The Type variable classifies the type of market the car is aimed at. Find the cheapest (Price) car in each type, and the car with the greatest fuel efficiency(MPG.highway). Find out the Manufacturer and Model.(20 pt.)
library(MASS)
df <- Cars93
minprice <- tapply(df$Price, df$Type, min)
minprice
Compact Large Midsize Small Sporty Van
11.1 18.4 13.9 7.4 10.0 16.3
df$min <- minprice[df$Type]
df$Pricedifference <- df$Price-df$min
p_answer <- df[df$Pricedifference==0,]
p_answer
Manufacturer Model Type Min.Price Price Max.Price MPG.city
16 Chevrolet Lumina_APV Van 14.7 16.3 18.0 18
20 Chrylser Concorde Large 18.4 18.4 18.4 20
31 Ford Festiva Small 6.9 7.4 7.9 31
46 Hyundai Scoupe Sporty 9.1 10.0 11.0 26
47 Hyundai Sonata Midsize 12.4 13.9 15.3 20
74 Pontiac Sunbird Compact 9.4 11.1 12.8 23
MPG.highway AirBags DriveTrain Cylinders EngineSize
16 23 None Front 6 3.8
20 28 Driver & Passenger Front 6 3.3
31 33 None Front 4 1.3
46 34 None Front 4 1.5
47 27 None Front 4 2.0
74 31 None Front 4 2.0
Horsepower RPM Rev.per.mile Man.trans.avail Fuel.tank.capacity
16 170 4800 1690 No 20.0
20 153 5300 1990 No 18.0
31 63 5000 3150 Yes 10.0
46 92 5550 2540 Yes 11.9
47 128 6000 2335 Yes 17.2
74 110 5200 2665 Yes 15.2
Passengers Length Wheelbase Width Turn.circle Rear.seat.room
16 7 178 110 74 44 30.5
20 6 203 113 74 40 31.0
31 4 141 90 63 33 26.0
46 4 166 94 64 34 23.5
47 5 184 104 69 41 31.0
74 5 181 101 66 39 25.0
Luggage.room Weight Origin Make min Pricedifference
16 NA 3715 USA Chevrolet Lumina_APV 16.3 0
20 15 3515 USA Chrylser Concorde 18.4 0
31 12 1845 USA Ford Festiva 7.4 0
46 9 2285 non-USA Hyundai Scoupe 10.0 0
47 14 2885 non-USA Hyundai Sonata 13.9 0
74 13 2575 USA Pontiac Sunbird 11.1 0
maximpg <- tapply(df$MPG.highway, df$Type, max)
maximpg
Compact Large Midsize Small Sporty Van
36 28 31 50 36 24
df$maxi1mpg <- maximpg[df$Type]
df$mpgdiff <- df$MPG.highway-df$maxi1mpg
mpg_answer <- df[df$mpgdiff==0,]
mpg_answer
Manufacturer Model Type Min.Price Price Max.Price MPG.city
6 Buick Century Midsize 14.2 15.7 17.3 22
7 Buick LeSabre Large 19.9 20.8 21.7 19
12 Chevrolet Cavalier Compact 8.5 13.4 18.3 25
20 Chrylser Concorde Large 18.4 18.4 18.4 20
30 Eagle Vision Large 17.5 19.3 21.2 20
39 Geo Metro Small 6.7 8.4 10.0 46
40 Geo Storm Sporty 11.5 12.5 13.5 30
56 Mazda MPV Van 16.6 19.1 21.7 18
69 Oldsmobile Cutlass_Ciera Midsize 14.2 16.3 18.4 23
71 Oldsmobile Eighty-Eight Large 19.5 20.7 21.9 19
77 Pontiac Bonneville Large 19.4 24.4 29.4 19
MPG.highway AirBags DriveTrain Cylinders EngineSize
6 31 Driver only Front 4 2.2
7 28 Driver only Front 6 3.8
12 36 None Front 4 2.2
20 28 Driver & Passenger Front 6 3.3
30 28 Driver & Passenger Front 6 3.5
39 50 None Front 3 1.0
40 36 Driver only Front 4 1.6
56 24 None 4WD 6 3.0
69 31 Driver only Front 4 2.2
71 28 Driver only Front 6 3.8
77 28 Driver & Passenger Front 6 3.8
Horsepower RPM Rev.per.mile Man.trans.avail Fuel.tank.capacity
6 110 5200 2565 No 16.4
7 170 4800 1570 No 18.0
12 110 5200 2380 Yes 15.2
20 153 5300 1990 No 18.0
30 214 5800 1980 No 18.0
39 55 5700 3755 Yes 10.6
40 90 5400 3250 Yes 12.4
56 155 5000 2240 No 19.6
69 110 5200 2565 No 16.5
71 170 4800 1570 No 18.0
77 170 4800 1565 No 18.0
Passengers Length Wheelbase Width Turn.circle Rear.seat.room
6 6 189 105 69 41 28.0
7 6 200 111 74 42 30.5
12 5 182 101 66 38 25.0
20 6 203 113 74 40 31.0
30 6 202 113 74 40 30.0
39 4 151 93 63 34 27.5
40 4 164 97 67 37 24.5
56 7 190 110 72 39 27.5
69 5 190 105 70 42 28.0
71 6 201 111 74 42 31.5
77 6 177 111 74 43 30.5
Luggage.room Weight Origin Make min
6 16 2880 USA Buick Century 13.9
7 17 3470 USA Buick LeSabre 18.4
12 13 2490 USA Chevrolet Cavalier 11.1
20 15 3515 USA Chrylser Concorde 18.4
30 15 3490 USA Eagle Vision 18.4
39 10 1695 non-USA Geo Metro 7.4
40 11 2475 non-USA Geo Storm 10.0
56 NA 3735 non-USA Mazda MPV 16.3
69 16 2890 USA Oldsmobile Cutlass_Ciera 13.9
71 17 3470 USA Oldsmobile Eighty-Eight 18.4
77 18 3495 USA Pontiac Bonneville 18.4
Pricedifference maxi1mpg mpgdiff
6 1.8 31 0
7 2.4 28 0
12 2.3 36 0
20 0.0 28 0
30 0.9 28 0
39 1.0 50 0
40 2.5 36 0
56 2.8 24 0
69 2.4 31 0
71 2.3 28 0
77 6.0 28 0
Compute the mean Horsepower for each type, and the difference between each cars horsepower and the mean for its type. Based on the difference values, calculate the skewness and kurtosis (10 pt.)
hpower <- tapply(df$Horsepower, df$Type, mean)
hpower
Compact Large Midsize Small Sporty Van
131.0000 179.4545 173.0909 91.0000 160.1429 149.4444
df$meanhp <- hpower[df$Type]
df$hpdiff <- df$Horsepower-df$meanhp
df$hpdiff
Small Midsize Compact Midsize Midsize Midsize
49.0000000 26.9090909 41.0000000 -1.0909091 34.9090909 -63.0909091
Large Large Midsize Large Midsize Compact
-9.4545455 0.5454545 -3.0909091 20.5454545 121.9090909 -21.0000000
Compact Sporty Midsize Van Van Large
-21.0000000 -0.1428571 -63.0909091 20.5555556 15.5555556 -9.4545455
Sporty Large Compact Large Small Small
139.8571429 -26.4545455 10.0000000 -32.4545455 1.0000000 2.0000000
Compact Van Midsize Sporty Small Large
-31.0000000 -7.4444444 -73.0909091 139.8571429 1.0000000 34.5454545
Small Small Compact Sporty Sporty Van
-28.0000000 36.0000000 -35.0000000 -55.1428571 -45.1428571 -4.4444444
Midsize Large Small Sporty Sporty Small
-33.0909091 10.5454545 -36.0000000 -70.1428571 -0.1428571 11.0000000
Compact Small Small Sporty Midsize Midsize
9.0000000 -10.0000000 33.0000000 -68.1428571 -45.0909091 104.9090909
Midsize Midsize Midsize Large Small Small
11.9090909 51.9090909 -13.0909091 30.5454545 -9.0000000 12.0000000
Compact Van Sporty Compact Midsize Sporty
33.0000000 5.5555556 94.8571429 -1.0000000 43.9090909 -60.1428571
Midsize Small Midsize Small Compact Van
-33.0909091 1.0000000 28.9090909 19.0000000 19.0000000 1.5555556
Midsize Compact Midsize Van Large Sporty
-13.0909091 24.0000000 -63.0909091 20.5555556 -9.4545455 -68.1428571
Small Compact Sporty Midsize Large Compact
-17.0000000 -21.0000000 -0.1428571 26.9090909 -9.4545455 9.0000000
Small Small Small Compact Small Small
-6.0000000 -18.0000000 -1.0000000 -1.0000000 -21.0000000 -9.0000000
Sporty Midsize Van Small Van Compact
-25.1428571 -43.0909091 -11.4444444 -10.0000000 -40.4444444 3.0000000
Sporty Compact Midsize
17.8571429 -17.0000000 -5.0909091
library(moments)
tapply(df$hpdiff, df$Type, skewness)
Compact Large Midsize Small Sporty Van
0.1321467 0.2364544 0.6419202 0.6377890 0.9416759 -0.8717084
tapply(df$hpdiff, df$Type, kurtosis)
Compact Large Midsize Small Sporty Van
2.006859 1.989505 2.905094 3.015564 2.541832 3.192784
Create two new data frames for USA and non-USA cars. (10pt.)
USA <- df[df$Origin=="USA",]
USA
Manufacturer Model Type Min.Price Price Max.Price MPG.city
6 Buick Century Midsize 14.2 15.7 17.3 22
7 Buick LeSabre Large 19.9 20.8 21.7 19
8 Buick Roadmaster Large 22.6 23.7 24.9 16
9 Buick Riviera Midsize 26.3 26.3 26.3 19
10 Cadillac DeVille Large 33.0 34.7 36.3 16
11 Cadillac Seville Midsize 37.5 40.1 42.7 16
12 Chevrolet Cavalier Compact 8.5 13.4 18.3 25
13 Chevrolet Corsica Compact 11.4 11.4 11.4 25
14 Chevrolet Camaro Sporty 13.4 15.1 16.8 19
15 Chevrolet Lumina Midsize 13.4 15.9 18.4 21
16 Chevrolet Lumina_APV Van 14.7 16.3 18.0 18
17 Chevrolet Astro Van 14.7 16.6 18.6 15
18 Chevrolet Caprice Large 18.0 18.8 19.6 17
19 Chevrolet Corvette Sporty 34.6 38.0 41.5 17
20 Chrylser Concorde Large 18.4 18.4 18.4 20
21 Chrysler LeBaron Compact 14.5 15.8 17.1 23
22 Chrysler Imperial Large 29.5 29.5 29.5 20
23 Dodge Colt Small 7.9 9.2 10.6 29
24 Dodge Shadow Small 8.4 11.3 14.2 23
25 Dodge Spirit Compact 11.9 13.3 14.7 22
26 Dodge Caravan Van 13.6 19.0 24.4 17
27 Dodge Dynasty Midsize 14.8 15.6 16.4 21
28 Dodge Stealth Sporty 18.5 25.8 33.1 18
29 Eagle Summit Small 7.9 12.2 16.5 29
30 Eagle Vision Large 17.5 19.3 21.2 20
31 Ford Festiva Small 6.9 7.4 7.9 31
32 Ford Escort Small 8.4 10.1 11.9 23
33 Ford Tempo Compact 10.4 11.3 12.2 22
34 Ford Mustang Sporty 10.8 15.9 21.0 22
35 Ford Probe Sporty 12.8 14.0 15.2 24
36 Ford Aerostar Van 14.5 19.9 25.3 15
37 Ford Taurus Midsize 15.6 20.2 24.8 21
38 Ford Crown_Victoria Large 20.1 20.9 21.7 18
51 Lincoln Continental Midsize 33.3 34.3 35.3 17
52 Lincoln Town_Car Large 34.4 36.1 37.8 18
60 Mercury Capri Sporty 13.3 14.1 15.0 23
61 Mercury Cougar Midsize 14.9 14.9 14.9 19
68 Oldsmobile Achieva Compact 13.0 13.5 14.0 24
69 Oldsmobile Cutlass_Ciera Midsize 14.2 16.3 18.4 23
70 Oldsmobile Silhouette Van 19.5 19.5 19.5 18
71 Oldsmobile Eighty-Eight Large 19.5 20.7 21.9 19
72 Plymouth Laser Sporty 11.4 14.4 17.4 23
73 Pontiac LeMans Small 8.2 9.0 9.9 31
74 Pontiac Sunbird Compact 9.4 11.1 12.8 23
75 Pontiac Firebird Sporty 14.0 17.7 21.4 19
76 Pontiac Grand_Prix Midsize 15.4 18.5 21.6 19
77 Pontiac Bonneville Large 19.4 24.4 29.4 19
79 Saturn SL Small 9.2 11.1 12.9 28
MPG.highway AirBags DriveTrain Cylinders EngineSize
6 31 Driver only Front 4 2.2
7 28 Driver only Front 6 3.8
8 25 Driver only Rear 6 5.7
9 27 Driver only Front 6 3.8
10 25 Driver only Front 8 4.9
11 25 Driver & Passenger Front 8 4.6
12 36 None Front 4 2.2
13 34 Driver only Front 4 2.2
14 28 Driver & Passenger Rear 6 3.4
15 29 None Front 4 2.2
16 23 None Front 6 3.8
17 20 None 4WD 6 4.3
18 26 Driver only Rear 8 5.0
19 25 Driver only Rear 8 5.7
20 28 Driver & Passenger Front 6 3.3
21 28 Driver & Passenger Front 4 3.0
22 26 Driver only Front 6 3.3
23 33 None Front 4 1.5
24 29 Driver only Front 4 2.2
25 27 Driver only Front 4 2.5
26 21 Driver only 4WD 6 3.0
27 27 Driver only Front 4 2.5
28 24 Driver only 4WD 6 3.0
29 33 None Front 4 1.5
30 28 Driver & Passenger Front 6 3.5
31 33 None Front 4 1.3
32 30 None Front 4 1.8
33 27 None Front 4 2.3
34 29 Driver only Rear 4 2.3
35 30 Driver only Front 4 2.0
36 20 Driver only 4WD 6 3.0
37 30 Driver only Front 6 3.0
38 26 Driver only Rear 8 4.6
51 26 Driver & Passenger Front 6 3.8
52 26 Driver & Passenger Rear 8 4.6
60 26 Driver only Front 4 1.6
61 26 None Rear 6 3.8
68 31 None Front 4 2.3
69 31 Driver only Front 4 2.2
70 23 None Front 6 3.8
71 28 Driver only Front 6 3.8
72 30 None 4WD 4 1.8
73 41 None Front 4 1.6
74 31 None Front 4 2.0
75 28 Driver & Passenger Rear 6 3.4
76 27 None Front 6 3.4
77 28 Driver & Passenger Front 6 3.8
79 38 Driver only Front 4 1.9
Horsepower RPM Rev.per.mile Man.trans.avail Fuel.tank.capacity
6 110 5200 2565 No 16.4
7 170 4800 1570 No 18.0
8 180 4000 1320 No 23.0
9 170 4800 1690 No 18.8
10 200 4100 1510 No 18.0
11 295 6000 1985 No 20.0
12 110 5200 2380 Yes 15.2
13 110 5200 2665 Yes 15.6
14 160 4600 1805 Yes 15.5
15 110 5200 2595 No 16.5
16 170 4800 1690 No 20.0
17 165 4000 1790 No 27.0
18 170 4200 1350 No 23.0
19 300 5000 1450 Yes 20.0
20 153 5300 1990 No 18.0
21 141 5000 2090 No 16.0
22 147 4800 1785 No 16.0
23 92 6000 3285 Yes 13.2
24 93 4800 2595 Yes 14.0
25 100 4800 2535 Yes 16.0
26 142 5000 1970 No 20.0
27 100 4800 2465 No 16.0
28 300 6000 2120 Yes 19.8
29 92 6000 2505 Yes 13.2
30 214 5800 1980 No 18.0
31 63 5000 3150 Yes 10.0
32 127 6500 2410 Yes 13.2
33 96 4200 2805 Yes 15.9
34 105 4600 2285 Yes 15.4
35 115 5500 2340 Yes 15.5
36 145 4800 2080 Yes 21.0
37 140 4800 1885 No 16.0
38 190 4200 1415 No 20.0
51 160 4400 1835 No 18.4
52 210 4600 1840 No 20.0
60 100 5750 2475 Yes 11.1
61 140 3800 1730 No 18.0
68 155 6000 2380 No 15.2
69 110 5200 2565 No 16.5
70 170 4800 1690 No 20.0
71 170 4800 1570 No 18.0
72 92 5000 2360 Yes 15.9
73 74 5600 3130 Yes 13.2
74 110 5200 2665 Yes 15.2
75 160 4600 1805 Yes 15.5
76 200 5000 1890 Yes 16.5
77 170 4800 1565 No 18.0
79 85 5000 2145 Yes 12.8
Passengers Length Wheelbase Width Turn.circle Rear.seat.room
6 6 189 105 69 41 28.0
7 6 200 111 74 42 30.5
8 6 216 116 78 45 30.5
9 5 198 108 73 41 26.5
10 6 206 114 73 43 35.0
11 5 204 111 74 44 31.0
12 5 182 101 66 38 25.0
13 5 184 103 68 39 26.0
14 4 193 101 74 43 25.0
15 6 198 108 71 40 28.5
16 7 178 110 74 44 30.5
17 8 194 111 78 42 33.5
18 6 214 116 77 42 29.5
19 2 179 96 74 43 NA
20 6 203 113 74 40 31.0
21 6 183 104 68 41 30.5
22 6 203 110 69 44 36.0
23 5 174 98 66 32 26.5
24 5 172 97 67 38 26.5
25 6 181 104 68 39 30.5
26 7 175 112 72 42 26.5
27 6 192 105 69 42 30.5
28 4 180 97 72 40 20.0
29 5 174 98 66 36 26.5
30 6 202 113 74 40 30.0
31 4 141 90 63 33 26.0
32 5 171 98 67 36 28.0
33 5 177 100 68 39 27.5
34 4 180 101 68 40 24.0
35 4 179 103 70 38 23.0
36 7 176 119 72 45 30.0
37 5 192 106 71 40 27.5
38 6 212 114 78 43 30.0
51 6 205 109 73 42 30.0
52 6 219 117 77 45 31.5
60 4 166 95 65 36 19.0
61 5 199 113 73 38 28.0
68 5 188 103 67 39 28.0
69 5 190 105 70 42 28.0
70 7 194 110 74 44 30.5
71 6 201 111 74 42 31.5
72 4 173 97 67 39 24.5
73 4 177 99 66 35 25.5
74 5 181 101 66 39 25.0
75 4 196 101 75 43 25.0
76 5 195 108 72 41 28.5
77 6 177 111 74 43 30.5
79 5 176 102 68 40 26.5
Luggage.room Weight Origin Make min
6 16 2880 USA Buick Century 13.9
7 17 3470 USA Buick LeSabre 18.4
8 21 4105 USA Buick Roadmaster 18.4
9 14 3495 USA Buick Riviera 13.9
10 18 3620 USA Cadillac DeVille 18.4
11 14 3935 USA Cadillac Seville 13.9
12 13 2490 USA Chevrolet Cavalier 11.1
13 14 2785 USA Chevrolet Corsica 11.1
14 13 3240 USA Chevrolet Camaro 10.0
15 16 3195 USA Chevrolet Lumina 13.9
16 NA 3715 USA Chevrolet Lumina_APV 16.3
17 NA 4025 USA Chevrolet Astro 16.3
18 20 3910 USA Chevrolet Caprice 18.4
19 NA 3380 USA Chevrolet Corvette 10.0
20 15 3515 USA Chrylser Concorde 18.4
21 14 3085 USA Chrysler LeBaron 11.1
22 17 3570 USA Chrysler Imperial 18.4
23 11 2270 USA Dodge Colt 7.4
24 13 2670 USA Dodge Shadow 7.4
25 14 2970 USA Dodge Spirit 11.1
26 NA 3705 USA Dodge Caravan 16.3
27 16 3080 USA Dodge Dynasty 13.9
28 11 3805 USA Dodge Stealth 10.0
29 11 2295 USA Eagle Summit 7.4
30 15 3490 USA Eagle Vision 18.4
31 12 1845 USA Ford Festiva 7.4
32 12 2530 USA Ford Escort 7.4
33 13 2690 USA Ford Tempo 11.1
34 12 2850 USA Ford Mustang 10.0
35 18 2710 USA Ford Probe 10.0
36 NA 3735 USA Ford Aerostar 16.3
37 18 3325 USA Ford Taurus 13.9
38 21 3950 USA Ford Crown_Victoria 18.4
51 19 3695 USA Lincoln Continental 13.9
52 22 4055 USA Lincoln Town_Car 18.4
60 6 2450 USA Mercury Capri 10.0
61 15 3610 USA Mercury Cougar 13.9
68 14 2910 USA Oldsmobile Achieva 11.1
69 16 2890 USA Oldsmobile Cutlass_Ciera 13.9
70 NA 3715 USA Oldsmobile Silhouette 16.3
71 17 3470 USA Oldsmobile Eighty-Eight 18.4
72 8 2640 USA Plymouth Laser 10.0
73 17 2350 USA Pontiac LeMans 7.4
74 13 2575 USA Pontiac Sunbird 11.1
75 13 3240 USA Pontiac Firebird 10.0
76 16 3450 USA Pontiac Grand_Prix 13.9
77 18 3495 USA Pontiac Bonneville 18.4
79 12 2495 USA Saturn SL 7.4
Pricedifference maxi1mpg mpgdiff meanhp hpdiff
6 1.8 31 0 173.0909 -63.0909091
7 2.4 28 0 179.4545 -9.4545455
8 5.3 28 -3 179.4545 0.5454545
9 12.4 31 -4 173.0909 -3.0909091
10 16.3 28 -3 179.4545 20.5454545
11 26.2 31 -6 173.0909 121.9090909
12 2.3 36 0 131.0000 -21.0000000
13 0.3 36 -2 131.0000 -21.0000000
14 5.1 36 -8 160.1429 -0.1428571
15 2.0 31 -2 173.0909 -63.0909091
16 0.0 24 -1 149.4444 20.5555556
17 0.3 24 -4 149.4444 15.5555556
18 0.4 28 -2 179.4545 -9.4545455
19 28.0 36 -11 160.1429 139.8571429
20 0.0 28 0 179.4545 -26.4545455
21 4.7 36 -8 131.0000 10.0000000
22 11.1 28 -2 179.4545 -32.4545455
23 1.8 50 -17 91.0000 1.0000000
24 3.9 50 -21 91.0000 2.0000000
25 2.2 36 -9 131.0000 -31.0000000
26 2.7 24 -3 149.4444 -7.4444444
27 1.7 31 -4 173.0909 -73.0909091
28 15.8 36 -12 160.1429 139.8571429
29 4.8 50 -17 91.0000 1.0000000
30 0.9 28 0 179.4545 34.5454545
31 0.0 50 -17 91.0000 -28.0000000
32 2.7 50 -20 91.0000 36.0000000
33 0.2 36 -9 131.0000 -35.0000000
34 5.9 36 -7 160.1429 -55.1428571
35 4.0 36 -6 160.1429 -45.1428571
36 3.6 24 -4 149.4444 -4.4444444
37 6.3 31 -1 173.0909 -33.0909091
38 2.5 28 -2 179.4545 10.5454545
51 20.4 31 -5 173.0909 -13.0909091
52 17.7 28 -2 179.4545 30.5454545
60 4.1 36 -10 160.1429 -60.1428571
61 1.0 31 -5 173.0909 -33.0909091
68 2.4 36 -5 131.0000 24.0000000
69 2.4 31 0 173.0909 -63.0909091
70 3.2 24 -1 149.4444 20.5555556
71 2.3 28 0 179.4545 -9.4545455
72 4.4 36 -6 160.1429 -68.1428571
73 1.6 50 -9 91.0000 -17.0000000
74 0.0 36 -5 131.0000 -21.0000000
75 7.7 36 -8 160.1429 -0.1428571
76 4.6 31 -4 173.0909 26.9090909
77 6.0 28 0 179.4545 -9.4545455
79 3.7 50 -12 91.0000 -6.0000000
non_USA <- df[df$Origin=="non-USA",]
non_USA
Manufacturer Model Type Min.Price Price Max.Price MPG.city
1 Acura Integra Small 12.9 15.9 18.8 25
2 Acura Legend Midsize 29.2 33.9 38.7 18
3 Audi 90 Compact 25.9 29.1 32.3 20
4 Audi 100 Midsize 30.8 37.7 44.6 19
5 BMW 535i Midsize 23.7 30.0 36.2 22
39 Geo Metro Small 6.7 8.4 10.0 46
40 Geo Storm Sporty 11.5 12.5 13.5 30
41 Honda Prelude Sporty 17.0 19.8 22.7 24
42 Honda Civic Small 8.4 12.1 15.8 42
43 Honda Accord Compact 13.8 17.5 21.2 24
44 Hyundai Excel Small 6.8 8.0 9.2 29
45 Hyundai Elantra Small 9.0 10.0 11.0 22
46 Hyundai Scoupe Sporty 9.1 10.0 11.0 26
47 Hyundai Sonata Midsize 12.4 13.9 15.3 20
48 Infiniti Q45 Midsize 45.4 47.9 50.4 17
49 Lexus ES300 Midsize 27.5 28.0 28.4 18
50 Lexus SC300 Midsize 34.7 35.2 35.6 18
53 Mazda 323 Small 7.4 8.3 9.1 29
54 Mazda Protege Small 10.9 11.6 12.3 28
55 Mazda 626 Compact 14.3 16.5 18.7 26
56 Mazda MPV Van 16.6 19.1 21.7 18
57 Mazda RX-7 Sporty 32.5 32.5 32.5 17
58 Mercedes-Benz 190E Compact 29.0 31.9 34.9 20
59 Mercedes-Benz 300E Midsize 43.8 61.9 80.0 19
62 Mitsubishi Mirage Small 7.7 10.3 12.9 29
63 Mitsubishi Diamante Midsize 22.4 26.1 29.9 18
64 Nissan Sentra Small 8.7 11.8 14.9 29
65 Nissan Altima Compact 13.0 15.7 18.3 24
66 Nissan Quest Van 16.7 19.1 21.5 17
67 Nissan Maxima Midsize 21.0 21.5 22.0 21
78 Saab 900 Compact 20.3 28.7 37.1 20
80 Subaru Justy Small 7.3 8.4 9.5 33
81 Subaru Loyale Small 10.5 10.9 11.3 25
82 Subaru Legacy Compact 16.3 19.5 22.7 23
83 Suzuki Swift Small 7.3 8.6 10.0 39
84 Toyota Tercel Small 7.8 9.8 11.8 32
85 Toyota Celica Sporty 14.2 18.4 22.6 25
86 Toyota Camry Midsize 15.2 18.2 21.2 22
87 Toyota Previa Van 18.9 22.7 26.6 18
88 Volkswagen Fox Small 8.7 9.1 9.5 25
89 Volkswagen Eurovan Van 16.6 19.7 22.7 17
90 Volkswagen Passat Compact 17.6 20.0 22.4 21
91 Volkswagen Corrado Sporty 22.9 23.3 23.7 18
92 Volvo 240 Compact 21.8 22.7 23.5 21
93 Volvo 850 Midsize 24.8 26.7 28.5 20
MPG.highway AirBags DriveTrain Cylinders EngineSize
1 31 None Front 4 1.8
2 25 Driver & Passenger Front 6 3.2
3 26 Driver only Front 6 2.8
4 26 Driver & Passenger Front 6 2.8
5 30 Driver only Rear 4 3.5
39 50 None Front 3 1.0
40 36 Driver only Front 4 1.6
41 31 Driver & Passenger Front 4 2.3
42 46 Driver only Front 4 1.5
43 31 Driver & Passenger Front 4 2.2
44 33 None Front 4 1.5
45 29 None Front 4 1.8
46 34 None Front 4 1.5
47 27 None Front 4 2.0
48 22 Driver only Rear 8 4.5
49 24 Driver only Front 6 3.0
50 23 Driver & Passenger Rear 6 3.0
53 37 None Front 4 1.6
54 36 None Front 4 1.8
55 34 Driver only Front 4 2.5
56 24 None 4WD 6 3.0
57 25 Driver only Rear rotary 1.3
58 29 Driver only Rear 4 2.3
59 25 Driver & Passenger Rear 6 3.2
62 33 None Front 4 1.5
63 24 Driver only Front 6 3.0
64 33 Driver only Front 4 1.6
65 30 Driver only Front 4 2.4
66 23 None Front 6 3.0
67 26 Driver only Front 6 3.0
78 26 Driver only Front 4 2.1
80 37 None 4WD 3 1.2
81 30 None 4WD 4 1.8
82 30 Driver only 4WD 4 2.2
83 43 None Front 3 1.3
84 37 Driver only Front 4 1.5
85 32 Driver only Front 4 2.2
86 29 Driver only Front 4 2.2
87 22 Driver only 4WD 4 2.4
88 33 None Front 4 1.8
89 21 None Front 5 2.5
90 30 None Front 4 2.0
91 25 None Front 6 2.8
92 28 Driver only Rear 4 2.3
93 28 Driver & Passenger Front 5 2.4
Horsepower RPM Rev.per.mile Man.trans.avail Fuel.tank.capacity
1 140 6300 2890 Yes 13.2
2 200 5500 2335 Yes 18.0
3 172 5500 2280 Yes 16.9
4 172 5500 2535 Yes 21.1
5 208 5700 2545 Yes 21.1
39 55 5700 3755 Yes 10.6
40 90 5400 3250 Yes 12.4
41 160 5800 2855 Yes 15.9
42 102 5900 2650 Yes 11.9
43 140 5600 2610 Yes 17.0
44 81 5500 2710 Yes 11.9
45 124 6000 2745 Yes 13.7
46 92 5550 2540 Yes 11.9
47 128 6000 2335 Yes 17.2
48 278 6000 1955 No 22.5
49 185 5200 2325 Yes 18.5
50 225 6000 2510 Yes 20.6
53 82 5000 2370 Yes 13.2
54 103 5500 2220 Yes 14.5
55 164 5600 2505 Yes 15.5
56 155 5000 2240 No 19.6
57 255 6500 2325 Yes 20.0
58 130 5100 2425 Yes 14.5
59 217 5500 2220 No 18.5
62 92 6000 2505 Yes 13.2
63 202 6000 2210 No 19.0
64 110 6000 2435 Yes 13.2
65 150 5600 2130 Yes 15.9
66 151 4800 2065 No 20.0
67 160 5200 2045 No 18.5
78 140 6000 2910 Yes 18.0
80 73 5600 2875 Yes 9.2
81 90 5200 3375 Yes 15.9
82 130 5600 2330 Yes 15.9
83 70 6000 3360 Yes 10.6
84 82 5200 3505 Yes 11.9
85 135 5400 2405 Yes 15.9
86 130 5400 2340 Yes 18.5
87 138 5000 2515 Yes 19.8
88 81 5500 2550 Yes 12.4
89 109 4500 2915 Yes 21.1
90 134 5800 2685 Yes 18.5
91 178 5800 2385 Yes 18.5
92 114 5400 2215 Yes 15.8
93 168 6200 2310 Yes 19.3
Passengers Length Wheelbase Width Turn.circle Rear.seat.room
1 5 177 102 68 37 26.5
2 5 195 115 71 38 30.0
3 5 180 102 67 37 28.0
4 6 193 106 70 37 31.0
5 4 186 109 69 39 27.0
39 4 151 93 63 34 27.5
40 4 164 97 67 37 24.5
41 4 175 100 70 39 23.5
42 4 173 103 67 36 28.0
43 4 185 107 67 41 28.0
44 5 168 94 63 35 26.0
45 5 172 98 66 36 28.0
46 4 166 94 64 34 23.5
47 5 184 104 69 41 31.0
48 5 200 113 72 42 29.0
49 5 188 103 70 40 27.5
50 4 191 106 71 39 25.0
53 4 164 97 66 34 27.0
54 5 172 98 66 36 26.5
55 5 184 103 69 40 29.5
56 7 190 110 72 39 27.5
57 2 169 96 69 37 NA
58 5 175 105 67 34 26.0
59 5 187 110 69 37 27.0
62 5 172 98 67 36 26.0
63 5 190 107 70 43 27.5
64 5 170 96 66 33 26.0
65 5 181 103 67 40 28.5
66 7 190 112 74 41 27.0
67 5 188 104 69 41 28.5
78 5 184 99 67 37 26.5
80 4 146 90 60 32 23.5
81 5 175 97 65 35 27.5
82 5 179 102 67 37 27.0
83 4 161 93 63 34 27.5
84 5 162 94 65 36 24.0
85 4 174 99 69 39 23.0
86 5 188 103 70 38 28.5
87 7 187 113 71 41 35.0
88 4 163 93 63 34 26.0
89 7 187 115 72 38 34.0
90 5 180 103 67 35 31.5
91 4 159 97 66 36 26.0
92 5 190 104 67 37 29.5
93 5 184 105 69 38 30.0
Luggage.room Weight Origin Make min Pricedifference
1 11 2705 non-USA Acura Integra 7.4 8.5
2 15 3560 non-USA Acura Legend 13.9 20.0
3 14 3375 non-USA Audi 90 11.1 18.0
4 17 3405 non-USA Audi 100 13.9 23.8
5 13 3640 non-USA BMW 535i 13.9 16.1
39 10 1695 non-USA Geo Metro 7.4 1.0
40 11 2475 non-USA Geo Storm 10.0 2.5
41 8 2865 non-USA Honda Prelude 10.0 9.8
42 12 2350 non-USA Honda Civic 7.4 4.7
43 14 3040 non-USA Honda Accord 11.1 6.4
44 11 2345 non-USA Hyundai Excel 7.4 0.6
45 12 2620 non-USA Hyundai Elantra 7.4 2.6
46 9 2285 non-USA Hyundai Scoupe 10.0 0.0
47 14 2885 non-USA Hyundai Sonata 13.9 0.0
48 15 4000 non-USA Infiniti Q45 13.9 34.0
49 14 3510 non-USA Lexus ES300 13.9 14.1
50 9 3515 non-USA Lexus SC300 13.9 21.3
53 16 2325 non-USA Mazda 323 7.4 0.9
54 13 2440 non-USA Mazda Protege 7.4 4.2
55 14 2970 non-USA Mazda 626 11.1 5.4
56 NA 3735 non-USA Mazda MPV 16.3 2.8
57 NA 2895 non-USA Mazda RX-7 10.0 22.5
58 12 2920 non-USA Mercedes-Benz 190E 11.1 20.8
59 15 3525 non-USA Mercedes-Benz 300E 13.9 48.0
62 11 2295 non-USA Mitsubishi Mirage 7.4 2.9
63 14 3730 non-USA Mitsubishi Diamante 13.9 12.2
64 12 2545 non-USA Nissan Sentra 7.4 4.4
65 14 3050 non-USA Nissan Altima 11.1 4.6
66 NA 4100 non-USA Nissan Quest 16.3 2.8
67 14 3200 non-USA Nissan Maxima 13.9 7.6
78 14 2775 non-USA Saab 900 11.1 17.6
80 10 2045 non-USA Subaru Justy 7.4 1.0
81 15 2490 non-USA Subaru Loyale 7.4 3.5
82 14 3085 non-USA Subaru Legacy 11.1 8.4
83 10 1965 non-USA Suzuki Swift 7.4 1.2
84 11 2055 non-USA Toyota Tercel 7.4 2.4
85 13 2950 non-USA Toyota Celica 10.0 8.4
86 15 3030 non-USA Toyota Camry 13.9 4.3
87 NA 3785 non-USA Toyota Previa 16.3 6.4
88 10 2240 non-USA Volkswagen Fox 7.4 1.7
89 NA 3960 non-USA Volkswagen Eurovan 16.3 3.4
90 14 2985 non-USA Volkswagen Passat 11.1 8.9
91 15 2810 non-USA Volkswagen Corrado 10.0 13.3
92 14 2985 non-USA Volvo 240 11.1 11.6
93 15 3245 non-USA Volvo 850 13.9 12.8
maxi1mpg mpgdiff meanhp hpdiff
1 50 -19 91.0000 49.0000000
2 31 -6 173.0909 26.9090909
3 36 -10 131.0000 41.0000000
4 31 -5 173.0909 -1.0909091
5 31 -1 173.0909 34.9090909
39 50 0 91.0000 -36.0000000
40 36 0 160.1429 -70.1428571
41 36 -5 160.1429 -0.1428571
42 50 -4 91.0000 11.0000000
43 36 -5 131.0000 9.0000000
44 50 -17 91.0000 -10.0000000
45 50 -21 91.0000 33.0000000
46 36 -2 160.1429 -68.1428571
47 31 -4 173.0909 -45.0909091
48 31 -9 173.0909 104.9090909
49 31 -7 173.0909 11.9090909
50 31 -8 173.0909 51.9090909
53 50 -13 91.0000 -9.0000000
54 50 -14 91.0000 12.0000000
55 36 -2 131.0000 33.0000000
56 24 0 149.4444 5.5555556
57 36 -11 160.1429 94.8571429
58 36 -7 131.0000 -1.0000000
59 31 -6 173.0909 43.9090909
62 50 -17 91.0000 1.0000000
63 31 -7 173.0909 28.9090909
64 50 -17 91.0000 19.0000000
65 36 -6 131.0000 19.0000000
66 24 -1 149.4444 1.5555556
67 31 -5 173.0909 -13.0909091
78 36 -10 131.0000 9.0000000
80 50 -13 91.0000 -18.0000000
81 50 -20 91.0000 -1.0000000
82 36 -6 131.0000 -1.0000000
83 50 -7 91.0000 -21.0000000
84 50 -13 91.0000 -9.0000000
85 36 -4 160.1429 -25.1428571
86 31 -2 173.0909 -43.0909091
87 24 -2 149.4444 -11.4444444
88 50 -17 91.0000 -10.0000000
89 24 -3 149.4444 -40.4444444
90 36 -6 131.0000 3.0000000
91 36 -11 160.1429 17.8571429
92 36 -8 131.0000 -17.0000000
93 31 -3 173.0909 -5.0909091
Use write.csv() to save the USA car data to a file. Read it in and check to see that all the factors are correctly set as factors. (10 pt.)
write.csv(USA,"USA.csv",row.names = FALSE)
df1 <- read.csv("USA.csv", header = TRUE)
df1
Manufacturer Model Type Min.Price Price Max.Price MPG.city
1 Buick Century Midsize 14.2 15.7 17.3 22
2 Buick LeSabre Large 19.9 20.8 21.7 19
3 Buick Roadmaster Large 22.6 23.7 24.9 16
4 Buick Riviera Midsize 26.3 26.3 26.3 19
5 Cadillac DeVille Large 33.0 34.7 36.3 16
6 Cadillac Seville Midsize 37.5 40.1 42.7 16
7 Chevrolet Cavalier Compact 8.5 13.4 18.3 25
8 Chevrolet Corsica Compact 11.4 11.4 11.4 25
9 Chevrolet Camaro Sporty 13.4 15.1 16.8 19
10 Chevrolet Lumina Midsize 13.4 15.9 18.4 21
11 Chevrolet Lumina_APV Van 14.7 16.3 18.0 18
12 Chevrolet Astro Van 14.7 16.6 18.6 15
13 Chevrolet Caprice Large 18.0 18.8 19.6 17
14 Chevrolet Corvette Sporty 34.6 38.0 41.5 17
15 Chrylser Concorde Large 18.4 18.4 18.4 20
16 Chrysler LeBaron Compact 14.5 15.8 17.1 23
17 Chrysler Imperial Large 29.5 29.5 29.5 20
18 Dodge Colt Small 7.9 9.2 10.6 29
19 Dodge Shadow Small 8.4 11.3 14.2 23
20 Dodge Spirit Compact 11.9 13.3 14.7 22
21 Dodge Caravan Van 13.6 19.0 24.4 17
22 Dodge Dynasty Midsize 14.8 15.6 16.4 21
23 Dodge Stealth Sporty 18.5 25.8 33.1 18
24 Eagle Summit Small 7.9 12.2 16.5 29
25 Eagle Vision Large 17.5 19.3 21.2 20
26 Ford Festiva Small 6.9 7.4 7.9 31
27 Ford Escort Small 8.4 10.1 11.9 23
28 Ford Tempo Compact 10.4 11.3 12.2 22
29 Ford Mustang Sporty 10.8 15.9 21.0 22
30 Ford Probe Sporty 12.8 14.0 15.2 24
31 Ford Aerostar Van 14.5 19.9 25.3 15
32 Ford Taurus Midsize 15.6 20.2 24.8 21
33 Ford Crown_Victoria Large 20.1 20.9 21.7 18
34 Lincoln Continental Midsize 33.3 34.3 35.3 17
35 Lincoln Town_Car Large 34.4 36.1 37.8 18
36 Mercury Capri Sporty 13.3 14.1 15.0 23
37 Mercury Cougar Midsize 14.9 14.9 14.9 19
38 Oldsmobile Achieva Compact 13.0 13.5 14.0 24
39 Oldsmobile Cutlass_Ciera Midsize 14.2 16.3 18.4 23
40 Oldsmobile Silhouette Van 19.5 19.5 19.5 18
41 Oldsmobile Eighty-Eight Large 19.5 20.7 21.9 19
42 Plymouth Laser Sporty 11.4 14.4 17.4 23
43 Pontiac LeMans Small 8.2 9.0 9.9 31
44 Pontiac Sunbird Compact 9.4 11.1 12.8 23
45 Pontiac Firebird Sporty 14.0 17.7 21.4 19
46 Pontiac Grand_Prix Midsize 15.4 18.5 21.6 19
47 Pontiac Bonneville Large 19.4 24.4 29.4 19
48 Saturn SL Small 9.2 11.1 12.9 28
MPG.highway AirBags DriveTrain Cylinders EngineSize
1 31 Driver only Front 4 2.2
2 28 Driver only Front 6 3.8
3 25 Driver only Rear 6 5.7
4 27 Driver only Front 6 3.8
5 25 Driver only Front 8 4.9
6 25 Driver & Passenger Front 8 4.6
7 36 None Front 4 2.2
8 34 Driver only Front 4 2.2
9 28 Driver & Passenger Rear 6 3.4
10 29 None Front 4 2.2
11 23 None Front 6 3.8
12 20 None 4WD 6 4.3
13 26 Driver only Rear 8 5.0
14 25 Driver only Rear 8 5.7
15 28 Driver & Passenger Front 6 3.3
16 28 Driver & Passenger Front 4 3.0
17 26 Driver only Front 6 3.3
18 33 None Front 4 1.5
19 29 Driver only Front 4 2.2
20 27 Driver only Front 4 2.5
21 21 Driver only 4WD 6 3.0
22 27 Driver only Front 4 2.5
23 24 Driver only 4WD 6 3.0
24 33 None Front 4 1.5
25 28 Driver & Passenger Front 6 3.5
26 33 None Front 4 1.3
27 30 None Front 4 1.8
28 27 None Front 4 2.3
29 29 Driver only Rear 4 2.3
30 30 Driver only Front 4 2.0
31 20 Driver only 4WD 6 3.0
32 30 Driver only Front 6 3.0
33 26 Driver only Rear 8 4.6
34 26 Driver & Passenger Front 6 3.8
35 26 Driver & Passenger Rear 8 4.6
36 26 Driver only Front 4 1.6
37 26 None Rear 6 3.8
38 31 None Front 4 2.3
39 31 Driver only Front 4 2.2
40 23 None Front 6 3.8
41 28 Driver only Front 6 3.8
42 30 None 4WD 4 1.8
43 41 None Front 4 1.6
44 31 None Front 4 2.0
45 28 Driver & Passenger Rear 6 3.4
46 27 None Front 6 3.4
47 28 Driver & Passenger Front 6 3.8
48 38 Driver only Front 4 1.9
Horsepower RPM Rev.per.mile Man.trans.avail Fuel.tank.capacity
1 110 5200 2565 No 16.4
2 170 4800 1570 No 18.0
3 180 4000 1320 No 23.0
4 170 4800 1690 No 18.8
5 200 4100 1510 No 18.0
6 295 6000 1985 No 20.0
7 110 5200 2380 Yes 15.2
8 110 5200 2665 Yes 15.6
9 160 4600 1805 Yes 15.5
10 110 5200 2595 No 16.5
11 170 4800 1690 No 20.0
12 165 4000 1790 No 27.0
13 170 4200 1350 No 23.0
14 300 5000 1450 Yes 20.0
15 153 5300 1990 No 18.0
16 141 5000 2090 No 16.0
17 147 4800 1785 No 16.0
18 92 6000 3285 Yes 13.2
19 93 4800 2595 Yes 14.0
20 100 4800 2535 Yes 16.0
21 142 5000 1970 No 20.0
22 100 4800 2465 No 16.0
23 300 6000 2120 Yes 19.8
24 92 6000 2505 Yes 13.2
25 214 5800 1980 No 18.0
26 63 5000 3150 Yes 10.0
27 127 6500 2410 Yes 13.2
28 96 4200 2805 Yes 15.9
29 105 4600 2285 Yes 15.4
30 115 5500 2340 Yes 15.5
31 145 4800 2080 Yes 21.0
32 140 4800 1885 No 16.0
33 190 4200 1415 No 20.0
34 160 4400 1835 No 18.4
35 210 4600 1840 No 20.0
36 100 5750 2475 Yes 11.1
37 140 3800 1730 No 18.0
38 155 6000 2380 No 15.2
39 110 5200 2565 No 16.5
40 170 4800 1690 No 20.0
41 170 4800 1570 No 18.0
42 92 5000 2360 Yes 15.9
43 74 5600 3130 Yes 13.2
44 110 5200 2665 Yes 15.2
45 160 4600 1805 Yes 15.5
46 200 5000 1890 Yes 16.5
47 170 4800 1565 No 18.0
48 85 5000 2145 Yes 12.8
Passengers Length Wheelbase Width Turn.circle Rear.seat.room
1 6 189 105 69 41 28.0
2 6 200 111 74 42 30.5
3 6 216 116 78 45 30.5
4 5 198 108 73 41 26.5
5 6 206 114 73 43 35.0
6 5 204 111 74 44 31.0
7 5 182 101 66 38 25.0
8 5 184 103 68 39 26.0
9 4 193 101 74 43 25.0
10 6 198 108 71 40 28.5
11 7 178 110 74 44 30.5
12 8 194 111 78 42 33.5
13 6 214 116 77 42 29.5
14 2 179 96 74 43 NA
15 6 203 113 74 40 31.0
16 6 183 104 68 41 30.5
17 6 203 110 69 44 36.0
18 5 174 98 66 32 26.5
19 5 172 97 67 38 26.5
20 6 181 104 68 39 30.5
21 7 175 112 72 42 26.5
22 6 192 105 69 42 30.5
23 4 180 97 72 40 20.0
24 5 174 98 66 36 26.5
25 6 202 113 74 40 30.0
26 4 141 90 63 33 26.0
27 5 171 98 67 36 28.0
28 5 177 100 68 39 27.5
29 4 180 101 68 40 24.0
30 4 179 103 70 38 23.0
31 7 176 119 72 45 30.0
32 5 192 106 71 40 27.5
33 6 212 114 78 43 30.0
34 6 205 109 73 42 30.0
35 6 219 117 77 45 31.5
36 4 166 95 65 36 19.0
37 5 199 113 73 38 28.0
38 5 188 103 67 39 28.0
39 5 190 105 70 42 28.0
40 7 194 110 74 44 30.5
41 6 201 111 74 42 31.5
42 4 173 97 67 39 24.5
43 4 177 99 66 35 25.5
44 5 181 101 66 39 25.0
45 4 196 101 75 43 25.0
46 5 195 108 72 41 28.5
47 6 177 111 74 43 30.5
48 5 176 102 68 40 26.5
Luggage.room Weight Origin Make min
1 16 2880 USA Buick Century 13.9
2 17 3470 USA Buick LeSabre 18.4
3 21 4105 USA Buick Roadmaster 18.4
4 14 3495 USA Buick Riviera 13.9
5 18 3620 USA Cadillac DeVille 18.4
6 14 3935 USA Cadillac Seville 13.9
7 13 2490 USA Chevrolet Cavalier 11.1
8 14 2785 USA Chevrolet Corsica 11.1
9 13 3240 USA Chevrolet Camaro 10.0
10 16 3195 USA Chevrolet Lumina 13.9
11 NA 3715 USA Chevrolet Lumina_APV 16.3
12 NA 4025 USA Chevrolet Astro 16.3
13 20 3910 USA Chevrolet Caprice 18.4
14 NA 3380 USA Chevrolet Corvette 10.0
15 15 3515 USA Chrylser Concorde 18.4
16 14 3085 USA Chrysler LeBaron 11.1
17 17 3570 USA Chrysler Imperial 18.4
18 11 2270 USA Dodge Colt 7.4
19 13 2670 USA Dodge Shadow 7.4
20 14 2970 USA Dodge Spirit 11.1
21 NA 3705 USA Dodge Caravan 16.3
22 16 3080 USA Dodge Dynasty 13.9
23 11 3805 USA Dodge Stealth 10.0
24 11 2295 USA Eagle Summit 7.4
25 15 3490 USA Eagle Vision 18.4
26 12 1845 USA Ford Festiva 7.4
27 12 2530 USA Ford Escort 7.4
28 13 2690 USA Ford Tempo 11.1
29 12 2850 USA Ford Mustang 10.0
30 18 2710 USA Ford Probe 10.0
31 NA 3735 USA Ford Aerostar 16.3
32 18 3325 USA Ford Taurus 13.9
33 21 3950 USA Ford Crown_Victoria 18.4
34 19 3695 USA Lincoln Continental 13.9
35 22 4055 USA Lincoln Town_Car 18.4
36 6 2450 USA Mercury Capri 10.0
37 15 3610 USA Mercury Cougar 13.9
38 14 2910 USA Oldsmobile Achieva 11.1
39 16 2890 USA Oldsmobile Cutlass_Ciera 13.9
40 NA 3715 USA Oldsmobile Silhouette 16.3
41 17 3470 USA Oldsmobile Eighty-Eight 18.4
42 8 2640 USA Plymouth Laser 10.0
43 17 2350 USA Pontiac LeMans 7.4
44 13 2575 USA Pontiac Sunbird 11.1
45 13 3240 USA Pontiac Firebird 10.0
46 16 3450 USA Pontiac Grand_Prix 13.9
47 18 3495 USA Pontiac Bonneville 18.4
48 12 2495 USA Saturn SL 7.4
Pricedifference maxi1mpg mpgdiff meanhp hpdiff
1 1.8 31 0 173.0909 -63.0909091
2 2.4 28 0 179.4545 -9.4545455
3 5.3 28 -3 179.4545 0.5454545
4 12.4 31 -4 173.0909 -3.0909091
5 16.3 28 -3 179.4545 20.5454545
6 26.2 31 -6 173.0909 121.9090909
7 2.3 36 0 131.0000 -21.0000000
8 0.3 36 -2 131.0000 -21.0000000
9 5.1 36 -8 160.1429 -0.1428571
10 2.0 31 -2 173.0909 -63.0909091
11 0.0 24 -1 149.4444 20.5555556
12 0.3 24 -4 149.4444 15.5555556
13 0.4 28 -2 179.4545 -9.4545455
14 28.0 36 -11 160.1429 139.8571429
15 0.0 28 0 179.4545 -26.4545455
16 4.7 36 -8 131.0000 10.0000000
17 11.1 28 -2 179.4545 -32.4545455
18 1.8 50 -17 91.0000 1.0000000
19 3.9 50 -21 91.0000 2.0000000
20 2.2 36 -9 131.0000 -31.0000000
21 2.7 24 -3 149.4444 -7.4444444
22 1.7 31 -4 173.0909 -73.0909091
23 15.8 36 -12 160.1429 139.8571429
24 4.8 50 -17 91.0000 1.0000000
25 0.9 28 0 179.4545 34.5454545
26 0.0 50 -17 91.0000 -28.0000000
27 2.7 50 -20 91.0000 36.0000000
28 0.2 36 -9 131.0000 -35.0000000
29 5.9 36 -7 160.1429 -55.1428571
30 4.0 36 -6 160.1429 -45.1428571
31 3.6 24 -4 149.4444 -4.4444444
32 6.3 31 -1 173.0909 -33.0909091
33 2.5 28 -2 179.4545 10.5454545
34 20.4 31 -5 173.0909 -13.0909091
35 17.7 28 -2 179.4545 30.5454545
36 4.1 36 -10 160.1429 -60.1428571
37 1.0 31 -5 173.0909 -33.0909091
38 2.4 36 -5 131.0000 24.0000000
39 2.4 31 0 173.0909 -63.0909091
40 3.2 24 -1 149.4444 20.5555556
41 2.3 28 0 179.4545 -9.4545455
42 4.4 36 -6 160.1429 -68.1428571
43 1.6 50 -9 91.0000 -17.0000000
44 0.0 36 -5 131.0000 -21.0000000
45 7.7 36 -8 160.1429 -0.1428571
46 4.6 31 -4 173.0909 26.9090909
47 6.0 28 0 179.4545 -9.4545455
48 3.7 50 -12 91.0000 -6.0000000
str(df1)
'data.frame': 48 obs. of 33 variables:
$ Manufacturer : Factor w/ 14 levels "Buick","Cadillac",..: 1 1 1 1 2 2 3 3 3 3 ...
$ Model : Factor w/ 48 levels "Achieva","Aerostar",..: 10 30 36 35 19 37 9 14 5 31 ...
$ Type : Factor w/ 6 levels "Compact","Large",..: 3 2 2 3 2 3 1 1 5 3 ...
$ Min.Price : num 14.2 19.9 22.6 26.3 33 37.5 8.5 11.4 13.4 13.4 ...
$ Price : num 15.7 20.8 23.7 26.3 34.7 40.1 13.4 11.4 15.1 15.9 ...
$ Max.Price : num 17.3 21.7 24.9 26.3 36.3 42.7 18.3 11.4 16.8 18.4 ...
$ MPG.city : int 22 19 16 19 16 16 25 25 19 21 ...
$ MPG.highway : int 31 28 25 27 25 25 36 34 28 29 ...
$ AirBags : Factor w/ 3 levels "Driver & Passenger",..: 2 2 2 2 2 1 3 2 1 3 ...
$ DriveTrain : Factor w/ 3 levels "4WD","Front",..: 2 2 3 2 2 2 2 2 3 2 ...
$ Cylinders : int 4 6 6 6 8 8 4 4 6 4 ...
$ EngineSize : num 2.2 3.8 5.7 3.8 4.9 4.6 2.2 2.2 3.4 2.2 ...
$ Horsepower : int 110 170 180 170 200 295 110 110 160 110 ...
$ RPM : int 5200 4800 4000 4800 4100 6000 5200 5200 4600 5200 ...
$ Rev.per.mile : int 2565 1570 1320 1690 1510 1985 2380 2665 1805 2595 ...
$ Man.trans.avail : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 2 2 2 1 ...
$ Fuel.tank.capacity: num 16.4 18 23 18.8 18 20 15.2 15.6 15.5 16.5 ...
$ Passengers : int 6 6 6 5 6 5 5 5 4 6 ...
$ Length : int 189 200 216 198 206 204 182 184 193 198 ...
$ Wheelbase : int 105 111 116 108 114 111 101 103 101 108 ...
$ Width : int 69 74 78 73 73 74 66 68 74 71 ...
$ Turn.circle : int 41 42 45 41 43 44 38 39 43 40 ...
$ Rear.seat.room : num 28 30.5 30.5 26.5 35 31 25 26 25 28.5 ...
$ Luggage.room : int 16 17 21 14 18 14 13 14 13 16 ...
$ Weight : int 2880 3470 4105 3495 3620 3935 2490 2785 3240 3195 ...
$ Origin : Factor w/ 1 level "USA": 1 1 1 1 1 1 1 1 1 1 ...
$ Make : Factor w/ 48 levels "Buick Century",..: 1 2 4 3 5 6 10 11 8 13 ...
$ min : num 13.9 18.4 18.4 13.9 18.4 13.9 11.1 11.1 10 13.9 ...
$ Pricedifference : num 1.8 2.4 5.3 12.4 16.3 ...
$ maxi1mpg : int 31 28 28 31 28 31 36 36 36 31 ...
$ mpgdiff : int 0 0 -3 -4 -3 -6 0 -2 -8 -2 ...
$ meanhp : num 173 179 179 173 179 ...
$ hpdiff : num -63.091 -9.455 0.545 -3.091 20.545 ...