1494,705,321,966,57.36961451,-1.617522359,-0.739190698,1.54919064,2
2674,Male,27,San Francisco CA,Foreign,,12,0,2.5,Economy,1991,Sedan,Asian,1778,68.02721088,Single,NaN,6.5,NaN,33,32,NaN,NaN,NaN,600,253,211,531,840,629,320,400,153,848,NaN,586,872,768,255,820,123,246,206,183,168,558,182,346,937,846,530,474,446,941,1733,11,563,549,788.6,779,804,783,6.5,623,1668,792,440,998,63.71882086,-1.610380173,-1.60444355,0,NaN
2675,Male,21,San Francisco CA,West,,12,0,2.5,Economy,1990,Sedan,Hispanic,1727.2,65.75963719,Single,NaN,10.5,NaN,30,30,NaN,NaN,NaN,584,265,207,509,784,577,302,384,139,893,NaN,568,926,725,263,788,131,268,198,188,157,608,195,335,927,805,530,466,450,921,1690,12,561,568,738.3,753,738,724,9,604,1662,801,475,933,64.85260771,-0.897667885,-0.311012805,0,NaN
2676,Male,24,San Francisco CA,West,,14,0,5,Economy,1994,Sedan,Asian,1778,54.42176871,Single,70000,9,34,29,30,NaN,NaN,NaN,585,236,206,553,846,640,347,371,144,758,NaN,617,817,800,217,791,118,253,179,191,153,553,197,321,876,865,526,408,436,914,1741,9.5,487,472,764,764,764,764,8,567,1554,696,436,1018,52.60770975,-1.386750221,-1.302790403,0,NaN
2677,Male,28,San Francisco CA,West,,12,0,0.5,Economy,1993,Sedan,Asian,1727.2,90.70294785,Single,NaN,10,NaN,36,32,NaN,NaN,NaN,604,268,222,572,881,659,350,474,149,1031,NaN,622,1073,780,245,782,114,257,203,201,155,584,199,389,1067,865,554,496,519,904,1728,27,607,623,784.3,776,793,784,13,627,1714,909,433,992,85.48752834,-0.806699812,0.429522723,0,NaN
2678,Male,24,San Francisco CA,Foreign,Service,14,0,0.5,Economy,1999,Sedan,Asian,1625.6,52.15419501,Single,70000,7.5,38,28,30,NaN,NaN,NaN,562,229,198,505,773,575,307,378,140,892,NaN,543,934,731,239,756,114,241,187,188,153,537,186,306,850,774,491,394,444,883,1643,7,469,472,698.3,708,698,689,4,653,1528,652,353,991,51.4739229,-2.343784094,-0.681092441,0,NaN
2679,Male,48,San Francisco CA,Northeast,Service,16,0,8,Economy,1998,Sedan,White,1714.5,72.56235828,Single,NaN,10,40,33,32,NaN,NaN,NaN,576,259,218,551,841,623,333,430,133,932,NaN,578,973,771,233,774,118,278,214,206,154,561,194,390,1008,805,539,430,465,902,1709,9,592,584,748.3,741,754,750,10.5,693,1608,796,385,1058,72.33560091,-0.472223997,-0.086403124,0,NaN
2680,Male,34,San Francisco CA,Northeast,,16,NaN,NaN,<undefined>,1999,<undefined>,,2032,83.90022676,Married,NaN,13,NaN,34,36,NaN,NaN,NaN,659,266,213,628,967,754,415,456,140,1029,NaN,707,1047,983,227,838,132,288,210,221,151,588,208,377,1013,1039,655,481,483,969,1996,23,603,595,896.6,896,899,895,16.5,578,1800,905,544,1200,88.20861678,1.452296495,-2.238710642,0,NaN
2681,Female,40,San Francisco CA,Midwest,White Collar,18,NaN,8,Economy,1987,Sedan,White,1638.3,58.9569161,Married,NaN,8.5,NaN,NaN,NaN,9,9,34,573,257,193,507,796,603,314,398,140,920,823,579,892,757,235,762,120,245,202,183,144,561,198,396,1015,804,523,408,411,862,1630,12.5,603,593,738.3,735,736,744,20,657,1545,740,355,1011,65.30612245,-0.043768935,-0.74268657,1.122962475,1
2682,Female,20,San Francisco CA,Foreign,,14,1,0.5,Economy,1998,<undefined>,Asian,1574.8,58.9569161,Single,NaN,6,NaN,NaN,NaN,7,8,36,526,236,195,495,755,560,300,403,134,969,821,561,953,733,213,718,114,223,177,173,150,532,172,387,1007,782,496,395,414,825,1564,28,604,590,712.3,697,713,727,22,595,1473,833,390,946,63.94557823,-0.644944072,0.058715813,0.444161415,2
2683,Female,18,San Francisco CA,West,,14,1,2.5,Economy,1995,Non-sedan,Asian,1600.2,54.42176871,Single,90000,7.5,NaN,NaN,NaN,4,4,36,561,230,180,472,726,546,292,345,138,862,753,539,858,678,249,715,103,244,180,176,146,554,182,352,924,727,458,395,400,843,1535,13,554,534,677.6,680,672,681,14.5,612,1509,733,382,909,52.83446712,-1.438901424,-0.216427907,-0.930623889,1
2684,Male,19,San Francisco CA,Foreign,,12,1,5,Economy,1987,Sedan,Asian,1676.4,74.82993197,Single,NaN,9.5,NaN,33,33,NaN,NaN,NaN,568,251,207,521,794,587,314,425,144,1026,NaN,581,1029,703,233,741,113,246,191,184,150,553,187,376,1015,783,511,434,490,880,1644,40,644,618,742.6,735,759,734,13,511,1671,924,536,868,78.68480726,-1.000718594,1.138876915,0,NaN
2685,Male,64,San Francisco CA,Foreign,,12,0,NaN,<undefined>,2000,<undefined>,Asian,1638.3,63.49206349,Single,7500,7,36,40,NaN,NaN,NaN,NaN,570,253,191,510,773,582,319,411,146,948,NaN,576,941,724,235,747,120,242,197,189,152,542,184,358,992,899,514,448,427,864,1629,31,564,551,807.3,806,796,820,21,630,1617,900,388,970,68.70748299,-1.119514942,0.189249918,0,NaN
2686,Female,46,San Francisco CA,West,White Collar,14,0,2.5,Economy,1998,Sedan,White,1676.4,77.09750567,Divorced/Widowed,52500,8.5,NaN,NaN,NaN,14,14,40,555,239,201,537,825,624,336,418,131,1051,836,585,972,755,204,767,111,245,183,186,138,524,178,430,1073,844,520,434,417,853,1643,34.5,624,615,770,766,780,764,23.5,716,1550,831,367,1048,74.82993197,-0.040958621,-0.659764767,2.491931677,2
2687,Female,24,San Francisco CA,West,White Collar,16,0,8,Economy,1991,Sedan,White,1600.2,56.6893424,Single,37500,7.5,NaN,NaN,NaN,8,8,36,556,238,182,493,763,581,311,391,139,901,746,567,848,735,225,763,111,227,183,168,142,541,187,399,1009,777,492,376,401,850,1594,15.5,578,577,699,695,705,697,20,550,1514,818,441,932,58.04988662,-0.214157686,0.069023982,0.35994488,3
2688,Male,23,San Francisco CA,Northeast,White Collar,16,0,5,Economy,1987,Non-sedan,White,1879.6,77.09750567,Single,37500,12.5,NaN,34,NaN,NaN,NaN,NaN,630,279,200,565,888,688,365,434,135,942,NaN,633,979,831,251,873,133,294,222,221,156,594,208,374,1026,888,582,441,466,969,1854,7.5,565,582,793.6,798,795,788,8,617,1752,879,494,1056,77.55102041,0.506234825,-0.781742036,0,NaN
2689,Male,47,San Francisco CA,Midwest,White Collar,21,2,5,Economy,1988,Sedan,White,1803.4,92.97052154,Married,150000,9.5,44,36,31,NaN,NaN,NaN,607,272,243,599,908,665,356,495,151,1169,NaN,624,1234,802,238,847,139,267,226,213,159,582,199,376,1042,884,563,496,556,954,1801,14,606,612,888,872,893,899,9.5,646,1771,883,503,1040,92.29024943,0.652883887,0.117500156,0,NaN
2690,Female,21,San Francisco CA,Foreign,,12,0,5,Economy,1999,Non-sedan,Hispanic,1574.8,48.07256236,Single,NaN,6.5,NaN,NaN,NaN,4,4,34,563,224,169,479,736,567,310,338,137,807,680,543,799,716,240,732,110,235,177,179,147,532,179,351,895,767,483,367,390,850,1586,17,502,513,708.3,713,705,707,19,623,1499,664,372,960,48.75283447,-0.932833612,-1.157746077,0.476408839,1
2691,Female,19,San Francisco CA,Foreign,,12,0,5,<undefined>,NaN,<undefined>,Asian,1524,56.6893424,Single,NaN,5.5,NaN,NaN,NaN,6,6,36,554,226,189,460,724,535,271,377,143,882,712,528,851,644,268,731,98,223,187,181,152,554,182,368,968,676,446,385,419,855,1502,18,595,595,646.6,658,638,644,25,625,1473,686,344,879,56.46258503,-1.801136851,0.303572983,0.39767772,2
2692,Female,31,San Francisco CA,Foreign,White Collar,16,0,2.5,Luxury,1997,Sedan,Asian,1574.8,53.51473923,Married,150000,6.5,NaN,NaN,NaN,4,2,34,581,235,201,501,748,547,300,392,145,855,731,515,862,676,272,786,104,230,192,175,154,554,178,356,893,724,464,393,407,891,1575,16.5,525,531,699.6,688,707,704,14,595,1518,716,392,914,53.28798186,-1.087999105,-0.471380532,0.92509681,1
2693,Female,27,San Francisco CA,West,White Collar,16,0,5,Economy,1998,Sedan,Asian,1625.6,52.15419501,Married,90000,6.5,NaN,NaN,NaN,4,4,34,535,230,190,500,770,580,310,352,130,829,709,568,828,732,207,741,112,224,169,175,144,541,186,368,954,792,489,399,404,857,1603,14.5,563,555,722,719,723,724,12.5,628,1508,701,350,968,56.00907029,-0.573673785,-0.955929279,0.229950398,1
2694,Female,26,San Francisco CA,Foreign,White Collar,14,0,5,<undefined>,2000,<undefined>,,1676.4,52.15419501,Single,NaN,8,NaN,NaN,NaN,6,5,34,570,242,178,496,775,597,318,331,136,834,729,605,797,774,242,757,111,248,179,183,147,570,186,373,939,809,520,389,399,865,1645,11,535,547,691.6,697,688,690,16.5,672,1529,632,345,1025,55.55555556,-0.62239778,-1.876269937,1.066901922,2
2695,Male,21,San Francisco CA,Foreign,,14,0,2.5,Economy,1989,Sedan,Asian,1752.6,60.77097506,Single,NaN,9.5,NaN,30,30,NaN,NaN,NaN,578,237,221,551,833,612,330,394,147,804,NaN,573,839,777,237,793,119,247,188,189,147,528,179,314,864,835,529,408,456,889,1711,8,488,486,776.3,778,773,778,8,649,1581,889,390,1038,54.87528345,-1.93666625,-1.731590509,0,NaN
2696,Male,18,San Francisco CA,Foreign,,12,0,0.5,Economy,1987,Sedan,Hispanic,1778,72.56235828,Single,25000,8.5,NaN,34,30,NaN,NaN,NaN,595,275,218,563,850,632,345,446,147,968,NaN,618,1014,784,225,790,120,269,204,199,153,571,200,358,1017,837,555,459,494,907,1739,15,572,567,771,764,783,766,10,716,1691,831,393,1054,75.73696145,-1.060165167,-1.126937509,0,NaN
2697,Female,54,San Francisco CA,Northeast,,14,0,5,Luxury,1986,Non-sedan,,1625.6,126.984127,Married,70000,8,NaN,NaN,NaN,22,20,44,593,263,215,550,820,605,335,531,147,1338,1099,624,1221,694,255,755,111,237,199,184,155,580,191,528,1489,854,505,478,477,860,1589,57,780,796,757.6,759,755,759,63.5,894,1849,1237,415,999,126.3038549,-1.537192106,3.312883377,-0.634448946,5
2698,Female,23,San Francisco CA,Foreign,,14,0,5,Economy,1994,Sedan,Asian,1625.6,61.2244898,Married,37500,7.5,NaN,NaN,NaN,6,7,34,560,231,198,512,774,576,314,369,147,919,766,548,928,711,238,764,101,234,186,179,151,549,181,399,1080,760,484,386,417,875,1601,15,594,598,714,711,711,720,19,648,1547,722,387,971,62.81179138,-0.615699172,-0.355975926,-0.402922273,3
2699,Female,31,San Francisco CA,West,White Collar,14,1,10,Economy,2000,Sedan,Hispanic,1524,48.97959184,Divorced/Widowed,37500,6,NaN,NaN,NaN,8,5,36,532,231,190,477,722,532,287,345,130,915,759,533,870,677,223,719,117,227,169,159,144,537,185,377,958,723,461,392,402,813,1509,11.5,538,533,679.6,663,682,694,8,611,1448,711,360,914,53.28798186,-2.14950633,-0.488947868,2.315464497,4
2700,Female,38,San Francisco CA,Northeast,White Collar,14,0,5,<undefined>,NaN,<undefined>,White,1600.2,48.5260771,Single,37500,6,NaN,NaN,NaN,NaN,4,34,526,226,174,487,741,567,313,352,130,802,677,591,791,728,200,730,110,221,171,172,139,519,179,362,925,766,485,364,382,826,1580,11,525,526,685.3,682,687,687,18,572,1423,691,362,953,49.88662132,-0.631383657,-0.607109129,-0.752958059,2
2701,Female,25,San Francisco CA,Foreign,,14,0,8,Luxury,1996,Sedan,,1651,68.02721088,Single,52500,8.5,NaN,NaN,NaN,7,10,36,560,251,199,512,802,603,313,354,125,905,738,620,867,784,234,733,112,250,172,188,146,559,185,441,1112,819,531,390,435,840,1649,11,644,636,755.3,757,751,758,21,683,1532,712,357,1023,67.12018141,0.554492772,-0.381258816,1.12131393,2
2702,Female,25,San Francisco CA,Foreign,,14,0,NaN,<undefined>,NaN,<undefined>,Asian,1574.8,63.49206349,Single,NaN,6.5,NaN,NaN,NaN,10,10,34,475,223,171,484,763,592,313,377,131,1011,780,631,934,775,143,629,103,236,169,174,152,529,174,425,1072,822,519,385,410,742,1553,37,640,626,741.6,728,754,743,26,567,1479,975,379,952,67.34693878,-1.265812039,1.883530378,2.54664278,5
2703,Female,30,San Francisco CA,Midwest,White Collar,18,0,2.5,<undefined>,NaN,<undefined>,Black,1790.7,56.6893424,Single,25000,9,NaN,NaN,NaN,4,8,34,613,249,214,561,853,639,347,343,129,838,738,595,802,832,263,806,111,259,189,209,137,534,187,371,939,903,568,385,412,917,1768,9,511,512,764.3,749,774,770,7,672,1576,652,393,1096,57.36961451,0.750708699,-2.277985573,0.510148942,1
2704,Female,21,San Francisco CA,Foreign,Service,12,0,5,Economy,2000,Sedan,Asian,1600.2,43.08390023,Single,90000,6,NaN,NaN,NaN,4,4,32,558,219,186,482,740,554,296,328,132,787,653,529,810,694,246,734,104,230,161,182,143,522,175,344,862,730,468,372,387,860,1575,12,488,488,712.6,706,712,720,7.5,528,1470,691,392,895,46.03174603,-0.892833054,-0.98285383,-0.802782357,1
2705,Female,38,San Francisco CA,Midwest,White Collar,14,1,0.5,Economy,1993,Sedan,Black,1625.6,86.16780045,Divorced/Widowed,37500,9.5,NaN,NaN,NaN,16,18,42,564,240,187,520,802,615,333,465,144,1147,901,648,1028,748,221,726,112,253,189,186,146,569,193,449,1184,903,519,443,461,835,1631,51,726,711,758.3,749,764,762,28,785,1657,903,355,1036,90.47619048,0.028414374,0.124496758,1.839748502,4
2706,Male,40,San Francisco CA,Northeast,White Collar,14,0,2.5,Economy,1984,Sedan,Hispanic,1752.6,65.75963719,Single,25000,10,NaN,31,NaN,NaN,NaN,NaN,604,249,179,519,813,634,340,390,131,917,NaN,596,939,793,242,751,121,268,198,190,148,572,206,341,922,857,557,458,413,874,1721,10,502,512,754,753,756,753,3.5,585,1614,789,446,1035,65.07936508,-0.718750119,-1.114654183,0,NaN
2707,Male,48,San Francisco CA,Midwest,,14,0,5,<undefined>,NaN,<undefined>,White,1727.2,90.70294785,Single,37500,8.5,NaN,38,30,NaN,NaN,NaN,571,262,186,528,821,635,342,466,149,1121,NaN,606,1105,755,215,766,119,261,209,203,163,566,189,396,1086,907,541,469,478,872,1699,31,615,638,808.3,802,809,814,12,660,1687,1058,474,999,86.62131519,-0.750227213,1.343078732,0,NaN
2708,Female,50,San Francisco CA,Northeast,Blue Collar,16,0,2.5,Economy,1986,Sedan,White,1574.8,56.6893424,Single,70000,9,NaN,NaN,NaN,10,10,36,524,245,181,480,739,558,299,352,133,889,733,575,831,738,205,715,110,243,180,177,152,556,187,397,1013,789,496,394,377,824,1579,20,581,587,707.6,707,701,715,25,686,1474,704,327,1013,56.91609977,-0.610102892,-0.64588064,1.367109418,1
2709,Male,23,San Francisco CA,West,,12,0,8,<undefined>,1990,<undefined>,White,1879.6,72.56235828,Single,12500,9.5,32,32,31,NaN,NaN,NaN,624,279,214,578,891,677,364,412,136,896,NaN,609,922,853,239,831,118,274,211,201,151,563,200,366,947,897,577,452,458,962,1824,8.5,501,522,834.6,839,836,829,6,539,1632,822,455,1055,68.48072562,-0.690942883,-1.399882317,0,NaN
2710,Female,27,San Francisco CA,West,,14,0,2.5,Economy,1994,Sedan,Black,1701.8,86.16780045,Single,37500,10,NaN,NaN,NaN,14,13,38,584,264,186,513,804,618,327,426,137,1077,854,647,1044,780,239,761,113,272,195,196,159,583,199,472,1209,841,537,407,452,895,1694,29,737,725,752,744,754,758,25,644,1649,956,456,1007,89.11564626,0.949003756,0.054888692,1.078179002,3
2711,Female,41,San Francisco CA,Foreign,,21,0,2.5,<undefined>,NaN,<undefined>,Asian,1600.2,56.6893424,Married,NaN,7,NaN,NaN,NaN,NaN,NaN,34,591,218,189,490,730,541,301,357,135,868,766,546,820,691,281,784,113,229,167,173,148,525,170,397,995,732,480,361,402,879,1595,28,605,597,681,672,682,689,19,647,1593,769,428,936,60.54421769,-0.365888506,0.032254923,-1.099707246,1
2712,Male,30,San Francisco CA,West,,14,0,NaN,Economy,1990,Non-sedan,Hispanic,1752.6,136.0544218,Married,NaN,12,48,46,30,NaN,NaN,NaN,639,300,223,571,877,654,348,561,165,1437,NaN,683,1371,754,296,812,130,281,221,202,163,594,191,546,1425,896,579,522,614,928,1752,60,802,840,825.6,810,829,838,30,790,2045,1265,680,997,153.968254,-0.800782263,3.748488426,0,NaN
2713,Female,19,San Francisco CA,West,,14,0,0.5,<undefined>,2000,<undefined>,Hispanic,1536.7,88.43537415,Single,25000,5,NaN,NaN,NaN,18,18,38,589,241,177,480,734,557,303,446,138,1172,953,579,1080,654,297,750,112,222,181,158,152,545,182,460,1226,827,462,438,455,869,1549,61,715,685,658.6,656,662,658,45,765,1724,955,463,908,89.11564626,-0.604051054,1.480293512,-0.69505471,3
2714,Female,46,San Francisco CA,Foreign,,14,1,2.5,<undefined>,NaN,<undefined>,Asian,1524,49.88662132,Married,12500,6.5,NaN,NaN,NaN,NaN,NaN,NaN,580,223,181,465,687,506,284,353,140,762,680,498,760,670,292,771,108,233,179,166,157,522,168,354,882,704,447,394,374,867,1535,20.5,489,503,634,628,636,638,17.5,692,1493,592,303,946,46.93877551,-1.501922607,-0.641298056,0.370535374,NaN
2715,Male,59,San Francisco CA,Foreign,,16,2,0.5,<undefined>,NaN,<undefined>,Asian,1676.4,63.49206349,Married,NaN,7,38,32,32,NaN,NaN,NaN,582,251,192,519,775,583,327,431,145,951,NaN,562,953,711,237,788,117,244,187,190,158,555,189,347,1005,903,512,449,435,874,1645,34,483,502,725,721,728,726,21.5,670,1628,900,420,972,69.16099773,-1.515330076,0.241188318,0,NaN
2716,Female,27,San Francisco CA,Foreign,Management,16,0,8,Economy,1998,Non-sedan,Asian,1524,48.97959184,Single,70000,5.5,NaN,NaN,NaN,4,2,34,515,226,165,464,711,546,299,360,137,844,678,538,820,702,210,693,102,225,173,167,153,528,173,366,906,718,450,373,370,800,1507,14,514,523,672.3,671,675,671,11,520,1401,730,385,866,49.20634921,-1.595745683,-0.437256873,-0.008119334,2
2717,Male,36,San Francisco CA,Foreign,,16,0,5,Economy,1974,Sedan,White,1816.1,58.9569161,Single,NaN,9.5,38,30,32,NaN,NaN,NaN,651,248,194,544,843,649,350,392,136,832,NaN,592,855,819,285,850,120,264,196,207,143,554,194,345,910,894,562,441,429,955,1794,8.5,487,476,785.3,774,789,793,7,583,1629,752,487,1050,57.36961451,-0.988285661,-1.482279539,0,NaN
2718,Male,41,San Francisco CA,West,Management,14,0,2.5,Economy,1991,Sedan,Asian,1701.8,74.82993197,Married,90000,9.5,42,33,29,NaN,NaN,NaN,614,254,211,552,831,620,341,440,149,1006,NaN,564,1063,735,271,798,126,261,199,202,162,568,193,348,975,815,538,453,503,908,1689,24.5,587,591,780.6,767,782,793,5,543,1698,827,490,940,76.41723356,-0.872688651,0.037875693,0,NaN
2719,Male,47,San Francisco CA,Foreign,Management,14,1,5,<undefined>,NaN,<undefined>,Asian,1828.8,72.56235828,Married,12500,8,NaN,NaN,NaN,NaN,NaN,NaN,596,252,204,512,800,596,308,418,145,964,NaN,564,983,725,263,823,124,250,190,191,158,546,184,344,948,915,523,454,458,929,1712,29.5,549,556,733.3,746,733,721,8.5,678,1674,872,434,995,71.88208617,-0.831689537,-0.382277817,0,NaN
2720,Male,32,San Francisco CA,West,White Collar,16,0,2.5,Economy,1991,Sedan,White,1651,108.8435374,Single,25000,10.5,NaN,42,NaN,NaN,NaN,NaN,570,278,212,541,815,603,329,446,151,1152,NaN,618,1130,673,229,758,111,257,207,187,163,590,197,417,1197,897,527,492,498,876,1661,38,653,661,748.3,746,744,755,16,740,1783,1139,487,957,103.1746032,-1.425209761,2.815528631,0,NaN
2721,Male,34,San Francisco CA,West,,14,0,5,Economy,1985,Sedan,Asian,1625.6,66.66666667,Married,NaN,7,40,32,29,NaN,NaN,NaN,565,230,227,551,826,599,324,458,146,959,NaN,570,986,709,219,772,116,240,199,187,156,565,195,350,923,787,493,459,482,885,1641,27,546,554,762.3,768,777,742,10,633,1626,814,423,962,67.80045351,-1.344142079,-0.047817312,0,NaN
2722,Female,35,San Francisco CA,Northeast,White Collar,18,0,5,<undefined>,2000,<undefined>,White,1600.2,63.49206349,Single,90000,7.5,NaN,NaN,NaN,14,12,38,563,234,182,462,729,547,280,377,135,981,808,562,922,708,257,752,107,237,175,171,152,552,193,414,1013,843,488,403,405,859,1590,24.5,582,603,680.3,673,685,683,21,728,1559,749,332,982,63.94557823,-0.35142073,-0.094231181,0.780509472,4
2723,Male,44,San Francisco CA,Foreign,White Collar,16,1,5,Luxury,1990,Sedan,Asian,1727.2,63.49206349,Married,12500,9,NaN,32,32,NaN,NaN,NaN,625,248,201,532,819,618,331,404,145,943,NaN,553,959,732,281,806,122,259,206,192,164,558,182,366,976,800,508,449,471,932,1703,26,578,588,761.6,755,765,765,11.5,629,1672,817,434,977,69.16099773,-0.879223943,0.478217483,0,NaN
2724,Female,32,San Francisco CA,West,White Collar,16,0,2.5,Luxury,1994,Sedan,White,1676.4,57.59637188,Married,90000,7.5,NaN,NaN,NaN,6,8,34,570,230,193,531,800,607,338,345,128,867,728,600,843,780,224,733,102,239,182,178,143,524,181,404,1004,840,519,403,421,850,1659,9,579,574,718.3,714,721,720,16,690,1506,652,310,1056,54.64852608,0.647126317,-0.952188015,0.316512734,1
2725,Female,41,San Francisco CA,<undefined>,,12,3,NaN,<undefined>,2000,<undefined>,Asian,1625.6,59.86394558,Single,NaN,7,NaN,NaN,NaN,NaN,NaN,NaN,548,232,187,477,740,553,290,380,140,869,763,534,857,702,247,732,113,236,196,177,148,536,183,377,973,739,482,390,400,826,1560,19,542,543,686.3,679,692,688,20,658,1488,754,330,962,56.46258503,-1.137585521,0.171977609,-0.325613797,NaN
2726,Female,38,San Francisco CA,Foreign,Blue Collar,12,1,5,<undefined>,NaN,<undefined>,Asian,1600.2,47.61904762,Married,12500,6,NaN,NaN,NaN,7,4,NaN,540,229,197,498,750,553,301,370,139,836,747,539,840,715,227,724,112,231,187,176,146,541,180,358,918,762,473,368,399,827,1555,18,522,510,677.6,676,675,682,19,651,1455,608,365,956,52.60770975,-1.116606593,-0.545714676,-1.46506536,NaN
2727,Male,32,San Francisco CA,<undefined>,,14,0,5,<undefined>,2000,<undefined>,Hispanic,1701.8,80.27210884,Married,NaN,8.5,42,33,NaN,NaN,NaN,NaN,568,261,238,589,906,668,351,436,148,1026,NaN,601,1061,791,189,784,131,261,210,199,153,585,198,372,1012,861,550,483,513,906,1746,16.5,572,598,811.3,799,816,819,7.5,657,1656,856,451,1030,78.45804989,-0.81996882,-0.399942607,0,NaN
2728,Female,61,San Francisco CA,Foreign,White Collar,14,2,8,Luxury,1987,Sedan,Asian,1549.4,53.51473923,Married,25000,6,NaN,NaN,NaN,8,9,NaN,534,230,178,462,713,535,284,348,149,877,767,496,850,630,238,712,115,227,175,172,162,558,188,357,922,771,450,385,391,826,1492,18,520,529,682,669,682,695,15,675,1469,758,345,910,51.70068027,-2.112056494,0.265390962,0.617366433,NaN
2729,Male,62,San Francisco CA,Foreign,,14,2,10,Luxury,1987,Sedan,Asian,1727.2,61.67800454,Married,25000,8,42,34,29,NaN,NaN,NaN,612,246,202,515,773,571,313,390,148,922,NaN,526,919,699,276,790,131,249,190,187,163,572,189,331,918,861,496,461,429,911,1655,15.5,449,478,735,711,737,757,7.5,642,1641,836,414,950,61.67800454,-1.406666517,0.179168984,0,NaN
2730,Female,40,San Francisco CA,West,White Collar,16,0,0.5,Luxury,1986,Non-sedan,Asian,1701.8,56.6893424,Married,150000,7,NaN,NaN,NaN,8,6,32,578,234,203,527,803,600,324,380,134,837,729,580,867,777,234,781,108,245,187,191,143,548,187,377,937,826,514,408,419,885,1671,17,529,524,742,739,746,741,16,646,1527,688,345,1031,56.23582766,0.293140888,-1.15440619,0.479848981,2
2731,Female,19,San Francisco CA,Northeast,,14,0,5,Economy,1992,Non-sedan,White,1574.8,55.78231293,Single,NaN,7.5,NaN,NaN,NaN,6,7,34,548,229,175,479,735,560,304,351,137,864,729,580,841,716,225,732,109,241,166,165,152,557,188,378,988,759,494,385,384,852,1593,12.5,572,565,700.3,694,703,704,15,610,1533,762,377,953,56.6893424,-0.425422579,-0.252384961,-0.44708845,2
2732,Female,18,San Francisco CA,West,,14,0,5,<undefined>,NaN,<undefined>,Asian,1625.6,58.9569161,Single,NaN,7.5,NaN,NaN,NaN,NaN,9,36,561,228,187,504,771,584,317,357,138,947,773,555,907,719,237,751,114,224,175,170,150,556,189,404,1016,789,495,380,422,858,1594,33.5,573,580,698.3,693,695,707,17.5,522,1517,911,417,899,63.26530612,-0.347916722,-0.02517207,0.258241057,2
2733,Male,39,San Francisco CA,Foreign,Service,12,4,NaN,Economy,1989,Non-sedan,Asian,1701.8,70.74829932,Married,NaN,7.5,42,33,32,NaN,NaN,NaN,590,261,205,537,811,606,332,427,146,982,NaN,566,1009,734,248,786,122,249,202,185,154,556,192,357,989,799,523,491,483,884,1666,22,583,581,746.3,729,751,759,12.5,578,1681,898,483,936,75.96371882,-0.996698439,0.034781303,0,NaN
2734,Female,38,San Francisco CA,Foreign,,12,4,0.5,Economy,1989,Non-sedan,Asian,1524,63.49206349,Married,12500,7,NaN,NaN,NaN,NaN,NaN,38,531,237,189,481,734,545,292,385,148,966,782,537,887,663,230,719,100,228,189,175,152,543,181,379,990,787,462,412,414,823,1512,37,578,577,699.3,707,692,699,18,743,1505,810,312,939,63.03854875,-1.866394639,0.438430071,0.098966405,3
2735,Female,62,San Francisco CA,Foreign,Service,12,6,NaN,<undefined>,NaN,<undefined>,Asian,1498.6,54.42176871,Married,NaN,5,NaN,NaN,NaN,NaN,NaN,NaN,518,217,176,461,706,530,285,357,140,946,776,539,910,657,214,666,116,223,181,171,153,562,195,347,949,812,452,384,398,774,1458,33,544,554,709,699,719,709,22,677,1463,775,295,899,55.78231293,-2.14638567,0.698941112,0.826076984,NaN
2736,Female,52,San Francisco CA,West,,NaN,1,NaN,<undefined>,2000,<undefined>,,1574.8,59.86394558,,NaN,7.5,NaN,NaN,NaN,12,NaN,38,550,240,191,494,752,561,303,381,140,977,768,543,905,708,230,727,103,229,184,172,157,544,179,369,933,749,479,403,419,843,1560,28,540,556,692,688,676,712,20,595,1514,810,385,936,61.45124717,-1.030842185,0.382818431,-0.401415884,2
2737,Female,62,San Francisco CA,West,White Collar,14,0,5,Economy,1991,Sedan,Asian,1600.2,44.44444444,Divorced/Widowed,37500,7.5,NaN,NaN,NaN,4,2,34,539,233,180,490,757,577,310,323,135,769,730,534,781,743,203,721,114,245,179,183,147,523,173,330,813,788,484,367,381,827,1584,6,432,456,708.3,702,715,708,9,615,1396,570,350,980,44.89795918,-0.699843645,-0.737083018,-0.251414984,1
2738,Male,32,San Francisco CA,West,,16,2,NaN,Economy,1998,Sedan,Asian,1701.8,72.56235828,Married,52500,7.5,NaN,32,30,NaN,NaN,NaN,584,249,208,540,808,600,332,445,143,981,NaN,595,1003,748,241,779,115,248,197,194,155,562,190,362,1028,824,514,468,488,899,1686,35,616,608,755.6,760,758,749,9,633,1674,882,454,983,75.28344671,-0.898423314,0.436694592,0,NaN
2739,Female,51,San Francisco CA,Foreign,,12,3,0.5,Economy,1994,Sedan,Asian,1473.2,49.88662132,Married,NaN,5.5,NaN,NaN,NaN,8,8,NaN,501,223,193,465,723,530,272,353,133,920,767,502,852,617,206,666,105,223,182,172,147,540,185,337,924,752,442,380,369,783,1445,31,522,526,696,689,699,700,18,639,1501,772,342,832,51.4739229,-2.923420191,0.611967027,-0.084102482,NaN
2740,Female,52,San Francisco CA,Northeast,White Collar,18,0,10,<undefined>,NaN,<undefined>,White,1701.8,58.9569161,Single,12500,9,NaN,NaN,NaN,14,14,36,553,237,176,522,802,626,346,356,128,872,713,617,836,807,191,745,111,243,184,182,140,538,192,409,999,869,545,390,393,859,1698,17,579,578,782.3,780,783,784,21.5,685,1542,750,333,1063,58.27664399,1.221516252,-0.699096024,-0.485838294,2
2741,Female,25,San Francisco CA,Foreign,White Collar,16,0,0.5,Economy,1997,Sedan,Asian,1625.6,52.15419501,Single,37500,7,NaN,NaN,NaN,4,4,34,587,226,177,478,750,573,301,352,133,802,706,567,784,726,291,753,112,234,174,170,143,531,186,388,965,758,484,364,383,875,1607,14,551,545,708.3,705,711,709,13,674,1505,623,351,985,52.38095238,-0.735759079,-1.207256675,0.545344114,2
2742,Female,48,San Francisco CA,Foreign,Blue Collar,14,2,8,Economy,1986,Non-sedan,Asian,1549.4,58.9569161,Married,NaN,6.5,NaN,NaN,NaN,10,10,34,518,225,194,484,730,536,290,381,143,898,791,525,940,657,215,694,113,219,185,162,152,554,193,366,956,820,461,407,419,801,1505,27,549,549,685.3,689,681,686,26,676,1502,827,343,912,60.31746032,-1.969417453,0.520055771,0.691253424,2
2743,Male,50,San Francisco CA,Foreign,Blue Collar,14,2,NaN,Economy,1990,Non-sedan,Asian,1752.6,70.29478458,Married,NaN,9.5,NaN,32,NaN,NaN,NaN,NaN,602,266,207,561,839,632,354,432,157,957,NaN,573,984,754,237,812,114,264,209,199,174,586,192,367,940,858,533,448,472,929,1726,15,518,543,767.3,768,765,769,4,719,1628,817,374,1049,69.84126984,-0.738337159,-0.098429076,0,NaN
2744,Female,54,San Francisco CA,West,White Collar,14,1,2.5,Economy,1996,Sedan,White,1676.4,108.8435374,Divorced/Widowed,150000,9,NaN,NaN,NaN,22,20,48,578,257,213,553,820,607,340,487,149,1290,1148,646,1154,700,250,765,113,242,194,184,153,547,186,524,1390,848,515,487,479,884,1646,34,651,677,737.6,744,734,735,41,857,1879,1166,464,963,114.0589569,-2.30824995,3.227517605,5.087413311,NaN
2745,Female,23,San Francisco CA,Foreign,,14,0,2.5,Luxury,1996,Sedan,Asian,1651,52.15419501,Single,17500,7.5,NaN,NaN,NaN,4,4,36,558,222,201,512,782,581,311,331,134,797,704,580,814,777,232,721,112,235,170,180,142,540,182,345,907,802,511,381,405,855,1634,9,497,505,700.3,686,708,707,15,564,1453,675,382,983,51.70068027,-0.931624413,-2.020483255,1.728954196,2
2746,Male,22,San Francisco CA,Foreign,,12,0,0.5,Economy,1989,Sedan,Asian,1803.4,68.02721088,Single,NaN,NaN,NaN,31,NaN,NaN,NaN,NaN,650,258,197,550,836,639,353,414,144,863,NaN,569,902,792,285,849,127,261,199,203,156,569,197,353,936,837,543,417,455,959,1758,14,556,548,771.6,756,774,785,10,600,1625,746,439,1032,66.89342404,-0.336614937,-0.66747719,0,NaN
2747,Male,42,San Francisco CA,Midwest,White Collar,24,0,8,Economy,1997,Sedan,White,1727.2,66.66666667,Single,90000,8,NaN,30,31,NaN,NaN,NaN,605,255,189,534,811,622,345,435,149,931,NaN,579,943,754,237,796,134,244,199,187,156,552,184,355,967,826,524,453,450,900,1693,10,553,553,769.6,750,764,795,7,592,1634,847,453,983,68.02721088,-0.786786973,-0.328085214,0,NaN
2748,Male,43,San Francisco CA,Midwest,White Collar,16,0,0.5,<undefined>,2000,<undefined>,White,1727.2,68.02721088,Single,NaN,10,38,33,32,NaN,NaN,NaN,626,271,197,549,838,641,352,450,145,1022,NaN,596,1012,764,269,804,122,264,202,206,157,581,203,377,1048,860,543,488,478,923,1719,15,642,643,791.6,792,792,791,16,623,1704,865,477,1001,81.63265306,-0.351114631,0.053729698,0,NaN
2749,Male,49,San Francisco CA,Foreign,Management,16,0,2.5,<undefined>,2000,<undefined>,Asian,1651,99.77324263,Single,25000,8.5,NaN,44,NaN,NaN,NaN,NaN,627,285,206,535,823,617,329,503,168,1189,NaN,601,1169,695,291,818,127,267,215,202,168,587,192,434,1213,900,536,514,526,912,1679,50,689,677,793.6,775,802,804,28,848,1878,1255,447,1001,113.8321995,-2.173017502,3.388161421,0,NaN
2750,Female,19,San Francisco CA,West,,14,0,2.5,Economy,1968,Sedan,White,1828.8,58.9569161,Single,NaN,11,NaN,NaN,NaN,9,7,32,640,253,182,512,782,600,330,389,133,905,780,613,915,809,286,813,104,268,188,189,143,537,189,398,995,851,536,403,429,941,1770,16,582,586,736.3,737,732,740,13,643,1695,775,426,1046,67.34693878,0.982039452,-1.855940938,0.116292641,3
2751,Female,25,San Francisco CA,West,White Collar,14,1,2.5,Economy,1988,Non-sedan,Hispanic,1625.6,58.9569161,Married,37500,8.5,NaN,NaN,NaN,8,8,36,555,229,193,505,754,561,312,385,142,1006,813,564,915,711,236,718,110,244,180,179,154,550,181,405,1011,767,493,412,421,855,1595,26,576,584,734.6,721,735,748,23.5,676,1575,800,401,961,66.4399093,-1.254454494,0.837016702,0.301329106,2
2752,Male,27,San Francisco CA,West,White Collar,14,1,8,Economy,1994,Sedan,Hispanic,1676.4,82.99319728,Married,NaN,9,38,34,32,NaN,NaN,NaN,583,251,208,542,834,626,334,474,157,1091,NaN,595,1099,741,232,749,121,254,205,199,166,579,193,378,1054,800,539,495,513,867,1667,26,628,631,800.3,793,805,803,16,637,1712,933,488,975,86.84807256,-0.91046983,0.480315864,0,NaN
2753,Male,63,San Francisco CA,<undefined>,,NaN,5,NaN,<undefined>,2000,<undefined>,Asian,1600.2,62.58503401,Married,NaN,8.5,NaN,NaN,NaN,NaN,NaN,NaN,605,248,195,503,780,585,308,407,139,884,NaN,562,920,698,275,809,116,248,208,182,153,541,186,354,941,862,502,443,425,889,1634,10.5,519,521,694.6,689,694,701,10,626,1628,827,457,940,62.13151927,-1.206238627,0.69011718,0,NaN
2754,Female,63,San Francisco CA,<undefined>,,NaN,5,NaN,<undefined>,2000,<undefined>,Asian,1524,43.53741497,Married,NaN,6,NaN,NaN,NaN,NaN,NaN,NaN,516,215,177,486,747,570,309,326,128,794,705,526,775,705,182,687,101,221,193,168,143,514,182,333,833,827,467,362,347,789,1512,13,456,434,742,750,743,733,9,610,1372,660,283,927,41.49659864,-1.880032897,-0.10912732,-0.852061033,NaN
2755,Female,60,San Francisco CA,West,,18,2,10,Luxury,1998,Non-sedan,White,1543.05,46.71201814,Married,NaN,5.5,NaN,NaN,NaN,4,4,34,527,231,184,463,709,525,279,338,133,847,742,534,802,696,232,721,112,214,183,170,149,548,185,353,897,748,474,376,384,823,1542,7,510,506,647,645,646,650,18,612,1400,660,331,946,48.97959184,-0.828040183,0.839860916,0.770643055,1
2756,Female,40,San Francisco CA,Foreign,White Collar,14,1,2.5,Economy,1994,Sedan,Asian,1625.6,58.9569161,Married,52500,6.5,NaN,NaN,NaN,6,8,36,592,224,170,471,727,557,301,364,147,860,739,550,834,703,282,770,107,237,165,170,156,551,181,394,983,749,485,421,408,895,1624,29,550,567,718.6,713,717,726,21,671,1571,746,378,951,58.9569161,-1.029188633,-0.745104074,1.952582836,1
2757,Female,60,San Francisco CA,Foreign,White Collar,16,4,0.5,Economy,1997,Non-sedan,Asian,1549.4,63.03854875,Married,12500,7.5,NaN,NaN,NaN,12,12,36,511,234,189,484,733,544,295,383,147,1006,831,532,950,667,216,723,120,235,188,180,158,563,189,398,1015,798,491,412,429,814,1519,38,552,561,704,707,702,703,32,650,1518,848,385,910,64.85260771,-1.255859613,0.625398636,0.119823061,3
2758,Female,44,San Francisco CA,Foreign,White Collar,14,1,NaN,Economy,1997,Non-sedan,Asian,1524,56.6893424,Divorced/Widowed,25000,6,NaN,NaN,NaN,8,8,34,519,228,202,478,729,527,276,401,138,942,760,515,888,648,219,717,103,226,186,172,149,522,167,383,969,787,446,412,399,813,1474,16,565,549,680,684,678,678,24.5,664,1494,763,352,901,59.18367347,-2.103250504,0.608806968,-0.245089725,2
2759,Male,41,San Francisco CA,Foreign,White Collar,14,0,5,<undefined>,2000,<undefined>,Asian,1778,74.82993197,Single,NaN,8,40,33,30,NaN,NaN,NaN,598,240,228,567,872,644,339,419,151,969,NaN,582,1001,768,230,819,105,252,194,194,168,569,184,364,957,900,540,440,488,931,1748,21.5,532,533,799.6,799,795,805,7,638,1651,851,457,1039,74.37641723,-0.443940371,-0.260200083,0,NaN
2760,Female,51,San Francisco CA,<undefined>,,NaN,4,NaN,<undefined>,2000,<undefined>,Asian,1498.6,63.49206349,Married,NaN,6,NaN,NaN,NaN,NaN,NaN,NaN,538,240,189,483,748,559,294,389,141,1042,898,542,972,668,219,701,108,222,189,171,148,546,188,383,986,811,466,417,436,804,1504,30,557,560,713.6,712,717,712,24,698,1520,884,343,943,64.62585034,-1.428889036,0.983269095,0.334883332,NaN
2761,Male,61,San Francisco CA,<undefined>,,NaN,4,NaN,<undefined>,2000,<undefined>,Asian,1549.4,81.63265306,Married,NaN,9,NaN,NaN,NaN,NaN,NaN,NaN,586,260,206,522,808,602,316,459,150,1027,NaN,573,1042,681,254,762,129,254,224,190,154,568,202,358,1045,896,508,484,493,874,1629,43,585,579,745.6,737,750,750,12,725,1674,974,389,967,82.0861678,-1.596961737,1.50034976,0,NaN
2762,Male,41,San Francisco CA,Foreign,White Collar,14,0,5,<undefined>,2000,<undefined>,Asian,1625.6,67.12018141,Single,37500,7.5,38,31,30,NaN,NaN,NaN,543,254,216,525,799,583,309,405,154,944,NaN,557,964,707,212,728,120,242,189,183,156,563,182,363,959,807,504,443,464,847,1601,24,551,558,740.6,738,736,748,12,627,1572,834,414,934,67.80045351,-1.833791733,0.178160101,0,NaN
2763,Female,31,San Francisco CA,West,White Collar,16,0,2.5,<undefined>,2000,<undefined>,,1574.8,74.82993197,Single,25000,6.5,NaN,NaN,NaN,16,16,38,572,234,193,500,750,557,307,425,134,1062,869,559,1008,693,270,747,106,227,180,171,142,557,194,425,1091,760,479,399,428,856,1574,34,669,672,686,683,684,691,34.5,781,1613,893,348,989,76.8707483,-0.742688298,0.622341931,-0.592711329,2
2764,Female,32,San Francisco CA,Foreign,,18,0,10,Economy,1996,Sedan,Asian,1524,49.88662132,Single,7500,7.5,NaN,NaN,NaN,8,8,34,524,220,173,465,725,552,292,349,135,846,729,538,825,704,221,696,117,229,177,173,158,542,174,371,920,745,474,355,392,797,1530,17,513,531,689,682,694,691,16,640,1437,664,358,950,53.51473923,-1.382569432,0.012804079,0.03992461,1
2765,Female,60,San Francisco CA,West,,14,2,NaN,Economy,1997,Non-sedan,White,1676.4,73.46938776,Married,37500,8,NaN,NaN,NaN,16,16,36,596,234,190,537,822,632,347,404,129,1069,789,629,988,776,247,764,112,240,186,184,145,517,175,423,1108,961,533,430,437,859,1678,18,604,597,738.3,732,736,747,27,784,1628,886,341,1067,75.96371882,0.735789061,-0.119458787,0.107179694,5
2766,Female,48,San Francisco CA,South,White Collar,16,0,2.5,Economy,1994,Non-sedan,White,1689.1,149.6598639,Single,37500,9.5,NaN,NaN,NaN,22,20,48,606,282,206,569,865,659,363,565,144,1408,1169,707,1317,725,269,774,119,247,198,192,148,561,189,650,1645,890,529,509,525,873,1655,64,906,910,808.3,801,810,814,63,976,2028,1294,447,1015,156.462585,-1.414442897,3.991473675,-0.10827443,NaN
2767,Female,55,San Francisco CA,Foreign,Service,16,2,0.5,Economy,1997,Sedan,Asian,1574.8,50.79365079,Divorced/Widowed,NaN,6.5,NaN,NaN,NaN,4,NaN,34,582,227,177,474,734,557,297,378,136,832,683,525,805,693,274,774,118,230,169,172,145,531,184,393,974,718,482,355,382,870,1563,18.5,555,566,687.6,675,694,694,13,682,1535,659,370,947,53.51473923,-1.009535193,0.028749274,-0.983566284,2
2768,Female,32,San Francisco CA,West,White Collar,18,0,0.5,Economy,1998,Non-sedan,Asian,1625.6,58.9569161,Single,37500,7.5,NaN,NaN,NaN,8,10,36,569,229,182,512,757,575,330,396,141,867,748,560,870,738,245,753,110,235,178,176,151,534,178,384,943,785,494,407,422,854,1611,26,549,554,689.3,692,692,684,13,667,1536,732,335,985,60.77097506,0.006694889,0.057522032,-0.992630482,1
2769,Male,61,San Francisco CA,Foreign,,21,5,8,<undefined>,2000,<undefined>,Asian,1600.2,65.75963719,Married,NaN,8,36,32,30,NaN,NaN,NaN,531,246,194,506,766,572,312,417,153,1015,NaN,582,996,663,191,729,126,247,197,191,161,578,199,349,957,773,493,439,453,833,1579,32.5,572,587,732.6,737,747,714,18.5,655,1598,828,407,937,66.4399093,-2.107935905,-0.00405987,0,NaN
2770,Male,42,San Francisco CA,Foreign,,12,2,NaN,Economy,1999,Sedan,Asian,1752.6,77.09750567,Married,NaN,10,40,32,34,NaN,NaN,NaN,610,252,218,561,857,639,343,453,146,1001,NaN,588,1047,781,261,795,115,258,217,193,160,552,186,368,993,855,547,453,492,902,1718,27,573,558,810,803,821,806,12.5,640,1662,876,418,1017,76.64399093,-0.203738168,0.078112051,0,NaN
2771,Female,35,San Francisco CA,West,,14,7,2.5,<undefined>,2000,<undefined>,,1587.5,73.92290249,Married,7500,7.5,NaN,NaN,NaN,12,14,36,604,255,194,511,779,585,317,418,135,973,841,606,954,724,283,758,110,245,192,180,147,531,171,417,1088,792,504,429,426,856,1605,21,663,637,750.3,746,743,762,11,687,1625,846,373,983,73.69614512,0.29899025,0.390733421,0.394466579,3
2772,Male,39,San Francisco CA,Northeast,White Collar,16,0,5,Luxury,1992,Sedan,White,1816.1,99.77324263,Single,70000,12,44,36,34,NaN,NaN,NaN,624,261,214,570,865,651,356,502,149,1110,NaN,632,1153,823,252,817,131,274,223,209,159,590,204,400,1107,906,570,511,505,944,1813,36.5,674,653,841,836,843,844,19.5,745,1827,973,475,1088,102.7210884,0.834301531,0.265931457,0,NaN
2773,Female,33,San Francisco CA,West,White Collar,16,0,8,Economy,1998,Sedan,White,1695.45,37.18820862,Married,52500,7.5,NaN,NaN,NaN,4,2,30,590,245,172,455,717,545,283,310,125,791,748,543,781,752,290,748,109,232,175,NaN,139,528,187,318,800,817,500,391,348,843,1604,4,413,415,662.6,664,667,657,4,635,1469,563,342,1021,39.22902494,-0.017414959,-0.573592246,-2.121705055,NaN
2774,Female,42,San Francisco CA,West,White Collar,24,0,0.5,Economy,1995,Sedan,,1625.6,68.02721088,Single,150000,7.5,NaN,NaN,NaN,8,8,34,575,237,185,482,748,563,297,399,136,991,821,566,961,724,257,768,103,234,180,179,144,555,194,392,1018,790,494,422,403,867,1604,39.5,601,601,700,698,707,695,24.5,554,1572,917,445,925,66.89342404,-0.046967335,0.058832049,0.166228861,2
2775,Male,42,San Francisco CA,Foreign,White Collar,16,0,5,Economy,2000,Sedan,Hispanic,1625.6,76.19047619,Single,37500,8,42,34,29,NaN,NaN,NaN,604,262,193,521,792,599,328,441,145,1012,NaN,546,1023,691,272,771,111,251,204,196,159,576,197,384,1006,794,506,453,468,885,1627,29,564,578,740.3,741,738,742,13,614,1670,867,473,906,73.69614512,-1.234560728,1.117769957,0,NaN
2776,Female,25,San Francisco CA,<undefined>,,14,0,2.5,<undefined>,2000,<undefined>,,1752.6,74.37641723,Single,NaN,9.5,NaN,NaN,NaN,8,10,36,580,242,200,549,845,645,349,361,136,942,793,646,884,795,221,760,104,250,182,191,145,584,195,448,1117,833,534,389,409,880,1703,19,645,666,786.3,787,786,786,20,758,1617,736,345,1086,76.19047619,0.906830251,-0.696869016,1.104167819,3
2777,Male,19,San Francisco CA,West,,12,0,2.5,Luxury,1998,Sedan,Hispanic,1676.4,61.2244898,Single,52500,9.5,NaN,32,32,NaN,NaN,NaN,587,248,191,509,787,596,318,386,139,892,NaN,568,928,716,253,765,111,249,198,181,154,543,183,338,943,792,521,409,438,874,1649,11.5,541,556,747.3,740,754,748,9,543,1613,802,487,925,59.86394558,-1.460312247,-0.179521978,0,NaN
2778,Male,48,San Francisco CA,West,White Collar,16,3,2.5,Economy,1999,Sedan,Asian,1778,88.43537415,Married,150000,10.5,44,36,30,NaN,NaN,NaN,651,264,219,554,843,624,335,444,157,1057,NaN,592,1066,772,296,861,123,266,209,202,171,586,198,387,1050,864,543,496,516,977,1794,27.5,602,594,764,763,763,766,14,637,1764,927,508,1023,87.3015873,0.842612743,0.332217932,0,NaN
2779,Female,36,San Francisco CA,Foreign,White Collar,16,2,0.5,Economy,1999,Non-sedan,Asian,1524,40.81632653,Married,70000,6,NaN,NaN,NaN,4,4,32,545,230,181,478,717,536,297,319,131,781,667,506,776,674,235,735,100,227,178,175,147,520,170,335,868,721,457,354,382,833,1523,10.5,486,488,677.3,669,677,686,13,633,1416,624,324,915,44.44444444,-1.38958776,-0.286464751,-0.144736037,1
2780,Male,41,San Francisco CA,Foreign,White Collar,16,2,0.5,Economy,1999,Non-sedan,Asian,1676.4,68.02721088,Married,37500,7.5,NaN,30,30,NaN,NaN,NaN,579,245,213,524,802,589,311,432,140,953,NaN,567,972,713,242,777,115,249,201,193,153,549,188,343,961,808,517,457,458,875,1666,20.5,562,557,728.3,724,721,740,8,593,1678,836,503,930,66.89342404,-1.031712294,0.580722392,0,NaN
2781,Female,33,San Francisco CA,West,White Collar,18,0,5,Economy,1998,Non-sedan,White,1638.3,122.4489796,Single,37500,7.5,NaN,NaN,NaN,22,20,48,580,257,226,527,788,562,301,496,148,1386,1098,633,1231,688,273,768,110,236,190,172,153,553,187,532,1431,861,487,508,467,875,1614,59,802,780,714,701,710,731,44.5,810,1868,1090,507,975,121.3151927,-1.272215366,3.623374701,1.769924998,NaN
2782,Female,34,San Francisco CA,Midwest,White Collar,16,0,2.5,Economy,1992,Sedan,White,1625.6,63.49206349,Divorced/Widowed,52500,6,NaN,NaN,NaN,10,10,34,568,228,200,521,784,584,321,366,136,940,774,579,898,740,233,755,109,229,166,173,145,554,191,417,1056,781,494,413,423,865,1620,25,625,632,691.3,686,694,694,34,743,1546,735,348,1030,67.12018141,0.346870601,0.069262281,1.161126852,3
2783,Male,25,San Francisco CA,West,,14,0,2.5,<undefined>,2000,<undefined>,White,1930.4,131.5192744,Single,NaN,13,NaN,42,36,NaN,NaN,NaN,640,288,213,599,939,726,386,510,144,1269,NaN,712,1194,841,228,810,125,289,217,214,148,596,210,446,1264,985,624,489,542,938,1868,55,754,724,857.3,873,858,841,33,668,1874,1175,538,1098,126.7573696,1.463009477,1.097700834,0,NaN
2784,Female,47,San Francisco CA,West,White Collar,18,3,8,Luxury,1990,Sedan,Asian,1574.8,50.79365079,Married,150000,6.5,NaN,NaN,NaN,4,5,32,552,217,192,480,754,562,288,348,137,805,724,523,795,695,239,760,108,230,181,176,153,531,173,356,896,741,480,377,383,868,1583,17,531,521,683.3,684,683,683,14,633,1457,667,375,946,51.92743764,-0.925465703,-0.334363759,-0.8305462,2
2785,Female,18,San Francisco CA,West,,NaN,NaN,5,<undefined>,2000,<undefined>,Asian,1600.2,52.15419501,Single,NaN,7,NaN,NaN,NaN,NaN,NaN,NaN,567,221,188,490,760,572,302,356,137,825,687,547,803,713,246,750,116,234,175,183,152,550,185,360,935,743,483,391,405,862,1591,16,542,536,694.3,690,698,695,15,552,1473,738,408,918,49.65986395,-0.560925186,-0.637876213,-0.286040872,NaN
2786,Female,29,San Francisco CA,West,White Collar,16,0,5,Economy,1995,Sedan,White,1701.8,81.17913832,Single,37500,9,NaN,NaN,NaN,10,NaN,36,622,246,194,548,831,637,354,429,133,969,795,626,998,793,259,800,115,242,188,189,145,541,187,431,1125,832,520,386,439,906,1695,33,688,699,735.3,729,738,739,35,721,1671,828,390,1051,78.00453515,1.360603452,-0.2827788,-0.402413875,2
2787,Female,50,San Francisco CA,Northeast,White Collar,16,0,0.5,<undefined>,2000,<undefined>,,1587.5,59.86394558,Single,12500,6,NaN,NaN,NaN,9,10,34,544,235,165,485,740,575,320,390,134,1019,807,547,942,707,226,728,102,233,181,174,143,534,183,394,990,853,488,421,395,813,1553,35,562,567,711.6,707,718,710,19,525,1562,910,505,905,64.62585034,-1.233833671,0.721340537,1.649338961,3
2788,Female,52,San Francisco CA,Foreign,White Collar,16,0,10,<undefined>,2000,<undefined>,Asian,1498.6,52.15419501,Single,7500,7,NaN,NaN,NaN,8,6,34,500,230,175,471,745,570,296,369,121,918,740,529,877,704,196,665,95,236,174,180,135,500,168,369,963,838,488,377,403,759,1485,30,553,568,679.3,682,678,678,24,623,1423,690,353,941,54.42176871,-1.536417842,-0.206773907,-0.360740453,2
2789,Female,26,Atlanta GA,Midwest,White Collar,18,0,5,Economy,1999,Non-sedan,Black,1739.9,57.59637188,Single,52500,7.5,NaN,NaN,NaN,8,7,36,560,234,183,519,803,620,336,356,127,874,711,619,845,804,213,754,100,244,181,190,146,549,184,371,945,858,534,390,407,867,1704,13,562,562,753,755,753,751,18,575,1525,731,413,1017,57.36961451,0.755924344,-1.173904419,-1.20155561,3
2790,Male,20,Atlanta GA,South,,14,0,NaN,Economy,1985,Sedan,Black,1828.8,108.8435374,Single,17500,11.5,NaN,40,32,NaN,NaN,NaN,597,277,225,585,910,685,360,480,156,1164,NaN,695,1187,837,225,800,134,273,216,206,163,606,214,446,1203,977,597,489,559,916,1818,37.5,749,736,831.6,836,832,827,30,695,1843,1033,570,1092,116.0997732,1.421578407,0.436145842,0,NaN
2791,Female,46,Atlanta GA,Northeast,White Collar,18,1,5,Economy,1997,Non-sedan,Black,1701.8,71.6553288,Married,70000,9,NaN,NaN,NaN,12,12,36,543,237,196,534,823,627,338,403,141,966,780,623,936,807,199,743,119,262,191,198,150,554,186,413,1073,867,545,429,438,846,1688,27,612,635,761,753,767,763,31.5,718,1577,793,361,1063,72.78911565,0.358921766,-0.380568475,-1.531332731,2
2792,Male,26,Atlanta GA,South,White Collar,14,0,2.5,<undefined>,NaN,<undefined>,Black,1752.6,81.63265306,Single,NaN,10.5,40,36,34,NaN,NaN,NaN,599,268,223,591,915,692,368,457,142,1043,NaN,634,1096,787,217,806,118,273,207,207,158,572,199,370,1073,880,561,475,534,911,1750,22.5,642,649,843,843,844,842,13.5,672,1695,890,468,1040,87.98185941,-0.320508599,-0.857924938,0,NaN
2793,Male,57,Atlanta GA,South,White Collar,18,1,2.5,Economy,1997,Sedan,Black,1670.05,77.09750567,Married,90000,8.5,40,34,30,NaN,NaN,NaN,539,269,187,528,824,637,341,429,153,1030,NaN,625,1057,770,181,686,125,253,215,196,167,602,201,359,994,840,558,443,509,803,1639,47,585,598,777,777,783,771,14,634,1572,898,433,1006,80.04535147,-1.136674404,0.272871643,0,NaN
2794,Female,25,Atlanta GA,West,,16,0,5,Economy,1995,Sedan,White,1651,51.70068027,Single,NaN,7,NaN,NaN,NaN,4,4,34,556,224,182,505,759,577,323,342,123,864,721,568,844,779,245,744,108,234,174,175,142,536,183,356,907,816,512,376,401,850,1634,14,516,534,714.3,711,721,711,16,565,1453,685,411,1008,52.15419501,-0.712641001,-1.683203816,0.661315143,3
2795,Female,31,Atlanta GA,Midwest,White Collar,16,1,8,Economy,1998,Sedan,White,1574.8,58.9569161,Married,70000,6.5,NaN,NaN,NaN,9,11,34,532,219,174,476,732,558,302,347,132,933,791,571,874,709,232,705,108,221,178,173,145,523,188,417,1045,785,483,381,404,821,1548,25,605,602,673.3,670,669,681,35.5,670,1496,794,375,959,62.35827664,-0.736424625,0.263742417,0.279773176,3
2796,Female,22,Atlanta GA,South,,14,0,5,Economy,1993,Non-sedan,Black,1625.6,76.64399093,Single,37500,8,NaN,NaN,NaN,9,11,36,587,252,188,528,797,609,340,414,134,937,804,620,961,718,260,767,107,249,190,188,142,530,185,437,1114,777,495,406,445,880,1624,25,686,677,706,704,709,705,32,672,1636,813,413,955,77.32426304,-0.149271086,0.679200411,-1.295516014,2
2797,Female,19,Atlanta GA,South,,12,0,2.5,Luxury,1992,Sedan,Black,1676.4,68.02721088,Single,17500,10.5,NaN,NaN,NaN,NaN,10,34,540,252,197,536,830,633,339,377,140,909,757,625,900,788,183,751,111,261,188,193,152,585,190,413,1095,822,529,403,449,850,1654,18,656,656,769,763,769,775,17,603,1551,780,422,988,74.6031746,0.309185356,-0.382425368,-0.341038048,2
2798,Male,21,Atlanta GA,South,,12,0,0.5,Economy,1993,Sedan,Black,1727.2,77.09750567,Single,NaN,10.5,NaN,36,33,NaN,NaN,NaN,571,261,199,543,858,659,344,457,143,915,NaN,630,974,783,210,776,123,279,205,214,152,564,191,375,1054,850,550,479,464,873,1715,22,660,640,802.3,801,802,804,21,739,1704,813,418,1047,78.68480726,-0.804408908,-0.530103385,0,NaN
2799,Male,47,Atlanta GA,South,White Collar,14,2,5,Economy,1991,Sedan,Black,1854.2,86.16780045,Single,37500,12,44,36,34,NaN,NaN,NaN,607,275,203,579,903,700,376,468,149,1037,NaN,661,1057,853,216,767,117,291,225,220,161,591,206,363,1015,950,589,494,494,891,1808,18,591,610,860.3,855,862,864,7.5,676,1730,929,435,1105,88.66213152,0.611704886,-0.764302373,0,NaN
2800,Female,53,Atlanta GA,South,White Collar,14,2,0.5,Economy,1994,Non-sedan,Black,1701.8,56.6893424,Divorced/Widowed,NaN,7.5,NaN,NaN,NaN,7,6,34,532,241,198,537,844,646,339,342,130,919,705,622,869,819,167,724,95,246,194,194,147,560,192,379,961,859,538,390,393,830,1680,15.5,560,562,795,786,792,807,18,684,1498,729,353,1085,58.50340136,0.042490326,-0.812706769,1.138818026,2
2801,Female,51,Atlanta GA,Northeast,White Collar,18,0,8,Economy,1989,Sedan,White,1663.7,68.02721088,Married,150000,8.5,NaN,NaN,NaN,10,12,36,570,259,217,530,799,582,313,403,132,1026,786,614,933,730,247,784,117,247,181,179,151,547,191,407,1035,817,514,407,432,885,1657,29,594,601,711.3,713,715,706,17,715,1606,739,384,1007,69.84126984,-0.043163378,-0.158578381,0.912005067,4
2802,Female,42,Atlanta GA,South,White Collar,16,0,2.5,Economy,1995,Sedan,Black,1574.8,67.12018141,Divorced/Widowed,52500,6.5,NaN,NaN,NaN,NaN,11,38,531,211,195,509,772,577,314,385,131,1041,804,580,926,709,202,709,112,221,171,180,145,553,191,388,993,766,483,408,426,814,1554,35,604,613,705.3,704,706,706,11.5,650,1518,832,401,947,66.21315193,-0.927376091,0.220209926,-0.339781553,5
2803,Female,19,Atlanta GA,Midwest,,14,0,2.5,<undefined>,NaN,<undefined>,Black,1625.6,63.49206349,Single,52500,8,NaN,NaN,NaN,8,8,32,553,242,182,489,754,572,307,342,136,894,687,599,883,743,232,738,110,250,180,185,153,593,192,408,1015,796,511,395,414,855,1628,13,611,600,699,699,698,700,18.5,601,1564,714,418,955,65.07936508,-0.817331314,-0.339787006,1.931189299,5
2804,Male,20,Atlanta GA,South,,14,0,8,Economy,1997,Non-sedan,Black,1828.8,113.3786848,Single,52500,10.5,46,42,31,NaN,NaN,NaN,613,272,222,580,893,671,358,527,148,1407,NaN,702,1308,800,256,809,121,270,212,212,146,595,208,460,1237,896,576,503,540,930,1800,55.5,787,774,830,836,833,821,26,793,1918,1255,535,1074,131.292517,-1.284979224,3.621345997,0,NaN
2805,Male,26,Atlanta GA,South,,14,0,8,Economy,1989,Sedan,Black,1778,76.19047619,Single,NaN,11.5,40,33,33,NaN,NaN,NaN,581,275,203,567,909,706,364,436,143,994,NaN,654,1028,861,196,764,124,285,210,220,155,583,203,396,1058,926,595,457,477,872,1777,29,623,624,852,843,859,854,5,674,1676,851,429,1100,82.0861678,-0.238281459,-0.9571172,0,NaN
2806,Female,49,Atlanta GA,Northeast,White Collar,14,1,5,Economy,1994,Sedan,Black,1651,81.63265306,Divorced/Widowed,25000,9,NaN,NaN,NaN,14,14,38,567,261,188,509,782,594,321,405,140,989,818,612,938,757,232,746,118,248,196,191,151,544,182,423,1085,928,519,407,428,861,1643,40,662,659,731.3,722,734,738,34,727,1618,819,379,1040,79.59183673,0.469997674,-0.297457248,0.983115315,3
2807,Female,46,Atlanta GA,South,White Collar,18,3,5,Luxury,1998,Non-sedan,White,1562.1,50.79365079,Married,90000,6.5,NaN,NaN,NaN,8,5,34,536,218,183,482,743,560,299,333,126,863,723,594,834,729,217,741,107,229,166,174,141,530,186,363,933,769,484,377,402,833,1569,15,531,524,690.3,679,693,699,13,675,1447,677,314,974,51.92743764,-0.940675914,-0.668528736,0.4184843,3
2808,Female,20,Atlanta GA,South,,14,0,2.5,Economy,1987,Sedan,Black,1625.6,107.0294785,Single,NaN,7,NaN,NaN,NaN,18,20,38,550,265,195,518,800,605,323,451,132,1150,922,666,1051,727,222,733,95,230,185,170,146,552,191,532,1371,894,507,443,454,847,1612,64,855,829,742,734,749,743,58,801,1705,1021,435,1021,111.3378685,-1.997807384,3.678986788,-1.362738848,5
2809,Female,23,Atlanta GA,West,,14,0,0.5,Economy,1986,Non-sedan,White,1651,48.07256236,Single,7500,7,NaN,NaN,NaN,4,2,32,577,228,172,491,748,576,319,327,127,778,669,557,779,777,247,755,112,225,175,176,148,545,195,359,884,789,503,368,387,873,1644,10,463,484,708.3,706,708,711,9,585,1455,611,373,1007,47.61904762,0.250487447,-0.692510605,-0.577058554,2
2810,Female,25,Atlanta GA,South,,16,0,2.5,Economy,1996,Sedan,Black,1714.5,99.77324263,Single,90000,11,NaN,NaN,NaN,18,16,38,587,288,184,520,806,622,336,454,148,1185,943,661,1077,797,252,770,115,272,194,194,150,582,201,456,1186,939,542,448,455,871,1695,63,733,745,765.6,765,768,764,41,780,1716,1034,408,1085,104.9886621,1.645564556,0.843237638,1.300659776,4
2811,Female,44,Atlanta GA,South,White Collar,14,1,2.5,Economy,1993,Sedan,Black,1727.2,74.82993197,Divorced/Widowed,37500,10,NaN,NaN,NaN,10,12,36,631,283,208,635,813,605,427,375,135,950,815,643,956,796,303,800,121,256,195,196,153,555,198,422,1119,844,527,426,432,932,1747,27,681,664,733,732,733,734,23,617,1687,799,457,1013,74.6031746,1.853184938,-0.543105006,-0.143869355,2
2813,Female,48,Atlanta GA,Northeast,White Collar,14,0,5,Luxury,1995,Sedan,Black,1549.4,83.90022676,Divorced/Widowed,52500,8.5,NaN,NaN,NaN,16,14,42,536,246,189,510,788,599,321,437,138,1171,960,600,1055,710,208,685,106,250,197,194,151,585,185,437,1088,874,501,430,436,778,1552,41,620,632,766.6,764,771,765,31.5,693,1630,994,418,971,86.39455782,-0.956288218,0.892025173,0.145501837,5
2814,Female,31,Atlanta GA,West,White Collar,14,2,5,Economy,1999,Non-sedan,Black,1549.4,57.59637188,Married,90000,8,NaN,NaN,NaN,7,6,34,509,232,183,515.6,789,606,332.6,347,133,824,715,591,838,745,163,708,111,253,180,183,145,539,184,378,966,807,506,368,413,813,1579,17.5,546,534,751.6,749,753,753,19,631,1447,674,358,989,53.7414966,-0.508989632,-0.091479525,0.272880316,2
2815,Female,56,Atlanta GA,Foreign,White Collar,14,3,10,Economy,2001,Sedan,,1612.9,71.20181406,Married,90000,5.5,NaN,NaN,NaN,22,16,40,572,242,182,472,722,540,290,414,141,1127,886,559,992,665,267,757,96,220,185,166,152,544,180,394,1073,842,470,433,393,852,1564,29.5,593,554,687.6,677,705,681,28,686,1667,892,420,920,72.33560091,-1.23070085,1.583214879,-0.858998179,6
2816,Female,34,Atlanta GA,South,Blue Collar,14,0,2.5,Economy,1996,Sedan,Black,1727.2,124.7165533,Married,25000,10,NaN,NaN,NaN,20,20,44,590,270,216,552,852,636,336,488,150,1432,1161,706,1190,741,249,764,121,268,196,200,155,567,188,570,1484,947,545,487,498,879,1691,64,820,816,821.6,815,820,830,56,838,1869,1262,507,1032,133.7868481,0.587890327,2.78545332,0.331259161,5
2817,Female,51,Atlanta GA,Northeast,White Collar,14,2,5,Economy,1994,Sedan,Black,1574.8,73.46938776,Divorced/Widowed,37500,6,NaN,NaN,NaN,12,12,36,569,246,186,500,756,570,314,403,133,1046,857,579,986,715,239,735,106,240,195,180,148,555,195,418,1071,773,481,412,433,841,1560,42,636,622,706.6,702,705,713,25.5,705,1611,933,422,956,74.14965986,-0.841834903,0.814906538,-0.758018374,3
2818,Female,40,Atlanta GA,South,White Collar,16,2,2.5,Luxury,1993,Sedan,Black,1676.4,74.82993197,Married,90000,8,NaN,NaN,NaN,8,12,34,603,239,195,525,821,626,330,389,136,937,771,635,934,803,280,758,114,249,180,196,150,571,200,458,1175,858,540,403,431,879,1678,35,708,706,765.6,772,758,767,38,698,1590,797,367,1042,77.32426304,0.903838098,-0.089474782,-0.771851361,2
2819,Female,27,Atlanta GA,Northeast,White Collar,14,2,5,Economy,1993,Non-sedan,Black,1524,54.42176871,Married,52500,7.5,NaN,NaN,NaN,8,10,34,499,223,197,516,803,606,319,373,129,949,768,583,930,744,160,661,98,228,173,181,148,525,185,385,1026,786,503,390,430,759,1524,30,631,621,723.6,719,719,733,32,642,1448,788,386,966,61.67800454,-1.191539288,-0.12354105,-1.126127005,3
2820,Female,42,Atlanta GA,Northeast,White Collar,14,1,2.5,Luxury,1991,Sedan,Black,1676.4,81.63265306,Divorced/Widowed,52500,9.5,NaN,NaN,NaN,14,12,38,560,256,197,540,818,621,343,391,153,996,812,651,957,771,216,762,128,250,190,190,163,602,197,421,1093,807,519,443,432,864,1684,45.5,686,676,733.6,736,737,728,44.5,703,1624,832,393,1006,83.67346939,0.619752467,0.916038632,0.063485138,3
2821,Male,43,Atlanta GA,South,White Collar,18,3,5,Economy,1992,Sedan,White,1828.8,77.09750567,Married,90000,11,NaN,36,32,NaN,NaN,NaN,615,271,220,591,913,693,371,453,136,969,NaN,639,1008,839,224,813,116,286,203,202,148,577,205,388,1065,904,569,474,477,933,1819,20,582,593,805,799,801,815,12.5,646,1696,867,457,1089,81.17913832,0.375180751,-0.601690292,0,NaN
2822,Male,49,Atlanta GA,South,Blue Collar,12,4,0.5,Economy,1987,Non-sedan,Black,1625.6,95.23809524,Married,37500,11.5,44,38,28,NaN,NaN,NaN,558,284,228,561,860,632,333,471,140,1085,NaN,607,1064,737,201,768,131,282,222,208,147,566,199,403,1071,833,551,474,499,871,1697,31,622,632,769.3,760,763,785,10,588,1782,968,590,950,93.19727891,-0.561818898,1.664955735,0,NaN
2823,Male,18,Atlanta GA,Northeast,,14,0,2.5,Economy,1993,Sedan,Black,1803.4,72.56235828,Single,NaN,11,NaN,36,NaN,NaN,NaN,NaN,573,271,208,552,877,669,344,404,133,926,NaN,634,972,838,210,781,121,273,200,216,146,569,206,344,983,933,586,448,468,888,1777,9,572,590,807.3,802,811,809,6.5,639,1623,761,444,1080,75.28344671,-0.300703198,-0.608755827,0,NaN
2824,Male,27,Atlanta GA,South,Blue Collar,14,1,8,Economy,1996,Sedan,Black,1803.4,70.29478458,,37500,11,42,34,30,NaN,NaN,NaN,579,284,217,572,890,673,355,429,143,939,NaN,606,978,813,211,781,127,290,209,221,153,597,200,376,1018,891,584,452,485,907,1774,19.5,592,589,813,817,799,823,10,608,1656,843,476,1031,75.28344671,-1.23848629,-1.342671037,0,NaN
2825,Female,47,Atlanta GA,South,White Collar,14,0,NaN,Economy,1997,Sedan,Black,1701.8,167.8004535,Single,90000,10.5,NaN,NaN,NaN,22,20,46,641,301,196,535,826,630,339,543,147,1440,1147,738,1243,695,308,814,120,266,202,183,151,580,201,620,1687,894,535,522,488,917,1697,64,1057,1017,746.3,747,749,743,61,1024,2085,1397,468,1037,156.0090703,-0.076757804,3.797705889,5.118199825,3
2826,Female,42,Atlanta GA,South,White Collar,14,0,0.5,Economy,1997,Sedan,White,1600.2,54.42176871,Married,90000,7.5,NaN,NaN,NaN,10,6,36,599,235,172,508,778,606,336,359,130,881,723,572,846,770,253,740,100,243,185,180,135,529,185,377,936,824,513,386,409,865,1640,24.5,531,536,713.3,714,716,710,18,690,1531,641,323,1038,56.23582766,0.255266309,-0.288433105,-1.400740027,2
2827,Female,45,Atlanta GA,South,White Collar,16,1,5,Economy,1993,Sedan,Black,1625.6,72.56235828,Divorced/Widowed,52500,6.5,NaN,NaN,NaN,10,12,34,556,230,190,524,816,626,334,390,136,956,783,625,958,745,208,717,106,235,180,176,147,536,176,436,1097,836,518,399,412,882,1598,22.5,686,680,746.3,747,753,739,35,723,1597,802,357,990,75.05668934,0.20471248,0.791789949,-1.258036494,3
2828,Female,32,Atlanta GA,Midwest,White Collar,14,3,2.5,Economy,1998,Sedan,Black,1816.1,72.56235828,Married,NaN,11.5,NaN,NaN,NaN,12,12,36,625,251,202,569,882,680,367,394,140,888,750,650,884,847,261,811,115,281,193,206,152,566,198,436,1077,882,580,416,444,925,1786,12,626,623,795.3,793,801,792,27,762,1690,722,371,1133,76.41723356,2.1895473,-0.956747293,-0.437708974,2
2829,Female,33,Atlanta GA,Northeast,White Collar,14,1,2.5,Economy,1995,Sedan,Black,1574.8,88.88888889,Single,37500,8.5,NaN,NaN,NaN,14,16,36,535,242,184,506,776,592,322,412,138,1017,797,643,976,760,194,698,102,241,188,180,147,546,183,502,1242,785,508,429,434,804,1575,29,795,754,737.3,731,738,743,38,595,1546,896,418,962,86.16780045,-0.4223423,1.409298062,-0.731082261,3
2830,Female,36,Atlanta GA,South,White Collar,14,3,8,Economy,1993,Sedan,Black,1676.4,65.30612245,Divorced/Widowed,52500,8,NaN,NaN,NaN,10,10,36,537,249,198,513,792,594,315,369,134,939,769,589,910,769,205,751,111,243,187,184,150,557,187,396,998,829,517,399,408,860,1644,24.5,558,564,728,722,730,732,23.5,665,1504,783,378,1014,65.75963719,-0.015918873,0.05889152,-0.098811351,3
2831,Male,53,Atlanta GA,Foreign,Blue Collar,16,3,0.5,Economy,1991,Sedan,Black,1790.7,74.82993197,Married,NaN,9.5,42,32,30,NaN,NaN,NaN,580,271,211,561,896,685,350,437,147,978,NaN,587,1053,780,221,788,132,284,223,211,163,582,196,349,950,875,562,474,409,905,1750,10,569,588,825.6,821,836,820,13,719,1678,816,398,1052,77.55102041,-1.24435246,-1.144078255,0,NaN
2832,Female,20,Atlanta GA,South,,14,0,2.5,Economy,1990,Sedan,White,1549.4,58.04988662,Single,150000,6.5,NaN,NaN,NaN,8,8,34,543,228,171,484,747,576,313,358,125,847,736,568,841,709,225,699,103,228,163,167,145,548,190,393,996,739,486,377,398,818,1554,14,618,615,688.3,694,684,687,19,568,1498,777,413,902,58.9569161,-0.747050941,0.172145829,-0.342579186,2
2833,Female,20,Atlanta GA,South,,14,0,2.5,Economy,1994,Sedan,Black,1600.2,81.63265306,Single,NaN,7,NaN,NaN,NaN,12,16,34,586,263,180,495,796,616,315,397,128,979,814,624,941,686,251,750,120,245,189,175,144,545,188,474,1246,729,493,386,428,876,1593,32.5,767,778,737.3,727,743,742,26,825,1707,815,374,981,87.98185941,-0.402268887,1.576751947,-0.07476221,3
2834,Female,38,Atlanta GA,South,White Collar,16,2,2.5,Economy,1999,Sedan,Black,1701.8,131.5192744,Divorced/Widowed,37500,12,NaN,NaN,NaN,22,20,46,591,311,211,571,895,684,360,504,145,1374,1135,785,1208,804,233,777,126,276,209,210,148,578,204,595,1565,964,533,469,493,873,1734,63,957,925,809.6,799,812,818,64,953,1980,1145,543,1113,156.462585,1.063660502,3.483247995,0.09198267,5
2835,Female,22,Atlanta GA,South,,16,0,0.5,Economy,1997,Non-sedan,Black,1651,53.06122449,Single,70000,8.5,NaN,NaN,NaN,NaN,4,32,545,244,180,504,805,625,324,339,131,784,676,595,776,808,212,690,99,252,174,181,139,536,184,331,891,842,525,372,387,824,1635,10,515,513,736.6,725,744,741,13,591,1448,643,340,1027,51.24716553,0.12370827,-1.137035966,-0.517142773,2
2836,Female,24,Atlanta GA,West,White Collar,16,0,0.5,<undefined>,NaN,<undefined>,Black,1600.2,49.88662132,Single,52500,8.5,NaN,NaN,NaN,6,6,34,516,237,176,502,779,603,326,314,125,790,702,594,804,778,184,670,99,250,167,192,139,532,184,370,958,806,523,386,415,783,1574,19.5,551,548,709.6,705,722,702,11,535,1384,698,378,998,52.83446712,-1.538638592,-1.656030416,0.489707351,1
2837,Female,43,Atlanta GA,South,White Collar,14,1,5,Economy,1996,Non-sedan,Black,1651,81.17913832,Married,90000,9,NaN,NaN,NaN,14,14,38,571,254,200,537,835,635,337,395,140,1004,801,631,972,784,215,744,106,264,185,189,152,565,194,466,1190,823,532,421,446,861,1662,28,730,724,768,771,764,769,35.5,772,1635,792,363,1045,82.31292517,0.762859225,0.772027791,-0.512955964,2
2838,Female,20,Atlanta GA,South,,14,0,2.5,Economy,2000,Non-sedan,Black,1574.8,52.15419501,Single,NaN,7,NaN,NaN,NaN,4,2,34,575,229,181,490,753,572,309,325,123,850,704,549,839,736,256,730,94,234,174,175,132,521,183,366,912,769,488,363,400,842,1580,13,534,533,684.6,680,688,686,9,605,1480,648,375,971,51.02040816,-0.421337396,-0.765812933,-0.790774941,2
2839,Male,55,Atlanta GA,South,White Collar,18,1,5,Economy,2000,Non-sedan,Black,1816.1,113.3786848,Divorced/Widowed,NaN,13,42,42,32,NaN,NaN,NaN,644,290,216,611,918,702,395,557,155,1216,NaN,669,1234,834,232,780,126,282,237,212,163,607,213,429,1172,957,602,502,533,888,1778,57,722,717,836,831,853,846,27.5,744,1912,1089,532,1083,118.8208617,0.996405363,0.291755944,0,NaN
2840,Male,43,Atlanta GA,Foreign,,14,2,0.5,<undefined>,NaN,<undefined>,Black,1727.2,93.42403628,Divorced/Widowed,7500,9.5,NaN,38,30,NaN,NaN,NaN,573,266,195,559,894,699,364,467,154,1085,NaN,639,1076,824,190,728,128,267,206,211,170,599,203,392,1065,903,569,484,490,851,1719,28,623,619,844.3,843,845,845,17,655,1770,950,560,1007,93.87755102,-1.074583173,2.153702021,0,NaN
2841,Male,40,Atlanta GA,South,White Collar,14,2,5,Economy,1998,Sedan,Black,1778,74.82993197,Married,70000,9.5,40,32,31,NaN,NaN,NaN,614,262,218,562,872,654,344,457,137,939,NaN,621,974,838,252,799,131,263,208,203,146,562,199,360,1004,890,558,444,491,924,1773,17,569,587,785.6,771,791,795,5.5,698,1737,792,444,1061,77.55102041,0.03673961,-0.101777531,0,NaN
2842,Male,58,Atlanta GA,Northeast,White Collar,24,4,2.5,Luxury,1992,Sedan,White,1752.6,88.88888889,Married,150000,10,44,38,30,NaN,NaN,NaN,573,269,190,520,816,626,330,447,141,1116,NaN,615,1067,788,231,784,130,266,207,208,159,578,197,392,1083,951,550,449,478,899,1723,29,599,602,778.6,772,786,778,16.5,719,1721,1005,443,1020,88.66213152,-0.299626619,1.098178744,0,NaN
2843,Female,48,Atlanta GA,Midwest,White Collar,14,2,NaN,Economy,1998,Sedan,Black,1524,65.75963719,Divorced/Widowed,37500,6,NaN,NaN,NaN,10,11,36,515,243,176,500,774,598,324,381,121,960,793,600,952,718,205,689,103,230,183,177,140,521,182,435,1095,761,498,394,403,782,1525,32,646,629,696.6,691,701,698,36.5,732,1495,754,323,973,68.48072562,-1.041891336,0.858128369,-0.829143107,2
2844,Male,43,Atlanta GA,Foreign,White Collar,21,2,0.5,Economy,1992,Sedan,Asian,1625.6,58.04988662,Married,70000,7.5,NaN,34,NaN,NaN,NaN,NaN,568,229,188,503,779,591,315,399,137,892,NaN,556,937,737,241,711,119,228,184,177,157,583,201,326,895,827,504,436,432,833,1623,22,497,497,701.3,702,698,704,7,561,1534,738,419,954,58.9569161,-1.489106178,-0.066526867,0,NaN
2845,Female,45,Atlanta GA,South,White Collar,12,3,8,Economy,1993,Sedan,Black,1676.4,108.8435374,Married,70000,10,NaN,NaN,NaN,18,20,40,536,284,184,515,802,618,331,421,130,1133,945,691,987,770,192,704,101,264,189,199,148,550,195,560,1408,919,534,417,439,814,1625,49,827,794,746.3,753,740,746,39,853,1715,985,385,1068,110.2040816,0.072577015,2.799674273,1.965057135,3
2846,Female,57,Atlanta GA,Foreign,White Collar,21,2,0.5,Economy,1995,Sedan,Asian,1651,68.02721088,Married,90000,8,NaN,NaN,NaN,13,14,38,550,242,205,507,751,546,302,398,141,982,886,572,975,714,242,756,120,236,185,191,157,558,190,371,1005,886,498,417,435,852,1626,31,573,545,699.6,689,706,704,34,722,1626,878,398,979,71.6553288,-0.112564489,0.394152164,0.077082135,2
2847,Male,49,Atlanta GA,South,Blue Collar,NaN,1,NaN,Economy,1991,Sedan,Black,1752.6,97.50566893,Married,25000,9.5,46,36,30,NaN,NaN,NaN,600,253,213,578,906,693,365,500,146,1112,NaN,619,1187,769,221,800,125,264,218,214,154,580,205,381,1086,868,566,465,539,904,1742,38,608,616,840,827,846,847,14.5,639,1753,977,493,1018,96.82539683,-0.521901011,0.102140971,0,NaN
2848,Female,40,Atlanta GA,Foreign,White Collar,16,0,2.5,Economy,1995,Sedan,Black,1625.6,90.70294785,Single,7500,10,NaN,NaN,NaN,NaN,18,NaN,565,284,215,546,828,613,331,438,143,1115,907,625,1062,737,234,735,112,262,204,185,154,557,188,460,1214,783,513,444,473,841,1594,58,783,748,763.3,762,765,763,56,827,1694,973,347,1008,96.59863946,-1.62740624,1.688241959,-1.835938811,NaN
2849,Male,36,Atlanta GA,South,Service,12,0,2.5,Economy,1995,Non-sedan,Black,1803.4,113.3786848,Married,52500,11,48,40,33,NaN,NaN,NaN,606,286,219,602,927,708,383,547,159,1193,NaN,682,1220,825,218,743,130,267,220,216,164,622,212,411,1142,979,600,502,551,882,1813,52,703,699,845.6,849,853,835,26,718,1846,1025,559,1103,115.8730159,1.007167459,0.483075291,0,NaN
2850,Female,19,Atlanta GA,West,White Collar,14,0,0.5,Economy,1989,Sedan,Black,1676.4,72.56235828,Single,NaN,9.5,NaN,NaN,NaN,12,12,34,560,247,198,533,834,636,335,396,137,1005,840,622,958,770,218,737,107,258,180,188,148,557,196,422,1102,843,539,412,454,847,1650,36,661,638,736.6,732,735,743,35,650,1608,848,425,1012,76.8707483,0.177389234,-0.502858818,0.121465787,2
2851,Female,44,Atlanta GA,South,White Collar,16,1,0.5,Economy,1990,Sedan,Black,1727.2,90.70294785,Divorced/Widowed,70000,10,NaN,NaN,NaN,18,18,40,537,271,201,537,852,651,336,400,136,1169,913,659,1068,799,181,726,109,268,189,200,152,556,182,515,1337,954,548,434,466,853,1687,37,700,698,783.6,778,789,784,13.5,833,1697,1028,373,1091,98.86621315,1.321658373,0.623949707,0.750235677,5
2852,Male,26,Atlanta GA,South,White Collar,16,1,0.5,Economy,1997,Sedan,Black,1930.4,113.3786848,Married,70000,13,46,38,32,NaN,NaN,NaN,602,290,236,650,982,746,414,483,148,1072,NaN,731,1106,904,181,823,109,298,218,232,167,591,201,457,1214,976,626,487,522,933,1901,24.5,785,771,946.3,932,950,957,32,760,1891,969,511,1141,116.3265306,1.034269452,-1.218756676,0,NaN
2853,Male,43,Atlanta GA,Foreign,White Collar,16,2,10,Economy,1989,Non-sedan,White,1828.8,85.26077098,Divorced/Widowed,37500,11,NaN,33,33,NaN,NaN,NaN,598,283,232,591,921,689,359,433,151,993,NaN,633,1013,856,208,790,119,280,223,218,163,593,194,364,1003,932,601,476,481,911,1821,12.5,595,602,870.6,872,874,866,9.5,594,1687,870,484,1079,82.31292517,0.097978525,-0.78929311,0,NaN
2854,Female,28,Atlanta GA,South,,14,3,5,Luxury,1985,<undefined>,Black,1651,78.00453515,Married,NaN,8.5,NaN,NaN,NaN,NaN,16,42,552,240,188,527,817,629,339,388,130,1122,858,627,1044,792,204,738,103,255,188,186,145,543,193,457,1123,818,535,421,448,840,1654,38.5,670,655,743.3,743,750,737,30,598,1636,939,421,991,80.95238095,0.08985699,0.389968634,0.267453462,5
2855,Male,29,Atlanta GA,West,,14,2,5,Economy,1993,Non-sedan,Black,1803.4,75.28344671,Married,52500,9.5,NaN,36,34,NaN,NaN,NaN,603,274,193,536,835,642,343,424,141,899,NaN,637,930,801,244,772,127,268,188,199,151,562,196,334,990,905,567,448,448,903,1771,37,579,567,767.6,758,774,771,10,683,1743,818,469,1049,74.37641723,-0.343535513,-1.000370979,0,NaN
2856,Female,52,Atlanta GA,<undefined>,White Collar,14,2,2.5,Luxury,1997,Sedan,Asian,1651,72.56235828,Married,150000,8,NaN,NaN,NaN,14,14,38,542,251,205,542,829,624,337,398,133,1110,846,609,1005,777,191,743,103,255,182,191,140,525,180,435,1075,950,528,408,424,844,1651,35,646,626,778.6,779,782,775,37,731,1648,858,405,1043,77.55102041,0.554402769,0.460165769,-0.340331405,4
2857,Female,19,Atlanta GA,Northeast,,14,0,0.5,Economy,1991,Sedan,Black,1600.2,62.58503401,Single,90000,7.5,NaN,NaN,NaN,NaN,10,36,536,245,187,518,808,621,331,366,131,956,768,613,926,763,191,681,106,245,168,178,147,547,198,410,1051,844,522,394,418,815,1615,26,639,627,747.6,742,749,752,21,619,1550,829,436,987,65.98639456,0.294755071,-0.183094829,-0.057760406,4
2858,Male,31,Atlanta GA,Northeast,Blue Collar,14,1,5,<undefined>,1999,Non-sedan,Black,1752.6,66.66666667,Married,52500,10,40,31,33,NaN,NaN,NaN,549,258,227,581,909,682,354,422,137,938,NaN,620,997,824,177,727,126,272,201,220,151,562,193,323,925,885,560,444,483,849,1733,9.5,523,532,829.6,834,828,827,10,602,1577,757,418,1049,64.62585034,-1.544123888,-1.404867053,0,NaN
2859,Female,54,Atlanta GA,South,Management,14,4,0.5,Luxury,1992,Non-sedan,Black,1498.6,88.88888889,Divorced/Widowed,37500,7,NaN,NaN,NaN,20,20,42,545,233,194,496,762,568,302,426,136,1136,933,611,1096,671,229,665,105,241,187,176,148,539,186,467,1258,851,479,420,445,781,1517,52,750,708,704.6,674,722,718,42,750,1655,1075,352,932,88.43537415,-0.705824256,1.251954079,1.375878215,2
2860,Male,26,Atlanta GA,South,Management,16,NaN,2.5,Economy,1992,Sedan,Black,1905,104.30839,Married,NaN,12,44,38,34,NaN,NaN,NaN,612,301,246,621,936,690,375,464,147,1056,NaN,673,1084,819,245,837,150,282,216,221,161,603,212,397,1148,924,596,538,527,972,1862,24,691,696,838,823,841,850,20,728,1852,924,493,1105,102.2675737,0.585790455,-0.517769933,0,NaN
2861,Female,37,Atlanta GA,Midwest,White Collar,16,0,2.5,Luxury,2001,<undefined>,Black,1701.8,62.58503401,Married,70000,8.5,NaN,NaN,NaN,8,7,36,596,242,187,502,785,598,315,328,132,885,718,596,818,803,256,783,114,248,182,196,141,548,189,378,978,840,525,399,407,894,1713,17,576,577,737.6,730,734,749,21,612,1589,753,429,1036,61.2244898,1.047861576,-0.78693831,-0.62798059,2
2862,Male,36,Atlanta GA,South,White Collar,14,0,0.5,Economy,2000,Non-sedan,Black,1752.6,74.82993197,Married,52500,9,38,34,34,NaN,NaN,NaN,515,262,228,597,933,705,369,434,142,1024,NaN,652,1041,836,129,718,113,266,215,214,157,569,197,364,1013,902,564,467,492,824,1702,19.5,586,593,838.6,837,846,833,8.5,563,1567,864,423,1037,79.59183673,-1.560896993,-1.121011853,0,NaN
2863,Male,55,Atlanta GA,South,Blue Collar,14,4,2.5,Economy,1991,Sedan,Black,1701.8,79.36507937,Married,37500,8,44,34,34,NaN,NaN,NaN,557,270,215,558,842,627,343,458,147,1018,NaN,609,1006,745,196,706,112,260,216,204,148,562,198,362,997,840,550,476,451,827,1664,36,602,613,781.6,793,787,765,9.5,662,1664,852,479,997,80.49886621,-0.921599686,0.217565939,0,NaN
2864,Male,34,Atlanta GA,Northeast,,14,NaN,10,<undefined>,NaN,<undefined>,Black,1905,163.2653061,Married,NaN,13.5,48,46,NaN,NaN,NaN,NaN,652,312,217,594,943,726,377,591,156,1485,NaN,736,1402,843,266,877,133,304,239,231,167,624,216,519,1513,NaN,620,537,584,986,1899,38,857,864,849.3,855,851,842,27,1032,2105,1422,475,1170,155.7823129,2.478373766,1.676249266,0,NaN
2865,Female,48,Atlanta GA,South,White Collar,14,2,2.5,Economy,1993,Sedan,Black,1524,65.75963719,Married,25000,6.5,NaN,NaN,NaN,12,14,36,536,262,162,481,740,578,319,374,136,960,777,613,886,710,209,673,114,237,179,179,146,534,184,449,1186,754,495,417,404,772,1519,34,724,709,701.3,704,701,699,27,720,1568,792,375,943,76.41723356,-1.008592129,1.136136889,1.380006313,2
2866,Female,30,Atlanta GA,South,,16,0,8,Luxury,1998,Non-sedan,Black,1879.6,89.79591837,Married,90000,11,NaN,NaN,NaN,12,12,36,641,266,196,561,873,677,365,408,136,1024,829,680,967,904,265,828,121,285,197,222,145,596,216,440,1147,975,616,448,439,929,1849,30,702,707,843.6,833,854,844,24,689,1751,943,478,1174,90.92970522,3.590014458,-0.781585932,-0.554852784,4
2867,Male,55,Atlanta GA,Midwest,Service,14,2,2.5,Economy,1991,Non-sedan,Black,1727.2,94.33106576,Married,25000,9.5,44,38,30,NaN,NaN,NaN,607,273,199,541,857,658,342,477,143,1107,NaN,606,1123,737,250,782,120,270,216,207,156,584,203,402,1110,875,553,489,514,897,1712,37.5,628,646,754.6,751,768,745,14.5,731,1792,962,455,1005,93.42403628,-0.581846178,0.406205893,0,NaN
2868,Female,45,Atlanta GA,South,Service,18,0,5,Economy,1991,Non-sedan,Black,1574.8,53.51473923,Married,25000,7,NaN,NaN,NaN,6,6,34,518,239,190,492,762,572,302,334,128,800,689,568,808,725,195,704,100,244,176,183,143,542,192,391,994,789,507,381,395,814,1576,26,549,575,739.3,730,749,739,18,677,1480,739,343,998,56.23582766,-0.799657643,0.004154431,-1.289272428,2
2869,Male,23,Atlanta GA,Foreign,,14,0,0.5,Economy,1994,Non-sedan,Asian,1676.4,58.9569161,Single,12500,9,32,31,29,NaN,NaN,NaN,551,246,202,533,826,624,331,383,140,858,NaN,566,893,736,205,727,118,253,195,197,164,581,191,321,883,782,518,404,452,848,1635,13,493,504,722.3,719,725,723,8,509,1553,783,466,889,56.6893424,-2.056184053,-0.634459615,0,NaN
2871,Male,23,Atlanta GA,South,Service,16,0,8,Economy,1994,Sedan,Black,1752.6,70.29478458,Single,150000,13,36,32,34,NaN,NaN,NaN,570,275,221,558,864,643,337,414,134,939,NaN,630,972,825,198,766,142,285,199,219,142,565,207,344,977,878,561,445,466,887,1750,7,572,578,779.6,789,777,773,6.5,678,1647,741,412,1053,69.16099773,-1.639107466,-1.421030402,0,NaN
2872,Male,41,Atlanta GA,South,White Collar,12,0,0.5,Economy,1995,Sedan,Black,1752.6,69.3877551,Single,37500,8.5,42,32,32,NaN,NaN,NaN,584,268,211,568,878,667,357,384,128,949,NaN,628,956,836,189,756,127,274,191,202,145,562,199,327,945,933,583,440,461,865,1751,19.5,511,517,833,825,838,836,11,603,1614,803,427,1072,68.48072562,-1.021271348,-1.43889904,0,NaN
2873,Female,45,Atlanta GA,Northeast,Management,16,2,5,Economy,1995,Sedan,Black,1651,66.66666667,Divorced/Widowed,70000,8,NaN,NaN,NaN,10,10,36,558,243,195,509,793,598,314,398,134,930,769,593,957,768,230,738,106,247,185,187,151,554,188,410,1044,807,525,443,438,840,1623,27,621,619,748.3,741,752,752,23,743,1549,732,328,1049,69.61451247,0.15054594,0.139863059,-0.861808538,3
2874,Female,21,Atlanta GA,South,,14,0,2.5,Economy,1979,Non-sedan,White,1701.8,69.3877551,Single,150000,9.5,NaN,NaN,NaN,NaN,10,34,588,242,207,558,845,638,351,369,132,933,775,611,923,800,235,782,107,247,183,191,146,545,188,416,1034,849,528,430,438,890,1691,17.5,621,612,779.3,775,782,781,23,660,1569,738,387,1044,67.80045351,0.683823526,-1.187458754,1.040770173,2
2875,Male,54,Atlanta GA,South,Blue Collar,12,4,0.5,Luxury,1986,Sedan,Black,1790.7,70.29478458,Married,NaN,11,40,32,34,NaN,NaN,NaN,576,296,196,571,892,696,375,430,138,892,NaN,656,919,883,172,713,136,280,212,222,149,556,194,339,948,943,597,431,457,828,1753,10,560,572,874.3,864,879,880,9.5,637,1602,784,398,1105,70.06802721,-0.699457288,-1.436047554,0,NaN
2876,Male,42,Atlanta GA,South,White Collar,14,0,5,Economy,1991,Sedan,Black,1676.4,58.04988662,Single,25000,7.5,36,29,29,NaN,NaN,NaN,543,253,199,529,823,624,330,362,137,837,NaN,596,896,775,192,737,130,261,198,208,153,567,200,311,871,849,528,422,438,853,1682,7.5,471,478,746.6,734,749,757,3.5,614,1533,662,411,1006,56.6893424,-2.158624172,-1.265515327,0,NaN
2877,Male,22,Atlanta GA,South,,14,0,8,<undefined>,NaN,<undefined>,White,1752.6,74.82993197,Single,25000,10,40,32,30,NaN,NaN,NaN,575,277,222,545,821,599,323,421,137,941,NaN,586,1017,723,238,785,130,271,201,197,152,566,202,356,1007,813,525,435,479,907,1726,10.5,589,592,707,713,704,704,12.5,631,1722,814,457,979,74.6031746,-0.381809384,0.003847065,0,NaN
2878,Female,24,Atlanta GA,South,,18,0,0.5,Economy,1998,Sedan,Black,1676.4,83.90022676,Single,37500,9,NaN,NaN,NaN,14,14,36,568,242,197,523,812,615,326,412,126,1068,838,625,1033,790,225,748,118,256,188,187,140,537,188,459,1151,819,535,416,449,858,1663,46,703,691,778.6,779,783,774,34,712,1650,825,411,1042,84.58049887,0.699856758,0.999186635,0.537261367,3
2879,Male,43,Atlanta GA,South,White Collar,16,0,2.5,Economy,2000,Sedan,White,1905,99.77324263,Married,52500,10.5,44,38,34,NaN,NaN,NaN,633,287,236,618,922,686,382,449,148,1157,NaN,656,1092,841,227,834,116,275,206,209,161,589,200,391,1077,922,591,484,508,949,1859,18,618,629,856.3,855,856,858,9,703,1851,944,513,1113,101.5873016,1.216027975,0.112883516,0,NaN
2880,Male,27,Atlanta GA,Northeast,White Collar,16,0,2.5,Economy,1992,Sedan,White,1914.652,70.29478458,Single,52500,10.5,40,34,34,NaN,NaN,NaN,605,256,209,582,900,691,373,408,143,877,NaN,630,938,893,203,806,123,270,217,209,157,587,204,370,951,968,585,463,467,950,1867,7.5,490,486,826,829,820,829,7,618,1660,797,431,1117,67.34693878,-0.547903061,-1.754481196,0,NaN
2881,Male,41,Atlanta GA,South,White Collar,16,0,2.5,Economy,1995,Sedan,White,1828.8,86.16780045,Divorced/Widowed,NaN,10.5,44,36,32,NaN,NaN,NaN,607,283,214,571,880,666,357,469,144,1089,NaN,636,1112,801,231,807,122,277,218,199,154,586,198,387,1055,890,565,484,514,929,1819,29,580,578,796.6,797,794,799,9.5,680,1827,922,510,1055,90.92970522,0.825365603,0.211694196,0,NaN
2882,Male,26,Atlanta GA,South,Blue Collar,14,3,8,Economy,1990,Sedan,Black,1968.5,163.2653061,Single,52500,14,48,46,36,NaN,NaN,NaN,707,304,237,636,996,759,399,607,153,1388,NaN,761,1369,856,298,876,124,307,233,226,172,630,214,557,1474,958,616,524,608,998,1931,55,937,934,880.3,873,869,899,30,824,2108,1331,592,1137,156.0090703,0.880601764,4.189995766,0,NaN
2883,Female,40,Atlanta GA,South,White Collar,16,0,10,Luxury,1993,Sedan,Black,1638.3,90.70294785,Single,37500,10,NaN,NaN,NaN,16,16,40,550,242,194,537,839,645,343,425,138,1116,861,644,1022,800,197,724,106,263,188,202,153,555,184,459,1214,935,550,443,437,807,1645,44,689,726,791.3,777,805,792,41,768,1679,1062,383,1037,92.06349206,0.554659605,0.745281398,-0.533713818,4
2884,Female,46,Atlanta GA,South,White Collar,14,0,2.5,Economy,1989,Sedan,White,1574.8,53.51473923,Divorced/Widowed,52500,6,NaN,NaN,NaN,6,7,34,597,215,168,478,739,571,310,370,133,927,773,536,877,688,283,751,103,220,171,171,152,553,190,364,939,722,458,376,388,860,1567,17,539,546,672.3,668,678,671,22.5,629,1549,716,385,925,54.42176871,-1.210081935,-0.845991969,0.973138809,2
2885,Female,31,Atlanta GA,South,White Collar,18,0,5,Economy,1998,Sedan,White,1625.6,54.42176871,Single,NaN,7.5,NaN,NaN,NaN,10,6,32,569,227,186,493,749,563,307,361,129,913,723,550,849,714,258,756,110,225,172,165,144,536,185,366,942,764,473,385,404,869,1600,9,543,545,684.3,681,686,686,14,650,1510,639,355,975,56.00907029,-0.734994173,-0.479860097,0.706706285,4
2886,Female,36,Atlanta GA,Northeast,White Collar,16,0,2.5,Economy,1994,Sedan,White,1651,54.42176871,Married,90000,7.5,NaN,NaN,NaN,8,4,32,590,230,192,507,759,567,315,340,131,882,679,576,827,749,255,773,104,236,178,177,149,542,183,361,917,813,492,390,404,879,1654,10,514,517,692.6,690,692,696,18,695,1548,643,360,1030,55.78231293,0.284034997,-0.621484816,-1.397269607,4
2887,Male,26,Atlanta GA,South,White Collar,16,0,5,Luxury,1998,Sedan,White,1803.4,90.70294785,Single,150000,11,42,36,32,NaN,NaN,NaN,622,277,207,551,854,647,344,476,142,1043,NaN,641,1078,821,246,831,120,271,214,215,156,590,208,401,1107,891,570,488,498,937,1798,17.5,658,676,801,803,788,812,13,725,1757,912,464,1070,94.55782313,1.007517695,-0.10625349,0,NaN
2888,Male,62,Atlanta GA,South,Blue Collar,NaN,2,0.5,Economy,1993,Non-sedan,White,1905,120.1814059,Married,52500,12,46,42,33,NaN,NaN,NaN,649,293,206,570,899,693,364,518,151,1214,NaN,670,1195,837,260,840,131,277,235,223,158,606,207,411,1104,953,603,509,531,960,1866,32,634,647,863,866,866,857,20,838,1962,1143,548,1141,117.4603175,1.70018518,0.445027024,0,NaN
2889,Male,25,Atlanta GA,South,,18,0,0.5,Economy,1995,Sedan,White,1905,68.02721088,Married,37500,11,34,34,34,NaN,NaN,NaN,618,277,199,560,881,682,361,406,145,882,NaN,629,907,870,225,821,120,288,204,211,147,575,200,360,954,954,618,440,456,933,1865,6,546,549,855.6,859,850,858,13,588,1656,834,473,1107,70.06802721,-0.156759575,-2.049024582,0,NaN
2890,Male,51,Atlanta GA,Midwest,White Collar,18,1,5,Economy,1994,Sedan,White,1727.2,86.16780045,Married,NaN,9,44,38,30,NaN,NaN,NaN,579,272,209,538,831,622,329,467,142,1106,NaN,597,1133,773,238,768,121,257,216,194,159,596,208,374,1048,935,544,466,497,875,1695,11,622,623,733.3,741,728,731,6.5,744,1699,949,403,1037,87.52834467,-0.167550847,0.849463642,0,NaN
2891,Female,47,Atlanta GA,South,White Collar,14,0,2.5,<undefined>,1989,<undefined>,Black,1524,53.51473923,Single,17500,7.5,NaN,NaN,NaN,7,8,34,525,222,198,504,774,576,306,349,126,834,714,556,836,688,206,709,101,233,184,179,133,494,176,424,1058,729,482,393,413,792,1508,10,608,591,707.6,699,706,718,14.5,580,1479,732,373,884,55.32879819,-1.636637807,0.166750431,1.170014381,2
2892,Male,21,Atlanta GA,West,,14,0,0.5,Economy,1991,Sedan,White,1727.2,67.12018141,Single,70000,8.5,NaN,32,32,NaN,NaN,NaN,535,244,209,544,837,628,335,390,133,913,NaN,585,934,763,186,776,121,254,192,192,147,564,198,342,950,858,536,440,452,885,1695,9.5,563,562,766.6,742,767,791,17,616,1542,755,397,998,65.98639456,-0.875693023,-0.593847334,0,NaN
2893,Male,33,Atlanta GA,Midwest,Service,14,2,0.5,Economy,1997,Non-sedan,Black,1905,126.984127,Married,150000,14,48,42,34,NaN,NaN,NaN,625,312,242,627,972,730,385,551,152,1257,NaN,697,1305,872,219,825,126,308,227,228,163,589,202,444,1241,986,634,519,600,932,1886,43,756,766,895,896,892,897,12,769,1928,1083,521,1136,132.1995465,1.491837263,0.576061904,0,NaN
2894,Female,31,Atlanta GA,South,Service,16,0,2.5,Economy,1999,Sedan,White,1524,52.15419501,Single,37500,7,NaN,NaN,NaN,NaN,NaN,34,552,228,158,466,715,557,308,342,125,850,716,534,818,669,248,730,93,234,178,175,138,530,184,375,935,713,457,372,372,826,1508,18,556,547,663.3,668,661,661,27.5,680,1482,676,328,933,54.19501134,-1.210297465,0.516180634,-0.383615792,2
2895,Male,62,Atlanta GA,South,,16,2,5,Economy,1997,Non-sedan,White,1765.3,76.19047619,Married,90000,9,40,36,29,NaN,NaN,NaN,611,255,210,559,854,644,349,423,150,993,NaN,584,994,763,249,781,140,264,205,205,156,571,197,363,980,908,553,470,466,915,1747,13,546,553,778.6,769,783,784,6,651,1693,847,428,1028,75.96371882,-0.308042943,-0.190948799,0,NaN
2896,Female,26,Atlanta GA,South,White Collar,14,0,2.5,<undefined>,1996,Sedan,Black,1600.2,101.1337868,Single,37500,8.5,NaN,NaN,NaN,18,16,40,569,252,199,544,821,622,345,472,140,1117,928,637,1031,713,237,714,110,245,190,185,151,545,184,501,1300,782,501,457,478,838,1585,56,831,828,711.3,729,706,699,56,710,1706,955,437,945,102.9478458,-0.436813831,1.564792514,-0.484719038,4
2897,Female,19,Atlanta GA,Northeast,White Collar,14,0,5,Economy,1997,Sedan,Black,NaN,65.30612245,Single,25000,9,NaN,NaN,NaN,NaN,8,36,564,245,195,545,853,658,350,362,126,907,720,646,854,829,202,766,119,259,172,186,140,543,188,407,1020,862,543,399,426,872,1703,26,592,589,779.3,773,789,776,22,578,1514,731,424,1057,66.66666667,0.981105804,-0.760809481,-1.593036175,2
2898,Female,35,Atlanta GA,South,Service,16,0,0.5,Economy,1999,Non-sedan,Black,1676.4,70.29478458,Single,25000,9,NaN,NaN,NaN,10,10,36,556,240,206,546,847,641,340,361,138,950,755,605,910,793,203,752,113,252,184,195,149,557,197,412,1076,826,536,421,439,862,1678,29,637,632,768,771,766,767,30,736,1543,764,338,1069,72.10884354,0.491287827,-0.363426805,-0.657251954,2
2899,Male,37,Atlanta GA,Midwest,White Collar,16,1,5,Economy,1997,Non-sedan,White,1803.4,78.45804989,Married,NaN,10,NaN,33,32,NaN,NaN,NaN,606,275,217,568,875,658,351,444,141,989,NaN,622,1039,826,230,824,125,268,212,205,152,564,197,362,1027,903,571,453,479,937,1803,22,594,598,827,817,828,836,16,634,1694,849,481,1062,81.17913832,-0.251042545,-1.09511745,0,NaN
2900,Female,51,Atlanta GA,Northeast,Management,16,0,2.5,Luxury,1998,Sedan,White,1625.6,61.67800454,Married,70000,7,NaN,NaN,NaN,8,10,34,527,237,190,504,749,559,314,351,134,847,704,623,823,734,203,735,116,227,176,164,148,549,193,417,1043,760,492,407,396,853,1612,22,615,616,698,692,702,702,15.5,708,1519,720,334,993,63.03854875,-0.252292871,0.185161576,-0.753104866,2
2901,Female,23,Atlanta GA,South,,16,0,5,Economy,1995,Sedan,,1727.2,72.56235828,Married,37500,9,NaN,NaN,NaN,12,12,36,622,250,193,535,806,613,342,378,133,963,794,605,932,754,263,812,118,254,186,179,137,548,192,420,1078,823,509,425,437,926,1702,19,658,650,746,746,745,747,30,765,1670,694,365,1058,73.46938776,0.730329692,-0.147944778,-0.147304341,3
2902,Female,33,Atlanta GA,South,White Collar,16,0,0.5,Economy,1997,Sedan,White,1625.6,64.39909297,Single,90000,8,NaN,NaN,NaN,12,10,36,575,232,190,505,763,573,315,374,126,953,807,588,928,743,252,752,105,238,169,174,138,536,184,395,1009,864,497,394,408,853,1616,22,569,579,707.6,705,708,710,17.5,636,1566,819,415,968,65.07936508,0.29232347,0.022067979,-0.354656726,3
2903,Male,31,Atlanta GA,South,White Collar,16,0,2.5,Economy,1998,Sedan,Black,1879.6,89.79591837,Single,37500,12,44,34,36,NaN,NaN,NaN,624,279,236,619,953,717,383,453,147,968,NaN,667,1015,885,224,853,124,286,216,223,154,578,198,377,1064,961,594,467,509,960,1875,19,618,624,843.6,834,852,845,8.5,642,1758,879,523,1112,86.39455782,0.389156163,-1.527819037,0,NaN
2904,Female,37,Atlanta GA,Midwest,White Collar,18,1,8,Economy,1993,Sedan,White,1727.2,74.82993197,Divorced/Widowed,37500,9.5,NaN,NaN,NaN,14,14,36,592,245,176,525,806,630,349,400,135,1021,823,622,969,805,236,789,111,255,180,185,150,566,193,474,1140,858,542,425,445,897,1728,28,665,658,795.3,794,793,799,37.5,692,1626,842,384,1064,82.31292517,1.79851222,-0.101591401,0.08177685,4
2905,Female,38,Atlanta GA,Midwest,,16,2,NaN,Economy,1995,Non-sedan,White,1638.3,81.63265306,Married,90000,8,NaN,NaN,NaN,NaN,18,42,601,247,184,455,755,571,271,423,144,1145,887,580,1030,714,280,781,108,233,184,169,148,560,195,434,1110,887,503,443,436,877,1620,39,678,678,700.3,691,706,704,38,748,1690,939,417,996,82.31292517,-0.511736214,1.471889019,-0.432813317,5
2906,Male,47,Atlanta GA,Northeast,Blue Collar,18,3,2.5,Economy,1996,Sedan,White,1752.6,72.56235828,Married,70000,9,40,33,30,NaN,NaN,NaN,574,272,231,577,873,642,346,421,149,962,NaN,598,978,757,211,767,125,263,219,204,153,564,189,353,995,830,553,450,487,879,1708,11,566,579,800,799,800,801,12,627,1672,846,459,1008,75.73696145,-0.705323458,-0.107542537,0,NaN
2907,Male,43,Atlanta GA,South,White Collar,18,0,0.5,Luxury,1998,Sedan,White,1752.6,80.72562358,Married,90000,8.5,42,36,29,NaN,NaN,NaN,589,249,214,526,802,588,312,433,151,1044,NaN,573,1051,734,249,777,127,258,196,192,152,581,200,376,1059,858,529,480,485,906,1706,31,567,588,743.3,735,746,749,12,671,1752,909,487,991,82.99319728,-0.888240397,0.293675452,0,NaN
2908,Male,31,Atlanta GA,Foreign,White Collar,12,0,5,Economy,1996,Non-sedan,Hispanic,1803.4,90.70294785,Single,150000,10.5,42,36,33,NaN,NaN,NaN,616,271,220,573,864,644,353,460,144,1142,NaN,630,1156,835,255,776,121,269,211,205,149,564,196,381,1047,920,585,471,501,894,1774,29.5,657,647,801.3,788,804,812,4.5,711,1738,955,446,1073,93.42403628,0.827717245,0.070579998,0,NaN
2909,Male,23,Atlanta GA,West,White Collar,16,0,5,Economy,1996,Non-sedan,White,1955.8,70.29478458,Single,52500,11,38,33,38,NaN,NaN,NaN,634,256,226,625,932,706,399,427,139,882,NaN,659,925,932,226,854,122,277,199,216,156,581,205,357,964,1022,617,440,484,977,1940,7,547,539,835.6,831,837,839,9,626,1695,855,466,1165,71.88208617,-0.354980677,-2.623375654,0,NaN
2910,Male,36,Atlanta GA,South,White Collar,18,4,2.5,Economy,1995,Sedan,White,1765.3,90.70294785,Married,52500,10,46,34,32,NaN,NaN,NaN,638,278,222,565,840,618,343,448,143,1077,NaN,608,1106,791,278,826,122,267,213,198,149,560,192,369,1073,849,542,503,498,947,1758,23,653,653,760.6,763,759,760,10,631,1784,909,502,994,94.7845805,0.337209284,0.571150064,0,NaN
2911,Male,44,Atlanta GA,South,Management,16,0,2.5,Economy,1977,Sedan,White,1879.6,88.43537415,Single,37500,13,44,34,32,NaN,NaN,NaN,607,276,227,603,922,695,376,471,150,1084,NaN,639,1112,806,213,818,128,278,233,228,152,578,201,378,1065,913,556,472,514,941,1816,18,587,599,844,854,839,839,14.5,614,1793,933,522,1026,93.87755102,0.383334339,-0.552032292,0,NaN
2912,Male,37,Atlanta GA,South,White Collar,14,1,8,Economy,1997,Sedan,White,1803.4,74.82993197,Married,52500,10.5,42,31,32,NaN,NaN,NaN,590,264,203,566,855,652,363,441,133,983,NaN,633,986,839,218,792,121,259,194,194,152,559,194,339,962,894,558,457,475,903,1782,10,557,552,805.3,790,808,818,8.5,567,1653,785,449,1048,73.46938776,0.226399615,-0.821599364,0,NaN
2913,Male,25,Atlanta GA,South,,18,0,8,Economy,1988,<undefined>,White,1727.2,65.75963719,Single,12500,9,38,32,NaN,NaN,NaN,NaN,579,254,205,532,824,619,327,413,137,943,NaN,568,972,764,233,769,114,256,195,193,150,571,201,310,908,821,529,436,477,892,1692,8,516,521,782,775,788,783,6,573,1586,758,436,973,65.98639456,-0.729076684,-0.116466537,0,NaN
2914,Male,25,Atlanta GA,South,White Collar,16,0,0.5,Economy,1994,Sedan,White,1727.2,77.09750567,Single,37500,9,40,34,31,NaN,NaN,NaN,573,237,194,513,791,597,319,400,140,992,NaN,600,986,764,235,760,122,251,188,188,149,569,198,381,1020,861,528,453,449,877,1689,16,580,600,737.3,727,740,745,20,635,1660,834,458,1002,74.6031746,-0.456480771,0.257695377,0,NaN
2915,Male,30,Atlanta GA,Northeast,Blue Collar,16,0,10,Luxury,1999,Non-sedan,,1905,92.97052154,Married,37500,13,44,32,30,NaN,NaN,NaN,624,293,239,619,944,705,380,463,141,1051,NaN,651,1074,856,227,853,132,277,219,215,158,564,193,361,1026,922,590,516,524,949,1861,12,623,615,865.3,860,864,872,7,703,1850,836,497,1100,91.38321995,0.820303917,-0.665265918,0,NaN
2916,Male,44,Atlanta GA,South,White Collar,12,2,2.5,Economy,1998,Sedan,Black,1778,97.50566893,Married,52500,9.5,44,36,33,NaN,NaN,NaN,607,266,223,583,890,667,360,520,147,1157,NaN,646,1193,768,228,799,128,273,207,212,154,585,203,377,1065,852,559,480,527,902,1756,34,633,637,809.6,807,812,810,8,674,1818,983,542,1020,99.09297052,0.238318816,0.228647992,0,NaN
2917,Male,37,Atlanta GA,Northeast,Service,14,0,8,Economy,1996,Sedan,Black,1752.6,77.09750567,Divorced/Widowed,7500,10,NaN,30,NaN,NaN,NaN,NaN,568,271,206,552,864,658,346,407,143,893,NaN,604,947,828,194,797,129,272,211,207,154,574,200,330,943,886,557,449,463,895,1755,12.5,578,557,809.6,794,816,819,6,636,1674,742,463,1037,69.3877551,-0.641026556,-1.278649807,0,NaN
2918,Female,41,Atlanta GA,Midwest,White Collar,NaN,0,0.5,<undefined>,NaN,<undefined>,White,1778,91.15646259,Single,7500,10,NaN,NaN,NaN,NaN,18,40,614,269,184,544,826,642,360,421,132,1145,954,643,993,824,247,794,105,270,181,192,145,550,194,451,1148,872,561,430,432,903,1744,38.5,688,688,768.3,758,778,769,35,847,1742,942,356,1137,93.19727891,1.069926023,0.66871798,-1.759687066,5
2919,Female,33,Atlanta GA,Midwest,White Collar,18,0,0.5,Economy,1994,Sedan,White,1625.6,49.88662132,Single,52500,7.5,NaN,NaN,NaN,6,6,34,543,223,192,520,790,598,328,314,122,820,689,566,782,745,205,749,112,232,155,177,141,524,184,380,933,780,506,380,396,857,1622,16,512,511,732.6,729,730,739,20,643,1457,628,343,1011,49.20634921,-0.39968729,-0.479041845,-2.121701956,2
2920,Male,33,Atlanta GA,South,White Collar,16,2,2.5,Economy,1964,Non-sedan,White,1930.4,81.63265306,Married,37500,12,42,36,34,NaN,NaN,NaN,622,279,237,604,913,676,367,434,140,931,NaN,631,973,879,238,869,121,290,218,218,149,588,205,372,994,963,590,466,501,1020,1913,10.5,571,573,836.6,832,835,843,7.5,621,1689,866,483,1105,81.85941043,0.804859638,-1.097348452,0,NaN
2921,Male,33,Atlanta GA,South,Service,18,0,5,Economy,1999,Non-sedan,White,2108.2,97.50566893,Single,52500,14,44,36,38,NaN,NaN,NaN,669,280,239,647,989,750,408,474,142,1012,NaN,700,1084,981,248,912,127,323,214,233,151,622,220,401,1079,1053,660,498,548,1050,2068,9.5,608,608,931.6,942,936,917,6.5,718,1839,880,460,1275,99.09297052,1.259478092,-2.411006451,0,NaN
2922,Female,29,Atlanta GA,South,White Collar,16,1,5,Luxury,1990,Sedan,Black,1752.6,75.73696145,Married,70000,9.5,NaN,NaN,NaN,12,12,36,560,241,207,542,839,632,335,378,133,987,751,636,936,797,210,737,109,251,184,194,NaN,NaN,NaN,423,1090,836,538,412,447,851,1675,21,665,665,770,760,776,774,20,665,1621,836,426,1027,77.77777778,0.339731365,-0.096690685,-2.205407858,5
2923,Female,46,Atlanta GA,Midwest,,16,1,5,Luxury,1997,Sedan,White,1727.2,111.1111111,Married,150000,9,NaN,NaN,NaN,20,20,42,640,264,221,552,837,616,331,502,144,1304,1049,635,1218,783,306,813,110,255,198,181,159,576,198,537,1360,985,547,488,496,936,1723,59,780,782,763.6,761,751,779,56,831,1846,1149,461,1054,120.4081633,1.450606704,1.621881247,0.238196999,4
2924,Female,35,Atlanta GA,Midwest,,18,0,2.5,Economy,1988,Sedan,White,1727.2,74.82993197,Married,52500,10,NaN,NaN,NaN,12,14,36,602,248,200,552,848,648,352,377,125,967,768,638,896,794,236,780,111,257,173,190,145,548,191,483,1166,859,547,403,439,904,1735,18.5,668,667,788.6,770,795,801,27,782,1668,747,375,1111,77.77777778,1.596973658,-0.177129462,-1.457143307,2
2925,Male,31,Atlanta GA,South,White Collar,16,0,5,Economy,1996,Sedan,White,1778,64.85260771,Single,25000,10.5,NaN,31,32,NaN,NaN,NaN,613,261,203,524,805,602,321,369,142,861,NaN,582,900,806,268,813,126,268,202,200,151,568,201,356,963,857,550,435,436,921,1755,7.5,563,567,759.6,756,748,775,11.5,638,1661,743,439,1031,67.57369615,-0.434996307,-0.756523311,0,NaN
2926,Male,52,Atlanta GA,South,,16,0,8,Economy,1994,Sedan,White,1778,81.63265306,Single,25000,10,44,38,29,NaN,NaN,NaN,621,267,213,548,831,618,335,414,141,1062,NaN,592,1057,756,282,839,109,264,209,196,149,572,201,390,1025,889,534,467,484,945,1750,23,568,584,765,766,767,762,10,664,1763,895,499,1006,82.0861678,0.028200703,0.315621614,0,NaN
2927,Male,32,Atlanta GA,Northeast,Management,16,1,2.5,Economy,1995,Sedan,White,1803.4,74.82993197,Married,150000,11.5,40,33,32,NaN,NaN,NaN,591,271,216,571,863,647,355,420,143,970,NaN,606,990,800,220,828,136,287,211,214,156,578,201,366,986,872,550,454,460,935,1783,9,554,565,824.6,830,825,819,11.5,603,1692,821,468,1034,75.28344671,-0.388591021,-1.432287335,0,NaN
2928,Female,50,Atlanta GA,South,,16,0,8,Economy,2000,Sedan,White,1524,65.75963719,Married,150000,8,NaN,NaN,NaN,10,10,34,534,245,203,502,755,552,299,366,130,979,800,540,921,678,226,724,109,242,173,173,148,534,182,424,1053,735,470,421,430,835,1523,25,663,649,669.3,653,662,693,31,680,1517,782,361,931,69.3877551,-2.149609566,1.833209872,-0.659918129,4
2929,Male,52,Atlanta GA,South,,16,0,5,Economy,2000,Sedan,White,1828.8,142.4036281,Married,150000,10.5,48,46,30,NaN,NaN,NaN,613,287,237,600,910,673,363,578,147,1349,NaN,672,1285,789,251,788,131,272,218,201,153,589,208,479,1416,963,586,537,573,916,1785,43,772,791,856.6,846,854,870,21,809,1965,1383,526,1087,146.2585034,-0.528555334,3.579133749,0,NaN
2930,Female,25,Atlanta GA,West,White Collar,18,0,2.5,Economy,1989,Non-sedan,White,1600.2,56.6893424,Single,37500,8,NaN,NaN,NaN,6,8,34,525,236,195,532,813,618,337,357,133,916,754,617,880,763,174,703,116,238,173,186,149,556,193,391,1014,785,509,380,435,806,1608,13.5,573,567,766.6,759,774,767,12,683,1499,696,325,1028,58.27664399,-0.189985976,-0.96707207,0.18197909,2
2931,Female,48,Atlanta GA,South,White Collar,16,0,0.5,Economy,1998,Sedan,White,1676.4,58.50340136,Married,90000,8,NaN,NaN,NaN,6,8,34,568,236,183,505,775,592,322,336,127,832,703,595,813,752,232,769,104,241,173,180,148,524,180,401,1044,809,518,367,395,866,1654,11,602,592,752.6,753,754,751,23,692,1521,702,363,1035,59.86394558,0.747716486,-0.343714148,-0.54606539,2
2932,Female,29,Atlanta GA,South,White Collar,18,0,2.5,Luxury,1984,Sedan,Black,1879.6,86.16780045,Single,52500,11,NaN,NaN,NaN,10,13,38,623,280,197,579,903,706,382,416,137,995,865,671,982,865,236,814,119,272,206,210,144,583,198,465,1182,922,594,430,468,925,1816,18,711,708,860,872,854,854,10,745,1721,803,418,1133,91.60997732,2.37899518,-0.649026334,-0.673297882,2
2933,Female,50,Atlanta GA,South,Service,14,1,5,Luxury,1985,Sedan,Black,1727.2,63.49206349,Divorced/Widowed,37500,10,NaN,NaN,NaN,10,10,34,580,267,192,541,851,659,349,367,143,877,717,637,808,840,213,762,122,279,194,205,161,581,192,437,1060,909,570,412,421,874,1733,11,614,624,833.3,834,832,834,21,688,1572,715,368,1107,72.56235828,1.459257007,-0.560796082,-0.341495335,2
2934,Female,25,Atlanta GA,South,White Collar,16,0,2.5,Luxury,1990,Sedan,White,1574.8,65.75963719,Married,90000,7.5,NaN,NaN,NaN,6,8,34,542,235,192,508,763,571,316,375,132,927,786,566,945,707,220,734,98,238,164,170,148,542,186,410,1075,755,478,399,435,850,1567,20,641,630,685.6,684,682,691,29.5,692,1529,780,368,968,68.48072562,-0.886389375,0.133866504,0.902031183,3
2935,Male,49,Atlanta GA,South,Blue Collar,12,3,NaN,Economy,1984,Non-sedan,Black,1803.4,102.0408163,Divorced/Widowed,25000,12,NaN,38,31,NaN,NaN,NaN,603,271,211,546,854,643,335,457,146,1078,NaN,642,1056,797,248,779,136,281,231,208,152,561,196,391,1096,854,575,475,488,895,1753,25.5,622,647,790.6,790,793,789,21,637,1811,947,590,980,93.19727891,0.260891527,0.535316527,0,NaN
2936,Male,55,Atlanta GA,South,Service,16,6,0.5,Economy,1998,Non-sedan,White,1803.4,111.5646259,Married,70000,9.5,48,46,29,NaN,NaN,NaN,639,265,211,554,843,632,343,488,148,1221,NaN,599,1168,741,268,819,126,281,209,200,157,584,198,418,1239,913,561,498,512,934,1752,38,679,654,730.3,733,735,723,11.5,754,1924,1173,570,1006,115.1927438,0.172571674,2.28409791,0,NaN
2937,Male,30,Atlanta GA,West,Service,16,0,0.5,Economy,1993,Sedan,Black,1828.8,117.9138322,Single,25000,13,44,38,32,NaN,NaN,NaN,634,283,225,585,894,669,360,482,152,1101,NaN,672,1131,851,260,802,118,295,214,231,157,593,209,437,1216,935,591,498,547,928,1810,45,743,728,845.6,837,851,849,23,672,1831,1013,533,1064,111.3378685,1.036198378,0.352964222,0,NaN
2938,Male,32,Atlanta GA,South,White Collar,16,0,2.5,Economy,1996,Sedan,Black,1727.2,68.02721088,Single,37500,10,42,32,33,NaN,NaN,NaN,578,257,204,536,831,627,332,398,142,890,NaN,601,921,793,220,748,125,262,197,200,151,578,207,334,941,880,555,436,452,874,1717,11,538,541,769.3,769,774,765,7,606,1620,773,444,1019,64.85260771,-0.692621946,-0.646953344,0,NaN
2939,Male,64,Atlanta GA,Midwest,,18,0,0.5,Economy,1986,Sedan,White,1930.4,113.3786848,Divorced/Widowed,37500,13,48,46,34,NaN,NaN,NaN,640,298,210,580,913,703,370,475,144,1147,NaN,690,1108,862,239,847,132,293,221,219,151,581,201,441,1268,1041,617,476,486,956,1882,31.5,690,698,871,869,872,872,22,852,1921,1204,521,1165,115.4195011,2.185384035,-0.06837745,0,NaN
2940,Female,29,Atlanta GA,Northeast,,18,0,0.5,Economy,1997,Sedan,Black,1625.6,58.50340136,Single,25000,7,NaN,NaN,NaN,6,6,34,513,233,179,514,807,628,335,357,142,833,710,587,833,779,170,669,108,245,178,192,154,567,202,372,978,835,524,385,411,794,1606,17.5,551,564,755.3,754,754,758,17.5,593,1443,729,355,1008,56.91609977,-0.19635278,-0.339442253,-0.109700352,2
2941,Female,65,Atlanta GA,South,,18,1,5,Economy,1996,Sedan,White,1651,49.88662132,Married,NaN,8.5,NaN,NaN,NaN,4,4,32,562,249,180,498,771,591,318,326,138,819,719,572,822,759,227,751,114,245,183,184,158,564,197,380,930,838,494,368,385,871,1648,13.5,537,533,763.6,759,767,765,12,675,1479,641,332,1020,51.4739229,0.160041764,-0.569181442,0.509010673,1
2942,Male,36,Atlanta GA,<undefined>,,12,NaN,NaN,<undefined>,2000,<undefined>,Black,1828.8,117.9138322,Single,NaN,11.5,48,40,33,NaN,NaN,NaN,636,284,237,611,922,685,374,524,148,1161,NaN,654,1211,812,238,789,116,278,228,218,162,599,202,408,1143,908,577,549,549,908,1769,34,725,719,836.3,818,852,839,20,718,1864,1007,523,1055,114.9659864,0.223877519,0.693194687,0,NaN
2943,Female,51,Atlanta GA,Northeast,White Collar,18,1,8,Economy,1998,Sedan,White,1714.5,61.67800454,Married,90000,8.5,NaN,NaN,NaN,10,10,34,602,234,187,515,794,607,328,344,137,877,731,598,839,767,249,798,116,244,178,186,148,551,191,405,993,811,519,390,386,919,1711,10,584,582,773.6,767,773,781,19,700,1592,653,377,1038,61.9047619,1.064852834,-0.612841606,-0.408609629,2
2944,Male,52,Atlanta GA,Northeast,White Collar,14,1,2.5,Luxury,1989,Sedan,White,1790.7,113.3786848,Married,90000,10.5,42,42,30,NaN,NaN,NaN,647,267,203,544,841,638,341,505,144,1200,NaN,606,1197,725,286,826,112,279,221,206,153,558,189,416,1201,944,563,507,502,948,1751,32,679,677,841,836,833,854,21,784,1929,1182,544,1030,114.2857143,0.237238765,1.619914889,0,NaN
2945,Male,50,Atlanta GA,South,Service,18,0,2.5,Economy,1998,Non-sedan,White,1854.2,117.9138322,Divorced/Widowed,150000,12.5,48,46,NaN,NaN,NaN,NaN,647,283,228,604,915,687,376,512,151,1143,NaN,667,1167,785,257,849,123,284,229,212,155,614,211,427,1194,972,577,511,511,954,1843,37,657,678,864.3,859,858,876,19,788,2000,1157,579,1097,121.9954649,1.61146605,0.900993109,0,NaN
2946,Female,32,Atlanta GA,Midwest,White Collar,14,0,5,Economy,1989,Sedan,Black,1549.4,86.16780045,Single,NaN,9,NaN,NaN,NaN,16,16,38,575,252,199,519,786,587,320,429,135,1070,840,581,1071,712,258,722,107,250,198,197,152,553,193,432,1161,773,506,443,448,837,1572,45,731,715,741,734,743,746,39,786,1642,894,332,998,88.88888889,-0.640718281,1.421153545,-0.272279143,3
2947,Female,25,Atlanta GA,South,White Collar,14,0,0.5,Economy,1992,Sedan,Black,1625.6,83.90022676,Single,37500,10,NaN,NaN,NaN,14,18,38,590,266,190,521,800,610,331,374,135,1007,815,644,966,752,251,756,112,256,175,184,146,556,198,468,1200,796,512,395,422,860,1633,30,788,744,732,730,731,735,30,786,1668,799,368,1040,87.07482993,-0.068225622,1.912873507,-0.801589906,3
2948,Male,22,Atlanta GA,South,White Collar,14,0,5,Economy,1993,Sedan,White,1905,76.64399093,Single,150000,13,NaN,32,34,NaN,NaN,NaN,659,262,219,593,907,688,374,430,133,1019,NaN,631,1023,868,264,866,125,283,211,214,143,549,193,351,954,935,601,449,479,973,1892,8,558,566,855.6,855,855,857,9,618,1759,816,474,1112,77.55102041,0.657791436,-1.440768957,0,NaN
2949,Female,22,Atlanta GA,South,,14,0,5,Economy,2000,Sedan,White,1574.8,56.6893424,Single,150000,7.5,NaN,NaN,NaN,6,6,34,568,230,176,496,750,574,320,379,128,908,750,554,872,733,244,736,102,231,168,173,142,535,185,384,965,777,494,390,408,837,1578,26,576,577,683.3,682,679,689,22.5,530,1509,824,441,914,56.6893424,-0.315302819,-0.188706696,0.06459064,2
2950,Male,20,Atlanta GA,South,,14,0,10,Economy,1998,Non-sedan,Black,1854.2,99.77324263,Single,NaN,14,NaN,36,34,NaN,NaN,NaN,582,302,236,591,905,669,355,495,142,1094,NaN,652,1136,852,210,800,133,307,219,214,151,592,207,406,1114,897,608,471,538,924,1838,22,701,698,855.6,859,863,845,12,684,1827,916,503,1075,103.4013605,0.909726024,0.020871608,0,NaN
2951,Female,56,Atlanta GA,Foreign,White Collar,16,2,0.5,Economy,1989,Sedan,Asian,1625.6,52.15419501,Married,90000,6.5,NaN,NaN,NaN,10,10,32,514,231,181,496,760,579,315,319,135,828,715,569,805,704,195,713,113,233,169,173,142,532,174,417,1032,736,492,350,400,813,1543,18.5,554,550,669,667,674,666,19,686,1437,708,336,983,56.23582766,-0.940148175,0.072887495,0.360868901,3
2952,Female,25,Atlanta GA,Foreign,,14,1,0.5,Economy,1996,Sedan,Hispanic,1600.2,81.63265306,Married,25000,9.5,NaN,NaN,NaN,16,16,36,551,260,213,537,809,596,324,434,142,1102,895,597,1050,703,211,721,108,256,192,192,152,564,192,482,1228,761,505,434,463,840,1573,45,698,712,761.3,755,759,770,40.5,786,1630,926,361,990,86.84807256,-0.848927259,1.039103866,-1.037315488,2
2953,Male,19,Atlanta GA,West,Blue Collar,12,1,0.5,Economy,1996,Sedan,Hispanic,1778,95.23809524,Married,25000,10,46,42,32,NaN,NaN,NaN,629,287,203,562,864,661,359,471,144,1092,NaN,620,1140,794,258,808,128,272,227,214,156,581,199,382,1058,910,589,488,511,923,1778,31,604,624,807,809,811,801,23,838,1924,1029,457,1056,93.42403628,0.905412793,0.281316727,0,NaN
2954,Female,43,Atlanta GA,South,White Collar,14,2,5,<undefined>,NaN,<undefined>,Black,1574.8,56.6893424,Single,52500,7.5,NaN,NaN,NaN,4,4,34,538,238,192,506,772,580,314,348,129,855,736,593,850,760,214,719,114,242,179,176,136,540,192,395,1032,802,519,386,400,837,1610,31,596,599,694.3,689,693,701,14.5,621,1497,711,395,990,60.31746032,-0.461259276,-0.037339009,0.003634778,2
2955,Male,41,Atlanta GA,South,White Collar,14,0,2.5,Economy,2000,Non-sedan,Black,1816.1,108.3900227,Single,37500,11.5,48,40,NaN,NaN,NaN,NaN,564,287,228,604,927,699,376,489,146,1177,NaN,702,1182,871,174,771,113,280,221,213,153,580,209,424,1218,968,605,514,519,880,1793,NaN,762,748,863.6,871,862,858,40,715,1765,1029,565,1125,112.4716553,0.673215866,0.610741258,0,NaN
2956,Male,52,Atlanta GA,Midwest,Blue Collar,14,1,0.5,Economy,1987,Non-sedan,White,1651,107.4829932,Married,NaN,9,48,44,28,NaN,NaN,NaN,553,273,222,583,877,655,361,526,141,1353,NaN,629,1271,704,203,715,124,263,205,194,156,573,193,396,1139,900,542,505,540,820,1629,55,598,633,792.6,801,797,780,27.5,658,1806,1152,615,940,109.2970522,-2.994686365,3.172403097,0,NaN
2957,Female,53,Atlanta GA,Northeast,White Collar,16,1,5,Luxury,1996,Sedan,White,1568.45,81.63265306,Married,NaN,6.5,NaN,NaN,NaN,16,18,42,578,261,182,491,751,569,309,421,129,1094,913,582,997,693,262,731,102,234,175,171,144,531,183,472,1197,854,499,439,434,848,1573,42,698,686,694.3,694,696,693,43,760,1666,963,398,970,85.03401361,-0.536048532,1.480145454,-1.542161465,2
2958,Female,53,Atlanta GA,Northeast,White Collar,16,2,5,Economy,1998,Non-sedan,White,1663.7,61.67800454,Married,NaN,8,NaN,NaN,NaN,10,8,36,587,246,188,506,785,597,318,400,139,902,752,562,892,739,262,768,107,245,183,179,152,542,186,375,978,788,510,404,427,877,1641,19,567,566,731,736,732,725,16,700,1564,749,347,1010,63.49206349,0.00700048,-0.196998894,-0.764509022,2
2959,Female,57,Atlanta GA,Northeast,,16,0,5,Luxury,2000,Sedan,White,1778,68.93424036,Single,NaN,9,NaN,NaN,NaN,12,12,36,640,232,213,569,855,642,356,399,132,903,815,630,943,799,268,829,117,245,183,190,143,533,187,445,1059,862,536,426,435,937,1771,9.5,586,615,823.6,804,833,834,10,735,1683,786,389,1090,70.97505669,1.767000675,-0.585899353,-2.42259717,1
2960,Male,44,Atlanta GA,South,Blue Collar,14,1,0.5,Economy,1986,Sedan,Black,1689.1,67.12018141,Married,150000,9.5,38,34,34,NaN,NaN,NaN,564,248,189,543,862,673,354,425,137,964,NaN,585,990,793,204,754,118,267,206,206,154,567,196,344,967,854,551,413,453,850,1677,22,527,547,789.6,790,788,791,9.5,636,1581,792,399,1008,65.07936508,-0.896068215,0.223475456,0,NaN
2961,Female,49,Atlanta GA,South,,14,3,0.5,Economy,1992,Non-sedan,White,1663.7,80.72562358,Married,12500,9.5,NaN,NaN,NaN,14,14,34,554,249,202,512,787,585,310,385,132,995,844,594,1016,742,220,748,115,252,195,194,138,544,193,446,1097,820,520,402,442,862,1638,28,629,645,768,758,768,778,25,785,1592,825,327,1036,75.05668934,0.069223009,0.573163867,-1.13897872,2
2962,Male,22,Atlanta GA,Foreign,,14,0,10,<undefined>,NaN,<undefined>,Black,1955.8,122.4489796,Single,7500,14,48,42,34,NaN,NaN,NaN,618,306,241,652,1012,771,411,525,151,1167,NaN,691,1257,940,204,867,138,316,233,246,162,629,218,419,1176,992,635,551,569,999,1955,27.5,770,741,951,943,965,945,7.5,674,1878,935,526,1148,125.3968254,1.23674655,-1.254552007,0,NaN
2963,Male,30,Atlanta GA,South,White Collar,12,2,0.5,Economy,1989,Sedan,Black,1828.8,88.43537415,Single,25000,11,44,36,34,NaN,NaN,NaN,581,278,232,598,913,681,366,467,142,1097,NaN,668,1125,826,209,755,124,279,220,224,150,579,205,369,1059,913,590,467,511,878,1778,30,657,651,828.6,801,831,854,14,648,1729,938,539,1074,95.23809524,0.098639406,-0.169186175,0,NaN
2964,Male,37,Atlanta GA,Midwest,Management,14,2,2.5,Economy,1996,Sedan,White,1981.2,90.70294785,Divorced/Widowed,37500,12,44,36,38,NaN,NaN,NaN,684,286,216,620,942,726,404,473,144,1022,NaN,675,1064,935,273,880,129,290,209,225,150,574,199,368,1036,1009,640,462,511,1000,1984,17,604,608,873.6,897,867,857,12,715,1874,930,494,1180,92.5170068,1.513925433,-1.576016665,0,NaN
2965,Female,57,Atlanta GA,South,White Collar,18,0,2.5,Economy,2000,Sedan,Black,1625.6,64.39909297,Divorced/Widowed,37500,9.5,NaN,NaN,NaN,13,10,38,532,247,211,530,815,604,319,402,142,972,836,570,981,730,192,717,124,262,188,197,145,556,195,338,910,916,503,456,441,819,1610,53,469,487,772.3,758,786,773,3.5,676,1554,814,344,992,65.53287982,-0.2233648,0.35986048,0.473728567,3
2966,Female,31,Atlanta GA,Midwest,,16,0,2.5,Economy,1994,Sedan,Black,1651,63.49206349,Married,70000,9.5,NaN,NaN,NaN,8,8,36,538,252,186,518,808,622,332,366,140,902,765,630,885,808,190,724,111,260,186,189,149,567,195,416,1076,836,527,404,417,840,1651,21,583,616,745.3,746,751,739,19,635,1490,744,344,1037,69.3877551,0.383309096,-0.164025962,-1.711198449,2
2967,Female,37,Atlanta GA,Northeast,,16,0,2.5,Economy,1984,Sedan,White,1600.2,97.50566893,Married,NaN,8.5,NaN,NaN,NaN,16,18,40,584,262,193,504,780,587,311,388,132,1127,898,612,970,696,254,777,110,248,181,180,148,542,193,511,1282,882,498,407,437,884,1615,27,742,738,708,724,702,698,32.5,800,1755,1059,468,969,99.09297052,0.328058928,1.69892168,0.416431636,5
2968,Male,33,Atlanta GA,Midwest,Service,18,0,5,Economy,1991,Sedan,White,1778,79.36507937,Married,150000,8,42,34,32,NaN,NaN,NaN,607,257,202,557,856,654,355,439,134,1015,NaN,611,1022,806,238,785,122,255,209,203,149,560,198,379,1040,859,557,427,494,902,1756,18,589,585,810,813,813,804,8.5,618,1690,853,446,1031,78.00453515,0.076090053,-0.674066663,0,NaN
2969,Male,48,Atlanta GA,South,White Collar,16,1,5,Economy,1992,Non-sedan,Black,1803.4,83.90022676,Divorced/Widowed,25000,12,44,36,36,NaN,NaN,NaN,601,283,198,557,871,673,359,460,150,997,NaN,646,1008,824,222,809,124,276,218,220,162,605,208,396,1066,912,565,472,458,913,1776,10,623,642,792,800,796,780,15.5,718,1654,848,373,1089,85.71428571,-0.614322722,-0.723482013,0,NaN
2970,Female,42,Atlanta GA,South,,14,3,0.5,Economy,1999,Non-sedan,White,1701.8,63.49206349,Married,150000,8,NaN,NaN,NaN,12,12,36,568,231,193,529,797,604,336,370,132,929,774,607,904,778,215,785,125,248,173,182,154,580,205,411,1016,844,515,426,424,909,1710,20,573,576,773.3,767,773,780,16,727,1555,723,337,1066,65.98639456,0.566836417,-0.294163078,-1.623085141,2
2971,Male,27,Atlanta GA,South,,18,0,8,Economy,1992,Sedan,White,1625.6,65.75963719,Single,37500,7.5,NaN,31,30,NaN,NaN,NaN,579,277,204,516,803,599,312,410,141,942,NaN,550,968,709,253,788,122,251,198,184,148,569,203,344,953,768,499,431,474,899,1625,15.5,576,583,717.3,724,710,718,11,606,1591,774,449,925,67.12018141,-1.455134988,0.111558788,0,NaN
2972,Female,42,Atlanta GA,Northeast,White Collar,16,0,2.5,Economy,1997,Sedan,White,1701.8,90.70294785,Married,52500,10,NaN,NaN,NaN,18,18,40,634,255,172,502,772,600,330,454,127,1194,1039,613,1054,744,304,811,101,252,195,177,134,527,183,454,1249,951,511,465,433,907,1682,54.5,665,675,746.6,758,745,737,34,802,1750,1033,408,1051,94.10430839,0.856851995,1.485328794,0.186596021,2
2973,Male,41,Atlanta GA,South,Management,14,3,2.5,Economy,1990,Non-sedan,White,1955.8,84.80725624,Married,70000,12,42,34,34,NaN,NaN,NaN,657,278,217,598,912,695,381,449,145,1002,NaN,666,997,883,243,885,127,289,210,218,151,590,207,348,996,972,606,476,486,997,1927,15.5,573,573,848.3,836,853,856,8.5,716,1813,872,466,1165,84.80725624,0.770089805,-1.249327064,0,NaN
2974,Male,40,Atlanta GA,Northeast,White Collar,16,0,8,Economy,1994,Sedan,White,1778,70.29478458,Single,150000,9.5,38,30,32,NaN,NaN,NaN,583,280,210,547,845,635,337,416,138,917,NaN,579,941,798,224,801,118,265,207,196,149,585,206,339,952,866,552,459,463,921,1751,8,551,551,767.3,765,766,771,4,642,1583,778,434,1053,71.6553288,-1.201857567,-1.107600808,0,NaN
2975,Male,21,Atlanta GA,South,,14,0,10,Economy,1988,Sedan,Black,1778,74.82993197,Single,NaN,11,NaN,36,33,NaN,NaN,NaN,566,261,205,539,862,657,334,453,136,989,NaN,615,1049,824,219,763,123,278,222,224,151,564,199,343,995,904,575,462,487,880,1754,9,593,600,783.6,776,789,786,6,648,1706,790,485,1050,77.77777778,-0.49094817,-0.743433654,0,NaN
2976,Female,52,Atlanta GA,South,White Collar,16,3,NaN,Economy,1990,Sedan,Black,1524,104.30839,Divorced/Widowed,37500,8,NaN,NaN,NaN,20,20,42,546,261,202,506,780,578,304,472,138,1208,1015,600,1133,674,240,700,115,247,193,197,148,566,193,470,1372,803,477,447,470,804,1516,62,773,745,733.6,718,735,748,56,809,1755,1077,407,928,104.0816327,-2.535635233,3.157306194,-1.631570935,2
2977,Female,50,Atlanta GA,South,White Collar,16,2,2.5,Economy,1999,Non-sedan,Black,1651,111.1111111,Married,150000,10,NaN,NaN,NaN,20,20,42,592,269,198,552,826,628,354,488,145,1295,1020,688,1165,749,271,744,107,261,189,187,153,560,193,531,1394,925,524,438,480,868,1648,58,819,789,738,731,739,744,49,814,1797,1098,445,1039,115.1927438,-0.024032982,2.133349895,-0.168836132,4
2978,Female,40,Atlanta GA,South,White Collar,14,2,8,Economy,1995,Sedan,Black,1574.8,86.16780045,Divorced/Widowed,37500,8,NaN,NaN,NaN,16,18,40,543,262,199,523,800,601,324,413,133,1134,888,608,1122,679,229,708,110,248,185,188,144,540,189,486,1235,783,502,422,451,812,1568,42,781,768,730.3,745,725,721,42,880,1708,923,371,989,94.33106576,-1.717094541,2.550079823,-1.594439149,4
2979,Female,30,Atlanta GA,South,White Collar,16,0,5,Economy,1993,Sedan,White,1727.2,56.6893424,Married,150000,10,NaN,NaN,NaN,6,6,34,590,247,174,500,783,609,326,359,130,845,736,584,837,789,243,787,114,270,176,197,148,566,198,379,966,845,540,390,400,910,1720,10,561,550,754,748,758,756,16,597,1557,746,413,1004,59.86394558,0.792098522,-0.959178507,0.286815375,1
2980,Male,49,Atlanta GA,Midwest,Blue Collar,14,0,8,Economy,1989,Non-sedan,White,1778,95.23809524,Married,70000,10,42,36,32,NaN,NaN,NaN,593,284,217,546,827,610,329,499,144,1083,NaN,615,1108,783,239,823,122,258,233,204,154,575,198,384,1057,915,546,513,477,922,1755,35.5,635,642,744.3,761,729,743,13,678,1753,949,522,1023,98.18594104,0.073579639,1.445231795,0,NaN
2981,Female,45,Atlanta GA,South,White Collar,16,0,8,Economy,1991,Sedan,White,1600.2,64.85260771,Married,70000,8,NaN,NaN,NaN,10,10,34,538,248,183,500,764,581,317,357,137,957,783,576,907,731,215,742,116,230,176,164,147,552,192,430,1087,777,496,385,416,844,1585,30,639,627,698,698,697,699,35.5,705,1524,767,348,990,67.34693878,-0.505249441,0.796245039,-0.701895773,3
2982,Male,48,Atlanta GA,Northeast,White Collar,16,1,0.5,Economy,1995,Sedan,Black,1828.8,103.4013605,Married,70000,12,44,42,33,NaN,NaN,NaN,617,283,211,596,917,706,385,511,147,1139,NaN,692,1134,854,188,757,129,288,233,219,153,595,205,400,1101,951,589,494,511,884,1790,46.5,657,668,853.3,856,858,846,20,616,1768,1027,529,1061,104.0816327,0.566055059,0.375503927,0,NaN
2983,Male,51,Atlanta GA,South,,14,3,0.5,Economy,1975,Sedan,Black,1727.2,72.56235828,Married,37500,8.5,42,32,32,NaN,NaN,NaN,598,278,216,577,898,682,361,453,143,977,NaN,616,1032,811,212,793,129,261,233,206,144,545,197,345,969,909,571,459,490,885,1736,14,558,564,798,796,804,794,6,668,1692,848,440,1061,75.28344671,-0.260691851,-0.577596664,0,NaN
2984,Female,29,Atlanta GA,South,Service,16,1,0.5,Economy,2000,Sedan,Black,1651,94.7845805,Married,52500,9.5,NaN,NaN,NaN,16,18,38,585,247,216,546,830,614,330,463,136,1127,931,637,1085,743,248,767,120,257,204,193,156,569,198,482,1227,924,516,462,475,883,1663,35.5,698,686,748.3,749,746,750,31.5,800,1707,966,397,1033,95.46485261,0.481891364,1.448452473,0.436217546,3
2985,Female,30,Atlanta GA,South,Service,14,2,2.5,Economy,1992,Sedan,Black,1574.8,68.02721088,Divorced/Widowed,25000,8.5,NaN,NaN,NaN,9,10,36,538,229,186,514,772,586,328,386,134,931,780,615,920,749,205,714,108,243,181,178,144,524,183,421,1042,866,499,422,429,814,1579,45,613,616,687.3,674,691,697,20,730,1554,790,342,1004,68.48072562,-0.125740543,0.282776564,-0.312752724,2
2986,Female,50,Atlanta GA,Northeast,White Collar,18,0,0.5,Economy,1996,Sedan,White,1739.9,56.23582766,Single,70000,9,NaN,NaN,NaN,6,6,36,606,255,178,518,799,621,340,357,126,895,731,599,879,791,256,808,114,245,184,186,144,568,199,373,962,840,529,407,402,919,1735,11.5,504,514,740.3,744,736,741,12,691,1567,635,351,1073,57.59637188,1.118816972,-0.87748003,-0.72855562,2
2987,Male,41,Atlanta GA,South,Blue Collar,12,7,NaN,Economy,1988,Sedan,Black,1854.2,106.5759637,Married,12500,10,44,33,33,NaN,NaN,NaN,588,276,235,611,952,717,376,494,140,1176,NaN,665,1182,841,191,786,117,284,219,220,148,552,191,449,1207,894,603,472,524,903,1803,53.5,738,706,876,874,877,877,30,770,1811,1098,472,1086,108.8435374,0.516664147,0.648782194,0,NaN
2988,Female,46,Atlanta GA,South,White Collar,21,2,2.5,Economy,1994,Sedan,White,1651,55.32879819,Married,150000,5.5,NaN,NaN,NaN,8,8,34,587,220,177,494,749,572,317,357,137,852,723,564,836,742,264,750,117,225,179,166,147,546,187,369,936,795,496,395,395,876,1634,17,558,563,705.3,704,697,715,22,645,1507,681,387,1009,57.36961451,-0.021503884,-0.119897954,-0.524851978,3
2989,Female,20,Atlanta GA,Midwest,,14,0,2.5,Economy,1998,<undefined>,Black,1600.2,49.88662132,Single,90000,6.5,NaN,NaN,NaN,4,4,34,550,217,190,511,783,593,321,330,129,788,667,583,809,733,226,716,116,232,167,173,145,548,197,356,918,775,515,381,407,842,1594,13,553,548,697.3,691,696,705,14,545,1468,665,383,951,52.83446712,-0.71537441,-0.508067489,-1.684030533,2
2990,Male,34,Atlanta GA,South,Management,14,2,10,Economy,1995,Sedan,Black,1625.6,79.36507937,Married,25000,9.5,42,36,32,NaN,NaN,NaN,555,263,191,501,802,611,310,457,139,1052,NaN,569,1049,702,229,743,127,263,220,205,161,594,207,371,1070,890,532,459,477,856,1624,39,630,627,724.3,730,723,720,13,708,1699,976,443,942,82.0861678,-1.404164314,1.140007615,0,NaN
2991,Female,33,Atlanta GA,Midwest,White Collar,16,0,5,Economy,1998,Sedan,White,1778,60.77097506,Divorced/Widowed,70000,9,NaN,NaN,NaN,9,6,34,594,247,193,522,798,605,329,349,130,893,691,623,857,824,254,773,111,251,175,182,145,548,193,398,991,864,535,398,408,903,1733,16,563,563,762,764,761,761,18,672,1572,672,381,1078,63.49206349,1.307145596,-0.789946318,-1.220148444,4
2992,Male,21,Atlanta GA,South,,14,0,0.5,Economy,1995,Sedan,Black,1720.85,81.63265306,Single,37500,11,44,34,32,NaN,NaN,NaN,554,258,220,565,876,656,345,448,146,1017,NaN,616,1062,815,188,745,127,266,221,210,156,595,213,347,1027,877,556,472,499,855,1702,18,639,625,788.3,780,791,794,7.5,626,1616,823,434,1021,82.99319728,-1.645502567,-1.275280476,0,NaN
2993,Male,28,Atlanta GA,Foreign,White Collar,18,0,8,Economy,1998,Sedan,Hispanic,1778,81.63265306,Single,70000,9.5,42,33,32,NaN,NaN,NaN,621,264,228,586,881,653,358,464,133,1009,NaN,612,1045,783,254,825,128,262,202,204,145,578,208,368,1041,855,548,488,504,950,1772,12,612,601,790,787,792,791,6,616,1770,853,512,1010,83.90022676,0.048286349,-0.087420478,0,NaN
2994,Male,35,Atlanta GA,South,White Collar,18,0,2.5,Economy,1997,Sedan,White,1828.8,65.75963719,Single,37500,10,40,30,32,NaN,NaN,NaN,618,252,222,569,858,636,347,394,133,920,NaN,594,982,817,256,843,113,271,194,208,146,562,199,352,950,844,562,436,467,960,1802,8.5,549,544,816.6,816,813,821,9,608,1656,758,449,1049,66.4399093,-0.603713632,-0.91355747,0,NaN
2995,Female,65,Atlanta GA,Midwest,,14,3,0.5,Economy,1989,Non-sedan,White,1625.6,114.2857143,Divorced/Widowed,7500,8.5,NaN,NaN,NaN,22,20,48,617,259,188,505,752,564,317,501,146,1360,1120,611,1233,703,330,787,107,248,197,175,153,555,187,492,1385,888,499,500,448,895,1633,60,750,715,737,729,748,734,55.5,791,1872,1207,488,936,116.3265306,-0.89358294,2.76666069,-1.882398963,NaN
2996,Female,30,Atlanta GA,South,White Collar,14,2,2.5,Economy,1995,Sedan,Black,1498.6,56.23582766,Single,37500,6,NaN,NaN,NaN,8,7,32,508,225,161,480,741,580,319,362,125,914,704,587,873,687,189,678,102,229,175,164,145,541,186,409,1026,731,475,373,380,775,1498,16,579,577,684.6,681,684,689,20,663,1475,712,357,924,59.18367347,-1.570679784,0.324015498,-0.477938861,3
2997,Female,27,Atlanta GA,South,White Collar,16,1,0.5,Economy,1991,Sedan,Black,1625.6,92.06349206,Single,25000,9.5,NaN,NaN,NaN,18,16,44,585,255,198,525,794,596,327,489,143,1230,1004,625,1208,704,254,748,105,254,202,190,150,574,197,483,1288,862,498,461,467,854,1599,56,792,757,729,715,740,732,54,785,1796,1100,472,937,107.2562358,-2.532903671,3.25147295,-1.627021551,5
2998,Male,35,Atlanta GA,South,Blue Collar,14,2,8,Economy,1996,Non-sedan,Black,1727.2,79.36507937,Married,70000,9.5,46,34,30,NaN,NaN,NaN,579,258,224,557,857,633,333,459,151,1019,NaN,602,1062,790,215,779,124,269,213,215,158,580,200,355,1017,864,543,479,512,891,1707,30,613,643,812.3,793,822,822,13.5,612,1679,867,504,990,81.85941043,-0.91672951,-0.080385566,0,NaN
2999,Female,27,Atlanta GA,Midwest,White Collar,18,0,5,Economy,1997,Sedan,Black,1619.25,49.88662132,Married,70000,7.5,NaN,NaN,NaN,4,2,32,547,230,182,478,760,578,296,324,124,767,677,561,785,732,240,743,110,244,185,191,141,544,195,359,934,754,486,373,390,861,1609,10.5,526,538,692.3,689,691,697,6,630,1480,634,365,969,49.20634921,-0.516260087,-0.620568216,-0.632718861,1
3000,Male,28,Atlanta GA,Foreign,White Collar,16,0,10,Economy,1997,Sedan,Black,2032,115.6462585,Married,70000,14,48,40,36,NaN,NaN,NaN,690,316,227,649,1031,804,422,530,158,1158,NaN,677,1218,920,262,912,138,329,243,250,157,607,220,415,1197,972,671,526,563,1037,2005,12.5,739,747,951.6,955,941,959,13.5,865,2033,917,457,1214,124.0362812,1.756081104,-0.85686481,0,NaN
3001,Female,49,Atlanta GA,Midwest,White Collar,21,2,5,Economy,1995,Sedan,White,1562.1,51.24716553,Married,52500,7.5,NaN,NaN,NaN,6,6,34,516,221,189,510,770,581,321,333,127,833,705,560,840,729,205,704,112,241,157,174,137,527,181,391,961,782,485,358,391,814,1563,10,556,557,726.6,724,726,730,15,658,1424,664,322,985,52.15419501,-0.817261994,-0.219172493,-0.964924514,1
3002,Male,22,Atlanta GA,South,,16,0,10,Economy,1984,<undefined>,Black,1905,116.0997732,Single,25000,13.5,48,42,36,NaN,NaN,NaN,614,294,239,642,990,751,403,524,148,1155,NaN,711,1213,948,196,811,121,304,224,234,152,588,204,411,1168,1025,637,525,556,937,1914,27,717,702,896.3,894,899,896,12,608,1845,997,515,1133,109.7505669,1.170317531,-1.162684202,0,NaN
3003,Female,37,Atlanta GA,South,White Collar,14,0,8,Economy,1993,Sedan,White,1600.2,76.64399093,Single,25000,8,NaN,NaN,NaN,11,10,38,575,239,202,532,786,584,330,426,142,1026,855,584,971,712,236,750,101,235,184,172,150,544,188,422,1076,861,483,430,431,856,1606,35,631,614,730,732,730,728,28,749,1598,847,350,1012,76.41723356,-1.060686111,1.700225234,-1.485756159,4
3004,Male,21,Atlanta GA,West,,14,0,0.5,<undefined>,NaN,<undefined>,White,1651,58.9569161,Single,NaN,9.5,NaN,30,NaN,NaN,NaN,NaN,561,266,188,523,809,621,335,371,139,845,NaN,563,853,759,208,769,124,259,204,191,146,545,188,330,922,800,518,418,425,888,1689,8,514,514,732.3,728,725,744,7,608,1549,683,394,991,58.50340136,-1.961680412,-1.07887578,0,NaN
3005,Male,23,Atlanta GA,Foreign,,14,0,2.5,Economy,1991,Non-sedan,White,1905,95.23809524,Single,70000,12,44,36,34,NaN,NaN,NaN,605,280,210,584,906,696,374,454,147,1021,NaN,661,1056,887,218,817,118,282,216,218,156,577,204,367,1068,946,606,499,499,932,1872,19,658,652,852.6,850,849,859,15.5,708,1826,890,488,1105,93.65079365,1.021925211,-0.804785132,0,NaN
3006,Female,41,Atlanta GA,South,Service,16,0,10,Economy,1971,Sedan,White,1727.2,56.6893424,Divorced/Widowed,37500,9,NaN,NaN,NaN,8,6,34,611,239,193,547,822,629,354,361,126,843,761,569,870,786,255,805,106,239,186,184,147,553,191,352,920,833,520,403,419,915,1710,12.5,500,510,767.3,762,770,770,9,682,1533,664,356,1063,56.46258503,0.919920087,-0.370596945,-1.128575563,1
3007,Female,27,Atlanta GA,South,White Collar,16,0,2.5,Economy,1998,Non-sedan,White,1701.8,61.2244898,Married,90000,8,NaN,NaN,NaN,6,10,34,581,222,201,523,784,583,322,352,135,869,741,582,890,773,246,793,115,241,175,180,145,554,197,400,1020,812,517,417,423,887,1685,13.5,592,596,727.3,720,728,734,30,571,1596,831,433,986,64.62585034,0.901310861,-0.451053232,-0.227413341,2
3008,Female,24,Atlanta GA,Northeast,White Collar,16,0,2.5,Economy,2000,Sedan,Asian,1524,53.51473923,Single,37500,6.5,NaN,NaN,NaN,4,5,34,553,220,170,460,714,544,290,353,132,859,762,540,861,672,249,704,106,226,174,173,144,556,193,380,972,711,466,373,393,821,1516,19,605,578,690.3,688,694,689,29,645,1501,704,365,911,55.55555556,-1.762518883,0.547148824,-1.555062771,2
3009,Male,21,Atlanta GA,Northeast,,14,0,8,Economy,1990,Sedan,White,1727.2,61.2244898,Single,NaN,10.5,NaN,32,30,NaN,NaN,NaN,570,253,205,553,837,632,348,412,134,874,NaN,586,927,786,209,771,126,259,194,192,148,570,201,332,923,853,534,435,465,884,1706,8.5,525,524,776.6,769,770,791,6.5,540,1585,784,435,987,64.1723356,-2.114426851,-1.302307606,0,NaN
3010,Female,41,Atlanta GA,Northeast,White Collar,16,0,5,Luxury,1992,Sedan,,1600.2,97.50566893,Single,52500,6,NaN,NaN,NaN,20,20,44,594,255,207,514,780,573,307,442,140,1300,997,601,1118,681,291,742,101,225,177,170,153,563,190,468,1276,891,503,475,465,865,1596,63,698,707,702.3,693,709,705,43,842,1762,1032,397,1002,98.63945578,-0.82483238,2.231818199,0.69157654,5
3011,Female,54,Atlanta GA,South,White Collar,18,0,2.5,Economy,1991,Non-sedan,Black,1600.2,77.09750567,Single,52500,8,NaN,NaN,NaN,NaN,NaN,40,567,255,202,530,818,616,328,419,136,1024,815,615,967,724,222,759,117,251,189,190,150,573,196,464,1151,761,497,404,437,876,1619,41,710,695,750.6,747,743,762,26.5,728,1628,878,396,965,80.27210884,-0.437224418,0.846391857,-0.362709403,2
3012,Male,21,Atlanta GA,South,,14,0,2.5,Economy,1997,Non-sedan,Black,1879.6,70.29478458,Single,70000,11,44,34,34,NaN,NaN,NaN,564,261,233,621,958,725,388,428,148,921,NaN,655,989,877,144,789,118,282,216,209,149,554,143,332,944,965,586,454,497,906,1850,11,548,555,872,869,866,881,6,643,1660,767,422,1114,73.01587302,-2.466017962,-2.512447119,0,NaN
3013,Female,31,Atlanta GA,Northeast,White Collar,16,0,5,Luxury,1993,Sedan,Black,1676.4,68.02721088,Married,90000,8,NaN,NaN,NaN,12,12,38,571,229,189,518,811,622,329,351,132,991,736,603,870,812,226,758,113,248,163,190,148,566,206,432,1077,849,543,390,427,863,1688,20,605,632,752.3,739,757,761,19,592,1560,825,444,1048,70.97505669,0.348222315,0.229699433,-1.544869423,6
3014,Male,41,Atlanta GA,Northeast,White Collar,18,2,0.5,Luxury,1996,Non-sedan,White,1828.8,87.52834467,Married,150000,10.5,44,34,32,NaN,NaN,NaN,627,278,219,565,858,639,346,447,146,1058,NaN,623,1082,849,250,837,133,257,220,206,155,594,208,397,1059,943,582,484,530,954,1816,16,620,615,845.3,852,838,846,11,682,1728,885,433,1095,88.20861678,1.010003686,-0.082417853,0,NaN
3015,Male,59,Atlanta GA,Midwest,Management,16,1,2.5,Economy,1995,Sedan,White,1727.2,74.82993197,Married,90000,11,42,36,30,NaN,NaN,NaN,546,274,205,536,827,622,331,409,142,974,NaN,614,972,766,202,758,126,277,222,201,152,549,189,394,1028,831,537,452,441,875,1689,9,585,591,837,835,831,845,13,605,1541,850,393,1001,73.69614512,-0.833652318,0.08914604,0,NaN
3016,Female,57,Atlanta GA,South,White Collar,18,3,2.5,Economy,1989,Sedan,White,1668.78,45.35147392,Married,52500,6.5,NaN,NaN,NaN,7,7,32,536,215,182,495,791,609,313,320,127,810,673,579,774,777,210,745,118,241,175,179,142,520,178,375,912,838,515,375,375,849,1647,8,490,515,823.3,832,813,825,13,647,1463,620,327,1033,44.89795918,0.084166989,-1.529797196,-0.2995193,NaN
3018,Female,20,Atlanta GA,Northeast,,14,0,5,Economy,2000,Sedan,White,1600.2,68.02721088,Single,150000,8,NaN,NaN,NaN,10,10,36,556,234,205,512,771,566,307,389,134,1017,822,579,952,735,245,727,110,240,173,182,147,540,189,439,1062,772,504,413,426,860,1601,24,632,629,723.6,721,721,729,27,614,1577,880,429,937,72.56235828,-0.608471811,0.835868657,-1.099084258,4
3019,Female,20,Atlanta GA,Northeast,,14,0,10,Economy,2000,Sedan,White,1752.6,77.09750567,Single,150000,9.5,NaN,NaN,NaN,10,11,36,584,260,185,528,807,622,343,416,135,999,856,609,969,779,237,741,115,265,194,191,153,543,182,438,1091,798,539,432,440,864,1674,14,696,683,756.3,750,760,759,24,640,1657,875,475,992,80.72562358,0.491514683,0.545687616,-0.69478035,3
3020,Male,22,Atlanta GA,South,White Collar,14,0,2.5,Economy,1985,Sedan,White,1803.4,86.16780045,Single,25000,13,42,36,32,NaN,NaN,NaN,643,295,217,565,865,648,348,475,148,1013,NaN,628,1049,756,281,806,118,275,217,197,162,583,203,415,1116,828,553,480,494,939,1792,28,649,659,774.3,773,777,773,18,645,1844,982,517,945,91.38321995,0.778230548,0.798367679,0,NaN
3021,Female,20,Atlanta GA,South,,12,0,2.5,Economy,2000,Sedan,White,1778,65.75963719,Single,NaN,9.5,NaN,NaN,NaN,6,6,34,615,240,210,552,840,630,342,366,135,895,763,618,911,822,260,821,113,251,186,189,150,542,184,402,1004,845,539,431,444,938,1769,11,573,585,754.6,746,758,760,14.5,554,1616,803,488,1028,66.89342404,1.494739294,-0.647022247,-2.396272421,2
3022,Male,20,Atlanta GA,South,,14,0,0.5,Economy,1986,Non-sedan,White,1803.4,70.29478458,Single,52500,12,NaN,33,32,NaN,NaN,NaN,615,283,200,546,850,650,346,415,132,900,NaN,603,939,784,246,826,123,279,219,200,150,571,206,353,960,965,563,449,459,945,1790,12.5,537,545,789.3,785,795,788,6,600,1677,799,491,1029,70.06802721,-0.722855508,-0.967688739,0,NaN
3024,Female,19,Atlanta GA,Foreign,,12,0,5,Economy,1992,Non-sedan,Hispanic,1651,57.59637188,Single,52500,8.5,NaN,NaN,NaN,7,7,34,541,247,194,512,775,581,318,359,143,850,701,586,860,776,207,739,112,254,180,185,153,551,183,374,956,796,526,383,425,849,1645,10,566,578,693.6,687,694,700,15,608,1484,720,378,1004,58.04988662,-0.368702561,-0.958571732,1.191221118,1
3026,Female,21,Atlanta GA,Midwest,,12,0,8,Economy,1998,Sedan,White,1727.2,68.02721088,Single,70000,8.5,NaN,NaN,NaN,8,10,36,599,246,190,530,808,618,340,387,131,939,788,601,922,776,253,791,102,239,186,176,145,535,185,411,1046,836,525,412,441,901,1692,20,595,608,764.3,767,764,762,22,622,1599,812,411,992,68.70748299,0.76792115,-0.545689702,-1.916226864,3
3027,Female,20,Atlanta GA,South,,14,0,5,Economy,1992,Sedan,White,1676.4,52.60770975,Single,150000,7.5,NaN,NaN,NaN,NaN,5,34,608,228,165,489,764,599,324,345,126,828,676,581,820,772,283,754,104,238,160,169,148,530,182,392,949,799,504,401,395,867,1653,11,531,553,696,685,704,699,9,657,1527,674,352,1024,53.51473923,-1.07259953,-2.160897017,2.897353172,2
3028,Female,19,Atlanta GA,South,,14,0,0.5,Luxury,2000,Sedan,Black,1549.4,41.72335601,Single,150000,6,NaN,NaN,NaN,4,2,32,547,215,174,496,775,601,322,323,130,805,667,558,821,747,215,725,105,230,177,182,141,530,182,328,856,759,483,390,397,830,1573,11,472,470,715.6,707,726,714,14,556,1423,613,353,960,44.89795918,-1.931497812,-2.578944921,1.380425811,2