id,Gender,Age,Height,Weight,family_history_with_overweight,FAVC,FCVC,NCP,CAEC,SMOKE,CH2O,SCC,FAF,TUE,CALC,MTRANS
10317,Female,26.0,1.649178,111.93301,yes,yes,3.0,3.0,Sometimes,no,1.292479,no,0.065264,0.711331,Sometimes,Public_Transportation
4074,Male,18.0,1.75,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
9060,Female,23.360307,1.71338,84.722222,yes,yes,2.880161,3.0,Sometimes,no,2.847264,no,2.0,0.0026,no,Public_Transportation
11286,Male,30.002029,1.670667,112.000381,yes,yes,1.572036,3.0,Sometimes,no,2.003563,no,0.0,0.114457,Sometimes,Public_Transportation
8254,Male,17.0,1.61,50.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
13071,Male,17.0,1.78,57.0,yes,yes,2.0,4.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11417,Female,25.996716,1.606474,104.954291,yes,yes,3.0,3.0,Sometimes,no,2.331123,no,0.019404,0.447224,Sometimes,Public_Transportation
6315,Male,27.349745,1.653088,99.861809,yes,yes,2.871016,1.835543,Sometimes,no,1.0,no,1.930033,0.0,no,Public_Transportation
14351,Female,26.0,1.632983,111.821817,yes,yes,3.0,3.0,Sometimes,no,2.638896,no,0.0,0.224655,Sometimes,Public_Transportation
18914,Male,22.0,1.72,82.0,yes,yes,1.0,1.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
6164,Female,20.0,1.75,55.0,yes,no,2.0,4.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
2150,Female,19.0,1.8,45.0,no,yes,3.0,3.0,Frequently,no,2.0,yes,2.0,0.0,Sometimes,Public_Transportation
3023,Male,26.826961,1.824901,120.980508,yes,yes,2.591292,3.0,Sometimes,no,2.927908,no,1.144876,0.0,Sometimes,Public_Transportation
13632,Male,18.0,1.76,55.0,yes,yes,2.0,4.0,Frequently,no,1.0,no,2.0,1.0,no,Public_Transportation
1456,Male,33.700749,1.691007,83.520113,yes,yes,2.689577,2.834253,Sometimes,no,2.622638,no,0.704236,0.0,Sometimes,Automobile
18441,Male,25.0,1.75,80.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
4874,Male,21.0,1.7,75.0,no,yes,2.0,4.0,Frequently,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
10945,Male,23.0,1.78,79.0,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,2.0,Frequently,Public_Transportation
6141,Male,23.562135,1.720379,82.27635,yes,yes,2.0,2.749334,Sometimes,no,1.825718,no,0.94224,1.0,Sometimes,Public_Transportation
15467,Female,18.0,1.56,52.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
15095,Male,25.12791,1.726606,114.511537,yes,yes,2.002784,3.0,Sometimes,no,2.194746,no,1.98448,0.0,Sometimes,Public_Transportation
12597,Male,40.50021,1.782756,98.699971,yes,yes,2.0,1.974233,Sometimes,no,2.430918,no,1.624981,0.0,Frequently,Automobile
10285,Female,21.0,1.61,66.0,no,yes,3.0,3.0,Sometimes,no,3.0,yes,0.0,0.0,Sometimes,Public_Transportation
20650,Male,26.699317,1.859056,120.151967,yes,yes,2.622827,3.0,Sometimes,no,3.0,no,0.463891,0.020044,Sometimes,Public_Transportation
13670,Female,23.0,1.6,65.0,yes,no,3.0,1.0,Frequently,no,3.0,no,1.0,0.0,no,Public_Transportation
12908,Male,17.888073,1.768493,55.003417,yes,yes,2.002784,3.0,Sometimes,no,2.147746,no,2.0,1.0,Sometimes,Automobile
6534,Male,30.304203,1.753389,103.669116,yes,yes,2.432355,2.849347,Sometimes,no,1.846441,no,1.293396,0.0,Sometimes,Public_Transportation
6740,Female,17.767432,1.716289,50.0,no,yes,2.959658,2.401341,Sometimes,no,1.0,yes,0.8554,0.646514,Sometimes,Public_Transportation
2724,Female,18.0,1.56,51.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
19395,Female,17.0,1.51,55.0,no,yes,1.0,1.0,Frequently,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
1747,Female,18.0,1.62,53.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
2467,Male,23.0,1.7,82.0,yes,yes,2.0,3.0,Always,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
10392,Male,17.0,1.76,55.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
2189,Female,18.976968,1.759091,133.903612,yes,yes,3.0,3.0,Sometimes,no,2.862408,no,1.456933,0.662489,Sometimes,Public_Transportation
12701,Female,37.0,1.532643,78.300084,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
11541,Male,30.610018,1.792507,118.740035,yes,yes,2.680375,3.0,Sometimes,no,2.045561,no,1.304291,0.276364,Sometimes,Automobile
9426,Male,31.761799,1.755938,120.021161,yes,yes,2.9673,3.0,Sometimes,no,2.425927,no,0.955317,0.0,Sometimes,Automobile
10059,Female,18.0,1.7,51.0,no,yes,3.0,1.0,Frequently,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
19077,Male,18.0,1.814696,108.019211,yes,yes,2.465575,1.25535,Sometimes,no,3.0,no,1.781751,2.0,no,Public_Transportation
18918,Female,26.0,1.641849,110.21734,yes,yes,3.0,3.0,Sometimes,no,2.816052,no,0.0,0.224655,Sometimes,Public_Transportation
17112,Female,26.0,1.643332,111.86899,yes,yes,3.0,3.0,Sometimes,no,2.70914,no,0.0,0.25115,Sometimes,Public_Transportation
11820,Male,30.796262,1.668649,102.233445,yes,yes,2.9673,2.174968,Sometimes,no,1.144539,no,0.946461,1.094941,Sometimes,Public_Transportation
1981,Male,25.954511,1.77151,114.480696,yes,yes,2.197261,3.0,Sometimes,no,2.893062,no,1.170823,0.873936,Sometimes,Public_Transportation
1182,Male,30.62865,1.819535,118.363376,yes,yes,2.310751,3.0,Sometimes,no,2.170225,no,1.082236,1.090995,Sometimes,Automobile
6705,Male,29.970445,1.839699,118.363376,yes,yes,2.92711,1.792695,Sometimes,no,2.347322,no,0.987521,1.441605,Sometimes,Public_Transportation
13408,Male,29.687488,1.682916,89.994415,yes,yes,2.0,3.0,Sometimes,no,1.979848,no,0.94676,0.0,Sometimes,Automobile
4880,Female,23.69484,1.661715,113.234349,yes,yes,3.0,3.0,Sometimes,no,2.073497,no,0.062932,0.723154,Sometimes,Public_Transportation
15827,Female,19.027417,1.590317,45.0,no,yes,3.0,3.36313,Frequently,no,2.976177,yes,1.949667,1.0,Sometimes,Public_Transportation
9119,Male,31.346845,1.816868,126.418413,yes,yes,2.927187,3.0,Sometimes,no,1.508796,no,0.94676,0.754023,Sometimes,Public_Transportation
16046,Male,34.0,1.85,85.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,no,Automobile
3699,Male,21.0,1.67,67.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
8271,Female,38.0,1.56,80.0,yes,yes,2.0,3.0,Always,yes,1.0,no,0.0,0.0,Sometimes,Automobile
5350,Female,25.982261,1.629225,104.838425,yes,yes,3.0,3.0,Sometimes,no,1.656082,no,0.01682,0.939982,Sometimes,Public_Transportation
5485,Male,32.774488,1.696412,102.810704,yes,yes,2.948248,3.0,Sometimes,no,1.0,no,0.958555,0.0,Sometimes,Automobile
18198,Female,26.0,1.641601,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,0.0,0.140368,Sometimes,Public_Transportation
5418,Female,25.951979,1.635062,104.835346,yes,yes,3.0,3.0,Sometimes,no,2.535629,no,0.0,0.55415,Sometimes,Public_Transportation
10224,Female,22.0,1.62,82.0,yes,yes,1.0,1.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
7488,Female,23.647935,1.662978,114.479459,yes,yes,3.0,3.0,Sometimes,no,2.318736,no,0.348839,0.412806,Sometimes,Public_Transportation
1807,Male,21.635977,1.783901,116.311962,yes,yes,2.0,3.0,Sometimes,no,1.992586,no,1.030526,1.157466,Sometimes,Public_Transportation
10241,Female,19.774317,1.507106,64.814109,no,yes,1.773265,2.608055,Sometimes,no,1.0,yes,0.934286,0.890626,Sometimes,Public_Transportation
856,Female,25.962949,1.644053,104.741914,yes,yes,3.0,3.0,Sometimes,no,2.632498,no,0.05093,0.438216,Sometimes,Public_Transportation
14618,Female,19.0,1.52,42.0,no,yes,3.0,3.0,Frequently,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
6891,Female,23.0,1.63,53.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
18858,Male,24.825393,1.825449,118.332689,yes,yes,2.9673,2.676148,Sometimes,no,2.497065,no,1.083572,0.00159,Sometimes,Public_Transportation
14909,Female,34.0,1.68,77.0,yes,no,3.0,1.0,Sometimes,no,3.0,no,0.0,0.0,Sometimes,Automobile
6377,Female,26.0,1.640125,111.884535,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.094213,Sometimes,Public_Transportation
8426,Female,25.951737,1.63073,102.233445,yes,yes,3.0,3.0,Sometimes,no,1.11756,no,0.035928,0.441502,Sometimes,Public_Transportation
2020,Male,21.02064,1.717037,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.993666,1.343044,Sometimes,Public_Transportation
18707,Male,24.149036,1.824901,120.699119,yes,yes,2.784464,1.338033,Sometimes,no,2.358088,no,1.113169,0.0,Sometimes,Public_Transportation
2518,Male,22.518787,1.829757,120.399758,yes,yes,2.945967,3.0,Sometimes,no,2.816015,no,1.814869,0.716327,Sometimes,Public_Transportation
13802,Male,23.260061,1.755938,119.201465,yes,yes,2.357496,3.0,Sometimes,no,2.15687,no,1.076729,0.0,Sometimes,Public_Transportation
385,Male,20.013906,1.721854,52.058335,yes,yes,2.748243,3.0,Frequently,no,2.0,no,0.0,0.081156,no,Public_Transportation
911,Male,25.659092,1.764138,117.631707,yes,yes,1.950742,3.0,Sometimes,no,2.0,no,1.742453,0.632467,Sometimes,Public_Transportation
4219,Male,30.796262,1.759772,100.431625,yes,yes,2.959658,2.95833,Sometimes,no,1.0,no,1.926381,0.0,no,Public_Transportation
18506,Female,26.0,1.641601,111.830924,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.051858,Sometimes,Public_Transportation
3836,Male,17.0,1.74,64.0,no,no,3.0,4.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
18727,Male,20.254534,1.841879,87.27989,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.575969,Sometimes,Public_Transportation
744,Female,23.0,1.57,50.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,2.0,Sometimes,Public_Transportation
8310,Female,18.086772,1.633675,78.967919,yes,yes,2.0,2.743277,Sometimes,no,1.023328,no,0.0,1.556052,no,Public_Transportation
6896,Male,20.0,1.8,108.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.0,1.0,no,Public_Transportation
1692,Female,43.726081,1.614182,84.134712,yes,yes,2.576449,2.740492,Sometimes,no,1.228838,no,0.886817,0.0,no,Automobile
8332,Male,25.139466,1.87407,121.889803,yes,yes,2.423291,3.0,Sometimes,no,2.868132,no,1.078719,0.0,Sometimes,Public_Transportation
3844,Female,25.95774,1.62414,109.931233,yes,yes,3.0,3.0,Sometimes,no,1.067716,no,0.0,0.444532,Sometimes,Public_Transportation
12187,Female,38.943282,1.524293,80.555875,yes,yes,2.0,2.983201,Sometimes,no,1.0,no,0.0,0.0,no,Automobile
17545,Female,21.0,1.6,45.0,no,yes,2.0,3.0,Sometimes,yes,2.0,no,1.0,0.0,no,Public_Transportation
18282,Male,30.64243,1.705584,100.642257,yes,yes,2.880759,1.569176,Sometimes,no,1.0,no,1.980401,1.743319,no,Public_Transportation
3965,Male,21.997335,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.878414,1.0,no,Public_Transportation
4724,Male,18.0,1.8,60.0,yes,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,1.0,no,Automobile
6933,Male,21.0,1.78,72.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Motorbike
12687,Female,18.0,1.7,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Automobile
2519,Male,17.729923,1.703098,75.920519,no,yes,2.0,3.986652,Sometimes,no,2.044694,yes,1.0,1.0,Sometimes,Public_Transportation
15951,Female,25.951737,1.62826,104.741914,yes,yes,3.0,3.0,Sometimes,no,2.569364,no,0.317363,0.31794,Sometimes,Public_Transportation
16304,Female,22.935612,1.755507,52.08657,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.838881,0.966181,no,Public_Transportation
13198,Female,25.968792,1.641849,104.839068,yes,yes,3.0,3.0,Sometimes,no,2.632224,no,0.083675,0.713823,Sometimes,Public_Transportation
18648,Male,19.0,1.77,79.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Frequently,Public_Transportation
11621,Male,26.826961,1.75,120.0,yes,yes,2.219186,3.0,Sometimes,no,2.715856,no,0.148628,0.584755,Sometimes,Public_Transportation
19027,Male,25.696073,1.84995,120.898397,yes,yes,3.0,3.0,Sometimes,no,2.868132,no,1.46046,0.0,Sometimes,Public_Transportation
13280,Female,26.0,1.628909,111.884535,yes,yes,3.0,3.0,Sometimes,no,2.768141,no,0.0,0.140368,Sometimes,Public_Transportation
18228,Female,21.840654,1.737313,133.845064,yes,yes,3.0,3.0,Sometimes,no,2.739351,no,1.520818,0.894105,Sometimes,Public_Transportation
1457,Female,26.0,1.624134,111.357062,yes,yes,3.0,3.0,Sometimes,no,2.623489,no,0.0,0.101598,Sometimes,Public_Transportation
10990,Female,37.974483,1.549812,76.65949,yes,yes,2.04516,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
5314,Female,25.907833,1.668931,104.585783,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,0.162083,0.539074,Sometimes,Public_Transportation
8985,Male,21.008051,1.828276,106.528811,yes,yes,2.712747,3.0,Sometimes,no,2.966647,no,0.827502,0.402075,Sometimes,Public_Transportation
18206,Female,20.0,1.69,60.0,yes,yes,2.0,4.0,Sometimes,no,1.0,no,2.0,0.0,no,Public_Transportation
10551,Female,22.087389,1.690727,80.473587,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.358699,0.86374,no,Public_Transportation
5042,Male,33.0,1.85,66.5,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
20252,Female,21.362877,1.801746,152.371911,yes,yes,3.0,3.0,Sometimes,no,2.41752,no,0.992829,0.92376,Sometimes,Public_Transportation
15217,Male,27.0,1.87,68.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Walking
18653,Male,21.0,1.62,69.575315,no,yes,2.0,1.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
4509,Male,21.72738,1.783782,105.000276,yes,yes,2.869833,3.0,Sometimes,no,2.35818,no,0.349371,0.0,Sometimes,Public_Transportation
10080,Female,19.955257,1.559567,42.0,no,no,3.0,1.0,Frequently,no,1.965237,yes,1.37467,0.0,Sometimes,Public_Transportation
563,Female,20.089969,1.801478,151.417292,yes,yes,3.0,3.0,Sometimes,no,2.305574,no,1.881761,0.922749,Sometimes,Public_Transportation
12143,Male,26.699317,1.789992,119.201465,yes,yes,2.195964,3.0,Sometimes,no,2.511399,no,0.691369,0.0,Sometimes,Automobile
8883,Female,18.314593,1.623278,105.131956,yes,yes,3.0,3.0,Sometimes,no,1.554925,no,0.067491,0.918468,Sometimes,Public_Transportation
13093,Female,26.0,1.624576,110.804337,yes,yes,3.0,3.0,Sometimes,no,2.70485,no,0.0,0.269577,Sometimes,Public_Transportation
20126,Male,19.0,1.8,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
6281,Male,19.0,1.722527,84.493156,yes,yes,2.0,2.884848,Sometimes,no,2.0,no,2.0,1.283673,Sometimes,Public_Transportation
2935,Female,26.0,1.654875,111.93301,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.088236,Sometimes,Public_Transportation
12739,Female,26.0,1.626503,110.818757,yes,yes,3.0,3.0,Sometimes,no,1.610768,no,0.0,0.264969,Sometimes,Public_Transportation
11323,Female,26.0,1.656504,111.874519,yes,yes,3.0,3.0,Sometimes,no,2.893117,no,0.0,0.160138,Sometimes,Public_Transportation
6699,Female,19.0,1.61,45.0,no,no,3.0,3.0,Sometimes,no,1.0,yes,2.0,0.0,no,Public_Transportation
4345,Male,22.927011,1.734237,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.208142,1.917679,no,Public_Transportation
9405,Male,25.955014,1.696412,90.0,yes,yes,2.0,3.0,Sometimes,no,2.092509,no,0.008013,0.261793,Sometimes,Public_Transportation
10809,Male,32.259623,1.709731,102.784864,yes,yes,2.919526,2.37985,Sometimes,no,1.0,no,0.977998,0.0,no,Public_Transportation
16210,Female,40.794057,1.586952,80.535698,yes,yes,2.008245,3.0,Sometimes,no,2.173417,no,1.0,0.0,no,Automobile
7912,Male,17.412629,1.758539,59.243506,yes,yes,2.424977,4.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
11433,Female,21.0,1.6,78.0,yes,yes,2.0,1.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
5022,Female,22.0,1.7,50.0,yes,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,2.0,no,Public_Transportation
12050,Male,22.865018,1.82559,120.748213,yes,yes,2.765063,3.0,Sometimes,no,3.0,no,0.614959,0.267076,Sometimes,Public_Transportation
2457,Female,21.016849,1.744319,131.572791,yes,yes,3.0,3.0,Sometimes,no,1.656082,no,1.689525,0.093941,Sometimes,Public_Transportation
9209,Male,21.0,1.706525,75.0,no,yes,3.0,1.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
19839,Male,30.967417,1.75,120.980508,yes,yes,2.156065,3.0,Sometimes,no,2.524432,no,1.058378,0.0,Sometimes,Automobile
2929,Female,30.610436,1.559499,71.799982,yes,yes,2.0,3.0,Sometimes,no,1.483856,no,0.0,1.253311,Sometimes,Automobile
19440,Female,18.0,1.67,50.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,2.0,Sometimes,Public_Transportation
3352,Female,17.0,1.6,65.0,yes,yes,3.0,3.0,Always,no,2.0,yes,0.0,1.0,Sometimes,Public_Transportation
936,Male,18.0,1.8,60.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
6355,Female,21.0,1.62,70.0,no,yes,3.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
19823,Male,32.707653,1.719342,85.0,yes,yes,2.0,1.924168,Sometimes,no,1.639807,no,0.917014,0.0,no,Automobile
3128,Male,21.0,1.82,72.0,yes,yes,2.0,3.0,Always,no,2.0,no,0.0,1.0,no,Public_Transportation
408,Male,23.411141,1.766547,121.284533,yes,yes,2.007845,2.122545,Sometimes,no,1.968796,no,1.587406,0.838947,Sometimes,Public_Transportation
15655,Female,21.0,1.5,50.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
17256,Female,17.0,1.71,50.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
8394,Male,24.0,1.79,90.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
12397,Female,19.0,1.55,55.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
11724,Female,26.0,1.634894,111.216192,yes,yes,3.0,3.0,Sometimes,no,2.70914,no,0.0,0.723154,Sometimes,Public_Transportation
10126,Male,24.443011,1.785957,104.988925,yes,yes,2.85916,1.116401,Sometimes,no,2.535629,no,0.112454,0.0,Sometimes,Public_Transportation
18398,Female,20.0,1.5,65.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
7425,Male,38.112989,1.75,118.277657,yes,yes,2.444599,3.0,Sometimes,no,2.078297,no,0.766007,0.0,Sometimes,Automobile
14471,Male,30.315784,1.758355,118.277657,yes,yes,2.18354,3.0,Sometimes,no,2.0,no,1.05545,0.0,Sometimes,Automobile
18636,Male,27.394123,1.759324,112.277567,yes,yes,2.244142,3.0,Sometimes,yes,2.112032,no,0.0,0.39174,Sometimes,Automobile
4751,Male,22.596576,1.858624,88.675503,yes,yes,2.0,2.77684,Sometimes,no,1.278231,no,0.55713,0.0,Sometimes,Public_Transportation
20204,Male,17.0,1.7,99.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
12378,Male,41.0,1.75,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
11726,Female,21.3928,1.549812,44.918255,no,no,2.869778,3.0,Frequently,no,1.191401,no,1.978631,0.0,Sometimes,Public_Transportation
6506,Female,19.693804,1.627839,133.852432,yes,yes,3.0,3.0,Sometimes,no,2.721356,no,1.465909,0.620465,Sometimes,Public_Transportation
17679,Male,37.186795,1.749405,120.423567,yes,yes,2.974006,3.0,Sometimes,no,1.846626,no,0.690269,0.673408,no,Automobile
2008,Female,21.682636,1.746411,132.94066,yes,yes,3.0,3.0,Sometimes,no,2.869439,no,1.429256,0.723366,Sometimes,Public_Transportation
3434,Male,20.0,1.7,82.0,no,yes,1.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
15673,Male,29.687488,1.835643,112.395309,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.743005,1.443328,Sometimes,Automobile
4843,Female,22.142432,1.65,80.0,yes,yes,3.0,2.741413,Sometimes,no,2.0,no,1.0,1.253311,no,Public_Transportation
15969,Female,18.0,1.7,50.0,no,no,3.0,3.0,Sometimes,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
1097,Female,23.0,1.66,60.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
11892,Female,20.0,1.56,45.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
16174,Male,30.710511,1.836592,120.613561,yes,yes,2.724285,3.0,Sometimes,no,2.165048,no,0.614959,1.150439,Sometimes,Automobile
6466,Female,19.0,1.6,45.0,no,no,3.0,3.0,Frequently,no,2.0,yes,1.0,0.0,Sometimes,Automobile
17745,Male,24.825398,1.82559,120.860386,yes,yes,2.906269,3.0,Sometimes,no,2.825629,no,1.628637,0.0,Sometimes,Public_Transportation
19611,Male,23.0,1.65,95.0,yes,yes,2.0,3.0,Always,no,3.0,no,3.0,2.0,no,Public_Transportation
14470,Female,25.994949,1.629191,104.94582,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,0.0,0.780199,Sometimes,Public_Transportation
10495,Male,21.0,1.75,75.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
8813,Female,21.868932,1.694726,133.76473,yes,yes,3.0,3.0,Sometimes,no,1.338241,no,1.612741,0.912457,Sometimes,Public_Transportation
11576,Female,18.0,1.719365,50.0,no,yes,2.031246,3.754599,Sometimes,no,1.846441,no,1.39016,1.0,Sometimes,Public_Transportation
13351,Female,21.0,1.68,53.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
15911,Male,38.370628,1.772045,118.370628,yes,yes,2.21965,2.752815,Sometimes,no,1.98459,no,0.64235,0.0,Sometimes,Automobile
4556,Male,22.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Sometimes,Public_Transportation
15391,Male,19.0,1.72,85.0,no,no,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
9442,Male,22.851721,1.856811,121.277832,yes,yes,2.903545,2.714115,Sometimes,no,2.151809,no,0.986414,0.0,Sometimes,Public_Transportation
10697,Male,19.773303,1.841151,91.499683,yes,yes,1.0,3.0,Sometimes,no,1.134658,no,0.915699,0.965464,Sometimes,Public_Transportation
7327,Male,18.0,1.8,68.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
7504,Female,22.884722,1.613574,82.694689,yes,yes,2.869436,2.937989,Sometimes,no,2.0,no,0.0,1.609773,no,Public_Transportation
8319,Male,18.0,1.79,64.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
17624,Female,18.0,1.63,50.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
6715,Female,23.806789,1.694633,84.451423,yes,yes,2.061969,3.0,Sometimes,no,2.515765,no,2.077653,0.393358,no,Public_Transportation
11761,Male,21.0,1.74,94.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
5975,Male,29.827481,1.899588,124.269251,yes,yes,2.048962,3.0,Sometimes,no,2.822871,no,0.838739,0.0,Sometimes,Public_Transportation
7348,Male,21.0,1.65,88.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
4783,Male,30.304203,1.764138,118.363376,yes,yes,2.9673,3.0,Sometimes,no,2.115967,no,0.393452,1.914531,Sometimes,Automobile
18580,Male,27.266287,1.82559,120.775439,yes,yes,2.644094,3.0,Sometimes,no,2.923856,no,1.072662,0.267076,Sometimes,Automobile
10499,Male,17.0,1.7,85.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
9880,Male,21.0,1.72,75.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
13642,Female,23.0,1.6,84.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,no,Public_Transportation
16803,Male,27.0,1.67,78.0,yes,no,3.0,1.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Automobile
15677,Female,22.988004,1.593847,44.050251,no,no,3.0,3.0,Frequently,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
9731,Male,22.0,1.7,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
17161,Male,21.0,1.79,78.0,yes,yes,2.0,1.0,Frequently,no,2.0,no,1.0,2.0,Frequently,Public_Transportation
9584,Male,27.635029,1.856315,117.651046,yes,yes,2.722161,2.110937,Sometimes,no,2.0,no,0.598438,0.36037,Sometimes,Public_Transportation
13566,Female,18.0,1.56,58.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
13244,Male,27.0,1.7,78.0,yes,no,2.0,3.0,Frequently,no,3.0,no,2.0,0.0,no,Public_Transportation
6178,Male,23.826684,1.763343,121.204668,yes,yes,2.758394,2.999346,Sometimes,no,1.957871,no,0.852344,0.0,Sometimes,Public_Transportation
8962,Female,38.0,1.55,63.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
10532,Female,25.036269,1.667768,112.776612,yes,yes,3.0,3.0,Sometimes,no,2.955075,no,0.485322,0.028583,Sometimes,Public_Transportation
18018,Female,29.669219,1.650012,89.496905,yes,yes,2.971574,1.971472,Sometimes,no,1.879381,no,1.874662,0.0,Sometimes,Automobile
9432,Male,20.0,1.77,105.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
3394,Female,22.377998,1.670667,51.314659,yes,yes,2.794197,3.409363,Frequently,no,1.336378,no,2.0,1.0,no,Public_Transportation
16068,Female,18.120739,1.571417,55.695036,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.371452,1.343044,Sometimes,Public_Transportation
5943,Male,29.970445,1.790172,112.740797,yes,yes,2.0,3.0,Sometimes,no,2.168904,no,0.0,1.509831,Sometimes,Automobile
20223,Female,26.0,1.593321,110.400847,yes,yes,3.0,3.0,Sometimes,no,2.691584,no,0.0,0.519905,Sometimes,Public_Transportation
10072,Female,31.441044,1.649867,71.788181,yes,yes,2.971574,3.0,Sometimes,no,2.825629,no,0.467562,0.0,no,Automobile
447,Male,21.72738,1.792435,89.754302,yes,yes,2.0,3.0,Sometimes,no,1.302193,no,0.0,0.966181,Sometimes,Public_Transportation
14064,Female,21.562213,1.743589,134.842656,yes,yes,3.0,3.0,Sometimes,no,2.531456,no,1.318743,0.900497,Sometimes,Public_Transportation
20510,Female,19.94814,1.754439,77.97917,yes,yes,2.253998,2.692889,Sometimes,no,2.328331,no,0.81517,0.803141,Sometimes,Public_Transportation
13287,Male,24.825393,1.829907,120.549592,yes,yes,2.92711,3.0,Sometimes,no,2.15687,no,1.985536,0.0,Sometimes,Public_Transportation
15028,Male,30.722801,1.84753,118.183797,yes,yes,2.045027,3.0,Sometimes,no,2.307978,no,1.018158,0.0,Sometimes,Automobile
20662,Male,23.260061,1.706082,82.039,yes,yes,2.427689,3.156153,Sometimes,no,2.0,no,0.897562,1.619473,Sometimes,Public_Transportation
7793,Female,18.0,1.56,50.0,no,yes,1.0,3.0,Sometimes,no,1.0,yes,0.0,1.0,Sometimes,Public_Transportation
5598,Female,26.0,1.632377,111.863186,yes,yes,3.0,3.0,Sometimes,no,2.639816,no,0.063383,0.200379,Sometimes,Public_Transportation
10138,Female,21.0,1.59,52.0,no,no,2.0,1.0,Always,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
16203,Male,18.0,1.74,70.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
13555,Male,21.0,1.74,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
5464,Female,26.0,1.65782,111.933152,yes,yes,3.0,3.0,Sometimes,no,2.777557,no,0.0,0.088236,Sometimes,Public_Transportation
5716,Female,26.0,1.6,61.0,no,no,2.0,3.0,Always,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
7499,Male,28.255199,1.77151,113.714521,yes,yes,2.219186,3.0,Sometimes,no,2.08554,no,0.0,1.287117,Sometimes,Automobile
7900,Male,35.0,1.78,105.0,yes,no,2.0,3.0,Always,no,1.0,no,1.0,0.0,no,Automobile
13294,Male,23.237302,1.754441,117.708705,yes,yes,1.122127,1.0,Sometimes,no,2.0,no,1.230219,1.339691,Sometimes,Public_Transportation
17387,Female,27.0,1.53,65.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Frequently,Public_Transportation
14516,Male,19.0,1.62,69.0,no,yes,2.0,1.0,no,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
2408,Male,25.139466,1.764484,117.75701,yes,yes,1.537505,3.0,Sometimes,no,1.170515,no,1.097983,0.0,Sometimes,Public_Transportation
6735,Male,18.0,1.7,75.0,no,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
2458,Female,26.0,1.633195,111.886611,yes,yes,3.0,3.0,Sometimes,no,2.619517,no,0.0,0.127443,Sometimes,Public_Transportation
1166,Female,21.633056,1.737313,132.57927,yes,yes,3.0,3.0,Sometimes,no,2.471721,no,1.683497,0.857718,Sometimes,Public_Transportation
10261,Female,23.0,1.56,51.5,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Sometimes,Public_Transportation
9877,Female,21.051982,1.7456,133.852432,yes,yes,3.0,3.0,Sometimes,no,2.95311,no,1.445148,0.874935,Sometimes,Public_Transportation
3472,Male,22.0,1.65,57.0,no,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
3682,Female,25.986185,1.623113,102.874549,yes,yes,3.0,3.0,Sometimes,no,1.031354,no,0.069802,0.933964,Sometimes,Public_Transportation
3222,Female,25.918524,1.621231,104.593929,yes,yes,3.0,3.0,Sometimes,no,1.485736,no,0.319156,0.70558,Sometimes,Public_Transportation
7524,Female,26.0,1.622418,110.676343,yes,yes,3.0,3.0,Sometimes,no,2.495944,no,0.0,0.445495,Sometimes,Public_Transportation
7305,Male,22.980957,1.767121,53.620604,yes,yes,1.887951,3.205587,Sometimes,no,2.004126,no,2.0,1.224737,Frequently,Public_Transportation
1077,Female,25.976209,1.622703,104.774144,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.162083,0.928972,Sometimes,Public_Transportation
12973,Male,21.0,1.85,75.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
8784,Female,25.986185,1.62456,104.854928,yes,yes,3.0,3.0,Sometimes,no,2.748909,no,0.159255,0.419446,Sometimes,Public_Transportation
15068,Male,19.0,1.85,75.0,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,Frequently,Public_Transportation
12705,Female,26.0,1.534223,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.688229,no,0.0,0.228598,Sometimes,Public_Transportation
9869,Male,23.0,1.74,75.0,no,no,2.0,3.0,Frequently,no,1.0,no,1.0,0.0,Sometimes,Automobile
8481,Female,21.0,1.59,57.0,yes,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
6483,Female,25.994949,1.623303,108.316462,yes,yes,3.0,3.0,Sometimes,no,2.320068,no,0.000454,0.58284,Sometimes,Public_Transportation
17719,Female,23.0,1.58,59.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
7771,Female,18.335019,1.682253,133.554686,yes,yes,3.0,3.0,Sometimes,no,2.869234,no,1.544632,0.62535,Sometimes,Public_Transportation
5746,Male,16.0,1.64,58.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
1911,Female,21.0,1.63,63.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
8383,Female,19.054008,1.746516,133.852432,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,1.465909,0.552006,Sometimes,Public_Transportation
8835,Female,21.413642,1.525234,42.0,no,yes,3.0,3.30846,Frequently,no,1.0,no,1.903182,0.555468,no,Public_Transportation
2315,Female,23.0,1.54,50.0,yes,yes,2.0,3.0,Always,no,1.0,no,0.0,1.0,no,Public_Transportation
474,Female,24.291205,1.768493,112.776612,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,2.0,0.176892,Sometimes,Public_Transportation
18902,Male,23.0,1.7,83.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,no,Walking
10772,Female,21.394047,1.744319,133.952675,yes,yes,3.0,3.0,Sometimes,no,2.814517,no,1.419473,0.927982,Sometimes,Public_Transportation
3609,Male,27.931432,1.792527,120.344402,yes,yes,2.846452,3.0,Sometimes,no,2.530035,no,1.386151,0.635867,Sometimes,Public_Transportation
9773,Female,33.0,1.65,62.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Automobile
12285,Male,17.0,1.7,85.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
15713,Male,31.347497,1.752863,119.622764,yes,yes,2.312528,3.0,Sometimes,no,2.161303,no,0.597863,0.0,Sometimes,Automobile
15853,Female,18.0,1.7,50.0,no,yes,1.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
1968,Female,18.0,1.63,58.0,yes,no,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
9198,Male,19.337404,1.816298,87.803311,no,yes,2.443674,3.0,Sometimes,no,2.0,no,2.0,0.993786,Sometimes,Public_Transportation
11584,Female,19.895877,1.518917,41.557468,no,yes,2.927218,1.0,Sometimes,no,1.615548,no,0.0,1.97117,Sometimes,Public_Transportation
3507,Female,20.989016,1.748533,129.852531,yes,yes,3.0,3.0,Sometimes,no,1.650612,no,1.414209,0.862724,Sometimes,Public_Transportation
16722,Female,20.901393,1.726606,131.929712,yes,yes,3.0,3.0,Sometimes,no,1.709556,no,1.645532,0.94232,Sometimes,Public_Transportation
9199,Female,21.682367,1.746516,133.689352,yes,yes,3.0,3.0,Sometimes,no,2.856521,no,1.510398,0.862724,Sometimes,Public_Transportation
2505,Female,22.0,1.6,66.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Automobile
7330,Male,24.149036,1.784994,120.151967,yes,yes,2.265973,2.601675,Sometimes,no,2.638164,no,1.170537,0.413106,Sometimes,Public_Transportation
6051,Female,22.667596,1.632605,82.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
341,Female,26.0,1.642392,111.884535,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.171034,Sometimes,Public_Transportation
3778,Female,19.091346,1.73196,49.676046,no,no,2.749629,3.998618,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11006,Female,24.190896,1.573816,62.339003,yes,yes,2.0,1.391778,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
12795,Female,25.976209,1.624099,104.754958,yes,yes,3.0,3.0,Sometimes,no,1.234943,no,0.0,0.540812,Sometimes,Public_Transportation
18002,Male,21.0,1.7,75.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
11076,Female,28.0,1.75,57.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,0.0,no,Public_Transportation
13719,Female,16.30687,1.716691,50.0,no,yes,2.206119,3.715118,Frequently,no,1.394883,no,0.935217,0.868788,Sometimes,Public_Transportation
14627,Male,24.05331,1.853373,121.737836,yes,yes,2.225149,2.756622,Sometimes,no,2.170225,no,1.299469,0.0,Sometimes,Public_Transportation
4226,Male,21.0,1.6,70.0,no,yes,2.0,1.0,no,no,3.0,no,2.0,0.0,no,Public_Transportation
1493,Female,19.035557,1.819875,127.427458,yes,yes,3.0,3.0,Sometimes,no,2.869234,no,1.425712,0.912457,Sometimes,Public_Transportation
3821,Male,29.956198,1.854162,89.868784,yes,yes,2.294067,3.042774,Sometimes,no,2.133469,no,2.022315,0.0,Sometimes,Automobile
14014,Female,23.32471,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,no,Public_Transportation
7442,Male,18.0,1.8,85.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11537,Male,28.712995,1.706741,98.66176,yes,yes,2.724285,3.0,Sometimes,no,1.970508,no,1.847802,0.0,Sometimes,Public_Transportation
7666,Female,26.0,1.626179,110.919646,yes,yes,3.0,3.0,Sometimes,no,1.49681,no,0.0,0.436068,Sometimes,Public_Transportation
8525,Female,26.0,1.618867,111.886611,yes,yes,3.0,3.0,Sometimes,no,2.621877,no,0.0,0.413106,Sometimes,Public_Transportation
8877,Female,23.0,1.75633,54.877111,no,yes,3.0,3.0,Frequently,no,2.654078,no,1.19102,0.646514,no,Public_Transportation
8922,Female,25.919241,1.656504,104.988082,yes,yes,3.0,3.0,Sometimes,no,2.523793,no,0.001297,0.920162,Sometimes,Public_Transportation
2361,Male,19.334585,1.771915,54.877111,yes,yes,2.0,3.0,Sometimes,no,2.00876,no,0.0,2.0,Sometimes,Public_Transportation
17472,Male,22.815416,1.79858,115.287083,yes,yes,2.766612,2.849347,Sometimes,no,2.511399,no,1.112504,0.0,Sometimes,Public_Transportation
9893,Male,33.100581,1.761519,113.714521,yes,yes,2.72989,3.0,Sometimes,no,2.044694,no,0.458981,0.516084,Sometimes,Automobile
5980,Male,22.906886,1.829239,121.04172,yes,yes,3.0,2.696051,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
19254,Female,21.0,1.622241,68.250249,yes,yes,1.836554,3.0,no,no,1.319437,no,0.0,1.626456,Sometimes,Public_Transportation
10658,Female,26.0,1.63302,111.93301,yes,yes,3.0,3.0,Sometimes,no,2.472903,no,0.0,0.15171,Sometimes,Public_Transportation
18921,Male,21.0,1.62,70.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
17819,Male,27.394123,1.767077,112.287678,yes,yes,1.492834,3.0,Sometimes,no,2.154326,no,0.838739,0.0,Sometimes,Automobile
6892,Male,17.0,1.69,50.0,no,yes,2.0,4.0,Always,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
19035,Female,21.0,1.6,50.0,no,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
13449,Female,21.566815,1.746516,133.783955,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,1.501647,0.862587,Sometimes,Public_Transportation
7289,Female,38.825189,1.569234,62.339003,no,yes,2.819934,1.0,Sometimes,no,2.405172,yes,0.0,0.199227,Sometimes,Automobile
17972,Female,25.95774,1.62414,110.10589,yes,yes,3.0,3.0,Sometimes,no,1.067716,no,0.030541,0.444532,Sometimes,Public_Transportation
20001,Female,38.547267,1.560029,80.0,yes,yes,2.533605,1.097312,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
17179,Male,19.0,1.6,70.0,no,yes,2.0,3.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
2003,Female,19.708354,1.620938,42.0,no,no,3.0,2.049565,Frequently,no,1.0,yes,0.0,1.301385,Sometimes,Public_Transportation
15533,Female,19.007177,1.772449,137.852618,yes,yes,3.0,3.0,Sometimes,no,2.007348,no,1.465931,0.813235,Sometimes,Public_Transportation
18563,Female,21.682367,1.737056,132.527011,yes,yes,3.0,3.0,Sometimes,no,1.528258,no,1.68291,0.939982,Sometimes,Public_Transportation
12133,Male,28.712995,1.665585,98.66176,yes,yes,2.95801,2.434347,Sometimes,no,1.0,no,1.07672,0.0,no,Public_Transportation
5277,Female,24.0,1.66,90.0,yes,yes,1.0,4.0,Always,no,3.0,no,2.0,1.0,Frequently,Public_Transportation
19451,Female,16.0,1.54,47.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
1398,Male,19.0,1.8,85.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
19296,Male,19.223259,1.801224,85.316125,yes,yes,2.14961,3.714833,Sometimes,no,2.133469,no,2.0,0.071317,Sometimes,Public_Transportation
19353,Female,21.0,1.58,47.0,no,yes,2.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
971,Male,17.764764,1.744733,83.3258,yes,yes,3.0,3.0,Sometimes,no,2.434832,no,1.0,0.0,Sometimes,Automobile
19869,Male,18.0,1.82093,51.149283,no,yes,1.252653,3.0,Sometimes,no,1.547086,no,0.732186,1.0,Sometimes,Public_Transportation
11057,Female,21.0,1.55,57.0,yes,yes,3.0,4.0,Always,no,2.0,no,2.0,0.0,no,Automobile
9683,Male,30.62865,1.762389,118.548733,yes,yes,2.028571,3.0,Sometimes,no,2.292906,no,0.598655,1.99219,Sometimes,Automobile
7321,Female,37.524551,1.544937,62.320629,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
17661,Female,19.0,1.579561,42.0,no,yes,3.0,1.0,Frequently,no,1.636326,no,0.0,0.0,no,Public_Transportation
9334,Female,21.051982,1.700164,131.877558,yes,yes,3.0,3.0,Sometimes,no,1.423073,no,1.606109,0.673009,Sometimes,Public_Transportation
16286,Female,25.96773,1.603638,102.59518,yes,yes,3.0,3.0,Sometimes,no,1.02161,no,0.0,1.0,Sometimes,Public_Transportation
7047,Male,22.815416,1.765137,120.0,yes,yes,2.724121,2.918124,Sometimes,no,1.962646,no,1.089745,0.105895,Sometimes,Public_Transportation
7789,Female,21.81119,1.748313,133.676663,yes,yes,3.0,3.0,Sometimes,no,2.874336,no,1.624981,0.825609,Sometimes,Public_Transportation
6504,Male,31.255587,1.872561,121.835883,yes,yes,2.826251,2.675411,Sometimes,no,2.357969,no,1.289421,0.0,Sometimes,Public_Transportation
2270,Female,19.97981,1.757961,49.699672,no,yes,1.69427,3.266644,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
5849,Male,23.0,1.704908,81.66995,yes,yes,2.765063,2.937989,Sometimes,no,1.708083,no,1.708971,0.0,Sometimes,Public_Transportation
15880,Female,21.0,1.5,65.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
8489,Male,22.851773,1.705813,82.0,yes,yes,2.786008,1.028426,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
8028,Female,24.0,1.7,78.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Frequently,Public_Transportation
15460,Male,27.991467,1.609418,100.642257,yes,yes,2.749629,1.0,Sometimes,no,1.0,no,0.1768,1.667745,no,Public_Transportation
9770,Female,21.147114,1.6,66.126964,yes,yes,2.104105,3.0,Sometimes,no,1.871033,no,0.926201,0.0,Sometimes,Public_Transportation
2392,Female,25.998646,1.739991,113.235538,yes,yes,3.0,3.0,Sometimes,no,2.893117,no,0.00342,0.261793,Sometimes,Public_Transportation
19429,Male,25.659092,1.754217,117.631707,yes,yes,2.323351,3.0,Sometimes,no,2.154326,no,1.003294,0.06741,Sometimes,Automobile
10804,Male,30.613586,1.910987,129.449886,yes,yes,2.231915,3.0,Sometimes,yes,1.596212,no,0.0,0.186414,Sometimes,Public_Transportation
3242,Male,17.888073,1.811738,99.540122,yes,yes,2.0,2.880817,Sometimes,no,2.434832,no,1.0,1.0,no,Public_Transportation
6306,Female,25.966504,1.681394,104.321463,yes,yes,3.0,3.0,Sometimes,no,2.796894,no,0.319156,0.094213,Sometimes,Public_Transportation
14590,Female,19.0,1.56,45.0,no,yes,2.0,3.0,Frequently,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
3295,Female,26.0,1.641918,111.868169,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.101867,Sometimes,Public_Transportation
538,Female,21.285965,1.5,78.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.70825,0.0,Sometimes,Public_Transportation
5627,Female,39.135634,1.507867,79.58958,yes,yes,2.0,1.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
11398,Female,26.0,1.641132,111.884535,yes,yes,3.0,3.0,Sometimes,no,2.618198,no,0.0,0.15171,Sometimes,Public_Transportation
17922,Female,26.0,1.618867,110.0,yes,yes,3.0,3.0,Sometimes,no,2.618198,no,0.0,0.380695,Sometimes,Public_Transportation
16085,Female,24.0,1.5,65.0,yes,no,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
12076,Female,25.498965,1.608914,104.947703,yes,yes,3.0,3.0,Sometimes,no,1.170515,no,0.061366,0.669616,Sometimes,Public_Transportation
4045,Female,18.744914,1.801983,138.034526,yes,yes,3.0,3.0,Sometimes,no,2.691591,no,1.168368,0.893514,Sometimes,Public_Transportation
482,Male,21.0,1.7,98.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
19731,Male,21.287999,1.65015,80.0,yes,yes,2.0,1.835543,Sometimes,no,1.927976,no,0.432973,0.0,Sometimes,Public_Transportation
19584,Female,19.816228,1.721057,50.0,no,no,1.036414,4.0,Frequently,no,1.426874,no,0.028202,1.0,Sometimes,Public_Transportation
2312,Female,20.0,1.62,88.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
20700,Female,18.0,1.61,65.0,yes,yes,2.0,3.0,Frequently,no,3.0,no,3.0,2.0,no,Public_Transportation
8843,Female,21.0,1.6,63.0,yes,yes,3.0,3.0,Sometimes,no,3.0,yes,3.0,1.0,Sometimes,Public_Transportation
6070,Female,18.0,1.63,59.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
20152,Female,32.501143,1.652084,73.193589,yes,yes,2.0,2.598079,Sometimes,no,1.146595,no,1.898889,0.0,Sometimes,Automobile
15703,Male,19.0,1.72,86.0,no,yes,2.0,3.0,Always,no,2.0,no,2.0,1.0,Sometimes,Walking
14914,Female,26.0,1.63302,110.400847,yes,yes,3.0,3.0,Sometimes,no,2.852254,no,0.0,0.516764,Sometimes,Public_Transportation
6490,Male,19.795269,1.79,87.861431,yes,yes,2.332074,3.0,Sometimes,no,2.999495,yes,2.405963,0.997202,Sometimes,Public_Transportation
9526,Male,23.0,1.75,65.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
17523,Female,21.0,1.6,62.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
17544,Female,21.0,1.65,70.0,no,yes,2.0,1.0,no,no,3.0,no,1.0,0.0,no,Public_Transportation
290,Male,30.242597,1.764484,109.982692,yes,yes,2.823179,3.0,Sometimes,no,1.0,no,1.859667,0.0,no,Public_Transportation
3226,Male,14.0,1.73,72.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Public_Transportation
19288,Male,22.0,1.62,69.0,no,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
14449,Female,23.0,1.66,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
17491,Female,18.147705,1.802257,140.292018,yes,yes,3.0,3.0,Sometimes,no,2.824559,no,1.571865,0.789064,Sometimes,Public_Transportation
4600,Male,22.177099,1.65,89.139209,yes,yes,2.0,2.372311,Sometimes,no,2.175432,no,1.609801,1.0,no,Public_Transportation
12375,Male,17.0,1.8,85.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Walking
9547,Female,22.908879,1.593321,44.810751,no,yes,2.95841,2.973504,Frequently,no,1.512035,no,0.0,0.0,Sometimes,Public_Transportation
3282,Male,18.0,1.8,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
3002,Male,30.577944,1.783953,120.980508,yes,yes,2.0,3.0,Sometimes,no,2.976229,no,1.718543,0.47787,Sometimes,Automobile
5456,Female,18.525525,1.583943,41.397378,no,yes,3.0,1.0,Frequently,no,1.153559,no,0.210181,0.150969,Sometimes,Public_Transportation
4375,Female,21.030909,1.746652,133.742943,yes,yes,3.0,3.0,Sometimes,no,2.868132,no,1.280924,0.975504,Sometimes,Public_Transportation
13435,Male,23.0,1.65,75.0,no,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
11843,Female,16.30687,1.708406,50.0,no,yes,2.652779,3.734323,Sometimes,no,1.744628,no,2.595128,1.0,Sometimes,Public_Transportation
7026,Male,23.0,1.715118,83.282232,yes,yes,2.0,2.693646,Sometimes,no,2.926995,no,0.868721,0.60473,Sometimes,Public_Transportation
1530,Male,21.0,1.65,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
11828,Female,26.0,1.624134,111.531208,yes,yes,3.0,3.0,Sometimes,no,2.609052,no,0.0,0.17403,Sometimes,Public_Transportation
17890,Female,26.0,1.632983,111.720238,yes,yes,3.0,3.0,Sometimes,no,2.638896,no,0.0,0.451377,Sometimes,Public_Transportation
3711,Male,18.0,1.83,53.0,no,yes,2.0,4.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
4072,Male,22.874658,1.849425,121.204668,yes,yes,2.499626,2.806298,Sometimes,no,1.279771,no,1.082236,0.0,Sometimes,Public_Transportation
6535,Male,19.090023,1.8,87.083266,yes,yes,2.0,3.0,Sometimes,no,2.771469,no,0.0,1.443328,Sometimes,Public_Transportation
12514,Male,26.699317,1.869098,120.794535,yes,yes,2.591439,3.0,Sometimes,no,2.868679,no,1.859667,0.868788,Sometimes,Public_Transportation
16153,Female,26.0,1.629225,104.954834,yes,yes,3.0,3.0,Sometimes,no,2.653563,no,0.0,0.555468,Sometimes,Public_Transportation
4779,Male,27.266287,1.799902,91.094184,yes,yes,1.961347,3.0,Sometimes,no,1.152736,no,0.793489,0.673408,Sometimes,Automobile
1719,Female,20.0,1.56,45.0,no,no,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
15932,Female,25.653233,1.629491,104.791035,yes,yes,3.0,3.0,Sometimes,no,2.555189,no,0.001297,0.445495,Sometimes,Public_Transportation
9363,Female,18.0,1.55,50.0,no,yes,3.0,3.0,Frequently,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
19189,Male,37.597953,1.75015,118.20313,yes,yes,2.191108,2.98212,Sometimes,no,2.15687,no,0.743593,0.0,Sometimes,Automobile
16819,Female,25.999185,1.624134,104.810024,yes,yes,3.0,3.0,Sometimes,no,1.249307,no,0.0,0.278962,Sometimes,Public_Transportation
13053,Female,25.982261,1.801746,105.496975,yes,yes,3.0,3.0,Sometimes,no,2.35818,no,0.063383,0.561661,Sometimes,Public_Transportation
6803,Female,24.0,1.6,57.0,yes,yes,2.0,3.0,Always,no,2.0,no,0.0,1.0,Sometimes,Automobile
14071,Male,27.0,1.7,71.0,yes,yes,3.0,3.0,Always,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
10158,Female,18.532826,1.746516,133.800129,yes,yes,3.0,3.0,Sometimes,no,2.839069,no,1.68249,0.886135,Sometimes,Public_Transportation
14581,Male,17.0,1.78,56.0,no,yes,3.0,3.0,Frequently,no,1.0,no,0.0,0.0,no,Automobile
9332,Male,30.958051,1.909105,129.874864,yes,yes,2.191429,3.0,Sometimes,yes,1.11184,no,1.541072,0.0,Sometimes,Public_Transportation
4371,Male,22.0,1.78,95.032177,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.127675,no,Public_Transportation
7107,Female,38.0,1.56,51.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
3165,Female,19.0,1.55,49.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,1.0,no,Public_Transportation
18203,Female,18.0,1.69,60.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
6916,Male,22.038327,1.872517,91.052215,yes,yes,2.0,1.010319,Sometimes,no,1.011849,no,0.0,0.453404,Sometimes,Public_Transportation
5005,Female,33.185661,1.707557,77.647716,yes,yes,2.0,1.66338,Sometimes,no,1.028538,no,1.0,0.0,no,Automobile
9630,Female,21.008051,1.753349,78.370039,yes,yes,2.577427,3.0,Sometimes,no,2.0,no,1.679935,0.0,Sometimes,Public_Transportation
3068,Male,25.0,1.8,65.0,yes,yes,2.0,4.0,Frequently,no,2.0,no,2.0,2.0,no,Public_Transportation
3143,Female,20.954955,1.746516,132.94066,yes,yes,3.0,3.0,Sometimes,no,1.656082,no,1.584716,0.723154,Sometimes,Public_Transportation
20110,Female,26.0,1.639524,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.984323,no,0.0,0.62535,Sometimes,Public_Transportation
10880,Female,23.0,1.66,56.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
15726,Female,21.0,1.63,60.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Walking
19581,Male,19.0,1.68,94.0,yes,no,3.0,3.0,Always,no,3.0,no,3.0,1.0,Frequently,Walking
1052,Female,26.0,1.654875,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.737353,no,0.0,0.096576,Sometimes,Public_Transportation
6491,Female,21.285965,1.729099,133.662583,yes,yes,3.0,3.0,Sometimes,no,2.846259,no,1.537639,0.824607,Sometimes,Public_Transportation
2647,Male,21.0,1.72,75.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,2.0,Sometimes,Walking
5857,Female,21.0,1.55,58.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
20365,Female,19.0,1.737165,49.838965,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.537639,1.0,Sometimes,Public_Transportation
12314,Female,17.039058,1.580964,58.325122,no,yes,2.451009,3.0,Sometimes,no,2.0,no,0.0,1.555967,no,Automobile
5815,Male,18.0,1.78,70.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
11848,Male,24.511445,1.789992,99.982541,yes,yes,2.95841,1.660768,Sometimes,no,2.0,no,0.233056,0.635867,no,Public_Transportation
11741,Female,18.0,1.7,50.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,1.0,2.0,Sometimes,Public_Transportation
3043,Female,21.0,1.62,80.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
3971,Female,26.0,1.633195,110.803117,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.269577,Sometimes,Public_Transportation
19244,Male,18.0,1.69,67.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
20407,Female,26.0,1.62847,107.482662,yes,yes,3.0,3.0,Sometimes,no,2.687378,no,0.0,0.425473,Sometimes,Public_Transportation
9102,Male,18.0,1.8,91.0,yes,yes,1.0,3.0,Frequently,no,1.0,no,1.0,1.0,Frequently,Public_Transportation
14073,Male,30.493946,1.783901,120.151967,yes,yes,2.766612,3.0,Sometimes,no,2.15157,no,1.579431,0.176892,Sometimes,Automobile
19986,Female,26.0,1.673491,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.723159,no,0.0,0.176892,Sometimes,Public_Transportation
17991,Male,24.825393,1.774775,120.644178,yes,yes,2.653721,2.993084,Sometimes,no,2.0,no,1.612741,0.704637,Sometimes,Public_Transportation
1272,Male,21.0,1.66,68.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
3488,Female,17.992717,1.613669,50.0,no,yes,1.123939,3.732126,Sometimes,no,2.0,no,0.123987,0.378619,Sometimes,Public_Transportation
7344,Female,20.871667,1.730167,78.55444,yes,yes,2.274164,1.0,Sometimes,no,2.0,no,1.581242,0.0,no,Public_Transportation
11396,Female,21.051982,1.741192,131.042274,yes,yes,3.0,3.0,Sometimes,no,1.842173,no,1.683497,0.926565,Sometimes,Public_Transportation
19467,Female,21.491055,1.719913,131.042274,yes,yes,3.0,3.0,Sometimes,no,1.651462,no,1.520818,0.863043,Sometimes,Public_Transportation
20397,Female,38.692265,1.55,80.0,yes,yes,2.0,3.0,Sometimes,no,1.636326,no,0.0,0.0,Sometimes,Automobile
17445,Male,55.0,1.7,80.0,yes,yes,3.0,3.0,Sometimes,yes,2.0,no,0.0,0.0,Sometimes,Automobile
4258,Female,18.0,1.64,56.0,yes,no,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
4328,Male,23.141402,1.718981,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,yes,0.514225,0.0,Sometimes,Public_Transportation
10903,Female,19.364339,1.730636,132.145549,yes,yes,3.0,3.0,Sometimes,no,2.86559,no,1.464674,0.655571,Sometimes,Public_Transportation
9040,Male,19.0,1.85,88.0,yes,yes,2.0,4.0,Frequently,no,1.0,yes,2.0,2.0,Sometimes,Public_Transportation
16449,Male,22.815416,1.719342,82.040318,yes,yes,1.99953,1.0,Sometimes,no,2.0,no,0.17048,2.0,Sometimes,Public_Transportation
6685,Male,23.141402,1.764138,121.248035,yes,yes,3.0,2.695396,Sometimes,no,2.628816,no,0.451009,0.0,Sometimes,Public_Transportation
4564,Female,22.875223,1.632605,82.0,yes,yes,1.00876,1.0,Sometimes,no,1.383894,no,0.0,0.306124,Sometimes,Public_Transportation
10026,Female,26.0,1.639524,111.93301,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.140792,Sometimes,Public_Transportation
18985,Male,19.0,1.85,70.0,no,no,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,Frequently,Public_Transportation
17721,Female,23.0,1.7,50.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,2.0,2.0,no,Public_Transportation
6243,Female,18.0,1.637524,82.851318,yes,yes,1.780699,3.0,Sometimes,no,2.111908,no,0.130417,1.339691,Sometimes,Public_Transportation
11513,Male,23.0,1.78,55.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
4325,Female,18.0,1.68,68.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18675,Male,31.205668,1.757132,120.975489,yes,yes,2.382705,3.0,Sometimes,no,2.174371,no,0.884935,1.198439,Sometimes,Automobile
1535,Female,25.0,1.51,63.0,yes,yes,2.0,1.0,Always,no,2.0,yes,1.0,0.0,Sometimes,Public_Transportation
7949,Female,41.0,1.64,77.0,yes,yes,3.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
1297,Female,21.016623,1.729045,131.572711,yes,yes,3.0,3.0,Sometimes,no,1.755497,no,1.68249,0.926581,Sometimes,Public_Transportation
14848,Male,21.0,1.67,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
8602,Female,23.0,1.63,53.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Automobile
10044,Male,24.0,1.7,80.0,yes,yes,2.0,3.0,Always,no,2.0,no,0.0,2.0,no,Public_Transportation
4401,Female,39.135634,1.560258,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
12791,Male,21.214617,1.837117,105.138073,yes,yes,2.0,3.0,Sometimes,no,2.299878,no,0.732186,0.966181,Sometimes,Public_Transportation
16760,Male,20.0,1.92,125.0,yes,no,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
15629,Male,21.0,1.78,105.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
2605,Female,23.0,1.65,62.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
16971,Male,19.0,1.704877,81.918809,yes,no,2.0,1.73762,Sometimes,no,1.701835,no,1.067817,0.890213,Sometimes,Public_Transportation
18143,Female,18.0,1.76,50.0,no,yes,3.0,4.0,Frequently,no,2.0,yes,2.0,0.0,Sometimes,Public_Transportation
2946,Male,26.0,1.74,75.0,no,no,3.0,3.0,no,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
3334,Female,25.96773,1.603404,105.031908,yes,yes,3.0,3.0,Sometimes,no,1.919473,no,0.0,0.546137,Sometimes,Public_Transportation
16498,Female,26.0,1.653431,111.940145,yes,yes,3.0,3.0,Sometimes,no,2.784303,no,0.0,0.088236,Sometimes,Public_Transportation
9262,Male,30.711381,1.610209,101.544589,yes,yes,2.95801,2.137068,Sometimes,no,1.0,no,0.94141,0.0,no,Public_Transportation
19471,Male,23.170309,1.766888,120.423567,yes,yes,2.219156,3.0,Sometimes,no,2.054193,no,1.392026,0.390178,Sometimes,Public_Transportation
9286,Female,18.0,1.612556,69.463458,yes,no,3.0,3.0,Sometimes,no,1.18363,no,1.0,1.0,no,Public_Transportation
19341,Male,17.0,1.79,59.0,no,no,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
8596,Male,33.151905,1.738465,117.93329,yes,yes,2.037042,2.842848,Sometimes,no,1.0,no,1.089891,0.0,Sometimes,Public_Transportation
14267,Male,22.976188,1.664752,121.458232,yes,yes,2.970983,1.010319,Sometimes,no,1.538626,no,0.819269,1.035711,Sometimes,Public_Transportation
4973,Female,26.0,1.623812,109.982692,yes,yes,3.0,3.0,Sometimes,no,2.688229,no,0.0,0.461532,Sometimes,Public_Transportation
5940,Male,31.166572,1.681719,90.0,yes,yes,2.0,1.473088,Sometimes,no,2.777557,no,0.967627,0.0,Sometimes,Automobile
11342,Female,25.96773,1.642098,104.592372,yes,yes,3.0,3.0,Sometimes,no,1.482002,no,0.204108,0.657221,Sometimes,Public_Transportation
11682,Male,18.0,1.75,66.0,no,yes,3.0,4.0,Frequently,no,2.0,no,2.0,0.0,no,Public_Transportation
12899,Female,18.0,1.63,64.0,no,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
7168,Male,22.518787,1.859717,121.310257,yes,yes,2.942154,2.915921,Sometimes,no,1.422483,no,0.94676,0.0,Sometimes,Public_Transportation
17281,Male,42.0,1.68,86.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,no,Automobile
19573,Female,26.0,1.631332,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.640539,no,0.0,0.237307,Sometimes,Public_Transportation
19860,Female,23.0,1.609401,105.037203,yes,yes,2.0,3.0,Sometimes,no,2.803002,no,0.0,0.453649,Sometimes,Public_Transportation
16293,Male,21.0,1.65,88.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,2.0,no,Public_Transportation
16017,Male,24.0409,1.60681,100.624553,yes,yes,2.724285,2.880817,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
9477,Male,18.0,1.72,53.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
20244,Female,26.0,1.812963,106.875927,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.465607,Sometimes,Public_Transportation
13469,Female,22.771612,1.637524,82.207978,yes,yes,2.0,3.0,Sometimes,no,2.793505,no,0.6081,1.839862,no,Public_Transportation
4902,Female,20.871153,1.579561,41.890204,no,yes,2.911877,1.0,Frequently,no,1.636326,no,0.0,0.0,Sometimes,Public_Transportation
16004,Female,31.484494,1.586301,72.748903,yes,yes,3.0,1.890682,Sometimes,no,1.0,yes,0.390937,1.339232,Sometimes,Automobile
9400,Female,21.0,1.65,58.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
18197,Male,20.9859,1.743841,78.760922,yes,yes,2.976975,1.656588,Sometimes,no,2.0,no,1.728332,0.843283,Frequently,Public_Transportation
5453,Male,31.347497,1.824901,120.431551,yes,yes,2.777165,3.0,Sometimes,no,2.358088,no,0.597863,1.690901,Sometimes,Automobile
5928,Male,19.0,1.7,68.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
8599,Female,21.412434,1.675562,121.639178,yes,yes,3.0,3.0,Sometimes,no,1.796956,no,1.482411,0.926052,Sometimes,Public_Transportation
1006,Female,21.979769,1.613921,68.981403,yes,yes,2.290095,1.724887,no,no,3.0,no,0.0,0.166076,no,Public_Transportation
20754,Male,18.0,1.71,50.0,no,yes,3.0,4.0,Frequently,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
13857,Male,23.0,1.7,83.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
14648,Female,21.0,1.6,68.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
10711,Female,21.0,1.64,68.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
15965,Female,21.768834,1.741193,133.955091,yes,yes,3.0,3.0,Sometimes,no,2.847264,no,1.680844,0.926565,Sometimes,Public_Transportation
16747,Male,22.969366,1.795311,89.868784,yes,yes,1.57223,1.0,Sometimes,no,1.835545,no,0.0,0.037634,Sometimes,Public_Transportation
3169,Male,26.0,1.839699,105.696358,yes,yes,2.0,3.0,Sometimes,no,2.434832,no,0.0,1.019452,Sometimes,Public_Transportation
7988,Female,25.929746,1.681394,104.810024,yes,yes,3.0,3.0,Sometimes,no,1.031354,no,0.069238,0.55415,Sometimes,Public_Transportation
11495,Female,22.908879,1.603435,82.603984,yes,yes,1.123939,3.0,Sometimes,no,2.297896,no,0.0,0.395979,Sometimes,Public_Transportation
4156,Female,26.0,1.641918,111.95611,yes,yes,3.0,3.0,Sometimes,no,2.632498,no,0.0,0.200379,Sometimes,Public_Transportation
6501,Male,21.056059,1.65,88.026943,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.079524,0.0,no,Public_Transportation
1729,Female,18.0,1.6,55.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,no,Public_Transportation
2958,Female,23.0,1.69,75.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,no,Public_Transportation
2420,Male,18.0,1.74,64.4,no,yes,2.0,4.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
8612,Male,21.0,1.62,70.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
14214,Female,23.0,1.67,45.0,no,no,3.0,3.0,Frequently,no,1.0,no,2.0,0.0,no,Public_Transportation
10119,Female,20.217015,1.680218,126.490236,yes,yes,3.0,3.0,Sometimes,no,1.491268,no,1.577824,0.835771,Sometimes,Public_Transportation
19872,Male,32.278869,1.674327,102.815983,yes,yes,2.654792,1.134042,Sometimes,no,1.000463,no,0.327418,0.0,no,Public_Transportation
14778,Female,34.288249,1.698914,85.0,yes,yes,2.0,3.0,Sometimes,no,1.639807,no,1.0,0.0,no,Public_Transportation
17123,Female,25.765628,1.626483,104.791035,yes,yes,3.0,3.0,Sometimes,no,2.436097,no,0.045246,0.59927,Sometimes,Public_Transportation
16081,Female,26.0,1.621167,104.947703,yes,yes,3.0,3.0,Sometimes,no,2.57721,no,0.0,0.380695,Sometimes,Public_Transportation
16027,Female,18.0,1.7,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11269,Male,22.972998,1.717288,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.040816,1.817146,no,Public_Transportation
18068,Female,21.413642,1.751038,137.79299,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,1.917014,0.925843,Sometimes,Public_Transportation
13310,Female,20.0,1.63,58.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
12371,Female,26.0,1.644053,111.863186,yes,yes,3.0,3.0,Sometimes,no,2.578038,no,0.0,0.413106,Sometimes,Public_Transportation
16519,Female,25.492855,1.668951,114.163921,yes,yes,3.0,3.0,Sometimes,no,2.95311,no,1.676269,0.561661,Sometimes,Public_Transportation
4293,Male,23.118327,1.762921,121.864326,yes,yes,2.95801,2.650088,Sometimes,no,2.495851,no,0.656548,0.0,Sometimes,Public_Transportation
13592,Female,25.907833,1.600905,104.988925,yes,yes,3.0,3.0,Sometimes,no,1.347559,no,0.04729,0.625371,Sometimes,Public_Transportation
8010,Male,19.993154,1.762073,55.511075,yes,yes,2.0,4.0,Sometimes,no,2.891713,no,2.0,1.807465,Sometimes,Automobile
7346,Female,26.0,1.633442,111.927001,yes,yes,3.0,3.0,Sometimes,no,2.639816,no,0.0,0.076094,Sometimes,Public_Transportation
9416,Male,23.0,1.7,70.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
9162,Male,20.0,1.7,66.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
1087,Female,26.0,1.633887,111.922491,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.29499,Sometimes,Public_Transportation
2326,Male,22.944349,1.696336,75.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.228136,0.0,Sometimes,Public_Transportation
9790,Female,25.783865,1.755142,114.133149,yes,yes,3.0,3.0,Sometimes,no,2.495944,no,0.075776,0.465444,Sometimes,Public_Transportation
8805,Male,25.920738,1.690262,103.276087,yes,yes,2.0,1.114564,Sometimes,no,2.0,no,1.0,0.723154,no,Public_Transportation
351,Female,20.0,1.63,59.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
17303,Female,21.027662,1.699464,54.98774,no,yes,2.0,2.37985,Frequently,no,1.0,no,0.827506,0.0,Sometimes,Public_Transportation
6242,Male,21.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
3638,Female,21.0,1.93,94.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Public_Transportation
12579,Female,19.084317,1.583943,44.376637,no,no,3.0,2.404788,Frequently,no,1.025275,no,0.0,0.0,Sometimes,Public_Transportation
7408,Female,18.0,1.62827,108.805937,yes,yes,2.0,2.375026,Sometimes,no,2.793505,no,1.0,0.655571,Sometimes,Public_Transportation
4744,Female,19.665881,1.741193,131.529267,yes,yes,3.0,3.0,Sometimes,no,2.474518,no,1.584716,0.925843,Sometimes,Public_Transportation
19551,Male,29.483056,1.909105,129.013178,yes,yes,2.061969,3.0,Sometimes,yes,1.163264,no,0.146919,1.443212,Sometimes,Public_Transportation
503,Female,21.572114,1.746411,133.676663,yes,yes,3.0,3.0,Sometimes,no,2.837797,no,1.425712,0.873936,Sometimes,Public_Transportation
1870,Male,21.18354,1.7,80.555875,yes,yes,2.0,2.468421,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
8509,Male,21.929387,1.7,75.0,yes,yes,1.0816,3.0,Sometimes,no,2.0,no,1.166064,0.0,Sometimes,Public_Transportation
10470,Male,24.0,1.6,65.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
8889,Male,17.925497,1.844218,59.933015,yes,yes,2.86099,3.821168,Sometimes,no,2.0,no,2.0,0.007872,no,Automobile
7222,Male,18.525525,1.816197,102.592171,yes,yes,2.107854,2.918124,Sometimes,no,1.38107,no,0.23553,1.283673,no,Public_Transportation
15532,Male,39.371523,1.770278,79.67793,yes,yes,2.407817,1.097312,Sometimes,no,2.205911,no,0.977929,0.0,Frequently,Automobile
10087,Male,24.001685,1.606066,99.540122,yes,yes,2.919526,2.937989,Sometimes,no,1.0,no,1.076926,0.0,no,Public_Transportation
11158,Male,24.449655,1.788459,121.458232,yes,yes,2.819934,3.0,Sometimes,no,1.711666,no,0.232742,0.143675,no,Public_Transportation
119,Male,23.0,1.82,58.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
3728,Female,18.367481,1.745644,133.665587,yes,yes,3.0,3.0,Sometimes,no,2.900857,no,1.444382,0.625371,Sometimes,Public_Transportation
7810,Female,26.0,1.649178,111.914361,yes,yes,3.0,3.0,Sometimes,no,2.666178,no,0.0,0.081929,Sometimes,Public_Transportation
6095,Female,21.274628,1.627532,111.216192,yes,yes,3.0,3.0,Sometimes,no,2.714949,no,0.0,0.271024,Sometimes,Public_Transportation
18716,Female,20.0,1.55,45.0,no,no,2.0,3.0,Sometimes,no,1.0,no,0.0,2.0,Sometimes,Public_Transportation
8039,Female,26.0,1.613921,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.613928,no,0.0,0.127775,Sometimes,Public_Transportation
3328,Male,25.659092,1.829529,114.133149,yes,yes,2.9673,3.0,Sometimes,no,2.530035,no,1.045107,0.003229,Sometimes,Public_Transportation
11986,Male,23.0,1.7,75.0,yes,yes,3.0,3.0,Sometimes,no,3.0,yes,3.0,0.0,Sometimes,Public_Transportation
19884,Female,45.0,1.65,90.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,0.0,0.0,Sometimes,Automobile
7231,Female,26.0,1.643892,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.784303,no,0.0,0.079673,Sometimes,Public_Transportation
15744,Female,20.338815,1.569234,41.397378,no,yes,2.594653,1.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
3525,Female,21.982942,1.731067,78.664618,yes,yes,2.0,2.838388,Sometimes,no,2.774043,no,2.667739,0.808599,Sometimes,Public_Transportation
5561,Male,30.710511,1.765874,103.771371,yes,yes,2.9673,3.0,Sometimes,no,1.0,no,0.926201,0.0,Sometimes,Public_Transportation
812,Male,23.0,1.87,66.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,Sometimes,Public_Transportation
2516,Female,26.0,1.683502,111.555967,yes,yes,3.0,3.0,Sometimes,no,2.691584,no,0.0,0.413474,Sometimes,Public_Transportation
19795,Female,20.924956,1.741192,131.529267,yes,yes,3.0,3.0,Sometimes,no,1.430444,no,1.684582,0.773807,Sometimes,Public_Transportation
18366,Male,33.226808,1.7,84.729197,yes,yes,2.01054,3.0,Sometimes,no,2.005194,no,1.0,0.0,Sometimes,Automobile
208,Male,31.761799,1.763582,119.441207,yes,yes,2.393837,3.0,Sometimes,no,2.01897,no,0.598438,0.688293,Sometimes,Automobile
11532,Male,37.205173,1.75015,118.424156,yes,yes,2.239634,3.0,Sometimes,no,1.927976,no,0.0,0.691944,Sometimes,Automobile
16559,Female,25.994746,1.623707,105.036522,yes,yes,3.0,3.0,Sometimes,no,2.609188,no,0.0,0.453649,Sometimes,Public_Transportation
5139,Male,18.0,1.8,80.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
7784,Male,16.931489,1.718534,50.0,no,yes,2.0,3.443456,Sometimes,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
11886,Male,29.0,1.79,87.0,yes,yes,2.0,3.0,Sometimes,no,3.0,yes,3.0,0.0,Sometimes,Automobile
13588,Female,18.91505,1.579561,41.890204,no,yes,2.962415,3.0,Sometimes,no,1.842173,no,0.0,1.679149,Sometimes,Public_Transportation
8072,Female,18.0,1.6,82.0,yes,yes,1.0,3.0,Sometimes,no,1.0,no,0.0,2.0,no,Public_Transportation
15453,Female,21.680123,1.71978,133.952675,yes,yes,3.0,3.0,Sometimes,no,1.927976,no,1.501647,0.927341,Sometimes,Public_Transportation
5925,Female,18.0,1.7,50.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
11103,Male,33.0,1.7,83.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,2.0,Frequently,Public_Transportation
9792,Female,21.682367,1.748106,133.472641,yes,yes,3.0,3.0,Sometimes,no,1.837184,no,1.609938,0.896842,Sometimes,Public_Transportation
5970,Male,27.968765,1.873368,128.856677,yes,yes,2.870895,3.0,Sometimes,no,1.836853,no,1.48372,0.0,Sometimes,Public_Transportation
6913,Male,27.931432,1.788239,126.042142,yes,yes,2.348745,2.996834,Sometimes,no,1.491169,no,0.813917,0.835771,Sometimes,Public_Transportation
17115,Female,26.0,1.624576,111.878132,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.138563,Sometimes,Public_Transportation
7294,Female,21.0,1.61,64.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
8573,Male,22.087389,1.602025,99.605527,yes,yes,3.0,1.202179,Sometimes,no,1.606076,no,0.011477,1.619473,no,Public_Transportation
9555,Male,21.391371,1.647768,88.675503,yes,yes,2.720701,1.0,Sometimes,no,1.278231,no,0.55713,1.0,Sometimes,Public_Transportation
7458,Female,22.0,1.72,52.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,2.0,1.0,no,Public_Transportation
4955,Male,22.754646,1.706525,95.324282,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.669179,1.206251,no,Public_Transportation
16886,Male,21.008051,1.685947,89.673648,yes,yes,2.674431,2.683061,Sometimes,no,2.0,no,1.293396,0.64676,Sometimes,Public_Transportation
10090,Male,34.044229,1.761068,84.315608,yes,yes,2.0,2.893778,Sometimes,no,2.035954,no,0.874643,1.441605,Sometimes,Automobile
10656,Female,21.412434,1.747987,135.693381,yes,yes,3.0,3.0,Sometimes,no,2.530157,no,1.538922,0.723366,Sometimes,Public_Transportation
18568,Female,19.717249,1.688426,49.660995,no,yes,2.714447,2.044035,Sometimes,no,1.0,no,1.977918,1.0,no,Public_Transportation
20753,Male,25.137087,1.766626,114.187096,yes,yes,2.919584,3.0,Sometimes,no,2.151809,no,1.330519,0.19668,Sometimes,Public_Transportation
6061,Female,26.0,1.640741,111.927001,yes,yes,3.0,3.0,Sometimes,no,2.61939,no,0.0,0.096576,Sometimes,Public_Transportation
16012,Female,21.0,1.54,42.0,no,yes,2.0,1.0,Frequently,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
4505,Female,23.0,1.567915,80.0,yes,yes,2.823179,2.911568,Sometimes,no,2.935398,no,0.0,0.0,no,Public_Transportation
11119,Female,21.285965,1.746411,133.747012,yes,yes,3.0,3.0,Sometimes,no,2.869234,no,1.725931,0.627886,Sometimes,Public_Transportation
6904,Female,21.0,1.7,53.0,no,yes,1.0,4.0,Frequently,yes,2.0,no,3.0,0.0,no,Bike
9535,Female,21.682367,1.742062,133.800129,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,1.465909,0.813784,Sometimes,Public_Transportation
13570,Male,23.603191,1.840039,91.495718,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.797215,Sometimes,Public_Transportation
13595,Female,21.0,1.55,56.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
11214,Female,21.566815,1.748533,133.94608,yes,yes,3.0,3.0,Sometimes,no,2.814517,no,1.413239,0.92376,Sometimes,Public_Transportation
1522,Female,25.0,1.69,64.0,yes,no,3.0,2.038373,Sometimes,no,1.0,no,0.826609,0.0,no,Public_Transportation
3776,Female,23.0,1.5,50.0,no,yes,3.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
1290,Female,21.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
15893,Female,21.0,1.74,78.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
13671,Male,22.927011,1.872517,121.889803,yes,yes,2.630137,2.992083,Sometimes,no,1.279756,no,1.333435,0.0,Sometimes,Public_Transportation
14177,Male,22.956845,1.777416,116.164351,yes,yes,2.637202,2.392811,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
12320,Male,25.0,1.67,75.0,no,yes,3.0,4.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Automobile
1504,Female,23.0,1.67,60.0,no,yes,3.0,3.0,Always,no,2.0,no,2.0,0.0,Sometimes,Automobile
15163,Male,23.0,1.792378,105.037203,yes,yes,2.0,3.0,Sometimes,no,2.347322,no,0.008013,0.503896,Sometimes,Public_Transportation
17583,Male,18.0,1.86,45.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,3.0,2.0,Sometimes,Walking
20173,Male,18.0,1.732307,51.457226,no,yes,2.868212,3.0,Sometimes,no,1.842173,no,0.0,1.0,Sometimes,Public_Transportation
10830,Male,24.002404,1.763343,120.599453,yes,yes,2.913486,3.0,Sometimes,no,2.035104,no,1.46361,0.0,Sometimes,Public_Transportation
2703,Female,31.662814,1.665798,71.788181,yes,yes,2.341999,3.0,Sometimes,no,1.995035,no,0.932783,1.618227,Sometimes,Automobile
1710,Female,27.0,1.7,76.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
7502,Male,16.0,1.85,60.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Automobile
19645,Female,26.0,1.643332,111.942544,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.09776,Sometimes,Public_Transportation
17066,Female,26.0,1.641601,111.539494,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.133005,Sometimes,Public_Transportation
16504,Male,22.0,1.75,70.0,no,yes,2.0,4.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
12862,Female,22.0,1.65,56.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.0,0.0,no,Public_Transportation
2277,Female,21.0,1.61,61.0,no,yes,3.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
16556,Female,18.0,1.56,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
12622,Male,19.0,1.75,96.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
323,Female,26.0,1.629727,111.950113,yes,yes,3.0,3.0,Sometimes,no,2.618198,no,0.0,0.081156,Sometimes,Public_Transportation
19228,Female,26.0,1.638218,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.654636,no,0.0,0.152985,Sometimes,Public_Transportation
6209,Male,23.0,1.81,79.0,no,yes,2.0,1.0,Frequently,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
19798,Male,36.542885,1.755926,119.484614,yes,yes,2.9553,3.0,Sometimes,no,2.843777,no,0.598438,0.009254,Sometimes,Automobile
15816,Male,30.684347,1.812259,118.424156,yes,yes,2.047069,3.0,Sometimes,yes,2.170225,no,0.94522,1.035711,Sometimes,Public_Transportation
15754,Female,19.0,1.6,49.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
16176,Female,21.008051,1.734237,75.142858,yes,yes,2.973569,3.087119,Sometimes,no,2.0,no,1.304291,1.0,Sometimes,Public_Transportation
16897,Female,18.0,1.7,50.0,no,yes,1.0,4.0,Frequently,no,1.0,no,2.0,1.0,no,Public_Transportation
12462,Male,21.0,1.65,78.0,yes,no,2.0,1.0,Frequently,no,3.0,no,1.0,0.0,no,Public_Transportation
18026,Male,24.098035,1.786758,118.114184,yes,yes,1.963965,3.0,Sometimes,no,2.194746,no,0.74225,0.931721,Sometimes,Public_Transportation
18404,Female,25.834018,1.62495,102.555691,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.7702,Sometimes,Public_Transportation
11041,Female,21.282238,1.748951,133.662583,yes,yes,3.0,3.0,Sometimes,no,2.847264,no,1.469928,0.786846,Sometimes,Public_Transportation
4084,Male,20.491475,1.975663,53.783977,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.767013,1.0,Sometimes,Public_Transportation
4739,Female,29.506287,1.652202,84.253422,yes,yes,2.273548,3.0,Sometimes,no,2.279214,no,1.293396,1.670313,no,Automobile
17928,Male,18.0,1.782722,108.044313,yes,yes,2.0,2.655265,Sometimes,no,2.978465,no,1.0,0.552665,no,Public_Transportation
843,Female,26.0,1.629727,111.226032,yes,yes,3.0,3.0,Sometimes,no,2.609052,no,0.01586,0.09776,Sometimes,Public_Transportation
11222,Female,26.0,1.642971,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.436097,no,0.0,0.094213,Sometimes,Public_Transportation
2826,Male,18.0,1.82,105.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
8288,Male,26.607478,1.828391,118.424156,yes,yes,1.369529,3.0,Sometimes,no,2.923792,no,0.886448,0.472343,Sometimes,Public_Transportation
17132,Male,31.386405,1.76414,119.081804,yes,yes,2.964319,3.0,Sometimes,yes,1.971774,no,0.94522,0.36037,Sometimes,Automobile
12538,Male,24.511445,1.754997,120.021161,yes,yes,2.880792,3.0,Sometimes,no,2.0,no,1.144076,1.094941,Sometimes,Public_Transportation
7178,Male,17.0,1.856406,58.854416,yes,yes,2.735297,4.0,Sometimes,no,2.0,no,2.0,1.441605,no,Automobile
5861,Male,27.439056,1.762921,111.600553,yes,yes,2.225731,3.0,Sometimes,no,2.503244,no,0.0,0.413474,Sometimes,Public_Transportation
20288,Male,21.709159,1.709585,75.0,yes,yes,2.897899,3.0,Sometimes,no,1.551266,no,1.814869,0.0,Sometimes,Public_Transportation
4699,Female,21.0,1.52,50.0,no,yes,3.0,3.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
19749,Male,39.371523,1.769323,86.940255,yes,yes,2.908757,3.998618,Sometimes,no,2.988771,no,2.236586,0.0,no,Automobile
16036,Male,32.516469,1.692913,98.579156,yes,yes,2.05687,2.77684,Sometimes,no,1.0,no,1.977918,0.0,no,Automobile
19719,Female,26.0,1.642392,110.714711,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.452236,Sometimes,Public_Transportation
9231,Male,31.783845,1.75,120.0,yes,yes,2.151335,3.0,Sometimes,no,2.318134,no,0.935217,0.503896,Sometimes,Public_Transportation
5537,Male,24.0,1.72,84.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,Sometimes,Public_Transportation
5035,Male,21.304726,1.770124,105.028665,yes,yes,2.392665,3.0,Sometimes,no,2.299878,no,0.0,0.606264,Sometimes,Public_Transportation
2676,Male,31.255587,1.696412,89.993812,yes,yes,2.14961,3.0,Sometimes,no,2.0,no,0.0,1.612432,Sometimes,Automobile
7639,Male,24.0,1.7,86.0,yes,yes,3.0,4.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
9787,Male,18.0,1.72,68.0,no,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Automobile
19946,Male,22.239836,1.849003,121.414744,yes,yes,2.644094,2.993634,Sometimes,no,1.837184,no,1.525165,0.93648,Sometimes,Public_Transportation
9658,Female,21.853826,1.751067,137.796884,yes,yes,3.0,3.0,Sometimes,no,2.184707,no,1.978631,0.91336,Sometimes,Public_Transportation
4475,Male,22.0,1.69,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
12919,Male,19.0,1.76,76.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Frequently,Automobile
4097,Male,20.31094,1.811602,85.228116,yes,yes,2.907744,3.0,Sometimes,no,2.858171,no,1.98448,0.0,Sometimes,Public_Transportation
2334,Male,22.926352,1.777251,106.452367,yes,yes,2.0,3.0,Sometimes,no,2.777379,no,1.911096,0.062167,Sometimes,Public_Transportation
1962,Male,21.0,1.62,70.0,yes,yes,2.0,1.0,no,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
3350,Male,23.327836,1.61082,100.245302,yes,yes,2.113843,2.977909,Sometimes,no,1.042989,no,0.390877,0.0,no,Public_Transportation
19631,Female,19.0,1.54,48.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
3522,Male,22.754646,1.734237,96.940255,yes,yes,2.0,2.997414,Sometimes,no,2.654078,no,1.276552,1.338655,no,Public_Transportation
9163,Female,29.713169,1.673491,90.0,yes,yes,2.009952,2.977909,Sometimes,no,2.868679,no,1.931829,0.0,Sometimes,Automobile
34,Male,29.883021,1.75,119.117122,yes,yes,2.668949,3.0,Sometimes,no,2.939492,no,1.999836,0.831412,Sometimes,Automobile
13904,Female,18.0,1.6,56.0,no,yes,3.0,3.0,Always,no,2.0,no,0.0,1.0,no,Public_Transportation
5566,Male,26.0,1.76,52.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
4059,Male,29.0,1.75,112.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Automobile
5689,Male,28.712995,1.65,80.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.874662,0.0,no,Public_Transportation
4450,Male,21.334585,1.853223,87.083266,yes,yes,2.0,1.672706,Sometimes,no,3.0,no,0.0,1.343044,Sometimes,Public_Transportation
4192,Male,19.0,1.74,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Automobile
19032,Male,18.0,1.65,90.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,2.0,no,Public_Transportation
6384,Female,21.0,1.6,66.0,no,yes,3.0,3.0,Frequently,no,3.0,no,0.0,0.0,no,Automobile
2533,Female,26.0,1.610436,111.886611,yes,yes,3.0,3.0,Sometimes,no,2.686824,no,0.0,0.548539,Sometimes,Public_Transportation
7722,Male,30.0,1.78,118.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,1.0,Sometimes,Automobile
17118,Male,18.0,1.72,70.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
3703,Male,29.0,1.787787,108.019211,yes,yes,2.0,2.911568,Sometimes,no,1.968011,no,1.0,1.128355,no,Automobile
9698,Female,26.0,1.627812,106.875927,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.779641,Sometimes,Public_Transportation
6427,Male,30.0,1.76003,112.409191,yes,yes,1.588782,3.0,Sometimes,no,2.0,no,0.0,0.696948,Sometimes,Automobile
14986,Female,26.607478,1.685633,77.431678,yes,yes,1.31415,3.054899,Sometimes,no,1.895876,no,0.849811,0.853891,Sometimes,Automobile
14120,Female,18.0,1.63,53.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
6517,Female,27.0,1.59,78.0,yes,yes,2.0,1.0,Always,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
1503,Female,20.0,1.65,60.0,yes,no,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
13525,Male,18.0,1.72,70.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,2.0,no,Public_Transportation
8135,Female,23.0,1.58,45.0,no,no,2.0,3.0,Frequently,no,2.0,no,1.0,2.0,no,Public_Transportation
17254,Female,27.0,1.58,65.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
606,Male,20.0,1.63,83.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
8517,Female,18.0,1.71,71.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
11697,Male,18.0,1.782722,109.910012,yes,yes,2.0,1.320768,Sometimes,no,2.079353,no,1.0,0.160138,no,Public_Transportation
9688,Male,17.0,1.7,85.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
8668,Male,17.0,1.7,66.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,3.0,1.0,Sometimes,Walking
218,Male,18.88061,1.82093,52.289828,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.744555,Sometimes,Public_Transportation
8268,Male,21.0,1.62,70.0,no,no,2.0,1.0,no,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
9801,Male,23.432227,1.774775,119.087557,yes,yes,1.882235,2.996834,Sometimes,no,2.0,no,1.247505,0.86374,Sometimes,Public_Transportation
5183,Female,20.0,1.57,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
15597,Female,37.621769,1.505437,75.480764,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
2319,Male,18.0,1.7,85.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
8483,Male,25.140074,1.835271,120.996581,yes,yes,2.497548,3.0,Sometimes,no,3.0,no,1.112504,0.396352,Sometimes,Public_Transportation
17146,Female,18.0,1.5,50.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
14925,Female,20.0,1.51,49.0,yes,yes,1.0,3.0,Always,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
18717,Male,55.137881,1.657221,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
7745,Male,29.506287,1.761519,109.996742,yes,yes,2.031246,3.0,Sometimes,no,2.777557,no,2.392047,0.0,Sometimes,Automobile
15252,Female,18.766033,1.730167,80.0,yes,yes,2.0,1.713762,Sometimes,no,1.880967,no,0.00705,0.704978,no,Public_Transportation
16222,Female,26.0,1.624367,111.00492,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.244205,Sometimes,Public_Transportation
17937,Female,25.919571,1.545196,102.59518,yes,yes,3.0,3.0,Sometimes,no,1.023328,no,0.815509,1.0647,Sometimes,Public_Transportation
12780,Female,40.0,1.56,80.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
8387,Female,34.243146,1.65,77.965532,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
4496,Male,21.033794,1.786997,89.802492,yes,yes,2.0,2.977999,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
10329,Female,19.946244,1.584785,43.087508,no,yes,3.0,1.0,Frequently,no,1.0,no,0.0,1.0,no,Public_Transportation
3189,Male,18.0,1.7,83.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
3588,Female,19.724106,1.710616,49.026214,yes,yes,3.0,3.0,Sometimes,no,1.031354,no,1.980401,0.941336,no,Public_Transportation
438,Male,33.700749,1.695089,83.414072,yes,yes,2.736628,1.08687,Sometimes,no,2.738485,no,2.172546,0.0,no,Automobile
20729,Male,21.834894,1.722785,98.447311,yes,yes,2.0,2.714115,Sometimes,no,2.374044,no,2.834373,2.0,no,Public_Transportation
20266,Female,26.0,1.62495,111.600553,yes,yes,3.0,3.0,Sometimes,no,2.677409,no,0.0,0.237307,Sometimes,Public_Transportation
2797,Female,45.0,1.56,80.0,yes,no,2.0,1.0,Sometimes,yes,2.0,no,0.0,0.0,Sometimes,Automobile
720,Male,17.038222,1.711467,51.588874,no,yes,2.0,2.057935,Sometimes,no,2.0,no,0.288032,1.97117,Sometimes,Public_Transportation
9453,Female,22.0,1.63,60.0,yes,yes,2.0,3.0,Frequently,no,1.0,yes,1.0,0.0,no,Public_Transportation
8164,Male,23.0,1.657995,90.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.807076,1.329237,Frequently,Public_Transportation
2300,Male,31.0,1.75,125.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
17164,Male,22.0,1.71,71.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
17168,Male,31.662814,1.610647,102.187314,yes,yes,2.966126,1.320768,Sometimes,no,1.591425,no,0.656548,0.0,no,Public_Transportation
17579,Female,18.0,1.8,97.0,no,yes,3.0,4.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
19172,Male,22.829753,1.716677,96.078462,yes,yes,2.0,2.371658,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
8815,Male,25.341399,1.787195,115.428276,yes,yes,2.9673,3.0,Sometimes,no,2.535127,no,0.849811,1.89933,Sometimes,Public_Transportation
13620,Male,25.0,1.69,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
5748,Male,26.680376,1.82559,120.860386,yes,yes,2.21498,3.0,Sometimes,no,2.318134,no,1.926592,0.0,Sometimes,Public_Transportation
16407,Female,26.0,1.643017,111.720238,yes,yes,3.0,3.0,Sometimes,no,2.7305,no,0.0,0.553093,Sometimes,Public_Transportation
4048,Male,21.0,1.72,68.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
4702,Female,22.0,1.58,53.8,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
1642,Female,21.125098,1.7,78.0,yes,no,2.0,1.941307,Sometimes,no,2.0,no,1.0,0.630866,no,Public_Transportation
696,Male,21.0,1.61,66.5,no,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
18623,Male,17.0,1.77,62.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
520,Male,41.0,1.75,95.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Bike
12377,Male,21.391371,1.787264,120.423567,yes,yes,2.519592,3.0,Sometimes,no,2.318134,no,1.492328,1.59405,Sometimes,Public_Transportation
4489,Female,17.925497,1.64602,59.612717,yes,yes,3.0,1.0,Sometimes,no,2.0,no,0.0,0.140792,no,Automobile
5163,Female,23.0,1.65,60.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
16924,Male,19.0,1.75,70.0,no,no,3.0,3.0,Always,no,2.0,no,2.0,0.0,Sometimes,Walking
9653,Male,17.0,1.65,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
1554,Female,26.0,1.5,45.0,no,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
15814,Male,19.0,1.7,75.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
4639,Female,16.270434,1.610867,67.183128,no,yes,1.906194,1.0,Sometimes,no,2.0,yes,0.979701,1.616826,Sometimes,Public_Transportation
13348,Female,22.0,1.66,65.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
776,Male,24.443011,1.75,117.93329,yes,yes,2.065752,3.0,Sometimes,no,2.170225,no,1.980738,0.0,Sometimes,Automobile
484,Female,21.028989,1.730636,131.877558,yes,yes,3.0,3.0,Sometimes,no,1.322669,no,1.68249,0.947091,Sometimes,Public_Transportation
7627,Male,18.0,1.82,95.0,yes,yes,2.0,3.0,Always,no,3.0,no,2.0,1.0,no,Public_Transportation
17492,Male,31.255587,1.769328,125.418548,yes,yes,2.49619,3.0,Sometimes,yes,1.491169,no,0.451009,0.731257,Sometimes,Public_Transportation
3481,Female,21.0,1.54,50.0,yes,no,3.0,3.0,Frequently,no,3.0,no,3.0,1.0,no,Automobile
20332,Male,18.0,1.62,55.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
4977,Female,19.88036,1.680858,49.742931,no,no,2.88626,3.559841,Frequently,no,1.636326,no,2.0,1.0,Sometimes,Public_Transportation
5749,Male,21.0,1.62,70.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
3015,Male,20.0,1.65,65.0,no,yes,2.0,3.0,Sometimes,yes,3.0,no,1.0,0.0,Sometimes,Automobile
18331,Female,20.0,1.7,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
5671,Female,21.731497,1.763343,133.952675,yes,yes,3.0,3.0,Sometimes,no,2.748569,no,1.399183,0.878258,Sometimes,Public_Transportation
11802,Female,26.0,1.633195,111.883747,yes,yes,3.0,3.0,Sometimes,no,1.640539,no,0.0,0.140368,Sometimes,Public_Transportation
20562,Male,41.0,1.75,115.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Automobile
5333,Male,22.730414,1.773664,116.160329,yes,yes,1.754401,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
20283,Male,30.575349,1.869098,120.775439,yes,yes,2.9673,3.0,Sometimes,no,2.740525,no,1.17177,0.462973,Sometimes,Public_Transportation
5116,Male,18.024853,1.756913,51.437985,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
5719,Female,22.025438,1.716497,51.952805,yes,yes,2.0,3.0,Frequently,no,1.967707,no,0.144627,1.0,no,Public_Transportation
10045,Male,18.0,1.75,76.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Walking
10746,Male,24.982997,1.835271,91.508122,yes,yes,1.276858,3.0,Sometimes,no,1.944095,no,0.935217,0.993786,Sometimes,Public_Transportation
1393,Male,19.010211,1.835643,106.329569,yes,yes,2.0,3.0,Sometimes,no,1.491169,no,1.0,1.612432,Sometimes,Public_Transportation
2621,Female,21.0,1.6,62.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
19739,Female,21.413642,1.740108,133.644711,yes,yes,3.0,3.0,Sometimes,no,2.843777,no,1.525384,0.534769,Sometimes,Public_Transportation
1788,Female,25.96773,1.73581,104.999403,yes,yes,3.0,3.0,Sometimes,no,1.242832,no,0.000454,0.83509,Sometimes,Public_Transportation
17981,Female,19.0,1.63,62.0,no,no,3.0,3.0,Sometimes,no,1.0,yes,1.0,0.0,no,Automobile
20048,Female,19.0,1.5,48.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,2.0,no,Public_Transportation
5751,Female,18.0,1.65,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
5282,Female,18.0,1.737165,50.165754,yes,yes,1.766849,3.0,Sometimes,no,1.278578,no,0.02112,1.673584,Sometimes,Public_Transportation
828,Male,18.0,1.791867,108.9606,yes,yes,2.0,1.867836,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
3769,Female,18.0,1.62,68.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,2.0,no,Public_Transportation
7615,Female,26.0,1.630927,111.682693,yes,yes,3.0,3.0,Sometimes,no,2.444125,no,0.0,0.26579,Sometimes,Public_Transportation
13142,Male,18.0,1.713599,51.552595,no,yes,1.118436,3.0,Sometimes,no,2.0,no,0.520408,1.0,Sometimes,Public_Transportation
4930,Male,36.0,1.89,71.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,2.0,0.0,Sometimes,Walking
18867,Female,21.140165,1.789555,69.975607,yes,yes,3.0,3.259033,Sometimes,no,2.654702,no,1.309304,0.840911,Sometimes,Public_Transportation
17420,Male,18.0,1.7,50.0,no,yes,1.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
18618,Female,18.0,1.66,60.0,no,no,3.0,3.0,Always,no,2.0,no,0.0,1.0,no,Public_Transportation
11544,Male,19.0,1.74,76.0,yes,yes,2.0,4.0,Frequently,no,3.0,no,2.0,0.0,Sometimes,Automobile
19047,Male,18.426619,1.764138,57.145917,yes,yes,2.0,3.897078,Sometimes,no,2.426465,no,2.0,1.89388,no,Automobile
2483,Male,30.711381,1.695347,102.583895,yes,yes,2.0,2.658837,Sometimes,no,1.0,no,0.432973,1.119877,no,Public_Transportation
20507,Female,25.929746,1.633945,102.13682,yes,yes,3.0,3.0,Sometimes,no,1.485836,no,0.008013,0.818871,Sometimes,Public_Transportation
803,Male,26.740655,1.848553,120.202596,yes,yes,2.247795,3.0,Sometimes,no,2.816015,no,0.712726,0.0,Sometimes,Public_Transportation
18465,Female,20.952737,1.710756,132.116491,yes,yes,3.0,3.0,Sometimes,no,1.674061,no,1.676269,0.87092,Sometimes,Public_Transportation
20242,Female,25.722004,1.61749,105.138073,yes,yes,3.0,3.0,Sometimes,no,2.638896,no,0.148628,0.731257,Sometimes,Public_Transportation
9412,Female,26.0,1.620938,111.93301,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.237307,Sometimes,Public_Transportation
18190,Male,25.492855,1.819614,105.122109,yes,yes,3.0,3.0,Sometimes,no,3.0,no,3.0,1.0,Sometimes,Public_Transportation
10269,Female,38.098745,1.550122,79.58958,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
6978,Female,18.0,1.65,66.0,yes,yes,3.0,3.0,Sometimes,no,2.0,yes,0.0,1.0,no,Public_Transportation
16584,Male,18.0,1.806947,86.372141,yes,no,2.823179,3.0,Sometimes,no,1.997195,no,1.0,0.453404,Sometimes,Public_Transportation
3323,Male,17.491272,1.834637,59.990861,yes,yes,2.943749,4.0,Sometimes,no,2.0,no,2.0,0.128895,no,Automobile
1768,Female,18.945961,1.711445,50.0,no,yes,2.061952,3.0,Sometimes,no,2.0,no,0.769726,1.0,Sometimes,Public_Transportation
2199,Male,26.740655,1.81955,120.975489,yes,yes,2.111887,3.0,Sometimes,no,3.0,no,1.917014,0.0,Sometimes,Automobile
16658,Male,23.0,1.65,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
1527,Female,25.920738,1.602025,104.936381,yes,yes,3.0,3.0,Sometimes,no,1.482002,no,0.24629,0.802136,Sometimes,Public_Transportation
9109,Male,25.12791,1.761519,112.555456,yes,yes,1.261288,3.0,Sometimes,no,2.0,no,0.0,0.37465,Sometimes,Public_Transportation
20604,Male,21.016665,1.81955,105.037463,yes,yes,2.0,3.0,Sometimes,no,1.528258,no,0.008013,1.339232,Sometimes,Public_Transportation
16092,Female,26.0,1.639524,111.914361,yes,yes,3.0,3.0,Sometimes,no,2.61939,no,0.0,0.15171,Sometimes,Public_Transportation
18641,Male,17.486869,1.744733,85.084364,yes,yes,2.944287,3.335876,Sometimes,no,2.530035,no,1.931829,1.413375,Sometimes,Public_Transportation
4296,Male,19.0,1.8,85.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
3615,Male,21.0,1.66,70.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
19599,Male,23.0,1.8,75.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Walking
7567,Male,23.0,1.819867,91.499683,yes,yes,1.899793,2.701521,Sometimes,no,2.035954,no,0.00705,0.395579,Sometimes,Public_Transportation
16656,Male,30.722801,1.704877,109.758736,yes,yes,2.758394,3.770379,Sometimes,no,1.0,no,1.228136,0.0,Sometimes,Automobile
15040,Female,20.9859,1.802257,152.473675,yes,yes,3.0,3.0,Sometimes,no,2.374958,no,1.699181,0.923005,Sometimes,Public_Transportation
16233,Female,18.836315,1.63073,82.0,yes,yes,2.0,2.976211,Sometimes,no,1.963628,no,0.0,0.278862,no,Public_Transportation
7625,Female,22.857123,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.807076,1.344072,no,Public_Transportation
2214,Female,26.0,1.62439,111.886611,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.29499,Sometimes,Public_Transportation
19260,Male,26.826961,1.767077,116.164351,yes,yes,1.961069,3.0,Sometimes,no,2.104264,no,0.112383,0.0,Sometimes,Automobile
18084,Female,43.37634,1.569234,77.272652,yes,yes,2.0,2.812283,Sometimes,no,1.809531,no,0.008368,0.0,Sometimes,Automobile
2141,Male,23.0,1.7,80.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,1.0,Sometimes,Automobile
16252,Male,27.635029,1.849307,120.644178,yes,yes,2.938801,3.0,Sometimes,no,2.549617,no,0.584793,0.677909,Sometimes,Public_Transportation
13415,Female,21.0,1.6,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
13903,Male,18.0,1.7,70.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
10657,Male,20.908785,1.660324,104.790549,yes,yes,2.0,1.193729,Sometimes,no,1.919629,no,0.139159,0.0,Sometimes,Public_Transportation
6497,Female,26.0,1.641209,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.140368,Sometimes,Public_Transportation
7569,Female,16.910997,1.653876,49.603807,no,yes,2.14961,1.0,Sometimes,no,2.0,no,0.281876,0.256382,Sometimes,Public_Transportation
18982,Female,19.86997,1.64187,49.603807,no,yes,3.0,3.0,Sometimes,no,1.953152,no,1.360994,1.0,Sometimes,Public_Transportation
313,Female,26.0,1.610488,104.92057,yes,yes,3.0,3.0,Sometimes,no,2.588107,no,0.0,0.41322,Sometimes,Public_Transportation
3461,Male,21.413642,1.824655,106.421042,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.58483,no,Public_Transportation
10854,Male,23.0,1.66,60.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
12932,Female,20.781751,1.738717,125.117633,yes,yes,3.0,3.0,Sometimes,no,1.796956,no,0.6277,0.540812,Sometimes,Public_Transportation
13578,Male,21.566815,1.792527,106.421042,yes,yes,2.541785,3.0,Sometimes,no,2.474132,no,0.921268,0.097234,Sometimes,Public_Transportation
20012,Female,21.721507,1.650012,86.94538,yes,yes,2.871016,2.298612,Sometimes,no,1.876915,no,0.928275,0.0,no,Public_Transportation
251,Female,21.0,1.7,78.0,yes,no,3.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Frequently,Public_Transportation
8121,Male,26.0,1.8,65.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,0.0,no,Public_Transportation
18374,Male,25.540865,1.773664,115.347176,yes,yes,1.99953,3.0,Sometimes,no,2.102709,no,1.271667,0.380695,Sometimes,Public_Transportation
17801,Female,20.0,1.6,68.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
10034,Female,23.252906,1.569878,78.055968,yes,yes,2.0,1.0,Sometimes,no,3.0,no,0.897702,2.0,no,Public_Transportation
3482,Male,24.0,1.79,90.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Walking
17252,Female,19.97981,1.746411,54.997374,yes,yes,3.0,3.0,Sometimes,no,2.976672,no,1.949667,2.0,Sometimes,Public_Transportation
19062,Female,25.929746,1.611822,104.988925,yes,yes,3.0,3.0,Sometimes,no,2.217348,no,0.167943,0.711331,Sometimes,Public_Transportation
13300,Male,47.7061,1.743935,84.729197,yes,yes,2.535315,3.0,Sometimes,no,1.146595,no,1.0,0.0,no,Automobile
11868,Male,31.743821,1.657132,73.810728,yes,yes,2.0,2.698883,Sometimes,no,1.0,no,0.884935,0.0,Sometimes,Automobile
10705,Male,21.0,1.7,65.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
10194,Female,21.667745,1.747714,133.747012,yes,yes,3.0,3.0,Sometimes,no,2.319912,no,1.68291,0.926565,Sometimes,Public_Transportation
19957,Male,23.0,1.65,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,2.0,no,Public_Transportation
738,Female,19.94814,1.530884,39.371523,no,yes,1.522001,3.0,Sometimes,no,1.98126,no,2.306844,1.0,Sometimes,Public_Transportation
4771,Female,21.81119,1.741192,133.166595,yes,yes,3.0,3.0,Sometimes,no,2.852254,no,1.501754,0.937492,Sometimes,Public_Transportation
9948,Male,33.864257,1.677178,83.016968,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.691369,0.0,no,Automobile
8246,Female,21.572114,1.751067,137.796884,yes,yes,3.0,3.0,Sometimes,no,2.495961,no,1.931173,0.858059,Sometimes,Public_Transportation
8466,Male,22.851773,1.824901,121.737836,yes,yes,2.79166,2.695396,Sometimes,no,1.844645,no,0.994592,0.0,Sometimes,Public_Transportation
10281,Female,21.0,1.56,48.0,no,yes,2.0,4.0,Sometimes,no,1.0,yes,1.0,0.0,Frequently,Public_Transportation
3571,Male,20.0,1.7,83.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Frequently,Public_Transportation
6863,Female,19.027417,1.538398,42.0,no,yes,3.0,1.0,Frequently,no,1.49681,no,0.0,0.930926,Sometimes,Public_Transportation
5201,Female,18.0,1.65,56.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
12513,Female,21.0,1.6,50.0,yes,yes,3.0,4.0,Frequently,no,1.0,no,0.0,0.0,no,Automobile
16912,Female,21.808159,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.826609,1.0,no,Public_Transportation
3473,Female,18.48207,1.709585,50.0,no,yes,1.005578,3.734323,Sometimes,no,1.0,no,1.621412,0.965604,Sometimes,Public_Transportation
5211,Male,20.0,1.71,71.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
2753,Female,19.297004,1.807576,122.813033,yes,yes,3.0,3.0,Sometimes,no,1.483856,no,0.181753,0.941336,Sometimes,Public_Transportation
12463,Male,19.0,1.7,78.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Frequently,Public_Transportation
6063,Female,21.232659,1.724268,131.335786,yes,yes,3.0,3.0,Sometimes,no,1.650612,no,1.537639,0.912187,Sometimes,Public_Transportation
16098,Female,21.0,1.6,63.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,no,Public_Transportation
5222,Male,18.0,1.7,80.0,yes,yes,1.0,1.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
4884,Female,20.0,1.6,62.0,no,yes,3.0,3.0,Sometimes,yes,2.0,no,1.0,0.0,Sometimes,Public_Transportation
12010,Male,28.704462,1.767058,113.90198,yes,yes,2.323351,3.0,Sometimes,no,2.164718,no,0.0,1.493716,Sometimes,Automobile
12274,Female,39.0,1.56,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
4653,Female,22.0,1.55,56.0,yes,no,3.0,3.0,Frequently,no,2.0,yes,3.0,0.0,Sometimes,Walking
13462,Female,26.0,1.741193,111.863186,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.153559,Sometimes,Public_Transportation
6075,Male,31.36347,1.868923,127.507411,yes,yes,3.0,3.0,Sometimes,yes,2.32502,no,1.999631,0.322307,Sometimes,Public_Transportation
17747,Female,20.951084,1.71073,131.408528,yes,yes,3.0,3.0,Sometimes,no,1.728139,no,1.676269,0.912345,Sometimes,Public_Transportation
1346,Male,21.0,1.69,53.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
17666,Male,18.0,1.75,75.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
14681,Male,18.0,1.786532,108.204547,yes,yes,2.0,1.867836,Sometimes,no,2.434832,no,1.0,0.4346,no,Public_Transportation
14326,Male,30.561763,1.801848,120.549592,yes,yes,2.195964,3.0,Sometimes,no,2.192063,no,1.19102,1.195929,Sometimes,Public_Transportation
8647,Female,18.0,1.5,57.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
7071,Male,21.709159,1.637537,70.0,no,yes,2.457547,1.0,no,no,1.0,no,1.73209,0.0,no,Public_Transportation
6245,Male,22.0,1.8,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,2.0,Sometimes,Walking
14061,Male,21.0,1.746645,89.652557,yes,yes,2.0,1.146794,Sometimes,no,2.675567,no,0.0,0.467048,Sometimes,Public_Transportation
16257,Female,43.604901,1.551288,77.392179,yes,yes,2.0,3.0,Sometimes,no,2.994515,no,0.0,0.0,Sometimes,Automobile
4410,Male,18.0,1.84995,52.514302,yes,yes,2.884212,3.0,Sometimes,no,2.0,no,0.0,1.350099,Sometimes,Public_Transportation
15574,Female,24.469756,1.77151,113.089716,yes,yes,3.0,3.0,Sometimes,no,2.080187,no,0.0,0.088236,Sometimes,Public_Transportation
10605,Female,25.653233,1.624134,110.92217,yes,yes,3.0,3.0,Sometimes,no,1.610472,no,0.029728,0.451377,Sometimes,Public_Transportation
19343,Male,23.0,1.769269,96.875502,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,no,Public_Transportation
9845,Female,17.203917,1.930416,49.676046,no,yes,1.078719,3.60885,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
18200,Male,21.0,1.7,75.0,yes,yes,2.0,3.0,Frequently,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
8365,Male,25.0,1.75,78.0,no,no,2.0,1.0,Frequently,no,2.0,no,2.0,1.0,no,Public_Transportation
13143,Male,23.0,1.706525,90.500055,yes,yes,2.0,3.0,Sometimes,no,1.530493,no,0.967627,0.0,no,Public_Transportation
18749,Male,22.0,1.72,65.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
17791,Female,26.0,1.641132,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.503896,Sometimes,Public_Transportation
5099,Male,21.837996,1.7,75.0,yes,yes,2.927218,3.0,Sometimes,no,2.0,no,2.834373,1.0,Sometimes,Public_Transportation
13430,Female,23.0,1.816783,86.242679,yes,yes,2.0,2.983297,Sometimes,no,2.041773,no,0.852446,0.0,no,Automobile
18312,Male,18.0,1.8,80.0,yes,yes,2.0,3.0,Frequently,no,3.0,no,2.0,1.0,no,Public_Transportation
127,Female,37.205173,1.667469,80.993213,yes,yes,2.0,3.0,Sometimes,no,1.651548,no,0.0,0.790967,Sometimes,Automobile
6162,Female,26.0,1.649867,106.69053,yes,yes,3.0,3.0,Sometimes,no,2.714949,no,0.0,0.639561,Sometimes,Public_Transportation
20013,Female,26.0,1.652971,111.919155,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.0,0.101867,Sometimes,Public_Transportation
16076,Female,34.369686,1.681719,77.647716,yes,yes,2.451009,1.773916,Sometimes,no,2.715572,no,0.732276,0.0,no,Automobile
7087,Male,22.976188,1.829529,121.236915,yes,yes,3.0,2.993084,Sometimes,no,2.292073,no,1.360994,0.0,Sometimes,Public_Transportation
18573,Female,21.834894,1.748106,133.952675,yes,yes,3.0,3.0,Sometimes,no,1.81786,no,1.46046,0.723154,Sometimes,Public_Transportation
11775,Female,21.0,1.752206,133.689352,yes,yes,3.0,3.0,Sometimes,no,1.618189,no,0.0,0.096576,Sometimes,Public_Transportation
718,Female,19.0,1.68,45.0,yes,yes,3.0,3.0,Sometimes,no,1.0,yes,1.0,0.0,Sometimes,Automobile
1580,Male,21.0,1.62,70.0,no,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
14857,Male,17.0,1.7,65.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
10101,Female,19.0,1.55,48.0,yes,yes,2.0,3.0,no,no,2.0,no,1.0,1.0,no,Public_Transportation
17619,Female,26.0,1.62456,111.93301,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.278962,Sometimes,Public_Transportation
4605,Female,18.0,1.6,68.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
8306,Male,22.0,1.65,75.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
16235,Female,26.0,1.621167,110.804337,yes,yes,3.0,3.0,Sometimes,no,2.555189,no,0.0,0.40699,Sometimes,Public_Transportation
17295,Female,25.0,1.5,63.0,no,no,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
18351,Female,18.0,1.671865,67.913561,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
10979,Male,19.0,1.8,85.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,Sometimes,Public_Transportation
3142,Male,19.275687,1.807029,85.637789,yes,yes,2.765063,3.642802,Sometimes,no,2.117733,no,0.934286,0.839659,Sometimes,Public_Transportation
18064,Female,26.0,1.63302,111.863186,yes,yes,3.0,3.0,Sometimes,no,2.675567,no,0.0,0.232108,Sometimes,Public_Transportation
2145,Male,23.0,1.62,58.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
4462,Male,21.344018,1.75463,96.738014,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.80989,1.26729,no,Public_Transportation
15428,Male,22.971574,1.73196,84.773349,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.698874,0.0,no,Public_Transportation
6547,Male,36.67933,1.758382,109.207614,yes,yes,2.262292,2.920373,Sometimes,no,1.0,no,1.094839,0.0,Sometimes,Automobile
19381,Female,18.0,1.7,50.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
16976,Female,18.0,1.6,50.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
2153,Female,26.0,1.611452,110.92217,yes,yes,3.0,3.0,Sometimes,no,2.609188,no,0.029728,0.465607,Sometimes,Public_Transportation
3376,Male,18.0,1.7,80.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,0.0,no,Walking
6518,Female,19.850524,1.699818,45.0,no,no,3.0,3.0,Frequently,no,2.450069,no,0.658894,1.0,Sometimes,Public_Transportation
17820,Male,24.0,1.8,65.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
13271,Female,16.0,1.58,44.0,no,yes,2.0,1.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
11566,Male,33.0,1.7,75.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Automobile
7199,Male,32.501143,1.703317,102.784864,yes,yes,2.591292,1.867836,Sometimes,no,1.0,no,1.917014,0.0,Sometimes,Public_Transportation
5250,Female,23.0,1.65,80.0,yes,yes,2.0,3.0,no,no,2.0,no,2.0,2.0,Sometimes,Public_Transportation
3011,Male,26.684354,1.819296,120.872294,yes,yes,2.631565,3.0,Sometimes,no,2.15687,no,1.217993,0.0,Sometimes,Public_Transportation
8114,Male,24.122589,1.609401,100.624553,yes,yes,2.01695,1.0,Sometimes,no,2.0,no,0.0,1.772463,no,Public_Transportation
18718,Female,26.0,1.593847,110.81746,yes,yes,3.0,3.0,Sometimes,no,2.709654,no,0.0,0.101598,Sometimes,Public_Transportation
9360,Male,21.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,no,Public_Transportation
4894,Female,21.0,1.65,70.0,yes,yes,2.0,3.0,no,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
7924,Female,38.0,1.55,80.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Frequently,Automobile
2687,Female,26.0,1.641918,111.682693,yes,yes,3.0,3.0,Sometimes,no,2.623489,no,0.0,0.625079,Sometimes,Public_Transportation
8810,Male,21.0,1.81,115.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
17466,Female,21.0,1.526472,61.264785,no,yes,2.66889,3.691226,no,no,1.087166,no,0.753782,0.0,Sometimes,Public_Transportation
12364,Male,17.992717,1.836592,97.185474,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.683957,0.009254,Sometimes,Public_Transportation
1427,Female,21.501721,1.809871,152.394739,yes,yes,3.0,3.0,Sometimes,no,2.351207,no,0.992829,0.91336,Sometimes,Public_Transportation
10928,Female,40.0,1.5,62.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
13701,Female,26.0,1.641098,111.950413,yes,yes,3.0,3.0,Sometimes,no,2.621877,no,0.0,0.462973,Sometimes,Public_Transportation
5182,Male,30.899219,1.842906,124.805868,yes,yes,2.195964,3.0,Sometimes,no,2.566629,no,0.923428,1.119877,Sometimes,Public_Transportation
1201,Male,18.0,1.7,65.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,1.0,no,Public_Transportation
17448,Male,21.0,1.75,80.0,no,yes,2.0,1.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
10510,Male,26.607478,1.830596,120.860386,yes,yes,2.490507,3.0,Sometimes,no,2.092509,no,1.522429,0.196952,no,Public_Transportation
4528,Male,22.935612,1.810616,94.189167,yes,yes,2.0,3.0,Sometimes,no,2.659419,no,0.0,0.732265,no,Public_Transportation
4574,Female,16.913841,1.538398,42.0,no,yes,1.522001,1.0,Sometimes,no,1.179942,no,0.128548,0.103056,Sometimes,Public_Transportation
16802,Male,31.743821,1.758038,118.277657,yes,yes,2.002784,3.0,Sometimes,no,2.089983,no,0.935217,1.011983,Sometimes,Automobile
6508,Female,19.0,1.55,45.0,no,yes,3.0,1.0,Frequently,no,1.0,yes,0.0,0.0,Sometimes,Public_Transportation
19978,Male,26.774115,1.829757,120.098812,yes,yes,2.928234,3.0,Sometimes,no,2.816015,no,1.583832,0.917727,Sometimes,Public_Transportation
18165,Female,25.0,1.61,62.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
20324,Male,20.0,1.71,71.0,no,no,3.0,3.0,no,no,2.0,no,0.0,0.0,no,Public_Transportation
17843,Female,21.0,1.7,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
14826,Male,25.15462,1.825449,120.980508,yes,yes,2.562687,3.0,Sometimes,no,3.0,no,1.097905,0.0,Sometimes,Public_Transportation
19859,Male,25.027254,1.777971,114.482386,yes,yes,1.108663,3.0,Sometimes,no,2.008361,no,0.336795,0.009254,Sometimes,Public_Transportation
2177,Male,21.052894,1.650189,101.038263,yes,yes,2.826036,1.154318,Sometimes,no,1.11184,no,1.094839,0.0,no,Public_Transportation
11933,Male,18.0,1.78,108.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
17493,Male,22.865018,1.65,94.094184,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.281541,no,Public_Transportation
19650,Male,21.0,1.76,70.0,yes,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Automobile
11990,Male,23.367212,1.807538,90.52446,yes,yes,2.822179,3.0,Sometimes,no,1.375728,no,0.481555,0.0,Sometimes,Public_Transportation
6815,Male,20.941943,1.694439,102.363149,yes,yes,3.0,3.0,Sometimes,no,1.067716,no,0.0,0.020044,Sometimes,Public_Transportation
8542,Male,21.207423,1.7,82.329047,yes,yes,1.996638,3.0,Sometimes,no,2.675567,no,0.0,1.690102,Sometimes,Public_Transportation
12751,Female,21.0,1.65,80.0,yes,no,2.0,3.0,no,no,3.0,no,1.0,0.0,no,Public_Transportation
16264,Female,23.0,1.65,83.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
16308,Male,22.0,1.7,70.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
12198,Male,27.474245,1.742538,83.414072,yes,yes,2.0,3.0,Sometimes,no,1.830614,no,0.87967,0.0,Sometimes,Automobile
14360,Female,26.0,1.62456,111.555967,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.138418,Sometimes,Public_Transportation
3208,Female,25.951737,1.629442,104.839068,yes,yes,3.0,3.0,Sometimes,no,2.225139,no,0.035928,0.565315,Sometimes,Public_Transportation
17499,Female,22.77789,1.738717,132.94066,yes,yes,3.0,3.0,Sometimes,no,2.856795,no,1.586525,0.58284,Sometimes,Public_Transportation
6220,Male,17.0,1.72,70.0,yes,no,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Walking
4740,Male,18.0,1.8,80.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
20230,Male,26.957645,1.877732,120.021161,yes,yes,2.9673,3.0,Sometimes,no,2.938687,no,1.92628,0.386861,Sometimes,Public_Transportation
19791,Female,18.904037,1.730199,133.783955,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,1.464204,0.935217,Sometimes,Public_Transportation
9577,Female,21.682367,1.746411,133.644711,yes,yes,3.0,3.0,Sometimes,no,2.310921,no,1.616882,0.920162,Sometimes,Public_Transportation
2796,Female,21.012569,1.596586,42.0,no,no,3.0,1.0,Frequently,no,1.848703,no,0.788585,0.0,Sometimes,Public_Transportation
1433,Female,20.394082,1.542122,41.96525,no,yes,2.95841,2.834253,Sometimes,no,1.3954,no,0.144627,0.930051,Frequently,Public_Transportation
133,Female,25.540865,1.623812,109.900472,yes,yes,3.0,3.0,Sometimes,no,1.436616,no,0.0,0.628059,Sometimes,Public_Transportation
5550,Male,19.0,1.62,69.0,yes,no,3.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
11026,Male,22.977357,1.793451,89.909259,yes,yes,2.0,3.0,Sometimes,no,1.274718,no,0.884935,0.7702,Sometimes,Public_Transportation
2127,Female,23.0,1.65,59.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,2.0,no,Public_Transportation
13022,Male,17.0,1.72,83.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
1730,Female,25.498965,1.614484,105.482662,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,0.001086,0.527766,Sometimes,Public_Transportation
13763,Male,22.758998,1.815514,121.737836,yes,yes,2.819934,3.0,Sometimes,no,1.226764,no,1.352973,0.0,Sometimes,Public_Transportation
16623,Male,25.486521,1.836592,120.794535,yes,yes,2.66889,3.0,Sometimes,no,2.01897,no,1.420675,0.726118,Sometimes,Public_Transportation
16110,Female,22.0,1.65,82.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
15276,Male,39.0,1.7,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Frequently,Automobile
13480,Female,19.0,1.758628,78.0,yes,no,3.0,3.0,Sometimes,no,2.0,yes,0.788585,0.64676,Sometimes,Public_Transportation
1599,Female,37.588628,1.571812,80.0,yes,yes,2.0,3.0,Sometimes,no,1.972016,no,0.662831,0.0,Sometimes,Automobile
16554,Male,22.851773,1.87407,121.737836,yes,yes,2.766441,2.692889,Sometimes,no,1.846754,no,0.79677,0.0,Sometimes,Public_Transportation
1640,Male,19.0,1.836592,89.251639,yes,yes,2.762496,1.672751,Sometimes,no,2.358038,no,1.672639,0.0,Sometimes,Public_Transportation
15757,Male,25.0,1.8,71.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Walking
18974,Female,21.483284,1.746411,133.800129,yes,yes,3.0,3.0,Sometimes,no,2.847264,no,1.427037,0.630866,Sometimes,Public_Transportation
10328,Female,25.908829,1.580964,80.0,yes,yes,2.0,1.028538,Sometimes,no,1.032834,no,0.030541,0.0,Sometimes,Public_Transportation
7731,Male,21.0,1.72,70.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
5478,Female,19.0,1.62,70.0,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
1337,Male,18.0,1.7,56.0,yes,yes,3.0,4.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
4463,Male,33.954433,1.766946,85.0,yes,yes,2.490507,2.693646,Sometimes,no,1.916812,no,1.0,0.0,no,Automobile
9165,Male,21.0,1.62,53.0,no,yes,2.0,1.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
10406,Male,33.55336,1.749405,103.0344,yes,yes,2.232836,2.902639,Sometimes,no,1.015249,no,0.641954,0.0,no,Automobile
1815,Male,23.0,1.69,65.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
1572,Female,26.0,1.643421,111.856492,yes,yes,3.0,3.0,Sometimes,no,2.621877,no,0.0,0.481031,Sometimes,Public_Transportation
13038,Female,24.284861,1.650726,113.774198,yes,yes,3.0,3.0,Sometimes,no,2.515765,no,0.295178,0.516764,Sometimes,Public_Transportation
10735,Male,19.0,1.8,60.0,no,yes,2.0,3.0,Frequently,no,3.0,no,1.0,0.0,no,Public_Transportation
11626,Male,23.0,1.75,95.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,2.0,Sometimes,Public_Transportation
10639,Male,19.0,1.82,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,yes,1.0,1.0,Sometimes,Public_Transportation
15375,Male,19.0,1.62,70.0,no,no,2.0,1.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
451,Male,19.0,1.7,75.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,1.0,Frequently,Automobile
16060,Female,18.0,1.62,55.0,no,yes,2.0,1.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
7542,Male,21.0,1.75,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
16486,Female,26.0,1.641918,111.682693,yes,yes,3.0,3.0,Sometimes,no,2.621877,no,0.0,0.243338,Sometimes,Public_Transportation
8336,Female,20.225396,1.567981,41.934368,no,yes,2.737762,1.0,Frequently,no,1.374958,no,0.0,0.751212,Sometimes,Public_Transportation
960,Female,18.0,1.66,60.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
1978,Male,21.0,1.699315,75.0,yes,yes,2.913452,3.207071,Sometimes,no,2.543841,no,0.868721,0.096576,Sometimes,Public_Transportation
18689,Female,26.0,1.603404,111.036881,yes,yes,3.0,3.0,Sometimes,no,1.242832,no,0.0,0.619235,Sometimes,Public_Transportation
13464,Male,29.681308,1.700181,99.204695,yes,yes,2.045027,3.0,Sometimes,no,1.675733,no,1.73234,0.0,Sometimes,Automobile
7724,Male,35.0,1.75,98.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,0.0,1.0,Sometimes,Automobile
8898,Male,18.0,1.809251,108.934574,yes,yes,2.0,2.37985,Sometimes,no,2.474132,no,1.0,1.541455,no,Public_Transportation
18808,Female,23.0,1.6,68.0,yes,yes,3.0,4.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
6385,Female,27.0,1.54,63.0,yes,no,2.0,1.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
10511,Female,26.0,1.640606,111.942544,yes,yes,3.0,3.0,Sometimes,no,2.686824,no,0.0,0.140792,Sometimes,Public_Transportation
14281,Female,26.0,1.592316,110.92217,yes,yes,3.0,3.0,Sometimes,no,2.619517,no,0.0,0.145284,Sometimes,Public_Transportation
15335,Male,23.0,1.71,50.0,no,yes,2.0,4.0,Always,no,2.0,no,0.0,0.0,no,Public_Transportation
1611,Male,21.0,1.8,75.0,no,yes,3.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
4388,Male,23.0,1.8,65.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
17997,Female,21.0,1.6,63.0,yes,yes,2.0,1.0,Always,no,2.0,yes,1.0,0.0,Sometimes,Public_Transportation
1328,Male,22.0,1.75,82.0,yes,no,2.0,1.0,Sometimes,no,3.0,no,3.0,1.0,no,Public_Transportation
13844,Female,16.496978,1.691206,82.0,yes,yes,2.66889,1.680838,Sometimes,no,1.876915,no,0.130417,1.796136,Sometimes,Public_Transportation
3912,Male,30.605225,1.75,118.805937,yes,yes,2.973569,2.658478,Sometimes,no,1.809531,no,1.089891,0.0,Sometimes,Public_Transportation
19970,Male,22.766227,1.834715,92.508122,yes,yes,1.317729,3.0,Sometimes,no,1.38107,no,1.0,0.023564,Sometimes,Public_Transportation
11597,Female,18.0,1.6,51.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
18103,Male,22.717249,1.699437,50.0,yes,yes,2.786008,3.0,Frequently,no,2.0,no,0.0,0.461532,no,Public_Transportation
17259,Male,23.0,1.65,75.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.969507,Sometimes,Public_Transportation
7739,Male,25.66668,1.772349,114.254278,yes,yes,1.276858,3.0,Sometimes,no,2.152666,no,1.285976,0.073088,Sometimes,Public_Transportation
17712,Female,21.980847,1.62,74.812707,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.71836,0.0,Sometimes,Public_Transportation
1288,Male,17.0,1.83,113.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Walking
16020,Male,24.244029,1.712905,120.921535,yes,yes,2.748971,3.0,Sometimes,no,2.01499,no,1.320065,0.213437,Sometimes,Public_Transportation
7861,Male,17.0,1.6,58.0,no,no,2.0,4.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
10008,Male,22.177099,1.773656,105.000276,yes,yes,2.0,1.0,Sometimes,no,2.616285,no,0.349371,0.0,Sometimes,Public_Transportation
20032,Female,23.0,1.65,84.124901,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.708971,0.0,no,Public_Transportation
8126,Male,21.0,1.87,66.0,no,yes,2.0,3.0,Always,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
13744,Male,18.0,1.85,85.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,no,Public_Transportation
3024,Male,21.0,1.67,70.0,no,yes,2.0,1.0,no,no,3.0,no,1.0,2.0,Sometimes,Public_Transportation
2026,Female,21.0,1.57,58.5,yes,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,0.0,no,Public_Transportation
12167,Female,26.0,1.600905,106.042142,yes,yes,3.0,3.0,Sometimes,no,2.654636,no,0.0,0.555468,Sometimes,Public_Transportation
8174,Male,18.0,1.7,72.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Frequently,Public_Transportation
1027,Male,33.0,1.85,85.0,no,no,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,Sometimes,Automobile
13138,Female,26.0,1.63,66.0,no,no,3.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Frequently,Public_Transportation
3396,Female,33.0,1.65,60.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,no,Automobile
2171,Female,18.0,1.653751,82.0,yes,yes,2.0,1.0,Sometimes,no,1.771198,no,0.980113,0.0,no,Public_Transportation
9229,Female,22.142432,1.694827,80.491339,yes,yes,2.0,2.164839,Sometimes,no,1.142873,no,0.143955,1.0,no,Public_Transportation
18293,Male,24.05331,1.702002,99.982541,yes,yes,2.636719,1.114564,Sometimes,no,1.0,no,1.96582,1.043435,no,Public_Transportation
17177,Male,30.0,1.72,83.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
13132,Male,21.785351,1.53535,62.855073,no,yes,2.0,2.815255,Sometimes,no,1.613928,no,0.976341,0.479221,no,Public_Transportation
7048,Male,25.991886,1.644199,105.037463,yes,yes,2.0,3.0,Sometimes,no,1.02161,no,0.0,0.453649,Sometimes,Public_Transportation
17987,Male,20.0,1.86,105.0,yes,yes,2.0,4.0,Frequently,no,3.0,no,0.0,1.0,no,Public_Transportation
20704,Male,17.894784,1.722884,97.971598,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,2.0,no,Public_Transportation
5853,Female,18.0,1.7,50.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,2.0,no,Public_Transportation
20612,Female,20.941943,1.71146,128.705761,yes,yes,3.0,3.0,Sometimes,no,2.411582,no,1.97073,0.768375,Sometimes,Public_Transportation
9132,Male,19.735968,1.841879,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.240714,0.089354,Sometimes,Public_Transportation
2247,Female,38.12631,1.556789,77.13322,yes,yes,2.540949,3.0,Sometimes,no,1.701835,no,0.0,0.0,Sometimes,Automobile
12669,Male,21.210732,1.751278,87.344156,yes,yes,2.336044,1.101404,Sometimes,no,2.64548,no,2.0,0.08922,Sometimes,Public_Transportation
16981,Female,21.682636,1.746411,133.870501,yes,yes,3.0,3.0,Sometimes,no,1.482002,no,1.423491,0.910683,Sometimes,Public_Transportation
10375,Female,18.0,1.56,56.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
3948,Male,32.29016,1.775416,120.344402,yes,yes,2.992205,2.77684,Sometimes,no,2.715856,no,1.582428,0.0,Sometimes,Public_Transportation
14420,Female,26.0,1.641849,111.894229,yes,yes,3.0,3.0,Sometimes,no,2.715572,no,0.0,0.152985,Sometimes,Public_Transportation
3585,Female,26.0,1.63302,111.267334,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.224655,Sometimes,Public_Transportation
18799,Female,20.101026,1.749118,131.877558,yes,yes,3.0,3.0,Sometimes,no,1.419136,no,1.464674,0.85882,Sometimes,Public_Transportation
4577,Female,22.0,1.6,82.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
17231,Female,21.051982,1.751067,133.843033,yes,yes,3.0,3.0,Sometimes,no,2.652616,no,1.537639,0.939982,Sometimes,Public_Transportation
6357,Male,34.0,1.83,80.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Automobile
16503,Male,18.0,1.810215,108.897324,yes,yes,1.524428,3.0,Sometimes,no,1.087166,no,1.0,1.0,Sometimes,Public_Transportation
7811,Male,25.717522,1.773491,114.133149,yes,yes,2.225731,3.0,Sometimes,no,2.154326,no,1.112504,0.00133,Sometimes,Public_Transportation
6271,Female,18.0,1.751691,52.331172,yes,yes,2.596364,3.0,Sometimes,no,2.0,no,0.281734,1.0,no,Public_Transportation
180,Female,19.833682,1.710756,50.0,yes,yes,1.270448,3.654061,Frequently,no,1.326165,no,0.793489,0.0,Sometimes,Public_Transportation
19000,Female,21.0,1.75,73.0,yes,yes,2.0,3.0,Always,no,2.0,no,1.0,0.0,Sometimes,Automobile
14630,Male,24.443011,1.849507,121.527369,yes,yes,2.341133,2.567567,Sometimes,no,2.0,no,1.285976,0.0,Sometimes,Public_Transportation
19175,Female,18.0,1.65,66.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
980,Female,21.0,1.56,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
18359,Male,17.781183,1.856406,58.673963,yes,yes,2.0,3.0,Sometimes,no,2.472964,no,0.833976,1.488372,no,Automobile
17234,Male,38.112989,1.77274,117.651046,yes,yes,2.938616,2.993856,Sometimes,no,2.748909,no,0.64235,0.0,Sometimes,Automobile
7763,Female,18.0,1.6,66.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
13526,Male,17.0,1.88,58.0,no,no,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Walking
13251,Male,24.408805,1.742901,83.199034,yes,yes,2.045027,2.983201,Sometimes,no,2.442775,no,0.902095,0.738935,Sometimes,Public_Transportation
16726,Female,25.783865,1.616975,110.92217,yes,yes,3.0,3.0,Sometimes,no,1.528258,no,0.01586,0.434073,Sometimes,Public_Transportation
1034,Female,18.0,1.556611,39.371523,no,yes,2.959658,3.0,Sometimes,no,1.636326,no,0.663896,1.281141,no,Public_Transportation
688,Female,19.483036,1.53777,42.0,no,yes,3.0,1.0,Frequently,no,2.0,no,0.00705,1.0,no,Public_Transportation
14639,Female,26.0,1.641918,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.686824,no,0.0,0.169016,Sometimes,Public_Transportation
20469,Male,18.128249,1.722547,52.058335,yes,yes,2.247037,3.986652,Sometimes,no,2.642273,no,0.206954,1.292476,Sometimes,Public_Transportation
7307,Male,22.875223,1.622241,94.790579,yes,yes,2.0,2.933409,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
15903,Male,24.443011,1.779325,116.160329,yes,yes,2.85916,3.0,Sometimes,no,2.0,no,1.838881,0.917727,Sometimes,Public_Transportation
15181,Male,30.475248,1.765188,120.549592,yes,yes,2.01054,3.0,Sometimes,no,2.280555,no,1.034031,0.0,Sometimes,Automobile
12483,Female,25.955361,1.623514,104.754958,yes,yes,3.0,3.0,Sometimes,no,1.313834,no,0.085119,0.540812,Sometimes,Public_Transportation
10540,Female,16.172992,1.824414,47.124717,no,yes,3.0,1.73762,Sometimes,no,2.0,no,1.997529,1.0,Sometimes,Public_Transportation
17735,Female,18.0,1.704167,50.165754,yes,yes,2.512719,3.0,Sometimes,no,1.0,no,0.130417,1.0,Sometimes,Public_Transportation
16829,Male,20.0,1.75,70.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
15378,Male,19.0,1.8,87.0,no,no,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,no,Public_Transportation
1712,Male,25.498965,1.772731,114.004832,yes,yes,1.528331,3.0,Sometimes,no,2.623344,no,1.723934,0.178708,Sometimes,Public_Transportation
18606,Female,26.0,1.633945,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.739351,no,0.0,0.540812,Sometimes,Public_Transportation
17127,Female,19.0,1.6,68.0,yes,yes,3.0,1.0,Frequently,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
409,Male,21.721507,1.733439,96.945262,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.338655,no,Public_Transportation
11500,Male,25.934757,1.695735,102.134646,yes,yes,2.668949,2.120936,Sometimes,no,1.023328,no,1.985536,0.0,no,Public_Transportation
16787,Male,23.0,1.848553,120.998266,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.691369,1.198439,Sometimes,Public_Transportation
7120,Male,31.194458,1.909188,129.157346,yes,yes,2.191108,3.0,Sometimes,no,1.591597,no,0.94141,0.0,Sometimes,Public_Transportation
4896,Female,23.0,1.6,50.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,0.0,no,Public_Transportation
9273,Male,28.0,1.65,62.0,yes,no,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
12786,Female,18.378203,1.801746,141.166265,yes,yes,3.0,3.0,Sometimes,no,2.863513,no,1.48809,0.893514,Sometimes,Public_Transportation
4991,Female,23.0,1.68,64.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
20571,Female,25.950898,1.629442,104.772164,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.153559,Sometimes,Public_Transportation
16108,Female,20.0,1.57,55.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,3.0,1.0,no,Public_Transportation
18455,Female,20.979254,1.567131,42.0,no,no,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,no,Public_Transportation
20464,Female,21.0,1.64,42.0,no,yes,3.0,1.0,Sometimes,no,1.0,yes,0.0,0.0,Sometimes,Public_Transportation
866,Male,30.605225,1.75,120.0,yes,yes,2.758394,3.981997,Sometimes,yes,2.174248,no,0.920476,1.358163,Sometimes,Automobile
8670,Male,25.758307,1.780731,115.45845,yes,yes,2.203962,3.0,Sometimes,no,2.133767,no,1.285976,0.836151,Sometimes,Public_Transportation
18448,Female,38.0,1.65,79.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Automobile
12654,Male,18.0,1.85,80.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
993,Female,25.996716,1.603842,105.037203,yes,yes,3.0,3.0,Sometimes,no,1.650612,no,0.01682,0.503896,Sometimes,Public_Transportation
20656,Female,18.0,1.58,53.0,no,yes,1.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
4436,Male,21.0,1.65,94.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
17478,Female,26.0,1.643332,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.763005,no,0.0,0.133523,Sometimes,Public_Transportation
15799,Female,19.317148,1.640606,45.0,no,yes,3.0,3.0,Sometimes,no,1.947935,no,0.678943,0.800993,Sometimes,Public_Transportation
19498,Male,22.94313,1.84995,122.06261,yes,yes,3.0,2.608055,Sometimes,no,1.591425,no,1.859667,0.0,Sometimes,Public_Transportation
19789,Female,24.0,1.7,83.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
19370,Male,21.840654,1.739293,75.057177,yes,yes,2.061952,3.0,Sometimes,no,2.622638,yes,0.833976,0.39174,Sometimes,Public_Transportation
5549,Female,21.529439,1.53777,42.0,no,no,3.0,1.0,Frequently,no,1.49681,no,0.0,0.0,Sometimes,Public_Transportation
8908,Female,21.0,1.6,57.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
11604,Male,20.0,1.74,75.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Automobile
13153,Female,26.0,1.7,75.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
7097,Male,19.0,1.77,78.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
6119,Female,26.0,1.627567,109.980145,yes,yes,3.0,3.0,Sometimes,no,2.523793,no,0.0,0.410651,Sometimes,Public_Transportation
18732,Female,21.0,1.6,65.0,yes,yes,2.0,3.0,Sometimes,yes,2.0,no,2.0,0.0,Sometimes,Public_Transportation
14897,Female,26.0,1.639524,111.357062,yes,yes,3.0,3.0,Sometimes,no,2.839069,no,0.0,0.539876,Sometimes,Public_Transportation
10432,Female,25.955014,1.73945,104.846218,yes,yes,3.0,3.0,Sometimes,no,2.094901,no,0.07089,0.599441,Sometimes,Public_Transportation
10226,Female,18.0,1.682916,90.0,yes,yes,2.688054,1.411685,Sometimes,no,1.93059,no,1.156024,0.845774,no,Public_Transportation
20133,Male,23.0,1.734237,81.986895,yes,yes,2.901924,3.0,Sometimes,no,1.153559,no,0.944982,1.08266,no,Public_Transportation
4265,Female,18.0,1.63,51.0,no,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
14972,Male,19.0,1.8,85.0,yes,no,3.0,4.0,Frequently,no,3.0,yes,3.0,0.0,Sometimes,Walking
4191,Female,38.542937,1.629225,78.55444,yes,yes,2.094184,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
326,Female,21.837058,1.596466,44.376637,no,no,2.594653,1.882158,Frequently,no,1.916812,no,0.417119,0.0,no,Public_Transportation
13241,Female,18.0,1.7,50.0,no,no,3.0,4.0,Frequently,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
7888,Female,22.926352,1.74402,52.09432,yes,yes,3.0,3.0,Frequently,no,2.626309,no,0.994422,0.861809,no,Public_Transportation
8868,Male,21.0,1.750085,78.997062,yes,yes,1.83746,3.0,Sometimes,no,2.740848,no,1.228136,0.947192,Sometimes,Public_Transportation
19322,Female,25.954511,1.629727,104.839068,yes,yes,3.0,3.0,Sometimes,no,2.41752,no,0.190061,0.858392,Sometimes,Public_Transportation
4449,Male,17.0,1.8,87.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
9844,Male,19.0,1.72,85.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,3.0,2.0,Sometimes,Public_Transportation
6660,Female,21.895468,1.729719,135.693381,yes,yes,3.0,3.0,Sometimes,no,1.678791,no,1.469928,0.933802,Sometimes,Public_Transportation
3993,Female,26.0,1.62495,109.980145,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.17403,Sometimes,Public_Transportation
7667,Male,20.634694,1.699818,82.919584,yes,yes,1.936479,3.0,Sometimes,no,2.0,no,0.835271,1.0,Sometimes,Public_Transportation
14432,Female,19.515324,1.5,63.65233,no,yes,2.0,2.893778,Sometimes,no,1.277636,yes,0.614959,0.635867,Sometimes,Public_Transportation
19753,Male,17.099015,1.758628,59.990861,yes,yes,2.381164,4.0,Sometimes,no,2.0,no,2.0,1.898139,no,Automobile
20331,Female,26.0,1.62414,111.588625,yes,yes,3.0,3.0,Sometimes,no,2.61939,no,0.0,0.250502,Sometimes,Public_Transportation
12113,Male,27.0,1.64,59.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
7873,Female,19.665881,1.673491,49.945233,no,no,2.919584,3.0,Frequently,no,2.699675,no,1.098862,1.366355,Sometimes,Public_Transportation
20333,Male,22.735328,1.829142,121.82962,yes,yes,2.642744,2.272214,Sometimes,no,2.0,no,1.247505,1.339691,Sometimes,Public_Transportation
3106,Male,21.0,1.62,70.0,yes,yes,2.0,1.0,no,no,3.0,yes,1.0,0.0,Sometimes,Public_Transportation
2308,Female,24.0,1.63,64.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
4794,Male,21.0,1.62,70.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
322,Female,17.0,1.56,49.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
19043,Male,19.726522,1.801848,87.272552,yes,yes,1.874935,3.0,Sometimes,no,2.035954,no,0.665439,0.356868,Sometimes,Motorbike
12407,Male,19.0,1.8,79.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Walking
16054,Female,18.024853,1.751688,54.166453,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,no,Public_Transportation
9634,Male,19.149706,1.699437,78.0,yes,yes,2.0,2.070033,Sometimes,no,2.0,no,0.0,1.639326,no,Public_Transportation
383,Male,17.0,1.8,59.8,yes,yes,2.0,4.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
6077,Female,18.0,1.61,64.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
14340,Male,34.389679,1.691303,83.282232,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,0.0,no,Automobile
5207,Male,27.991467,1.82559,120.860386,yes,yes,2.996717,3.0,Sometimes,no,2.004908,no,0.852344,0.539876,Sometimes,Automobile
11817,Male,25.300208,1.764484,104.303711,yes,yes,3.0,3.0,Sometimes,no,1.656082,no,0.093418,0.926052,Sometimes,Public_Transportation
4044,Female,19.0,1.692242,49.869791,no,yes,2.969233,3.0,Frequently,no,1.968011,no,2.0,1.0,Sometimes,Public_Transportation
2789,Male,20.0,1.8,88.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Frequently,Automobile
11257,Female,21.837996,1.751118,133.937873,yes,yes,3.0,3.0,Sometimes,no,2.836791,no,1.289421,0.806069,Sometimes,Public_Transportation
3184,Male,35.0,1.75,85.0,no,no,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
8486,Female,19.0,1.55,53.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,2.0,no,Public_Transportation
10424,Male,26.740655,1.753887,117.326523,yes,yes,2.265973,3.0,Sometimes,no,2.816015,no,0.68183,0.0,Sometimes,Public_Transportation
11686,Male,25.822348,1.86741,121.421121,yes,yes,2.969233,2.956422,Sometimes,no,2.0,no,1.465931,0.0,Sometimes,Public_Transportation
12027,Male,18.0,1.74,50.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
14245,Male,22.884722,1.796415,96.192662,yes,yes,2.0,3.0,Sometimes,no,2.869439,no,2.0,1.206251,no,Public_Transportation
8503,Female,19.407204,1.520997,42.0,no,yes,2.959658,3.0,Frequently,no,1.85916,no,0.0,0.545993,Sometimes,Public_Transportation
4230,Female,18.381382,1.802257,152.394739,yes,yes,3.0,3.0,Sometimes,no,2.686824,no,1.999897,0.91336,Sometimes,Public_Transportation
20072,Female,21.840654,1.732383,131.877558,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,1.324805,0.813235,Sometimes,Public_Transportation
19039,Male,21.0,1.74,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,yes,1.0,0.0,Sometimes,Public_Transportation
12111,Male,21.0,1.75,65.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Sometimes,Public_Transportation
3489,Male,21.0,1.62,53.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
17025,Male,31.490699,1.82525,120.702935,yes,yes,2.611847,3.0,Sometimes,no,2.490613,no,0.79677,1.0,Sometimes,Automobile
15518,Female,21.071195,1.615145,68.77185,no,yes,1.925064,1.0,Sometimes,no,2.374958,no,1.0,0.797215,no,Public_Transportation
14263,Female,21.001282,1.611822,68.85097,yes,yes,1.757466,3.483449,Sometimes,no,2.0,no,1.179592,1.0,Sometimes,Public_Transportation
7695,Male,18.0,1.8,50.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
20309,Female,26.0,1.631547,111.884535,yes,yes,3.0,3.0,Sometimes,no,2.644135,no,0.0,0.094213,Sometimes,Public_Transportation
1475,Female,25.45763,1.624367,105.036075,yes,yes,3.0,3.0,Sometimes,no,2.60669,no,0.045651,0.922749,Sometimes,Public_Transportation
19399,Male,21.0,1.75,70.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
4049,Female,25.966504,1.682253,104.774144,yes,yes,3.0,3.0,Sometimes,no,1.491169,no,0.24629,0.723154,Sometimes,Public_Transportation
18181,Female,33.789301,1.701387,99.812443,yes,yes,2.971588,2.968098,Sometimes,no,1.81786,no,1.978043,0.972054,no,Public_Transportation
10305,Female,18.147705,1.786645,137.859737,yes,yes,3.0,3.0,Sometimes,no,2.858389,no,1.999897,0.711724,Sometimes,Public_Transportation
5135,Male,29.740496,1.792833,89.994415,yes,yes,2.007845,2.98212,Sometimes,no,2.0,no,0.917563,0.797215,Sometimes,Automobile
9578,Female,18.063582,1.621048,69.637307,no,yes,2.459976,1.69608,Sometimes,no,2.073497,no,0.107981,0.779641,Sometimes,Public_Transportation
15779,Female,18.0,1.58,45.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
6388,Female,43.0,1.55,77.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
3210,Female,38.0,1.59,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
15431,Male,23.444033,1.729177,75.493616,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.123861,Sometimes,Public_Transportation
8239,Male,18.0,1.8,85.0,yes,yes,3.0,4.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
8375,Male,21.0,1.75,79.0,yes,yes,2.0,3.0,Always,no,2.0,no,3.0,2.0,Sometimes,Public_Transportation
7975,Female,43.238402,1.523426,77.956921,yes,yes,2.0,3.0,Sometimes,no,1.336526,no,0.0,0.0,Sometimes,Automobile
16429,Female,18.0,1.59,53.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
16138,Male,29.246269,1.770126,112.395309,yes,yes,1.3307,3.0,Sometimes,no,2.039535,no,0.0,1.74992,Sometimes,Automobile
5026,Female,25.66668,1.608808,109.996742,yes,yes,3.0,3.0,Sometimes,no,1.490613,no,0.0,0.462973,Sometimes,Public_Transportation
7916,Female,21.379676,1.613921,67.083121,yes,yes,1.947405,3.0,no,no,2.566629,no,0.93732,0.0,Sometimes,Public_Transportation
18857,Male,24.0,1.75,102.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
2641,Male,18.0,1.703317,51.216463,yes,yes,1.967061,3.0,Sometimes,no,2.0,no,0.264831,1.0,Sometimes,Public_Transportation
8513,Female,21.28253,1.741192,133.043941,yes,yes,3.0,3.0,Sometimes,no,2.852254,no,1.537639,0.758897,Sometimes,Public_Transportation
3538,Male,34.0,1.75,85.0,no,yes,2.0,3.0,Frequently,no,3.0,no,3.0,0.0,no,Automobile
18385,Male,37.765356,1.754996,118.26569,yes,yes,2.225149,3.0,Sometimes,no,2.023328,no,1.097983,0.3352,Sometimes,Automobile
2579,Male,21.682636,1.701387,75.0,yes,yes,2.0,1.735493,Sometimes,no,1.0,no,0.0,0.9974,no,Public_Transportation
15269,Male,18.0,1.6,70.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
3503,Male,17.0,1.7,84.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,2.0,Frequently,Public_Transportation
9276,Male,22.0,1.78,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
8722,Male,23.170309,1.658202,80.0,yes,yes,2.0,1.338033,Sometimes,no,2.0,no,2.892922,1.0,Sometimes,Public_Transportation
14338,Female,26.0,1.641849,111.682693,yes,yes,3.0,3.0,Sometimes,no,2.739351,no,0.0,0.803156,Sometimes,Public_Transportation
18231,Male,30.188303,1.889104,129.157346,yes,yes,2.290095,3.0,Sometimes,no,2.104264,no,1.330519,0.262118,Sometimes,Public_Transportation
14761,Female,27.0,1.7,78.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Frequently,Automobile
15127,Male,19.0,1.8,85.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18433,Female,26.0,1.68108,110.084946,yes,yes,3.0,3.0,Sometimes,no,2.70485,no,0.0,0.453649,Sometimes,Public_Transportation
16435,Male,17.729923,1.834637,57.275946,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Automobile
19333,Male,22.0,1.78,75.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Walking
11650,Female,25.991194,1.621167,104.94582,yes,yes,3.0,3.0,Sometimes,no,2.652616,no,0.181753,0.652289,Sometimes,Public_Transportation
7725,Male,18.0,1.8,90.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
11354,Male,19.0,1.75,55.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
10995,Male,24.449655,1.773664,120.872294,yes,yes,2.938616,3.0,Sometimes,no,2.416213,no,1.981154,0.078607,Sometimes,Public_Transportation
11847,Female,20.0,1.7,50.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,1.0,1.0,no,Public_Transportation
6325,Male,22.906342,1.641149,94.743892,yes,yes,1.947405,1.0,Sometimes,no,2.0,no,0.813917,1.382995,no,Public_Transportation
18744,Female,16.240576,1.572791,41.890204,no,yes,2.910345,1.0,Sometimes,no,1.947935,no,0.129902,0.926443,Sometimes,Public_Transportation
20449,Male,37.084742,1.819557,118.183797,yes,yes,2.9553,3.0,Sometimes,no,2.022933,no,0.766007,0.0,Sometimes,Automobile
14644,Female,23.0,1.6,45.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
12807,Male,34.647036,1.7,84.729197,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.886817,0.0,no,Automobile
8935,Female,21.793724,1.748584,133.742943,yes,yes,3.0,3.0,Sometimes,no,2.900857,no,1.504003,0.629285,Sometimes,Public_Transportation
8870,Male,27.0,1.65,68.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
14978,Female,21.849705,1.737313,131.929712,yes,yes,3.0,3.0,Sometimes,no,1.683448,no,1.464674,0.886135,Sometimes,Public_Transportation
2608,Male,27.349745,1.817226,120.8158,yes,yes,2.826036,2.806298,Sometimes,no,2.923792,no,1.289421,0.4346,Sometimes,Public_Transportation
16627,Female,26.0,1.622468,111.600553,yes,yes,3.0,3.0,Sometimes,no,2.476002,no,0.0,0.462973,Sometimes,Public_Transportation
1512,Female,37.0,1.63,62.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Motorbike
4322,Male,23.327836,1.747714,84.387531,yes,yes,2.0,3.0,Sometimes,no,2.328331,no,2.232851,1.281141,Sometimes,Public_Transportation
31,Male,23.0,1.7,97.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,no,Public_Transportation
8956,Male,33.732714,1.766975,83.414603,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.936551,0.0,Sometimes,Automobile
19918,Male,21.0,1.7,70.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
5304,Male,21.838323,1.722785,94.189167,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.281541,no,Public_Transportation
9210,Male,18.0,1.792239,108.602715,yes,yes,2.0,2.449723,Sometimes,no,2.0,no,1.0,1.554404,Sometimes,Public_Transportation
9252,Female,23.0,1.636592,83.1011,yes,yes,2.0,2.9774,Sometimes,no,2.987718,no,0.011477,1.0,no,Public_Transportation
9961,Male,18.0,1.807538,105.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.15804,2.0,Sometimes,Public_Transportation
10689,Male,22.740275,1.741353,96.940255,yes,yes,2.0,2.973476,Sometimes,no,2.0,no,1.0,1.608265,no,Public_Transportation
10508,Female,20.880161,1.739457,131.76807,yes,yes,3.0,3.0,Sometimes,no,1.242832,no,1.773304,0.930888,Sometimes,Public_Transportation
8765,Male,18.0,1.8,50.0,no,yes,2.0,4.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
18583,Male,40.789529,1.755427,107.94747,yes,yes,2.0,2.812377,Sometimes,no,1.798917,no,1.858554,0.0,no,Public_Transportation
2930,Female,22.717943,1.560258,82.532994,yes,yes,2.0,1.476204,Sometimes,no,2.654078,no,0.0,1.89388,Sometimes,Public_Transportation
12529,Male,22.0,1.7,75.0,no,yes,3.0,3.0,no,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18599,Male,19.0,1.8,65.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
7285,Male,33.100581,1.818641,85.770013,yes,yes,2.0,2.834253,Sometimes,no,1.507638,no,0.917563,0.0,Sometimes,Automobile
15695,Female,21.768153,1.737056,152.567671,yes,yes,3.0,3.0,Sometimes,no,2.748909,no,1.699181,0.899673,Sometimes,Public_Transportation
19614,Male,20.601222,1.696365,104.772164,yes,yes,2.869833,1.198643,Sometimes,no,1.554925,no,0.216908,1.0,no,Public_Transportation
8914,Female,21.963457,1.749118,133.955091,yes,yes,3.0,3.0,Sometimes,no,2.861533,no,1.399183,0.893514,Sometimes,Public_Transportation
17979,Female,26.0,1.640606,111.682693,yes,yes,3.0,3.0,Sometimes,no,2.613928,no,0.0,0.244205,Sometimes,Public_Transportation
9655,Female,29.166795,1.663509,49.98297,yes,yes,2.652779,2.964024,Frequently,no,1.872517,no,0.870056,0.864583,no,Public_Transportation
12536,Male,25.472995,1.763215,115.10813,yes,yes,2.21965,3.0,Sometimes,no,2.165408,no,1.315045,1.875683,Sometimes,Public_Transportation
16460,Female,19.429723,1.737056,133.346641,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,1.577824,0.926581,Sometimes,Public_Transportation
7220,Female,29.0,1.75,73.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Walking
8604,Male,18.0,1.7,52.0,no,yes,2.0,3.0,Frequently,no,2.0,no,0.0,2.0,no,Public_Transportation
247,Male,21.0,1.71,75.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Automobile
10529,Female,26.0,1.643167,104.928643,yes,yes,3.0,3.0,Sometimes,no,2.569713,no,0.0,0.555468,Sometimes,Public_Transportation
20241,Male,25.991194,1.827279,120.996581,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.078074,0.579541,Sometimes,Public_Transportation
15307,Male,27.0,1.76,112.0,yes,yes,2.0,3.0,Sometimes,yes,2.0,no,0.0,1.0,no,Automobile
18731,Male,33.0,1.7,83.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Walking
15008,Male,24.163526,1.86198,90.744965,yes,yes,2.0,1.458507,Sometimes,no,2.777379,no,1.304291,0.4346,Sometimes,Public_Transportation
655,Female,26.0,1.626179,110.818757,yes,yes,3.0,3.0,Sometimes,no,2.724099,no,0.0,0.278962,Sometimes,Public_Transportation
13544,Male,30.315784,1.876898,128.261402,yes,yes,2.57691,3.0,Sometimes,no,1.579207,no,0.943266,1.581703,Sometimes,Public_Transportation
18684,Female,26.0,1.628909,113.774198,yes,yes,3.0,3.0,Sometimes,no,2.686824,no,0.0,0.540812,Sometimes,Public_Transportation
15923,Male,21.0,1.80416,85.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,Sometimes,Public_Transportation
10676,Male,24.511445,1.844751,121.421121,yes,yes,2.73691,1.724887,Sometimes,no,2.01051,no,1.0,0.0,Sometimes,Public_Transportation
16660,Female,18.0,1.6,51.5,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,2.0,no,Walking
8049,Male,20.0,1.85,85.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
10191,Male,29.246269,1.75,112.098616,yes,yes,1.631144,3.0,Sometimes,no,2.960088,no,0.0,0.114457,Sometimes,Automobile
18687,Male,23.0,1.65,95.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
20338,Male,33.0,1.75,84.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Automobile
4921,Male,26.684354,1.807538,120.0,yes,yes,2.392665,3.0,Sometimes,no,2.503198,no,0.295178,0.0,Sometimes,Public_Transportation
8588,Female,21.731497,1.722527,51.132809,yes,yes,2.303656,3.0,Frequently,no,1.873004,no,1.067817,0.0,Sometimes,Public_Transportation
5381,Female,26.0,1.624576,110.824698,yes,yes,3.0,3.0,Sometimes,no,2.709654,no,0.0,0.21523,Sometimes,Public_Transportation
14183,Male,21.0,1.85,90.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Walking
928,Male,33.185661,1.707613,103.705418,yes,yes,2.766441,1.924168,Sometimes,no,1.0,no,1.0,0.0,no,Automobile
11822,Female,19.0,1.63,45.0,no,yes,3.0,3.0,Frequently,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
10387,Male,23.411141,1.829971,121.471077,yes,yes,2.9673,2.692889,Sometimes,no,1.796257,no,1.266866,0.790967,Sometimes,Public_Transportation
3230,Female,21.501721,1.707508,128.114161,yes,yes,3.0,3.0,Sometimes,no,1.436616,no,0.792929,0.680746,Sometimes,Public_Transportation
3207,Male,18.0,1.836007,86.963628,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.441605,Sometimes,Public_Transportation
18861,Female,21.0,1.62,58.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
19944,Female,21.380336,1.745644,133.274833,yes,yes,3.0,3.0,Sometimes,no,2.847264,no,1.68291,0.773807,Sometimes,Public_Transportation
2781,Female,26.0,1.641849,111.830924,yes,yes,3.0,3.0,Sometimes,no,2.623489,no,0.0,0.199227,Sometimes,Public_Transportation
16815,Male,20.951084,1.7,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.066169,0.786066,no,Public_Transportation
13644,Female,20.217015,1.682594,125.418548,yes,yes,3.0,3.0,Sometimes,no,1.490613,no,0.58216,0.58284,Sometimes,Public_Transportation
8709,Female,21.001969,1.729719,131.274851,yes,yes,3.0,3.0,Sometimes,no,1.656082,no,1.508897,0.723366,Sometimes,Public_Transportation
17250,Female,22.908879,1.58092,44.753943,no,no,3.0,3.576103,Frequently,no,2.721769,no,0.228307,0.0,no,Public_Transportation
5227,Male,18.0,1.798645,52.514302,yes,yes,1.889199,3.0,Sometimes,no,2.0,yes,1.0,1.0,Sometimes,Public_Transportation
15236,Male,30.520854,1.770663,120.009392,yes,yes,2.721507,3.0,Sometimes,no,2.173417,no,0.538922,1.198439,Sometimes,Automobile
5385,Female,20.406871,1.751631,53.699561,yes,yes,2.5621,3.891994,Frequently,no,1.077917,no,2.0,2.0,Sometimes,Public_Transportation
16972,Female,19.565496,1.624367,82.039,yes,yes,1.27785,3.0,Sometimes,no,2.0,no,0.0,0.936925,no,Public_Transportation
2878,Male,18.0,1.812259,108.9606,yes,yes,2.0,2.19011,Sometimes,no,2.297896,no,1.0,1.339232,no,Public_Transportation
2751,Female,19.741202,1.654875,82.528575,no,yes,3.0,3.0,Sometimes,no,1.505381,no,0.282063,0.445495,Sometimes,Public_Transportation
8673,Male,30.710511,1.766888,120.975489,yes,yes,2.913452,3.0,Sometimes,no,1.810738,no,0.891444,0.871772,Sometimes,Public_Transportation
115,Male,32.0,1.74,76.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Automobile
7300,Male,32.0,1.701397,102.0,yes,yes,2.568063,1.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
4772,Male,18.011903,1.771817,51.598593,yes,yes,1.889199,3.0,Sometimes,no,2.0,no,1.201403,1.0,Sometimes,Public_Transportation
6662,Female,22.0,1.61,53.8,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
2090,Male,28.784465,1.787843,113.501549,yes,yes,2.162519,3.0,Sometimes,no,2.987718,no,1.0,0.001716,Sometimes,Automobile
2710,Male,32.501143,1.738836,103.180918,yes,yes,2.685484,3.0,Sometimes,no,1.0,no,0.0,1.945961,Sometimes,Public_Transportation
7331,Female,25.966504,1.678658,105.580491,yes,yes,3.0,3.0,Sometimes,no,2.569364,no,0.06275,0.438216,Sometimes,Public_Transportation
9380,Female,20.796266,1.802257,152.394739,yes,yes,3.0,3.0,Sometimes,no,2.817983,no,0.246831,0.927982,Sometimes,Public_Transportation
11709,Male,17.0,1.71,55.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,2.0,no,Automobile
19437,Male,33.293166,1.704028,103.250355,yes,yes,2.0,2.029858,Sometimes,no,1.0,no,1.931829,0.0,no,Public_Transportation
17300,Male,20.0,1.91,64.0,no,no,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
18523,Female,21.0,1.63,65.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
18780,Female,20.406066,1.6,65.0,no,yes,2.0,3.0,Sometimes,no,2.0,yes,1.0,0.453649,Sometimes,Public_Transportation
3263,Female,21.274628,1.748524,133.937873,yes,yes,3.0,3.0,Sometimes,no,2.835622,no,1.464674,0.927341,Sometimes,Public_Transportation
16451,Female,19.027417,1.607939,132.57927,yes,yes,3.0,3.0,Sometimes,no,1.959777,no,1.684582,1.285838,Sometimes,Public_Transportation
4028,Male,23.0,1.75,116.594351,yes,yes,1.34138,3.0,Sometimes,no,2.0,no,0.356288,0.739684,Sometimes,Public_Transportation
18633,Female,25.19291,1.640125,104.821175,yes,yes,3.0,3.0,Sometimes,no,1.031354,no,1.699056,0.086868,Sometimes,Public_Transportation
9482,Female,18.0,1.62,50.0,no,yes,2.0,3.0,Always,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
13442,Female,26.0,1.643017,104.839068,yes,yes,3.0,3.0,Sometimes,no,2.57721,no,0.0,0.465607,Sometimes,Public_Transportation
16411,Male,37.0,1.75,118.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Automobile
5915,Female,22.0,1.56,63.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
10864,Male,22.829753,1.82559,120.805715,yes,yes,2.819934,3.0,Sometimes,no,3.0,no,1.247505,0.0,Sometimes,Public_Transportation
2876,Male,19.0,1.74,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Frequently,Public_Transportation
4140,Male,22.815416,1.703688,95.285898,yes,yes,2.0,1.704828,Sometimes,no,2.514872,no,1.629432,1.256119,no,Public_Transportation
6561,Male,24.417552,1.874519,121.244969,yes,yes,2.630137,2.695396,Sometimes,no,2.960088,no,1.356468,0.0,Sometimes,Public_Transportation
8161,Male,30.607546,1.761068,112.226032,yes,yes,1.924632,3.0,Sometimes,no,2.024035,no,0.0,0.26579,Sometimes,Automobile
11206,Male,43.591999,1.595165,77.354744,yes,yes,2.0,3.0,Sometimes,no,2.172649,no,2.0,0.0,no,Automobile
13270,Female,16.30687,1.596466,44.316254,no,no,2.977298,3.0,Frequently,no,2.627569,yes,1.600431,0.0,no,Public_Transportation
10520,Male,30.520854,1.814182,129.19449,yes,yes,2.191429,3.0,Sometimes,no,1.959287,no,1.327833,1.164457,Sometimes,Public_Transportation
6669,Female,26.0,1.641918,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.7305,no,0.0,0.235711,Sometimes,Public_Transportation
20378,Male,19.994543,1.835678,88.03748,yes,yes,2.0,3.0,Sometimes,no,2.763573,no,1.999836,1.0,Sometimes,Public_Transportation
17135,Male,19.0,1.7,75.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
19351,Male,22.969366,1.793451,89.909259,yes,yes,2.0,1.095223,Sometimes,no,2.0,no,0.0,0.391753,Sometimes,Public_Transportation
2893,Female,19.483036,1.53777,42.0,no,no,3.0,1.0,Frequently,no,1.0,no,0.0,0.466169,no,Public_Transportation
17558,Male,24.186273,1.794827,120.919703,yes,yes,2.611847,2.845858,Sometimes,no,2.364849,no,1.141708,0.063005,Sometimes,Public_Transportation
5762,Female,26.0,1.621245,111.600553,yes,yes,3.0,3.0,Sometimes,no,2.605685,no,0.0,0.25115,Sometimes,Public_Transportation
3704,Female,18.178076,1.688436,90.0,yes,yes,2.0,3.0,Sometimes,no,1.824561,no,1.066101,0.0,no,Public_Transportation
20568,Male,18.0,1.77,50.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
14509,Female,39.0,1.72,80.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
19201,Male,18.0,1.7,70.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
18187,Female,26.957645,1.7,78.041338,yes,yes,2.739,3.0,Sometimes,no,1.622827,no,0.675262,0.0,Frequently,Automobile
13866,Male,18.0,1.841879,59.20945,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.506576,no,Public_Transportation
4625,Female,19.0,1.521604,42.0,no,yes,1.0,2.973504,Frequently,no,1.0,no,0.0,0.560887,Sometimes,Public_Transportation
10206,Male,29.713169,1.856315,113.234349,yes,yes,2.333503,3.0,Sometimes,no,2.003563,no,0.0,1.898139,Sometimes,Automobile
9279,Male,23.260061,1.835643,121.835883,yes,yes,2.19331,2.64155,Sometimes,no,2.740848,no,0.943058,0.0,Sometimes,Public_Transportation
8099,Female,18.0,1.68,58.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
2043,Female,18.0,1.66,60.0,yes,yes,3.0,4.0,Always,no,1.0,no,2.0,1.0,no,Automobile
19283,Male,23.0,1.829757,120.898397,yes,yes,2.936509,3.0,Sometimes,no,2.740848,no,0.917014,1.93977,no,Public_Transportation
18889,Male,22.980957,1.825449,120.980508,yes,yes,2.002784,3.0,Sometimes,no,3.0,no,1.98448,0.469735,Sometimes,Public_Transportation
11020,Male,17.0,1.8,58.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,2.0,no,Public_Transportation
16400,Female,18.0,1.56,51.5,no,yes,2.0,1.0,Frequently,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
16179,Male,29.463168,1.699354,103.785554,yes,yes,2.649406,3.0,Sometimes,no,1.967707,no,0.876101,0.0,Sometimes,Public_Transportation
10810,Female,16.613108,1.699464,50.0,no,yes,2.880161,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
6541,Male,21.0,1.7,78.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,no,Automobile
18608,Male,21.0,1.76,68.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Walking
1147,Female,25.765628,1.669039,104.854928,yes,yes,3.0,3.0,Sometimes,no,1.525127,no,0.167943,0.763359,Sometimes,Public_Transportation
4021,Female,25.765628,1.668709,104.839068,yes,yes,3.0,3.0,Sometimes,no,1.154698,no,0.244749,0.77319,Sometimes,Public_Transportation
9125,Female,36.0,1.65,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
12969,Male,37.218161,1.772929,84.315608,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
8337,Female,19.0,1.7,70.0,no,yes,2.0,3.0,Sometimes,no,3.0,yes,1.0,1.0,Sometimes,Public_Transportation
12017,Male,34.243146,1.735851,85.5,yes,yes,2.0,3.0,Sometimes,no,2.452986,no,1.0,0.0,Sometimes,Automobile
20454,Male,24.449655,1.719342,81.650778,yes,yes,1.994679,1.474836,Sometimes,no,1.0,no,0.0,0.890527,no,Public_Transportation
10228,Female,21.0,1.66,60.0,yes,no,3.0,4.0,Frequently,no,2.0,no,2.0,0.0,no,Public_Transportation
2323,Male,32.0,1.72,84.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,3.0,1.0,Frequently,Public_Transportation
1355,Male,20.0,1.82,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,0.0,no,Public_Transportation
13371,Male,27.999388,1.825449,120.344402,yes,yes,2.576449,3.0,Sometimes,no,2.628816,no,0.00203,0.534769,Sometimes,Public_Transportation
4641,Male,21.0,1.65,70.0,no,yes,2.0,1.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
20047,Male,33.070142,1.75,108.012603,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.891205,0.0,Sometimes,Automobile
13213,Female,18.0,1.752206,55.822119,yes,yes,2.0,3.0,Sometimes,no,2.371015,no,2.0,1.541455,no,Public_Transportation
7303,Male,26.0,1.664752,111.818345,yes,yes,2.029634,3.0,Sometimes,no,2.641642,no,0.0,0.133523,Sometimes,Public_Transportation
7513,Female,25.96773,1.611462,104.954291,yes,yes,3.0,3.0,Sometimes,no,1.436616,no,0.139159,0.923005,Sometimes,Public_Transportation
18131,Male,29.216019,1.758618,112.395309,yes,yes,1.878251,3.0,Sometimes,no,2.0,no,1.0,0.0026,Sometimes,Automobile
1713,Female,21.768153,1.732862,132.94066,yes,yes,3.0,3.0,Sometimes,no,1.796257,no,1.68249,0.828549,Sometimes,Public_Transportation
3463,Male,24.920362,1.783901,120.988454,yes,yes,2.475892,3.0,Sometimes,no,2.949356,no,1.866839,0.100048,Sometimes,Automobile
19858,Female,21.012542,1.617749,68.981403,yes,yes,2.0,3.998618,Sometimes,no,2.868167,no,0.07115,0.0,Sometimes,Public_Transportation
14872,Female,20.534089,1.736276,121.658729,yes,yes,3.0,3.0,Sometimes,no,1.486824,no,0.985872,0.806069,Sometimes,Public_Transportation
2480,Female,25.982113,1.640824,104.791035,yes,yes,3.0,3.0,Sometimes,no,2.652327,no,0.098043,0.663492,Sometimes,Public_Transportation
18474,Female,27.0,1.6,61.0,no,yes,3.0,1.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
16175,Female,25.918524,1.611452,102.874549,yes,yes,3.0,3.0,Sometimes,no,1.023328,no,0.029728,1.0,Sometimes,Public_Transportation
2393,Female,30.958957,1.550053,63.999778,yes,yes,2.615788,3.985442,Sometimes,no,2.497065,no,1.0,0.0,Sometimes,Automobile
9315,Male,20.0,1.6,65.0,yes,no,3.0,1.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
12359,Female,22.0,1.56,58.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
3635,Male,21.0,1.69,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,2.0,Sometimes,Public_Transportation
14253,Male,18.0,1.74,108.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
19357,Male,21.0,1.7,75.0,no,yes,2.0,3.0,Sometimes,no,3.0,yes,3.0,0.0,Sometimes,Automobile
5802,Female,40.466313,1.571417,80.0,yes,yes,2.0,2.977999,Sometimes,no,1.971774,no,0.0,0.0,Sometimes,Automobile
7537,Female,16.0,1.6,45.0,no,no,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,no,Walking
18637,Female,18.0,1.7,50.0,no,yes,3.0,3.0,Frequently,no,1.0,no,2.0,1.0,no,Public_Transportation
1350,Female,39.129291,1.552648,77.550345,yes,yes,2.0,3.0,Sometimes,no,1.968011,no,0.0,0.0,Sometimes,Automobile
11306,Female,18.0,1.7,86.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
2616,Female,39.0,1.55,77.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
13024,Male,26.0,1.83,121.0,no,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
2235,Male,21.962426,1.716308,96.940255,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,no,Public_Transportation
19226,Female,25.989938,1.602025,104.899348,yes,yes,3.0,3.0,Sometimes,no,2.20979,no,0.01586,0.621605,Sometimes,Public_Transportation
2559,Female,18.0,1.56,51.5,no,yes,2.0,3.0,Frequently,no,1.0,no,0.0,2.0,Sometimes,Public_Transportation
18420,Female,25.968792,1.584782,110.084946,yes,yes,3.0,3.0,Sometimes,no,1.025275,no,0.017804,0.462973,Sometimes,Public_Transportation
7427,Female,25.96773,1.656504,104.986792,yes,yes,3.0,3.0,Sometimes,no,2.893117,no,0.069238,0.828549,Sometimes,Public_Transportation
18640,Female,19.17614,1.737313,127.427458,yes,yes,3.0,3.0,Sometimes,no,1.796956,no,0.915699,0.516764,Sometimes,Public_Transportation
11879,Male,22.969366,1.773914,116.160329,yes,yes,2.0,2.272801,Sometimes,no,2.970983,no,1.666965,1.36595,Sometimes,Public_Transportation
19736,Male,29.0,1.792239,89.652557,yes,yes,1.303878,1.374791,Sometimes,no,1.023328,no,1.0,0.0,Sometimes,Automobile
11854,Male,30.62865,1.759647,120.998266,yes,yes,2.742796,3.0,Sometimes,no,2.299878,no,1.089344,0.264969,Sometimes,Public_Transportation
6625,Male,18.0,1.85,90.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Sometimes,Automobile
13400,Male,19.0,1.8,85.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Walking
1635,Male,21.0,1.69,75.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
11361,Male,23.0,1.654961,94.790579,yes,yes,2.0,3.0,Sometimes,no,1.490613,no,0.654316,0.0,no,Public_Transportation
16730,Male,20.0,1.72,70.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,3.0,1.0,no,Public_Transportation
265,Female,19.058511,1.662017,49.838965,no,yes,1.4925,3.590039,Sometimes,no,1.049134,no,2.0,1.0,Sometimes,Public_Transportation
7802,Male,20.0,1.65,60.0,no,no,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
17276,Male,32.787101,1.703346,101.634313,yes,yes,2.938801,1.0,Sometimes,no,1.965237,no,1.96582,0.39174,no,Public_Transportation
14169,Male,17.065445,1.84629,59.409018,yes,yes,2.880792,4.0,Sometimes,no,2.0,no,2.0,0.622638,no,Automobile
19374,Female,26.0,1.622468,110.676343,yes,yes,3.0,3.0,Sometimes,no,2.474518,no,0.0,0.451377,Sometimes,Public_Transportation
5170,Female,26.0,1.650125,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.0,0.064769,Sometimes,Public_Transportation
16817,Female,18.469086,1.741925,133.466763,yes,yes,3.0,3.0,Sometimes,no,2.84837,no,1.425712,0.627886,Sometimes,Public_Transportation
6417,Male,29.721964,1.819875,129.19449,yes,yes,2.031185,3.0,Sometimes,no,1.868349,no,1.392026,0.0,Sometimes,Public_Transportation
18001,Female,21.0285,1.741377,54.877111,yes,yes,3.0,3.0,Frequently,no,2.64548,no,2.0,0.0,no,Public_Transportation
11025,Male,30.958957,1.657995,102.093223,yes,yes,2.974006,3.0,Sometimes,no,1.0,no,1.866023,0.0,no,Automobile
3366,Female,30.0,1.56,60.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
19844,Female,25.12791,1.703346,102.921218,yes,yes,3.0,3.0,Sometimes,no,1.042989,no,0.05093,0.911568,Sometimes,Public_Transportation
2501,Male,33.0,1.83,85.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
18598,Female,22.038327,1.753578,51.457226,yes,yes,2.0,3.0,Frequently,no,1.0,no,0.098043,1.0,no,Public_Transportation
2622,Male,26.490926,1.763465,112.256165,yes,yes,2.680375,3.0,Sometimes,no,2.020313,no,0.0,1.151166,Sometimes,Automobile
14446,Female,18.0,1.6,85.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,2.0,Sometimes,Public_Transportation
7527,Male,35.0,1.7,85.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.0,0.0,no,Automobile
5045,Female,18.0,1.710948,50.0,no,yes,1.518966,3.520555,Sometimes,no,1.134658,no,0.520407,1.0,Sometimes,Public_Transportation
7681,Male,26.947786,1.754441,118.332689,yes,yes,2.927218,3.0,Sometimes,no,2.816052,no,0.822186,0.0,Sometimes,Public_Transportation
2140,Male,18.0,1.691206,51.592225,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.520407,1.560402,no,Public_Transportation
6298,Female,25.964788,1.621231,104.988082,yes,yes,3.0,3.0,Sometimes,no,1.319437,no,0.139159,0.486558,Sometimes,Public_Transportation
8460,Male,27.583944,1.824655,107.482662,yes,yes,2.0,2.911568,Sometimes,no,2.803002,no,1.0,1.74288,Sometimes,Automobile
16251,Female,16.270434,1.834986,43.534531,no,yes,2.945967,3.488342,Sometimes,no,2.386904,no,2.11137,1.36595,Sometimes,Public_Transportation
20325,Female,25.966504,1.688025,105.036522,yes,yes,3.0,3.0,Sometimes,no,2.55057,no,0.008013,0.77582,Sometimes,Public_Transportation
20101,Female,24.196367,1.641098,111.275646,yes,yes,3.0,3.0,Sometimes,no,2.613928,no,0.0,0.076693,Sometimes,Public_Transportation
4373,Male,23.0,1.76,106.038468,yes,yes,2.0,2.272801,Sometimes,no,2.0,no,0.0,0.539876,Sometimes,Public_Transportation
695,Female,25.919571,1.610488,104.988925,yes,yes,3.0,3.0,Sometimes,no,2.813234,no,0.204108,0.629578,Sometimes,Public_Transportation
16283,Female,18.0,1.741377,104.94582,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.026142,0.0,no,Public_Transportation
4285,Male,40.993179,1.75,120.151967,yes,yes,2.966126,2.965494,Sometimes,no,1.142644,no,0.8554,0.0,Sometimes,Automobile
13601,Male,18.0,1.843172,51.457226,yes,yes,2.0,3.0,Sometimes,no,1.796257,no,2.21722,1.0,Sometimes,Public_Transportation
11364,Male,18.0,1.76,53.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Bike
1261,Female,25.498965,1.675185,117.631707,yes,yes,3.0,3.0,Sometimes,no,1.162153,no,1.076248,0.652289,Sometimes,Public_Transportation
2346,Female,18.0,1.6,52.0,no,yes,3.0,4.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Automobile
20186,Female,21.0,1.5,49.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
4484,Female,18.0,1.7,55.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
20302,Female,21.0,1.58,51.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
18235,Male,19.703095,1.84629,86.0805,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.92635,1.0,no,Public_Transportation
15784,Female,26.0,1.48,63.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
14443,Male,18.011903,1.755967,52.08657,yes,yes,1.412566,3.0,Sometimes,no,2.0,no,1.853425,1.0,Sometimes,Public_Transportation
17286,Female,23.0,1.59,55.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
17847,Male,21.72127,1.717601,82.039,yes,yes,1.142468,3.0,Sometimes,no,2.0,no,0.926201,1.922364,Sometimes,Public_Transportation
6225,Male,18.0,1.742901,80.0,yes,yes,2.13683,2.376374,Sometimes,no,2.684819,no,1.0,1.544357,no,Public_Transportation
1606,Female,21.979769,1.573987,80.0,yes,yes,2.0,1.101404,Sometimes,no,2.64548,no,1.271667,0.0,Sometimes,Public_Transportation
4518,Male,24.426457,1.61981,98.259423,yes,yes,2.869833,2.98212,Sometimes,no,1.0,no,1.999886,0.0,no,Public_Transportation
1163,Female,37.638102,1.544937,77.00103,yes,yes,2.0,2.95833,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
18853,Female,21.996523,1.710129,50.079991,no,yes,2.880483,3.0,Frequently,no,2.626309,no,1.026452,0.0,no,Public_Transportation
7014,Male,29.246269,1.749405,112.277567,yes,yes,2.0,2.937607,Sometimes,no,2.001936,no,0.0,0.393838,Sometimes,Public_Transportation
20388,Female,26.0,1.643332,111.933152,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.00705,0.173796,Sometimes,Public_Transportation
12437,Male,17.0,1.78,53.0,no,yes,2.0,4.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
139,Female,19.633898,1.5,71.602622,yes,no,3.0,3.087544,Sometimes,no,2.0,no,1.079524,1.0,no,Public_Transportation
3429,Male,26.595893,1.713825,80.386078,yes,yes,2.0,2.870005,Sometimes,no,2.642273,no,0.288032,0.505266,Frequently,Automobile
3375,Male,23.0,1.791174,105.025808,yes,yes,2.262171,3.0,Sometimes,no,2.292073,no,0.317363,0.509396,Sometimes,Public_Transportation
6503,Female,19.0,1.6,50.0,no,yes,2.0,4.0,Frequently,no,2.0,no,2.0,0.0,no,Public_Transportation
17021,Male,25.539411,1.77274,115.428276,yes,yes,2.175276,3.0,Sometimes,no,2.001936,no,1.079934,1.228995,Sometimes,Public_Transportation
5584,Male,18.0,1.8,58.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
3529,Female,18.871917,1.7,50.0,no,yes,1.052699,3.998618,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
12288,Female,23.0,1.7,93.0,yes,yes,3.0,3.0,Sometimes,no,1.0,yes,3.0,0.0,Frequently,Automobile
19441,Male,22.851773,1.703098,51.491957,yes,yes,2.0,4.0,Frequently,no,2.0,no,2.0,2.0,no,Public_Transportation
5459,Female,26.0,1.609401,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.0,0.278962,Sometimes,Public_Transportation
20216,Female,20.580984,1.632193,104.810024,yes,yes,3.0,3.0,Sometimes,no,1.484938,no,0.0,0.555468,Sometimes,Public_Transportation
13486,Female,26.0,1.641132,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.704827,no,0.0,0.613971,Sometimes,Public_Transportation
12460,Female,43.719395,1.691303,83.952968,yes,yes,2.328469,1.114564,Sometimes,no,2.809716,no,2.00123,0.220029,no,Automobile
16808,Male,23.0,1.75,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,no,Automobile
19685,Female,26.0,1.737165,111.856492,yes,yes,3.0,3.0,Sometimes,no,2.632224,no,0.0,0.125235,Sometimes,Public_Transportation
7738,Female,22.851834,1.730167,82.582954,yes,yes,2.0,1.226342,Sometimes,no,2.650989,no,1.228136,0.0,Sometimes,Public_Transportation
13852,Male,32.0,1.7,83.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,2.0,no,Automobile
9895,Female,21.721507,1.763987,133.689352,yes,yes,3.0,3.0,Sometimes,no,1.728139,no,1.44287,0.885993,Sometimes,Public_Transportation
18923,Male,26.826961,1.773594,115.347176,yes,yes,2.191429,3.0,Sometimes,no,2.102709,no,0.884935,0.081156,Sometimes,Public_Transportation
3860,Male,21.0,1.6,53.0,no,yes,2.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
6114,Female,38.0,1.5,56.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Walking
7212,Male,37.974483,1.76071,118.370628,yes,yes,2.23372,3.0,Sometimes,no,1.879381,no,0.793262,0.0,Sometimes,Automobile
20661,Female,25.955361,1.686033,104.879602,yes,yes,3.0,3.0,Sometimes,no,1.444379,no,0.249264,0.657221,Sometimes,Public_Transportation
6235,Female,29.740496,1.650012,87.27989,yes,yes,2.87599,3.0,Sometimes,no,2.652616,no,1.02975,0.0,Sometimes,Automobile
6956,Male,21.0,1.85,91.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
6812,Female,18.0,1.6,60.0,no,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
12125,Male,20.0,1.68,80.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
4618,Female,25.907833,1.623113,102.363149,yes,yes,3.0,3.0,Sometimes,no,1.032834,no,0.045246,0.463196,Sometimes,Public_Transportation
4985,Female,22.591439,1.596586,82.0,yes,yes,1.901611,1.0,Sometimes,no,2.0,no,0.0,1.588046,Sometimes,Public_Transportation
9901,Female,18.0,1.53,45.0,no,yes,2.0,3.0,Sometimes,no,1.0,yes,1.0,0.0,Sometimes,Public_Transportation
17757,Male,21.872484,1.73196,78.790936,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.315983,0.0,Sometimes,Public_Transportation
11488,Female,19.993154,1.721507,42.848033,no,yes,2.543563,2.521546,Sometimes,no,1.541733,no,1.228136,0.0,no,Public_Transportation
18397,Female,25.19291,1.523426,80.0,yes,no,2.0,3.0,Sometimes,no,1.086391,no,0.0,1.0,no,Public_Transportation
3532,Male,25.717522,1.773594,105.966894,yes,yes,3.0,3.0,Sometimes,no,2.816015,no,0.159255,0.519905,Sometimes,Public_Transportation
6695,Male,25.955361,1.611462,69.743323,yes,yes,2.048216,3.0,Sometimes,no,2.0,no,0.520407,1.466496,no,Public_Transportation
13506,Female,18.0,1.605521,68.392133,yes,yes,2.0,1.226342,Sometimes,no,2.0,no,2.892922,0.0,no,Public_Transportation
18306,Female,18.871917,1.755643,133.735889,yes,yes,3.0,3.0,Sometimes,no,2.935398,no,1.444382,0.950438,Sometimes,Public_Transportation
18852,Male,29.0,1.68,68.0,no,no,1.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
18643,Male,34.752916,1.732492,84.064875,yes,yes,2.0,1.835543,Sometimes,no,2.0,no,2.685087,0.0,no,Automobile
10140,Female,20.871667,1.80671,152.473675,yes,yes,3.0,3.0,Sometimes,no,2.304716,no,1.999897,0.927982,Sometimes,Public_Transportation
10312,Male,18.0,1.82,71.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
14264,Male,18.88061,1.792435,108.308112,yes,yes,2.121909,1.672751,Sometimes,no,2.500556,no,1.20758,0.0,no,Public_Transportation
14880,Male,21.098035,1.812259,106.69053,yes,yes,2.0,3.0,Sometimes,no,2.147746,no,0.0,0.396972,Sometimes,Public_Transportation
1227,Female,22.649792,1.68395,82.528575,yes,yes,2.772027,2.956422,Sometimes,no,2.526193,no,2.052896,0.896185,no,Public_Transportation
13523,Female,33.0,1.59,77.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,0.0,no,Automobile
13086,Female,19.376997,1.600264,45.0,no,no,3.0,3.0,Frequently,no,2.326635,no,1.727114,0.0,no,Public_Transportation
14578,Male,30.958051,1.766547,101.482054,yes,yes,2.964319,3.0,Sometimes,no,1.0,no,0.545931,1.0,no,Automobile
3000,Male,34.0,1.7,84.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,0.0,0.0,Sometimes,Automobile
16354,Female,25.96773,1.603404,102.032833,yes,yes,3.0,3.0,Sometimes,no,1.030501,no,0.05093,0.0,Sometimes,Public_Transportation
1862,Male,17.0,1.8,85.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
19090,Male,21.785351,1.681021,77.355417,yes,yes,2.0,2.880817,Sometimes,no,1.751723,no,0.998391,0.0,Sometimes,Public_Transportation
14538,Male,24.006271,1.757961,112.879662,yes,yes,1.996646,2.783336,Sometimes,no,2.0,no,1.076729,0.786665,Sometimes,Public_Transportation
14861,Female,25.816445,1.668931,104.774144,yes,yes,3.0,3.0,Sometimes,no,2.70485,no,0.189957,0.737226,Sometimes,Public_Transportation
10722,Male,23.254934,1.829239,121.658729,yes,yes,2.962415,3.0,Sometimes,no,2.511399,no,0.647798,0.464022,Sometimes,Public_Transportation
2041,Female,20.850119,1.71978,132.57927,yes,yes,3.0,3.0,Sometimes,no,2.838893,no,1.04268,0.735868,Sometimes,Public_Transportation
3508,Male,19.0,1.8,85.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
18255,Female,41.0,1.681855,77.684229,yes,yes,2.0,3.0,Sometimes,no,1.505381,no,0.0,0.0,Sometimes,Automobile
15365,Female,18.535075,1.603923,82.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,1.525597,no,Public_Transportation
5048,Male,24.001685,1.608469,102.003378,yes,yes,2.724121,2.951837,Sometimes,no,1.003563,no,1.271651,0.0,no,Public_Transportation
18460,Male,18.0,1.8,80.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
5217,Male,18.0,1.78,68.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
12825,Female,21.001969,1.682253,133.676663,yes,yes,3.0,3.0,Sometimes,no,2.474518,no,1.999631,0.672513,Sometimes,Public_Transportation
7153,Female,23.0,1.63,83.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,2.0,no,Public_Transportation
17264,Female,18.586978,1.738465,50.0,no,yes,2.0,3.725797,Sometimes,no,1.954968,no,1.351996,1.0,Sometimes,Public_Transportation
13695,Female,25.919241,1.655413,104.790549,yes,yes,3.0,3.0,Sometimes,no,1.484938,no,0.162083,0.930836,Sometimes,Public_Transportation
13235,Male,19.0,1.85,85.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Sometimes,Public_Transportation
5653,Female,21.566815,1.751067,133.845064,yes,yes,3.0,3.0,Sometimes,no,2.613928,no,1.664722,0.773807,Sometimes,Public_Transportation
14971,Male,33.700749,1.7,83.337721,yes,yes,2.029634,2.964024,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
1510,Male,19.0,1.88,84.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
4442,Female,21.412434,1.730636,128.114161,yes,yes,3.0,3.0,Sometimes,no,1.71659,no,1.425712,0.914492,Sometimes,Public_Transportation
3848,Male,27.757187,1.874061,118.165082,yes,yes,2.758394,3.0,Sometimes,no,2.0,no,0.458981,0.0,Sometimes,Automobile
16296,Female,17.0,1.66,58.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Walking
16491,Female,19.0,1.52,42.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
1202,Female,23.0,1.59,45.0,no,no,3.0,3.0,Frequently,no,2.0,yes,1.0,1.0,no,Public_Transportation
210,Male,26.680376,1.86516,121.889803,yes,yes,2.200588,3.0,Sometimes,no,2.359246,no,0.908981,0.092736,Sometimes,Public_Transportation
19070,Female,25.907833,1.642098,104.704707,yes,yes,3.0,3.0,Sometimes,no,1.319912,no,0.246831,0.723154,Sometimes,Public_Transportation
12381,Male,20.0,1.87,45.0,no,yes,3.0,3.0,Frequently,no,2.0,yes,2.0,0.0,Sometimes,Public_Transportation
13339,Male,21.353237,1.703098,98.54302,yes,yes,2.0,2.877583,Sometimes,no,2.0,no,0.0,1.331527,no,Public_Transportation
3509,Female,26.0,1.53,71.0,yes,no,2.0,3.0,Frequently,no,2.0,no,0.0,0.0,Sometimes,Automobile
7293,Male,31.755387,1.910987,130.986338,yes,yes,2.633855,3.0,Sometimes,no,2.0,no,1.295759,0.927341,Sometimes,Public_Transportation
1450,Female,22.654316,1.640745,82.0,yes,yes,1.063449,1.00061,Sometimes,no,1.002292,no,0.0,1.36595,Sometimes,Public_Transportation
8687,Female,19.0,1.647811,49.039794,no,yes,2.974006,3.0,Sometimes,no,1.0,no,0.108948,1.0,Sometimes,Public_Transportation
6241,Female,19.799054,1.543338,64.106108,yes,no,2.0,3.0,Sometimes,no,2.976177,no,1.0,1.212762,no,Public_Transportation
2325,Female,18.0,1.65,55.0,no,yes,3.0,4.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
424,Female,18.052394,1.613668,82.039,yes,yes,2.938801,3.0,Sometimes,no,1.544553,no,0.945093,0.0,Sometimes,Public_Transportation
18051,Female,23.254934,1.589027,80.555875,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
16764,Female,22.851721,1.722785,133.365094,yes,yes,3.0,3.0,Sometimes,no,1.797041,no,1.230219,0.723154,Sometimes,Public_Transportation
16419,Female,16.0,1.66,66.0,no,yes,2.0,1.0,Sometimes,yes,2.0,no,0.0,1.0,no,Public_Transportation
2767,Female,22.0,1.6,61.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
20450,Male,17.0,1.9,68.0,no,no,3.0,3.0,Frequently,no,2.0,no,1.0,2.0,no,Walking
12495,Female,26.0,1.640741,110.919646,yes,yes,3.0,3.0,Sometimes,no,2.666178,no,0.0,0.269577,Sometimes,Public_Transportation
12801,Male,22.906342,1.774983,121.82962,yes,yes,2.814517,2.677693,Sometimes,no,1.827515,no,0.350717,0.0,Sometimes,Public_Transportation
16083,Male,21.95994,1.873561,89.802492,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,0.092736,Sometimes,Public_Transportation
6020,Female,16.613108,1.586066,43.534531,no,no,3.0,3.0,Frequently,no,1.610768,yes,0.891444,0.0,no,Public_Transportation
11341,Male,21.0,1.7,75.0,no,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
14320,Male,31.327609,1.755938,118.668332,yes,yes,2.918113,3.0,Sometimes,no,2.868132,no,0.783963,0.0,Sometimes,Automobile
4032,Male,24.063874,1.774983,103.189532,yes,yes,2.252653,2.57038,Sometimes,no,1.0,no,0.819682,0.0,no,Public_Transportation
20392,Female,18.0,1.6,45.0,no,yes,3.0,3.0,Frequently,no,2.0,yes,1.0,0.0,Sometimes,Public_Transportation
17986,Female,26.0,1.640745,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.0,0.26956,Sometimes,Public_Transportation
327,Male,23.0,1.72,82.0,yes,yes,3.0,1.0,Frequently,no,2.0,no,0.0,2.0,Sometimes,Automobile
7434,Female,21.0,1.63,56.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Public_Transportation
13591,Male,22.906342,1.75376,52.058335,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.027433,1.525597,Sometimes,Public_Transportation
19616,Male,40.973007,1.7921,109.982692,yes,yes,2.273548,3.0,Sometimes,no,2.331123,no,1.315045,0.472343,Sometimes,Automobile
14104,Male,18.0,1.7,85.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
13556,Male,17.08525,1.7,55.700497,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.94141,1.0,no,Automobile
13935,Female,25.96701,1.622771,102.810704,yes,yes,3.0,3.0,Sometimes,no,1.485736,no,0.162083,0.927341,Sometimes,Public_Transportation
7808,Female,21.0,1.6,68.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,no,Public_Transportation
88,Female,26.0,1.640741,111.933152,yes,yes,3.0,3.0,Sometimes,no,2.634342,no,0.0,0.15171,Sometimes,Public_Transportation
11782,Male,30.0,1.67,90.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
15963,Female,19.0,1.65,90.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
14895,Male,19.0,1.8,87.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
7885,Male,18.535075,1.574017,41.452385,no,yes,2.724285,2.401341,Frequently,no,1.0,no,1.63812,0.105936,Sometimes,Public_Transportation
12733,Female,28.0,1.7,73.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
6880,Female,19.0,1.54,74.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Frequently,Public_Transportation
17885,Male,20.976842,1.769933,120.549592,yes,yes,2.633855,3.0,Sometimes,no,2.042073,no,1.420675,0.0,Sometimes,Public_Transportation
3958,Male,26.899886,1.909105,119.081804,yes,yes,2.971574,3.0,Sometimes,no,2.622638,no,1.925972,0.0,Sometimes,Public_Transportation
17061,Female,26.0,1.639524,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.638896,no,0.0,0.451377,Sometimes,Public_Transportation
8354,Female,19.300435,1.769484,49.649613,no,yes,2.0,3.754599,Sometimes,no,1.692112,no,2.0,1.0,Sometimes,Public_Transportation
1056,Female,19.220108,1.530875,42.0,no,yes,3.0,1.0,Frequently,no,1.040342,no,0.00705,0.907868,Sometimes,Public_Transportation
16581,Male,18.0,1.76,55.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
1084,Female,18.0,1.56,50.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
14193,Male,25.955361,1.77219,114.133149,yes,yes,2.175276,3.0,Sometimes,no,2.109697,no,1.427037,0.552498,Sometimes,Public_Transportation
17124,Female,18.0,1.64,84.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
2554,Female,20.0,1.63,61.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
14399,Female,30.0,1.6,61.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
9613,Male,24.122589,1.713825,98.66176,yes,yes,2.0,2.372339,Sometimes,no,1.880967,no,0.0,1.0,no,Public_Transportation
15547,Female,20.0,1.56,45.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
3668,Male,17.0,1.85,57.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
7918,Male,29.246269,1.909188,129.349471,yes,yes,2.959658,3.0,Sometimes,no,1.983649,no,1.879818,0.0,Sometimes,Public_Transportation
9492,Male,29.0,1.7,78.0,no,yes,2.0,3.0,Frequently,no,2.0,no,0.0,1.0,Frequently,Automobile
1205,Male,21.0,1.72,75.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,2.0,no,Public_Transportation
15868,Male,23.0,1.7,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,no,Walking
8626,Male,18.0,1.85,84.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,Frequently,Public_Transportation
9423,Male,27.562425,1.848683,120.420406,yes,yes,2.92711,3.0,Sometimes,no,2.929123,no,1.076729,0.290898,Sometimes,Public_Transportation
4441,Male,24.001685,1.773766,120.996074,yes,yes,2.427689,3.0,Sometimes,no,2.006167,no,1.082236,0.295685,Sometimes,Public_Transportation
7944,Male,25.01277,1.772449,115.089316,yes,yes,2.880759,3.0,Sometimes,no,2.165804,no,1.05545,1.0739,Sometimes,Public_Transportation
2388,Female,27.0,1.5,62.0,yes,no,3.0,1.0,Sometimes,no,2.0,no,0.0,1.0,no,Automobile
1805,Male,31.335093,1.754996,119.441207,yes,yes,2.967853,3.0,Sometimes,no,2.413813,no,0.742113,1.673584,Sometimes,Automobile
15907,Female,26.0,1.627567,110.804337,yes,yes,3.0,3.0,Sometimes,no,2.70485,no,0.0,0.59927,Sometimes,Public_Transportation
18576,Female,25.540865,1.668709,104.768318,yes,yes,3.0,3.0,Sometimes,no,1.242832,no,0.0,0.200379,Sometimes,Public_Transportation
4393,Female,26.0,1.629225,105.448264,yes,yes,3.0,3.0,Sometimes,no,2.569713,no,0.0,0.26579,Sometimes,Public_Transportation
2712,Female,21.0,1.65,60.0,no,yes,1.0,3.0,Always,no,1.0,no,2.0,0.0,no,Automobile
20403,Female,22.0,1.6,82.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
17607,Male,25.539411,1.835643,117.849351,yes,yes,2.028571,2.120936,Sometimes,no,2.010596,no,1.018158,0.048617,Sometimes,Public_Transportation
15702,Female,20.979254,1.56,44.339767,no,no,3.0,2.400943,Frequently,no,1.403784,yes,0.167125,0.0,Sometimes,Public_Transportation
5597,Male,19.0,1.6,70.0,no,yes,2.0,1.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
1901,Female,26.0,1.626449,110.92217,yes,yes,3.0,3.0,Sometimes,no,2.709428,no,0.0,0.228486,Sometimes,Public_Transportation
19385,Female,25.0,1.6,82.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
7149,Female,16.30687,1.616366,67.183128,yes,yes,1.620845,3.156309,Sometimes,no,2.0,no,0.926592,1.554404,no,Public_Transportation
8351,Male,17.0,1.7,51.0,no,yes,1.0,3.0,Always,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
9253,Female,21.0,1.6,60.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
7094,Female,18.13782,1.733439,82.368441,yes,yes,2.204914,2.880817,Sometimes,no,1.0,no,0.949976,1.333559,no,Public_Transportation
19237,Male,18.0,1.78,108.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Automobile
18144,Female,24.0,1.66,53.5,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Walking
7981,Male,20.0,1.7,70.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
16686,Female,34.139453,1.6811,77.053948,yes,yes,2.693859,1.865238,Sometimes,no,1.440526,no,0.0,0.0,no,Automobile
10413,Female,26.0,1.62456,111.886611,yes,yes,3.0,3.0,Sometimes,no,2.619517,no,0.0,0.26956,Sometimes,Public_Transportation
4667,Male,27.558801,1.828391,120.998266,yes,yes,2.934671,3.0,Sometimes,no,2.839558,no,1.096556,0.0,Sometimes,Public_Transportation
5286,Male,28.992809,1.82559,120.860386,yes,yes,2.49619,3.0,Sometimes,no,3.0,no,0.706777,0.675076,Sometimes,Public_Transportation
14831,Female,25.968792,1.642098,104.988925,yes,yes,3.0,3.0,Sometimes,no,1.234943,no,0.162279,0.619012,Sometimes,Public_Transportation
4672,Female,21.140165,1.71582,133.955091,yes,yes,3.0,3.0,Sometimes,no,2.318736,no,1.318743,0.715993,Sometimes,Public_Transportation
20651,Female,22.766227,1.584785,44.00945,no,no,3.0,3.0,Frequently,no,2.686824,no,2.0,0.0,no,Public_Transportation
10862,Female,25.124595,1.76414,51.7325,yes,yes,3.0,3.0,Frequently,no,2.414739,no,1.645532,0.0,Sometimes,Public_Transportation
14740,Female,21.0,1.63,60.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
2885,Male,23.0,1.68,75.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
3045,Male,21.962426,1.868931,85.0,yes,yes,2.0,3.0,Sometimes,no,2.825629,no,1.0,0.315595,Sometimes,Public_Transportation
15302,Male,23.603191,1.610647,98.54302,yes,yes,2.103335,2.948721,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
5963,Male,24.149036,1.75,120.702935,yes,yes,2.913452,3.0,Sometimes,no,2.7305,no,1.813318,0.738935,Sometimes,Public_Transportation
2202,Male,23.0,1.74,52.0,yes,yes,2.0,3.0,Always,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
3277,Female,18.0,1.59559,41.557468,no,yes,2.959658,1.411685,Sometimes,no,1.0,no,0.0,1.59405,Sometimes,Public_Transportation
4974,Female,26.0,1.627839,110.818757,yes,yes,3.0,3.0,Sometimes,no,2.708927,no,0.0,0.465607,Sometimes,Public_Transportation
6195,Male,25.0,1.8,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
221,Female,20.738469,1.745644,126.490236,yes,yes,3.0,3.0,Sometimes,no,1.274718,no,1.399183,0.900067,Sometimes,Public_Transportation
4148,Female,26.0,1.642392,111.914361,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.09776,Sometimes,Public_Transportation
3256,Female,26.0,1.643332,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.621877,no,0.0,0.078607,Sometimes,Public_Transportation
20102,Male,29.506287,1.755978,112.287678,yes,yes,1.428289,3.0,Sometimes,no,2.13755,no,0.0,1.391948,Sometimes,Automobile
576,Male,26.0,1.75,80.0,yes,no,2.0,3.0,Sometimes,no,2.0,yes,2.0,0.0,Sometimes,Public_Transportation
18765,Male,19.0,1.81,50.0,no,yes,1.0,4.0,Always,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
16490,Female,38.683794,1.501993,76.642944,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Automobile
4197,Female,18.827008,1.729045,50.0,no,yes,3.0,1.0,Frequently,no,1.0,no,0.943058,0.426643,Sometimes,Public_Transportation
15248,Male,30.610436,1.783914,120.998266,yes,yes,2.05687,3.0,Sometimes,no,2.358088,no,1.076926,0.552665,Sometimes,Automobile
499,Male,23.147644,1.821514,63.183846,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.520408,0.0,Sometimes,Automobile
19773,Male,18.0,1.7,70.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,1.0,Sometimes,Walking
5345,Male,21.0,1.7,75.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
10543,Male,23.0,1.72,83.0,yes,yes,3.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
5683,Male,18.0,1.787733,51.524444,no,yes,2.0,4.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
14585,Male,18.0,1.67,62.0,yes,no,3.0,4.0,Frequently,no,2.0,no,0.0,2.0,no,Public_Transportation
14030,Male,20.924956,1.792833,104.839068,yes,yes,2.611847,1.437959,Sometimes,no,1.016968,no,0.850715,0.0,no,Public_Transportation
14197,Male,23.329344,1.751278,119.441207,yes,yes,2.252698,3.0,Sometimes,no,2.924594,no,1.943743,0.188693,Sometimes,Public_Transportation
6145,Male,23.712641,1.835643,121.835883,yes,yes,2.619987,2.658837,Sometimes,no,1.968011,no,1.289421,0.0,Sometimes,Public_Transportation
11402,Female,25.919571,1.715597,104.988925,yes,yes,3.0,3.0,Sometimes,no,2.617401,no,0.143955,0.711331,Sometimes,Public_Transportation
15535,Male,22.285024,1.737453,82.0,yes,yes,2.0,2.720642,Sometimes,no,1.830614,no,0.451009,0.0,Sometimes,Public_Transportation
6723,Male,21.353237,1.791615,105.655037,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.062932,0.14451,Sometimes,Public_Transportation
3479,Female,26.0,1.639524,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.739351,no,0.0,0.138563,Sometimes,Public_Transportation
7809,Female,25.986368,1.668951,112.249699,yes,yes,3.0,3.0,Sometimes,no,2.930137,no,0.043101,0.138418,Sometimes,Public_Transportation
3926,Male,24.05331,1.872517,121.471077,yes,yes,3.0,2.683061,Sometimes,no,2.640483,no,0.884935,0.169016,Sometimes,Public_Transportation
6402,Female,21.0,1.6,49.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
13985,Female,21.0,1.66,58.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
466,Male,22.927011,1.792435,89.652557,yes,yes,1.961347,2.272214,Sometimes,no,2.0,no,0.0,1.339691,Sometimes,Public_Transportation
59,Female,20.225396,1.595165,44.594588,no,yes,3.0,3.0,Frequently,no,2.444125,yes,1.190465,0.0,no,Public_Transportation
4037,Male,25.659092,1.75,115.127662,yes,yes,3.0,3.0,Sometimes,no,2.115967,no,1.320065,0.0,Sometimes,Public_Transportation
17120,Female,20.975973,1.739293,42.3601,no,no,3.0,1.0,Frequently,no,1.322048,no,1.230441,0.081929,Sometimes,Public_Transportation
17601,Male,18.0,1.710756,50.890363,no,yes,1.081585,3.0,Sometimes,no,1.0,no,0.259427,1.0,Sometimes,Public_Transportation
8732,Female,22.469351,1.680858,82.0,yes,yes,1.220024,1.0,Sometimes,no,2.0,no,0.0,1.220029,Sometimes,Public_Transportation
11568,Female,22.0,1.68,52.0,no,yes,3.0,3.0,Frequently,no,2.0,no,0.0,0.0,no,Public_Transportation
7606,Female,21.768834,1.732951,133.845064,yes,yes,3.0,3.0,Sometimes,no,2.838893,no,1.486289,0.62535,Sometimes,Public_Transportation
16144,Male,23.329344,1.75,117.631707,yes,yes,1.936479,3.0,Sometimes,no,2.0,no,1.0,0.06741,Sometimes,Public_Transportation
344,Male,37.936044,1.75015,118.668332,yes,yes,2.457548,3.0,Sometimes,no,2.104264,no,0.598655,0.0,Sometimes,Automobile
19055,Male,18.0,1.78,68.0,yes,yes,2.0,4.0,Frequently,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
10567,Male,19.108796,1.768493,87.803311,yes,yes,2.767731,3.714833,Sometimes,no,1.835545,no,2.0,0.4346,Sometimes,Public_Transportation
17946,Female,21.412434,1.780731,135.346677,yes,yes,3.0,3.0,Sometimes,no,2.699675,no,1.425712,0.927982,Sometimes,Public_Transportation
14112,Female,19.0,1.6,61.0,no,no,3.0,1.0,Always,no,2.0,no,1.0,1.0,no,Public_Transportation
15496,Female,19.816949,1.731261,50.0,no,yes,1.133844,3.725797,Sometimes,no,1.144467,no,0.743593,0.0,Sometimes,Public_Transportation
10039,Female,26.0,1.621167,105.69053,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
12971,Female,18.0,1.6,58.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
1632,Male,22.0,1.84,85.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
20217,Female,17.0,1.6,65.0,yes,yes,3.0,1.0,Sometimes,no,2.0,yes,1.0,1.0,Sometimes,Public_Transportation
2571,Female,41.743333,1.722884,79.989789,yes,yes,2.09663,2.601675,Sometimes,no,2.0,no,0.0,0.0,no,Automobile
2698,Male,21.0,1.71,75.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
878,Female,22.970655,1.710182,51.107925,yes,yes,2.96008,3.0,Frequently,no,2.654636,no,0.750111,1.0,no,Public_Transportation
11187,Female,33.0,1.65,78.0,yes,no,3.0,1.0,Sometimes,no,2.0,no,0.0,0.0,no,Automobile
5833,Female,22.0,1.54,56.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
15180,Male,19.0,1.62,69.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
9415,Female,22.884722,1.622787,82.0,yes,yes,2.0,1.0,Sometimes,no,2.122884,no,0.248034,1.0,no,Public_Transportation
4411,Male,19.0,1.7,78.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,2.0,Sometimes,Public_Transportation
8615,Male,43.604901,1.65,80.0,yes,yes,2.0,1.146052,Sometimes,no,2.08554,no,1.31817,0.0,Sometimes,Automobile
12273,Male,26.740655,1.829757,120.980508,yes,yes,2.265973,3.0,Sometimes,no,2.825629,no,0.0,0.217632,Sometimes,Public_Transportation
3633,Female,25.96701,1.63073,102.523111,yes,yes,3.0,3.0,Sometimes,no,1.02161,no,0.0,0.461532,Sometimes,Public_Transportation
10421,Female,21.0,1.75,78.0,yes,yes,2.0,1.0,Sometimes,no,3.0,yes,2.0,0.0,Sometimes,Public_Transportation
3310,Female,26.0,1.616975,111.884535,yes,yes,3.0,3.0,Sometimes,no,2.632253,no,0.0,0.451377,Sometimes,Public_Transportation
1402,Female,26.0,1.62439,110.777391,yes,yes,3.0,3.0,Sometimes,no,2.685842,no,0.0,0.451377,Sometimes,Public_Transportation
11993,Male,30.916426,1.780089,120.0,yes,yes,2.9673,3.0,Sometimes,no,2.165804,no,0.838739,1.198439,Sometimes,Automobile
3505,Female,19.0,1.64,49.0,no,no,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
19486,Male,21.980847,1.783914,105.000706,yes,yes,2.571274,3.0,Sometimes,no,2.854161,no,1.0,0.0,Sometimes,Public_Transportation
2053,Male,22.705772,1.735659,96.710735,yes,yes,2.0,1.000283,Sometimes,no,2.36293,no,2.891986,1.466667,no,Public_Transportation
16485,Male,18.0,1.77,76.0,no,yes,3.0,3.0,Frequently,no,1.0,yes,1.0,0.0,no,Public_Transportation
14323,Female,18.0,1.771817,86.0805,yes,yes,2.0,3.0,Sometimes,no,2.70485,no,1.0,0.124977,no,Public_Transportation
8025,Male,17.0,1.7,50.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
5354,Male,18.426619,1.741014,51.457226,yes,yes,2.977018,3.0,Sometimes,no,2.426465,no,2.0,1.0,Sometimes,Public_Transportation
18174,Female,21.0,1.55,62.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
826,Female,25.943827,1.694969,104.839068,yes,yes,3.0,3.0,Sometimes,no,1.603549,no,0.0,0.680746,Sometimes,Public_Transportation
12419,Male,29.0,1.65,90.0,yes,yes,2.0,3.0,Always,no,1.0,no,0.0,1.0,Sometimes,Automobile
200,Male,25.919241,1.610647,102.069267,yes,yes,2.680375,1.015488,Sometimes,no,1.0,no,1.583832,0.0,no,Public_Transportation
8649,Male,19.931667,1.856315,87.344156,no,yes,2.0,3.0,Sometimes,no,2.856315,no,2.0,1.0,Sometimes,Public_Transportation
4999,Female,31.274628,1.67,71.602622,yes,yes,2.843709,1.599464,Sometimes,no,2.663861,no,1.682271,0.160138,Sometimes,Automobile
7101,Female,21.001458,1.669136,88.026943,yes,yes,2.0,1.0,Sometimes,no,2.715252,no,1.0,0.969097,no,Public_Transportation
9902,Female,19.0,1.56,56.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
3386,Male,21.0,1.75,70.0,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,no,Public_Transportation
14247,Male,22.396504,1.756772,55.620604,yes,yes,2.0,4.0,Sometimes,no,2.77962,no,2.0,1.443212,no,Public_Transportation
6045,Male,21.017383,1.823755,116.160329,yes,yes,2.9553,3.0,Sometimes,no,2.0,no,0.767013,1.0,Sometimes,Public_Transportation
20472,Male,17.0,1.856406,59.409018,yes,yes,2.44004,3.0,Sometimes,no,2.0,no,2.011519,0.0,Sometimes,Automobile
16516,Male,22.717943,1.839699,120.431551,yes,yes,2.777165,2.938902,Sometimes,no,2.966647,no,1.686229,0.630866,Sometimes,Public_Transportation
9931,Male,32.269912,1.772929,83.0,yes,yes,2.913486,2.989791,Sometimes,no,1.0,no,1.729987,0.890527,Frequently,Automobile
898,Female,26.0,1.630927,111.235188,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,0.0,0.357314,Sometimes,Public_Transportation
2174,Male,25.659092,1.787195,115.627554,yes,yes,1.735664,3.0,Sometimes,no,2.002194,no,1.04268,0.357314,Sometimes,Public_Transportation
8865,Female,27.0,1.7,78.0,yes,yes,3.0,1.0,Sometimes,yes,2.0,no,0.0,1.0,Sometimes,Automobile
4824,Male,21.987341,1.64037,70.0,no,yes,2.0,1.273128,no,no,1.220365,no,1.0,0.0,Sometimes,Public_Transportation
12798,Male,39.881316,1.767186,119.029103,yes,yes,2.971588,3.0,Sometimes,no,2.738485,no,0.668963,0.0,Sometimes,Automobile
1453,Male,21.0,1.69,95.0,yes,yes,2.0,3.0,Sometimes,yes,2.0,no,0.0,2.0,no,Public_Transportation
2583,Male,25.846279,1.819535,114.480696,yes,yes,3.0,3.0,Sometimes,no,2.302506,no,0.979306,0.176678,Sometimes,Public_Transportation
13769,Male,21.0,1.62,70.0,yes,yes,2.0,1.0,no,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
8639,Female,26.0,1.649178,111.950113,yes,yes,3.0,3.0,Sometimes,no,2.638896,no,0.0,0.051858,Sometimes,Public_Transportation
12034,Female,18.367481,1.746416,133.665587,yes,yes,3.0,3.0,Sometimes,no,2.858389,no,1.412357,0.625371,Sometimes,Public_Transportation
1092,Male,18.0,1.78,108.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
6126,Male,22.969366,1.835678,91.204753,yes,yes,2.0,1.81698,Sometimes,no,1.031354,no,1.0,0.0,Sometimes,Public_Transportation
13593,Male,21.700748,1.784555,106.49141,yes,yes,2.0,3.0,Sometimes,no,2.868679,no,1.170823,0.0,no,Public_Transportation
11805,Female,27.0,1.55,63.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
9048,Male,25.540865,1.87407,121.205171,yes,yes,2.724121,3.0,Sometimes,no,2.715572,no,1.217993,0.010721,Sometimes,Public_Transportation
13092,Female,18.0,1.64,49.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
16258,Male,40.654155,1.769933,117.849351,yes,yes,2.964319,2.993634,Sometimes,no,1.968796,no,1.076729,0.0,Sometimes,Automobile
20471,Male,19.0,1.65,45.0,yes,yes,2.0,4.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
3455,Male,21.0,1.72,100.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
15123,Male,30.717727,1.848553,126.460936,yes,yes,2.754645,3.0,Sometimes,no,1.344122,no,0.979306,0.0,Sometimes,Public_Transportation
12319,Female,18.0,1.67,60.0,no,yes,2.0,3.0,Always,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
11251,Female,22.667596,1.616366,82.0,yes,yes,1.096455,1.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
7884,Male,20.677105,1.782756,102.950929,yes,yes,2.0,3.0,Sometimes,no,1.618189,no,0.571648,0.0,no,Public_Transportation
5998,Male,31.205668,1.751029,120.158049,yes,yes,2.219186,3.0,Sometimes,no,2.151028,no,0.554646,0.0,Sometimes,Automobile
6544,Female,22.874658,1.675979,82.0,yes,yes,2.0,1.068196,Sometimes,no,2.0,no,0.0,0.413663,Sometimes,Public_Transportation
9092,Female,26.0,1.656504,111.588625,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.167272,Sometimes,Public_Transportation
2862,Male,18.0,1.816298,51.437985,yes,yes,2.910345,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
20062,Male,20.0,1.67,60.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
15409,Female,25.920738,1.668931,104.768318,yes,yes,3.0,3.0,Sometimes,no,1.48075,no,0.162279,0.912457,Sometimes,Public_Transportation
5954,Male,25.0,1.8,72.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Automobile
6270,Male,19.0,1.8,71.0,no,no,1.0,3.0,Always,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
19235,Female,37.997912,1.571417,62.894283,yes,yes,2.942154,2.129909,Sometimes,no,2.369627,no,2.64102,0.720454,Sometimes,Automobile
4034,Male,34.993835,1.742538,84.064875,yes,yes,2.0,2.918124,Sometimes,no,2.771469,no,1.0,0.0,no,Automobile
11444,Male,20.0,1.72,80.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
7664,Male,33.0816,1.705617,83.016968,yes,yes,2.0,3.0,Sometimes,no,2.991671,no,2.148738,0.0,Sometimes,Automobile
7646,Female,38.0,1.53,78.0,no,yes,3.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Frequently,Automobile
20438,Male,22.0,1.72,62.0,no,yes,2.0,3.0,Sometimes,no,1.0,yes,0.0,2.0,no,Public_Transportation
7834,Male,26.798532,1.758372,118.154345,yes,yes,2.977585,3.0,Sometimes,no,2.152666,no,1.980738,0.0,Sometimes,Public_Transportation
14492,Male,24.284861,1.807538,120.082941,yes,yes,2.219186,3.0,Sometimes,no,2.724099,no,1.427037,0.68173,Sometimes,Public_Transportation
2754,Female,20.0,1.64,56.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
18260,Female,18.0,1.6,58.0,yes,yes,1.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
18701,Male,21.0,1.8,64.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,3.0,1.0,no,Public_Transportation
20055,Female,18.0,1.56,60.0,yes,yes,2.0,3.0,Sometimes,no,1.0,yes,1.0,2.0,Sometimes,Public_Transportation
4546,Male,25.314163,1.779325,118.20313,yes,yes,1.961069,3.0,Sometimes,no,2.0,no,1.541072,0.526776,Sometimes,Public_Transportation
8937,Male,19.0,1.56,50.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
15055,Female,21.0,1.68,75.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
6352,Female,17.0,1.71,50.0,no,yes,3.0,4.0,Always,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
15650,Female,24.497373,1.73995,133.843033,yes,yes,3.0,3.0,Sometimes,no,2.813234,no,1.464674,0.552498,Sometimes,Public_Transportation
5023,Female,19.86997,1.523426,42.0,no,yes,3.0,1.0,Frequently,no,1.0,no,0.07115,0.0,Sometimes,Public_Transportation
10633,Female,38.397463,1.525234,62.339003,yes,yes,2.278644,2.880817,Sometimes,no,1.0,no,0.0,0.0,no,Automobile
10402,Male,18.0,1.7921,108.742005,yes,yes,2.0,2.994198,Sometimes,no,2.708168,no,1.0,1.546738,Sometimes,Public_Transportation
1215,Female,32.383858,1.548178,65.267427,yes,yes,2.0,1.0,Sometimes,no,1.675733,no,0.0,0.707246,Sometimes,Public_Transportation
12509,Male,30.242597,1.764484,118.363376,yes,yes,2.964319,2.993623,Sometimes,no,1.824561,no,1.07672,0.0,Sometimes,Public_Transportation
17075,Male,17.767432,1.75,85.770013,yes,yes,2.33998,3.0,Sometimes,no,1.992548,no,0.876101,1.0,no,Public_Transportation
12849,Female,20.244359,1.538398,41.397378,no,yes,3.0,1.0,Frequently,no,1.30491,yes,0.0,0.920858,Sometimes,Public_Transportation
11183,Female,25.0,1.54,56.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
5376,Male,23.0,1.72,100.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
14070,Male,24.347414,1.609068,100.624553,yes,yes,2.042762,2.992083,Sometimes,no,1.0,no,0.926201,1.333559,no,Public_Transportation
15773,Male,18.0,1.66,65.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
1282,Male,37.955371,1.750085,118.277657,yes,yes,2.744994,3.0,Sometimes,no,2.024035,no,0.0,1.679442,Sometimes,Automobile
17379,Female,38.378056,1.660446,75.399191,yes,yes,2.57649,3.53009,Sometimes,no,2.0,no,0.572877,1.413375,Frequently,Automobile
5382,Female,26.0,1.640535,111.883747,yes,yes,3.0,3.0,Sometimes,no,2.634342,no,0.0,0.200379,Sometimes,Public_Transportation
8178,Male,32.176795,1.759772,120.860386,yes,yes,2.0,3.0,Sometimes,no,2.828861,no,1.898889,0.0,Sometimes,Public_Transportation
12052,Female,26.0,1.641132,111.531208,yes,yes,3.0,3.0,Sometimes,no,2.61939,no,0.0,0.091711,Sometimes,Public_Transportation
17229,Male,30.0,1.85,100.0,yes,yes,3.0,3.0,Always,no,1.0,no,0.0,1.0,Frequently,Automobile
12405,Male,18.0,1.855353,86.098523,yes,yes,2.0,3.0,Sometimes,no,1.964435,no,1.0,0.854536,Sometimes,Public_Transportation
17854,Female,18.0,1.62,55.0,yes,yes,3.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
19364,Male,30.870724,1.670774,101.626189,yes,yes,2.99448,2.39007,Sometimes,no,1.0,no,0.934286,0.0,Sometimes,Public_Transportation
15854,Male,23.0,1.65,58.0,no,yes,1.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Walking
16557,Female,18.0,1.6,45.0,no,yes,3.0,4.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
13864,Female,22.0,1.66,64.0,yes,yes,1.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
4903,Male,21.0,1.62,67.0,no,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
15759,Female,21.0,1.6,58.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
16632,Female,16.0,1.58,64.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
18000,Male,20.0,1.76,72.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
1534,Female,16.613108,1.57206,45.0,no,yes,2.928234,3.0,Sometimes,no,2.515765,no,2.830911,0.220029,Sometimes,Public_Transportation
6455,Male,30.02019,1.752863,111.95611,yes,yes,2.9553,3.0,Sometimes,no,1.859089,no,0.0,1.0,Sometimes,Automobile
3018,Male,25.036269,1.838266,120.158049,yes,yes,2.392179,3.0,Sometimes,no,1.960131,no,1.026033,0.0,Sometimes,Public_Transportation
16932,Female,38.0,1.6,60.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
10180,Female,25.986368,1.633442,109.599453,yes,yes,3.0,3.0,Sometimes,no,1.626467,no,0.061366,0.619235,Sometimes,Public_Transportation
18253,Male,22.0,1.74,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,2.0,no,Public_Transportation
15626,Male,34.389679,1.681719,77.956921,yes,yes,3.0,1.672751,Sometimes,no,2.0,no,0.889963,0.0,Sometimes,Automobile
16497,Female,25.540865,1.626179,105.966894,yes,yes,3.0,3.0,Sometimes,no,1.630528,no,0.001297,0.519905,Sometimes,Public_Transportation
3125,Male,33.690239,1.684082,91.630257,yes,yes,2.0,2.961192,Sometimes,no,1.0,no,1.524405,0.0,no,Automobile
11578,Female,19.0,1.62,68.0,no,no,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
15255,Male,23.096353,1.699474,121.248035,yes,yes,2.766612,2.658639,Sometimes,no,1.0,no,1.991565,0.0,Sometimes,Public_Transportation
4104,Female,25.653233,1.669701,107.94747,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.194745,0.890527,Sometimes,Public_Transportation
16183,Male,25.311534,1.739457,113.451224,yes,yes,2.938801,3.0,Sometimes,no,2.041536,no,0.387074,0.283804,Sometimes,Public_Transportation
20396,Male,19.045357,1.768834,87.676154,yes,no,2.294067,2.601675,Sometimes,no,1.448875,no,1.079934,0.0,Sometimes,Public_Transportation
13724,Female,38.0,1.54,78.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Frequently,Automobile
8406,Male,21.0,1.62,70.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
14692,Male,19.0,1.7,79.0,no,yes,1.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
4046,Male,17.0,1.8,97.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
12291,Female,26.0,1.643421,111.863186,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,0.0,0.162494,Sometimes,Public_Transportation
1489,Male,28.39124,1.783901,113.372851,yes,yes,2.57691,3.0,Sometimes,no,2.0,no,2.0,0.393358,Sometimes,Automobile
7654,Male,17.925497,1.818641,85.687751,no,yes,2.465575,3.563744,Sometimes,no,2.0,no,2.000088,0.127879,Sometimes,Automobile
9820,Male,30.605225,1.793174,118.26569,yes,yes,2.252698,3.0,Sometimes,no,2.0,no,0.87967,1.335158,Sometimes,Automobile
1114,Female,18.0,1.7,80.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
8122,Female,18.0,1.62,58.0,no,yes,3.0,1.0,Frequently,no,1.0,no,1.0,1.0,no,Public_Transportation
13649,Female,20.924808,1.724268,44.641796,no,no,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
2617,Female,21.0,1.709585,75.0,yes,yes,2.0,3.051804,Sometimes,no,1.0,no,0.0,0.276592,Sometimes,Public_Transportation
11129,Female,18.367481,1.716497,126.798173,yes,yes,3.0,3.0,Sometimes,no,1.347559,no,1.621733,0.862587,Sometimes,Public_Transportation
10513,Male,22.889099,1.828092,89.994351,yes,yes,1.518966,2.376374,Sometimes,no,2.0,no,0.0,0.202902,Sometimes,Public_Transportation
3405,Male,19.0,1.69,50.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
8840,Male,16.0,1.82,70.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
6760,Male,19.0,1.8,85.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
15949,Male,22.679935,1.694633,75.480764,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.166076,Sometimes,Public_Transportation
3984,Male,24.149036,1.72,99.540122,yes,yes,2.0,1.471053,Sometimes,no,2.0,no,1.0,0.646514,Sometimes,Public_Transportation
3115,Male,34.0,1.84,100.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Frequently,Automobile
14866,Male,22.0,1.716691,51.149283,yes,yes,2.0,3.0,Sometimes,no,1.835545,no,0.520407,1.673584,no,Public_Transportation
15450,Female,26.0,1.632377,111.863186,yes,yes,3.0,3.0,Sometimes,no,2.588107,no,0.0,0.237307,Sometimes,Public_Transportation
12612,Male,18.166318,1.716545,50.0,yes,yes,2.0,3.0,Sometimes,no,1.01378,no,0.345684,2.0,Sometimes,Public_Transportation
20185,Male,23.0,1.723191,51.149283,yes,yes,3.0,3.0,Sometimes,no,2.976177,no,1.985536,0.0,Sometimes,Public_Transportation
1624,Female,18.0,1.680171,90.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,0.0,2.0,no,Public_Transportation
6136,Female,25.954511,1.639524,110.062941,yes,yes,3.0,3.0,Sometimes,no,1.087166,no,0.01437,0.269577,Sometimes,Public_Transportation
6808,Male,23.0,1.7,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
12953,Male,30.575349,1.775416,121.248035,yes,yes,2.342323,3.0,Sometimes,no,2.627569,no,0.835271,0.36216,Sometimes,Automobile
14926,Female,19.0,1.62,55.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
20592,Female,21.0,1.6,48.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
12218,Female,25.783865,1.622468,110.676343,yes,yes,3.0,3.0,Sometimes,no,1.528258,no,0.01586,0.436068,Sometimes,Public_Transportation
15117,Female,26.0,1.654875,111.927001,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.825609,Sometimes,Public_Transportation
16374,Female,25.950898,1.668931,104.846817,yes,yes,3.0,3.0,Sometimes,no,1.453626,no,0.051097,0.6454,Sometimes,Public_Transportation
12344,Male,38.397463,1.694997,103.026858,yes,yes,2.252472,3.0,Sometimes,no,1.0,no,1.596576,0.0,no,Automobile
15350,Male,24.63474,1.754996,118.40174,yes,yes,1.397468,3.0,Sometimes,no,2.01897,no,0.647632,1.668318,Sometimes,Public_Transportation
18434,Male,17.0,1.7,75.0,yes,yes,3.0,3.0,Frequently,no,3.0,no,1.0,2.0,Sometimes,Walking
10480,Male,24.825398,1.848965,121.065052,yes,yes,2.442536,2.644692,Sometimes,no,2.509535,no,1.556155,0.0,Sometimes,Public_Transportation
15124,Female,25.540865,1.673665,114.482386,yes,yes,3.0,3.0,Sometimes,no,2.363307,no,0.268801,0.711331,Sometimes,Public_Transportation
13528,Female,33.749594,1.699568,74.803157,yes,yes,2.253371,3.0,Sometimes,no,1.0,no,0.987591,0.0,Sometimes,Automobile
13751,Female,21.0,1.6,48.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
19246,Female,21.0,1.52,42.3,no,yes,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,no,Public_Transportation
1258,Male,27.0,1.83,72.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
11920,Female,18.312665,1.738397,133.466763,yes,yes,3.0,3.0,Sometimes,no,2.863513,no,1.68249,0.62535,Sometimes,Public_Transportation
5662,Female,26.0,1.603404,104.928643,yes,yes,3.0,3.0,Sometimes,no,2.686824,no,0.210351,0.688293,Sometimes,Public_Transportation
6442,Female,26.0,1.618348,104.947703,yes,yes,3.0,3.0,Sometimes,no,2.709654,no,0.0,0.692638,Sometimes,Public_Transportation
7757,Female,17.0,1.58,49.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
9014,Female,38.0,1.68,78.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,no,Automobile
2168,Male,25.0,1.78,98.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,1.0,Frequently,Public_Transportation
2386,Female,18.314593,1.746061,133.76473,yes,yes,3.0,3.0,Sometimes,no,2.858389,no,1.425712,0.941336,Sometimes,Public_Transportation
7511,Male,23.47007,1.705617,83.568035,yes,yes,2.0,1.097312,Sometimes,no,2.0,no,1.0,1.99219,Sometimes,Public_Transportation
273,Male,30.242597,1.756221,118.382361,yes,yes,2.312528,3.0,Sometimes,no,2.208068,no,1.07672,1.035711,Sometimes,Automobile
14964,Male,21.67315,1.73995,78.55444,yes,no,2.0,2.468421,Sometimes,no,2.0,no,1.21718,0.677909,no,Public_Transportation
19960,Female,21.0,1.6,66.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
14998,Female,25.96773,1.643332,102.003378,yes,yes,3.0,3.0,Sometimes,no,1.030501,no,0.0,0.200379,Sometimes,Public_Transportation
13616,Male,18.0,1.75,70.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
9463,Male,17.290765,1.721348,53.783977,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.827506,2.0,Sometimes,Public_Transportation
7386,Female,22.989846,1.716308,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.732186,0.0,no,Public_Transportation
15197,Female,19.058511,1.571812,45.0,no,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
4194,Female,21.0,1.5,48.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
2503,Male,23.0,1.75,78.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,3.0,0.0,Frequently,Automobile
4520,Male,21.0,1.69,80.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
17242,Male,30.62865,1.863883,112.776612,yes,yes,2.14084,2.18162,Sometimes,no,2.0,no,0.011477,0.0,Sometimes,Automobile
6332,Male,18.0,1.74,52.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
12105,Male,24.739421,1.757069,85.0,yes,yes,2.244142,3.0,Sometimes,no,2.0,no,0.712726,0.0,Sometimes,Public_Transportation
7895,Female,19.783234,1.530875,63.892071,yes,no,2.253998,2.625942,Sometimes,no,1.335192,no,0.02112,0.845774,no,Public_Transportation
9711,Male,20.0,1.8,70.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
1063,Female,19.0,1.75,78.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
14313,Male,18.0,1.8,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,2.0,Sometimes,Public_Transportation
14006,Male,33.0,1.7,91.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Automobile
4420,Female,39.759575,1.691303,80.0,yes,yes,2.0,2.443812,Sometimes,no,1.751723,no,0.529259,0.0,no,Automobile
12301,Male,21.0,1.62,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
9159,Male,55.137881,1.657221,80.993213,yes,no,2.0,3.394539,Sometimes,no,2.0,no,0.463949,0.0,no,Public_Transportation
16333,Female,25.955361,1.632377,102.874549,yes,yes,3.0,3.0,Sometimes,no,1.032834,no,0.07089,0.599441,Sometimes,Public_Transportation
13487,Female,29.0,1.6,78.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
20597,Male,18.0,1.792239,108.829395,yes,yes,2.0,1.202179,Sometimes,no,2.708168,no,1.0,0.0,no,Public_Transportation
5841,Male,23.0,1.7,83.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Frequently,Public_Transportation
19363,Female,19.407204,1.7,77.26813,yes,no,2.185938,2.973504,Sometimes,no,2.813234,no,0.0,1.0,Frequently,Public_Transportation
11976,Female,26.0,1.738717,110.074946,yes,yes,3.0,3.0,Sometimes,no,2.611654,no,0.0,0.396972,Sometimes,Public_Transportation
17463,Female,22.909992,1.634688,82.459577,yes,yes,2.0,1.001383,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
17883,Female,17.065445,1.758959,50.0,yes,yes,1.585183,3.0,Sometimes,no,1.844645,no,2.0,0.0,Sometimes,Public_Transportation
4101,Female,21.052016,1.637537,78.997166,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.143955,0.0,no,Public_Transportation
15196,Male,17.0,1.87199,58.325122,yes,yes,2.185938,4.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
11219,Female,18.0,1.66,56.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
3388,Female,21.0,1.62,58.0,yes,no,3.0,4.0,Frequently,no,1.0,no,0.0,0.0,no,Public_Transportation
19603,Female,19.0,1.647811,49.039794,no,no,2.81646,3.0,Sometimes,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
5610,Female,22.667596,1.609321,65.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.80873,0.0,no,Public_Transportation
20205,Male,23.0,1.7,50.0,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
649,Female,19.88036,1.853223,87.105828,yes,yes,2.716909,3.821461,Sometimes,no,2.0,no,0.539952,1.460564,Sometimes,Public_Transportation
5532,Male,25.0,1.74,72.0,yes,no,3.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Automobile
13027,Male,23.0,1.69,62.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
2195,Male,46.491859,1.75,119.117122,yes,yes,2.33361,3.0,Sometimes,no,2.077704,no,0.691369,0.0,Sometimes,Automobile
20301,Female,25.314163,1.629225,104.846218,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.866023,0.554323,Sometimes,Public_Transportation
15970,Female,20.102241,1.735461,137.796884,yes,yes,3.0,3.0,Sometimes,no,2.387991,no,1.92628,0.923005,Sometimes,Public_Transportation
9564,Female,26.0,1.632377,111.883747,yes,yes,3.0,3.0,Sometimes,no,2.644135,no,0.0,0.127443,Sometimes,Public_Transportation
15245,Male,17.0,1.7,85.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
6920,Male,40.0,1.5,62.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Motorbike
3315,Female,20.0,1.66,60.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
18164,Female,21.704699,1.771043,137.852618,yes,yes,3.0,3.0,Sometimes,no,2.721769,no,1.68291,0.733085,Sometimes,Public_Transportation
11453,Female,19.0,1.59611,42.0,no,yes,2.844607,1.273128,Frequently,no,1.484938,no,1.42237,1.413375,Sometimes,Public_Transportation
5711,Male,55.0,1.6,80.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,no,Motorbike
8382,Female,26.0,1.641098,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.55057,no,0.0,0.503896,Sometimes,Public_Transportation
13222,Female,24.0,1.65,79.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
16243,Male,25.136116,1.763259,115.089316,yes,yes,1.168856,3.0,Sometimes,no,2.115967,no,1.246223,0.022245,Sometimes,Public_Transportation
1604,Female,21.0,1.65,80.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
17628,Female,21.0,1.520862,42.0,no,no,3.0,1.0,Frequently,no,1.538626,no,0.0,0.0,Sometimes,Public_Transportation
18565,Female,26.0,1.63302,111.886611,yes,yes,3.0,3.0,Sometimes,no,2.605685,no,0.0,0.153559,Sometimes,Public_Transportation
17051,Male,21.0,1.69,70.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
16549,Female,23.806789,1.718981,83.414072,yes,yes,2.0,2.95833,Sometimes,no,2.825629,no,1.0,0.0,no,Public_Transportation
14801,Female,24.0,1.57,60.0,yes,yes,2.0,3.0,Always,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
6551,Female,26.0,1.641601,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.634342,no,0.0,0.096576,Sometimes,Public_Transportation
9841,Female,20.101026,1.71146,131.567481,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,1.847802,0.927982,Sometimes,Public_Transportation
5709,Female,18.0,1.6,82.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,0.0,1.0,no,Public_Transportation
8145,Female,26.0,1.648143,111.950113,yes,yes,3.0,3.0,Sometimes,no,2.786417,no,0.0,0.178301,Sometimes,Public_Transportation
20732,Female,35.389491,1.642506,79.843221,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.057926,no,Automobile
4936,Male,20.0,1.75,75.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
6373,Male,30.242597,1.764166,126.418413,yes,yes,2.939727,3.0,Sometimes,yes,1.984323,no,0.923428,0.0,Sometimes,Public_Transportation
423,Female,26.0,1.622468,111.874532,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.15171,Sometimes,Public_Transportation
4978,Female,22.033129,1.7,84.729197,yes,yes,2.073224,3.0,Sometimes,no,1.0,no,1.030199,1.0,no,Public_Transportation
19642,Female,22.591026,1.670058,63.199726,yes,no,2.740633,1.0,Sometimes,no,2.0,no,2.113151,1.376597,no,Public_Transportation
2084,Male,20.81158,1.792239,105.037463,yes,yes,2.0,3.0,Sometimes,no,2.815293,no,0.0,0.555468,Sometimes,Public_Transportation
257,Male,18.0,1.6,48.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
2305,Male,26.0,1.76,90.0,no,yes,1.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Automobile
14205,Male,25.879411,1.765464,114.144378,yes,yes,1.412566,3.0,Sometimes,no,2.652327,no,1.977918,0.692608,Sometimes,Public_Transportation
5259,Male,20.0,1.72,72.0,no,yes,3.0,4.0,Frequently,no,2.0,no,2.0,0.0,no,Public_Transportation
19263,Female,18.297229,1.627567,110.640929,yes,yes,3.0,3.0,Sometimes,no,2.320068,no,0.000454,0.452236,Sometimes,Public_Transportation
8523,Female,25.540865,1.678201,109.900472,yes,yes,3.0,3.0,Sometimes,no,1.49681,no,0.143955,0.444532,Sometimes,Public_Transportation
20295,Female,26.0,1.621231,110.640929,yes,yes,3.0,3.0,Sometimes,no,2.609052,no,0.0,0.933964,Sometimes,Public_Transportation
14847,Male,23.0,1.8,75.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,0.0,no,Walking
11617,Female,21.334585,1.73945,130.986338,yes,yes,3.0,3.0,Sometimes,no,2.675567,no,1.735622,0.952352,Sometimes,Public_Transportation
8237,Female,21.011124,1.729099,134.842656,yes,yes,3.0,3.0,Sometimes,no,1.411365,no,1.862235,0.914492,Sometimes,Public_Transportation
20264,Male,18.0,1.699464,50.157707,yes,yes,1.99953,3.0,Sometimes,no,2.0,no,0.0,1.258881,Sometimes,Public_Transportation
11960,Female,21.01245,1.787733,137.859737,yes,yes,3.0,3.0,Sometimes,no,2.305521,no,1.564618,0.843283,Sometimes,Public_Transportation
14613,Male,18.0,1.65,80.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
13126,Male,27.394123,1.770124,112.835195,yes,yes,1.570089,3.0,Sometimes,no,2.007348,no,1.358185,0.001518,Sometimes,Automobile
15044,Male,23.0,1.8,70.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
18346,Male,25.12791,1.836669,120.996581,yes,yes,2.938801,3.0,Sometimes,no,1.999278,no,1.596576,0.26579,Sometimes,Public_Transportation
15987,Male,22.0,1.67,94.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,no,Public_Transportation
2950,Female,18.0,1.67,60.0,yes,yes,1.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
18828,Male,34.389679,1.744733,84.729197,yes,yes,2.0,3.0,Sometimes,no,2.111913,no,2.734424,0.0,no,Automobile
3886,Male,23.0,1.77,105.0,no,no,3.0,3.0,Sometimes,no,3.0,no,3.0,2.0,Sometimes,Walking
9525,Female,21.28253,1.749118,132.904884,yes,yes,3.0,3.0,Sometimes,no,2.858171,no,1.813318,0.858059,Sometimes,Public_Transportation
1743,Female,21.243142,1.700181,51.7325,yes,yes,2.886157,3.0,Frequently,no,1.705218,no,1.42237,0.0,no,Public_Transportation
9842,Female,25.523127,1.608808,104.97003,yes,yes,3.0,3.0,Sometimes,no,1.678791,no,0.0,0.486558,Sometimes,Public_Transportation
1443,Female,20.0,1.62,58.5,no,yes,1.0,3.0,Sometimes,no,1.0,no,3.0,0.0,no,Public_Transportation
12029,Male,23.0,1.704028,97.92035,yes,yes,2.0,1.487674,Sometimes,no,2.0,no,2.0,1.546738,no,Public_Transportation
17810,Male,24.145295,1.77558,120.702935,yes,yes,2.341999,3.0,Sometimes,no,2.144838,no,0.767013,0.366126,Sometimes,Public_Transportation
346,Female,18.0,1.65,56.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Automobile
11285,Female,24.0,1.6,48.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
2937,Female,37.0,1.68,75.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
9393,Male,18.0,1.755938,86.963628,yes,yes,2.801514,3.0,Sometimes,no,1.142873,no,0.336795,0.062167,Sometimes,Public_Transportation
8610,Male,22.352025,1.788239,105.000706,yes,yes,2.0,3.0,Sometimes,no,2.795752,no,2.787319,0.0,Sometimes,Public_Transportation
5348,Male,20.0,1.947406,60.0,yes,yes,2.0,4.0,Sometimes,no,2.452986,no,2.891986,0.0,Sometimes,Public_Transportation
11114,Male,27.635029,1.877732,120.399758,yes,yes,2.819934,3.0,Sometimes,no,1.723159,no,1.247505,0.630866,Sometimes,Public_Transportation
18276,Female,26.0,1.611462,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.609188,no,0.0,0.140792,Sometimes,Public_Transportation
19389,Male,30.424369,1.707613,100.642257,yes,yes,2.744994,3.0,Sometimes,no,1.0,no,0.899864,1.554404,Sometimes,Public_Transportation
2267,Female,26.0,1.641918,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.737091,no,0.0,0.127879,Sometimes,Public_Transportation
4069,Female,25.897815,1.664622,104.94582,yes,yes,3.0,3.0,Sometimes,no,2.653563,no,0.092344,0.692608,Sometimes,Public_Transportation
13265,Male,18.0,1.7,75.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
4504,Female,18.0,1.63,50.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
11562,Male,18.0,1.7,80.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Frequently,Public_Transportation
6210,Male,27.635029,1.824449,92.949254,yes,yes,1.979944,3.0,Sometimes,no,2.210997,no,0.934286,0.560887,Sometimes,Automobile
6958,Female,16.0,1.68,50.0,yes,no,3.0,4.0,Frequently,no,1.0,no,2.0,2.0,Sometimes,Walking
9495,Female,26.0,1.62495,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.138418,Sometimes,Public_Transportation
14851,Male,18.0,1.6,68.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
9970,Male,18.0,1.8,108.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
6258,Male,24.825398,1.82559,120.775439,yes,yes,2.9673,3.0,Sometimes,no,2.045069,no,1.281165,0.541309,Sometimes,Public_Transportation
2115,Male,22.889099,1.731389,95.324282,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,2.0,no,Public_Transportation
6072,Male,23.0,1.633491,94.189167,yes,yes,2.0,2.986637,Sometimes,no,2.0,no,0.067491,1.0,no,Public_Transportation
16568,Female,21.0,1.63,64.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,2.0,Sometimes,Public_Transportation
19146,Female,26.0,1.642098,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.843782,no,0.0,0.171034,Sometimes,Public_Transportation
11947,Female,23.0,1.77,82.0,yes,yes,1.0,3.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
7931,Female,25.95774,1.611462,102.093223,yes,yes,3.0,3.0,Sometimes,no,1.023328,no,0.05093,1.0,Sometimes,Public_Transportation
10752,Male,18.0,1.76,58.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
8035,Male,23.801436,1.810215,118.560509,yes,yes,2.562687,3.0,Sometimes,no,2.0,no,0.838739,0.613971,Sometimes,Public_Transportation
11117,Male,24.284861,1.759422,119.192922,yes,yes,2.927409,3.0,Sometimes,no,2.926995,no,1.330519,0.928972,Sometimes,Public_Transportation
7712,Female,23.728707,1.725233,75.0,yes,yes,2.204914,3.0,Sometimes,no,2.793505,no,0.0,1.665621,Sometimes,Public_Transportation
7144,Male,21.0,1.7,70.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
2766,Male,21.708354,1.703584,75.0,yes,yes,2.0,3.0,Sometimes,no,1.723159,no,0.553305,0.0,Sometimes,Public_Transportation
15860,Male,18.0,1.75,50.0,no,yes,3.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11191,Female,21.680123,1.737056,133.45249,yes,yes,3.0,3.0,Sometimes,no,1.745959,no,1.413239,0.737226,Sometimes,Public_Transportation
1061,Male,29.0,1.75,109.0,no,no,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Frequently,Automobile
6137,Female,23.0,1.65,60.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Walking
640,Female,17.0,1.6,49.0,no,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Automobile
8034,Male,18.0,1.74,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
8590,Male,18.951144,1.849307,97.582959,yes,yes,2.372494,3.0,Sometimes,no,2.253422,no,1.304291,0.303025,no,Public_Transportation
103,Male,32.0,1.65,90.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,no,Automobile
10208,Female,21.0,1.56,45.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
11443,Female,17.0,1.7,50.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Walking
19674,Male,32.610018,1.694439,102.592171,yes,yes,2.813775,2.993634,Sometimes,no,1.0,no,1.958694,0.0,no,Public_Transportation
8986,Female,25.617227,1.642971,104.954291,yes,yes,3.0,3.0,Sometimes,no,2.569364,no,0.162083,0.484165,Sometimes,Public_Transportation
17779,Male,34.098174,1.771817,79.437921,yes,yes,2.0,1.924168,Sometimes,no,3.0,no,1.827506,0.0,Frequently,Automobile
17033,Male,23.0,1.70074,81.978743,yes,yes,3.0,2.473911,Sometimes,no,1.81786,no,0.946763,1.581703,Sometimes,Public_Transportation
8247,Female,18.236087,1.605521,44.661461,no,yes,3.0,2.893778,Frequently,no,1.0,yes,0.754646,0.0,Sometimes,Public_Transportation
15242,Male,23.963649,1.829971,121.142535,yes,yes,2.630137,2.701689,Sometimes,no,1.984323,no,1.876051,0.0,Sometimes,Public_Transportation
2602,Female,21.056059,1.739991,135.693381,yes,yes,3.0,3.0,Sometimes,no,2.640824,no,1.862235,0.825609,Sometimes,Public_Transportation
12723,Male,21.948577,1.792998,105.000706,yes,yes,2.0,2.743277,Sometimes,no,2.432967,no,1.0,0.0,Sometimes,Public_Transportation
9913,Male,33.0,1.7,84.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Frequently,Automobile
4678,Male,25.0,1.8,73.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,3.0,1.0,Sometimes,Walking
10807,Female,34.243146,1.688436,77.26813,yes,no,3.0,1.72626,Sometimes,no,1.642251,no,0.0,0.0,no,Automobile
7457,Female,26.0,1.643892,111.939671,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.0,0.20482,Sometimes,Public_Transportation
20018,Male,17.25813,1.68108,83.314157,yes,yes,2.185938,2.733077,Sometimes,no,2.387945,no,1.310074,0.691944,no,Public_Transportation
10342,Female,18.297229,1.618683,69.936073,yes,yes,2.913486,1.0,Sometimes,no,1.636326,no,0.00705,0.105895,no,Public_Transportation
16064,Female,19.0,1.56,51.0,no,no,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
19350,Female,26.0,1.654784,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.884033,no,0.0,0.101867,Sometimes,Public_Transportation
11982,Female,18.0,1.55,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
7221,Female,18.0,1.67861,79.349221,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.796136,no,Public_Transportation
3974,Female,25.920738,1.617124,104.936381,yes,yes,3.0,3.0,Sometimes,no,1.322004,no,0.0,0.92376,Sometimes,Public_Transportation
17834,Female,40.0,1.7,80.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
11379,Female,25.96773,1.668537,110.803117,yes,yes,3.0,3.0,Sometimes,no,1.172593,no,0.043101,0.452343,Sometimes,Public_Transportation
17982,Male,22.977357,1.752265,95.361795,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
7315,Female,26.0,1.640535,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.0,0.140792,Sometimes,Public_Transportation
12233,Male,27.186873,1.703317,102.950929,yes,yes,2.844607,1.672958,Sometimes,no,1.0,no,1.890907,0.0,no,Public_Transportation
16707,Female,19.0,1.53161,42.0,no,yes,3.0,1.273128,Frequently,no,1.591425,no,0.0,0.635867,Sometimes,Public_Transportation
17192,Male,21.071195,1.717722,75.0,yes,yes,1.188089,3.0,Sometimes,no,2.0,no,0.0,1.094046,Sometimes,Public_Transportation
10663,Male,17.0,1.65,85.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
15917,Male,24.0,1.7,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
12904,Male,55.022494,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Automobile
13355,Female,26.0,1.58,78.0,no,no,2.0,1.0,no,no,3.0,no,1.0,2.0,Frequently,Public_Transportation
17057,Male,21.016665,1.790172,105.042194,yes,yes,2.0,3.0,Sometimes,no,2.326635,no,0.268801,0.013483,Sometimes,Public_Transportation
9250,Male,17.0,1.7,56.0,yes,yes,2.0,3.0,Always,no,2.0,no,3.0,1.0,no,Public_Transportation
12307,Male,19.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
11770,Female,26.699317,1.724839,78.435904,yes,yes,2.045027,2.644692,Sometimes,no,1.827515,no,0.982134,0.0,Sometimes,Automobile
8952,Male,25.078256,1.868931,121.658729,yes,yes,2.08868,3.0,Sometimes,no,2.640483,no,1.859667,0.0,Sometimes,Public_Transportation
11524,Male,25.550506,1.766946,114.470482,yes,yes,1.443674,3.0,Sometimes,no,2.193008,no,1.066169,0.142638,Sometimes,Public_Transportation
9826,Male,21.0,1.69,75.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
3498,Female,26.0,1.627567,110.818757,yes,yes,3.0,3.0,Sometimes,no,2.708927,no,0.0,0.380695,Sometimes,Public_Transportation
9757,Female,22.038327,1.748584,54.166453,yes,yes,3.0,3.998766,Frequently,no,2.054072,no,1.666965,0.0,no,Public_Transportation
20723,Female,19.034033,1.703098,49.803921,no,no,2.0,4.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
4347,Female,18.0,1.65,83.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
5742,Female,22.0,1.65,49.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
15874,Male,21.0,1.66,70.0,no,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
11943,Male,26.680376,1.868923,118.740035,yes,yes,2.535154,3.0,Sometimes,no,2.482933,no,0.706777,0.0,Sometimes,Public_Transportation
8029,Male,19.0,1.7,78.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18329,Male,30.684347,1.915,129.966428,yes,yes,2.9553,3.0,Sometimes,no,1.011849,no,1.289421,0.047473,Sometimes,Public_Transportation
57,Female,18.0,1.7,78.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
17003,Male,21.086512,1.725233,75.0,yes,yes,2.869436,3.566082,Sometimes,no,2.0,yes,2.697949,0.077818,Sometimes,Public_Transportation
18370,Male,21.0,1.69,64.4,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Walking
7672,Male,19.0,1.85,87.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
14371,Male,30.870724,1.76003,118.26569,yes,yes,2.57649,3.0,Sometimes,no,2.0,no,0.68183,0.340196,Sometimes,Automobile
14238,Female,20.9859,1.763582,128.148108,yes,yes,3.0,3.0,Sometimes,no,2.501638,no,0.82666,0.481031,Sometimes,Public_Transportation
17437,Male,25.137087,1.755938,118.237782,yes,yes,1.993101,3.0,Sometimes,no,2.003563,no,1.089061,0.67688,Sometimes,Public_Transportation
19927,Male,35.0,1.78,100.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
18418,Female,18.0,1.6,50.0,no,no,3.0,3.0,Frequently,no,1.0,no,1.0,0.0,no,Public_Transportation
2351,Female,23.0,1.63,70.0,yes,yes,3.0,1.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
10429,Female,20.891491,1.690614,129.769141,yes,yes,3.0,3.0,Sometimes,no,1.154698,no,1.544632,0.739684,Sometimes,Public_Transportation
459,Female,18.94093,1.746411,133.845064,yes,yes,3.0,3.0,Sometimes,no,2.835771,no,1.584716,0.768219,Sometimes,Public_Transportation
16289,Female,26.0,1.643892,111.950113,yes,yes,3.0,3.0,Sometimes,no,2.893117,no,0.0,0.152985,Sometimes,Public_Transportation
14774,Male,21.721507,1.65,94.094184,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.292476,no,Public_Transportation
12829,Male,23.0,1.72,75.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
20321,Female,25.783865,1.643167,104.838425,yes,yes,3.0,3.0,Sometimes,no,1.310074,no,0.234303,0.463196,Sometimes,Public_Transportation
13533,Female,23.0,1.682253,83.014033,yes,yes,2.0,3.0,Sometimes,no,2.60669,no,0.172546,0.0,no,Public_Transportation
10528,Male,25.139466,1.77151,113.207124,yes,yes,1.457758,3.0,Sometimes,no,2.020249,no,1.556709,0.001337,Sometimes,Public_Transportation
6550,Female,18.0,1.65,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Walking
19761,Male,30.315784,1.660446,100.618239,yes,yes,2.5621,1.000283,Sometimes,no,1.336526,no,1.256115,0.0,no,Public_Transportation
11226,Female,23.0,1.72,72.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
2534,Male,18.0,1.75,115.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
4743,Male,30.315784,1.836592,102.946763,yes,yes,2.911312,3.0,Sometimes,no,1.0,no,1.946907,0.0,Sometimes,Public_Transportation
15488,Female,23.0,1.56,60.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
5865,Male,21.086512,1.717037,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.2405,1.415536,Sometimes,Public_Transportation
9440,Male,23.0,1.709731,97.029249,yes,yes,2.0,2.977543,Sometimes,no,2.0,no,2.977543,1.0,no,Public_Transportation
17536,Male,28.255199,1.779325,113.15464,yes,yes,1.431346,3.0,Sometimes,no,2.038958,no,0.0,1.251554,Sometimes,Automobile
10946,Male,33.0,1.63,66.5,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
17730,Female,26.0,1.611462,111.939671,yes,yes,3.0,3.0,Sometimes,no,2.609188,no,0.00705,0.228598,Sometimes,Public_Transportation
7608,Female,19.0,1.69,63.0,yes,no,2.0,4.0,Sometimes,no,1.0,no,2.0,1.0,Frequently,Automobile
2119,Male,33.270448,1.713348,84.75383,yes,yes,2.0,3.0,Sometimes,no,1.880967,no,0.0,0.178301,no,Automobile
10192,Male,24.149036,1.77151,120.805715,yes,yes,2.9673,3.0,Sometimes,no,2.316069,no,0.94522,0.974939,Sometimes,Public_Transportation
11766,Female,26.0,1.649439,111.86899,yes,yes,3.0,3.0,Sometimes,no,2.444125,no,0.0,0.126288,Sometimes,Public_Transportation
12806,Female,19.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
20385,Female,22.0,1.65,53.0,yes,yes,2.0,3.0,Always,no,2.0,no,2.0,2.0,Sometimes,Public_Transportation
379,Female,22.0,1.509408,64.106108,yes,no,2.57649,1.0,Sometimes,no,2.0,no,2.315983,1.983678,no,Public_Transportation
5817,Male,22.693989,1.841989,122.813033,yes,yes,3.0,2.272801,Sometimes,no,1.645338,no,0.793262,0.0,Sometimes,Public_Transportation
14499,Male,23.0,1.65731,95.324282,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.967627,1.77795,no,Public_Transportation
14108,Female,27.0,1.55,63.0,no,yes,2.0,1.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
10246,Male,25.883749,1.77219,114.133149,yes,yes,2.442536,3.0,Sometimes,no,2.101841,no,1.266866,7.3e-05,Sometimes,Public_Transportation
14355,Male,22.0,1.78,68.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
2112,Male,24.0,1.83,84.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Frequently,Public_Transportation
6549,Female,33.009285,1.688426,77.601483,yes,yes,2.0,1.097312,Sometimes,no,2.976229,no,0.0,1.0,no,Automobile
16537,Female,20.952737,1.849307,122.333425,yes,yes,3.0,3.0,Sometimes,no,1.326165,no,1.302507,0.0,Sometimes,Public_Transportation
8171,Male,19.946244,1.791047,108.790549,yes,yes,2.0,3.0,Sometimes,no,2.487919,no,1.0,1.0,no,Public_Transportation
17592,Male,33.789301,1.6811,103.0344,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.944728,0.0,no,Automobile
5458,Female,26.0,1.631856,107.012256,yes,yes,3.0,3.0,Sometimes,no,2.57721,no,0.0,0.094213,Sometimes,Public_Transportation
7704,Male,22.832105,1.849507,121.236915,yes,yes,2.919526,2.99321,Sometimes,no,1.984323,no,1.981154,0.0,Sometimes,Public_Transportation
14008,Male,23.0,1.721476,51.692272,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.324676,1.0,Sometimes,Public_Transportation
3634,Female,18.826782,1.6,68.818893,yes,no,1.813234,1.508685,Sometimes,no,2.0,no,2.0,0.677909,Sometimes,Public_Transportation
10792,Male,31.965402,1.828276,120.431551,yes,yes,2.976509,3.0,Sometimes,no,1.796257,no,1.04268,0.022245,Sometimes,Public_Transportation
5678,Male,25.550506,1.77274,113.089716,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.097983,1.667745,Sometimes,Public_Transportation
10853,Female,25.846279,1.688911,104.572712,yes,yes,3.0,3.0,Sometimes,no,2.682916,no,0.197993,0.629285,Sometimes,Public_Transportation
2485,Female,26.0,1.633442,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.739351,no,0.0,0.091711,Sometimes,Public_Transportation
20584,Male,21.0,1.69,75.0,no,yes,3.0,3.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Automobile
20459,Female,21.0,1.622241,82.0,yes,yes,1.826885,1.0,Sometimes,no,2.0,no,0.826609,0.0,Sometimes,Public_Transportation
10007,Male,17.0,1.7,83.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,no,Public_Transportation
10137,Female,19.126145,1.716521,154.618446,yes,yes,3.0,3.0,Sometimes,no,2.304716,no,1.427037,0.26579,Sometimes,Public_Transportation
18621,Female,18.0,1.65,84.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
7180,Female,26.0,1.629727,111.939671,yes,yes,3.0,3.0,Sometimes,no,2.675567,no,0.0,0.125235,Sometimes,Public_Transportation
2585,Male,33.752916,1.770324,97.832414,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Automobile
4068,Female,26.0,1.643167,111.939983,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,0.0,0.081929,Sometimes,Public_Transportation
5685,Male,18.0,1.8,60.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
17968,Female,26.0,1.624134,110.10589,yes,yes,3.0,3.0,Sometimes,no,2.682909,no,0.0,0.447224,Sometimes,Public_Transportation
12519,Male,19.0,1.72,53.0,no,no,2.0,4.0,Sometimes,no,2.0,no,2.0,2.0,no,Public_Transportation
13924,Female,18.0,1.556789,80.0,yes,yes,2.720701,3.0,Sometimes,no,2.0,no,0.926592,0.0,Sometimes,Public_Transportation
5905,Male,17.0,1.75,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
12681,Female,21.0,1.735659,80.0,yes,yes,2.0,2.9774,Sometimes,no,2.0,no,2.685087,1.220029,Sometimes,Public_Transportation
467,Male,19.0,1.72,70.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
14276,Female,37.524551,1.549257,62.417228,yes,yes,2.0,1.0,Sometimes,no,1.687611,no,1.066101,0.0,Sometimes,Automobile
2250,Male,18.0,1.72,70.0,no,no,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Frequently,Public_Transportation
8628,Male,26.0,1.74,71.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
8862,Female,21.0,1.65,68.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
18577,Male,18.0,1.75,70.0,no,yes,1.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
12876,Male,21.0,1.62,88.0,yes,yes,2.0,3.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
10277,Male,24.521879,1.835643,117.792268,yes,yes,2.576449,2.993623,Sometimes,no,2.0,no,1.172641,0.133566,Sometimes,Public_Transportation
14217,Male,24.481032,1.753327,112.426097,yes,yes,1.961069,1.941307,Sometimes,no,2.724099,no,1.537639,0.0026,Sometimes,Public_Transportation
2265,Male,27.0,1.7,75.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
7528,Female,19.0,1.64,66.0,no,no,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Public_Transportation
8157,Male,18.0,1.72,53.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
6631,Male,20.586978,1.781543,102.910613,yes,yes,2.0,1.134042,Sometimes,no,1.0,no,0.0,1.551934,no,Public_Transportation
19912,Male,25.426457,1.755938,112.089022,yes,yes,1.658571,3.095663,Sometimes,no,2.0,no,1.679935,0.631825,Sometimes,Public_Transportation
7839,Female,26.0,1.631144,107.482662,yes,yes,3.0,3.0,Sometimes,no,2.57721,no,0.0,0.402075,Sometimes,Public_Transportation
16799,Male,21.951309,1.694423,98.66176,yes,yes,2.0,2.937989,Sometimes,no,2.104696,no,2.359339,1.206251,no,Public_Transportation
18242,Female,26.0,1.622397,110.79263,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.226097,Sometimes,Public_Transportation
2578,Female,20.438478,1.767485,153.149491,yes,yes,3.0,3.0,Sometimes,no,2.472903,no,1.48372,0.886135,Sometimes,Public_Transportation
17539,Male,17.6739,1.838441,97.029249,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.891189,Sometimes,Public_Transportation
8746,Female,18.0,1.588147,68.392133,yes,no,2.0,1.313403,Sometimes,no,2.0,no,1.932386,1.094941,no,Public_Transportation
6641,Male,18.0,1.8,60.0,no,yes,2.0,4.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
8735,Female,21.95994,1.771043,137.852618,yes,yes,3.0,3.0,Sometimes,no,1.77962,no,1.683497,0.26956,Sometimes,Public_Transportation
17414,Female,21.0,1.72,72.0,yes,yes,3.0,3.0,Always,yes,1.0,no,1.0,1.0,no,Public_Transportation
10105,Male,23.0,1.787787,90.0,yes,yes,2.0,1.656588,Sometimes,no,2.0,no,0.0,1.946173,no,Public_Transportation
10888,Male,26.0,1.85,105.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,3.0,0.0,Sometimes,Public_Transportation
3,Female,20.952737,1.71073,131.274851,yes,yes,3.0,3.0,Sometimes,no,1.674061,no,1.467863,0.780199,Sometimes,Public_Transportation
2028,Female,23.0,1.660324,84.773349,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
5252,Male,17.06713,1.7,84.729197,yes,yes,2.535315,3.0,Sometimes,no,2.0,no,1.0,0.41758,Sometimes,Public_Transportation
8665,Female,20.720639,1.76414,129.991623,yes,yes,3.0,3.0,Sometimes,no,1.979833,no,1.417035,0.928972,Sometimes,Public_Transportation
17907,Female,18.0,1.61,64.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
18620,Male,19.0,1.72,68.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
7917,Male,28.421533,1.791047,108.012603,yes,yes,2.0,1.355354,Sometimes,no,1.274718,no,0.979306,0.0,no,Public_Transportation
16404,Male,33.226808,1.669039,99.430612,yes,yes,2.0,1.097312,Sometimes,no,1.01378,no,0.0,1.0,no,Automobile
14941,Female,32.501143,1.682253,77.053948,yes,yes,2.748971,1.346987,Sometimes,no,1.868349,no,0.866045,0.388271,no,Automobile
14957,Female,19.027417,1.570975,42.0,no,yes,3.0,1.07976,Frequently,no,2.0,no,0.0,0.938791,Sometimes,Public_Transportation
16430,Male,21.198217,1.82559,118.560509,yes,yes,2.442536,3.0,Sometimes,no,2.0,no,0.0,0.395979,Sometimes,Public_Transportation
17576,Female,23.421726,1.732096,132.904884,yes,yes,3.0,3.0,Sometimes,no,2.861533,no,1.577824,0.738269,Sometimes,Public_Transportation
19991,Male,34.970367,1.679515,90.0,yes,yes,2.73691,2.929123,Sometimes,no,2.0,no,0.901924,0.0,no,Automobile
8396,Female,26.0,1.6,78.0,yes,yes,2.0,1.0,Always,no,2.0,no,0.0,0.0,Frequently,Automobile
20124,Female,25.908431,1.700996,121.253083,yes,yes,3.0,3.0,Sometimes,no,1.485736,no,0.181324,0.927982,Sometimes,Public_Transportation
15189,Male,25.486521,1.762461,115.531622,yes,yes,2.178308,3.0,Sometimes,no,2.165804,no,1.420675,0.879925,Sometimes,Public_Transportation
8582,Male,26.899886,1.812919,120.794535,yes,yes,2.653721,3.0,Sometimes,no,2.613928,no,0.926201,0.0,Sometimes,Public_Transportation
14222,Female,21.125836,1.53161,42.656563,no,yes,3.0,1.989398,Frequently,no,2.109858,yes,0.206025,0.534769,no,Public_Transportation
10454,Male,27.0,1.8,99.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Frequently,Public_Transportation
20206,Male,19.0,1.75,87.27989,yes,no,2.0,2.77684,Sometimes,no,2.0,no,1.0,0.133566,Sometimes,Public_Transportation
42,Male,21.81119,1.657496,85.0,yes,yes,2.0,3.0,Sometimes,no,2.371015,no,1.0,0.0,no,Public_Transportation
3794,Female,19.637947,1.538398,42.0,no,yes,3.0,1.0,Frequently,no,1.596212,no,0.0,0.465444,Sometimes,Public_Transportation
9003,Male,30.958957,1.918859,102.134646,yes,yes,2.9553,2.372311,Sometimes,no,1.0,no,1.089344,0.0,Sometimes,Public_Transportation
4448,Female,26.0,1.632272,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.737091,no,0.0,0.037078,Sometimes,Public_Transportation
6223,Male,27.562425,1.754996,119.087557,yes,yes,2.9673,3.0,Sometimes,no,2.428271,no,0.245003,0.673009,Sometimes,Public_Transportation
795,Male,23.0,1.74,75.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
4972,Female,23.367212,1.737056,133.478611,yes,yes,3.0,3.0,Sometimes,no,2.861533,no,0.979306,0.232858,Sometimes,Public_Transportation
10098,Female,16.0,1.6,50.0,no,yes,1.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
15838,Male,23.0,1.65,66.0,yes,no,2.0,3.0,Always,no,3.0,no,3.0,1.0,no,Walking
4706,Male,18.0,1.856315,51.132809,yes,yes,2.805533,3.0,Sometimes,no,2.827773,no,0.479592,1.0,Sometimes,Public_Transportation
14867,Male,21.0,1.72,75.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
16736,Male,17.764764,1.71367,50.0,no,yes,1.005578,3.0,Frequently,no,2.0,no,0.783676,1.0,no,Public_Transportation
3817,Male,21.027662,1.656504,89.995034,yes,yes,2.765063,2.756622,Sometimes,no,1.962646,no,0.736032,1.0,Sometimes,Public_Transportation
10669,Female,18.0,1.58,48.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,no,Public_Transportation
3882,Male,23.887569,1.849507,121.786485,yes,yes,2.0,2.27374,Sometimes,no,2.0,no,0.0,0.725222,Sometimes,Public_Transportation
19045,Female,23.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
10977,Female,22.0,1.58,51.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
11015,Female,26.0,1.634894,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.554007,no,0.0,0.125235,Sometimes,Public_Transportation
14664,Male,33.0816,1.705617,103.705418,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
13655,Female,26.0,1.633195,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.619517,no,0.0,0.153462,Sometimes,Public_Transportation
7650,Female,25.966504,1.63073,104.791035,yes,yes,3.0,3.0,Sometimes,no,2.436097,no,0.129178,0.683736,Sometimes,Public_Transportation
16197,Female,45.821267,1.572791,77.13322,yes,yes,2.0,1.473088,Sometimes,no,1.278231,no,1.0,0.0,no,Automobile
46,Male,30.686701,1.835271,120.998266,yes,yes,2.219186,2.937989,Sometimes,no,2.109697,no,1.628637,0.0,no,Public_Transportation
20580,Male,21.996118,1.755507,51.457226,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.854337,0.0,no,Public_Transportation
6835,Female,18.0,1.62,58.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
13445,Male,18.869151,1.68108,79.621463,yes,yes,2.0,2.9948,Sometimes,no,2.0,no,0.702839,1.40913,no,Public_Transportation
4404,Male,18.0,1.8,86.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
3354,Female,21.0,1.558045,63.852953,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,no,Public_Transportation
19706,Female,18.0,1.6,70.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,2.0,no,Public_Transportation
11884,Female,21.0,1.66,67.0,yes,no,3.0,2.0,Frequently,no,2.0,no,3.0,1.0,no,Public_Transportation
2405,Male,17.491272,1.7,84.210535,yes,no,2.85916,3.0,Sometimes,no,2.0,no,3.0,0.786066,Sometimes,Public_Transportation
13646,Male,32.997118,1.78,102.093223,yes,yes,2.55996,2.581015,Sometimes,no,1.962646,no,1.981154,1.0,Sometimes,Public_Transportation
14737,Male,25.314163,1.783901,120.644178,yes,yes,2.795086,3.0,Sometimes,no,2.868167,no,1.557737,0.537659,Sometimes,Public_Transportation
18075,Female,23.0,1.6,56.0,yes,yes,3.0,3.0,Always,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
6650,Male,22.0,1.62,53.0,yes,no,2.0,3.0,Frequently,no,1.0,no,3.0,2.0,Sometimes,Public_Transportation
18134,Male,21.0,1.8,105.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
12961,Male,22.176922,1.705584,82.0,yes,yes,2.0,1.355354,Sometimes,no,2.104054,no,0.0,1.89388,Sometimes,Public_Transportation
2238,Male,18.0,1.8,85.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Walking
9022,Female,20.225396,1.550053,41.324558,no,yes,2.969205,1.0,Frequently,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
6015,Male,18.0,1.65,93.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
18396,Male,23.245408,1.695036,106.528811,yes,yes,3.0,2.992606,Sometimes,no,2.444125,no,0.486006,0.0,no,Public_Transportation
15314,Male,34.288249,1.81006,88.600878,yes,yes,2.652958,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Automobile
11799,Male,30.64243,1.755926,119.081804,yes,yes,2.432886,3.0,Sometimes,no,2.080968,no,1.958694,0.0,no,Automobile
18556,Male,20.0,1.85,66.5,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
19930,Female,21.334585,1.729045,131.529267,yes,yes,3.0,3.0,Sometimes,no,1.302193,no,1.676269,0.94232,Sometimes,Public_Transportation
6613,Female,28.377958,1.696954,78.156035,yes,yes,3.0,3.0,Sometimes,no,2.166024,no,0.0,0.0,no,Automobile
19634,Female,20.254534,1.523426,41.397378,no,yes,2.734314,1.0,Frequently,no,1.031354,no,0.045651,0.0,Sometimes,Public_Transportation
2992,Male,30.554956,1.823545,120.60094,yes,yes,2.175276,3.0,Sometimes,no,2.923792,no,1.15804,0.573887,Sometimes,Public_Transportation
13700,Male,30.717727,1.695347,103.017623,yes,yes,2.9673,2.975362,Sometimes,no,1.515183,no,1.600536,0.838947,no,Public_Transportation
5934,Female,24.0,1.69,67.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
19455,Female,23.0,1.7,78.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
10812,Female,18.0,1.5,58.0,no,yes,2.0,3.0,Sometimes,no,2.0,yes,1.0,0.0,Sometimes,Public_Transportation
18507,Female,25.908829,1.64187,104.928643,yes,yes,3.0,3.0,Sometimes,no,1.656082,no,0.162279,0.711331,Sometimes,Public_Transportation
5792,Male,17.689057,1.713599,83.285753,yes,yes,2.009952,3.0,Sometimes,no,1.660614,no,1.0,0.020153,Sometimes,Public_Transportation
5034,Male,18.0,1.72,52.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
16113,Female,25.991194,1.644682,104.810024,yes,yes,3.0,3.0,Sometimes,no,1.62244,no,0.0,0.436068,Sometimes,Public_Transportation
708,Male,25.036269,1.757132,112.200812,yes,yes,2.819934,3.0,Sometimes,no,2.013205,no,1.293396,0.022245,Sometimes,Automobile
819,Male,21.814653,1.836669,105.696358,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.001086,1.609773,Sometimes,Public_Transportation
6421,Female,22.0,1.65,82.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
10801,Male,25.15462,1.787933,115.089316,yes,yes,2.19011,3.0,Sometimes,no,2.013605,no,1.153775,0.677909,Sometimes,Public_Transportation
1822,Male,23.0,1.819875,121.458232,yes,yes,3.0,2.935381,Sometimes,no,2.725226,no,0.994422,0.0,Sometimes,Public_Transportation
12049,Male,34.204408,1.739293,85.0,yes,yes,2.96008,3.0,Sometimes,no,2.0,no,2.89118,1.09838,Sometimes,Automobile
14708,Female,20.0,1.6,42.0,no,yes,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
18899,Male,25.0,1.83,71.0,no,yes,3.0,3.0,Sometimes,no,2.0,yes,2.0,2.0,Sometimes,Public_Transportation
12060,Male,33.690239,1.700499,84.340406,yes,yes,2.0,1.818026,Sometimes,no,2.279214,no,2.008256,0.0,no,Automobile
4031,Male,18.0,1.811189,108.800964,yes,yes,2.0,1.680838,Sometimes,no,2.715252,no,1.0,0.128895,Sometimes,Public_Transportation
11717,Male,21.0,1.74,94.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
9571,Female,25.550506,1.682253,104.772164,yes,yes,3.0,3.0,Sometimes,no,1.774576,no,0.001297,0.518297,Sometimes,Public_Transportation
7136,Female,21.0,1.56,49.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
3502,Male,21.0,1.67,90.0,yes,yes,2.0,3.0,Always,no,3.0,no,0.0,1.0,Sometimes,Public_Transportation
4279,Male,26.348156,1.750085,117.298233,yes,yes,2.871016,3.0,Sometimes,no,2.023328,no,1.560261,0.0,Sometimes,Public_Transportation
15671,Female,22.906886,1.767058,51.154201,yes,yes,2.653721,3.471536,Frequently,no,1.876915,no,2.0,1.0,no,Public_Transportation
11778,Female,19.0,1.6,45.0,no,no,2.0,3.0,Sometimes,no,3.0,yes,2.0,1.0,Sometimes,Public_Transportation
16543,Female,26.0,1.747714,109.959714,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,0.0,0.92376,Sometimes,Public_Transportation
3669,Male,19.858973,1.67861,49.603807,no,no,2.0,3.592415,no,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
13289,Female,24.0,1.5,65.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
644,Male,24.0,1.75,64.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
19757,Female,36.0,1.5,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
10644,Female,21.997683,1.80734,152.473675,yes,yes,3.0,3.0,Sometimes,no,2.791604,no,1.998047,0.966181,Sometimes,Public_Transportation
10083,Female,20.0,1.63,63.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Motorbike
16479,Female,20.0,1.52,42.0,no,no,3.0,1.0,Frequently,no,1.0,no,2.0,0.0,no,Public_Transportation
3578,Female,26.0,1.656504,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.619517,no,0.0,0.548539,Sometimes,Public_Transportation
2301,Female,18.0,1.6,60.0,yes,yes,2.0,3.0,Always,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
7898,Female,19.872667,1.819728,151.975864,yes,yes,3.0,3.0,Sometimes,no,2.845134,no,1.956278,0.907868,Sometimes,Public_Transportation
6006,Female,26.0,1.643167,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.621877,no,0.0,0.15171,Sometimes,Public_Transportation
11075,Male,17.0,1.78,53.0,no,no,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11771,Male,17.0,1.845399,59.295172,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.349495,1.0,no,Automobile
14677,Female,26.0,1.668951,111.00492,yes,yes,3.0,3.0,Sometimes,no,2.668261,no,0.0,0.479348,Sometimes,Public_Transportation
2133,Male,34.576714,1.717037,83.350366,yes,yes,2.0,1.546665,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
5570,Female,26.0,1.654784,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.678779,no,0.0,0.269577,Sometimes,Public_Transportation
11259,Male,30.577944,1.774775,120.613561,yes,yes,2.397284,3.0,Sometimes,no,2.653531,no,0.565242,0.921991,Sometimes,Public_Transportation
3922,Male,22.126325,1.722396,95.269089,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,2.0,no,Public_Transportation
10924,Male,17.0,1.7,50.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
19643,Female,21.572114,1.751067,133.843033,yes,yes,3.0,3.0,Sometimes,no,2.955075,no,1.46046,0.926565,Sometimes,Public_Transportation
15077,Female,20.0,1.63,63.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
4731,Male,24.0,1.65,70.0,yes,yes,1.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
10157,Female,21.928973,1.64456,49.65727,yes,yes,1.344854,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
3721,Male,18.0,1.66,60.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
1430,Male,22.0,1.81,70.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
19398,Male,45.0,1.72,80.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.0,0.0,no,Automobile
12815,Female,18.771001,1.748106,133.662583,yes,yes,3.0,3.0,Sometimes,no,2.868132,no,1.577824,0.920162,Sometimes,Public_Transportation
16591,Female,21.28253,1.761773,133.903469,yes,yes,3.0,3.0,Sometimes,no,2.837797,no,1.510398,0.823069,Sometimes,Public_Transportation
19061,Male,34.543563,1.73325,101.544589,yes,yes,2.494451,1.131695,Sometimes,no,2.0,no,1.96582,0.0,no,Automobile
11071,Female,26.0,1.643421,111.939983,yes,yes,3.0,3.0,Sometimes,no,2.784303,no,0.0,0.091711,Sometimes,Public_Transportation
8692,Male,23.0,1.65,80.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,2.0,Sometimes,Public_Transportation
15857,Female,18.166318,1.65,90.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.477855,1.0,no,Public_Transportation
11208,Female,19.262934,1.748106,133.662583,yes,yes,3.0,3.0,Sometimes,no,2.938896,no,1.464674,0.901071,Sometimes,Public_Transportation
2859,Female,23.884212,1.604893,83.952968,yes,yes,2.0,2.965494,Sometimes,no,2.0,no,0.80989,0.0,no,Public_Transportation
13295,Female,23.0,1.6,84.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
3421,Male,25.0,1.75,120.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
13888,Female,21.412434,1.738702,133.478611,yes,yes,3.0,3.0,Sometimes,no,2.436097,no,1.444382,0.926565,Sometimes,Public_Transportation
12025,Male,18.0,1.7,68.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
7658,Male,18.0,1.841879,60.0,yes,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,1.0,no,Automobile
19967,Female,20.9859,1.748951,133.662583,yes,yes,3.0,3.0,Sometimes,no,1.797041,no,1.592795,0.925843,Sometimes,Public_Transportation
12594,Female,20.0,1.62,105.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
7113,Female,18.532826,1.746529,137.858254,yes,yes,3.0,3.0,Sometimes,no,2.406541,no,1.699181,0.835771,Sometimes,Public_Transportation
10366,Female,25.950898,1.621167,104.791035,yes,yes,3.0,3.0,Sometimes,no,1.444379,no,0.152713,0.7702,Sometimes,Public_Transportation
14335,Male,19.524698,1.804099,85.690813,yes,yes,2.869778,3.0,Sometimes,no,2.957821,no,1.955992,0.478676,Sometimes,Public_Transportation
14146,Female,25.992898,1.641132,104.838425,yes,yes,3.0,3.0,Sometimes,no,1.618189,no,0.24629,0.926443,Sometimes,Public_Transportation
8094,Female,21.652229,1.641601,88.119139,yes,yes,2.0,1.000283,Sometimes,no,3.0,no,1.201403,0.0,no,Public_Transportation
10806,Female,26.0,1.635062,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.682804,no,0.0,0.138418,Sometimes,Public_Transportation
9097,Male,17.0,1.8,97.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
15167,Female,18.0,1.6,68.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
6253,Male,23.0,1.7,83.016968,yes,yes,2.0,2.279546,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
10981,Male,20.0,1.7,75.0,yes,yes,2.0,3.0,Sometimes,no,1.873004,no,1.0,0.0,Sometimes,Public_Transportation
19638,Female,18.423482,1.777971,137.832414,yes,yes,3.0,3.0,Sometimes,no,2.868679,no,1.505775,0.930836,Sometimes,Public_Transportation
15898,Male,26.947786,1.76569,119.192922,yes,yes,1.492834,3.0,Sometimes,no,2.159987,no,0.64235,0.677909,Sometimes,Automobile
2117,Female,19.223259,1.633316,45.0,no,yes,3.0,3.0,Frequently,no,2.319912,no,1.295697,0.0,Sometimes,Public_Transportation
15396,Female,21.0,1.54,63.0,no,yes,3.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
668,Female,21.0,1.55,63.0,yes,no,2.0,1.0,Sometimes,no,2.0,yes,1.0,0.0,Sometimes,Public_Transportation
1162,Female,21.198217,1.7,78.88036,yes,yes,2.274846,3.0,Sometimes,no,2.0,no,0.264831,1.0,Frequently,Public_Transportation
15079,Female,21.962426,1.644517,73.575981,yes,no,3.0,3.0,Sometimes,no,2.634342,no,1.628637,0.0,Sometimes,Public_Transportation
5244,Male,23.327836,1.733439,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.836853,Sometimes,Public_Transportation
12215,Female,23.365041,1.751029,133.485478,yes,yes,3.0,3.0,Sometimes,no,2.638896,no,1.318743,0.83509,Sometimes,Public_Transportation
18524,Male,26.0,1.779325,112.287678,yes,yes,2.630137,3.0,Sometimes,no,2.503244,no,0.0,0.138418,Sometimes,Public_Transportation
2848,Male,18.0,1.7,50.0,yes,yes,1.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
3707,Female,16.178483,1.796415,44.08657,no,yes,3.0,3.737914,Sometimes,no,2.704315,no,0.943266,0.0,Sometimes,Public_Transportation
431,Male,27.635029,1.782453,117.332689,yes,yes,2.915921,3.0,Sometimes,no,1.170515,no,0.99295,0.890626,Sometimes,Public_Transportation
11983,Male,30.717727,1.695347,102.810704,yes,yes,3.0,2.13229,Sometimes,no,1.0,no,0.93732,1.040713,no,Public_Transportation
15940,Male,24.475242,1.773664,120.021161,yes,yes,2.918113,3.0,Sometimes,no,2.170225,no,1.321624,0.357314,Sometimes,Public_Transportation
20348,Male,26.945139,1.828391,120.009392,yes,yes,2.0,3.0,Sometimes,no,2.814517,no,0.0,1.198439,Sometimes,Public_Transportation
9345,Male,33.0,1.75,107.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
20330,Female,26.0,1.645062,111.86899,yes,yes,3.0,3.0,Sometimes,no,2.666178,no,0.0,0.010056,Sometimes,Public_Transportation
2450,Male,27.635029,1.774576,119.434645,yes,yes,2.948425,3.0,Sometimes,no,2.535127,no,0.390937,1.74992,Sometimes,Automobile
2879,Male,20.0,1.75,74.0,no,no,3.0,3.0,Always,no,2.0,yes,3.0,2.0,Sometimes,Automobile
4461,Male,18.0,1.813678,80.0,yes,yes,1.061461,3.0,Sometimes,no,2.13755,no,1.0,0.91336,Sometimes,Public_Transportation
3200,Female,19.0,1.6,45.0,no,no,2.0,3.0,Frequently,no,1.0,yes,1.0,1.0,Sometimes,Public_Transportation
14878,Male,22.719385,1.804099,96.710735,yes,yes,2.819934,3.98525,Sometimes,no,1.898139,no,0.933595,0.0,Sometimes,Public_Transportation
4252,Female,25.996716,1.618573,104.94582,yes,yes,3.0,3.0,Sometimes,no,1.411365,no,0.046836,0.652289,Sometimes,Public_Transportation
6003,Male,22.89974,1.608469,82.595793,yes,yes,2.021446,2.683061,Sometimes,no,1.322048,no,1.228136,0.305954,Sometimes,Public_Transportation
4547,Male,33.270448,1.739293,84.773349,yes,yes,2.0,2.880817,Sometimes,no,1.253803,no,1.320209,0.0,no,Automobile
8814,Female,40.794057,1.548403,62.417228,yes,yes,2.0,2.372339,Sometimes,no,1.029241,no,0.0,0.0,no,Automobile
16904,Female,21.868932,1.746516,133.963349,yes,yes,3.0,3.0,Sometimes,no,2.835622,no,1.501754,0.928972,Sometimes,Public_Transportation
6467,Female,22.884722,1.634342,82.0,yes,yes,1.096455,3.0,Sometimes,no,2.869439,no,0.0,2.0,Sometimes,Public_Transportation
12699,Female,25.908829,1.607939,102.38745,yes,yes,3.0,3.0,Sometimes,no,1.030501,no,0.04525,1.0,Sometimes,Public_Transportation
315,Male,31.0,1.65,90.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Automobile
12517,Female,25.955361,1.626449,104.879602,yes,yes,3.0,3.0,Sometimes,no,1.796956,no,0.07089,0.599441,Sometimes,Public_Transportation
5848,Female,18.0,1.6,56.0,yes,yes,3.0,3.0,Always,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
9778,Male,23.0,1.706525,82.207978,yes,no,2.0,1.9154,Sometimes,no,1.992548,no,0.413643,1.358812,no,Public_Transportation
1419,Male,19.0,1.75,105.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
13384,Female,25.988668,1.65563,104.954291,yes,yes,3.0,3.0,Sometimes,no,1.773236,no,0.0,0.585912,Sometimes,Public_Transportation
18315,Male,30.493946,1.789992,112.277567,yes,yes,1.116068,3.0,Sometimes,no,2.042073,no,0.838739,0.780199,Sometimes,Automobile
19628,Female,30.686701,1.687094,79.849252,yes,yes,2.795086,3.0,Sometimes,no,1.0,no,0.0,0.9974,no,Automobile
20210,Female,22.829753,1.71073,132.57927,yes,yes,3.0,3.0,Sometimes,no,2.885852,no,1.583832,0.92376,Sometimes,Public_Transportation
19509,Male,22.0,1.74,80.0,yes,yes,2.0,3.0,Sometimes,yes,2.0,no,0.0,2.0,Sometimes,Public_Transportation
7473,Female,21.282238,1.757442,133.903469,yes,yes,3.0,3.0,Sometimes,no,2.247979,no,1.501754,0.849503,Sometimes,Public_Transportation
20602,Male,37.597953,1.75655,118.201465,yes,yes,2.499388,2.992083,Sometimes,no,1.979848,no,0.908981,0.0,Sometimes,Automobile
16057,Female,25.492935,1.649553,105.686091,yes,yes,3.0,3.0,Sometimes,no,2.931438,no,0.233056,0.946888,Sometimes,Public_Transportation
6717,Male,22.396504,1.807538,105.036075,yes,yes,2.0,3.0,Sometimes,no,2.269564,no,0.0,0.459759,Sometimes,Public_Transportation
293,Female,22.882558,1.622787,82.851318,yes,yes,1.188089,3.0,Sometimes,no,2.0,no,0.0,0.622787,Sometimes,Public_Transportation
20756,Male,33.852953,1.7,83.520113,yes,yes,2.671238,1.971472,Sometimes,no,2.144838,no,0.0,0.973834,no,Automobile
9827,Male,21.0,1.78,64.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
5514,Male,18.0,1.8,55.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
16316,Female,21.566815,1.748533,133.94608,yes,yes,3.0,3.0,Sometimes,no,2.833566,no,1.413239,0.62535,Sometimes,Public_Transportation
6002,Male,30.79626,1.766547,109.599453,yes,yes,2.21498,2.473911,Sometimes,no,1.791286,no,0.886817,0.47787,no,Automobile
20588,Female,25.908829,1.666194,104.758713,yes,yes,3.0,3.0,Sometimes,no,1.436616,no,0.24629,0.723154,Sometimes,Public_Transportation
907,Male,22.0,1.725587,80.0,yes,yes,2.0,2.976211,Sometimes,no,1.872673,no,2.89118,1.0,Sometimes,Public_Transportation
14266,Female,20.0,1.7,50.0,no,yes,1.005578,4.0,Frequently,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
8165,Female,19.0,1.52,42.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
18289,Female,26.0,1.631856,105.000276,yes,yes,3.0,3.0,Sometimes,no,2.57721,no,0.0,0.534769,Sometimes,Public_Transportation
19688,Male,27.558801,1.849507,120.021161,yes,yes,2.934671,2.983201,Sometimes,no,2.0,no,1.586525,0.0,Sometimes,Public_Transportation
1994,Male,22.935612,1.734237,75.090439,yes,yes,2.0,3.0,Sometimes,no,2.828861,no,0.0,0.975504,Sometimes,Public_Transportation
1704,Male,21.785351,1.721854,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,1.58483,no,Public_Transportation
9786,Male,23.0,1.7,95.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,no,Public_Transportation
13100,Female,23.0,1.64,59.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,1.0,no,Public_Transportation
977,Male,26.680376,1.827279,120.996074,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.097905,0.0,Sometimes,Public_Transportation
18954,Male,19.300435,1.819296,122.805937,yes,yes,3.0,2.608416,Sometimes,no,1.984323,no,0.64183,0.0,Sometimes,Public_Transportation
19126,Male,17.0,1.8,50.0,yes,yes,3.0,4.0,Frequently,no,2.0,no,2.0,1.0,no,Walking
19684,Female,26.0,1.640125,111.539494,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.096576,Sometimes,Public_Transportation
621,Male,18.0,1.754599,96.366777,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.541455,no,Automobile
10571,Male,32.787101,1.705617,90.0,yes,yes,2.720701,3.0,Sometimes,no,1.701835,no,0.976425,0.0,Sometimes,Automobile
3887,Female,20.744839,1.748951,133.742943,yes,yes,3.0,3.0,Sometimes,no,1.326165,no,1.106056,0.927982,Sometimes,Public_Transportation
16670,Male,30.958957,1.786821,120.0,yes,yes,1.252698,2.644692,Sometimes,no,2.104264,no,0.23553,0.357314,Sometimes,Automobile
16593,Male,30.242597,1.779049,112.536367,yes,yes,2.008245,3.0,Sometimes,no,2.040137,no,0.0,0.613992,Sometimes,Automobile
1153,Male,29.506287,1.829506,108.019211,yes,yes,2.0,1.114564,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
4918,Female,20.978166,1.801478,151.417292,yes,yes,3.0,3.0,Sometimes,no,2.226081,no,1.881761,0.933964,Sometimes,Public_Transportation
9431,Female,34.316254,1.579893,44.316254,no,no,2.000466,3.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
586,Female,25.920738,1.603404,102.950929,yes,yes,3.0,3.0,Sometimes,no,1.042989,no,0.04525,0.723154,Sometimes,Public_Transportation
14712,Male,24.178638,1.773766,120.082941,yes,yes,2.765063,2.976098,Sometimes,no,2.868679,no,1.981154,0.357581,Sometimes,Public_Transportation
18055,Male,18.0,1.7,50.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
18920,Male,18.0,1.71,50.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,2.0,Sometimes,Walking
4073,Female,21.0,1.65,88.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,no,Public_Transportation
5883,Female,26.0,1.641601,111.868169,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.243338,Sometimes,Public_Transportation
20420,Male,18.0,1.717288,86.464843,yes,yes,2.325623,3.0,Sometimes,no,1.780731,no,0.782416,0.0,Sometimes,Public_Transportation
9605,Female,26.0,1.611462,111.939671,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,0.0,0.092736,Sometimes,Public_Transportation
18887,Female,25.996716,1.593321,110.168166,yes,yes,3.0,3.0,Sometimes,no,2.447306,no,0.000454,0.923005,Sometimes,Public_Transportation
11498,Male,18.0,1.843841,60.0,yes,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
10731,Female,26.0,1.623812,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.471721,no,0.098043,0.663492,Sometimes,Public_Transportation
3689,Male,19.0,1.72,78.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
9684,Male,21.0,1.7,62.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
7191,Female,18.367481,1.739457,133.662583,yes,yes,3.0,3.0,Sometimes,no,2.896088,no,1.504003,0.662489,Sometimes,Public_Transportation
8440,Male,17.0,1.811238,63.320629,yes,yes,2.910345,3.0,Sometimes,no,1.737353,no,2.0,1.679149,no,Automobile
852,Female,28.393111,1.523426,79.621463,yes,yes,2.0,3.0,Sometimes,no,2.001936,no,1.079934,0.0,no,Automobile
14368,Male,20.0,1.65,60.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,3.0,1.0,no,Public_Transportation
17375,Male,33.0,1.7,83.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,no,Automobile
3211,Male,21.0,1.716521,75.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.976582,1.718513,Sometimes,Public_Transportation
10919,Female,26.0,1.627532,111.993054,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.088236,Sometimes,Public_Transportation
1339,Male,18.0,1.764138,50.0,no,yes,1.99953,3.0,Sometimes,no,1.751723,no,0.485322,1.915818,Sometimes,Public_Transportation
12556,Female,18.0,1.710129,50.079991,yes,yes,2.870895,3.0,Frequently,no,1.0,no,1.066101,1.0,Sometimes,Public_Transportation
14498,Female,30.0,1.5,78.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
3393,Female,26.0,1.626449,110.81746,yes,yes,3.0,3.0,Sometimes,no,2.613928,no,0.0,0.55415,Sometimes,Public_Transportation
13553,Male,23.454558,1.755938,117.468516,yes,yes,1.537505,3.0,Sometimes,no,2.0,no,1.818052,0.631825,Sometimes,Public_Transportation
4871,Female,29.0,1.62,69.0,no,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
15094,Female,18.0,1.6,56.0,yes,yes,3.0,3.0,Always,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
736,Male,29.509151,1.829239,108.308112,yes,yes,2.846452,3.0,Sometimes,no,2.038128,no,1.0,1.551934,Sometimes,Automobile
13822,Female,20.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
16511,Male,22.976188,1.705584,80.413997,yes,yes,2.0,2.141839,Sometimes,no,2.0,no,2.891986,1.560402,no,Public_Transportation
10256,Male,30.62865,1.770278,117.849351,yes,yes,2.19011,1.288716,Sometimes,no,2.170225,no,1.738267,0.0,Sometimes,Automobile
14136,Female,20.891491,1.690614,129.769141,yes,yes,3.0,3.0,Sometimes,no,1.549931,no,0.985872,0.906611,Sometimes,Public_Transportation
450,Male,30.315784,1.824449,123.721352,yes,yes,2.9673,2.937607,Sometimes,no,1.310074,no,1.0,1.035711,Sometimes,Automobile
13948,Male,17.0,1.7,99.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
3111,Male,18.0,1.785543,51.256059,no,yes,2.278644,3.0,Sometimes,no,1.67062,no,2.269058,1.0,Sometimes,Public_Transportation
14009,Male,22.0,1.76,75.0,yes,yes,1.0,3.0,Sometimes,no,2.0,yes,2.0,0.0,Frequently,Walking
7655,Male,19.755797,1.7,79.697278,yes,yes,2.749268,2.937607,Sometimes,no,2.721769,no,0.854337,0.0,Sometimes,Public_Transportation
3353,Female,18.535075,1.664752,45.0,no,yes,3.0,3.0,Frequently,no,2.693978,yes,1.48524,0.741069,Sometimes,Public_Transportation
11008,Male,21.0,1.75,70.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
5887,Male,20.0,1.62,75.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
5043,Female,17.70368,1.675979,67.913561,yes,yes,3.0,3.891994,Sometimes,no,2.654636,no,0.0,0.714701,Sometimes,Public_Transportation
3113,Male,21.0,1.716289,106.875927,yes,yes,2.0,3.0,Sometimes,no,1.927976,no,0.0,1.376597,no,Public_Transportation
7051,Female,29.0,1.65,90.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Automobile
16786,Male,29.0,1.78,78.0,no,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Frequently,Automobile
3511,Female,26.0,1.643167,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.724099,no,0.0,0.152985,Sometimes,Public_Transportation
1144,Female,21.333429,1.64037,68.85097,yes,yes,1.826885,1.0,Sometimes,no,2.0,no,0.264831,0.0,Sometimes,Public_Transportation
14107,Female,21.0,1.58,53.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,3.0,0.0,Sometimes,Automobile
11432,Male,24.184891,1.780731,114.77484,yes,yes,1.924632,3.0,Sometimes,no,1.849997,no,1.581242,0.690353,Sometimes,Public_Transportation
15430,Female,17.0,1.7,50.0,no,yes,1.005578,4.0,Frequently,no,1.0,yes,0.783676,1.0,Sometimes,Public_Transportation
1237,Female,26.0,1.62439,111.169678,yes,yes,3.0,3.0,Sometimes,no,2.709428,no,0.029728,0.380695,Sometimes,Public_Transportation
3934,Female,18.0,1.7,50.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
17170,Male,32.895637,1.719342,102.555691,yes,yes,2.92711,1.171027,Sometimes,no,1.0,no,1.903182,1.0,no,Public_Transportation
4010,Female,19.0,1.603501,45.0,no,no,3.0,3.0,Sometimes,no,2.975528,yes,1.452524,0.0,Frequently,Public_Transportation
14206,Female,22.889099,1.605662,82.0,yes,yes,1.624366,1.0,Sometimes,no,2.0,no,0.0,0.301909,Sometimes,Public_Transportation
20520,Male,31.398281,1.703317,82.595793,yes,yes,2.720701,1.326982,Sometimes,no,1.622638,no,0.038809,0.196084,Sometimes,Public_Transportation
19583,Male,18.0,1.78,52.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
41,Male,21.0,1.79,105.0,yes,yes,2.0,1.703299,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
8688,Female,40.821515,1.559499,110.804337,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
8528,Female,20.801791,1.738717,131.042274,yes,yes,3.0,3.0,Sometimes,no,1.837184,no,1.525165,0.923005,Sometimes,Public_Transportation
6814,Male,31.62638,1.886109,125.064264,yes,yes,2.562687,3.0,Sometimes,yes,1.655245,no,1.0,1.36595,Sometimes,Public_Transportation
19914,Male,28.0,1.7,78.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Frequently,Automobile
11199,Female,19.0,1.6,58.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
19002,Male,30.193589,1.609068,102.305767,yes,yes,2.92711,1.836226,Sometimes,no,1.020313,no,1.989171,1.0,no,Public_Transportation
4043,Male,20.580984,1.780503,103.605896,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
2034,Female,25.524336,1.656504,104.768318,yes,yes,3.0,3.0,Sometimes,no,1.436616,no,0.167086,0.586163,Sometimes,Public_Transportation
1123,Female,19.773303,1.603435,45.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.258504,2.0,Sometimes,Public_Transportation
2412,Male,17.412629,1.870931,57.145917,yes,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
9403,Female,19.407204,1.650052,86.0805,yes,yes,2.0,3.0,Sometimes,no,1.964435,no,1.0,0.127775,Sometimes,Public_Transportation
13079,Female,17.0,1.55,56.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,2.0,Sometimes,Public_Transportation
14970,Male,20.0,1.85,60.0,yes,no,3.0,3.0,Frequently,no,2.0,no,2.0,0.0,no,Public_Transportation
2725,Male,18.0,1.716691,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.171034,Sometimes,Public_Transportation
18682,Male,21.0,1.769269,80.0,yes,yes,2.0,1.704828,Sometimes,no,1.937674,no,1.0,1.443212,Sometimes,Public_Transportation
7515,Female,26.0,1.57,63.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
1347,Male,22.771612,1.704877,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.944675,Sometimes,Public_Transportation
6919,Female,26.0,1.64187,111.933152,yes,yes,3.0,3.0,Sometimes,no,2.621877,no,0.0,0.544899,Sometimes,Public_Transportation
8559,Male,30.304203,1.65,102.083964,yes,yes,2.392179,1.068443,Sometimes,no,1.120213,no,0.0,1.0,no,Public_Transportation
12507,Female,22.0,1.65,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
2638,Female,18.0,1.55,57.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
16714,Female,27.394123,1.662728,79.109637,yes,yes,3.0,3.0,Sometimes,no,3.0,no,2.805801,0.0,no,Automobile
18978,Female,21.768834,1.768493,50.0,no,yes,3.0,3.0,Frequently,no,1.796257,no,0.874643,0.0,no,Public_Transportation
16595,Male,22.988004,1.734237,93.429205,yes,yes,1.368978,1.0,Sometimes,no,1.249074,no,0.932783,1.944177,no,Public_Transportation
9771,Female,27.0,1.640125,69.975607,yes,no,2.636719,3.0,Sometimes,no,1.619305,no,0.783336,1.0,no,Public_Transportation
15306,Female,29.0,1.65,73.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
90,Female,43.604901,1.698626,77.355417,yes,yes,2.0,3.0,Sometimes,no,1.853991,no,1.0,0.0,Sometimes,Automobile
20671,Female,26.0,1.631332,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.639816,no,0.0,0.452236,Sometimes,Public_Transportation
35,Female,18.634286,1.692646,79.697278,no,yes,1.98989905,1.893811,Sometimes,no,1.0,no,1.0,0.704978,Sometimes,Public_Transportation
4447,Male,29.0,1.76,112.0,yes,yes,1.0,3.0,Always,no,2.0,no,0.0,1.0,Sometimes,Automobile
4291,Female,24.0,1.65,80.0,yes,yes,2.0,1.0,Frequently,no,2.0,no,0.0,2.0,no,Public_Transportation
5186,Male,30.577944,1.789992,125.418548,yes,yes,2.699282,3.0,Sometimes,no,1.0,no,0.839481,0.921991,Sometimes,Public_Transportation
15135,Female,22.99368,1.664752,82.130728,yes,yes,2.271306,1.0,Sometimes,no,2.0,no,0.783676,0.0,no,Public_Transportation
15136,Female,25.539411,1.60074,104.704707,yes,yes,3.0,3.0,Sometimes,no,2.691584,no,0.260079,0.629285,Sometimes,Public_Transportation
10727,Male,33.0,1.75,83.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
705,Male,25.992719,1.677178,79.828725,yes,yes,2.0,2.119826,Sometimes,no,3.0,no,0.008368,0.0,Sometimes,Public_Transportation
2207,Male,29.981494,1.782067,89.993812,yes,yes,2.036613,3.0,Sometimes,no,2.041462,no,0.0,0.0,Sometimes,Automobile
15620,Female,21.0,1.66,64.0,yes,yes,2.0,3.0,Frequently,no,1.0,yes,0.0,1.0,Sometimes,Public_Transportation
20064,Female,19.364339,1.672007,49.838965,no,yes,3.0,3.205587,Sometimes,no,2.471033,no,2.240714,0.0,Sometimes,Public_Transportation
17584,Female,26.0,1.641849,111.963186,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.153462,Sometimes,Public_Transportation
4741,Female,22.815416,1.610967,82.039,yes,yes,1.92822,1.068443,Sometimes,no,2.0,no,0.0,1.261043,Sometimes,Public_Transportation
11090,Male,31.539393,1.754996,83.337721,yes,yes,2.947495,2.449067,Sometimes,no,2.0,no,0.294763,0.691944,Sometimes,Automobile
2988,Female,25.930376,1.610488,104.92057,yes,yes,3.0,3.0,Sometimes,no,2.569082,no,0.01586,0.732265,Sometimes,Public_Transportation
13307,Female,26.0,1.624099,110.79263,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.444532,Sometimes,Public_Transportation
15154,Female,21.001282,1.62439,68.85097,yes,yes,1.452524,3.0,Sometimes,no,1.362583,no,0.0,0.462973,Sometimes,Public_Transportation
16444,Male,26.699317,1.841989,121.835883,yes,yes,2.640801,3.0,Sometimes,no,2.868167,no,1.289421,0.0,Sometimes,Public_Transportation
19993,Male,34.139453,1.788239,85.803809,yes,yes,2.0,3.0,Sometimes,no,2.193008,no,0.0,1.119877,Sometimes,Automobile
8603,Male,29.429687,1.775416,103.017623,yes,yes,2.964319,2.967089,Sometimes,no,2.042078,no,0.577063,1.350099,Sometimes,Public_Transportation
9055,Female,19.317148,1.731195,49.650897,no,yes,2.927218,3.576103,Frequently,no,1.947935,no,2.0,1.0,Sometimes,Public_Transportation
14457,Male,30.638944,1.785957,120.60094,yes,yes,2.490937,3.0,Sometimes,no,2.31083,no,0.112454,0.0,Sometimes,Automobile
2714,Female,18.94093,1.748584,133.45249,yes,yes,3.0,3.0,Sometimes,no,2.653531,no,1.501754,0.838957,Sometimes,Public_Transportation
5112,Female,26.0,1.623113,105.037463,yes,yes,3.0,3.0,Sometimes,no,2.70485,no,0.0,0.5197,Sometimes,Public_Transportation
7085,Male,34.0,1.75,84.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
2002,Female,18.0,1.716691,51.652557,yes,yes,2.737149,3.0,Sometimes,no,1.622638,no,0.868721,1.0,no,Automobile
14372,Female,26.0,1.656465,111.939983,yes,yes,3.0,3.0,Sometimes,no,2.61939,no,0.0,0.243338,Sometimes,Public_Transportation
15724,Female,21.837058,1.739293,75.970712,yes,yes,2.780699,3.0,Sometimes,no,1.554925,no,0.967627,0.0,Sometimes,Public_Transportation
14649,Female,19.407204,1.520997,42.0,no,yes,3.0,1.0,Frequently,no,1.527036,no,0.0,0.860497,Sometimes,Public_Transportation
7417,Male,17.0,1.7,85.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Walking
14149,Female,22.908879,1.696412,51.881263,yes,yes,2.668949,3.390143,Sometimes,no,1.087166,no,0.03465,0.0,no,Public_Transportation
10388,Male,41.205173,1.755938,117.398976,yes,yes,2.744994,3.0,Sometimes,no,2.023328,no,0.694281,0.0,Sometimes,Automobile
14935,Female,18.0,1.6,48.0,no,yes,2.0,3.0,Frequently,no,2.0,no,3.0,2.0,no,Automobile
14734,Female,38.0,1.5,62.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
5564,Female,26.0,1.641132,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.224559,Sometimes,Public_Transportation
17899,Female,19.872667,1.817231,152.371911,yes,yes,3.0,3.0,Sometimes,no,2.305521,no,1.956278,0.939665,Sometimes,Public_Transportation
16695,Male,33.015258,1.737984,83.952968,yes,yes,2.0,1.724887,Sometimes,no,2.166024,no,1.0,0.0,no,Automobile
12672,Female,19.0,1.752206,49.713944,no,yes,1.443674,3.0,Frequently,no,2.0,no,1.94908,1.0,Sometimes,Public_Transportation
13656,Female,17.0,1.7,50.0,yes,yes,3.0,4.0,Frequently,no,2.0,no,2.0,1.0,no,Walking
3415,Female,21.0,1.63,58.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
20674,Male,18.0,1.76,79.5,yes,yes,1.0,3.0,Sometimes,no,2.0,yes,3.0,0.0,no,Walking
17531,Male,23.147644,1.718981,81.919454,yes,yes,2.002564,1.015467,Sometimes,no,1.322669,no,0.0,1.015467,Sometimes,Public_Transportation
5553,Male,21.0,1.7,80.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,2.0,1.0,no,Public_Transportation
1866,Female,22.0,1.65,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
2221,Female,19.47219,1.532322,42.069992,no,yes,3.0,3.0,Sometimes,no,1.319437,no,1.060349,0.953841,Sometimes,Public_Transportation
9532,Female,21.652229,1.716497,133.94608,yes,yes,3.0,3.0,Sometimes,no,2.833566,no,1.413239,0.716327,Sometimes,Public_Transportation
2856,Female,23.0,1.52,57.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
13152,Female,18.0,1.587546,83.016968,yes,yes,2.0,3.0,Sometimes,no,1.199517,no,1.0,0.0,Sometimes,Public_Transportation
16467,Female,26.0,1.640741,106.69053,yes,yes,3.0,3.0,Sometimes,no,2.320068,no,0.0,0.692343,Sometimes,Public_Transportation
16169,Female,24.0,1.58,49.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
651,Male,24.0,1.75,69.0,no,no,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Sometimes,Walking
2812,Male,18.0,1.7,70.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,2.0,Sometimes,Walking
6425,Male,22.0,1.64,54.5,yes,yes,2.0,3.0,Always,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
17953,Female,33.0,1.7,83.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Automobile
7668,Female,21.0,1.55,62.0,no,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
19578,Female,16.270434,1.618867,65.0,yes,yes,2.0,3.0,Sometimes,no,2.151496,no,0.0,1.509831,Sometimes,Public_Transportation
14739,Male,22.0,1.72,75.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
10385,Female,23.0,1.62,55.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
14825,Female,34.204408,1.662978,79.863546,yes,yes,2.0,1.851088,Sometimes,no,1.074048,no,0.883542,0.0,Sometimes,Automobile
10509,Male,20.0,1.74,65.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
5513,Male,23.0,1.75,116.594351,yes,yes,1.757466,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
4742,Female,25.783865,1.659877,110.545378,yes,yes,3.0,3.0,Sometimes,no,2.569713,no,0.01586,0.629285,Sometimes,Public_Transportation
3947,Male,21.0,1.72,70.0,no,yes,2.0,4.0,Sometimes,no,1.0,no,2.0,0.0,no,Public_Transportation
10120,Female,20.0,1.67,56.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
17,Female,18.0,1.56,50.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
16583,Female,26.0,1.627532,109.978402,yes,yes,3.0,3.0,Sometimes,no,2.687378,no,0.0,0.410651,Sometimes,Public_Transportation
17755,Male,18.0,1.71,71.0,no,yes,3.0,3.0,Sometimes,yes,2.0,no,2.0,1.0,Sometimes,Public_Transportation
17865,Female,19.673262,1.782714,49.603807,no,yes,3.0,4.0,Frequently,no,2.875583,no,1.25955,0.560887,Sometimes,Public_Transportation
2546,Female,22.975526,1.685045,51.457226,yes,yes,2.0,3.0,Frequently,no,1.204055,no,0.0,0.017225,no,Public_Transportation
18316,Female,25.908829,1.621671,102.686239,yes,yes,3.0,3.0,Sometimes,no,1.031354,no,0.05093,0.711331,Sometimes,Public_Transportation
13497,Male,25.0,1.7,68.0,no,yes,2.0,3.0,Always,no,2.0,no,0.0,0.0,no,Public_Transportation
12033,Female,25.996716,1.669701,104.774144,yes,yes,3.0,3.0,Sometimes,no,1.313834,no,0.06275,0.893514,Sometimes,Public_Transportation
10302,Male,21.052894,1.694633,75.5771,yes,yes,2.138334,3.0,Sometimes,no,2.080559,no,0.00342,0.315595,Sometimes,Public_Transportation
9798,Male,31.327609,1.754217,120.413119,yes,yes,2.393837,3.0,Sometimes,no,2.065817,no,0.87967,0.0,Sometimes,Automobile
6369,Male,18.0,1.735659,108.204547,yes,yes,2.0,1.845858,Sometimes,no,1.98126,no,1.0,0.4346,no,Public_Transportation
17696,Male,19.241058,1.701413,86.934846,yes,yes,2.204914,4.0,Sometimes,no,2.069257,no,2.405963,0.0,no,Automobile
13847,Male,18.525525,1.787379,50.0,no,yes,2.0,4.0,Frequently,no,2.0,yes,2.0,1.0,Sometimes,Public_Transportation
647,Male,24.739421,1.7,84.340406,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.630866,Sometimes,Public_Transportation
9282,Female,22.901613,1.680858,82.0,yes,yes,1.096455,1.0,Sometimes,no,2.0,no,0.0,1.350099,no,Public_Transportation
6983,Male,22.591026,1.65,82.0,yes,yes,2.0,1.10548,Sometimes,no,2.0,no,1.0,1.588046,Sometimes,Public_Transportation
4168,Male,37.524551,1.76414,112.254278,yes,yes,1.735664,3.0,Sometimes,no,2.0,no,0.0,0.732881,Sometimes,Automobile
1321,Male,23.426036,1.755938,117.29188,yes,yes,2.996717,3.0,Sometimes,no,2.569713,no,0.868721,0.688293,Sometimes,Public_Transportation
14515,Female,21.0,1.75,79.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
13476,Female,16.913841,1.634832,67.140367,yes,yes,1.443674,3.0,Sometimes,no,1.440526,yes,0.912334,1.727828,Sometimes,Public_Transportation
1905,Male,25.0,1.75,70.0,no,no,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,no,Public_Transportation
13787,Female,18.0,1.65,60.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
19600,Male,18.0,1.72,53.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
9143,Female,21.333429,1.729045,131.529267,yes,yes,3.0,3.0,Sometimes,no,1.678791,no,1.584716,0.926443,Sometimes,Public_Transportation
17954,Male,24.0,1.8,60.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Automobile
16847,Male,24.469756,1.766626,99.605527,yes,yes,2.631565,1.311797,Sometimes,no,1.015672,no,0.167086,0.276319,no,Public_Transportation
13139,Female,21.322097,1.7199,131.573771,yes,yes,3.0,3.0,Sometimes,no,2.611654,no,1.999773,0.651904,Sometimes,Public_Transportation
5512,Male,23.807181,1.819535,121.737836,yes,yes,2.382705,2.692889,Sometimes,no,1.347559,no,1.097983,0.0,Sometimes,Public_Transportation
4337,Female,21.285965,1.719913,131.877558,yes,yes,3.0,3.0,Sometimes,no,1.651462,no,1.609938,0.927982,Sometimes,Public_Transportation
18003,Female,23.0,1.58,58.0,yes,yes,2.0,4.0,Always,no,2.0,no,0.0,1.0,no,Automobile
1429,Female,19.0,1.62,53.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
3589,Male,31.783524,1.680171,91.499683,yes,yes,2.0,2.9948,Sometimes,no,1.134658,no,0.935217,0.105895,Sometimes,Automobile
17415,Male,25.498751,1.765188,115.089316,yes,yes,1.994679,3.0,Sometimes,no,3.0,no,1.52001,0.519905,Sometimes,Public_Transportation
217,Male,23.586058,1.824414,106.421042,yes,yes,2.0,3.0,Sometimes,no,2.640483,no,0.285889,1.0,Sometimes,Automobile
12281,Male,22.906342,1.690727,94.812707,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,2.0,no,Public_Transportation
5332,Female,20.0,1.56,45.0,no,no,2.0,4.0,Frequently,no,1.0,yes,2.0,0.0,Sometimes,Walking
15471,Female,33.954433,1.665798,74.885222,yes,yes,3.0,1.773916,Sometimes,no,1.205633,no,0.0,0.890213,Sometimes,Automobile
1396,Male,29.463168,1.792378,89.098862,yes,yes,1.005578,1.001542,Sometimes,no,2.0,no,1.734424,0.0,Sometimes,Automobile
20358,Female,40.654155,1.549812,79.713492,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Automobile
4983,Male,16.0,1.66,60.0,no,yes,2.0,3.0,Always,no,2.0,no,1.0,1.0,Sometimes,Walking
13952,Female,22.975526,1.753081,51.457226,yes,yes,2.967853,3.0,Frequently,no,1.66616,no,0.0,1.0,no,Public_Transportation
18438,Female,21.0,1.62,53.5,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
1739,Male,20.901393,1.824432,105.254354,yes,yes,3.0,3.0,Sometimes,no,2.476002,no,0.00705,0.0,Sometimes,Public_Transportation
3921,Female,18.0,1.7,70.0,yes,yes,3.0,4.0,Frequently,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
5754,Female,34.204408,1.679299,77.205685,yes,yes,2.186322,1.672706,Sometimes,no,1.656082,no,2.119682,0.696948,no,Automobile
15420,Female,23.035829,1.598393,43.919835,no,no,2.204914,1.735493,Frequently,no,2.793505,no,0.791929,0.0,no,Public_Transportation
6667,Male,25.136116,1.784994,114.470482,yes,yes,2.23372,3.0,Sometimes,no,2.06039,no,1.097983,0.838957,Sometimes,Public_Transportation
15411,Female,29.0,1.63,70.0,no,no,3.0,3.0,Sometimes,no,2.0,yes,3.0,0.0,no,Automobile
6286,Female,17.0,1.69,79.0,no,no,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Walking
6248,Female,18.0,1.7,68.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
19476,Female,21.0,1.66,56.0,no,no,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
5999,Male,27.439056,1.899588,99.544696,yes,yes,2.0,1.874532,Sometimes,no,1.295436,no,1.0,0.0,Sometimes,Public_Transportation
13829,Female,18.233541,1.73945,133.166595,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,1.097905,0.723154,Sometimes,Public_Transportation
8442,Female,16.270434,1.805445,85.255631,yes,yes,2.512719,3.0,Sometimes,no,2.0,no,2.094542,1.34403,no,Public_Transportation
14390,Female,19.0,1.7,45.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Walking
18191,Female,26.0,1.641149,111.878132,yes,yes,3.0,3.0,Sometimes,no,2.612758,no,0.0,0.269577,Sometimes,Public_Transportation
1187,Female,33.749594,1.65,77.272652,yes,yes,2.869778,1.894384,Sometimes,no,1.0,no,0.0,0.0,no,Automobile
5160,Male,18.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
18147,Male,38.0,1.75,117.0,yes,no,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
7997,Male,18.0,1.67,60.0,no,no,2.0,3.0,Sometimes,no,2.0,no,3.0,0.0,no,Public_Transportation
7717,Male,26.0,1.7,72.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Walking
17813,Male,21.963787,1.812259,105.800158,yes,yes,2.0,3.0,Sometimes,no,2.977516,no,2.429923,1.597608,no,Public_Transportation
19977,Male,23.0,1.65,84.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
17011,Female,26.0,1.65,73.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
1838,Male,31.386405,1.899588,129.769141,yes,yes,2.744994,3.0,Sometimes,yes,1.0,no,1.979355,0.0,Sometimes,Public_Transportation
19520,Female,26.0,1.610225,104.928643,yes,yes,3.0,3.0,Sometimes,no,2.613928,no,0.0,0.453314,Sometimes,Public_Transportation
9751,Female,26.0,1.641132,111.157811,yes,yes,3.0,3.0,Sometimes,no,2.632253,no,0.0,0.224559,Sometimes,Public_Transportation
20368,Female,26.0,1.641918,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.55975,no,0.0,0.237307,Sometimes,Public_Transportation
10440,Female,20.0,1.6,60.0,no,no,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
5477,Male,17.0,1.72,53.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Sometimes,Walking
20412,Male,20.781751,1.713599,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.612466,no,Public_Transportation
387,Male,22.851773,1.818641,105.000122,yes,yes,2.0,3.0,Sometimes,no,2.76382,no,1.0,0.0,no,Public_Transportation
11086,Female,29.0,1.628855,79.843221,yes,yes,1.270448,3.0,Sometimes,no,1.220365,no,0.0,0.0,Sometimes,Automobile
4170,Female,21.00829,1.604422,67.722222,yes,yes,2.273548,3.390143,no,no,1.520215,no,0.992253,0.447224,Sometimes,Public_Transportation
17171,Male,24.007488,1.794827,100.941357,yes,yes,2.919526,1.874532,Sometimes,no,2.028368,no,1.067817,0.0,Sometimes,Public_Transportation
19310,Male,20.0,1.75,68.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
1035,Female,18.0,1.7,50.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,2.0,1.0,no,Public_Transportation
12957,Female,19.726522,1.736276,130.871127,yes,yes,3.0,3.0,Sometimes,no,1.645858,no,1.680844,0.67321,Sometimes,Public_Transportation
7921,Male,21.0,1.7,88.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,no,Public_Transportation
2448,Male,21.0,1.751067,52.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.0,1.593704,Sometimes,Public_Transportation
841,Male,34.0,1.7,83.0,yes,yes,3.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Motorbike
20366,Female,29.0,1.53,78.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Automobile
17119,Female,37.532066,1.569878,80.0,yes,yes,2.0,2.977909,Sometimes,no,1.567366,no,0.0,0.0,Sometimes,Automobile
4110,Male,26.734476,1.835643,119.622764,yes,yes,2.640801,3.0,Sometimes,yes,2.174371,no,0.763595,0.0,Sometimes,Public_Transportation
19666,Female,21.0,1.55,48.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
8478,Male,22.969366,1.65,95.0,yes,yes,2.0,1.114564,Sometimes,no,3.0,no,0.0,1.801322,no,Public_Transportation
9791,Male,23.0,1.7,75.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.0,1.0,Sometimes,Automobile
17065,Female,18.0,1.65,82.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
11863,Male,25.486521,1.763215,115.382519,yes,yes,2.5621,2.983201,Sometimes,no,2.165804,no,1.981154,0.631825,Sometimes,Public_Transportation
14447,Male,27.0,1.7,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Frequently,Automobile
20107,Male,23.421726,1.819296,119.081804,yes,yes,2.49619,2.562895,Sometimes,no,2.155422,no,0.891205,0.0,Sometimes,Public_Transportation
13962,Male,36.542885,1.857231,117.86159,yes,yes,2.0,3.0,Sometimes,no,2.296878,no,3.0,0.0,Sometimes,Automobile
6100,Male,29.687488,1.918859,129.679131,yes,yes,3.0,3.0,Sometimes,no,1.125338,no,0.946461,0.008343,Sometimes,Public_Transportation
11746,Male,23.0,1.790151,105.042194,yes,yes,2.0,3.0,Sometimes,no,1.220331,no,0.0,0.966181,Sometimes,Public_Transportation
13120,Female,20.0,1.52,42.0,no,no,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
10879,Male,23.0,1.670552,75.0,yes,yes,1.99124,3.0,Sometimes,no,1.827515,no,0.094893,0.927341,Sometimes,Public_Transportation
16266,Male,31.194323,1.914186,129.679131,yes,yes,2.23372,3.0,Sometimes,yes,1.970508,no,1.847802,0.0,Sometimes,Public_Transportation
18452,Female,21.90012,1.726606,131.877558,yes,yes,3.0,3.0,Sometimes,no,2.48707,no,1.528968,0.930888,Sometimes,Public_Transportation
9468,Female,22.0,1.59,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
19495,Female,18.0,1.6,82.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
20425,Female,25.954511,1.62439,102.872505,yes,yes,3.0,3.0,Sometimes,no,1.444379,no,0.001297,0.58345,Sometimes,Public_Transportation
7922,Male,23.0,1.7921,87.906019,no,yes,2.0,3.990925,no,no,1.622638,no,0.769726,1.906141,no,Automobile
18162,Male,22.0,1.72,75.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
2065,Male,18.904037,1.696423,78.434492,yes,yes,2.0,2.499108,Sometimes,no,2.774043,no,0.463949,0.0,no,Public_Transportation
20672,Male,29.246269,1.724268,112.879662,yes,yes,1.397468,3.0,Sometimes,no,2.092326,no,0.0,0.713823,Sometimes,Automobile
3528,Male,18.0,1.721854,52.514302,yes,yes,2.33998,3.0,Sometimes,no,2.039514,no,0.262171,1.884138,no,Public_Transportation
1444,Female,21.0,1.68,62.0,no,no,2.0,3.0,no,no,3.0,no,3.0,0.0,Sometimes,Public_Transportation
3533,Male,33.0,1.8,91.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Walking
1372,Male,22.087389,1.66877,98.790167,yes,yes,2.0,2.970675,Sometimes,no,2.0,no,1.554817,0.0,no,Automobile
278,Female,18.826782,1.716497,82.27635,yes,yes,2.805512,3.0,Sometimes,no,1.274774,no,0.236168,0.0026,no,Public_Transportation
13663,Female,19.058511,1.632605,78.055968,yes,no,2.923916,1.555557,Sometimes,no,2.930138,no,0.0,0.620465,no,Public_Transportation
15018,Male,22.591439,1.751631,75.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
12398,Female,21.0,1.56,56.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
10515,Female,37.974483,1.568188,80.0,yes,yes,2.002564,2.884848,Sometimes,no,1.205633,no,1.916751,0.0,Sometimes,Automobile
513,Female,22.804818,1.613119,82.039,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
4842,Male,17.0,1.7,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Walking
8825,Male,25.057878,1.824655,120.151967,yes,yes,2.919526,3.0,Sometimes,no,2.165408,no,1.420675,0.418623,Sometimes,Public_Transportation
7649,Female,19.726522,1.691007,49.980968,yes,yes,2.652958,3.0,Sometimes,no,2.792074,no,2.0,0.802305,Sometimes,Public_Transportation
13978,Male,17.0,1.8,95.0,yes,yes,1.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
10334,Male,33.0,1.7,83.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Walking
2380,Male,22.276969,1.754956,95.419668,yes,yes,2.0,1.894384,Sometimes,no,2.364208,no,1.078719,1.967259,no,Public_Transportation
4413,Female,35.194089,1.673482,73.193589,yes,no,3.0,3.0,Sometimes,no,1.572371,no,1.80674,0.0,Sometimes,Automobile
7936,Male,33.270448,1.737984,83.3258,yes,yes,2.0,2.880817,Sometimes,no,2.0,no,1.910577,0.0,no,Automobile
19156,Male,23.0,1.75,95.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
4149,Male,23.0,1.75,75.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
20221,Male,25.0,1.65,86.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Bike
5437,Male,21.0,1.61,64.0,no,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
17783,Female,22.906886,1.573816,43.919835,no,no,3.0,1.317884,Sometimes,no,1.0,yes,0.874643,0.038253,no,Public_Transportation
4166,Female,21.572114,1.753266,133.845064,yes,yes,3.0,3.0,Sometimes,no,2.84837,no,1.465931,0.849503,Sometimes,Public_Transportation
20435,Male,23.083621,1.670152,90.0,yes,yes,1.99124,1.250548,Sometimes,no,3.0,no,1.097983,1.0,no,Public_Transportation
9863,Female,19.773303,1.602082,45.0,no,no,3.0,3.0,Frequently,no,2.875583,yes,1.269169,0.0,Sometimes,Public_Transportation
7302,Female,18.0,1.65,87.676154,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.062932,0.0,no,Public_Transportation
8056,Female,26.0,1.618867,107.012256,yes,yes,3.0,3.0,Sometimes,no,2.618198,no,0.0,0.368472,Sometimes,Public_Transportation
15234,Male,26.050109,1.819535,115.089316,yes,yes,2.636719,3.0,Sometimes,no,2.357969,no,1.079934,1.928972,Sometimes,Public_Transportation
10934,Female,18.0,1.6,53.0,yes,no,2.0,3.0,Sometimes,no,2.0,yes,2.0,2.0,Sometimes,Public_Transportation
6797,Male,20.0,1.88,95.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
11082,Male,22.977357,1.795311,89.868784,yes,yes,1.851262,2.283673,Sometimes,no,2.816015,no,0.0,1.0,Sometimes,Public_Transportation
10732,Female,25.988668,1.662978,105.313967,yes,yes,3.0,3.0,Sometimes,no,1.031354,no,0.097114,0.94603,Sometimes,Public_Transportation
2403,Female,20.0,1.7,52.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,1.0,no,Public_Transportation
14991,Male,17.0,1.75,95.290429,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
13818,Female,37.063599,1.573816,76.65949,yes,yes,2.0,3.0,Sometimes,no,1.01378,no,0.0,0.0,Sometimes,Automobile
14819,Female,21.682367,1.789555,137.796884,yes,yes,3.0,3.0,Sometimes,no,1.873004,no,1.645532,0.869238,Sometimes,Public_Transportation
7535,Male,19.994543,1.834842,85.568385,yes,yes,2.0,3.559841,Sometimes,no,2.839319,no,0.0,0.333673,Sometimes,Public_Transportation
12202,Female,20.975973,1.708581,102.781971,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.582675,0.269577,Sometimes,Public_Transportation
2752,Female,41.0,1.75,78.0,yes,yes,3.0,1.0,Sometimes,no,3.0,no,0.0,0.0,Frequently,Automobile
12151,Male,23.0,1.755317,88.532032,yes,yes,3.0,2.930044,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
8423,Female,20.891491,1.745033,133.365094,yes,yes,3.0,3.0,Sometimes,no,2.856521,no,1.699181,0.853891,Sometimes,Public_Transportation
9527,Male,20.0,1.65,90.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
6206,Female,19.126145,1.633491,82.0,yes,yes,1.826885,3.0,Sometimes,no,1.131169,no,0.0,0.127443,Sometimes,Public_Transportation
11301,Male,17.764764,1.688426,59.20945,yes,yes,2.714447,4.0,Sometimes,no,2.0,no,2.040816,1.0,no,Public_Transportation
14746,Male,22.676243,1.803129,105.028665,yes,yes,2.0,3.0,Sometimes,no,2.807984,no,1.266739,0.554072,Sometimes,Public_Transportation
10048,Male,27.0,1.71,82.0,yes,yes,2.0,1.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Automobile
1705,Female,21.0,1.6,50.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
15238,Male,21.0,1.62,70.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
12362,Male,20.0,1.72,70.0,no,no,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,no,Public_Transportation
16675,Female,23.0,1.64,84.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,no,Public_Transportation
476,Male,18.0,1.87,52.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
17705,Male,30.607546,1.76714,111.357062,yes,yes,1.263216,3.0,Sometimes,no,1.28246,no,0.552511,0.0,no,Automobile
7267,Female,26.0,1.58,53.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
6149,Male,24.733308,1.764138,84.729197,yes,yes,2.0,3.0,Sometimes,no,1.981782,no,0.740633,0.0,no,Public_Transportation
10408,Female,27.0,1.75,75.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
7554,Male,25.01277,1.828276,118.377601,yes,yes,2.766612,3.0,Sometimes,no,1.0,no,1.05545,0.078207,Sometimes,Public_Transportation
20100,Female,19.0,1.62,53.0,no,yes,3.0,3.0,Frequently,no,2.0,no,2.0,1.0,no,Public_Transportation
3171,Female,23.0,1.650012,80.473587,yes,yes,2.765769,2.378211,Sometimes,no,2.881677,no,0.503122,1.0,no,Public_Transportation
11244,Female,25.991886,1.668931,104.839068,yes,yes,3.0,3.0,Sometimes,no,1.032834,no,0.204108,0.933802,Sometimes,Public_Transportation
10443,Female,26.0,1.640745,111.919155,yes,yes,3.0,3.0,Sometimes,no,2.666178,no,0.0,0.178301,Sometimes,Public_Transportation
16132,Female,25.653233,1.739991,104.754958,yes,yes,3.0,3.0,Sometimes,no,2.447306,no,0.029728,0.435072,Sometimes,Public_Transportation
16871,Female,20.31094,1.821566,151.417292,yes,yes,3.0,3.0,Sometimes,no,1.228838,no,0.55181,0.573887,Sometimes,Public_Transportation
15498,Female,22.0,1.66,58.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Walking
2794,Male,27.474245,1.840039,120.420406,yes,yes,2.633855,3.0,Sometimes,no,2.849307,no,1.144876,0.673009,Sometimes,Public_Transportation
970,Male,21.987341,1.706082,80.379575,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.334474,0.0,no,Public_Transportation
13005,Male,31.346845,1.848965,126.798173,yes,yes,2.392665,3.0,Sometimes,no,2.38639,no,0.94522,0.900067,Sometimes,Public_Transportation
15832,Male,23.327836,1.763215,120.751656,yes,yes,2.21965,3.0,Sometimes,yes,1.833635,no,0.788659,0.0,Sometimes,Public_Transportation
12599,Female,20.0,1.5,60.0,yes,no,3.0,3.0,Frequently,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
17789,Female,26.0,1.641918,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.55057,no,0.0,0.20281,Sometimes,Public_Transportation
2864,Male,18.0,1.8,58.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Automobile
17102,Female,18.469086,1.805803,133.878843,yes,yes,3.0,3.0,Sometimes,no,2.839069,no,1.48372,0.683736,Sometimes,Public_Transportation
5198,Male,18.0,1.792435,79.414603,yes,yes,2.0,1.097312,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
10968,Male,30.605225,1.698914,78.156035,yes,yes,2.0,3.0,Sometimes,no,2.116068,no,0.0,0.70778,Sometimes,Automobile
12694,Male,19.0,1.76,85.5,yes,no,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Walking
7955,Male,18.0,1.7,50.0,no,yes,1.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
10290,Female,18.94093,1.723587,131.877558,yes,yes,3.0,3.0,Sometimes,no,1.687611,no,1.932386,0.926565,Sometimes,Public_Transportation
4580,Male,32.707653,1.774647,120.151967,yes,yes,2.57649,3.0,Sometimes,no,2.172649,no,1.097905,0.0,Sometimes,Automobile
7030,Male,19.72925,1.819867,58.443049,yes,yes,2.18354,3.0,Sometimes,no,2.0,no,2.008256,1.0,Sometimes,Automobile
7201,Male,19.058511,1.849425,61.264785,yes,yes,3.0,3.171082,Sometimes,no,2.0,no,1.194898,0.74568,Sometimes,Public_Transportation
9502,Male,21.0,1.9,75.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
20692,Female,19.0,1.65,58.0,no,yes,2.0,1.0,no,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
7747,Male,30.64243,1.763029,118.780099,yes,yes,2.95841,3.0,Sometimes,no,2.357373,no,0.597863,0.0,Sometimes,Automobile
15267,Male,20.0,1.62,70.0,no,no,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
733,Male,29.911246,1.909188,129.852531,yes,yes,2.630137,3.0,Sometimes,no,1.0,no,1.952427,0.0,Sometimes,Public_Transportation
15684,Female,20.0,1.54,49.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
13758,Male,33.0,1.7,83.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Frequently,Walking
15456,Male,30.62865,1.772045,112.438508,yes,yes,2.95801,3.0,Sometimes,no,2.042073,no,0.0,0.175587,Sometimes,Automobile
16026,Male,26.774115,1.75,119.117122,yes,yes,2.927409,3.0,Sometimes,no,2.0,no,0.94676,0.0,Sometimes,Public_Transportation
7585,Female,23.0,1.65,58.5,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
6148,Female,41.0,1.65,79.0,yes,yes,2.0,3.0,Always,no,1.0,no,2.0,0.0,Sometimes,Automobile
6628,Female,21.840654,1.719913,132.116491,yes,yes,3.0,3.0,Sometimes,no,1.608128,no,1.637368,0.921136,Sometimes,Public_Transportation
6275,Female,26.0,1.642098,111.927001,yes,yes,3.0,3.0,Sometimes,no,2.574073,no,0.0,0.094213,Sometimes,Public_Transportation
11901,Male,21.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
15004,Female,26.0,1.66494,111.922491,yes,yes,3.0,3.0,Sometimes,no,2.632224,no,0.0,0.200379,Sometimes,Public_Transportation
12164,Male,24.0,1.8,60.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,3.0,0.0,no,Walking
5960,Female,17.0,1.66,57.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
19818,Male,18.0,1.74,55.0,yes,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Automobile
1065,Male,23.0,1.72,72.0,yes,yes,2.0,3.0,Always,no,2.0,yes,1.0,1.0,Frequently,Public_Transportation
17024,Male,31.641081,1.705617,83.520113,yes,yes,2.0,1.79558,Sometimes,no,1.014876,no,0.0,0.930051,Sometimes,Public_Transportation
7821,Female,26.0,1.627532,111.939671,yes,yes,3.0,3.0,Sometimes,no,2.838893,no,0.0,0.452236,Sometimes,Public_Transportation
9313,Female,18.88485,1.758372,79.828725,yes,yes,2.0,2.667711,Sometimes,no,2.452789,no,0.747528,0.967919,Frequently,Public_Transportation
9299,Male,17.0,1.694642,99.605527,yes,yes,2.0,2.988539,Sometimes,no,2.194746,no,1.46361,1.0,no,Public_Transportation
7175,Female,25.035915,1.629442,105.436173,yes,yes,3.0,3.0,Sometimes,no,1.031354,no,0.0,0.555468,Sometimes,Public_Transportation
19449,Male,23.807181,1.712061,94.743892,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.63119,0.0,no,Public_Transportation
8253,Female,21.282238,1.741193,132.94066,yes,yes,3.0,3.0,Sometimes,no,1.651462,no,1.699056,0.930926,Sometimes,Public_Transportation
17806,Male,24.475242,1.76714,120.872294,yes,yes,2.195964,3.0,Sometimes,no,2.976229,no,1.981154,0.36037,Sometimes,Public_Transportation
11132,Female,37.524551,1.585786,80.0,yes,yes,2.0,3.0,Sometimes,no,1.336526,no,0.0,0.0,Sometimes,Automobile
13776,Female,21.016665,1.73581,133.800129,yes,yes,3.0,3.0,Sometimes,no,2.628816,no,1.538922,0.926443,Sometimes,Public_Transportation
6626,Female,18.0,1.62,55.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
15464,Male,23.432227,1.783609,120.921535,yes,yes,2.396265,2.956422,Sometimes,no,2.069257,no,1.302507,0.632467,Sometimes,Public_Transportation
1441,Male,23.0,1.811189,86.934846,yes,yes,2.967853,3.0,Sometimes,no,2.430918,no,2.0,0.579541,Sometimes,Public_Transportation
3248,Female,17.0,1.55,45.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
6383,Female,23.0,1.57,50.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Walking
7682,Male,22.0,1.66,70.0,no,yes,2.0,4.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
3919,Male,25.140074,1.868923,120.151967,yes,yes,2.766612,3.0,Sometimes,no,2.144838,no,1.15804,0.0,Sometimes,Public_Transportation
18509,Female,23.32012,1.585886,44.753943,no,no,3.0,1.717608,Frequently,no,2.641642,no,0.11964,0.620465,Sometimes,Public_Transportation
2444,Male,29.0,1.65,90.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Automobile
18610,Male,24.739421,1.849425,121.310257,yes,yes,2.9673,3.0,Sometimes,no,2.824559,no,1.427413,0.0,Sometimes,Public_Transportation
17050,Male,18.0,1.816783,86.522799,no,yes,1.443674,3.0,Sometimes,no,2.177386,no,0.390877,0.004523,Sometimes,Public_Transportation
14811,Male,30.156664,1.75,118.363376,yes,yes,2.724285,3.0,Sometimes,no,2.161303,no,0.112454,0.010721,Sometimes,Public_Transportation
4720,Female,26.0,1.628909,111.868169,yes,yes,3.0,3.0,Sometimes,no,2.737353,no,0.0,0.503896,Sometimes,Public_Transportation
13610,Female,26.0,1.631856,110.804337,yes,yes,3.0,3.0,Sometimes,no,2.704827,no,0.0,0.269577,Sometimes,Public_Transportation
18842,Female,37.642177,1.561109,77.550345,yes,yes,2.0,3.0,Sometimes,no,1.084442,no,0.0,0.0,no,Automobile
7324,Male,23.0,1.85,66.0,no,yes,2.0,3.0,Always,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
16693,Female,21.0,1.56,62.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
4847,Female,19.407204,1.640745,42.0,no,yes,3.0,1.0,Frequently,no,2.654702,no,0.0,0.0,Sometimes,Public_Transportation
12077,Male,32.516469,1.75655,121.786485,yes,yes,2.585942,2.271734,Sometimes,no,1.970622,no,0.582686,0.0,Sometimes,Public_Transportation
6134,Female,24.0,1.52,55.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
2915,Male,16.0,1.8,83.0,yes,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11952,Male,23.668137,1.76714,95.361795,yes,yes,2.0,3.0,Sometimes,no,2.839069,no,1.96582,0.160138,Sometimes,Public_Transportation
11235,Female,18.314593,1.746416,133.554686,yes,yes,3.0,3.0,Sometimes,no,1.54249,no,1.879818,0.925843,Sometimes,Public_Transportation
8574,Female,16.0,1.6,65.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
19012,Male,23.0,1.72,60.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
921,Male,24.565628,1.852664,121.310257,yes,yes,2.906269,3.0,Sometimes,no,2.435489,no,1.266739,0.36216,Sometimes,Public_Transportation
1086,Female,21.0,1.65,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
4106,Female,21.701643,1.745644,135.693381,yes,yes,3.0,3.0,Sometimes,no,2.472903,no,1.92628,0.914492,Sometimes,Public_Transportation
13314,Female,22.591439,1.644078,88.675503,yes,yes,2.0,1.311797,Sometimes,no,3.0,no,0.0,1.043435,no,Public_Transportation
15492,Female,26.0,1.634894,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.737353,no,0.0,0.091711,Sometimes,Public_Transportation
19163,Male,25.539411,1.774644,115.627554,yes,yes,2.653721,3.0,Sometimes,no,2.010596,no,1.016042,0.0026,Sometimes,Public_Transportation
2699,Female,23.0,1.56,50.0,no,yes,3.0,3.0,Always,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
14790,Female,21.768153,1.76416,133.888629,yes,yes,3.0,3.0,Sometimes,no,2.32502,no,1.465931,0.918468,Sometimes,Public_Transportation
12974,Male,30.722801,1.767121,120.775439,yes,yes,2.911312,3.0,Sometimes,no,2.148146,no,0.112383,0.47787,Sometimes,Automobile
1362,Female,18.0,1.56,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
15303,Female,21.0,1.5,62.0,yes,no,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
5770,Male,19.920629,1.839941,89.993812,yes,yes,2.0,2.392811,Sometimes,no,2.702789,no,0.926201,0.862587,Sometimes,Public_Transportation
4909,Female,19.0,1.6,49.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
19654,Male,26.740655,1.824432,119.192922,yes,yes,2.992205,3.0,Sometimes,no,2.31083,no,1.281165,0.2916,Sometimes,Automobile
2232,Female,26.0,1.643332,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.784303,no,0.0,0.237307,Sometimes,Public_Transportation
4202,Female,21.0,1.63,68.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
16450,Male,22.661556,1.835643,58.854416,yes,yes,3.0,3.285167,Sometimes,no,2.0,no,0.110174,1.0,no,Automobile
9754,Female,21.682367,1.737056,133.903612,yes,yes,3.0,3.0,Sometimes,no,2.856795,no,1.967973,0.8324,Sometimes,Public_Transportation
13770,Female,30.0,1.66,125.0,yes,no,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
4400,Male,22.0,1.66,62.0,yes,yes,3.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
6687,Male,20.0,1.72,75.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Public_Transportation
9254,Male,21.0,1.8,70.0,yes,yes,2.0,4.0,Frequently,no,1.0,no,2.0,0.0,no,Public_Transportation
4832,Male,23.0,1.85,75.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Automobile
13423,Male,30.796262,1.783381,128.867444,yes,yes,2.103335,3.0,Sometimes,yes,1.229915,no,0.989335,0.0,Sometimes,Public_Transportation
7703,Female,17.0,1.7,56.0,no,yes,3.0,4.0,Sometimes,no,2.0,yes,2.0,0.0,Sometimes,Public_Transportation
19046,Female,26.0,1.632983,111.939983,yes,yes,3.0,3.0,Sometimes,no,2.70485,no,0.0,0.2916,Sometimes,Public_Transportation
2129,Female,22.720449,1.605662,82.480214,yes,yes,2.568063,1.0,Sometimes,no,2.480277,no,2.0,1.382995,Sometimes,Public_Transportation
2414,Female,18.836315,1.751631,56.265959,no,yes,3.0,3.821168,Sometimes,no,2.212296,no,2.0,1.306,Sometimes,Public_Transportation
8390,Male,17.0,1.7,50.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
6595,Female,25.966504,1.614668,104.768318,yes,yes,3.0,3.0,Sometimes,no,1.412049,no,0.162279,0.778632,Sometimes,Public_Transportation
8211,Female,18.0,1.6,73.0,yes,yes,3.0,3.0,Sometimes,no,2.0,yes,1.0,0.0,Sometimes,Walking
14569,Male,24.361936,1.762921,117.368716,yes,yes,2.178308,2.888193,Sometimes,no,2.766674,no,1.046463,0.0,Sometimes,Public_Transportation
7901,Female,26.0,1.632193,111.933152,yes,yes,3.0,3.0,Sometimes,no,2.678779,no,0.0,0.322666,Sometimes,Public_Transportation
14273,Female,26.0,1.592316,110.804337,yes,yes,3.0,3.0,Sometimes,no,2.70485,no,0.0,0.278962,Sometimes,Public_Transportation
18179,Female,22.906342,1.73581,133.843033,yes,yes,3.0,3.0,Sometimes,no,1.726109,no,1.618512,0.803156,Sometimes,Public_Transportation
2684,Female,25.940153,1.666194,111.00492,yes,yes,3.0,3.0,Sometimes,no,2.838893,no,0.108386,0.604422,Sometimes,Public_Transportation
3752,Female,19.0,1.52,42.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
18557,Male,53.783977,1.754956,82.603984,yes,yes,2.915279,2.283673,Sometimes,no,2.530035,no,0.324676,0.0,Sometimes,Automobile
6769,Male,25.550506,1.771817,113.077187,yes,yes,1.528331,3.0,Sometimes,no,2.001208,no,1.0,0.001867,Sometimes,Public_Transportation
1383,Female,21.0,1.54,49.0,no,yes,3.0,3.0,Frequently,no,1.0,no,2.0,1.0,no,Public_Transportation
12269,Male,21.0,1.62,70.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
9703,Male,25.834018,1.835271,121.310257,yes,yes,3.0,3.0,Sometimes,no,2.95311,no,1.351996,0.0,Sometimes,Public_Transportation
12240,Female,21.0,1.75,78.089575,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,0.0,Frequently,Public_Transportation
2748,Female,19.0,1.57,42.4,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
7451,Female,18.0,1.7,50.0,no,yes,1.0,4.0,Frequently,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
2635,Female,25.951737,1.600762,109.980145,yes,yes,3.0,3.0,Sometimes,no,2.225139,no,0.0,0.465444,Sometimes,Public_Transportation
19171,Male,20.924808,1.787733,105.000097,yes,yes,2.0,3.0,Sometimes,no,2.136159,no,0.0,0.108386,Sometimes,Public_Transportation
16704,Female,22.935612,1.764029,121.864326,yes,yes,3.0,3.0,Sometimes,no,2.054072,no,1.469928,0.445495,Sometimes,Public_Transportation
12692,Female,19.0,1.6,45.0,no,no,3.0,4.0,Frequently,no,1.0,no,2.0,0.0,Sometimes,Automobile
169,Female,18.024853,1.68,90.0,yes,yes,2.0,3.0,Sometimes,no,1.49681,no,0.874643,0.0,Sometimes,Public_Transportation
9899,Female,18.0,1.65,82.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
12104,Female,23.0,1.624099,82.412665,yes,yes,3.0,3.0,Sometimes,no,2.60669,no,0.045246,0.30402,Sometimes,Public_Transportation
19264,Male,21.0,1.65,80.0,yes,yes,2.0,1.0,Sometimes,yes,2.0,no,1.0,0.0,no,Public_Transportation
11858,Male,18.0,1.769269,108.9606,yes,yes,2.0,3.0,Sometimes,no,2.869439,no,1.0,1.415536,no,Public_Transportation
19806,Female,26.0,1.632983,111.720238,yes,yes,3.0,3.0,Sometimes,no,2.632498,no,0.0,0.140792,Sometimes,Public_Transportation
20046,Male,21.0,1.62,70.0,yes,yes,2.0,1.0,no,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
3458,Female,20.0,1.52,42.0,no,no,2.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
7241,Male,24.449655,1.872517,121.560938,yes,yes,2.907744,3.0,Sometimes,no,2.684264,no,0.742113,0.0,Sometimes,Public_Transportation
12922,Female,21.029633,1.675612,67.913561,yes,yes,1.786841,3.691226,no,no,1.853991,no,1.21718,0.0,Sometimes,Public_Transportation
553,Female,21.67447,1.71978,132.262558,yes,yes,3.0,3.0,Sometimes,no,1.777805,no,1.68249,0.818871,Sometimes,Public_Transportation
2898,Male,19.0,1.82,85.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Frequently,Automobile
6824,Male,25.498751,1.765188,114.470482,yes,yes,2.341133,3.0,Sometimes,no,2.113831,no,0.747528,0.76906,Sometimes,Public_Transportation
5466,Female,18.314593,1.73995,132.57927,yes,yes,3.0,3.0,Sometimes,no,2.862408,no,1.544632,0.62535,Sometimes,Public_Transportation
11661,Male,23.0,1.724268,97.92035,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.324676,1.566353,no,Public_Transportation
17326,Female,26.0,1.65782,111.927001,yes,yes,3.0,3.0,Sometimes,no,2.777557,no,0.0,0.051858,Sometimes,Public_Transportation
137,Male,21.0,1.69,75.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
8200,Female,31.546893,1.65,88.026943,yes,yes,2.0,1.105617,Sometimes,no,3.0,no,1.251665,1.0,no,Automobile
20258,Male,23.327836,1.767186,121.248035,yes,yes,2.151335,2.9796,Sometimes,no,2.35752,no,0.94224,1.466496,Sometimes,Public_Transportation
7882,Female,17.0,1.72,97.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,2.0,Sometimes,Public_Transportation
10811,Female,25.722004,1.678201,104.741914,yes,yes,3.0,3.0,Sometimes,no,2.810738,no,0.01437,0.540812,Sometimes,Public_Transportation
5642,Female,26.0,1.643332,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.639816,no,0.0,0.138418,Sometimes,Public_Transportation
10537,Male,29.0,1.62,70.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
11581,Female,20.0,1.52,42.0,no,yes,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,no,Public_Transportation
8794,Male,18.0,1.8,86.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11958,Female,17.894784,1.737453,50.0,no,yes,1.874935,4.0,Frequently,no,1.015249,no,1.980738,0.937492,Sometimes,Public_Transportation
16358,Female,25.96701,1.627532,109.984263,yes,yes,3.0,3.0,Sometimes,no,1.512035,no,9.6e-05,0.465607,Sometimes,Public_Transportation
13535,Male,34.0,1.7,83.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
16978,Male,25.057878,1.787802,113.277388,yes,yes,1.993101,3.0,Sometimes,no,2.003563,no,1.556709,0.00133,Sometimes,Public_Transportation
11175,Male,26.0,1.792687,105.013901,yes,yes,2.0,3.0,Sometimes,no,2.72005,no,1.0,0.142638,Sometimes,Public_Transportation
8730,Male,23.154311,1.766626,121.458232,yes,yes,2.939727,2.938902,Sometimes,no,1.746197,no,0.766007,0.0,Sometimes,Public_Transportation
8454,Male,19.0,1.75,56.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
7109,Male,31.205668,1.849507,102.277765,yes,yes,2.9553,2.372339,Sometimes,no,1.0,no,0.827506,0.0,no,Public_Transportation
8147,Male,26.0,1.755926,111.927001,yes,yes,1.428289,3.0,Sometimes,no,2.774014,no,0.0,0.081929,Sometimes,Public_Transportation
9443,Male,18.0,1.820643,108.308112,yes,yes,2.0,2.475228,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
14085,Female,21.02497,1.746411,133.888629,yes,yes,3.0,3.0,Sometimes,no,2.84837,no,1.48372,0.686529,Sometimes,Public_Transportation
14810,Female,25.954511,1.628855,109.980145,yes,yes,3.0,3.0,Sometimes,no,2.495851,no,0.001015,0.465607,Sometimes,Public_Transportation
5098,Male,21.376426,1.706349,75.383716,yes,yes,2.766036,3.0,Sometimes,no,2.358038,no,0.305422,0.873936,Sometimes,Public_Transportation
10600,Female,26.0,1.62456,110.008636,yes,yes,3.0,3.0,Sometimes,no,2.507461,no,0.0,0.368472,Sometimes,Public_Transportation
1397,Male,21.0,1.8,72.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
10572,Female,22.926352,1.851123,51.107925,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.596576,1.0,no,Public_Transportation
14495,Female,23.0,1.68,51.5,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
7779,Female,21.768153,1.634688,68.392133,yes,yes,2.842102,3.0,Sometimes,no,1.746197,no,0.935217,0.0,Sometimes,Public_Transportation
16045,Female,29.0,1.56,45.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,no,Walking
17656,Female,26.0,1.634894,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.737353,no,0.0,0.178301,Sometimes,Public_Transportation
20501,Female,20.924808,1.7456,133.952675,yes,yes,3.0,3.0,Sometimes,no,2.847264,no,1.427037,0.912457,Sometimes,Public_Transportation
6132,Female,18.0,1.725548,51.598593,yes,yes,2.0,3.0,Frequently,no,1.438398,no,1.078074,1.0,no,Public_Transportation
7676,Male,18.147705,1.856315,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.994592,0.185499,Sometimes,Public_Transportation
13010,Female,22.329041,1.58092,44.753943,no,no,2.919584,3.196043,Frequently,no,2.675567,yes,2.0,0.0,Sometimes,Public_Transportation
2512,Male,37.496175,1.753327,83.314157,yes,yes,2.0,2.997414,Sometimes,no,2.566629,no,0.987521,0.0,Sometimes,Automobile
17880,Male,25.722004,1.854162,120.898397,yes,yes,2.9553,3.0,Sometimes,no,2.766626,no,1.097983,0.14451,Sometimes,Public_Transportation
10063,Female,18.424941,1.633794,85.803809,yes,yes,2.0,3.0,Sometimes,no,2.348981,no,1.464674,1.329237,Sometimes,Public_Transportation
20728,Female,17.0,1.7,50.0,no,yes,1.0,3.0,Frequently,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
10212,Female,26.0,1.57,102.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
6482,Male,17.0,1.7,50.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,2.0,no,Public_Transportation
12369,Female,22.087056,1.605469,82.0,yes,yes,2.0,3.0,Sometimes,no,2.977516,no,0.902095,0.0,no,Public_Transportation
5165,Female,25.498751,1.535618,63.853921,no,yes,3.0,3.0,Sometimes,no,2.497065,no,0.0,0.8324,Sometimes,Public_Transportation
17284,Female,21.0,1.68,70.0,no,yes,2.0,1.0,no,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
2495,Female,19.671876,1.814182,86.164317,yes,yes,2.576449,3.987707,Sometimes,no,2.642273,no,1.976341,1.0,Sometimes,Public_Transportation
16151,Male,18.0,1.755317,86.565148,yes,yes,2.0,2.164839,Sometimes,no,2.526193,no,0.868721,0.0,Sometimes,Public_Transportation
11898,Female,26.0,1.643111,111.950113,yes,yes,3.0,3.0,Sometimes,no,2.956548,no,0.0,0.010056,Sometimes,Public_Transportation
19419,Female,18.20701,1.781032,140.292018,yes,yes,3.0,3.0,Sometimes,no,2.830247,no,1.783138,0.789064,Sometimes,Public_Transportation
15694,Female,19.713169,1.616467,68.163408,yes,yes,3.0,1.0,Sometimes,no,2.322003,no,0.0,1.0,Sometimes,Public_Transportation
3843,Female,20.0,1.65,80.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
2085,Male,18.0,1.610647,94.189167,yes,yes,2.0,3.0,Sometimes,no,1.146595,no,0.0,0.453314,Sometimes,Public_Transportation
12299,Female,19.0,1.534385,42.0,no,yes,2.88853,3.0,Frequently,no,1.0,no,1.269169,1.0,Sometimes,Public_Transportation
17139,Female,26.0,1.624099,111.868169,yes,yes,3.0,3.0,Sometimes,no,2.569713,no,0.0,0.258472,Sometimes,Public_Transportation
11522,Female,19.0,1.8,61.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
3233,Female,25.951737,1.654784,104.835346,yes,yes,3.0,3.0,Sometimes,no,1.517215,no,0.035928,0.546137,Sometimes,Public_Transportation
6670,Female,23.0,1.56,53.0,yes,yes,2.0,4.0,Frequently,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
19722,Male,23.0,1.7,60.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Automobile
10162,Female,19.374207,1.640426,45.0,no,yes,3.0,3.0,Sometimes,no,2.406541,yes,1.580263,1.0,Sometimes,Public_Transportation
18668,Female,18.0,1.717037,50.0,no,yes,1.871213,3.0,Sometimes,no,1.911664,no,1.0,0.094213,Sometimes,Public_Transportation
15720,Male,31.755387,1.829971,120.921535,yes,yes,2.499108,3.0,Sometimes,no,2.318134,no,1.881761,0.0,Sometimes,Automobile
9358,Female,24.497373,1.751067,113.90506,yes,yes,3.0,3.0,Sometimes,no,2.843777,no,0.206954,0.541309,Sometimes,Public_Transportation
8586,Female,16.172992,1.6,65.0,no,yes,2.061969,1.0,Sometimes,no,2.0,yes,0.051097,1.0,Sometimes,Public_Transportation
9616,Male,18.0,1.72,97.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
9249,Female,25.426457,1.669701,104.578255,yes,yes,3.0,3.0,Sometimes,no,1.338241,no,0.061366,0.598244,Sometimes,Public_Transportation
19214,Male,21.0,1.65,80.0,yes,no,2.0,3.0,Always,no,3.0,no,1.0,1.0,no,Walking
5107,Female,21.0,1.617124,70.0,yes,yes,2.0,1.097312,Sometimes,no,1.292479,no,0.0,1.626456,Sometimes,Public_Transportation
18380,Female,28.824194,1.743841,78.0,yes,yes,2.54527,3.0,Sometimes,no,1.71659,no,0.0,0.622638,Sometimes,Automobile
17404,Female,40.466313,1.556028,79.58958,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
7409,Female,21.909534,1.681314,80.0,yes,yes,2.0,3.0,Sometimes,no,1.810738,no,1.980738,1.066708,Sometimes,Public_Transportation
17594,Female,18.0,1.65,90.0,yes,yes,2.0,3.0,Sometimes,no,2.70485,no,1.0,0.0,Sometimes,Public_Transportation
7117,Female,23.426036,1.746061,133.472641,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,1.465909,0.773807,Sometimes,Public_Transportation
17035,Female,23.0,1.6,60.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
3698,Male,27.0,1.82,71.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
10790,Female,21.106056,1.719913,133.166595,yes,yes,3.0,3.0,Sometimes,no,2.863513,no,1.556155,0.67321,Sometimes,Public_Transportation
7286,Male,36.67933,1.783953,88.675503,yes,yes,2.05687,1.289315,Sometimes,no,2.796257,no,0.0,0.123861,no,Automobile
714,Male,26.734476,1.656504,111.946655,yes,yes,1.369529,3.0,Sometimes,no,2.715572,no,0.0,0.127443,Sometimes,Public_Transportation
2678,Male,37.532066,1.768235,117.708705,yes,yes,2.92711,3.0,Sometimes,no,2.0,no,0.793489,0.0,Sometimes,Automobile
10742,Male,25.3292,1.830596,118.332966,yes,yes,1.766849,3.0,Sometimes,no,2.530035,no,1.110868,1.604608,Sometimes,Public_Transportation
19159,Female,26.0,1.611462,110.92217,yes,yes,3.0,3.0,Sometimes,no,1.604075,no,0.0,0.923005,Sometimes,Public_Transportation
13529,Male,24.184891,1.723191,85.568385,yes,yes,1.562804,3.0,Sometimes,no,2.87781,no,1.077469,0.429081,Sometimes,Public_Transportation
17785,Male,21.0,1.6,65.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18614,Male,30.638944,1.65,102.003378,yes,yes,2.79166,2.372339,Sometimes,no,1.290979,no,0.0,1.0,no,Public_Transportation
4391,Male,31.761799,1.767485,120.980508,yes,yes,2.312528,3.0,Sometimes,no,2.045069,no,0.941424,1.0,Sometimes,Automobile
17908,Male,21.0,1.68,67.0,yes,yes,3.0,3.0,Sometimes,yes,1.0,no,1.0,0.0,Sometimes,Walking
9750,Male,25.498751,1.76569,118.26569,yes,yes,2.654076,3.0,Sometimes,no,2.165605,no,1.072662,0.688293,Sometimes,Automobile
6,Male,29.883021,1.754711,112.725005,yes,yes,1.99124,3.0,Sometimes,no,2.0,no,0.0,0.696948,Sometimes,Automobile
3425,Female,23.426036,1.751038,133.888629,yes,yes,3.0,3.0,Sometimes,no,2.868132,no,1.464674,0.672513,Sometimes,Public_Transportation
17538,Male,20.0,1.7,80.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Walking
9444,Male,26.0,1.72,78.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Walking
4822,Male,26.0,1.76,105.0,yes,yes,3.0,3.0,Sometimes,yes,3.0,no,1.0,0.0,Sometimes,Public_Transportation
15230,Female,20.978166,1.757557,132.8071,yes,yes,3.0,3.0,Sometimes,no,2.95311,no,1.68249,0.780199,Sometimes,Public_Transportation
5601,Male,23.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
17577,Male,25.136116,1.773664,116.160329,yes,yes,1.428289,3.0,Sometimes,no,2.0,no,1.804157,0.631825,Sometimes,Public_Transportation
5687,Male,18.0,1.77,68.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
7150,Male,19.0,1.7,75.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
9693,Female,39.135634,1.685947,79.713492,yes,yes,2.592247,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Automobile
6729,Male,21.0,1.8,93.0,no,yes,2.0,3.0,Frequently,no,1.0,no,0.0,1.0,Frequently,Public_Transportation
3265,Female,25.932792,1.623303,102.093223,yes,yes,3.0,3.0,Sometimes,no,1.050564,no,0.0,0.436068,Sometimes,Public_Transportation
13927,Female,22.0,1.6,82.967937,yes,yes,2.0,1.0,Sometimes,no,2.721356,no,2.697949,0.0,Sometimes,Public_Transportation
9395,Female,28.0,1.75,79.0,yes,yes,3.0,1.0,Sometimes,no,2.0,yes,2.0,0.0,Frequently,Public_Transportation
14265,Female,26.0,1.642572,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.55057,no,0.0,0.20482,Sometimes,Public_Transportation
20363,Male,25.612462,1.764138,118.436166,yes,yes,2.9673,3.0,Sometimes,no,2.067741,no,1.083572,0.472343,Sometimes,Public_Transportation
10381,Male,19.275687,1.754711,87.85785,no,yes,2.467548,4.0,Sometimes,no,2.0,no,2.0,0.764452,Sometimes,Public_Transportation
15771,Male,18.0,1.734237,108.244379,yes,yes,2.0,3.0,Sometimes,no,2.879402,no,1.0,0.103056,Sometimes,Public_Transportation
15497,Female,19.47219,1.746516,129.769141,yes,yes,3.0,3.0,Sometimes,no,2.896088,no,1.645532,0.910683,Sometimes,Public_Transportation
4966,Female,22.524036,1.74402,52.058335,no,yes,2.890535,3.0,Frequently,no,2.122884,no,0.99295,0.0,Sometimes,Public_Transportation
1023,Female,26.0,1.642572,111.868169,yes,yes,3.0,3.0,Sometimes,no,2.550672,no,0.0,0.167272,Sometimes,Public_Transportation
5714,Male,32.501143,1.703317,102.784864,yes,yes,2.95841,2.911568,Sometimes,no,1.0,no,1.917383,0.0,no,Public_Transportation
16541,Male,35.389491,1.670058,109.599453,yes,yes,2.176317,2.850948,Sometimes,no,2.038128,no,1.967973,0.0,Sometimes,Automobile
8317,Female,37.0,1.5,80.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
11051,Female,18.827008,1.7,50.0,no,yes,1.031149,3.240578,Frequently,no,1.0,no,0.783676,1.0,Sometimes,Public_Transportation
5921,Female,22.283082,1.607939,82.329047,yes,yes,2.058687,1.703299,Sometimes,no,1.931163,no,0.889963,0.281815,Sometimes,Public_Transportation
11464,Male,21.0,1.78,68.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
20514,Female,17.0,1.6,58.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
12393,Male,26.199321,1.75,118.114184,yes,yes,2.9673,3.0,Sometimes,no,2.101841,no,0.955317,0.0,Sometimes,Automobile
8255,Male,26.680376,1.825718,118.377601,yes,yes,2.576449,3.0,Sometimes,no,2.503244,no,1.976341,0.0026,Sometimes,Public_Transportation
9016,Female,21.0,1.72,53.5,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,2.0,no,Public_Transportation
8917,Female,21.501721,1.751029,133.742943,yes,yes,3.0,3.0,Sometimes,no,2.414739,no,1.427037,0.947884,Sometimes,Public_Transportation
18700,Male,18.0,1.8,71.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
11451,Male,18.0,1.75,52.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
19074,Female,22.0,1.64,82.0,yes,yes,1.0,1.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
14572,Female,32.0,1.63,102.0,yes,no,3.0,1.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
13880,Female,21.521294,1.809101,160.639405,yes,yes,3.0,3.0,Sometimes,no,2.404049,no,0.425621,0.639894,Sometimes,Public_Transportation
7247,Female,17.0,1.74,50.0,no,yes,3.0,4.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
12283,Female,25.940153,1.608914,102.592171,yes,yes,3.0,3.0,Sometimes,no,2.691591,no,0.051097,0.604422,Sometimes,Public_Transportation
11521,Male,24.007488,1.64187,100.543983,yes,yes,2.722161,1.867836,Sometimes,no,1.0,no,0.998039,0.0,Sometimes,Public_Transportation
12523,Male,21.0,1.7,75.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
14789,Male,26.826961,1.82697,120.975489,yes,yes,2.21965,3.0,Sometimes,no,2.597746,no,0.742113,0.26579,Sometimes,Public_Transportation
18499,Male,24.565628,1.779547,120.805715,yes,yes,2.974006,2.9796,Sometimes,no,2.977516,no,0.690269,0.315595,Sometimes,Public_Transportation
10559,Male,23.254934,1.84753,122.024954,yes,yes,2.722161,3.0,Sometimes,no,1.0,no,0.893362,1.0,Sometimes,Public_Transportation
2111,Male,23.0,1.65,65.0,no,no,3.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
17108,Female,19.0,1.64,58.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
17626,Male,17.0,1.8,95.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18617,Female,18.0,1.62,52.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
12487,Female,21.0,1.6,66.738769,yes,yes,2.206399,3.0,Sometimes,no,2.0,no,0.0,0.947192,Sometimes,Public_Transportation
12644,Female,26.0,1.722785,105.448264,yes,yes,3.0,3.0,Sometimes,no,2.588107,no,0.0,0.380695,Sometimes,Public_Transportation
15468,Female,19.96247,1.747773,54.997374,yes,yes,3.0,3.0,Frequently,no,2.949419,no,0.42777,0.089354,Sometimes,Public_Transportation
20112,Male,20.670975,1.807538,85.261339,yes,yes,1.317729,3.0,Sometimes,no,2.0,no,0.065264,0.378619,Sometimes,Public_Transportation
7920,Male,23.0,1.75,60.0,no,no,2.0,3.0,Sometimes,yes,2.0,no,0.0,0.0,Sometimes,Public_Transportation
14204,Female,18.0,1.65,59.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,no,Public_Transportation
18892,Female,21.768153,1.668931,104.768318,yes,yes,3.0,3.0,Sometimes,no,1.486824,no,0.167086,0.764717,Sometimes,Public_Transportation
558,Male,25.0,1.74,72.0,yes,yes,2.0,3.0,Sometimes,no,2.0,yes,0.0,0.0,Sometimes,Automobile
5412,Male,23.0,1.768834,106.49141,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.110174,1.707018,no,Public_Transportation
20409,Male,23.0,1.719342,80.091886,yes,yes,3.0,2.669766,Sometimes,no,2.0,no,1.668961,1.89388,Sometimes,Public_Transportation
14164,Female,21.687409,1.622297,68.016472,yes,yes,1.901611,2.879541,no,no,2.926995,no,0.985872,0.553093,Sometimes,Public_Transportation
7015,Female,23.0,1.63,83.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,3.0,2.0,no,Public_Transportation
4634,Male,21.0,1.7,75.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
6228,Female,18.0,1.694969,83.790813,yes,yes,1.518966,1.548407,Sometimes,no,2.804944,no,0.178976,1.119877,no,Public_Transportation
2727,Male,34.970367,1.706912,84.773349,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.73209,0.0,no,Automobile
12934,Male,23.0,1.69,90.0,yes,yes,2.0,3.0,Always,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
6864,Female,19.21638,1.53777,42.324558,no,yes,3.0,1.0,Frequently,no,1.568035,no,0.0,0.322666,Sometimes,Public_Transportation
16465,Female,23.0,1.71,50.0,yes,yes,3.0,3.0,Frequently,no,2.0,yes,0.0,1.0,Sometimes,Public_Transportation
5407,Female,22.0,1.63,60.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
5732,Male,25.653233,1.719365,83.414072,yes,yes,2.0,3.0,Sometimes,no,1.979848,no,1.330519,0.105936,Sometimes,Public_Transportation
19507,Male,17.0,1.85,99.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18516,Male,18.0,1.78,64.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
8585,Male,22.766227,1.773664,116.142644,yes,yes,2.724121,3.0,Sometimes,no,2.0,no,1.046463,0.023564,Sometimes,Public_Transportation
19207,Female,21.291969,1.628909,133.888629,yes,yes,3.0,3.0,Sometimes,no,2.442775,no,1.537639,0.838957,Sometimes,Public_Transportation
7732,Female,25.955361,1.626179,105.479313,yes,yes,3.0,3.0,Sometimes,no,2.054072,no,0.04525,0.599441,Sometimes,Public_Transportation
16870,Male,25.140074,1.774775,115.025361,yes,yes,2.044326,3.0,Sometimes,no,2.102709,no,1.144876,0.19668,Sometimes,Public_Transportation
20144,Male,17.0,1.85,60.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Walking
3847,Male,31.62638,1.848553,125.117633,yes,yes,2.996186,3.0,Sometimes,yes,1.491169,no,0.941424,1.460564,Sometimes,Public_Transportation
9366,Female,19.0,1.6,44.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
5106,Male,30.403205,1.869098,120.60094,yes,yes,2.79166,3.0,Sometimes,no,2.145368,no,0.766007,1.432336,Sometimes,Automobile
6267,Female,22.976188,1.52337,42.047077,no,yes,3.0,1.672706,Frequently,no,2.487919,no,1.230219,0.805008,no,Public_Transportation
11687,Female,21.001969,1.746516,133.676663,yes,yes,3.0,3.0,Sometimes,no,2.846259,no,1.999836,0.723154,Sometimes,Public_Transportation
13410,Male,40.466313,1.559005,77.601483,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
13824,Male,22.591026,1.751278,87.676154,yes,yes,2.0,3.0,Sometimes,no,2.157395,no,2.64102,0.0,no,Public_Transportation
1470,Male,26.358919,1.834637,88.472359,yes,yes,1.570089,1.104642,Sometimes,no,1.880967,no,0.23553,1.0,Sometimes,Public_Transportation
3062,Male,19.0,1.75,86.0,yes,yes,3.0,4.0,Always,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
8931,Male,23.0,1.701584,81.108599,yes,yes,2.052932,1.0,Sometimes,no,1.0,no,0.899864,1.0,Sometimes,Public_Transportation
8727,Female,26.0,1.643421,111.894229,yes,yes,3.0,3.0,Sometimes,no,2.867206,no,0.0,0.278962,Sometimes,Public_Transportation
4609,Male,29.506287,1.84842,120.644178,yes,yes,2.499108,2.475228,Sometimes,no,3.0,no,0.743005,1.882539,Sometimes,Automobile
19240,Female,21.605896,1.777971,137.858254,yes,yes,3.0,3.0,Sometimes,no,2.861533,no,1.70464,0.773807,Sometimes,Public_Transportation
10476,Female,18.0,1.627908,65.0,no,yes,1.99124,3.520555,Sometimes,no,1.0,no,0.085388,1.59405,Sometimes,Public_Transportation
8850,Male,22.832105,1.849507,121.04172,yes,yes,2.562687,2.938902,Sometimes,no,2.0,no,1.066101,0.0,Sometimes,Public_Transportation
19257,Female,25.748627,1.673665,104.768318,yes,yes,3.0,3.0,Sometimes,no,1.71659,no,0.139808,0.912457,Sometimes,Public_Transportation
20522,Female,25.994746,1.639524,109.984263,yes,yes,3.0,3.0,Sometimes,no,1.444379,no,9.6e-05,0.711331,Sometimes,Public_Transportation
5547,Male,23.881938,1.849003,121.04172,yes,yes,2.684335,2.711238,Sometimes,no,2.013605,no,1.156024,0.289218,Sometimes,Public_Transportation
4630,Female,19.94814,1.567131,42.0,no,yes,2.0,3.0,Frequently,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
14123,Male,24.0,1.7,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
15111,Female,21.0,1.5,42.0,no,yes,2.0,1.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
7930,Female,38.112989,1.55,62.877347,no,yes,2.630137,3.0,Sometimes,no,1.440526,no,0.684487,0.395468,Sometimes,Automobile
6218,Male,18.0,1.7,50.0,no,yes,3.0,4.0,Frequently,no,2.0,no,2.0,2.0,Sometimes,Public_Transportation
6405,Female,16.0,1.6,51.5,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
2252,Female,25.15462,1.73581,104.838425,yes,yes,3.0,3.0,Sometimes,no,2.320068,no,0.0,0.584755,Sometimes,Public_Transportation
10548,Female,26.050109,1.792933,46.655622,yes,yes,3.0,3.715118,Frequently,no,2.013205,no,0.026033,0.773087,no,Public_Transportation
15881,Female,23.0,1.65,84.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,0.0,no,Public_Transportation
1869,Female,26.0,1.642392,111.939982,yes,yes,3.0,3.0,Sometimes,no,2.632224,no,0.56931,0.939982,Sometimes,Public_Transportation
6108,Male,26.680376,1.701566,112.323213,yes,yes,2.722161,3.0,Sometimes,no,2.003531,no,0.0,0.26956,Sometimes,Automobile
8323,Female,18.771001,1.746652,133.800129,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,1.465931,0.627886,Sometimes,Public_Transportation
10013,Male,20.0,1.7,83.0,no,yes,3.0,3.0,Frequently,no,3.0,no,3.0,2.0,no,Public_Transportation
15494,Female,21.0,1.62,53.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
10419,Male,25.955361,1.607787,102.815983,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
5414,Female,21.0,1.5,62.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
14474,Male,18.0,1.716691,50.0,no,yes,1.882235,3.0,Sometimes,no,1.095417,no,0.520408,1.34403,Sometimes,Public_Transportation
14081,Female,24.0,1.56,50.0,no,no,2.0,4.0,Frequently,no,2.0,no,2.0,0.0,no,Public_Transportation
20652,Female,25.920738,1.738717,109.908779,yes,yes,3.0,3.0,Sometimes,no,2.617988,no,0.0,1.339232,Sometimes,Public_Transportation
4914,Male,26.011928,1.627532,105.037463,yes,yes,3.0,3.0,Sometimes,no,2.566629,no,0.01586,0.413663,Sometimes,Public_Transportation
16011,Male,23.454558,1.86714,121.310257,yes,yes,2.76632,3.0,Sometimes,no,2.106861,no,0.1768,0.0,Sometimes,Public_Transportation
1199,Female,20.924808,1.748584,133.554686,yes,yes,3.0,3.0,Sometimes,no,1.709556,no,1.68291,0.723154,Sometimes,Public_Transportation
12988,Female,19.47219,1.756865,49.699672,no,no,1.142468,3.266644,Frequently,no,1.077917,no,2.0,0.0,Sometimes,Public_Transportation
16043,Female,24.320154,1.694969,114.144378,yes,yes,3.0,3.0,Sometimes,no,2.41752,no,0.390937,0.395468,Sometimes,Public_Transportation
1277,Female,26.0,1.633887,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.682804,no,0.0,0.162494,Sometimes,Public_Transportation
13049,Female,21.0,1.55,58.0,no,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
6069,Female,26.0,1.65782,111.841706,yes,yes,3.0,3.0,Sometimes,no,2.893117,no,0.891444,0.923005,Sometimes,Public_Transportation
3100,Male,22.771612,1.780448,89.667406,yes,yes,1.142468,1.79558,Sometimes,no,2.0,no,0.94748,0.0,Sometimes,Public_Transportation
715,Female,21.682367,1.732383,133.043941,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,1.329367,0.849236,Sometimes,Public_Transportation
1670,Female,33.0,1.79,76.0,no,yes,3.0,3.0,Sometimes,yes,2.0,no,1.0,2.0,Sometimes,Walking
8280,Male,21.0,1.782453,78.089575,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
10204,Female,22.352025,1.69151,52.0,no,yes,3.0,3.03779,Frequently,no,2.487919,no,0.503122,0.0,no,Public_Transportation
9317,Male,22.087056,1.814696,87.678817,yes,yes,3.0,2.880817,Sometimes,no,1.622638,no,2.0,1.36595,Sometimes,Public_Transportation
12667,Female,18.0,1.56,51.0,yes,yes,3.0,1.0,Frequently,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
361,Male,33.0,1.77,90.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
6087,Female,20.394082,1.748951,133.742943,yes,yes,3.0,3.0,Sometimes,no,1.302193,no,1.537639,0.930888,Sometimes,Public_Transportation
16417,Male,23.411141,1.848553,121.204668,yes,yes,2.754646,2.954446,Sometimes,no,2.549617,no,0.428259,0.0,Sometimes,Public_Transportation
14727,Female,16.30687,1.745528,50.0,no,yes,1.005578,4.0,Sometimes,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
12284,Female,21.344018,1.724983,132.94066,yes,yes,3.0,3.0,Sometimes,no,1.2751,no,1.592795,0.927341,Sometimes,Public_Transportation
7735,Female,20.400053,1.567131,42.0,no,yes,2.0,3.0,Frequently,no,1.292786,no,1.612248,0.0,Sometimes,Public_Transportation
10612,Male,31.327609,1.918859,129.966428,yes,yes,2.906269,2.992606,Sometimes,no,2.562002,no,1.076729,1.090995,Sometimes,Public_Transportation
17980,Female,28.0,1.54,65.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
8223,Male,32.895637,1.703317,103.017623,yes,yes,2.490507,2.100918,Sometimes,no,1.0,no,1.981154,0.0,no,Public_Transportation
11373,Male,21.008051,1.773664,115.382519,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.350001,1.460564,Sometimes,Public_Transportation
18690,Female,18.314593,1.745602,133.554686,yes,yes,3.0,3.0,Sometimes,no,2.859097,no,1.425712,0.62535,Sometimes,Public_Transportation
17316,Male,19.816949,1.768231,75.920519,yes,yes,2.0,3.0,Sometimes,no,1.992548,no,1.0,0.707246,Sometimes,Public_Transportation
14661,Female,37.356288,1.559499,62.871794,yes,yes,2.0,3.0,Sometimes,no,1.630528,no,0.0,0.953841,Sometimes,Automobile
17943,Male,18.0,1.72,64.0,no,yes,3.0,4.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
7582,Male,18.0,1.818641,86.0805,yes,yes,2.944287,1.374791,Sometimes,no,2.0,no,2.685087,0.220029,Sometimes,Public_Transportation
10507,Female,21.0,1.62,45.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
6848,Female,18.314593,1.738321,45.0,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,0.167086,0.947192,Sometimes,Public_Transportation
8193,Female,38.445148,1.556028,79.414603,yes,yes,2.0,3.0,Sometimes,no,1.440629,no,0.0,0.0,Sometimes,Automobile
1157,Male,17.0,1.7,68.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18768,Male,18.0,1.85,62.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
13953,Female,23.501249,1.566501,44.845655,yes,no,2.967853,3.0,Frequently,no,1.082084,no,0.93732,0.0,Sometimes,Public_Transportation
6440,Female,21.001969,1.716497,132.145549,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,1.993666,0.926443,Sometimes,Public_Transportation
13370,Female,18.0,1.54,45.0,yes,no,3.0,3.0,Sometimes,no,2.0,yes,3.0,2.0,no,Public_Transportation
12551,Female,24.063874,1.745602,114.479459,yes,yes,3.0,3.0,Sometimes,no,2.862408,no,0.544564,0.573887,Sometimes,Public_Transportation
15005,Male,18.0,1.738702,51.598593,yes,yes,2.09449,3.0,Sometimes,no,1.660614,no,0.0,1.0,Sometimes,Public_Transportation
460,Male,33.0,1.85,97.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Automobile
11919,Female,18.0,1.7,50.0,no,yes,3.0,3.0,Frequently,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
7592,Male,22.200779,1.706912,105.000706,yes,yes,2.685484,3.0,Sometimes,no,2.649459,no,1.0,0.0,Sometimes,Public_Transportation
14634,Female,21.098035,1.841908,144.302261,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,1.699181,0.7702,Sometimes,Public_Transportation
9020,Female,25.991886,1.627532,104.791035,yes,yes,3.0,3.0,Sometimes,no,1.313834,no,0.00705,0.835771,Sometimes,Public_Transportation
11198,Female,30.945369,1.696954,78.967919,yes,yes,2.0,1.894384,Sometimes,no,1.992586,no,0.0,1.402414,no,Public_Transportation
291,Female,18.0,1.62,50.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
4398,Female,17.0,1.52,53.5,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Walking
11744,Male,22.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
5916,Male,25.66668,1.764138,113.714521,yes,yes,3.0,3.0,Sometimes,no,2.008361,no,0.926201,0.00159,Sometimes,Public_Transportation
15082,Female,18.0,1.56,45.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
16024,Male,18.0,1.792687,108.044313,yes,yes,2.0,1.250548,Sometimes,no,2.0,no,1.0,0.786665,Sometimes,Public_Transportation
6444,Male,19.576682,1.848294,85.228116,yes,yes,2.0,3.054899,Sometimes,no,2.371015,no,2.819661,0.0,Sometimes,Public_Transportation
3035,Female,22.926352,1.717262,93.614246,yes,yes,1.123672,3.0,Sometimes,no,2.041462,no,0.866045,0.014885,Sometimes,Public_Transportation
10502,Male,18.0,1.78,108.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
5449,Female,33.0,1.6,63.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
12116,Female,18.128206,1.700038,51.132809,no,yes,1.202075,3.0,Sometimes,no,1.000544,no,0.206954,1.0,Sometimes,Public_Transportation
3950,Female,21.0,1.52,42.0,yes,yes,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,no,Public_Transportation
4954,Male,23.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Frequently,Public_Transportation
7356,Male,22.829753,1.707508,75.0,yes,yes,1.168856,1.116401,Sometimes,no,2.0,yes,0.0,0.630866,no,Automobile
10739,Male,30.62865,1.667852,102.872505,yes,yes,2.911312,3.0,Sometimes,no,1.0,no,0.958555,0.0,no,Public_Transportation
8766,Female,21.0,1.62,70.0,yes,yes,2.0,1.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
14963,Female,19.0,1.66,60.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
17614,Male,20.0,1.72,72.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
9671,Female,18.0,1.6,60.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
18884,Female,22.927011,1.748584,133.903469,yes,yes,3.0,3.0,Sometimes,no,2.476002,no,1.999836,0.445495,Sometimes,Public_Transportation
12952,Female,23.0,1.66,60.0,yes,yes,2.0,3.0,Always,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
16737,Female,22.977357,1.608469,82.0,yes,yes,1.826885,1.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
14239,Female,27.0,1.549748,73.810728,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.268983,2.0,Sometimes,Public_Transportation
3623,Male,21.0,1.75,80.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
18256,Female,21.849705,1.730167,133.554686,yes,yes,3.0,3.0,Sometimes,no,2.862408,no,1.464674,0.926443,Sometimes,Public_Transportation
900,Male,30.686701,1.604893,102.555691,yes,yes,2.766612,3.0,Sometimes,no,1.095417,no,1.666965,0.0,Sometimes,Public_Transportation
2279,Female,21.962426,1.696336,75.0,yes,yes,2.984425,3.0,Sometimes,no,2.825629,no,0.92635,0.0,Sometimes,Public_Transportation
11753,Female,20.0,1.63,60.0,no,yes,3.0,1.0,Always,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
7626,Male,33.0,1.7,78.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Automobile
5554,Male,29.981494,1.773181,112.348722,yes,yes,1.947495,3.0,Sometimes,no,2.042078,no,0.55181,0.618087,Sometimes,Automobile
5763,Male,23.0,1.782453,106.038468,yes,yes,2.0,2.911568,Sometimes,no,2.184707,no,0.0,0.516764,no,Public_Transportation
14907,Female,18.0,1.62,50.0,no,yes,1.0,4.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
259,Male,31.346845,1.75015,112.277567,yes,yes,2.859097,3.0,Sometimes,no,1.448875,no,0.0,0.395468,Sometimes,Automobile
11633,Male,19.462713,1.812259,87.070234,yes,yes,2.443538,2.696051,Sometimes,no,2.876096,no,0.939671,1.0,Sometimes,Public_Transportation
20136,Male,24.0409,1.880992,99.605527,yes,yes,3.0,1.262831,Sometimes,no,1.055019,no,0.883171,1.08266,Sometimes,Public_Transportation
1647,Male,25.136116,1.76714,112.10074,yes,yes,1.517912,3.0,Sometimes,no,2.006595,no,1.386151,0.0,Sometimes,Automobile
11140,Female,23.0,1.58,58.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
2910,Female,21.0,1.65,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
16221,Female,39.648946,1.562724,77.205685,yes,yes,2.0,3.0,Sometimes,no,2.090413,no,0.0,0.0,Sometimes,Automobile
230,Male,18.0,1.710948,50.890363,no,yes,2.967853,3.995957,Sometimes,no,1.77962,no,0.935217,1.0,Sometimes,Public_Transportation
2981,Female,21.413642,1.683,92.860254,yes,yes,2.0,3.0,Sometimes,no,1.911664,no,1.0,0.0,no,Public_Transportation
10202,Female,41.0,1.56,80.400306,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.0,0.0,Sometimes,Automobile
18326,Female,22.0,1.6,82.0,yes,yes,1.0,1.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
20706,Female,40.317787,1.55,62.631382,no,yes,2.607335,3.0,Sometimes,no,1.0,no,0.110174,0.731257,Sometimes,Automobile
14700,Male,17.0,1.83,97.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
11711,Male,19.994543,1.844751,59.243506,yes,yes,2.0,4.0,Sometimes,no,2.722063,no,2.0,2.0,no,Public_Transportation
16372,Male,18.0,1.72,52.0,yes,yes,1.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Automobile
11607,Female,33.0,1.65,83.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
5394,Female,21.840654,1.587546,43.365005,no,no,2.966126,3.0,Frequently,no,2.326635,yes,1.0,0.0,no,Public_Transportation
6532,Male,21.721507,1.851326,88.633616,yes,yes,2.0,3.0,Sometimes,no,2.079131,no,2.0,0.208323,Sometimes,Public_Transportation
16868,Male,20.492077,1.786997,85.140408,yes,yes,2.0,3.0,Sometimes,no,1.954968,no,0.870127,1.0,Sometimes,Public_Transportation
19154,Female,38.0,1.6,63.0,no,no,3.0,1.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
16006,Male,17.0,1.855353,57.790381,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
10581,Male,21.0,1.65,88.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
3335,Male,23.118327,1.774775,121.248035,yes,yes,2.9553,2.120936,Sometimes,no,2.020249,no,1.583832,0.0,Sometimes,Public_Transportation
3559,Female,26.0,1.622397,110.824698,yes,yes,3.0,3.0,Sometimes,no,1.636326,no,0.0,0.26956,Sometimes,Public_Transportation
17741,Female,25.492855,1.669039,104.704707,yes,yes,3.0,3.0,Sometimes,no,1.422483,no,0.224482,0.823069,Sometimes,Public_Transportation
15011,Female,23.0,1.55,48.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
4941,Male,22.0,1.8,97.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
20329,Female,22.875223,1.638085,82.27635,yes,yes,2.0,3.0,Sometimes,no,1.026729,no,0.0,2.0,no,Public_Transportation
7278,Male,33.0,1.8,73.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
3826,Male,24.0,1.7,100.0,yes,yes,2.0,1.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
7946,Male,30.710511,1.869323,129.232216,yes,yes,2.507841,3.0,Sometimes,no,1.947935,no,1.113169,0.0,Sometimes,Public_Transportation
4199,Female,21.291969,1.724983,133.843033,yes,yes,3.0,3.0,Sometimes,no,1.650612,no,1.537639,0.946888,Sometimes,Public_Transportation
18493,Male,21.379676,1.806947,105.696358,yes,yes,2.058687,3.0,Sometimes,no,2.425927,no,0.883542,0.838947,Sometimes,Public_Transportation
11160,Female,24.0,1.65,84.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
12247,Female,21.207423,1.746411,133.845064,yes,yes,3.0,3.0,Sometimes,no,2.868679,no,1.465931,0.926565,Sometimes,Public_Transportation
2626,Male,23.327836,1.849507,121.657979,yes,yes,2.9673,3.0,Sometimes,no,2.054193,no,1.666965,0.0,Sometimes,Public_Transportation
12531,Male,22.052152,1.793451,105.966894,yes,yes,2.0,3.0,Sometimes,no,2.77962,no,0.843709,2.0,Sometimes,Public_Transportation
18642,Male,22.0,1.85,105.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
4058,Female,21.0,1.59,42.0,no,yes,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
3733,Female,23.0,1.63,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
9480,Female,25.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
12066,Male,25.486521,1.77274,114.144378,yes,yes,3.0,3.0,Sometimes,no,2.154326,no,0.891205,0.688293,Sometimes,Public_Transportation
20093,Male,21.997335,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.827502,2.0,no,Public_Transportation
14311,Male,18.0,1.7,97.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,no,Public_Transportation
8304,Female,26.0,1.643355,111.830924,yes,yes,3.0,3.0,Sometimes,no,2.707927,no,0.0,0.162494,Sometimes,Public_Transportation
16401,Female,21.721507,1.708581,133.888629,yes,yes,3.0,3.0,Sometimes,no,1.653049,no,1.536555,0.686841,Sometimes,Public_Transportation
14533,Male,30.554956,1.82525,120.60094,yes,yes,2.654076,3.0,Sometimes,no,2.846259,no,0.883542,0.292956,Sometimes,Automobile
17173,Male,24.079971,1.61981,100.618239,yes,yes,2.880792,1.0,Sometimes,no,1.0,no,0.182249,0.991473,Sometimes,Public_Transportation
19976,Female,16.0,1.74,50.0,no,yes,3.0,4.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
16442,Female,25.920738,1.610636,110.79263,yes,yes,3.0,3.0,Sometimes,no,1.705218,no,0.016254,0.534769,Sometimes,Public_Transportation
5548,Male,19.0,1.85,85.0,no,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
9152,Male,34.0,1.7,78.0,yes,no,2.0,3.0,Sometimes,no,1.0,no,1.0,2.0,Frequently,Public_Transportation
5195,Male,25.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
18730,Female,17.0,1.52906,64.696248,no,no,2.0,1.0,Sometimes,no,2.0,yes,0.0,0.128895,no,Public_Transportation
10333,Male,23.384374,1.754439,83.520113,yes,yes,2.972426,3.0,Sometimes,no,2.740848,no,0.288032,0.965464,Sometimes,Public_Transportation
3820,Female,21.282238,1.729719,131.408528,yes,yes,3.0,3.0,Sometimes,no,1.959531,no,1.996487,0.927982,Sometimes,Public_Transportation
8331,Male,21.0,1.71,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
12740,Male,23.0,1.8,70.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
16287,Female,27.0,1.7,78.0,yes,yes,3.0,3.0,Frequently,no,3.0,yes,0.0,0.0,Sometimes,Public_Transportation
2066,Female,20.0,1.6,82.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
3616,Female,25.968792,1.632377,104.988925,yes,yes,3.0,3.0,Sometimes,no,1.619305,no,0.162279,0.539876,Sometimes,Public_Transportation
14468,Female,21.572114,1.751067,133.845064,yes,yes,3.0,3.0,Sometimes,no,2.868132,no,1.465909,0.825609,Sometimes,Public_Transportation
11783,Male,25.758307,1.829757,106.421042,yes,yes,2.722161,1.0,Sometimes,no,2.0,no,0.632164,0.0,Sometimes,Public_Transportation
20623,Female,24.497373,1.707508,121.236915,yes,yes,3.0,3.0,Sometimes,no,2.535629,no,0.973864,0.573958,Sometimes,Public_Transportation
20142,Male,21.0,1.78,108.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
16000,Male,28.0,1.69,53.0,yes,no,2.0,3.0,Frequently,no,2.0,no,3.0,1.0,Sometimes,Walking
18490,Male,23.32012,1.793824,105.131956,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.138418,Sometimes,Public_Transportation
8778,Male,25.0,1.8,97.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
7538,Male,17.06739,1.793451,58.673963,yes,yes,2.271306,3.488342,Sometimes,no,2.0,no,2.00123,0.556245,Sometimes,Automobile
20444,Female,26.0,1.641849,111.868169,yes,yes,3.0,3.0,Sometimes,no,2.623489,no,0.0,0.156187,Sometimes,Public_Transportation
12477,Female,22.654316,1.65,87.083266,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.264257,1.0,no,Public_Transportation
7431,Female,16.913841,1.555431,43.371015,yes,yes,2.693859,2.427137,Frequently,no,1.0,yes,1.699056,0.0,Sometimes,Public_Transportation
3975,Male,21.0,1.71,75.0,yes,yes,3.0,3.0,Frequently,no,1.0,yes,1.0,0.0,Sometimes,Public_Transportation
4128,Male,23.147644,1.761068,118.40174,yes,yes,2.108163,3.0,Sometimes,no,2.0,no,0.8554,0.0,Sometimes,Public_Transportation
12567,Male,30.717727,1.75015,112.277567,yes,yes,1.947495,3.0,Sometimes,no,2.092326,no,0.256323,0.0,Sometimes,Automobile
17239,Female,26.0,1.642392,111.886611,yes,yes,3.0,3.0,Sometimes,no,2.632224,no,0.0,0.25115,Sometimes,Public_Transportation
11295,Male,18.0,1.75,52.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
19183,Female,22.0,1.65,58.0,yes,yes,3.0,1.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
1957,Female,26.0,1.62456,110.777391,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.77582,Sometimes,Public_Transportation
487,Male,18.0,1.83,105.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Public_Transportation
17525,Female,22.206399,1.71746,51.896525,yes,yes,1.123939,3.0,Frequently,no,2.0,no,2.206055,1.551934,no,Public_Transportation
3474,Female,20.0,1.61,61.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
8059,Female,21.0,1.65,76.0,yes,yes,2.0,3.0,Sometimes,no,2.0,yes,1.0,1.0,no,Public_Transportation
11497,Male,23.0,1.7,70.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,2.0,Sometimes,Public_Transportation
20296,Male,20.217015,1.849425,121.248035,yes,yes,3.0,2.693646,Sometimes,no,1.705218,no,1.281165,0.026575,Sometimes,Public_Transportation
10579,Female,19.029494,1.667404,49.125955,no,no,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
7007,Female,18.0,1.723328,50.0,no,yes,1.202075,3.0,Sometimes,no,1.879381,no,0.794402,1.0,Sometimes,Public_Transportation
19950,Male,24.739421,1.7088,83.520113,yes,yes,2.976975,3.0,Sometimes,no,2.966647,no,1.999836,0.839862,Sometimes,Public_Transportation
12837,Female,19.0,1.55,42.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
6153,Male,24.178638,1.82559,120.805715,yes,yes,2.392665,3.0,Sometimes,no,2.357978,no,1.847802,0.0,Sometimes,Public_Transportation
13811,Female,18.0,1.685633,51.524444,no,yes,2.890535,3.0,Frequently,no,2.0,no,0.740633,1.0,Sometimes,Public_Transportation
13358,Female,22.989846,1.7425,80.0,yes,yes,2.0,1.724887,Sometimes,no,1.0,no,0.0,1.094046,no,Public_Transportation
17196,Female,26.0,1.632896,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.748569,no,0.0,0.152985,Sometimes,Public_Transportation
2783,Female,26.0,1.632983,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.737091,no,0.0,0.037078,Sometimes,Public_Transportation
17176,Male,22.0,1.78,70.0,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
15354,Male,19.045357,1.815409,85.0,yes,yes,2.838969,3.0,Sometimes,no,2.425927,no,0.752926,0.163329,Sometimes,Public_Transportation
13320,Male,32.787101,1.705813,102.523111,yes,yes,2.954996,2.911568,Sometimes,no,1.0,no,1.838881,0.0,no,Public_Transportation
7748,Female,21.682636,1.741192,133.952675,yes,yes,3.0,3.0,Sometimes,no,2.837797,no,1.510398,0.825609,Sometimes,Public_Transportation
4519,Female,18.0,1.660446,50.248677,yes,yes,2.598051,3.0,Sometimes,no,2.0,no,1.706287,0.0,no,Public_Transportation
18151,Female,30.613586,1.708406,125.077863,yes,yes,3.0,3.0,Sometimes,no,1.031701,no,0.0,0.26956,Sometimes,Public_Transportation
19165,Female,21.90012,1.670058,49.650897,yes,yes,2.9673,3.156309,Frequently,no,2.654078,no,1.293396,0.854536,no,Public_Transportation
11915,Male,19.045357,1.772449,68.85097,no,yes,1.123672,3.0,Sometimes,no,2.0,no,1.973499,0.839659,Sometimes,Public_Transportation
4387,Female,28.0,1.68,68.0,yes,yes,3.0,4.0,Sometimes,no,3.0,no,2.0,0.0,no,Automobile
1020,Male,24.693108,1.639383,100.543983,yes,yes,2.9673,3.0,Sometimes,no,1.0,no,1.931173,0.094213,no,Public_Transportation
18123,Male,20.0,1.7,65.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
19362,Male,18.0,1.70165,50.157707,yes,yes,1.99953,3.0,Sometimes,no,1.142873,no,0.833976,1.616045,Sometimes,Public_Transportation
19814,Male,36.726617,1.783901,98.490766,yes,yes,2.037042,2.984523,Sometimes,no,2.0,no,1.860765,0.0,no,Automobile
7198,Female,18.0,1.559499,79.437921,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.740633,1.0,no,Public_Transportation
3073,Male,18.0,1.7,55.0,no,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,1.0,no,Automobile
6946,Male,26.680376,1.827279,118.277657,yes,yes,2.239634,3.0,Sometimes,no,2.684264,no,0.979306,0.0,Sometimes,Public_Transportation
17165,Male,17.0,1.7,85.0,yes,no,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
18113,Male,18.0,1.8,58.0,no,yes,2.0,3.0,Frequently,no,1.0,no,2.0,1.0,no,Automobile
15289,Male,30.424369,1.770124,112.395309,yes,yes,1.108663,2.992083,Sometimes,no,2.61939,no,0.0,1.256119,Sometimes,Automobile
9039,Male,23.365041,1.849307,121.658729,yes,yes,3.0,2.870005,Sometimes,no,1.394539,no,1.091474,0.839659,Sometimes,Public_Transportation
9862,Female,23.0,1.57,57.0,yes,yes,3.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
7590,Female,21.682636,1.73581,133.870501,yes,yes,3.0,3.0,Sometimes,no,2.874336,no,1.544632,0.911335,Sometimes,Public_Transportation
13249,Male,20.741442,1.841852,60.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.000934,0.256382,Sometimes,Public_Transportation
16469,Male,20.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
2736,Female,18.0,1.56,50.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
19932,Female,18.0,1.735659,50.0,yes,yes,1.096455,3.0,Sometimes,no,1.0,no,0.782416,0.630866,Sometimes,Public_Transportation
12643,Male,20.0,1.7,68.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
134,Male,18.0,1.78,108.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
12847,Female,20.796266,1.801746,152.43563,yes,yes,3.0,3.0,Sometimes,no,2.36651,no,0.0,0.438216,Sometimes,Public_Transportation
9912,Male,28.986237,1.784994,113.714521,yes,yes,2.232836,3.0,Sometimes,no,2.104264,no,0.784216,0.714701,Sometimes,Automobile
20145,Female,19.090023,1.697421,49.980968,yes,yes,3.0,3.0,Frequently,no,2.959777,no,1.0,0.797215,no,Public_Transportation
14433,Male,17.0,1.755938,60.0,yes,yes,2.244654,4.0,Sometimes,no,2.0,no,2.0,0.0,no,Automobile
6143,Male,17.0,1.79,57.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,2.0,no,Public_Transportation
13496,Male,18.0,1.814696,108.204547,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.880584,1.0,Sometimes,Public_Transportation
20305,Male,24.0,1.7,75.0,no,yes,3.0,3.0,Sometimes,no,2.0,yes,2.0,1.0,no,Public_Transportation
17495,Female,21.0,1.54,50.0,yes,no,3.0,4.0,Frequently,no,1.0,no,0.0,0.0,no,Public_Transportation
3274,Male,21.027662,1.838266,87.27989,yes,yes,2.0,2.142328,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
12490,Female,26.0,1.643332,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.224655,Sometimes,Public_Transportation
10149,Male,30.717727,1.77558,126.418413,yes,yes,2.927187,3.0,Sometimes,yes,1.810738,no,0.906843,1.339232,Sometimes,Public_Transportation
6619,Male,21.098035,1.703098,98.54302,yes,yes,2.0,2.434347,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
12235,Male,55.0,1.65,80.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
18182,Female,18.744914,1.774207,138.143162,yes,yes,3.0,3.0,Sometimes,no,2.846259,no,1.482411,0.688058,Sometimes,Public_Transportation
9042,Male,22.906342,1.792533,120.775439,yes,yes,2.813775,3.0,Sometimes,no,2.0,no,0.463891,1.462664,Sometimes,Public_Transportation
4610,Female,26.0,1.611462,111.95611,yes,yes,3.0,3.0,Sometimes,no,2.748909,no,0.0,0.081156,Sometimes,Public_Transportation
5893,Female,19.0,1.65,77.0,yes,no,3.0,1.0,Frequently,no,1.0,no,1.0,1.0,no,Public_Transportation
10609,Male,28.404332,1.762921,113.501549,yes,yes,2.652779,2.98212,Sometimes,no,2.0,no,1.058378,0.0,Sometimes,Automobile
4548,Female,22.025438,1.640426,87.344156,yes,yes,2.0,1.320768,Sometimes,no,1.941224,no,0.0,1.251554,Sometimes,Public_Transportation
1579,Male,21.082384,1.717775,80.993373,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.388269,1.415536,Sometimes,Public_Transportation
18997,Female,21.0,1.53,45.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
2968,Female,35.0,1.56,75.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
10624,Male,26.82691,1.84842,120.921535,yes,yes,2.225149,3.0,Sometimes,no,2.45126,no,0.887923,0.261793,Sometimes,Public_Transportation
6428,Female,21.90012,1.759358,49.650897,yes,yes,3.0,3.0,Sometimes,no,1.322048,no,1.211048,0.0,Frequently,Public_Transportation
485,Female,26.0,1.640741,111.939671,yes,yes,3.0,3.0,Sometimes,no,2.61939,no,0.0,0.101598,Sometimes,Public_Transportation
6292,Male,21.0,1.75,70.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
967,Male,21.403421,1.716677,95.419668,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.815768,0.0,no,Public_Transportation
3710,Male,22.0,1.65,95.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,0.0,1.0,no,Public_Transportation
17571,Female,26.0,1.56,47.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
19421,Female,24.317607,1.733439,91.204753,yes,yes,2.020785,3.0,Sometimes,no,2.777557,no,1.903338,0.0,Sometimes,Automobile
8508,Male,20.0,1.72,70.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
17277,Female,19.091346,1.66671,49.838965,no,yes,1.4925,3.590039,Frequently,no,1.049134,no,2.0,1.0,Sometimes,Public_Transportation
16510,Male,33.0,1.7,83.0,no,no,2.0,3.0,Sometimes,no,2.0,no,3.0,0.0,no,Automobile
1947,Male,22.0,1.8,60.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
12166,Male,17.451085,1.793926,59.682591,no,yes,3.0,3.654061,Sometimes,no,2.0,no,2.009397,0.962468,no,Public_Transportation
9989,Female,26.0,1.641918,111.950113,yes,yes,3.0,3.0,Sometimes,no,2.837797,no,0.0,0.010056,Sometimes,Public_Transportation
2225,Female,39.214514,1.561109,76.597713,yes,yes,2.371338,3.0,Sometimes,no,1.337378,no,0.893362,0.560887,Sometimes,Automobile
16949,Female,19.058511,1.685947,49.838965,no,yes,2.714447,3.0,Sometimes,no,1.049134,no,0.0,1.0,Sometimes,Public_Transportation
11988,Male,22.0,1.7,97.0,yes,yes,2.0,3.0,Always,no,2.0,no,2.0,1.0,no,Public_Transportation
15991,Male,17.065445,1.848294,59.295172,yes,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Automobile
6424,Male,29.0,1.72,84.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Automobile
13658,Male,21.0,1.74,75.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
14241,Female,23.0,1.6,82.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,2.0,no,Public_Transportation
16464,Female,26.0,1.64599,111.965521,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.465444,Sometimes,Public_Transportation
19258,Male,17.0,1.8,60.0,no,yes,3.0,4.0,Always,no,3.0,no,2.0,0.0,no,Automobile
8827,Male,31.707653,1.613921,102.810704,yes,yes,2.890535,3.0,Sometimes,no,1.0,no,1.082236,1.0,no,Public_Transportation
15336,Male,21.832995,1.790172,105.055686,yes,yes,2.0,3.0,Sometimes,no,2.177386,no,0.097114,0.0,Sometimes,Public_Transportation
15659,Male,29.0,1.76,79.0,yes,no,2.0,4.0,Frequently,no,1.0,no,1.0,0.0,Sometimes,Walking
6309,Male,23.32012,1.780503,97.911865,yes,yes,2.0,2.98212,Sometimes,no,2.825629,no,2.89118,1.415536,no,Public_Transportation
17307,Female,20.254534,1.570811,42.0,no,yes,2.99448,1.0,Frequently,no,1.0,no,0.011161,0.0,Sometimes,Public_Transportation
15273,Female,19.434709,1.52337,42.0,no,yes,3.0,1.0,Frequently,no,1.596212,no,0.0,0.560887,Sometimes,Public_Transportation
9114,Female,37.0,1.55,63.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
14685,Female,21.996118,1.830068,44.762023,no,no,2.948248,2.741413,Frequently,no,2.654702,no,1.295759,0.0,no,Public_Transportation
19665,Male,24.443011,1.914186,121.64139,yes,yes,2.320201,3.0,Sometimes,no,1.0,no,0.729898,0.0,Sometimes,Public_Transportation
4696,Male,18.0,1.62,70.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
7134,Female,21.322097,1.761773,133.800129,yes,yes,3.0,3.0,Sometimes,no,2.309409,no,1.427413,0.94603,Sometimes,Public_Transportation
15542,Female,38.397463,1.557808,79.437921,yes,yes,1.317729,1.231915,Sometimes,no,1.144467,no,0.0,0.0,no,Automobile
15108,Female,17.0,1.7,50.0,no,no,2.0,3.0,Frequently,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
2549,Male,21.0,1.718097,75.0,yes,yes,2.0,3.0,Sometimes,no,1.937674,no,0.973465,0.797215,Sometimes,Public_Transportation
11145,Male,21.81119,1.81955,88.119139,yes,yes,2.0,3.0,Sometimes,no,2.632498,no,2.0,0.0,Sometimes,Public_Transportation
18264,Male,21.72738,1.807538,105.000276,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
9010,Female,16.865984,1.694969,84.557797,yes,yes,2.552388,3.0,Sometimes,no,3.0,no,2.000088,0.0,no,Public_Transportation
9195,Male,18.0,1.840138,50.287967,yes,yes,3.0,3.0,Sometimes,no,2.045561,no,1.251665,0.0,Sometimes,Public_Transportation
7462,Male,33.0,1.7,83.0,yes,yes,2.0,2.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Automobile
19652,Male,17.065445,1.750085,60.0,yes,yes,2.979383,4.0,Sometimes,no,2.0,no,2.0,0.639561,no,Automobile
5446,Male,23.260061,1.849425,121.244969,yes,yes,2.0,3.0,Sometimes,no,2.549617,no,0.0,0.127443,Sometimes,Public_Transportation
9136,Female,18.0,1.590317,50.92538,no,yes,1.34138,3.0,Sometimes,no,1.0,no,0.0,1.676944,Sometimes,Public_Transportation
18487,Male,26.899886,1.764138,114.511537,yes,yes,2.05687,3.0,Sometimes,no,2.825629,no,1.815768,0.0,Sometimes,Public_Transportation
19173,Male,25.717522,1.824901,120.748213,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.246223,0.357314,Sometimes,Public_Transportation
17888,Male,30.315784,1.707968,100.642257,yes,yes,2.871137,3.0,Sometimes,no,1.0,no,1.926381,0.360986,no,Automobile
8057,Male,18.0,1.66,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
13510,Female,20.0,1.55,56.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
2904,Female,19.0,1.54,45.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
14850,Male,33.270448,1.764138,83.314157,yes,yes,2.0,3.0,Sometimes,no,1.916812,no,1.876051,0.0,no,Automobile
7100,Male,24.001685,1.602025,100.624553,yes,yes,2.0,1.0,Sometimes,no,1.0,no,0.001015,1.74288,no,Public_Transportation
12280,Male,23.0,1.69,60.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
13443,Female,21.0,1.72,78.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
601,Female,18.0,1.769269,75.0,yes,yes,2.0,3.0,Sometimes,no,1.163111,no,0.783676,1.899073,no,Public_Transportation
7203,Female,21.285965,1.724983,131.335786,yes,yes,3.0,3.0,Sometimes,no,1.917679,no,1.501647,0.92376,Sometimes,Public_Transportation
3725,Female,21.81119,1.769269,50.0,yes,yes,3.0,3.12544,Frequently,no,2.208068,no,1.469928,0.127443,Sometimes,Public_Transportation
11603,Male,23.0,1.7,50.0,no,no,3.0,4.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
5216,Female,23.586058,1.709585,75.0,yes,yes,2.81646,3.0,Sometimes,no,1.927976,no,0.462951,0.0,Sometimes,Public_Transportation
4590,Male,39.825592,1.502609,79.414603,yes,no,3.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
7648,Male,21.0,1.8,80.0,no,yes,2.0,3.0,Always,no,2.0,no,1.0,2.0,no,Public_Transportation
4525,Male,25.45763,1.758372,88.026943,yes,yes,1.570089,3.0,Sometimes,no,2.0,no,0.0,1.692287,Sometimes,Public_Transportation
2167,Female,25.895546,1.592529,110.074019,yes,yes,3.0,3.0,Sometimes,no,2.707201,no,0.029728,0.200379,Sometimes,Public_Transportation
3286,Female,21.0,1.67,80.0,yes,yes,2.0,1.0,Always,no,2.0,no,1.0,0.0,no,Public_Transportation
18005,Male,33.752916,1.877732,96.679131,yes,yes,2.333503,1.0,Sometimes,no,2.0,no,1.96582,0.0,Sometimes,Automobile
6285,Male,17.0,1.8,95.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,Sometimes,Public_Transportation
18519,Female,23.0,1.7,78.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.0,2.0,no,Public_Transportation
6871,Male,30.317787,1.801224,120.0739,yes,yes,2.908757,3.0,Sometimes,no,2.008361,no,1.089061,0.0,Sometimes,Automobile
8896,Female,19.0,1.66,59.8,yes,yes,2.0,4.0,Frequently,no,2.0,no,3.0,1.0,no,Public_Transportation
5948,Male,17.0,1.75,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Walking
20644,Female,26.0,1.641601,111.868169,yes,yes,3.0,3.0,Sometimes,no,2.623489,no,0.0,0.175694,Sometimes,Public_Transportation
8054,Female,20.0,1.52,42.0,no,yes,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,Sometimes,Automobile
14670,Male,26.774115,1.75,118.26569,yes,yes,2.252472,3.0,Sometimes,no,2.154326,no,0.112383,1.443212,Sometimes,Automobile
2624,Male,19.735968,1.753321,52.058335,yes,yes,3.0,3.0,Frequently,no,2.13755,no,0.201136,0.86374,Sometimes,Public_Transportation
12475,Female,18.0,1.6,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
12179,Female,23.0,1.75,78.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
2545,Female,25.959772,1.642098,104.966758,yes,yes,3.0,3.0,Sometimes,no,1.486824,no,0.204108,0.657221,Sometimes,Public_Transportation
20421,Male,21.0,1.82,72.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,Sometimes,Public_Transportation
14255,Female,26.0,1.635062,111.539494,yes,yes,3.0,3.0,Sometimes,no,2.704315,no,0.0,0.552006,Sometimes,Public_Transportation
16398,Female,21.0,1.66,58.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Walking
741,Male,18.0,1.75,93.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,2.0,Frequently,Public_Transportation
411,Female,25.696073,1.662978,109.900472,yes,yes,3.0,3.0,Sometimes,no,1.553198,no,0.319156,0.802136,Sometimes,Public_Transportation
13810,Male,30.711381,1.712473,75.0,yes,yes,2.872121,2.977909,Sometimes,no,1.362642,no,0.726032,0.0,Sometimes,Automobile
17339,Male,26.740655,1.829239,120.860386,yes,yes,2.57691,3.0,Sometimes,no,2.816015,no,1.856119,0.173665,Sometimes,Public_Transportation
10275,Male,26.899886,1.856315,120.898397,yes,yes,3.0,3.0,Sometimes,no,1.859089,no,0.855973,0.0,Sometimes,Public_Transportation
9272,Male,29.429687,1.915,129.935666,yes,yes,2.19011,3.0,Sometimes,no,2.973729,no,0.428173,0.047473,Sometimes,Public_Transportation
14299,Female,19.665881,1.489409,42.0,no,no,3.0,2.218285,Frequently,no,1.62244,no,0.143955,0.560887,Sometimes,Public_Transportation
17505,Female,18.0,1.65,93.0,yes,yes,2.0,3.0,no,no,1.0,no,3.0,1.0,Sometimes,Public_Transportation
2497,Male,24.201622,1.699667,99.199287,yes,yes,2.919526,1.193729,Sometimes,no,1.0,no,1.955992,0.0,no,Public_Transportation
13453,Male,21.0,1.75,75.0,no,yes,3.0,3.0,Frequently,no,3.0,no,1.0,0.0,Frequently,Public_Transportation
16914,Male,18.0,1.65,60.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
14803,Female,26.011928,1.615385,85.0,yes,yes,2.954996,3.0,Sometimes,no,2.95311,no,1.079524,0.41758,no,Automobile
10842,Female,26.0,1.627818,111.927001,yes,yes,3.0,3.0,Sometimes,no,2.704827,no,0.0,0.17403,Sometimes,Public_Transportation
2760,Male,23.801436,1.759933,116.311962,yes,yes,1.975675,3.0,Sometimes,no,2.0,no,1.112504,0.764452,Sometimes,Public_Transportation
2075,Male,30.610436,1.773521,120.549592,yes,yes,2.197261,3.0,Sometimes,no,2.074048,no,0.093418,1.875023,Sometimes,Automobile
12140,Male,23.0,1.74402,55.3707,yes,yes,2.0,2.805436,Sometimes,no,1.983649,no,0.001297,1.670313,no,Public_Transportation
12165,Female,21.0,1.73,78.0,yes,yes,3.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
18355,Female,22.0,1.61,60.0,yes,yes,3.0,1.0,Sometimes,no,2.0,yes,0.0,1.0,Sometimes,Public_Transportation
3643,Male,26.947786,1.84842,120.644178,yes,yes,2.19011,3.0,Sometimes,no,2.151496,no,1.930033,0.026575,Sometimes,Public_Transportation
16777,Female,26.0,1.622468,110.804337,yes,yes,3.0,3.0,Sometimes,no,2.691584,no,0.0,0.425473,Sometimes,Public_Transportation
8550,Female,19.0,1.56,58.0,no,yes,3.0,3.0,Always,no,1.0,no,2.0,0.0,no,Public_Transportation
3105,Male,21.0,1.730167,75.0,yes,yes,2.0,3.0,Sometimes,no,2.839558,no,0.0,1.0,Sometimes,Public_Transportation
14019,Male,37.218161,1.762921,118.533246,yes,yes,1.642241,3.0,Sometimes,no,2.067741,no,0.886817,0.47787,Sometimes,Automobile
5226,Female,21.008051,1.604697,68.016472,no,yes,1.674431,1.0,no,no,2.673835,no,1.722053,0.0,Sometimes,Public_Transportation
10597,Female,26.0,1.633442,111.00492,yes,yes,3.0,3.0,Sometimes,no,2.704315,no,0.0,0.322666,Sometimes,Public_Transportation
16428,Female,19.755797,1.507106,64.814109,no,yes,1.813234,3.0,Sometimes,no,2.0,yes,0.520408,0.133566,Sometimes,Public_Transportation
5377,Male,23.0,1.8,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,0.0,Sometimes,Public_Transportation
286,Female,26.0,1.640125,111.919155,yes,yes,3.0,3.0,Sometimes,no,2.535629,no,0.0,0.456462,Sometimes,Public_Transportation
1323,Female,21.0,1.6,63.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
8748,Female,18.0,1.5,50.0,no,yes,1.0,3.0,Sometimes,no,1.0,no,1.0,2.0,Sometimes,Public_Transportation
3570,Female,19.0,1.647811,49.603807,no,yes,2.866383,3.821168,Sometimes,no,1.438398,no,2.0,1.0,Sometimes,Public_Transportation
7584,Female,21.379676,1.593847,44.050251,no,no,3.0,1.273128,Frequently,no,1.959777,no,0.0,0.0,no,Public_Transportation
10062,Female,19.0,1.62,70.0,yes,yes,2.0,1.0,no,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
72,Female,18.367481,1.74647,133.676663,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,1.501754,0.62535,Sometimes,Public_Transportation
14714,Male,19.0,1.840138,60.0,yes,no,2.0,4.0,Sometimes,no,3.0,no,3.0,0.0,Sometimes,Automobile
410,Female,21.996523,1.540375,42.069992,no,no,3.0,2.99321,Frequently,no,1.0,no,0.194056,0.203978,Sometimes,Public_Transportation
8694,Male,22.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
2078,Female,19.431662,1.660761,74.433362,yes,no,2.0,1.0,Sometimes,no,2.0,yes,1.73209,1.0,Sometimes,Public_Transportation
2012,Female,20.242237,1.603435,41.669346,no,yes,2.938031,1.865238,Frequently,no,2.0,no,0.0,1.094046,Sometimes,Public_Transportation
14932,Male,19.0,1.623514,108.395005,yes,yes,2.0,2.13229,Sometimes,no,2.874336,no,1.0,0.621605,no,Public_Transportation
20066,Female,17.0,1.71,50.0,no,no,3.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
8260,Male,31.783524,1.854162,99.982541,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.977929,1.928972,Sometimes,Public_Transportation
17468,Male,31.783845,1.835643,122.609911,yes,yes,2.9673,3.0,Sometimes,no,1.170515,no,0.847761,0.0,Sometimes,Public_Transportation
9394,Male,21.721507,1.656504,94.429205,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,0.15171,Sometimes,Public_Transportation
2522,Female,22.0,1.67,50.0,yes,yes,3.0,4.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
4356,Female,18.0,1.6,60.0,yes,yes,2.0,3.0,Always,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
13110,Female,34.231083,1.665199,77.392179,yes,no,3.0,1.146052,Sometimes,no,1.087166,no,0.926201,0.704637,no,Automobile
17748,Female,18.367481,1.666194,126.798173,yes,yes,3.0,3.0,Sometimes,no,1.146595,no,1.419473,0.726118,Sometimes,Public_Transportation
7375,Male,29.0,1.667469,90.0,yes,yes,2.0,3.0,Sometimes,no,2.816052,no,0.656548,0.785701,Sometimes,Automobile
17694,Female,21.962219,1.7,80.749657,yes,yes,2.0,1.077331,Sometimes,no,3.0,no,1.096818,1.541455,Sometimes,Public_Transportation
18059,Male,21.0,1.6,70.0,no,yes,2.0,1.0,no,no,1.0,no,3.0,0.0,Sometimes,Public_Transportation
9389,Male,23.994583,1.717288,83.986714,yes,yes,2.0,2.608416,Sometimes,no,2.0,no,0.336795,0.127879,Sometimes,Public_Transportation
4596,Female,26.0,1.643421,111.600553,yes,yes,3.0,3.0,Sometimes,no,2.652616,no,0.0,0.662489,Sometimes,Public_Transportation
12259,Female,21.413498,1.644053,88.138777,yes,yes,2.020785,1.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
15692,Male,21.0,1.72,82.0,yes,yes,2.0,4.0,Frequently,no,3.0,no,2.0,1.0,no,Public_Transportation
11965,Male,21.963787,1.696336,80.0,yes,yes,2.0,3.0,Sometimes,no,2.020424,no,0.578074,1.340107,Sometimes,Public_Transportation
11902,Female,25.951737,1.65782,104.704707,yes,yes,3.0,3.0,Sometimes,no,1.131448,no,0.234303,0.802136,Sometimes,Public_Transportation
17113,Female,23.712641,1.655646,113.3307,yes,yes,3.0,3.0,Sometimes,no,2.501638,no,0.01586,0.802136,Sometimes,Public_Transportation
7336,Female,19.0,1.52,61.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Public_Transportation
13219,Female,21.0,1.66,60.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
3351,Female,25.999174,1.611452,102.000122,yes,yes,3.0,3.0,Sometimes,no,1.000536,no,0.069802,1.0,Sometimes,Public_Transportation
7046,Female,23.0,1.7,50.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,2.0,no,Public_Transportation
10134,Male,21.0,1.76,68.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
2298,Male,17.039058,1.80671,59.243506,yes,yes,3.0,4.0,Sometimes,no,2.651258,no,2.697949,1.0,no,Automobile
3168,Female,26.0,1.633945,111.884535,yes,yes,3.0,3.0,Sometimes,no,2.613928,no,0.0,0.156187,Sometimes,Public_Transportation
16481,Male,18.0,1.701986,50.165754,yes,yes,1.871213,3.0,Sometimes,no,2.0,no,0.6277,1.541455,Sometimes,Public_Transportation
8686,Male,22.0,1.75,70.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
19105,Female,25.982113,1.605314,104.838425,yes,yes,3.0,3.0,Sometimes,no,2.495961,no,0.083675,0.54396,Sometimes,Public_Transportation
4774,Female,21.214617,1.717288,50.0,no,yes,3.0,3.0,Sometimes,no,1.249307,no,0.743593,0.071317,Sometimes,Public_Transportation
8192,Female,26.0,1.656504,110.803117,yes,yes,3.0,3.0,Sometimes,no,2.704827,no,0.0,0.269577,Sometimes,Public_Transportation
9056,Female,19.816949,1.610863,42.0,no,yes,3.0,1.0,Sometimes,no,1.0,no,1.98448,0.0,Sometimes,Public_Transportation
4472,Male,22.935612,1.773594,116.311962,yes,yes,1.712848,3.0,Sometimes,no,2.0,no,1.112504,0.157007,Sometimes,Public_Transportation
3519,Male,22.591026,1.713825,95.277392,yes,yes,1.164062,3.0,Sometimes,no,2.0,no,2.891986,1.0,Sometimes,Public_Transportation
17931,Male,18.0,1.773664,55.523481,yes,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
17324,Female,18.0,1.704193,51.437985,yes,yes,2.884212,3.0,Frequently,no,1.246822,no,0.14495,0.0,no,Public_Transportation
5351,Female,26.0,1.641132,111.841706,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.200379,Sometimes,Public_Transportation
1071,Female,21.0,1.5,55.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,3.0,1.0,no,Public_Transportation
15571,Female,17.0,1.7,50.0,yes,yes,2.0,4.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
3572,Male,22.730414,1.660761,98.447311,yes,yes,2.722161,1.058123,Sometimes,no,2.0,no,0.1768,0.434073,no,Public_Transportation
12711,Female,21.0,1.61,51.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
19466,Male,33.954433,1.692242,83.986714,yes,yes,2.0,2.6648,Sometimes,no,1.810738,no,0.742113,0.0,Sometimes,Automobile
11592,Female,26.0,1.634894,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.737353,no,0.0,0.076094,Sometimes,Public_Transportation
2830,Male,23.0,1.62093,81.66995,yes,yes,2.0,2.376374,Sometimes,no,1.567366,no,0.514225,0.0,no,Public_Transportation
9246,Female,26.0,1.7,78.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,0.0,1.0,Frequently,Public_Transportation
11608,Male,45.821267,1.687326,80.0,yes,yes,2.0,3.0,Sometimes,no,1.630528,no,0.932888,0.0,no,Automobile
2045,Female,21.0,1.65,80.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,2.0,no,Public_Transportation
19149,Female,22.717249,1.65,80.555875,yes,yes,2.0,3.087544,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
14143,Female,25.992348,1.640741,109.999096,yes,yes,3.0,3.0,Sometimes,no,2.714949,no,0.000454,0.465444,Sometimes,Public_Transportation
8131,Female,21.837058,1.755823,50.157707,no,yes,3.0,3.887906,Sometimes,no,2.0,no,2.21722,0.14451,Sometimes,Public_Transportation
13816,Female,26.0,1.699568,110.074946,yes,yes,3.0,3.0,Sometimes,no,2.555189,no,0.0,0.25115,Sometimes,Public_Transportation
7603,Female,35.483601,1.698049,77.91692,yes,yes,2.0,2.986172,Sometimes,no,1.849997,no,0.886817,0.0,no,Automobile
205,Male,22.865018,1.834986,120.644178,yes,yes,2.938801,2.806298,Sometimes,no,2.939847,no,1.121038,0.824607,Sometimes,Public_Transportation
12357,Female,19.0,1.52,42.0,no,yes,3.0,1.0,Frequently,no,1.0,no,0.0,0.0,no,Public_Transportation
14853,Female,22.582371,1.629442,83.414072,yes,yes,2.0,1.0,Sometimes,no,2.192063,no,0.131371,0.0,no,Public_Transportation
10594,Male,26.004294,1.783901,105.036075,yes,yes,3.0,3.0,Sometimes,no,2.868132,no,0.827506,0.138314,Sometimes,Public_Transportation
3492,Male,20.244359,1.782269,104.988082,yes,yes,2.0,3.0,Sometimes,no,2.32502,no,1.0,0.0,Sometimes,Public_Transportation
19179,Male,23.0,1.78,64.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
18747,Female,17.420269,1.489409,49.815599,no,yes,2.0,3.205009,Sometimes,no,1.969507,no,2.0,1.0,Sometimes,Public_Transportation
16716,Female,26.0,1.627567,105.037203,yes,yes,3.0,3.0,Sometimes,no,2.609052,no,0.0,0.503896,Sometimes,Public_Transportation
12134,Female,18.0,1.675953,79.544998,yes,no,2.0,2.271734,Sometimes,no,1.144467,no,0.390877,1.440629,Frequently,Public_Transportation
2677,Male,17.0,1.7,55.0,yes,yes,3.0,4.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
17158,Female,20.700876,1.746277,131.335786,yes,yes,3.0,3.0,Sometimes,yes,1.422483,no,1.525165,0.692343,Sometimes,Public_Transportation
12648,Male,23.0,1.78,80.0,yes,yes,2.0,3.0,Always,no,3.0,no,3.0,0.0,no,Public_Transportation
12163,Male,22.524036,1.835643,121.471077,yes,yes,2.736647,2.669766,Sometimes,no,2.640483,no,1.280191,0.0,Sometimes,Public_Transportation
16403,Male,28.986237,1.758398,112.010504,yes,yes,1.443674,3.0,Sometimes,no,2.0,no,0.0,0.947192,no,Automobile
1731,Female,18.0,1.6,56.0,no,yes,3.0,4.0,Frequently,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
18793,Male,38.097395,1.755938,118.206565,yes,yes,2.19011,3.0,Sometimes,no,2.196471,no,0.732186,1.55011,Sometimes,Automobile
18664,Female,26.0,1.621245,110.804337,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.278962,Sometimes,Public_Transportation
7806,Female,18.0,1.652674,90.032671,yes,yes,2.0,3.0,Sometimes,no,1.926577,no,1.293665,0.622638,no,Public_Transportation
697,Female,18.0,1.603435,90.0,yes,yes,2.0,1.057935,Sometimes,no,2.0,no,0.389717,0.0,no,Public_Transportation
1005,Female,23.0,1.64,58.0,yes,yes,3.0,3.0,Always,no,1.0,no,0.0,2.0,Sometimes,Public_Transportation
15383,Female,21.81119,1.611356,68.107866,no,yes,2.0,3.558637,Sometimes,no,2.568063,no,1.910432,1.0,Sometimes,Public_Transportation
12429,Female,22.988004,1.7108,50.079991,no,yes,3.0,3.0,Frequently,no,1.0,no,0.815509,0.868788,no,Public_Transportation
16365,Female,21.837996,1.748524,133.478611,yes,yes,3.0,3.0,Sometimes,no,2.837797,no,1.433151,0.83509,Sometimes,Public_Transportation
2771,Female,21.0,1.7,78.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
11642,Female,39.0,1.67,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
3485,Female,18.0,1.59,48.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
14055,Male,28.255199,1.774983,112.776612,yes,yes,1.572036,3.0,Sometimes,no,2.0,no,0.0,0.630866,Sometimes,Automobile
16999,Male,29.0,1.792527,89.991671,yes,yes,1.572036,3.0,Sometimes,no,2.11267,no,0.388269,0.0,Sometimes,Automobile
12530,Female,22.336216,1.605495,82.0,yes,yes,2.959658,1.0,Sometimes,no,1.972074,no,0.926201,1.0,Sometimes,Public_Transportation
8918,Female,25.919571,1.683502,104.774144,yes,yes,3.0,3.0,Sometimes,no,1.525127,no,0.0,0.922749,Sometimes,Public_Transportation
18929,Male,23.728707,1.770324,83.3258,yes,yes,2.007845,2.711238,Sometimes,no,2.0,no,2.044165,0.00159,Sometimes,Public_Transportation
1029,Male,18.0,1.75,53.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,2.0,no,Public_Transportation
18877,Female,26.0,1.641918,111.830924,yes,yes,3.0,3.0,Sometimes,no,2.635454,no,0.0,0.171034,Sometimes,Public_Transportation
9213,Female,23.0,1.58,48.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
16960,Male,16.0,1.66,60.0,yes,yes,3.0,4.0,Always,no,2.0,no,2.0,0.0,no,Walking
9409,Female,26.0,1.643332,111.884535,yes,yes,3.0,3.0,Sometimes,no,2.623489,no,0.0,0.094213,Sometimes,Public_Transportation
4007,Male,18.0,1.65,70.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
17245,Male,34.0,1.84,84.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,0.0,no,Automobile
9966,Female,21.682636,1.748524,133.952675,yes,yes,3.0,3.0,Sometimes,no,2.55057,no,1.48372,0.921136,Sometimes,Public_Transportation
15155,Male,21.0,1.85,89.8,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
18307,Female,21.572114,1.751067,133.845064,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,1.427037,0.902825,Sometimes,Public_Transportation
16550,Male,34.369686,1.716308,84.722222,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Automobile
5846,Female,21.0,1.53,52.0,no,no,3.0,4.0,Frequently,no,1.0,yes,2.0,0.0,Sometimes,Public_Transportation
11526,Female,18.20634,1.801746,142.102468,yes,yes,3.0,3.0,Sometimes,no,2.682909,no,1.878414,0.808599,Sometimes,Public_Transportation
6872,Male,18.0,1.7,108.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
4338,Male,23.0,1.848845,121.798103,yes,yes,2.5621,2.122545,Sometimes,no,1.984323,no,1.46361,0.0,Sometimes,Public_Transportation
12554,Female,23.0,1.659877,81.281578,yes,yes,2.0,2.372339,Sometimes,no,1.290979,no,0.788585,0.0,no,Public_Transportation
18442,Female,18.367481,1.756509,133.478611,yes,yes,3.0,3.0,Sometimes,no,2.839069,no,1.684582,0.835771,Sometimes,Public_Transportation
20683,Female,23.0,1.6,61.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
16319,Male,25.45763,1.763987,115.127662,yes,yes,1.763941,3.0,Sometimes,no,1.964435,no,1.469928,0.0,no,Public_Transportation
2101,Female,20.530998,1.642392,104.988082,yes,yes,3.0,3.0,Sometimes,no,1.603549,no,0.0,0.746651,Sometimes,Public_Transportation
13340,Female,19.434709,1.525691,42.0,no,yes,3.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
101,Male,18.0,1.8,50.0,yes,yes,2.0,4.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
9987,Female,24.693108,1.667383,113.234349,yes,yes,3.0,3.0,Sometimes,no,2.887909,no,0.312923,0.447224,Sometimes,Public_Transportation
6186,Male,22.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Automobile
6438,Male,20.0,1.8,65.0,no,yes,3.0,3.0,Frequently,no,1.0,no,0.0,1.0,no,Public_Transportation
16226,Female,17.0,1.6,55.0,no,yes,2.0,1.0,Sometimes,no,1.0,yes,1.0,1.0,no,Public_Transportation
2743,Male,23.451595,1.65,95.277392,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.441605,no,Public_Transportation
5787,Male,26.740655,1.751688,118.560509,yes,yes,2.155182,3.0,Sometimes,no,2.081121,no,0.094851,0.0,Sometimes,Automobile
17881,Female,26.0,1.62456,105.826776,yes,yes,3.0,3.0,Sometimes,no,2.686824,no,0.0,0.425473,Sometimes,Public_Transportation
12981,Male,30.899219,1.909105,129.935666,yes,yes,2.002076,3.0,Sometimes,no,1.125338,no,1.097905,0.0,Sometimes,Public_Transportation
14929,Male,21.086512,1.70074,75.057177,yes,yes,2.021446,3.546352,Sometimes,no,1.507638,no,1.993666,0.673835,Sometimes,Public_Transportation
15412,Male,33.0,1.85,90.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
18485,Male,23.0,1.639383,99.623778,yes,yes,2.0,3.0,Sometimes,no,1.941224,no,0.0,1.0,no,Public_Transportation
4143,Male,22.936098,1.766547,103.743534,yes,yes,2.908757,2.806341,Sometimes,no,1.732072,no,0.822186,0.0,no,Public_Transportation
14815,Male,33.0,1.7,83.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Automobile
2730,Male,18.0,1.82,70.0,yes,yes,2.0,3.0,Always,no,2.0,no,3.0,0.0,no,Public_Transportation
396,Female,25.653233,1.622771,108.10736,yes,yes,3.0,3.0,Sometimes,no,1.483736,no,0.029728,0.250502,Sometimes,Public_Transportation
1664,Male,30.350516,1.792998,112.10074,yes,yes,2.262292,3.0,Sometimes,no,2.017712,no,0.0,0.474216,Sometimes,Automobile
16141,Male,33.070142,1.7088,83.014033,yes,yes,2.0,2.993623,Sometimes,no,1.0,no,0.647632,0.0,no,Automobile
18703,Female,25.902283,1.584782,104.585783,yes,yes,3.0,3.0,Sometimes,no,1.307563,no,0.0,0.651904,Sometimes,Public_Transportation
11415,Male,30.424369,1.919557,122.137917,yes,yes,2.744994,3.0,Sometimes,no,1.999278,no,0.838739,0.0,Sometimes,Public_Transportation
1476,Female,20.0,1.66,64.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
15454,Female,18.0,1.721854,52.514302,yes,yes,2.33998,3.0,Frequently,no,2.0,no,0.973864,1.890214,no,Public_Transportation
20423,Male,20.0,1.8,58.0,no,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
19732,Female,26.0,1.621671,110.803117,yes,yes,3.0,3.0,Sometimes,no,2.617401,no,0.0,0.319008,Sometimes,Public_Transportation
20487,Female,19.0,1.6,84.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
8698,Male,25.498965,1.86741,117.298233,yes,yes,2.766612,2.996444,Sometimes,no,2.102709,no,1.857351,0.0,Sometimes,Public_Transportation
635,Male,30.722801,1.817641,120.8158,yes,yes,2.984425,3.0,Sometimes,no,2.358088,no,0.889963,1.352649,Sometimes,Automobile
817,Female,19.091346,1.603923,45.0,no,no,3.0,3.0,Frequently,no,2.768325,yes,1.60195,0.0,Sometimes,Public_Transportation
17427,Male,21.0,1.7,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
4767,Female,25.951737,1.62686,104.988925,yes,yes,3.0,3.0,Sometimes,no,1.526416,no,0.264831,0.670402,Sometimes,Public_Transportation
3341,Male,20.0,1.71,68.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,2.0,0.0,no,Walking
3798,Male,25.113537,1.909105,129.349471,yes,yes,2.113843,2.993623,Sometimes,no,1.01378,no,1.117311,0.0,Sometimes,Public_Transportation
50,Male,22.906886,1.84842,121.04172,yes,yes,2.919526,2.996444,Sometimes,no,1.937674,no,1.427413,0.0,Sometimes,Public_Transportation
13418,Male,26.348156,1.759324,112.879662,yes,yes,1.588782,3.0,Sometimes,no,2.0,no,0.0,0.0026,Sometimes,Public_Transportation
20488,Male,28.404332,1.76414,113.90198,yes,yes,2.499108,3.0,Sometimes,no,2.065817,no,0.0,1.140348,Sometimes,Automobile
14511,Female,20.418832,1.62495,102.781971,yes,yes,3.0,3.0,Sometimes,no,1.067716,no,1.68249,0.450479,Sometimes,Public_Transportation
7337,Female,26.0,1.649736,111.720238,yes,yes,3.0,3.0,Sometimes,no,2.868679,no,0.0,0.436068,Sometimes,Public_Transportation
707,Female,21.682367,1.751067,133.779919,yes,yes,3.0,3.0,Sometimes,no,1.810738,no,1.528968,0.857718,Sometimes,Public_Transportation
1686,Male,18.0,1.694726,51.132809,yes,yes,2.57649,3.0,Sometimes,no,2.0,no,0.92635,1.0,no,Public_Transportation
18846,Female,21.682367,1.694952,133.76473,yes,yes,3.0,3.0,Sometimes,no,1.338241,no,1.48809,0.950438,Sometimes,Public_Transportation
5117,Female,37.205173,1.662978,73.939268,yes,yes,2.0,3.0,Sometimes,no,1.651548,no,0.0,0.261901,Sometimes,Automobile
3739,Male,19.637947,1.7,78.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
2777,Male,22.889099,1.828391,120.613561,yes,yes,2.262292,2.952821,Sometimes,no,2.067741,no,0.8554,0.0,Sometimes,Public_Transportation
4344,Male,18.024853,1.717432,50.0,no,yes,1.123939,3.0,Sometimes,no,1.362583,no,0.788585,1.194633,Sometimes,Public_Transportation
724,Female,21.81119,1.55,62.211572,yes,yes,2.81646,1.0,Sometimes,no,3.0,no,1.94907,0.0,Sometimes,Public_Transportation
8773,Male,26.680376,1.819296,120.980508,yes,yes,2.247795,3.0,Sometimes,no,2.121251,no,1.299469,1.895312,Sometimes,Public_Transportation
3910,Male,21.587743,1.784049,103.743534,yes,yes,2.0,1.326982,Sometimes,no,2.269564,no,2.876696,1.668318,no,Public_Transportation
836,Male,24.825398,1.849425,121.657979,yes,yes,2.0,2.669766,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
4445,Male,30.022598,1.747739,82.329047,yes,yes,2.907744,3.0,Sometimes,no,1.771781,no,0.943266,0.0,no,Automobile
16603,Female,18.0,1.65,60.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
433,Female,26.0,1.622397,110.545378,yes,yes,3.0,3.0,Sometimes,no,2.704507,no,0.0,0.243338,Sometimes,Public_Transportation
15287,Female,23.0,1.551288,78.997166,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.402614,0.0,no,Public_Transportation
9872,Male,26.225442,1.829529,118.436166,yes,yes,2.443538,3.0,Sometimes,no,2.111913,no,0.747528,0.543118,Sometimes,Public_Transportation
19140,Male,21.0,1.68,60.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
12286,Female,18.837559,1.746529,133.903612,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,1.609801,0.792496,Sometimes,Public_Transportation
16889,Male,30.899219,1.708742,102.134646,yes,yes,2.14128,2.391753,Sometimes,no,1.992586,no,0.0,1.239038,no,Public_Transportation
17097,Male,26.358919,1.84629,113.3307,yes,yes,1.588782,3.0,Sometimes,no,2.364498,no,0.0,1.758865,Sometimes,Public_Transportation
4691,Female,25.976209,1.622771,109.996742,yes,yes,3.0,3.0,Sometimes,no,1.237557,no,0.01586,0.434073,Sometimes,Public_Transportation
13055,Male,23.0,1.86,105.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
6422,Male,18.0,1.836669,52.289828,yes,yes,1.592183,3.0,Sometimes,no,2.0,no,0.877295,1.544357,Sometimes,Public_Transportation
17408,Female,23.0,1.7,78.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
8409,Female,26.0,1.638744,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.55057,no,0.0,0.534769,Sometimes,Public_Transportation
16396,Male,23.0,1.654961,94.790579,yes,yes,2.0,3.0,Sometimes,no,1.490613,no,0.632947,1.0,no,Automobile
13672,Male,33.0,1.7,83.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
11897,Female,20.101026,1.611452,125.064264,yes,yes,3.0,3.0,Sometimes,no,1.54249,no,1.414209,0.574073,Sometimes,Public_Transportation
4770,Male,18.0,1.8,68.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Public_Transportation
1158,Male,23.0,1.78,75.0,no,yes,3.0,3.0,Frequently,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
128,Female,21.0,1.63,66.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
5635,Female,26.0,1.632896,111.561705,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.088309,Sometimes,Public_Transportation
14999,Male,21.962426,1.634342,105.028665,yes,yes,2.0,3.0,Sometimes,no,1.483856,no,0.063383,0.010721,Sometimes,Public_Transportation
13785,Male,33.0,1.7,83.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Bike
11743,Male,23.319635,1.766888,126.798173,yes,yes,2.76802,2.993856,Sometimes,no,2.152666,no,2.013377,0.714701,Sometimes,Public_Transportation
18473,Male,16.129279,1.614075,50.0,no,yes,1.889883,3.0,Sometimes,no,1.325326,no,0.529259,1.058007,Sometimes,Public_Transportation
123,Female,31.327609,1.672959,72.713611,yes,yes,2.0,3.762778,Sometimes,no,2.0,no,0.6081,1.0,Sometimes,Automobile
1247,Female,23.0,1.632498,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.784303,no,0.0,0.091711,Sometimes,Public_Transportation
820,Male,19.0,1.812472,85.0,yes,yes,2.758394,1.894384,Sometimes,no,2.174371,no,1.0,0.7939,Sometimes,Public_Transportation
7335,Male,29.0,1.7,94.189167,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
15598,Female,18.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
4730,Male,18.0,1.7,55.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
9570,Male,20.0,1.85,115.0,yes,yes,2.0,3.0,Frequently,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
12634,Female,21.746113,1.70002,78.0,yes,yes,2.0,2.434347,Sometimes,no,1.879381,no,0.0,1.944177,Frequently,Public_Transportation
19568,Male,21.0,1.85,64.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
12956,Male,26.945139,1.699354,98.54302,yes,yes,2.9673,2.976098,Sometimes,no,2.847264,no,0.0,1.198439,Sometimes,Automobile
18274,Female,21.0,1.51,42.0,no,no,3.0,1.0,Sometimes,no,1.0,no,0.927341,0.0,no,Public_Transportation
15345,Male,19.21638,1.812472,86.748295,yes,yes,2.0,3.0,Sometimes,no,2.168651,no,2.0,0.142638,Sometimes,Public_Transportation
12347,Female,22.882558,1.547066,62.855073,no,no,2.0,1.836226,Frequently,no,1.0,no,0.25289,0.363549,no,Public_Transportation
13387,Female,26.0,1.641132,111.841706,yes,yes,3.0,3.0,Sometimes,no,2.55057,no,0.0,0.224559,Sometimes,Public_Transportation
3686,Female,19.0,1.560199,48.361936,yes,yes,2.667229,3.559841,Sometimes,no,1.0,no,1.634134,0.0,Sometimes,Public_Transportation
14747,Male,21.001282,1.72,78.55444,yes,yes,2.0,1.001542,Sometimes,no,2.0,no,1.522399,0.0,Sometimes,Public_Transportation
9466,Male,17.925497,1.758628,54.835576,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
2948,Female,26.0,1.621671,104.988925,yes,yes,3.0,3.0,Sometimes,no,1.239833,no,0.162279,0.519905,Sometimes,Public_Transportation
12194,Male,21.0,1.7,70.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,no,Public_Transportation
15680,Male,38.0,1.75,57.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
10445,Female,23.0,1.63,60.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
18824,Female,26.0,1.641132,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.609188,no,0.0,0.244205,Sometimes,Public_Transportation
9140,Male,18.0,1.710129,51.881263,yes,yes,2.0,3.0,Sometimes,no,2.091934,no,0.782416,1.541455,Sometimes,Public_Transportation
15355,Female,19.0,1.68,51.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,0.0,2.0,Sometimes,Public_Transportation
11548,Male,23.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
3901,Female,22.884722,1.622999,82.0,yes,yes,1.00876,1.0,Sometimes,no,2.0,no,0.0,1.772463,Sometimes,Public_Transportation
896,Female,18.532826,1.817231,152.720545,yes,yes,3.0,3.0,Sometimes,no,2.471721,no,1.465931,0.957463,Sometimes,Public_Transportation
963,Male,19.0,1.8,97.0,yes,yes,3.0,3.0,Always,no,1.0,no,0.0,1.0,no,Public_Transportation
8058,Male,31.190219,1.849003,125.418548,yes,yes,2.19011,3.0,Sometimes,yes,1.941224,no,0.852344,0.0,Sometimes,Public_Transportation
3014,Female,26.0,1.613928,111.878132,yes,yes,3.0,3.0,Sometimes,no,2.613928,no,0.0,0.123861,Sometimes,Public_Transportation
1959,Female,18.0,1.66,56.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
16856,Female,20.0,1.6,60.0,yes,yes,3.0,4.0,Frequently,no,3.0,no,0.0,1.0,no,Public_Transportation
3964,Male,17.0,1.7,55.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,2.0,Sometimes,Public_Transportation
13052,Female,26.0,1.668709,104.772164,yes,yes,3.0,3.0,Sometimes,no,1.526416,no,0.0,0.621605,Sometimes,Public_Transportation
9295,Female,21.700748,1.694952,131.335786,yes,yes,3.0,3.0,Sometimes,no,1.338241,no,1.664722,0.887388,Sometimes,Public_Transportation
8242,Male,31.010302,1.819296,120.082941,yes,yes,2.9553,3.0,Sometimes,yes,2.31083,no,0.933595,0.357377,Sometimes,Public_Transportation
4165,Male,21.0,1.77,89.8,no,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
2541,Female,23.0,1.61,65.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
3077,Male,19.0,1.8,88.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Walking
13420,Male,19.266287,1.507867,79.697278,yes,no,3.0,1.0,Sometimes,no,2.0,no,0.868721,1.0,Sometimes,Public_Transportation
6105,Male,17.894784,1.883364,99.605527,yes,yes,3.0,2.271734,Sometimes,no,2.721769,no,1.847802,0.440087,Sometimes,Public_Transportation
14219,Male,30.0,1.71,71.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Automobile
12102,Female,20.0,1.61,53.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
930,Male,45.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
3156,Male,18.0,1.876898,108.90198,yes,yes,2.0,3.0,Sometimes,no,2.506296,no,1.0,1.415536,no,Public_Transportation
3784,Female,17.0,1.6,45.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
10236,Female,20.951084,1.738717,128.148108,yes,yes,3.0,3.0,Sometimes,no,1.796956,no,1.684582,1.0,Sometimes,Public_Transportation
19169,Female,23.71259,1.598393,44.810751,no,no,3.0,2.967089,Frequently,no,2.121251,no,1.289421,0.0,no,Public_Transportation
10915,Female,38.895069,1.534385,78.0,yes,yes,2.88853,1.977221,Sometimes,no,2.874336,no,1.0,0.0,Frequently,Automobile
8188,Female,23.0,1.63,56.0,yes,yes,3.0,3.0,Sometimes,no,2.0,yes,1.0,0.0,no,Public_Transportation
17090,Female,19.795269,1.669039,49.815599,no,no,2.490776,3.0,Frequently,no,2.64548,no,1.303976,0.110518,Sometimes,Public_Transportation
2152,Male,23.0,1.712061,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.658894,1.772463,Sometimes,Public_Transportation
12691,Male,18.0,1.751631,55.967655,yes,yes,2.746408,3.0,Sometimes,no,2.0,no,1.944728,1.612432,no,Public_Transportation
5502,Female,35.0,1.61,74.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,0.0,0.0,Sometimes,Public_Transportation
927,Female,33.0,1.6,60.0,no,no,3.0,3.0,Sometimes,no,1.0,no,3.0,0.0,Sometimes,Walking
10365,Male,18.0,1.71367,50.248677,yes,yes,1.631144,3.0,Sometimes,no,1.0,no,1.952427,1.673584,Sometimes,Public_Transportation
20154,Male,21.0,1.644682,68.392133,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.246223,0.0,Sometimes,Public_Transportation
19425,Female,35.194089,1.752944,73.939268,yes,no,2.0,2.806566,Sometimes,no,1.506518,no,0.807076,0.0,Sometimes,Automobile
6356,Female,19.895877,1.532322,61.411141,yes,yes,2.0,3.0,Sometimes,no,1.131185,no,1.0,0.0,Sometimes,Public_Transportation
14479,Female,25.992898,1.635905,110.777391,yes,yes,3.0,3.0,Sometimes,no,2.472903,no,0.000272,0.543118,Sometimes,Public_Transportation
14305,Male,18.0,1.82,71.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
11967,Male,17.0,1.6,65.0,no,yes,3.0,3.0,Sometimes,no,2.0,yes,0.0,1.0,Sometimes,Walking
16507,Male,24.001685,1.608914,100.624553,yes,yes,2.877743,1.411808,Sometimes,no,1.0,no,1.006884,0.0,no,Public_Transportation
13922,Male,27.266287,1.848683,120.8158,yes,yes,2.640801,3.0,Sometimes,no,2.514872,no,0.886817,1.119877,Sometimes,Automobile
12923,Female,18.0,1.622241,86.144904,yes,yes,2.0,1.08687,Sometimes,no,1.797161,no,1.0,0.0,no,Public_Transportation
17926,Female,26.0,1.632193,111.950113,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.224655,Sometimes,Public_Transportation
14416,Male,31.761799,1.777929,120.748213,yes,yes,2.262292,3.0,Sometimes,no,2.364208,no,1.874662,0.310394,no,Automobile
15698,Female,26.0,1.641098,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.476002,no,0.0,0.66488,Sometimes,Public_Transportation
14654,Female,17.0,1.6,65.0,no,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Walking
6113,Male,33.700749,1.65731,113.90198,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.02975,0.0,Sometimes,Automobile
10599,Male,25.100513,1.75,117.424156,yes,yes,1.766849,3.0,Sometimes,no,2.008361,no,1.295697,0.41322,Sometimes,Public_Transportation
4343,Male,30.357745,1.942725,128.114161,yes,yes,2.872121,3.0,Sometimes,no,1.0,no,1.318743,0.934493,Sometimes,Automobile
10883,Female,22.661556,1.603501,82.01831,yes,yes,1.989905,1.0,Sometimes,no,2.0,no,0.128548,0.0,no,Public_Transportation
9452,Male,41.0,1.91,110.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,0.0,Frequently,Automobile
6433,Male,31.761799,1.755938,120.980508,yes,yes,2.9673,3.0,Sometimes,no,2.926995,no,1.866839,0.0,Sometimes,Automobile
15556,Male,31.190219,1.838441,92.06261,yes,yes,2.0,1.468948,Sometimes,no,1.507638,no,0.0,0.975504,Sometimes,Public_Transportation
15291,Male,23.0,1.69,70.0,no,yes,2.0,1.0,no,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
6289,Female,21.0,1.55,58.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
2943,Male,32.29016,1.703317,102.083964,yes,yes,2.927187,1.818026,Sometimes,no,1.0,no,1.917014,0.0,no,Public_Transportation
11414,Female,21.0,1.62,53.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Automobile
14084,Male,18.0,1.836669,108.721893,yes,yes,2.0,1.139317,Sometimes,no,2.0,no,1.0,1.443328,no,Public_Transportation
8818,Female,23.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.891444,1.358163,no,Public_Transportation
14673,Male,20.0,1.78,105.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,3.0,1.0,Sometimes,Public_Transportation
9500,Female,23.0,1.62,59.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
3931,Female,26.0,1.624134,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.70914,no,0.0,0.125235,Sometimes,Public_Transportation
4333,Male,21.285965,1.816783,86.934846,yes,yes,2.310423,3.0,Sometimes,no,2.0,no,0.912334,1.97117,Sometimes,Public_Transportation
2805,Female,17.0,1.65,58.0,no,yes,2.0,3.0,Frequently,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
3433,Female,25.929746,1.623303,104.879602,yes,yes,3.0,3.0,Sometimes,no,1.077253,no,0.0,0.472343,Sometimes,Public_Transportation
6320,Female,19.297004,1.817231,149.935848,yes,yes,3.0,3.0,Sometimes,no,2.305521,no,1.943743,0.927982,Sometimes,Public_Transportation
9560,Male,22.0,1.68,65.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
8262,Female,20.951084,1.801746,151.417292,yes,yes,3.0,3.0,Sometimes,no,2.226081,no,1.68249,0.927982,Sometimes,Public_Transportation
16814,Female,18.94093,1.763987,137.79299,yes,yes,3.0,3.0,Sometimes,no,2.709654,no,1.464674,0.735868,Sometimes,Public_Transportation
5352,Male,22.052152,1.804099,89.558854,yes,yes,2.0,2.6648,Sometimes,no,2.0,no,0.658894,0.0,no,Public_Transportation
14370,Female,21.0,1.57,50.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
11299,Male,22.832105,1.829239,121.658729,yes,yes,2.0,3.0,Sometimes,no,2.386904,no,1.110868,0.0026,Sometimes,Public_Transportation
7172,Female,21.94538,1.573816,62.877347,no,no,2.39728,1.0,Sometimes,no,2.0,yes,1.936551,0.0,Sometimes,Public_Transportation
1837,Female,26.0,1.639251,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.739351,no,0.0,0.088236,Sometimes,Public_Transportation
16463,Male,31.199261,1.914186,125.077863,yes,yes,2.49619,3.0,Sometimes,no,1.610768,no,0.992371,0.217632,Sometimes,Public_Transportation
5199,Female,26.0,1.629191,105.686091,yes,yes,3.0,3.0,Sometimes,no,2.617988,no,0.0,0.555468,Sometimes,Public_Transportation
12510,Female,29.713169,1.588147,73.939268,yes,yes,2.0,3.362758,Sometimes,no,2.0,no,2.892922,0.0,Sometimes,Automobile
19188,Female,18.611197,1.599999,44.810751,no,no,2.942154,2.98212,Sometimes,no,1.18363,yes,1.228136,0.0,no,Public_Transportation
3941,Male,24.657598,1.708071,75.0,yes,yes,2.786008,3.0,Sometimes,no,2.0,no,0.120165,0.947866,no,Public_Transportation
12252,Male,30.958051,1.818226,92.949254,yes,yes,2.633855,3.0,Sometimes,no,1.771781,no,0.886817,0.471663,Sometimes,Public_Transportation
15888,Male,31.743821,1.835024,121.639178,yes,yes,2.871016,3.0,Sometimes,no,2.746197,no,0.897562,0.0,Sometimes,Automobile
16731,Male,17.0,1.8,60.0,no,yes,2.0,4.0,Always,no,2.0,no,2.0,1.0,Sometimes,Walking
14374,Male,21.0,1.7,75.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
15153,Male,23.0,1.84998,90.924208,no,yes,2.859097,3.0,Sometimes,no,1.274718,no,0.527341,0.0026,Sometimes,Public_Transportation
14884,Male,29.881301,1.758189,108.721893,yes,yes,2.0,1.923607,Sometimes,no,3.0,no,1.0,0.0,no,Automobile
17690,Female,21.566815,1.656504,133.800129,yes,yes,3.0,3.0,Sometimes,no,2.824559,no,1.206121,0.911335,Sometimes,Public_Transportation
16480,Male,22.0,1.65,80.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
7459,Female,26.0,1.64599,111.942544,yes,yes,3.0,3.0,Sometimes,no,2.956548,no,0.0,0.129163,Sometimes,Public_Transportation
11150,Male,20.975973,1.792687,105.037203,yes,yes,2.0,3.0,Sometimes,no,2.553198,no,0.0,0.393838,Sometimes,Public_Transportation
16392,Male,26.778684,1.761773,118.206565,yes,yes,2.765063,2.574108,Sometimes,no,1.893691,no,0.01586,1.090995,Sometimes,Automobile
12120,Female,19.623574,1.533364,64.848627,yes,no,2.0,1.0,Sometimes,no,1.94595,no,0.0,1.906141,Sometimes,Public_Transportation
10132,Female,37.218161,1.552648,77.74518,yes,yes,2.0,1.0,Sometimes,no,1.199517,no,0.0,0.0,Sometimes,Automobile
9666,Female,26.0,1.632377,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.654636,no,0.0,0.127775,Sometimes,Public_Transportation
7040,Female,18.367481,1.746411,133.676663,yes,yes,3.0,3.0,Sometimes,no,2.846259,no,1.684582,0.723154,Sometimes,Public_Transportation
13112,Male,23.327836,1.75596,119.087557,yes,yes,2.442536,3.0,Sometimes,no,1.999882,no,1.686229,0.0,Sometimes,Public_Transportation
12558,Male,21.18354,1.72,80.555875,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
12834,Female,25.930376,1.611239,102.38745,yes,yes,3.0,3.0,Sometimes,no,1.000695,no,0.008013,1.0,Sometimes,Public_Transportation
3470,Male,23.0,1.72,76.0,yes,yes,1.0,3.0,Sometimes,yes,1.0,no,1.0,1.0,Sometimes,Public_Transportation
584,Male,43.0,1.77,75.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,0.0,Frequently,Automobile
10493,Male,18.0,1.755507,52.0,yes,yes,2.121909,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
10331,Female,29.0,1.7,73.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
4671,Female,25.986368,1.730199,112.348722,yes,yes,3.0,3.0,Sometimes,no,1.246822,no,0.0,0.153559,Sometimes,Public_Transportation
10901,Male,23.0,1.65,62.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
7125,Female,18.178023,1.556211,40.821515,no,yes,1.592183,1.081805,Sometimes,no,1.328835,no,0.0,0.224655,Sometimes,Public_Transportation
1765,Male,24.443011,1.759721,112.10074,yes,yes,2.562409,3.0,Sometimes,no,2.049079,no,0.0,0.555468,Sometimes,Public_Transportation
13580,Female,18.0,1.64,68.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
6259,Female,29.0,1.6,82.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
16628,Female,23.0,1.65,63.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,3.0,2.0,Sometimes,Public_Transportation
13196,Male,24.449655,1.819535,118.565568,yes,yes,1.996638,2.37985,Sometimes,no,2.0,no,1.52001,0.0026,Sometimes,Public_Transportation
12005,Male,22.0,1.7,75.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
1557,Female,55.0,1.65,80.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Automobile
4178,Male,30.825592,1.708354,130.930448,yes,yes,2.9673,3.0,Sometimes,no,1.94609,no,1.077469,1.0,Sometimes,Public_Transportation
17978,Male,29.881301,1.909198,129.874864,yes,yes,2.23372,3.0,Sometimes,no,1.11756,no,1.68249,0.0,Sometimes,Public_Transportation
13190,Female,21.832995,1.523426,43.534531,no,no,2.913452,3.394788,Frequently,no,2.723328,no,1.863258,0.076693,no,Public_Transportation
7744,Female,26.0,1.63,53.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
5528,Male,21.962426,1.696336,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.699592,1.0,no,Public_Transportation
8900,Female,26.0,1.643167,111.00492,yes,yes,3.0,3.0,Sometimes,no,2.605685,no,0.0,0.672513,Sometimes,Public_Transportation
19446,Male,19.0,1.8,87.0,no,yes,2.0,3.0,Frequently,no,3.0,no,3.0,1.0,Sometimes,Public_Transportation
4015,Female,18.0,1.56,50.0,yes,yes,2.0,3.0,Sometimes,no,2.0,yes,1.0,1.0,Sometimes,Public_Transportation
19557,Female,21.849705,1.729719,133.963349,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,1.399183,0.893514,Sometimes,Public_Transportation
4680,Female,25.783865,1.627567,110.21734,yes,yes,3.0,3.0,Sometimes,no,2.447306,no,0.01586,0.436068,Sometimes,Public_Transportation
13938,Male,19.94814,1.829757,89.994351,yes,yes,3.0,2.970675,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
8109,Female,16.913841,1.704193,50.173425,no,yes,2.0,3.558637,Sometimes,no,1.0,no,0.955317,1.0,Sometimes,Public_Transportation
9606,Female,38.0,1.79,80.0,yes,no,2.0,3.0,Sometimes,no,1.0,no,2.0,1.0,Sometimes,Automobile
10951,Male,25.509034,1.825718,121.094257,yes,yes,2.826251,3.0,Sometimes,no,2.089983,no,0.800487,0.0,Sometimes,Walking
15930,Male,21.566815,1.701584,75.0,yes,yes,2.0,3.0,Sometimes,no,2.041536,no,1.276552,0.926443,Sometimes,Public_Transportation
5438,Female,26.0,1.641132,111.886611,yes,yes,3.0,3.0,Sometimes,no,2.632253,no,0.0,0.094213,Sometimes,Public_Transportation
6903,Female,21.0,1.75,78.0,yes,yes,2.0,1.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
2157,Male,17.0,1.85,85.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
14494,Male,31.0,1.8,92.0,yes,yes,2.0,1.0,Sometimes,yes,2.0,no,1.0,0.0,Sometimes,Automobile
18463,Female,20.634694,1.71978,132.262558,yes,yes,3.0,3.0,Sometimes,no,1.817983,no,1.725931,0.572877,Sometimes,Public_Transportation
17513,Male,33.174147,1.699793,83.785312,yes,yes,2.712747,2.853676,Sometimes,no,1.972551,no,1.0,0.0,no,Public_Transportation
20489,Female,22.0,1.6,82.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,2.0,Sometimes,Public_Transportation
15569,Female,22.0,1.65,85.0,yes,yes,2.0,1.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
11107,Male,24.444846,1.754217,117.86159,yes,yes,1.457758,3.0,Sometimes,no,2.0,no,0.348839,0.062167,Sometimes,Public_Transportation
20257,Male,17.0,1.8,57.0,yes,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
14126,Female,22.735328,1.616366,82.039,yes,yes,2.922511,1.154318,Sometimes,no,2.777379,no,1.932386,1.331527,no,Public_Transportation
20071,Female,21.0,1.56,62.0,no,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
15509,Male,33.864257,1.753578,106.509947,yes,yes,2.79166,3.0,Sometimes,no,2.406541,no,1.804157,0.824607,no,Public_Transportation
2814,Male,29.721964,1.65,87.105828,yes,yes,2.971588,1.0,Sometimes,no,1.271178,no,2.0,0.0,no,Automobile
6084,Female,19.885655,1.533364,65.0,yes,yes,2.490507,2.952821,Sometimes,no,2.0,yes,0.752926,0.965464,no,Public_Transportation
1697,Female,25.617227,1.659172,104.94582,yes,yes,3.0,3.0,Sometimes,no,1.49583,no,0.0,0.552665,Sometimes,Public_Transportation
2740,Female,26.0,1.643786,111.919155,yes,yes,3.0,3.0,Sometimes,no,2.605685,no,0.0,0.125235,Sometimes,Public_Transportation
14855,Male,23.0,1.75,97.92035,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,1.0,no,Public_Transportation
20335,Male,24.145295,1.787264,120.549592,yes,yes,2.9673,3.0,Sometimes,no,2.530035,no,0.955317,1.043435,Sometimes,Public_Transportation
11225,Female,21.0,1.62,60.0,yes,no,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
6161,Female,25.909353,1.584782,102.000122,yes,yes,3.0,3.0,Sometimes,no,1.322004,no,0.075776,0.546345,Sometimes,Public_Transportation
11904,Male,30.607546,1.872517,129.157346,yes,yes,2.9673,3.0,Sometimes,yes,1.774778,no,0.902776,0.0,Sometimes,Public_Transportation
9239,Female,25.996716,1.623938,105.036522,yes,yes,3.0,3.0,Sometimes,no,2.419153,no,0.019404,0.539876,Sometimes,Public_Transportation
1066,Female,25.0,1.63,67.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,2.0,0.0,no,Walking
7387,Male,23.474165,1.75,120.007101,yes,yes,2.0,3.0,Sometimes,no,2.172649,no,1.07672,0.688013,Sometimes,Public_Transportation
8227,Male,22.285024,1.848553,121.205171,yes,yes,3.0,2.806298,Sometimes,no,1.732072,no,0.393452,0.534769,Sometimes,Public_Transportation
15915,Female,26.0,1.623707,104.838425,yes,yes,3.0,3.0,Sometimes,no,2.45126,no,0.0,0.539074,Sometimes,Public_Transportation
14528,Male,33.251015,1.747739,84.210535,yes,yes,2.951591,3.0,Sometimes,no,2.133876,no,1.39302,0.0,no,Automobile
4877,Male,18.0,1.791867,108.742005,yes,yes,2.0,1.226342,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
735,Male,23.0,1.72,62.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Walking
2439,Female,22.980957,1.62456,82.528575,yes,yes,2.0,1.81698,Sometimes,no,2.715856,no,0.268801,0.0,Sometimes,Public_Transportation
17386,Female,25.909353,1.644078,102.277765,yes,yes,3.0,3.0,Sometimes,no,1.029703,no,0.075776,1.0,Sometimes,Public_Transportation
2498,Male,23.474165,1.755967,117.398976,yes,yes,2.002796,2.879541,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
14459,Male,26.844812,1.772449,114.133149,yes,yes,2.263245,3.0,Sometimes,no,2.091934,no,1.308852,0.071317,Sometimes,Public_Transportation
3617,Male,22.740275,1.733875,89.251639,yes,yes,2.0,3.0,Sometimes,no,1.839069,no,0.935217,1.0,Sometimes,Public_Transportation
20678,Female,21.708354,1.708291,133.485478,yes,yes,3.0,3.0,Sometimes,no,2.863513,no,1.309304,0.966181,Sometimes,Public_Transportation
18283,Female,19.374207,1.632605,82.0,yes,yes,1.834155,3.0,Sometimes,no,2.0,no,0.0,1.103349,Sometimes,Public_Transportation
13208,Male,23.0,1.7,65.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
2782,Male,21.0,1.75,74.5,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
2136,Female,26.0,1.622701,103.026858,yes,yes,3.0,3.0,Sometimes,no,2.709654,no,0.0,0.912345,Sometimes,Public_Transportation
7974,Male,21.0,1.65,60.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
5483,Female,19.076443,1.62,69.3899,no,yes,2.996186,1.0,Sometimes,no,1.333807,no,0.920476,1.119877,Sometimes,Public_Transportation
1698,Male,24.0,1.88,87.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Frequently,Automobile
6492,Male,19.920629,1.835381,85.803809,yes,yes,1.650505,3.546352,Sometimes,no,2.287248,no,0.987591,0.920858,Sometimes,Public_Transportation
20005,Male,21.009437,1.803129,105.031908,yes,yes,2.232836,3.0,Sometimes,no,2.911187,no,1.91108,1.122118,Sometimes,Public_Transportation
4980,Female,19.639431,1.757154,133.45249,yes,yes,3.0,3.0,Sometimes,no,2.862408,no,1.931829,0.631422,Sometimes,Public_Transportation
2039,Female,21.131526,1.73581,133.735889,yes,yes,3.0,3.0,Sometimes,no,2.852254,no,1.538922,0.920162,Sometimes,Public_Transportation
10927,Female,26.0,1.641918,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.682804,no,0.0,0.101598,Sometimes,Public_Transportation
2360,Female,25.982261,1.614484,104.838425,yes,yes,3.0,3.0,Sometimes,no,1.204055,no,0.01586,0.803156,Sometimes,Public_Transportation
5031,Female,33.864257,1.694997,83.568035,yes,yes,2.0,2.127797,Sometimes,no,1.873591,no,0.992829,0.930051,no,Automobile
9008,Male,35.0,1.85,115.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
13054,Male,22.0,1.75,56.0,no,yes,3.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
12203,Female,40.993179,1.527133,79.493626,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Automobile
9682,Male,23.0,1.672101,83.568035,yes,yes,2.0,1.0,Sometimes,no,2.371015,no,0.382189,2.0,no,Public_Transportation
5076,Male,18.436094,1.71338,52.08657,yes,yes,2.927409,3.0,Sometimes,no,2.793505,no,0.994422,1.0,no,Public_Transportation
8487,Female,23.0,1.676095,80.0,yes,yes,2.0,2.279546,Sometimes,no,1.964435,no,0.0,1.432336,no,Public_Transportation
4013,Male,23.469538,1.757132,119.081804,yes,yes,2.225149,3.0,Sometimes,no,2.924594,no,0.64235,1.0,Sometimes,Public_Transportation
7411,Female,18.0,1.57,60.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
12958,Female,17.0,1.69,60.0,yes,yes,3.0,3.0,Always,no,1.0,no,2.0,2.0,no,Public_Transportation
19373,Female,26.0,1.641098,111.95611,yes,yes,3.0,3.0,Sometimes,no,2.956548,no,0.0,0.101867,Sometimes,Public_Transportation
7589,Male,24.0,1.62,52.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Frequently,Public_Transportation
7827,Female,21.772251,1.616085,68.653347,yes,yes,2.334474,3.623364,no,no,2.0,no,1.99507,0.218574,Sometimes,Public_Transportation
19629,Male,18.0,1.74,64.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
20591,Male,22.0,1.75,79.0,no,yes,2.0,1.0,Always,no,2.0,yes,2.0,1.0,Sometimes,Public_Transportation
5174,Male,16.0,1.6,67.0,yes,no,3.0,1.0,Sometimes,no,1.0,yes,0.0,0.0,Sometimes,Walking
1219,Male,30.0,1.78,69.0,yes,no,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,no,Automobile
16186,Female,18.469086,1.789555,137.785027,yes,yes,3.0,3.0,Sometimes,no,2.847264,no,1.444382,0.440087,Sometimes,Public_Transportation
15054,Male,22.851721,1.86714,121.284533,yes,yes,2.92711,2.779379,Sometimes,no,2.738485,no,1.813318,0.0,Sometimes,Public_Transportation
13322,Female,21.027662,1.71266,75.0,yes,yes,2.959658,3.0,Sometimes,no,2.417122,no,0.852344,0.417122,Sometimes,Public_Transportation
13468,Female,21.0,1.59,48.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Automobile
15701,Female,19.0,1.58,60.0,no,no,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
14927,Male,25.539411,1.695735,102.784864,yes,yes,2.252653,1.014916,Sometimes,no,1.0,no,1.958694,0.0,no,Public_Transportation
3302,Female,22.771612,1.622787,82.0,yes,yes,1.369529,3.0,Sometimes,no,2.092326,no,0.0,0.322307,Sometimes,Public_Transportation
10777,Male,29.891473,1.755938,112.287678,yes,yes,1.397468,3.0,Sometimes,no,2.152736,no,0.0,0.789064,Sometimes,Automobile
9387,Male,30.916426,1.758355,120.919703,yes,yes,1.111887,3.0,Sometimes,no,2.104696,no,0.926201,1.09838,Sometimes,Automobile
17099,Female,28.0,1.7,73.0,no,yes,3.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Automobile
18785,Female,22.0,1.64,58.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,no,Public_Transportation
17205,Male,22.730414,1.849425,121.684311,yes,yes,2.9673,2.806298,Sometimes,no,1.751723,no,0.822186,0.0,Sometimes,Public_Transportation
7228,Female,41.743333,1.681314,80.726195,yes,yes,2.13683,3.0,Sometimes,no,1.701835,no,0.877067,0.70778,no,Automobile
8468,Male,31.315593,1.689441,90.0,yes,yes,2.0,3.0,Sometimes,no,1.771198,no,0.826609,1.0,Sometimes,Automobile
13305,Female,26.0,1.662978,112.879662,yes,yes,3.0,3.0,Sometimes,no,2.989389,no,0.0,0.169016,Sometimes,Public_Transportation
14279,Female,22.815416,1.615854,82.039,yes,yes,2.0,1.724887,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
8045,Male,18.0,1.783914,108.251044,yes,yes,2.0,2.120936,Sometimes,no,2.111913,no,1.0,0.0,no,Public_Transportation
3468,Male,27.635029,1.75015,120.898397,yes,yes,2.971351,3.0,Sometimes,no,2.151809,no,0.598438,1.415536,Sometimes,Public_Transportation
15059,Male,29.0,1.7,78.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
19184,Female,21.768153,1.748313,133.03441,yes,yes,3.0,3.0,Sometimes,no,1.626467,no,1.480919,0.910683,Sometimes,Public_Transportation
15192,Female,23.0,1.680489,80.539,yes,yes,2.0,2.598079,Sometimes,no,2.0,no,0.807076,2.0,no,Public_Transportation
10259,Male,24.511445,1.841852,120.775439,yes,yes,2.265973,3.0,Sometimes,no,1.04111,no,0.584272,1.058007,Sometimes,Public_Transportation
5996,Female,18.94093,1.734092,133.10761,yes,yes,3.0,3.0,Sometimes,no,2.814517,no,1.445148,0.906247,Sometimes,Public_Transportation
6648,Male,28.977792,1.829142,59.933015,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
11335,Male,21.0,1.86,88.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
4186,Male,22.422674,1.603963,105.000378,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
5784,Female,21.0,1.7,78.0,no,no,3.0,1.0,Sometimes,no,1.0,no,2.0,0.0,no,Public_Transportation
6914,Male,40.317787,1.735851,109.889334,yes,yes,2.522183,3.0,Sometimes,no,1.144539,no,0.854957,0.0,Sometimes,Automobile
6556,Male,27.266287,1.909105,129.232216,yes,yes,2.637202,3.0,Sometimes,no,1.483856,no,1.847802,0.0,Sometimes,Public_Transportation
4981,Male,21.0,1.72,75.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Public_Transportation
2046,Male,31.166572,1.858265,122.148035,yes,yes,2.801992,2.669766,Sometimes,no,1.0,no,0.592607,1.041677,Sometimes,Automobile
17224,Male,18.0,1.719827,51.588874,no,yes,2.4277,3.0,Sometimes,no,1.970622,no,0.281876,1.0,Sometimes,Public_Transportation
6390,Female,18.0,1.62,45.0,no,yes,3.0,3.0,Frequently,no,2.0,yes,3.0,0.0,no,Public_Transportation
18447,Female,20.217015,1.748313,127.427458,yes,yes,3.0,3.0,Sometimes,no,1.678791,no,0.854337,0.723154,Sometimes,Public_Transportation
6536,Female,19.86997,1.64639,80.113493,yes,yes,2.0,3.0,Sometimes,no,2.387945,no,0.0,1.922364,Sometimes,Public_Transportation
19408,Female,26.0,1.631332,111.829957,yes,yes,3.0,3.0,Sometimes,no,2.55975,no,0.0,0.196288,Sometimes,Public_Transportation
9760,Female,21.0,1.62,62.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Public_Transportation
3894,Male,23.0,1.7,70.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
20675,Male,25.0,1.9,80.0,yes,yes,2.0,3.0,Always,no,1.0,no,0.0,2.0,Sometimes,Public_Transportation
5140,Female,25.765628,1.678201,104.966758,yes,yes,3.0,3.0,Sometimes,no,1.344539,no,0.210351,0.802136,Sometimes,Public_Transportation
10466,Male,30.607546,1.84342,124.704781,yes,yes,2.652779,3.0,Sometimes,no,1.11184,no,0.679935,0.0,Sometimes,Public_Transportation
18423,Female,21.0285,1.737056,133.878843,yes,yes,3.0,3.0,Sometimes,no,2.638896,no,1.655488,0.224655,Sometimes,Public_Transportation
4984,Female,18.81119,1.560029,40.202773,no,yes,2.061969,3.0,Sometimes,no,1.590418,no,0.07115,2.0,Sometimes,Public_Transportation
14980,Male,23.0,1.751688,85.522799,no,yes,2.592607,3.0,Frequently,no,2.005194,no,1.974656,0.41758,Sometimes,Public_Transportation
3059,Female,26.0,1.622418,110.55316,yes,yes,3.0,3.0,Sometimes,no,2.691584,no,0.0,0.425473,Sometimes,Public_Transportation
18672,Female,23.0,1.66,60.0,yes,yes,3.0,4.0,Sometimes,no,2.0,no,0.0,1.0,no,Automobile
4024,Male,18.0,1.83,66.5,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,2.0,Sometimes,Walking
7449,Male,19.911246,1.535618,64.848627,no,yes,2.0,3.0,Sometimes,no,1.400247,no,0.418875,1.35537,Sometimes,Public_Transportation
6484,Male,23.94003,1.738397,83.986714,yes,yes,2.0,2.845307,Sometimes,no,2.0,no,0.788585,0.890213,Sometimes,Public_Transportation
7877,Female,19.054008,1.729099,133.472641,yes,yes,3.0,3.0,Sometimes,no,2.846259,no,1.68249,0.775378,Sometimes,Public_Transportation
9905,Female,25.795187,1.669039,104.593929,yes,yes,3.0,3.0,Sometimes,no,1.554925,no,0.210351,0.852362,Sometimes,Public_Transportation
3579,Male,18.0,1.654757,86.963628,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.877369,0.173665,no,Public_Transportation
4307,Female,26.0,1.641849,111.939671,yes,yes,3.0,3.0,Sometimes,no,2.72005,no,0.0,0.088309,Sometimes,Public_Transportation
15613,Male,30.710511,1.914186,113.117122,yes,yes,2.9673,3.0,Sometimes,no,2.170225,no,0.917014,1.0,Sometimes,Automobile
17718,Female,20.0,1.65,58.0,yes,yes,3.0,4.0,Frequently,no,2.0,no,1.0,1.0,no,Public_Transportation
18894,Female,23.099906,1.610867,75.920519,yes,yes,2.0,3.0,Sometimes,no,1.984323,no,0.742113,1.0,Sometimes,Public_Transportation
3287,Female,26.0,1.627818,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.682804,no,0.0,0.15171,Sometimes,Public_Transportation
13334,Male,17.0,1.85,85.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,Sometimes,Public_Transportation
14614,Female,26.0,1.633442,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.682804,no,0.0,0.088236,Sometimes,Public_Transportation
8132,Female,26.0,1.641918,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.550672,no,0.0,0.20482,Sometimes,Public_Transportation
7275,Female,26.0,1.654875,111.927001,yes,yes,3.0,3.0,Sometimes,no,2.774014,no,0.0,0.088236,Sometimes,Public_Transportation
10418,Female,22.549208,1.629194,65.0,yes,yes,2.0,2.391753,Sometimes,no,2.078297,yes,0.245354,0.54859,Sometimes,Public_Transportation
3213,Male,30.0,1.69,90.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,0.0,Frequently,Public_Transportation
6494,Male,26.774115,1.829239,118.332689,yes,yes,2.935157,3.0,Sometimes,no,2.0,no,0.826609,1.886855,Sometimes,Public_Transportation
9398,Male,17.08525,1.808765,85.228116,yes,yes,2.824559,2.89292,Sometimes,no,2.369627,no,1.079934,0.174848,Sometimes,Public_Transportation
10422,Male,17.758315,1.836943,59.990861,no,yes,2.948248,3.0,Sometimes,no,2.0,no,2.009397,0.378619,Sometimes,Automobile
17971,Male,30.684347,1.76414,130.986338,yes,yes,2.962415,3.0,Sometimes,no,1.165408,no,0.0,0.413663,Sometimes,Public_Transportation
3047,Female,21.0,1.53,64.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
7792,Female,25.918524,1.627839,104.947703,yes,yes,3.0,3.0,Sometimes,no,2.95311,no,0.069238,0.413474,Sometimes,Public_Transportation
19661,Male,23.32012,1.836943,121.657979,yes,yes,2.636719,2.692889,Sometimes,no,2.816015,no,1.097905,0.0,no,Public_Transportation
1891,Male,21.0,1.65,60.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
8379,Female,16.496978,1.676944,45.0,no,yes,3.0,3.0,Sometimes,no,2.430918,yes,0.926592,1.366355,Sometimes,Public_Transportation
13576,Male,25.140074,1.828391,120.996074,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.113169,0.295685,Sometimes,Public_Transportation
1026,Male,31.62638,1.75,120.775439,yes,yes,2.9673,3.0,Sometimes,no,2.323003,no,0.942725,1.251554,Sometimes,Automobile
20078,Male,19.0,1.702002,97.601249,yes,yes,1.897796,3.0,Sometimes,no,2.0,no,0.0,1.541493,Sometimes,Public_Transportation
8421,Female,25.955361,1.561109,102.38745,yes,yes,3.0,3.0,Sometimes,no,1.068493,no,0.259499,1.0,Sometimes,Public_Transportation
9185,Male,30.0,1.71,71.0,yes,no,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Walking
15604,Male,23.0,1.722461,51.607091,no,no,2.043359,3.0,Frequently,no,1.837184,no,1.153775,0.0,no,Public_Transportation
8629,Male,21.168651,1.856315,96.738014,yes,yes,2.0,1.890213,Sometimes,no,3.0,no,0.261274,1.206251,no,Public_Transportation
14159,Female,28.824194,1.7,78.726617,yes,yes,2.0,1.394539,Frequently,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
7359,Female,21.0,1.56,49.0,no,yes,2.0,3.0,Frequently,yes,1.0,no,0.0,0.0,no,Public_Transportation
13290,Male,22.717943,1.696336,75.920519,yes,yes,2.0,3.0,Sometimes,no,1.992548,no,0.976425,1.0,Sometimes,Public_Transportation
11217,Male,21.0,1.82,75.0,no,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
6239,Female,22.926352,1.716691,51.149283,yes,yes,2.886157,3.0,Frequently,no,1.274815,no,0.520407,1.673584,no,Public_Transportation
15706,Male,22.735328,1.872517,121.142535,yes,yes,3.0,2.877583,Sometimes,no,1.962646,no,0.883542,0.0,Sometimes,Public_Transportation
10280,Male,37.974483,1.75015,118.792268,yes,yes,2.57649,2.937989,Sometimes,no,1.0,no,1.923607,1.0,Frequently,Automobile
6885,Male,22.884722,1.7,80.0,yes,yes,2.0,2.983297,Sometimes,no,1.228838,no,1.629432,1.944675,Sometimes,Public_Transportation
17967,Male,21.0,1.71,75.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,2.0,Sometimes,Public_Transportation
10460,Female,28.0,1.7,78.0,no,yes,1.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Frequently,Automobile
17032,Female,24.291205,1.779325,112.289883,yes,yes,3.0,3.0,Sometimes,no,2.861533,no,0.312923,0.631825,Sometimes,Public_Transportation
18740,Female,21.011124,1.747987,136.516648,yes,yes,3.0,3.0,Sometimes,no,1.490613,no,1.0,0.54396,Sometimes,Public_Transportation
3580,Male,19.895877,1.699474,75.0,yes,yes,2.424977,3.0,Sometimes,no,1.771781,no,0.105408,0.838957,Sometimes,Public_Transportation
8538,Male,30.717727,1.767479,120.151967,yes,yes,2.919584,3.0,Sometimes,no,2.091934,no,0.614466,1.74288,Sometimes,Automobile
9536,Male,22.580038,1.825718,121.560938,yes,yes,3.0,2.272801,Sometimes,no,1.850344,no,0.344013,0.0,Sometimes,Public_Transportation
10545,Male,22.881838,1.780503,82.0,yes,yes,2.0,3.0,Sometimes,no,1.438018,no,0.0,1.466496,Sometimes,Public_Transportation
19463,Female,18.94093,1.746416,133.662583,yes,yes,3.0,3.0,Sometimes,no,2.843782,no,1.46046,0.901071,Sometimes,Public_Transportation
17084,Male,19.0,1.7,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,2.0,no,Public_Transportation
1194,Female,20.796266,1.668537,114.480696,yes,yes,3.0,3.0,Sometimes,no,1.491169,no,0.390937,0.629285,Sometimes,Public_Transportation
12121,Female,21.394047,1.73995,135.346677,yes,yes,3.0,3.0,Sometimes,no,2.305574,no,1.577824,0.836151,Sometimes,Public_Transportation
8182,Female,18.0,1.65,84.493156,yes,yes,2.0,3.0,Sometimes,no,1.051735,no,1.0,0.0,no,Public_Transportation
10608,Male,23.260061,1.848294,119.434645,yes,yes,1.362441,2.701689,Sometimes,no,2.0,no,1.302507,0.631422,Sometimes,Public_Transportation
631,Male,30.575349,1.643332,103.017623,yes,yes,2.600217,2.175153,Sometimes,no,1.0,no,1.82434,0.0,no,Public_Transportation
19999,Female,19.0,1.59,49.0,yes,no,2.0,4.0,Frequently,no,2.0,no,2.0,2.0,no,Walking
196,Male,27.0,1.7,71.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Automobile
1119,Female,18.0,1.78,83.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
2290,Male,22.637018,1.76071,118.668332,yes,yes,2.407817,2.965494,Sometimes,no,2.154326,no,1.078074,0.646514,Sometimes,Public_Transportation
5654,Male,21.011124,1.755938,94.454394,yes,yes,2.0,1.213431,Sometimes,no,2.0,no,0.93732,2.0,no,Public_Transportation
12552,Female,23.0,1.65,59.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,2.0,2.0,no,Walking
8887,Male,18.0,1.7,95.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
6879,Male,21.051982,1.793378,89.93889,yes,yes,1.882235,1.496776,Sometimes,no,2.0,no,0.788659,0.0,Sometimes,Public_Transportation
8878,Female,19.773303,1.755938,42.0,no,yes,3.0,1.0,Frequently,no,1.606076,no,0.826609,0.0,Sometimes,Public_Transportation
12549,Female,21.0,1.65,63.0,yes,no,3.0,1.0,Always,no,1.0,no,1.0,0.0,no,Public_Transportation
2184,Female,34.0,1.75,73.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,Sometimes,Automobile
6730,Female,31.673882,1.55,71.602622,yes,yes,2.0,3.0,Sometimes,no,1.221281,no,0.736032,0.0,Sometimes,Automobile
12384,Female,18.335019,1.759091,133.903612,yes,yes,3.0,3.0,Sometimes,no,2.862408,no,1.46046,0.754023,Sometimes,Public_Transportation
13406,Male,22.0,1.78,98.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,3.0,2.0,no,Public_Transportation
3979,Male,30.554956,1.773914,112.395309,yes,yes,1.924632,3.0,Sometimes,no,2.160169,no,0.0,1.26729,Sometimes,Automobile
14636,Male,26.348156,1.75,118.20313,yes,yes,2.290095,3.0,Sometimes,no,2.174835,no,1.097905,0.0,Sometimes,Public_Transportation
274,Male,18.0,1.840138,56.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
4193,Male,24.002404,1.609068,100.245302,yes,yes,2.885693,3.0,Sometimes,no,1.163111,no,1.079524,0.169016,Sometimes,Public_Transportation
6677,Male,33.049121,1.731389,84.493156,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Automobile
1804,Male,18.0,1.603963,84.340406,yes,yes,2.0,1.262831,Sometimes,no,2.0,no,0.736032,0.36216,no,Public_Transportation
4707,Male,16.129279,1.798645,58.585146,yes,yes,2.5596,3.0,Sometimes,no,2.0,no,0.0,0.143675,no,Automobile
12689,Female,25.920738,1.507106,64.814109,yes,no,2.945967,3.986652,Sometimes,no,2.0,no,0.934286,0.890626,no,Public_Transportation
6451,Male,21.0,1.56,62.0,no,no,2.0,3.0,no,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
6599,Male,25.957922,1.780731,112.957922,yes,yes,2.323351,3.0,Sometimes,no,2.15687,no,1.17116,0.028583,Sometimes,Automobile
16806,Female,19.0,1.649867,73.91692,yes,no,3.0,3.087119,Sometimes,no,2.622638,yes,0.807076,0.798219,Sometimes,Public_Transportation
16041,Female,38.464538,1.696423,75.62931,yes,yes,3.0,3.0,Sometimes,no,1.809531,no,0.0,0.0,Sometimes,Automobile
15293,Male,23.0,1.709731,95.324282,yes,yes,2.0,3.0,Sometimes,no,3.0,no,3.0,2.0,no,Public_Transportation
8866,Male,33.293166,1.766888,93.310284,yes,yes,2.0,1.477581,Sometimes,no,1.992586,no,0.571648,0.0,no,Automobile
5503,Male,18.0,1.803129,108.308112,yes,yes,2.0,3.0,Sometimes,no,2.627569,no,1.0,0.0,no,Public_Transportation
17957,Female,26.0,1.65,61.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Automobile
1776,Female,18.0,1.56,58.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
15792,Female,40.0,1.56,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
13023,Male,27.83173,1.78,112.10074,yes,yes,1.34138,3.0,Sometimes,no,2.0,no,0.958555,0.731257,Sometimes,Automobile
2701,Male,25.314589,1.787802,115.127662,yes,yes,1.428289,3.0,Sometimes,no,2.111908,no,1.48372,0.077818,Sometimes,Public_Transportation
10129,Female,21.0,1.6,56.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
18986,Female,26.0,1.680858,110.824698,yes,yes,3.0,3.0,Sometimes,no,2.70914,no,0.0,0.25115,Sometimes,Public_Transportation
2702,Female,21.131526,1.719913,150.37757,yes,yes,3.0,3.0,Sometimes,no,2.691584,no,1.581242,0.680746,Sometimes,Public_Transportation
12204,Male,17.729923,1.782756,97.911865,yes,yes,2.399531,3.0,Sometimes,no,2.430918,no,2.999918,0.828549,no,Public_Transportation
12302,Male,33.0,1.7,84.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Sometimes,Automobile
10461,Female,21.0,1.65,80.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
7558,Female,19.0,1.63,66.5,no,no,3.0,3.0,Always,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
285,Female,21.0,1.6,65.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
3978,Male,30.79626,1.688426,103.189532,yes,yes,2.919584,1.124977,Sometimes,yes,1.251715,no,0.0,0.08922,no,Public_Transportation
15661,Female,22.0,1.71,69.0,no,yes,2.0,1.0,no,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
962,Female,17.0,1.7,84.0,no,no,3.0,3.0,Sometimes,no,2.0,no,3.0,0.0,no,Automobile
11457,Female,21.238416,1.819296,165.057269,yes,yes,3.0,3.0,Sometimes,no,2.351193,no,0.259424,0.675076,Sometimes,Public_Transportation
10221,Female,23.0,1.5,63.0,yes,no,2.0,1.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
4629,Female,20.534089,1.748106,50.0,no,yes,3.0,3.0,Sometimes,no,1.610768,no,1.976341,0.936925,no,Public_Transportation
8136,Female,22.0,1.6,65.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,3.0,1.0,Frequently,Public_Transportation
549,Male,25.991194,1.819728,114.480696,yes,yes,2.156065,3.0,Sometimes,no,2.140544,no,1.144076,0.677909,Sometimes,Public_Transportation
18247,Male,24.521879,1.76003,117.398976,yes,yes,2.133964,2.976098,Sometimes,no,1.984323,no,0.554646,0.0,Sometimes,Public_Transportation
16360,Female,18.381382,1.573987,41.397378,no,yes,2.661556,1.0,Sometimes,no,1.0,no,0.0,1.639326,Sometimes,Public_Transportation
2909,Male,34.044229,1.623812,82.414477,yes,yes,2.998441,1.851088,Sometimes,no,2.0,no,2.045651,0.908836,Sometimes,Automobile
19982,Female,18.222536,1.801983,138.143162,yes,yes,3.0,3.0,Sometimes,no,2.813234,no,1.465931,0.917727,Sometimes,Public_Transportation
17699,Female,20.781751,1.746516,128.667766,yes,yes,3.0,3.0,Sometimes,no,2.796894,no,0.425621,0.827502,Sometimes,Public_Transportation
19657,Male,29.883021,1.803207,108.742005,yes,yes,2.108638,3.0,Sometimes,no,2.091934,no,1.0,0.0,Sometimes,Automobile
3048,Male,36.0,1.8,90.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Automobile
11467,Female,26.0,1.629727,104.936381,yes,yes,3.0,3.0,Sometimes,no,2.686824,no,0.0,0.25115,Sometimes,Public_Transportation
10802,Female,22.0,1.75,106.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
3753,Male,22.944349,1.733439,82.27635,yes,yes,2.0,1.873484,Sometimes,no,2.0,no,0.0,1.338655,Sometimes,Public_Transportation
10666,Female,19.0,1.64,49.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,0.0,no,Automobile
13536,Male,21.951309,1.753327,88.03748,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.271667,1.0,Sometimes,Public_Transportation
17952,Female,19.226314,1.749118,133.662583,yes,yes,3.0,3.0,Sometimes,no,2.858389,no,1.465931,0.813235,Sometimes,Public_Transportation
4115,Female,38.943282,1.68108,78.0,yes,yes,2.0,3.0,Sometimes,no,2.652616,no,0.0,0.0,Sometimes,Automobile
17194,Female,25.897815,1.62439,104.838425,yes,yes,3.0,3.0,Sometimes,no,1.336378,no,0.224482,0.838847,Sometimes,Public_Transportation
14142,Female,21.0,1.65,88.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,1.0,no,Public_Transportation
2452,Female,26.0,1.632896,111.93101,yes,yes,3.0,3.0,Sometimes,no,2.621976,no,0.0,0.138418,Sometimes,Public_Transportation
12137,Male,26.0,1.737984,103.134646,yes,yes,2.0,3.0,Sometimes,no,2.822871,no,1.0,0.128895,Sometimes,Public_Transportation
1979,Male,23.0,1.74,97.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
17842,Female,26.0,1.748524,110.824698,yes,yes,3.0,3.0,Sometimes,no,2.618198,no,0.0,0.25115,Sometimes,Public_Transportation
6954,Female,21.834894,1.741014,133.747012,yes,yes,3.0,3.0,Sometimes,no,1.411365,no,1.92628,0.928972,Sometimes,Public_Transportation
2067,Male,30.200946,1.758382,112.200812,yes,yes,1.428289,3.0,Sometimes,no,2.023328,no,0.0,0.613992,Sometimes,Automobile
3806,Male,17.370009,1.751691,58.585146,yes,yes,3.0,4.0,Sometimes,no,2.0,no,2.0,0.001718,no,Automobile
14934,Male,20.0,1.706082,85.050558,yes,yes,2.969205,3.0,Sometimes,no,2.802498,no,1.0,0.0,Sometimes,Public_Transportation
10104,Male,19.0,1.8,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
13015,Male,21.962426,1.848553,105.138073,yes,yes,2.0,3.0,Sometimes,no,2.635454,no,0.0,0.413752,Sometimes,Public_Transportation
3268,Female,21.0,1.69,65.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
14862,Male,21.0,1.757961,89.802492,yes,yes,1.220024,1.631184,Sometimes,no,2.0,no,0.0,0.508663,Sometimes,Public_Transportation
13709,Female,26.0,1.633945,111.927001,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,0.0,0.55415,Sometimes,Public_Transportation
9052,Female,18.0,1.7,50.0,no,yes,3.0,4.0,Sometimes,no,1.0,no,2.0,1.0,Sometimes,Public_Transportation
9672,Female,26.0,1.632983,111.868169,yes,yes,3.0,3.0,Sometimes,no,2.682909,no,0.0,0.010056,Sometimes,Public_Transportation
11178,Female,25.919241,1.622701,102.910613,yes,yes,3.0,3.0,Sometimes,no,1.484938,no,0.05093,0.723154,Sometimes,Public_Transportation
12553,Female,18.0,1.636592,68.803694,yes,yes,2.052152,3.0,Sometimes,no,1.0,no,0.228753,0.0,Sometimes,Public_Transportation
12267,Female,19.725718,1.647811,49.932199,no,yes,3.0,3.0,Sometimes,no,1.0,no,1.304291,1.0,Sometimes,Public_Transportation
17853,Male,20.0,1.66,65.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,0.0,0.0,no,Public_Transportation
12007,Male,30.958957,1.757442,109.982692,yes,yes,2.225149,3.0,Sometimes,no,1.771781,no,1.976341,0.0,Sometimes,Automobile
20209,Female,22.0,1.75,75.0,yes,yes,2.0,3.0,Frequently,no,1.0,no,1.0,2.0,Sometimes,Public_Transportation
16969,Female,19.434709,1.767058,49.660995,no,yes,2.767063,3.0,Sometimes,no,1.706568,no,2.0,1.0,Sometimes,Public_Transportation
10660,Female,21.0,1.75,78.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Frequently,Public_Transportation
19344,Female,17.0,1.51,57.0,yes,yes,2.0,3.0,Frequently,yes,1.0,no,2.0,0.0,no,Public_Transportation
8527,Male,30.554956,1.787195,112.287678,yes,yes,1.926381,3.0,Sometimes,no,2.117733,no,0.334264,0.471663,Sometimes,Automobile
1358,Male,17.0,1.79,87.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Automobile
10992,Male,24.825398,1.766626,120.775439,yes,yes,2.9673,3.0,Sometimes,no,2.869234,no,1.881761,0.0,Sometimes,Public_Transportation
3070,Male,25.0,1.87,66.0,yes,yes,2.0,3.0,Frequently,no,2.0,yes,1.0,0.0,Sometimes,Automobile
6133,Female,21.682367,1.792378,137.79299,yes,yes,3.0,3.0,Sometimes,no,2.611654,no,1.718543,0.838957,Sometimes,Public_Transportation
6234,Female,20.0,1.65,68.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Walking
17530,Male,19.0,1.7,86.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
10500,Male,22.815416,1.65,82.532994,yes,yes,1.679935,2.843319,Sometimes,no,2.0,no,1.0,1.283673,no,Public_Transportation
6688,Female,37.524551,1.641149,84.729197,yes,yes,2.0,3.0,Sometimes,no,2.776724,no,1.0,0.0,Sometimes,Automobile
13542,Male,34.0,1.7,75.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
5863,Male,22.087389,1.779547,116.157766,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.743005,1.556052,Sometimes,Public_Transportation
2255,Female,22.329041,1.594776,44.316254,no,yes,3.0,3.0,Frequently,no,2.011023,no,1.399183,0.0,Sometimes,Public_Transportation
2266,Male,23.806789,1.754218,117.384745,yes,yes,1.617093,3.0,Sometimes,no,2.0,no,1.818052,0.688293,Sometimes,Public_Transportation
5927,Male,17.486869,1.781139,58.621349,yes,yes,2.9673,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
14020,Male,16.910997,1.507106,67.869791,yes,no,2.784464,2.884479,Sometimes,no,2.0,no,0.793489,1.894902,no,Public_Transportation
15778,Male,32.0,1.67,90.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Automobile
8284,Male,17.0,1.56,45.0,no,yes,2.0,3.0,Frequently,no,2.0,yes,2.0,0.0,no,Public_Transportation
7755,Female,26.0,1.622701,111.856492,yes,yes,3.0,3.0,Sometimes,no,2.553198,no,0.0,0.088309,Sometimes,Public_Transportation
15652,Female,19.0,1.62,53.0,no,yes,3.0,1.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
16129,Female,25.976209,1.623113,102.555691,yes,yes,3.0,3.0,Sometimes,no,1.063422,no,0.026033,0.543118,Sometimes,Public_Transportation
14675,Male,18.0,1.782714,55.523481,yes,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Automobile
11974,Female,25.982261,1.616975,104.936381,yes,yes,3.0,3.0,Sometimes,no,1.525127,no,0.01586,0.586035,Sometimes,Public_Transportation
4269,Female,20.0,1.5,55.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
11480,Male,21.0,1.7,80.0,yes,no,2.0,3.0,Sometimes,yes,3.0,no,1.0,0.0,no,Public_Transportation
12315,Female,18.0,1.56,51.5,no,yes,1.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
15722,Female,19.0,1.6,64.0,no,no,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
3755,Female,24.063874,1.684768,114.479459,yes,yes,3.0,3.0,Sometimes,no,2.724099,no,0.336795,0.58998,Sometimes,Public_Transportation
20509,Female,18.0,1.7,78.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
12385,Male,22.976188,1.75,95.269089,yes,yes,2.0,3.0,Sometimes,no,1.959287,no,2.20208,2.0,Sometimes,Public_Transportation
12321,Male,29.883021,1.755902,112.555456,yes,yes,2.723953,3.0,Sometimes,no,2.154949,no,0.891205,0.0,Sometimes,Automobile
3204,Male,31.0,1.8,72.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
8965,Female,16.0,1.6,60.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,2.0,1.0,no,Public_Transportation
16614,Female,21.0,1.62,68.0,yes,yes,2.0,1.0,no,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
14632,Female,20.0,1.5,65.0,no,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
6607,Female,26.0,1.633945,111.945588,yes,yes,3.0,3.0,Sometimes,no,2.682804,no,0.0,0.153462,Sometimes,Public_Transportation
6698,Female,25.0,1.65,62.0,yes,no,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
4336,Female,19.0,1.75,52.0,yes,no,3.0,4.0,Frequently,no,2.0,no,2.0,2.0,no,Public_Transportation
7152,Female,23.0,1.64,58.0,no,yes,3.0,3.0,Sometimes,no,1.0,no,0.0,0.0,Sometimes,Public_Transportation
6672,Female,21.0,1.63,54.5,no,yes,3.0,1.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
4989,Male,19.0,1.85,105.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
13681,Female,26.0,1.641849,111.950113,yes,yes,3.0,3.0,Sometimes,no,2.634342,no,0.0,0.248218,Sometimes,Public_Transportation
49,Female,26.0,1.66494,111.942544,yes,yes,3.0,3.0,Sometimes,no,2.78678,no,0.0,0.425473,Sometimes,Public_Transportation
10263,Female,26.0,1.641132,111.831706,yes,yes,3.0,3.0,Sometimes,no,2.617401,no,0.0,0.138418,Sometimes,Public_Transportation
2932,Male,18.0,1.8,80.0,yes,yes,3.0,3.0,Always,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
2966,Female,21.0,1.5,63.0,no,no,3.0,1.0,Frequently,no,3.0,no,0.0,0.0,no,Public_Transportation
7132,Female,26.0,1.632983,111.157811,yes,yes,3.0,3.0,Sometimes,no,2.634342,no,0.0,0.224559,Sometimes,Public_Transportation
18009,Male,23.0,1.767563,55.523481,yes,yes,2.0,3.0,Sometimes,no,2.035954,no,2.0,1.0,Sometimes,Public_Transportation
4821,Male,34.993835,1.782269,83.314157,yes,yes,2.0,1.80993,Sometimes,no,2.793505,no,1.07672,1.099764,Sometimes,Automobile
6936,Male,26.945139,1.755926,112.287678,yes,yes,1.428289,3.0,Sometimes,no,2.117733,no,0.0,0.080128,Sometimes,Public_Transportation
8968,Female,26.0,1.643892,111.818345,yes,yes,3.0,3.0,Sometimes,no,2.768141,no,0.0,0.252635,Sometimes,Public_Transportation
5621,Male,21.0,1.75,96.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,no,Motorbike
16246,Male,30.554956,1.783901,120.009392,yes,yes,2.913486,3.0,Sometimes,no,2.929123,no,0.883542,1.339691,Sometimes,Automobile
9545,Male,19.0,1.6,62.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Automobile
5518,Female,26.0,1.634894,110.919646,yes,yes,3.0,3.0,Sometimes,no,2.675567,no,0.0,0.479221,Sometimes,Public_Transportation
17578,Male,22.980221,1.761519,120.980508,yes,yes,2.984004,3.0,Sometimes,no,1.798917,no,1.680844,0.47787,Sometimes,Public_Transportation
1303,Male,20.242237,1.81006,93.086419,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
18112,Female,23.252457,1.59611,43.365005,no,no,3.0,1.24884,Frequently,no,2.120292,no,1.230219,0.0,no,Public_Transportation
19710,Male,20.3756,1.84842,85.002884,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.491642,0.12228,Sometimes,Public_Transportation
7729,Male,19.0,1.83,114.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,1.0,no,Public_Transportation
8100,Female,21.030909,1.747773,133.033523,yes,yes,3.0,3.0,Sometimes,no,1.650612,no,1.510398,0.912457,Sometimes,Public_Transportation
12401,Female,21.81119,1.747962,147.296186,yes,yes,3.0,3.0,Sometimes,no,1.639807,no,1.999897,0.735868,Sometimes,Public_Transportation
16906,Male,23.0,1.753389,54.997374,yes,yes,2.0,3.0,Sometimes,no,2.949419,no,2.0,2.0,Sometimes,Public_Transportation
16841,Female,27.0,1.68,62.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
14105,Male,20.406066,1.620109,103.250355,yes,yes,2.576449,1.109956,Sometimes,no,1.0,no,0.07115,1.110222,no,Public_Transportation
1373,Male,22.719385,1.856315,121.248035,yes,yes,3.0,2.695396,Sometimes,no,1.846754,no,0.975384,0.0,Sometimes,Public_Transportation
2998,Male,21.962426,1.622276,103.017623,yes,yes,2.0,1.627555,Sometimes,no,1.0,no,0.11243,1.0,no,Public_Transportation
8206,Male,33.0,1.85,97.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
8380,Female,25.95774,1.637725,110.21734,yes,yes,3.0,3.0,Sometimes,no,2.20979,no,0.017804,0.900067,Sometimes,Public_Transportation
12287,Female,26.0,1.603404,104.950776,yes,yes,3.0,3.0,Sometimes,no,2.625537,no,0.0,0.465444,Sometimes,Public_Transportation
15719,Female,21.0,1.62,68.0,no,yes,3.0,1.0,no,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
1135,Female,21.768153,1.710182,51.132809,yes,yes,3.0,3.0,Sometimes,no,1.80996,no,0.93732,0.0,Sometimes,Public_Transportation
16532,Male,19.0,1.78,79.0,no,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,1.0,Frequently,Public_Transportation
4819,Female,22.61939,1.872517,121.414744,yes,yes,3.0,3.0,Sometimes,no,1.347559,no,0.742113,0.056351,Sometimes,Public_Transportation
3050,Male,28.404332,1.763582,113.15464,yes,yes,2.57649,3.0,Sometimes,no,2.868679,no,0.0,1.487223,Sometimes,Automobile
426,Male,18.0,1.790172,108.019211,yes,yes,2.0,1.163666,Sometimes,no,2.0,no,0.0,1.551934,no,Public_Transportation
9520,Female,23.0,1.75,95.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,2.0,2.0,no,Public_Transportation
3694,Female,25.966504,1.629442,104.790549,yes,yes,3.0,3.0,Sometimes,no,2.357969,no,0.115369,0.09776,Sometimes,Public_Transportation
13863,Male,28.493397,1.774644,120.209711,yes,yes,2.739,3.0,Sometimes,no,2.739351,no,1.076926,0.0,Sometimes,Public_Transportation
14116,Female,21.028989,1.770612,133.878843,yes,yes,3.0,3.0,Sometimes,no,2.825629,no,1.48372,0.893514,Sometimes,Public_Transportation
1588,Female,27.757187,1.556789,63.597633,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.098862,1.946173,no,Public_Transportation
17400,Female,23.0,1.67,60.0,no,no,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,no,Walking
339,Male,18.0,1.82,71.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
19394,Female,18.011903,1.570811,70.0,yes,no,2.0,3.0,Sometimes,no,1.017225,no,1.922234,1.0,Sometimes,Public_Transportation
5090,Male,23.0,1.83,85.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,3.0,2.0,Frequently,Public_Transportation
17009,Male,17.0,1.6,50.0,yes,yes,2.0,3.0,Always,no,2.0,no,0.0,2.0,no,Public_Transportation
19480,Female,18.0,1.62,68.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
19386,Male,30.0,1.8,125.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
9723,Female,25.994949,1.723587,104.838425,yes,yes,3.0,3.0,Sometimes,no,2.770732,no,0.114698,0.573887,Sometimes,Public_Transportation
16272,Male,21.008297,1.734237,75.057177,yes,yes,1.906194,3.981997,Sometimes,no,1.845134,no,0.336795,0.0,Sometimes,Public_Transportation
16776,Male,31.333798,1.838266,98.44113,yes,yes,2.0,2.568063,Sometimes,no,1.5197,no,1.541072,0.0,Sometimes,Automobile
4160,Female,20.803186,1.529834,40.202773,yes,yes,2.0,1.0,Sometimes,no,1.347559,no,0.127425,0.0,Sometimes,Public_Transportation
8496,Female,37.955371,1.647514,76.126112,yes,yes,2.0,3.0,Sometimes,no,1.506518,no,0.0,0.0,Sometimes,Automobile
13912,Female,26.0,1.643111,111.841706,yes,yes,3.0,3.0,Sometimes,no,2.617401,no,0.0,0.200379,Sometimes,Public_Transportation
3314,Male,21.0,1.65,65.0,yes,yes,3.0,3.0,Frequently,no,3.0,no,1.0,0.0,no,Public_Transportation
13908,Female,32.997118,1.625236,74.433362,yes,yes,2.252382,3.087544,Sometimes,no,1.0,no,0.885633,0.537659,Sometimes,Automobile
12343,Male,27.0,1.82,71.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Automobile
10991,Male,29.32038,1.754996,112.010504,yes,yes,1.3307,3.0,Sometimes,no,2.077704,no,0.0,0.436068,Sometimes,Automobile
6173,Male,19.0,1.8,87.0,no,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,1.0,Frequently,Public_Transportation
8344,Male,27.93982,1.815409,120.875283,yes,yes,2.271306,3.0,Sometimes,no,2.396977,no,0.390937,0.504816,Sometimes,Public_Transportation
17533,Female,39.0,1.6,80.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,0.0,0.0,Sometimes,Automobile
3649,Male,18.0,1.771043,116.160329,yes,yes,1.961069,3.129155,Sometimes,no,2.526775,no,0.0,1.0,Sometimes,Public_Transportation
54,Female,25.950898,1.643332,110.676343,yes,yes,3.0,3.0,Sometimes,no,1.7305,no,0.0,0.773807,Sometimes,Public_Transportation
2973,Male,23.0,1.77,85.0,yes,no,2.0,4.0,Sometimes,no,3.0,no,2.0,0.0,Sometimes,Public_Transportation
8614,Female,26.0,1.642971,111.555967,yes,yes,3.0,3.0,Sometimes,no,2.748909,no,0.0,0.15171,Sometimes,Public_Transportation
8341,Female,21.0,1.62,75.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
2959,Male,19.0,1.69,60.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
7304,Male,18.0,1.84,55.3,yes,yes,2.0,4.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Automobile
13636,Female,17.0,1.6,50.0,no,yes,2.0,4.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Walking
16135,Female,21.0,1.62,70.0,no,yes,2.0,1.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
10479,Male,21.948577,1.849998,122.024954,yes,yes,3.0,2.806298,Sometimes,no,1.591909,no,0.06582,0.543118,Sometimes,Public_Transportation
401,Female,21.0,1.65,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
9392,Female,21.394047,1.738717,133.346641,yes,yes,3.0,3.0,Sometimes,no,2.884077,no,1.465931,0.857718,Sometimes,Public_Transportation
7453,Male,21.0,1.62,69.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
5018,Female,22.998709,1.583943,44.316254,no,no,3.0,3.0,Frequently,no,2.316069,yes,1.392406,0.0,no,Public_Transportation
15856,Female,26.0,1.632377,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.638896,no,0.0,0.15171,Sometimes,Public_Transportation
4153,Female,25.988668,1.603404,102.555691,yes,yes,3.0,3.0,Sometimes,no,1.031354,no,0.026033,0.543118,Sometimes,Public_Transportation
5050,Male,19.0,1.72,65.0,yes,no,2.0,3.0,Sometimes,no,3.0,no,1.0,1.0,Sometimes,Public_Transportation
15653,Female,21.0,1.6,78.0,no,yes,2.0,1.0,Frequently,no,2.0,no,2.0,0.0,Frequently,Public_Transportation
8530,Female,19.528936,1.821168,142.559161,yes,yes,3.0,3.0,Sometimes,no,2.562002,no,1.976427,0.740331,Sometimes,Public_Transportation
18983,Female,18.0,1.6,60.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
15009,Male,19.0,1.87,66.0,yes,yes,3.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Walking
13766,Female,26.0,1.62456,111.485516,yes,yes,3.0,3.0,Sometimes,no,2.444125,no,0.0,0.26579,Sometimes,Public_Transportation
8410,Female,18.367481,1.781032,149.935848,yes,yes,3.0,3.0,Sometimes,no,2.868132,no,1.999897,0.663492,Sometimes,Public_Transportation
5952,Male,33.188707,1.788239,97.842406,yes,yes,2.0,2.752318,Sometimes,no,3.0,no,1.629432,1.928972,Sometimes,Automobile
4591,Male,32.787101,1.836669,121.471077,yes,yes,2.0,2.743277,Sometimes,no,1.40077,no,0.819682,0.0,Sometimes,Public_Transportation
18680,Male,25.542454,1.771837,115.025361,yes,yes,2.0,3.0,Sometimes,no,2.165804,no,1.315045,0.631217,Sometimes,Public_Transportation
8137,Male,18.0,1.85,85.0,yes,yes,1.0,3.0,Sometimes,no,3.0,no,0.0,1.0,Sometimes,Public_Transportation
17925,Male,31.205668,1.757132,118.382361,yes,yes,2.9553,3.0,Sometimes,no,2.240463,no,0.863158,1.333559,Sometimes,Automobile
5168,Female,26.0,1.621245,111.86899,yes,yes,3.0,3.0,Sometimes,no,2.641109,no,0.0,0.101598,Sometimes,Public_Transportation
19305,Male,19.0,1.79,80.0,no,yes,1.0,4.0,Sometimes,no,2.0,yes,2.0,1.0,Sometimes,Public_Transportation
11612,Male,21.289104,1.701634,96.738014,yes,yes,2.0,3.0,Sometimes,no,2.348981,no,0.946763,0.0,no,Public_Transportation
1722,Male,24.751511,1.780725,83.414072,yes,yes,2.0,3.0,Sometimes,no,2.825629,no,0.974939,0.947192,Sometimes,Public_Transportation
13311,Female,22.0,1.62,62.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
664,Female,21.420537,1.741193,133.888629,yes,yes,3.0,3.0,Sometimes,no,1.810738,no,1.34139,0.954216,Sometimes,Public_Transportation
17131,Female,21.20563,1.586952,43.534531,no,yes,2.0,1.0,Frequently,no,1.77962,no,1.0,0.0,Sometimes,Public_Transportation
13228,Female,21.0,1.64,63.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
12072,Male,18.0,1.749405,109.978402,yes,yes,2.0,1.867836,Sometimes,no,2.0,no,1.0,0.4346,no,Public_Transportation
4003,Male,30.108216,1.82559,124.070717,yes,yes,2.499388,3.0,Sometimes,no,2.040952,no,0.976425,0.561602,Sometimes,Public_Transportation
4755,Female,40.0,1.5,63.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
16055,Female,18.93919,1.573987,41.397378,no,yes,2.919526,1.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
5426,Female,18.721041,1.719913,80.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.721646,1.413375,no,Public_Transportation
16373,Female,19.442663,1.744733,78.156035,yes,no,3.0,2.983297,Sometimes,no,2.825629,no,0.463891,1.441605,Sometimes,Public_Transportation
19069,Male,33.0,1.7,84.0,yes,yes,3.0,3.0,Sometimes,no,3.0,no,1.0,0.0,no,Walking
3269,Male,31.387982,1.817917,91.204753,yes,yes,2.9673,1.735493,Sometimes,no,2.405963,yes,0.94676,0.469735,Sometimes,Automobile
9134,Male,24.0,1.66,100.0,yes,yes,3.0,1.0,Sometimes,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
20609,Female,19.314964,1.699354,49.603807,no,no,2.543563,3.207071,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
20553,Male,31.56724,1.761068,128.114161,yes,yes,2.115354,3.0,Sometimes,no,1.590418,no,0.943058,0.0,Sometimes,Automobile
8342,Male,22.771001,1.766888,121.527369,yes,yes,1.443674,2.574108,Sometimes,no,2.923792,no,1.081585,0.0,Sometimes,Public_Transportation
5474,Female,26.0,1.632377,111.9307,yes,yes,3.0,3.0,Sometimes,no,2.554007,no,0.0,0.088236,Sometimes,Public_Transportation
11968,Female,26.0,1.642392,111.208963,yes,yes,3.0,3.0,Sometimes,no,2.691591,no,0.0,0.135278,Sometimes,Public_Transportation
10459,Female,34.0,1.62,84.0,yes,no,3.0,3.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Automobile
16851,Female,20.0,1.55,49.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,no,Public_Transportation
12470,Male,29.0,1.72,69.0,no,no,1.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Automobile
18596,Female,21.0,1.69,75.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
11018,Female,23.0,1.55,52.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.0,Sometimes,Public_Transportation
14332,Female,18.0,1.7,50.0,yes,yes,1.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
10038,Female,26.0,1.64639,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.816052,no,0.0,0.097234,Sometimes,Public_Transportation
6181,Female,17.25813,1.58092,41.67965,no,yes,2.86099,1.0,Sometimes,no,1.015677,no,1.093679,1.0,Sometimes,Public_Transportation
18981,Male,23.0,1.722785,97.813023,yes,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,1.946173,no,Public_Transportation
608,Male,29.791101,1.769269,129.769141,yes,yes,2.497548,3.0,Sometimes,no,1.927976,no,0.935217,0.0,Sometimes,Public_Transportation
5472,Female,24.0,1.6,53.0,no,yes,3.0,3.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
9362,Female,22.676243,1.741353,86.963628,yes,yes,2.0,2.961113,Sometimes,no,3.0,no,0.120165,0.0,no,Public_Transportation
19,Male,25.492855,1.771817,114.470482,yes,yes,1.392665,3.0,Sometimes,no,1.238057,no,1.097905,0.619012,Sometimes,Public_Transportation
1338,Female,21.238416,1.759091,133.903469,yes,yes,3.0,3.0,Sometimes,no,2.951591,no,1.445148,0.440087,Sometimes,Public_Transportation
18419,Male,22.926352,1.796415,121.458232,yes,yes,3.0,2.358455,Sometimes,no,1.0,no,1.859667,0.062488,Sometimes,Public_Transportation
13589,Female,26.0,1.641098,111.946655,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.152985,Sometimes,Public_Transportation
15427,Male,19.955257,1.879144,58.585146,yes,yes,2.055209,3.0,Sometimes,no,2.111908,no,2.0,0.256382,no,Automobile
5071,Male,19.0,1.78,108.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
5727,Female,22.0,1.7,50.0,no,yes,2.0,4.0,Frequently,no,1.0,no,2.0,2.0,Sometimes,Public_Transportation
11677,Male,29.620095,1.758618,112.835195,yes,yes,1.428289,3.0,Sometimes,no,2.164784,no,0.0,0.114457,Sometimes,Automobile
19919,Female,18.068767,1.56,39.850137,yes,yes,2.0,3.0,Sometimes,no,1.849997,no,2.318492,1.0,Sometimes,Public_Transportation
16131,Male,25.15462,1.780791,103.0344,yes,yes,2.724285,1.109956,Sometimes,no,1.0,no,1.166064,1.0,no,Public_Transportation
14417,Female,41.0,1.56,80.0,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Automobile
8108,Female,19.0,1.54,45.0,yes,yes,3.0,3.0,Sometimes,no,3.0,yes,3.0,2.0,Sometimes,Public_Transportation
18504,Female,21.001969,1.746516,133.166595,yes,yes,3.0,3.0,Sometimes,no,2.86559,no,1.999836,0.92376,Sometimes,Public_Transportation
2487,Female,39.593946,1.585547,80.0,yes,yes,2.0,3.0,Sometimes,no,1.020313,no,0.0,0.0,Sometimes,Automobile
3702,Male,20.801791,1.86198,125.064264,yes,yes,2.050619,3.0,Sometimes,no,1.52001,no,0.922014,0.218423,Sometimes,Public_Transportation
16723,Female,21.834894,1.742062,133.870501,yes,yes,3.0,3.0,Sometimes,no,1.911664,no,1.661556,0.723366,Sometimes,Public_Transportation
6231,Male,23.0,1.737984,81.919454,yes,yes,2.0,1.317884,Sometimes,no,1.889341,no,0.0,1.36595,Sometimes,Public_Transportation
9538,Female,19.529746,1.748524,133.843033,yes,yes,3.0,3.0,Sometimes,no,2.955075,no,1.46046,0.926565,Sometimes,Public_Transportation
15752,Female,17.0,1.61,53.0,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,2.0,no,Public_Transportation
4189,Female,26.0,1.631332,111.949972,yes,yes,3.0,3.0,Sometimes,no,2.837797,no,0.0,0.123861,Sometimes,Public_Transportation
7155,Female,21.0,1.59,57.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.0,Sometimes,Public_Transportation
5992,Female,26.0,1.624099,111.830924,yes,yes,3.0,3.0,Sometimes,no,2.552388,no,0.0,0.196288,Sometimes,Public_Transportation
20381,Male,34.970367,1.65731,90.0,yes,yes,2.0,1.974233,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Automobile
3486,Male,24.0,1.75,120.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
15241,Male,17.6739,1.811602,97.185474,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.663649,no,Public_Transportation
11124,Male,17.925497,1.812472,58.968994,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,0.480813,Sometimes,Automobile
16362,Female,21.0,1.72,51.0,yes,yes,3.0,3.0,Frequently,no,1.0,no,2.0,0.0,Sometimes,Public_Transportation
19804,Female,18.233541,1.785062,137.859737,yes,yes,3.0,3.0,Sometimes,no,2.852339,no,1.596576,0.655558,Sometimes,Public_Transportation
2425,Female,20.700876,1.753266,133.878843,yes,yes,3.0,3.0,Sometimes,no,2.868167,no,1.48372,0.849236,Sometimes,Public_Transportation
18800,Female,23.0,1.623303,83.808027,yes,yes,2.0,2.815255,Sometimes,no,2.184768,no,0.029728,1.103349,Sometimes,Public_Transportation
13130,Male,23.254934,1.755938,119.081804,yes,yes,1.455602,3.0,Sometimes,no,2.042073,no,1.096556,0.0026,Sometimes,Public_Transportation
20279,Male,23.252906,1.775815,97.813023,yes,yes,2.0,3.0,Sometimes,no,2.77962,no,2.627515,1.343044,no,Public_Transportation
10084,Female,22.909992,1.705304,82.0,yes,yes,2.0,3.0,Sometimes,no,2.104337,no,0.092344,0.0,no,Public_Transportation
8510,Female,21.0,1.56,53.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,0.0,0.0,Sometimes,Public_Transportation
5357,Male,23.0,1.76,64.4,yes,yes,3.0,3.0,Sometimes,no,2.0,no,1.0,1.0,Frequently,Public_Transportation
13285,Female,33.0,1.66,74.0,yes,yes,2.0,3.0,Sometimes,no,3.0,no,1.0,0.0,no,Automobile
6798,Male,21.0,1.84,122.0,yes,yes,3.0,3.0,Sometimes,no,1.0,no,1.0,1.0,no,Public_Transportation
15789,Male,21.652229,1.812919,106.875927,yes,yes,2.0,3.0,Sometimes,no,2.737091,no,0.0,0.459274,Sometimes,Public_Transportation
7298,Male,30.554956,1.75834,112.277567,yes,yes,1.868212,3.0,Sometimes,no,2.0,no,0.0,0.677909,Sometimes,Automobile
18943,Male,18.0,1.7,70.0,no,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,no,Walking
6340,Male,21.0,1.82,80.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
3800,Male,21.0,1.6,70.0,no,yes,2.0,3.0,no,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
10827,Male,25.492855,1.770124,114.163921,yes,yes,2.075321,3.0,Sometimes,no,2.116399,no,1.331526,0.052942,Sometimes,Public_Transportation
14856,Male,25.015173,1.858265,117.93329,yes,yes,2.33998,3.0,Sometimes,no,2.013205,no,1.281165,0.008899,Sometimes,Public_Transportation
14181,Male,21.768834,1.787521,88.600878,yes,yes,2.0,3.0,Sometimes,no,2.776681,no,2.172546,0.084391,Sometimes,Public_Transportation
14930,Female,18.178023,1.6,82.0,yes,yes,2.0,1.0,Sometimes,no,1.833635,no,1.0,0.0,no,Public_Transportation
20314,Female,37.642177,1.617655,80.0,yes,yes,2.0,2.880817,Sometimes,no,1.984323,no,1.645654,0.0,Sometimes,Automobile
13768,Male,30.605225,1.76569,120.0,yes,yes,2.939727,3.0,Sometimes,no,3.0,no,1.079934,1.444532,Sometimes,Public_Transportation
1983,Male,18.0,1.72,53.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,2.0,Sometimes,Public_Transportation
15863,Male,30.607546,1.835643,125.077863,yes,yes,2.01054,3.0,Sometimes,no,1.981782,no,0.582686,0.203978,Sometimes,Public_Transportation
4788,Male,21.0,1.75,62.0,yes,yes,2.0,3.0,Sometimes,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
5225,Female,17.0,1.7,50.0,no,yes,3.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
5736,Female,21.285965,1.719913,131.408528,yes,yes,3.0,3.0,Sometimes,no,1.744628,no,1.600431,0.723154,Sometimes,Public_Transportation
17554,Male,18.0,1.74,53.0,no,yes,2.0,3.0,Frequently,no,1.0,no,1.0,1.0,Sometimes,Public_Transportation
16345,Female,21.0,1.66,58.0,no,no,1.0,3.0,Sometimes,no,1.0,no,0.0,0.0,no,Public_Transportation
657,Female,21.0,1.54,63.0,no,yes,3.0,4.0,Frequently,no,2.0,no,1.0,0.0,no,Public_Transportation
751,Female,18.423482,1.73945,133.03441,yes,yes,3.0,3.0,Sometimes,no,2.835622,no,1.99507,0.59927,Sometimes,Public_Transportation
2081,Male,21.0,1.8,95.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,2.0,1.0,Sometimes,Public_Transportation
13189,Male,23.327836,1.755938,116.311962,yes,yes,1.967061,3.0,Sometimes,no,2.0,no,0.322013,0.869238,Sometimes,Public_Transportation
11097,Female,18.871917,1.556211,41.397378,no,yes,2.009796,1.0,Sometimes,no,1.298165,no,0.0,0.062488,Sometimes,Public_Transportation
20539,Female,21.285965,1.748524,133.870501,yes,yes,3.0,3.0,Sometimes,no,1.959287,no,1.699181,0.927982,Sometimes,Public_Transportation
18371,Female,20.891491,1.747714,128.705761,yes,yes,3.0,3.0,Sometimes,no,2.854161,no,1.661556,0.778632,Sometimes,Public_Transportation
4205,Male,22.0,1.7,79.0,yes,yes,2.0,1.0,Frequently,no,2.0,no,2.0,0.0,Frequently,Public_Transportation
14174,Female,38.542937,1.609418,80.0,yes,yes,2.0,3.0,Sometimes,no,1.030501,no,0.0,0.0,Sometimes,Automobile
6311,Female,45.0,1.65,80.0,yes,yes,3.0,3.0,Always,no,1.0,no,2.0,0.0,Sometimes,Automobile
3410,Male,33.0816,1.703584,83.199034,yes,yes,2.0,2.951837,Sometimes,no,1.0,no,0.121585,0.879925,Sometimes,Automobile
9406,Male,18.0,1.76,80.0,yes,yes,3.0,1.0,Frequently,no,1.0,no,1.0,0.0,Sometimes,Public_Transportation
13609,Male,31.190219,1.825718,127.507411,yes,yes,3.0,3.0,Sometimes,yes,1.486824,no,1.950374,0.0,Sometimes,Public_Transportation
16756,Female,26.0,1.622468,110.545378,yes,yes,3.0,3.0,Sometimes,no,2.55057,no,0.0,0.425473,Sometimes,Public_Transportation
3652,Male,22.277859,1.62826,94.189167,yes,yes,2.0,1.0,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
19933,Female,39.129291,1.56948,76.202761,yes,yes,2.0,2.964024,Sometimes,no,2.472964,no,0.0,0.0,Sometimes,Automobile
20357,Female,18.0,1.53,41.0,no,yes,2.0,3.0,Frequently,no,1.0,no,0.0,1.0,Sometimes,Public_Transportation
5194,Male,23.0,1.75,95.0,yes,yes,2.0,2.376374,Sometimes,no,2.0,no,0.0,2.0,no,Public_Transportation
17156,Male,25.19291,1.7,85.720788,yes,yes,2.944287,3.0,Sometimes,no,2.450069,no,1.096818,0.833761,Sometimes,Public_Transportation
47,Female,26.0,1.62495,111.946321,yes,yes,3.0,3.0,Sometimes,no,2.770125,no,0.0,0.09776,Sometimes,Public_Transportation
20291,Male,25.523127,1.773115,117.849351,yes,yes,2.100177,3.0,Sometimes,no,2.099687,no,0.245003,0.526776,Sometimes,Public_Transportation
19939,Female,18.0,1.64,61.0,no,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation
9260,Female,21.180346,1.534223,63.856193,no,no,2.923916,3.0,Sometimes,no,2.971557,no,0.288032,0.0,Sometimes,Public_Transportation
20541,Female,21.0,1.72,68.0,yes,yes,2.0,3.0,Sometimes,no,2.0,no,1.0,1.0,no,Public_Transportation
17178,Female,26.0,1.55,49.0,no,yes,1.0,1.0,Sometimes,no,2.0,yes,0.0,1.0,Sometimes,Public_Transportation
20232,Female,21.016665,1.7456,133.963349,yes,yes,3.0,3.0,Sometimes,no,1.228838,no,1.538922,0.91336,Sometimes,Public_Transportation
10231,Female,20.552695,1.559005,42.0,no,yes,3.0,3.618722,Frequently,no,1.220365,no,1.295759,0.0,Sometimes,Public_Transportation
6187,Male,20.975973,1.84342,122.024954,yes,yes,2.0,2.562895,Sometimes,no,1.596212,no,0.647632,0.0,Sometimes,Public_Transportation
1944,Male,21.0,1.85,66.0,yes,yes,2.0,3.0,Frequently,no,2.0,no,3.0,0.0,Sometimes,Public_Transportation
17394,Male,21.0,1.71,75.0,yes,no,2.0,3.0,Sometimes,no,2.0,no,0.0,2.0,Sometimes,Public_Transportation
20286,Female,16.0,1.56,51.0,no,yes,2.0,3.0,Always,no,2.0,no,1.0,1.0,Sometimes,Public_Transportation
8233,Male,18.0,1.78,108.0,yes,yes,2.0,1.0,Sometimes,no,3.0,no,1.0,0.0,Sometimes,Public_Transportation
11518,Female,22.693989,1.627908,82.0,yes,yes,1.918251,1.0,Sometimes,no,1.998108,no,0.0,1.382906,Sometimes,Public_Transportation
7947,Male,33.185661,1.82697,87.0,yes,yes,2.0,1.0,Sometimes,no,2.175632,no,2.0,0.0,Sometimes,Automobile
11274,Male,21.02497,1.721854,80.0,yes,yes,2.0,1.630728,Sometimes,no,2.0,no,1.0,0.0,Sometimes,Public_Transportation