Example #1 - Name MPG SUVDrive TypeFuel Type Horsepower...

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Name MPG SUVDrive TypeFuel Type Horsepower Width Cargo Volume Volkswagon Golf 41 No Front Diesel 90 68 18 Acura RL 21 No Front Premium 225 72 15 Acura RSX 26 No Front Premium 160 68 18 Acura TL 22 No Front Premium 225 71 14 Audi A4 20 No Front Premium 170 70 13 Audi A6 18 No Front Premium 220 76 15 BMW 3-Series 22 No Rear Premium 184 69 11 BMW 5-Series 19 No Rear Premium 184 71 11 Buick Park Avenue 21 No Front Premium 205 75 19 Honda S2000 27 No Rear Premium 240 69 5 Infiniti I35 20 No Front Premium 255 70 14 Jaguar S-Type 20 No Rear Premium 240 72 14 Jaguar X-Type 19 No AWD Premium 194 70 16 Lexus ES300 21 No Front Premium 210 71 14 Lexus GS300/GS430 23 No Rear Premium 220 71 15 Lexus IS300 21 No Rear Premium 215 68 10 Lincoln Continental 18 No Front Premium 275 74 19 Lincoln LS0 23 No Rear Premium 220 73 14 Lincoln Town Car 19 No Rear Premium 220 78 21 Mazda 626 22 No Front Premium 130 69 14 Mercedes-Benz C-Class 21 No Rear Premium 168 68 12 Mercedes-Benz E-Class 22 No Rear Premium 221 71 15 Mitsubishi Diamante 20 No Front Premium 205 70 14 Mitsubishi Eclipse 24 No Front Premium 147 69 17 Mitsubishi Galant 22 No Front Premium 140 69 14 Nissan Altima 22 No Front Premium 175 70 15 Nissan Maxima 21 No Front Premium 255 70 15 Saab 9-5 21 No Front Premium 185 71 35 Subaru Impreza 21 No AWD Premium 165 68 11 Subaru Legacy/Outback 22 No AWD Premium 165 69 33.5 Toyota Celica 28 No Front Premium 140 68 17 Volkswagon Passat 23 No Front Premium 170 69 38.5 Acura MDX 18 Yes AWD Premium 240 76 42 BMW X5 15 Yes AWD Premium 225 74 35.5 Land Rover Discovery 14 Yes PermanenPremium 188 74 46.5 Mercedes-Benz M-Class 15 Yes PermanenPremium 215 72 45.5 Nissan Pathfinder 16 Yes Rear Premium 240 72 33.5 Toyota Land Cruiser 14 Yes PermanenPremium 230 76 50 Buick LeSabre 20 No Front Regular 205 74 18 Cadillac DeVille 19 No Front Regular 275 74 19 Chevrolet Impala 20 No Front Regular 180 73 18 Chevrolet Malibu 22 No Front Regular 170 69 17 Chevrolet Venture 19 No Front Regular 185 72 75.5 Chrysler 300M 21 No Front Regular 250 74 17 Chrysler Concorde 21 No Front Regular 200 74 19 Chrysler PT Cruiser 18 No Front Regular 150 67 31 Chrysler Sebring 21 No Front Regular 150 71 16 17 No Front Regular 180 79 73.5 Daewoo Leganza 24 No Front Regular 131 70 14 Daewoo Nubira 24 No Front Regular 129 67 13 Dodge Caravan/Grand Caravan 17 No Front Regular 150 79 73.5 Dodge Intrepid 19 No Front Regular 200 75 18 We will try to find an equation for predicting MPG from this set of variables. I have converted two of the categorical variables (SUV and Fuel Type) to dummy variables (0 and 1 values).
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Dodge Neon 23 No Front Regular 132 67 13 Dodge Stratus 21 No Front Regular 150 71 16 Ford Crown Victoria 19 No Rear Regular 220 78 21 Ford Focus 24 No Front Regular 110 67 13
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Example #1 - Name MPG SUVDrive TypeFuel Type Horsepower...

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