MATH239_HW1
Lauren Collar
2/2/2020
MATH 239: Homowork #1 Lauren Collar 1: Auto Data
Auto <- read.table("http://faculty.marshall.usc.edu/gareth-james/ISL/Auto.data",
header=TRUE,
na.strings = "?",
stringsAsFactors = FALSE)
Auto <- na.omit(Auto)
Auto## mpg cylinders displacement horsepower weight acceleration year origin
## 1 18.0 8 307.0 130 3504 12.0 70 1
## 2 15.0 8 350.0 165 3693 11.5 70 1
## 3 18.0 8 318.0 150 3436 11.0 70 1
## 4 16.0 8 304.0 150 3433 12.0 70 1
## 5 17.0 8 302.0 140 3449 10.5 70 1
## 6 15.0 8 429.0 198 4341 10.0 70 1
## 7 14.0 8 454.0 220 4354 9.0 70 1
## 8 14.0 8 440.0 215 4312 8.5 70 1
## 9 14.0 8 455.0 225 4425 10.0 70 1
## 10 15.0 8 390.0 190 3850 8.5 70 1
## 11 15.0 8 383.0 170 3563 10.0 70 1
## 12 14.0 8 340.0 160 3609 8.0 70 1
## 13 15.0 8 400.0 150 3761 9.5 70 1
## 14 14.0 8 455.0 225 3086 10.0 70 1
## 15 24.0 4 113.0 95 2372 15.0 70 3
## 16 22.0 6 198.0 95 2833 15.5 70 1
## 17 18.0 6 199.0 97 2774 15.5 70 1
## 18 21.0 6 200.0 85 2587 16.0 70 1
## 19 27.0 4 97.0 88 2130 14.5 70 3
## 20 26.0 4 97.0 46 1835 20.5 70 2
## 21 25.0 4 110.0 87 2672 17.5 70 2
## 22 24.0 4 107.0 90 2430 14.5 70 2
## 23 25.0 4 104.0 95 2375 17.5 70 2
## 24 26.0 4 121.0 113 2234 12.5 70 2
## 25 21.0 6 199.0 90 2648 15.0 70 1
## 26 10.0 8 360.0 215 4615 14.0 70 1
## 27 10.0 8 307.0 200 4376 15.0 70 1
## 28 11.0 8 318.0 210 4382 13.5 70 1
## 29 9.0 8 304.0 193 4732 18.5 70 1
## 30 27.0 4 97.0 88 2130 14.5 71 3
## 31 28.0 4 140.0 90 2264 15.5 71 1
## 32 25.0 4 113.0 95 2228 14.0 71 3
## 34 19.0 6 232.0 100 2634 13.0 71 1
## 35 16.0 6 225.0 105 3439 15.5 71 1
## 36 17.0 6 250.0 100 3329 15.5 71 1
## 37 19.0 6 250.0 88 3302 15.5 71 1
## 38 18.0 6 232.0 100 3288 15.5 71 1
## 39 14.0 8 350.0 165 4209 12.0 71 1
## 40 14.0 8 400.0 175 4464 11.5 71 1
## 41 14.0 8 351.0 153 4154 13.5 71 1
## 42 14.0 8 318.0 150 4096 13.0 71 1
## 43 12.0 8 383.0 180 4955 11.5 71 1
## 44 13.0 8 400.0 170 4746 12.0 71 1
## 45 13.0 8 400.0 175 5140 12.0 71 1
## 46 18.0 6 258.0 110 2962 13.5 71 1
## 47 22.0 4 140.0 72 2408 19.0 71 1
## 48 19.0 6 250.0 100 3282 15.0 71 1
## 49 18.0 6 250.0 88 3139 14.5 71 1
## 50 23.0 4 122.0 86 2220 14.0 71 1
## 51 28.0 4 116.0 90 2123 14.0 71 2
## 52 30.0 4 79.0 70 2074 19.5 71 2
## 53 30.0 4 88.0 76 2065 14.5 71 2
## 54 31.0 4 71.0 65 1773 19.0 71 3
## 55 35.0 4 72.0 69 1613 18.0 71 3
## 56 27.0 4 97.0 60 1834 19.0 71 2
## 57 26.0 4 91.0 70 1955 20.5 71 1
## 58 24.0 4 113.0 95 2278 15.5 72 3
## 59 25.0 4 97.5 80 2126 17.0 72 1
## 60 23.0 4 97.0 54 2254 23.5 72 2
## 61 20.0 4 140.0 90 2408 19.5 72 1
## 62 21.0 4 122.0 86 2226 16.5 72 1
## 63 13.0 8 350.0 165 4274 12.0 72 1
## 64 14.0 8 400.0 175 4385 12.0 72 1
## 65 15.0 8 318.0 150 4135 13.5 72 1
## 66 14.0 8 351.0 153 4129 13.0 72 1
## 67 17.0 8 304.0 150 3672 11.5 72 1
## 68 11.0 8 429.0 208 4633 11.0 72 1
## 69 13.0 8 350.0 155 4502 13.5 72 1
## 70 12.0 8 350.0 160 4456 13.5 72 1
## 71 13.0 8 400.0 190 4422 12.5 72 1
## 72 19.0 3 70.0 97 2330 13.5 72 3
## 73 15.0 8 304.0 150 3892 12.5 72 1
## 74 13.0 8 307.0 130 4098 14.0 72 1
## 75 13.0 8 302.0 140 4294 16.0 72 1
## 76 14.0 8 318.0 150 4077 14.0 72 1
## 77 18.0 4 121.0 112 2933 14.5 72 2
## 78 22.0 4 121.0 76 2511 18.0 72 2
## 79 21.0 4 120.0 87 2979 19.5 72 2
## 80 26.0 4 96.0 69 2189 18.0 72 2
## 81 22.0 4 122.0 86 2395 16.0 72 1
## 82 28.0 4 97.0 92 2288 17.0 72 3
## 83 23.0 4 120.0 97 2506 14.5 72 3
## 84 28.0 4 98.0 80 2164 15.0 72 1
## 85 27.0 4 97.0 88 2100 16.5 72 3
## 86 13.0 8 350.0 175 4100 13.0 73 1
## 87 14.0 8 304.0 150 3672 11.5 73 1
## 88 13.0 8 350.0 145 3988 13.0 73 1
## 89 14.0 8 302.0 137 4042 14.5 73 1
## 90 15.0 8 318.0 150 3777 12.5 73 1
## 91 12.0 8 429.0 198 4952 11.5 73 1
## 92 13.0 8 400.0 150 4464 12.0 73 1
## 93 13.0 8 351.0 158 4363 13.0 73 1
## 94 14.0 8 318.0 150 4237 14.5 73 1
## 95 13.0 8 440.0 215 4735 11.0 73 1
## 96 12.0 8 455.0 225 4951 11.0 73 1
## 97 13.0 8 360.0 175 3821 11.0 73 1
## 98 18.0 6 225.0 105 3121 16.5 73 1
## 99 16.0 6 250.0 100 3278 18.0 73 1
## 100 18.0 6 232.0 100 2945 16.0 73 1
## 101 18.0 6 250.0 88 3021 16.5 73 1
## 102 23.0 6 198.0 95 2904 16.0 73 1
## 103 26.0 4 97.0 46 1950 21.0 73 2
## 104 11.0 8 400.0 150 4997 14.0 73 1
## 105 12.0 8 400.0 167 4906 12.5 73 1
## 106 13.0 8 360.0 170 4654 13.0 73 1
## 107 12.0 8 350.0 180 4499 12.5 73 1
## 108 18.0 6 232.0 100 2789 15.0 73 1
## 109 20.0 4 97.0 88 2279 19.0 73 3
## 110 21.0 4 140.0 72 2401 19.5 73 1
## 111 22.0 4 108.0 94 2379 16.5 73 3
## 112 18.0 3 70.0 90 2124 13.5 73 3
## 113 19.0 4 122.0 85 2310 18.5 73 1
## 114 21.0 6 155.0 107 2472 14.0 73 1
## 115 26.0 4 98.0 90 2265 15.5 73 2
## 116 15.0 8 350.0 145 4082 13.0 73 1
## 117 16.0 8 400.0 230 4278 9.5 73 1
## 118 29.0 4 68.0 49 1867 19.5 73 2
## 119 24.0 4 116.0 75 2158 15.5 73 2
## 120 20.0 4 114.0 91 2582 14.0 73 2
## 121 19.0 4 121.0 112 2868 15.5 73 2
## 122 15.0 8 318.0 150 3399 11.0 73 1
## 123 24.0 4 121.0 110 2660 14.0 73 2
## 124 20.0 6 156.0 122 2807 13.5 73 3
## 125 11.0 8 350.0 180 3664 11.0 73 1
## 126 20.0 6 198.0 95 3102 16.5 74 1
## 128 19.0 6 232.0 100 2901 16.0 74 1
## 129 15.0 6 250.0 100 3336 17.0 74 1
## 130 31.0 4 79.0 67 1950 19.0 74 3
## 131 26.0 4 122.0 80 2451 16.5 74 1
## 132 32.0 4 71.0 65 1836 21.0 74 3
## 133 25.0 4 140.0 75 2542 17.0 74 1
## 134 16.0 6 250.0 100 3781 17.0 74 1
## 135 16.0 6 258.0 110 3632 18.0 74 1
## 136 18.0 6 225.0 105 3613 16.5 74 1
## 137 16.0 8 302.0 140 4141 14.0 74 1
## 138 13.0 8 350.0 150 4699 14.5 74 1
## 139 14.0 8 318.0 150 4457 13.5 74 1
## 140 14.0 8 302.0 140 4638 16.0 74 1
## 141 14.0 8 304.0 150 4257 15.5 74 1
## 142 29.0 4 98.0 83 2219 16.5 74 2
## 143 26.0 4 79.0 67 1963 15.5 74 2
## 144 26.0 4 97.0 78 2300 14.5 74 2
## 145 31.0 4 76.0 52 1649 16.5 74 3
## 146 32.0 4 83.0 61 2003 19.0 74 3
## 147 28.0 4 90.0 75 2125 14.5 74 1
## 148 24.0 4 90.0 75 2108 15.5 74 2
## 149 26.0 4 116.0 75 2246 14.0 74 2
## 150 24.0 4 120.0 97 2489 15.0 74 3
## 151 26.0 4 108.0 93 2391 15.5 74 3
## 152 31.0 4 79.0 67 2000 16.0 74 2
## 153 19.0 6 225.0 95 3264 16.0 75 1
## 154 18.0 6 250.0 105 3459 16.0 75 1
## 155 15.0 6 250.0 72 3432 21.0 75 1
## 156 15.0 6 250.0 72 3158 19.5 75 1
## 157 16.0 8 400.0 170 4668 11.5 75 1
## 158 15.0 8 350.0 145 4440 14.0 75 1
## 159 16.0 8 318.0 150 4498 14.5 75 1
## 160 14.0 8 351.0 148 4657 13.5 75 1
## 161 17.0 6 231.0 110 3907 21.0 75 1
## 162 16.0 6 250.0 105 3897 18.5 75 1
## 163 15.0 6 258.0 110 3730 19.0 75 1
## 164 18.0 6 225.0 95 3785 19.0 75 1
## 165 21.0 6 231.0 110 3039 15.0 75 1
## 166 20.0 8 262.0 110 3221 13.5 75 1
## 167 13.0 8 302.0 129 3169 12.0 75 1
## 168 29.0 4 97.0 75 2171 16.0 75 3
## 169 23.0 4 140.0 83 2639 17.0 75 1
## 170 20.0 6 232.0 100 2914 16.0 75 1
## 171 23.0 4 140.0 78 2592 18.5 75 1
## 172 24.0 4 134.0 96 2702 13.5 75 3
## 173 25.0 4 90.0 71 2223 16.5 75 2
## 174 24.0 4 119.0 97 2545 17.0 75 3
## 175 18.0 6 171.0 97 2984 14.5 75 1
## 176 29.0 4 90.0 70 1937 14.0 75 2
## 177 19.0 6 232.0 90 3211 17.0 75 1
## 178 23.0 4 115.0 95 2694 15.0 75 2
## 179 23.0 4 120.0 88 2957 17.0 75 2
## 180 22.0 4 121.0 98 2945 14.5 75 2
## 181 25.0 4 121.0 115 2671 13.5 75 2
## 182 33.0 4 91.0 53 1795 17.5 75 3
## 183 28.0 4 107.0 86 2464 15.5 76 2
## 184 25.0 4 116.0 81 2220 16.9 76 2
## 185 25.0 4 140.0 92 2572 14.9 76 1
## 186 26.0 4 98.0 79 2255 17.7 76 1
## 187 27.0 4 101.0 83 2202 15.3 76 2
## 188 17.5 8 305.0 140 4215 13.0 76 1
## 189 16.0 8 318.0 150 4190 13.0 76 1
## 190 15.5 8 304.0 120 3962 13.9 76 1
## 191 14.5 8 351.0 152 4215 12.8 76 1
## 192 22.0 6 225.0 100 3233 15.4 76 1
## 193 22.0 6 250.0 105 3353 14.5 76 1
## 194 24.0 6 200.0 81 3012 17.6 76 1
## 195 22.5 6 232.0 90 3085 17.6 76 1
## 196 29.0 4 85.0 52 2035 22.2 76 1
## 197 24.5 4 98.0 60 2164 22.1 76 1
## 198 29.0 4 90.0 70 1937 14.2 76 2
## 199 33.0 4 91.0 53 1795 17.4 76 3
## 200 20.0 6 225.0 100 3651 17.7 76 1
## 201 18.0 6 250.0 78 3574 21.0 76 1
## 202 18.5 6 250.0 110 3645 16.2 76 1
## 203 17.5 6 258.0 95 3193 17.8 76 1
## 204 29.5 4 97.0 71 1825 12.2 76 2
## 205 32.0 4 85.0 70 1990 17.0 76 3
## 206 28.0 4 97.0 75 2155 16.4 76 3
## 207 26.5 4 140.0 72 2565 13.6 76 1
## 208 20.0 4 130.0 102 3150 15.7 76 2
## 209 13.0 8 318.0 150 3940 13.2 76 1
## 210 19.0 4 120.0 88 3270 21.9 76 2
## 211 19.0 6 156.0 108 2930 15.5 76 3
## 212 16.5 6 168.0 120 3820 16.7 76 2
## 213 16.5 8 350.0 180 4380 12.1 76 1
## 214 13.0 8 350.0 145 4055 12.0 76 1
## 215 13.0 8 302.0 130 3870 15.0 76 1
## 216 13.0 8 318.0 150 3755 14.0 76 1
## 217 31.5 4 98.0 68 2045 18.5 77 3
## 218 30.0 4 111.0 80 2155 14.8 77 1
## 219 36.0 4 79.0 58 1825 18.6 77 2
## 220 25.5 4 122.0 96 2300 15.5 77 1
## 221 33.5 4 85.0 70 1945 16.8 77 3
## 222 17.5 8 305.0 145 3880 12.5 77 1
## 223 17.0 8 260.0 110 4060 19.0 77 1
## 224 15.5 8 318.0 145 4140 13.7 77 1
## 225 15.0 8 302.0 130 4295 14.9 77 1
## 226 17.5 6 250.0 110 3520 16.4 77 1
## 227 20.5 6 231.0 105 3425 16.9 77 1
## 228 19.0 6 225.0 100 3630 17.7 77 1
## 229 18.5 6 250.0 98 3525 19.0 77 1
## 230 16.0 8 400.0 180 4220 11.1 77 1
## 231 15.5 8 350.0 170 4165 11.4 77 1
## 232 15.5 8 400.0 190 4325 12.2 77 1
## 233 16.0 8 351.0 149 4335 14.5 77 1
## 234 29.0 4 97.0 78 1940 14.5 77 2
## 235 24.5 4 151.0 88 2740 16.0 77 1
## 236 26.0 4 97.0 75 2265 18.2 77 3
## 237 25.5 4 140.0 89 2755 15.8 77 1
## 238 30.5 4 98.0 63 2051 17.0 77 1
## 239 33.5 4 98.0 83 2075 15.9 77 1
## 240 30.0 4 97.0 67 1985 16.4 77 3
## 241 30.5 4 97.0 78 2190 14.1 77 2
## 242 22.0 6 146.0 97 2815 14.5 77 3
## 243 21.5 4 121.0 110 2600 12.8 77 2
## 244 21.5 3 80.0 110 2720 13.5 77 3
## 245 43.1 4 90.0 48 1985 21.5 78 2
## 246 36.1 4 98.0 66 1800 14.4 78 1
## 247 32.8 4 78.0 52 1985 19.4 78 3
## 248 39.4 4 85.0 70 2070 18.6 78 3
## 249 36.1 4 91.0 60 1800 16.4 78 3
## 250 19.9 8 260.0 110 3365 15.5 78 1
## 251 19.4 8 318.0 140 3735 13.2 78 1
## 252 20.2 8 302.0 139 3570 12.8 78 1
## 253 19.2 6 231.0 105 3535 19.2 78 1
## 254 20.5 6 200.0 95 3155 18.2 78 1
## 255 20.2 6 200.0 85 2965 15.8 78 1
## 256 25.1 4 140.0 88 2720 15.4 78 1
## 257 20.5 6 225.0 100 3430 17.2 78 1
## 258 19.4 6 232.0 90 3210 17.2 78 1
## 259 20.6 6 231.0 105 3380 15.8 78 1
## 260 20.8 6 200.0 85 3070 16.7 78 1
## 261 18.6 6 225.0 110 3620 18.7 78 1
## 262 18.1 6 258.0 120 3410 15.1 78 1
## 263 19.2 8 305.0 145 3425 13.2 78 1
## 264 17.7 6 231.0 165 3445 13.4 78 1
## 265 18.1 8 302.0 139 3205 11.2 78 1
## 266 17.5 8 318.0 140 4080 13.7 78 1
## 267 30.0 4 98.0 68 2155 16.5 78 1
## 268 27.5 4 134.0 95 2560 14.2 78 3
## 269 27.2 4 119.0 97 2300 14.7 78 3
## 270 30.9 4 105.0 75 2230 14.5 78 1
## 271 21.1 4 134.0 95 2515 14.8 78 3
## 272 23.2 4 156.0 105 2745 16.7 78 1
## 273 23.8 4 151.0 85 2855 17.6 78 1
## 274 23.9 4 119.0 97 2405 14.9 78 3
## 275 20.3 5 131.0 103 2830 15.9 78 2
## 276 17.0 6 163.0 125 3140 13.6 78 2
## 277 21.6 4 121.0 115 2795 15.7 78 2
## 278 16.2 6 163.0 133 3410 15.8 78 2
## 279 31.5 4 89.0 71 1990 14.9 78 2
## 280 29.5 4 98.0 68 2135 16.6 78 3
## 281 21.5 6 231.0 115 3245 15.4 79 1
## 282 19.8 6 200.0 85 2990 18.2 79 1
## 283 22.3 4 140.0 88 2890 17.3 79 1
## 284 20.2 6 232.0 90 3265 18.2 79 1
## 285 20.6 6 225.0 110 3360 16.6 79 1
## 286 17.0 8 305.0 130 3840 15.4 79 1
## 287 17.6 8 302.0 129 3725 13.4 79 1
## 288 16.5 8 351.0 138 3955 13.2 79 1
## 289 18.2 8 318.0 135 3830 15.2 79 1
## 290 16.9 8 350.0 155 4360 14.9 79 1
## 291 15.5 8 351.0 142 4054 14.3 79 1
## 292 19.2 8 267.0 125 3605 15.0 79 1
## 293 18.5 8 360.0 150 3940 13.0 79 1
## 294 31.9 4 89.0 71 1925 14.0 79 2
## 295 34.1 4 86.0 65 1975 15.2 79 3
## 296 35.7 4 98.0 80 1915 14.4 79 1
## 297 27.4 4 121.0 80 2670 15.0 79 1
## 298 25.4 5 183.0 77 3530 20.1 79 2
## 299 23.0 8 350.0 125 3900 17.4 79 1
## 300 27.2 4 141.0 71 3190 24.8 79 2
## 301 23.9 8 260.0 90 3420 22.2 79 1
## 302 34.2 4 105.0 70 2200 13.2 79 1
## 303 34.5 4 105.0 70 2150 14.9 79 1
## 304 31.8 4 85.0 65 2020 19.2 79 3
## 305 37.3 4 91.0 69 2130 14.7 79 2
## 306 28.4 4 151.0 90 2670 16.0 79 1
## 307 28.8 6 173.0 115 2595 11.3 79 1
## 308 26.8 6 173.0 115 2700 12.9 79 1
## 309 33.5 4 151.0 90 2556 13.2 79 1
## 310 41.5 4 98.0 76 2144 14.7 80 2
## 311 38.1 4 89.0 60 1968 18.8 80 3
## 312 32.1 4 98.0 70 2120 15.5 80 1
## 313 37.2 4 86.0 65 2019 16.4 80 3
## 314 28.0 4 151.0 90 2678 16.5 80 1
## 315 26.4 4 140.0 88 2870 18.1 80 1
## 316 24.3 4 151.0 90 3003 20.1 80 1
## 317 19.1 6 225.0 90 3381 18.7 80 1
## 318 34.3 4 97.0 78 2188 15.8 80 2
## 319 29.8 4 134.0 90 2711 15.5 80 3
## 320 31.3 4 120.0 75 2542 17.5 80 3
## 321 37.0 4 119.0 92 2434 15.0 80 3
## 322 32.2 4 108.0 75 2265 15.2 80 3
## 323 46.6 4 86.0 65 2110 17.9 80 3
## 324 27.9 4 156.0 105 2800 14.4 80 1
## 325 40.8 4 85.0 65 2110 19.2 80 3
## 326 44.3 4 90.0 48 2085 21.7 80 2
## 327 43.4 4 90.0 48 2335 23.7 80 2
## 328 36.4 5 121.0 67 2950 19.9 80 2
## 329 30.0 4 146.0 67 3250 21.8 80 2
## 330 44.6 4 91.0 67 1850 13.8 80 3
## 332 33.8 4 97.0 67 2145 18.0 80 3
## 333 29.8 4 89.0 62 1845 15.3 80 2
## 334 32.7 6 168.0 132 2910 11.4 80 3
## 335 23.7 3 70.0 100 2420 12.5 80 3
## 336 35.0 4 122.0 88 2500 15.1 80 2
## 338 32.4 4 107.0 72 2290 17.0 80 3
## 339 27.2 4 135.0 84 2490 15.7 81 1
## 340 26.6 4 151.0 84 2635 16.4 81 1
## 341 25.8 4 156.0 92 2620 14.4 81 1
## 342 23.5 6 173.0 110 2725 12.6 81 1
## 343 30.0 4 135.0 84 2385 12.9 81 1
## 344 39.1 4 79.0 58 1755 16.9 81 3
## 345 39.0 4 86.0 64 1875 16.4 81 1
## 346 35.1 4 81.0 60 1760 16.1 81 3
## 347 32.3 4 97.0 67 2065 17.8 81 3
## 348 37.0 4 85.0 65 1975 19.4 81 3
## 349 37.7 4 89.0 62 2050 17.3 81 3
## 350 34.1 4 91.0 68 1985 16.0 81 3
## 351 34.7 4 105.0 63 2215 14.9 81 1
## 352 34.4 4 98.0 65 2045 16.2 81 1
## 353 29.9 4 98.0 65 2380 20.7 81 1
## 354 33.0 4 105.0 74 2190 14.2 81 2
## 356 33.7 4 107.0 75 2210 14.4 81 3
## 357 32.4 4 108.0 75 2350 16.8 81 3
## 358 32.9 4 119.0 100 2615 14.8 81 3
## 359 31.6 4 120.0 74 2635 18.3 81 3
## 360 28.1 4 141.0 80 3230 20.4 81 2
## 361 30.7 6 145.0 76 3160 19.6 81 2
## 362 25.4 6 168.0 116 2900 12.6 81 3
## 363 24.2 6 146.0 120 2930 13.8 81 3
## 364 22.4 6 231.0 110 3415 15.8 81 1
## 365 26.6 8 350.0 105 3725 19.0 81 1
## 366 20.2 6 200.0 88 3060 17.1 81 1
## 367 17.6 6 225.0 85 3465 16.6 81 1
## 368 28.0 4 112.0 88 2605 19.6 82 1
## 369 27.0 4 112.0 88 2640 18.6 82 1
## 370 34.0 4 112.0 88 2395 18.0 82 1
## 371 31.0 4 112.0 85 2575 16.2 82 1
## 372 29.0 4 135.0 84 2525 16.0 82 1
## 373 27.0 4 151.0 90 2735 18.0 82 1
## 374 24.0 4 140.0 92 2865 16.4 82 1
## 375 36.0 4 105.0 74 1980 15.3 82 2
## 376 37.0 4 91.0 68 2025 18.2 82 3
## 377 31.0 4 91.0 68 1970 17.6 82 3
## 378 38.0 4 105.0 63 2125 14.7 82 1
## 379 36.0 4 98.0 70 2125 17.3 82 1
## 380 36.0 4 120.0 88 2160 14.5 82 3
## 381 36.0 4 107.0 75 2205 14.5 82 3
## 382 34.0 4 108.0 70 2245 16.9 82 3
## 383 38.0 4 91.0 67 1965 15.0 82 3
## 384 32.0 4 91.0 67 1965 15.7 82 3
## 385 38.0 4 91.0 67 1995 16.2 82 3
## 386 25.0 6 181.0 110 2945 16.4 82 1
## 387 38.0 6 262.0 85 3015 17.0 82 1
## 388 26.0 4 156.0 92 2585 14.5 82 1
## 389 22.0 6 232.0 112 2835 14.7 82 1
## 390 32.0 4 144.0 96 2665 13.9 82 3
## 391 36.0 4 135.0 84 2370 13.0 82 1
## 392 27.0 4 151.0 90 2950 17.3 82 1
## 393 27.0 4 140.0 86 2790 15.6 82 1
## 394 44.0 4 97.0 52 2130 24.6 82 2
## 395 32.0 4 135.0 84 2295 11.6 82 1
## 396 28.0 4 120.0 79 2625 18.6 82 1
## 397 31.0 4 119.0 82 2720 19.4 82 1
## name
## 1 chevrolet chevelle malibu
## 2 buick skylark 320
## 3 plymouth satellite
## 4 amc rebel sst
## 5 ford torino
## 6 ford galaxie 500
## 7 chevrolet impala
## 8 plymouth fury iii
## 9 pontiac catalina
## 10 amc ambassador dpl
## 11 dodge challenger se
## 12 plymouth 'cuda 340
## 13 chevrolet monte carlo
## 14 buick estate wagon (sw)
## 15 toyota corona mark ii
## 16 plymouth duster
## 17 amc hornet
## 18 ford maverick
## 19 datsun pl510
## 20 volkswagen 1131 deluxe sedan
## 21 peugeot 504
## 22 audi 100 ls
## 23 saab 99e
## 24 bmw 2002
## 25 amc gremlin
## 26 ford f250
## 27 chevy c20
## 28 dodge d200
## 29 hi 1200d
## 30 datsun pl510
## 31 chevrolet vega 2300
## 32 toyota corona
## 34 amc gremlin
## 35 plymouth satellite custom
## 36 chevrolet chevelle malibu
## 37 ford torino 500
## 38 amc matador
## 39 chevrolet impala
## 40 pontiac catalina brougham
## 41 ford galaxie 500
## 42 plymouth fury iii
## 43 dodge monaco (sw)
## 44 ford country squire (sw)
## 45 pontiac safari (sw)
## 46 amc hornet sportabout (sw)
## 47 chevrolet vega (sw)
## 48 pontiac firebird
## 49 ford mustang
## 50 mercury capri 2000
## 51 opel 1900
## 52 peugeot 304
## 53 fiat 124b
## 54 toyota corolla 1200
## 55 datsun 1200
## 56 volkswagen model 111
## 57 plymouth cricket
## 58 toyota corona hardtop
## 59 dodge colt hardtop
## 60 volkswagen type 3
## 61 chevrolet vega
## 62 ford pinto runabout
## 63 chevrolet impala
## 64 pontiac catalina
## 65 plymouth fury iii
## 66 ford galaxie 500
## 67 amc ambassador sst
## 68 mercury marquis
## 69 buick lesabre custom
## 70 oldsmobile delta 88 royale
## 71 chrysler newport royal
## 72 mazda rx2 coupe
## 73 amc matador (sw)
## 74 chevrolet chevelle concours (sw)
## 75 ford gran torino (sw)
## 76 plymouth satellite custom (sw)
## 77 volvo 145e (sw)
## 78 volkswagen 411 (sw)
## 79 peugeot 504 (sw)
## 80 renault 12 (sw)
## 81 ford pinto (sw)
## 82 datsun 510 (sw)
## 83 toyouta corona mark ii (sw)
## 84 dodge colt (sw)
## 85 toyota corolla 1600 (sw)
## 86 buick century 350
## 87 amc matador
## 88 chevrolet malibu
## 89 ford gran torino
## 90 dodge coronet custom
## 91 mercury marquis brougham
## 92 chevrolet caprice classic
## 93 ford ltd
## 94 plymouth fury gran sedan
## 95 chrysler new yorker brougham
## 96 buick electra 225 custom
## 97 amc ambassador brougham
## 98 plymouth valiant
## 99 chevrolet nova custom
## 100 amc hornet
## 101 ford maverick
## 102 plymouth duster
## 103 volkswagen super beetle
## 104 chevrolet impala
## 105 ford country
## 106 plymouth custom suburb
## 107 oldsmobile vista cruiser
## 108 amc gremlin
## 109 toyota carina
## 110 chevrolet vega
## 111 datsun 610
## 112 maxda rx3
## 113 ford pinto
## 114 mercury capri v6
## 115 fiat 124 sport coupe
## 116 chevrolet monte carlo s
## 117 pontiac grand prix
## 118 fiat 128
## 119 opel manta
## 120 audi 100ls
## 121 volvo 144ea
## 122 dodge dart custom
## 123 saab 99le
## 124 toyota mark ii
## 125 oldsmobile omega
## 126 plymouth duster
## 128 amc hornet
## 129 chevrolet nova
## 130 datsun b210
## 131 ford pinto
## 132 toyota corolla 1200
## 133 chevrolet vega
## 134 chevrolet chevelle malibu classic
## 135 amc matador
## 136 plymouth satellite sebring
## 137 ford gran torino
## 138 buick century luxus (sw)
## 139 dodge coronet custom (sw)
## 140 ford gran torino (sw)
## 141 amc matador (sw)
## 142 audi fox
## 143 volkswagen dasher
## 144 opel manta
## 145 toyota corona
## 146 datsun 710
## 147 dodge colt
## 148 fiat 128
## 149 fiat 124 tc
## 150 honda civic
## 151 subaru
## 152 fiat x1.9
## 153 plymouth valiant custom
## 154 chevrolet nova
## 155 mercury monarch
## 156 ford maverick
## 157 pontiac catalina
## 158 chevrolet bel air
## 159 plymouth grand fury
## 160 ford ltd
## 161 buick century
## 162 chevroelt chevelle malibu
## 163 amc matador
## 164 plymouth fury
## 165 buick skyhawk
## 166 chevrolet monza 2+2
## 167 ford mustang ii
## 168 toyota corolla
## 169 ford pinto
## 170 amc gremlin
## 171 pontiac astro
## 172 toyota corona
## 173 volkswagen dasher
## 174 datsun 710
## 175 ford pinto
## 176 volkswagen rabbit
## 177 amc pacer
## 178 audi 100ls
## 179 peugeot 504
## 180 volvo 244dl
## 181 saab 99le
## 182 honda civic cvcc
## 183 fiat 131
## 184 opel 1900
## 185 capri ii
## 186 dodge colt
## 187 renault 12tl
## 188 chevrolet chevelle malibu classic
## 189 dodge coronet brougham
## 190 amc matador
## 191 ford gran torino
## 192 plymouth valiant
## 193 chevrolet nova
## 194 ford maverick
## 195 amc hornet
## 196 chevrolet chevette
## 197 chevrolet woody
## 198 vw rabbit
## 199 honda civic
## 200 dodge aspen se
## 201 ford granada ghia
## 202 pontiac ventura sj
## 203 amc pacer d/l
## 204 volkswagen rabbit
## 205 datsun b-210
## 206 toyota corolla
## 207 ford pinto
## 208 volvo 245
## 209 plymouth volare premier v8
## 210 peugeot 504
## 211 toyota mark ii
## 212 mercedes-benz 280s
## 213 cadillac seville
## 214 chevy c10
## 215 ford f108
## 216 dodge d100
## 217 honda accord cvcc
## 218 buick opel isuzu deluxe
## 219 renault 5 gtl
## 220 plymouth arrow gs
## 221 datsun f-10 hatchback
## 222 chevrolet caprice classic
## 223 oldsmobile cutlass supreme
## 224 dodge monaco brougham
## 225 mercury cougar brougham
## 226 chevrolet concours
## 227 buick skylark
## 228 plymouth volare custom
## 229 ford granada
## 230 pontiac grand prix lj
## 231 chevrolet monte carlo landau
## 232 chrysler cordoba
## 233 ford thunderbird
## 234 volkswagen rabbit custom
## 235 pontiac sunbird coupe
## 236 toyota corolla liftback
## 237 ford mustang ii 2+2
## 238 chevrolet chevette
## 239 dodge colt m/m
## 240 subaru dl
## 241 volkswagen dasher
## 242 datsun 810
## 243 bmw 320i
## 244 mazda rx-4
## 245 volkswagen rabbit custom diesel
## 246 ford fiesta
## 247 mazda glc deluxe
## 248 datsun b210 gx
## 249 honda civic cvcc
## 250 oldsmobile cutlass salon brougham
## 251 dodge diplomat
## 252 mercury monarch ghia
## 253 pontiac phoenix lj
## 254 chevrolet malibu
## 255 ford fairmont (auto)
## 256 ford fairmont (man)
## 257 plymouth volare
## 258 amc concord
## 259 buick century special
## 260 mercury zephyr
## 261 dodge aspen
## 262 amc concord d/l
## 263 chevrolet monte carlo landau
## 264 buick regal sport coupe (turbo)
## 265 ford futura
## 266 dodge magnum xe
## 267 chevrolet chevette
## 268 toyota corona
## 269 datsun 510
## 270 dodge omni
## 271 toyota celica gt liftback
## 272 plymouth sapporo
## 273 oldsmobile starfire sx
## 274 datsun 200-sx
## 275 audi 5000
## 276 volvo 264gl
## 277 saab 99gle
## 278 peugeot 604sl
## 279 volkswagen scirocco
## 280 honda accord lx
## 281 pontiac lemans v6
## 282 mercury zephyr 6
## 283 ford fairmont 4
## 284 amc concord dl 6
## 285 dodge aspen 6
## 286 chevrolet caprice classic
## 287 ford ltd landau
## 288 mercury grand marquis
## 289 dodge st. regis
## 290 buick estate wagon (sw)
## 291 ford country squire (sw)
## 292 chevrolet malibu classic (sw)
## 293 chrysler lebaron town @ country (sw)
## 294 vw rabbit custom
## 295 maxda glc deluxe
## 296 dodge colt hatchback custom
## 297 amc spirit dl
## 298 mercedes benz 300d
## 299 cadillac eldorado
## 300 peugeot 504
## 301 oldsmobile cutlass salon brougham
## 302 plymouth horizon
## 303 plymouth horizon tc3
## 304 datsun 210
## 305 fiat strada custom
## 306 buick skylark limited
## 307 chevrolet citation
## 308 oldsmobile omega brougham
## 309 pontiac phoenix
## 310 vw rabbit
## 311 toyota corolla tercel
## 312 chevrolet chevette
## 313 datsun 310
## 314 chevrolet citation
## 315 ford fairmont
## 316 amc concord
## 317 dodge aspen
## 318 audi 4000
## 319 toyota corona liftback
## 320 mazda 626
## 321 datsun 510 hatchback
## 322 toyota corolla
## 323 mazda glc
## 324 dodge colt
## 325 datsun 210
## 326 vw rabbit c (diesel)
## 327 vw dasher (diesel)
## 328 audi 5000s (diesel)
## 329 mercedes-benz 240d
## 330 honda civic 1500 gl
## 332 subaru dl
## 333 vokswagen rabbit
## 334 datsun 280-zx
## 335 mazda rx-7 gs
## 336 triumph tr7 coupe
## 338 honda accord
## 339 plymouth reliant
## 340 buick skylark
## 341 dodge aries wagon (sw)
## 342 chevrolet citation
## 343 plymouth reliant
## 344 toyota starlet
## 345 plymouth champ
## 346 honda civic 1300
## 347 subaru
## 348 datsun 210 mpg
## 349 toyota tercel
## 350 mazda glc 4
## 351 plymouth horizon 4
## 352 ford escort 4w
## 353 ford escort 2h
## 354 volkswagen jetta
## 356 honda prelude
## 357 toyota corolla
## 358 datsun 200sx
## 359 mazda 626
## 360 peugeot 505s turbo diesel
## 361 volvo diesel
## 362 toyota cressida
## 363 datsun 810 maxima
## 364 buick century
## 365 oldsmobile cutlass ls
## 366 ford granada gl
## 367 chrysler lebaron salon
## 368 chevrolet cavalier
## 369 chevrolet cavalier wagon
## 370 chevrolet cavalier 2-door
## 371 pontiac j2000 se hatchback
## 372 dodge aries se
## 373 pontiac phoenix
## 374 ford fairmont futura
## 375 volkswagen rabbit l
## 376 mazda glc custom l
## 377 mazda glc custom
## 378 plymouth horizon miser
## 379 mercury lynx l
## 380 nissan stanza xe
## 381 honda accord
## 382 toyota corolla
## 383 honda civic
## 384 honda civic (auto)
## 385 datsun 310 gx
## 386 buick century limited
## 387 oldsmobile cutlass ciera (diesel)
## 388 chrysler lebaron medallion
## 389 ford granada l
## 390 toyota celica gt
## 391 dodge charger 2.2
## 392 chevrolet camaro
## 393 ford mustang gl
## 394 vw pickup
## 395 dodge rampage
## 396 ford ranger
## 397 chevy s-10str(Auto)## 'data.frame': 392 obs. of 9 variables:
## $ mpg : num 18 15 18 16 17 15 14 14 14 15 ...
## $ cylinders : int 8 8 8 8 8 8 8 8 8 8 ...
## $ displacement: num 307 350 318 304 302 429 454 440 455 390 ...
## $ horsepower : num 130 165 150 150 140 198 220 215 225 190 ...
## $ weight : num 3504 3693 3436 3433 3449 ...
## $ acceleration: num 12 11.5 11 12 10.5 10 9 8.5 10 8.5 ...
## $ year : int 70 70 70 70 70 70 70 70 70 70 ...
## $ origin : int 1 1 1 1 1 1 1 1 1 1 ...
## $ name : chr "chevrolet chevelle malibu" "buick skylark 320" "plymouth satellite" "amc rebel sst" ...
## - attr(*, "na.action")= 'omit' Named int 33 127 331 337 355
## ..- attr(*, "names")= chr "33" "127" "331" "337" ...Qualitative: mpg, cylinders, displacement, horsepower, weight, acceleration, year Quantitative: name, origin
range(Auto$mpg)## [1] 9.0 46.6range(Auto$cylinders)## [1] 3 8range(Auto$displacement)## [1] 68 455range(Auto$horsepower)## [1] 46 230range(Auto$weight)## [1] 1613 5140range(Auto$acceleration)## [1] 8.0 24.8range(Auto$year)## [1] 70 82Range: mpg: 9.0 46.6 cylinders: 3 8 displacement: 68 455 horsepower: 46 230 weight: 1613 5140 acceleration: 8.0 24.8 year: 70 82
mean(Auto$mpg)## [1] 23.44592sd(Auto$mpg)## [1] 7.805007mean(Auto$cylinders)## [1] 5.471939sd(Auto$cylinders)## [1] 1.705783mean(Auto$displacement)## [1] 194.412sd(Auto$displacement)## [1] 104.644mean(Auto$horsepower)## [1] 104.4694sd(Auto$horsepower)## [1] 38.49116mean(Auto$weight)## [1] 2977.584sd(Auto$weight)## [1] 849.4026mean(Auto$acceleration)## [1] 15.54133sd(Auto$acceleration)## [1] 2.758864mean(Auto$year)## [1] 75.97959sd(Auto$year)## [1] 3.683737mpg mean:23.44592
mpg sd:7.805007
cylinders mean:5.471939
cylinders sd:1.705783
displacement mean:194.412
displacement sd: 104.644
horsepower mean:104.4694
horsepower sd:38.49116
weight mean: 2977.584
weight sd:849.4026
acceleration mean:15.54133
acceleration sd: 2.758864
year mean:75.97959
year sd:3.683737
Auto[-10:-85,]## mpg cylinders displacement horsepower weight acceleration year origin
## 1 18.0 8 307 130 3504 12.0 70 1
## 2 15.0 8 350 165 3693 11.5 70 1
## 3 18.0 8 318 150 3436 11.0 70 1
## 4 16.0 8 304 150 3433 12.0 70 1
## 5 17.0 8 302 140 3449 10.5 70 1
## 6 15.0 8 429 198 4341 10.0 70 1
## 7 14.0 8 454 220 4354 9.0 70 1
## 8 14.0 8 440 215 4312 8.5 70 1
## 9 14.0 8 455 225 4425 10.0 70 1
## 87 14.0 8 304 150 3672 11.5 73 1
## 88 13.0 8 350 145 3988 13.0 73 1
## 89 14.0 8 302 137 4042 14.5 73 1
## 90 15.0 8 318 150 3777 12.5 73 1
## 91 12.0 8 429 198 4952 11.5 73 1
## 92 13.0 8 400 150 4464 12.0 73 1
## 93 13.0 8 351 158 4363 13.0 73 1
## 94 14.0 8 318 150 4237 14.5 73 1
## 95 13.0 8 440 215 4735 11.0 73 1
## 96 12.0 8 455 225 4951 11.0 73 1
## 97 13.0 8 360 175 3821 11.0 73 1
## 98 18.0 6 225 105 3121 16.5 73 1
## 99 16.0 6 250 100 3278 18.0 73 1
## 100 18.0 6 232 100 2945 16.0 73 1
## 101 18.0 6 250 88 3021 16.5 73 1
## 102 23.0 6 198 95 2904 16.0 73 1
## 103 26.0 4 97 46 1950 21.0 73 2
## 104 11.0 8 400 150 4997 14.0 73 1
## 105 12.0 8 400 167 4906 12.5 73 1
## 106 13.0 8 360 170 4654 13.0 73 1
## 107 12.0 8 350 180 4499 12.5 73 1
## 108 18.0 6 232 100 2789 15.0 73 1
## 109 20.0 4 97 88 2279 19.0 73 3
## 110 21.0 4 140 72 2401 19.5 73 1
## 111 22.0 4 108 94 2379 16.5 73 3
## 112 18.0 3 70 90 2124 13.5 73 3
## 113 19.0 4 122 85 2310 18.5 73 1
## 114 21.0 6 155 107 2472 14.0 73 1
## 115 26.0 4 98 90 2265 15.5 73 2
## 116 15.0 8 350 145 4082 13.0 73 1
## 117 16.0 8 400 230 4278 9.5 73 1
## 118 29.0 4 68 49 1867 19.5 73 2
## 119 24.0 4 116 75 2158 15.5 73 2
## 120 20.0 4 114 91 2582 14.0 73 2
## 121 19.0 4 121 112 2868 15.5 73 2
## 122 15.0 8 318 150 3399 11.0 73 1
## 123 24.0 4 121 110 2660 14.0 73 2
## 124 20.0 6 156 122 2807 13.5 73 3
## 125 11.0 8 350 180 3664 11.0 73 1
## 126 20.0 6 198 95 3102 16.5 74 1
## 128 19.0 6 232 100 2901 16.0 74 1
## 129 15.0 6 250 100 3336 17.0 74 1
## 130 31.0 4 79 67 1950 19.0 74 3
## 131 26.0 4 122 80 2451 16.5 74 1
## 132 32.0 4 71 65 1836 21.0 74 3
## 133 25.0 4 140 75 2542 17.0 74 1
## 134 16.0 6 250 100 3781 17.0 74 1
## 135 16.0 6 258 110 3632 18.0 74 1
## 136 18.0 6 225 105 3613 16.5 74 1
## 137 16.0 8 302 140 4141 14.0 74 1
## 138 13.0 8 350 150 4699 14.5 74 1
## 139 14.0 8 318 150 4457 13.5 74 1
## 140 14.0 8 302 140 4638 16.0 74 1
## 141 14.0 8 304 150 4257 15.5 74 1
## 142 29.0 4 98 83 2219 16.5 74 2
## 143 26.0 4 79 67 1963 15.5 74 2
## 144 26.0 4 97 78 2300 14.5 74 2
## 145 31.0 4 76 52 1649 16.5 74 3
## 146 32.0 4 83 61 2003 19.0 74 3
## 147 28.0 4 90 75 2125 14.5 74 1
## 148 24.0 4 90 75 2108 15.5 74 2
## 149 26.0 4 116 75 2246 14.0 74 2
## 150 24.0 4 120 97 2489 15.0 74 3
## 151 26.0 4 108 93 2391 15.5 74 3
## 152 31.0 4 79 67 2000 16.0 74 2
## 153 19.0 6 225 95 3264 16.0 75 1
## 154 18.0 6 250 105 3459 16.0 75 1
## 155 15.0 6 250 72 3432 21.0 75 1
## 156 15.0 6 250 72 3158 19.5 75 1
## 157 16.0 8 400 170 4668 11.5 75 1
## 158 15.0 8 350 145 4440 14.0 75 1
## 159 16.0 8 318 150 4498 14.5 75 1
## 160 14.0 8 351 148 4657 13.5 75 1
## 161 17.0 6 231 110 3907 21.0 75 1
## 162 16.0 6 250 105 3897 18.5 75 1
## 163 15.0 6 258 110 3730 19.0 75 1
## 164 18.0 6 225 95 3785 19.0 75 1
## 165 21.0 6 231 110 3039 15.0 75 1
## 166 20.0 8 262 110 3221 13.5 75 1
## 167 13.0 8 302 129 3169 12.0 75 1
## 168 29.0 4 97 75 2171 16.0 75 3
## 169 23.0 4 140 83 2639 17.0 75 1
## 170 20.0 6 232 100 2914 16.0 75 1
## 171 23.0 4 140 78 2592 18.5 75 1
## 172 24.0 4 134 96 2702 13.5 75 3
## 173 25.0 4 90 71 2223 16.5 75 2
## 174 24.0 4 119 97 2545 17.0 75 3
## 175 18.0 6 171 97 2984 14.5 75 1
## 176 29.0 4 90 70 1937 14.0 75 2
## 177 19.0 6 232 90 3211 17.0 75 1
## 178 23.0 4 115 95 2694 15.0 75 2
## 179 23.0 4 120 88 2957 17.0 75 2
## 180 22.0 4 121 98 2945 14.5 75 2
## 181 25.0 4 121 115 2671 13.5 75 2
## 182 33.0 4 91 53 1795 17.5 75 3
## 183 28.0 4 107 86 2464 15.5 76 2
## 184 25.0 4 116 81 2220 16.9 76 2
## 185 25.0 4 140 92 2572 14.9 76 1
## 186 26.0 4 98 79 2255 17.7 76 1
## 187 27.0 4 101 83 2202 15.3 76 2
## 188 17.5 8 305 140 4215 13.0 76 1
## 189 16.0 8 318 150 4190 13.0 76 1
## 190 15.5 8 304 120 3962 13.9 76 1
## 191 14.5 8 351 152 4215 12.8 76 1
## 192 22.0 6 225 100 3233 15.4 76 1
## 193 22.0 6 250 105 3353 14.5 76 1
## 194 24.0 6 200 81 3012 17.6 76 1
## 195 22.5 6 232 90 3085 17.6 76 1
## 196 29.0 4 85 52 2035 22.2 76 1
## 197 24.5 4 98 60 2164 22.1 76 1
## 198 29.0 4 90 70 1937 14.2 76 2
## 199 33.0 4 91 53 1795 17.4 76 3
## 200 20.0 6 225 100 3651 17.7 76 1
## 201 18.0 6 250 78 3574 21.0 76 1
## 202 18.5 6 250 110 3645 16.2 76 1
## 203 17.5 6 258 95 3193 17.8 76 1
## 204 29.5 4 97 71 1825 12.2 76 2
## 205 32.0 4 85 70 1990 17.0 76 3
## 206 28.0 4 97 75 2155 16.4 76 3
## 207 26.5 4 140 72 2565 13.6 76 1
## 208 20.0 4 130 102 3150 15.7 76 2
## 209 13.0 8 318 150 3940 13.2 76 1
## 210 19.0 4 120 88 3270 21.9 76 2
## 211 19.0 6 156 108 2930 15.5 76 3
## 212 16.5 6 168 120 3820 16.7 76 2
## 213 16.5 8 350 180 4380 12.1 76 1
## 214 13.0 8 350 145 4055 12.0 76 1
## 215 13.0 8 302 130 3870 15.0 76 1
## 216 13.0 8 318 150 3755 14.0 76 1
## 217 31.5 4 98 68 2045 18.5 77 3
## 218 30.0 4 111 80 2155 14.8 77 1
## 219 36.0 4 79 58 1825 18.6 77 2
## 220 25.5 4 122 96 2300 15.5 77 1
## 221 33.5 4 85 70 1945 16.8 77 3
## 222 17.5 8 305 145 3880 12.5 77 1
## 223 17.0 8 260 110 4060 19.0 77 1
## 224 15.5 8 318 145 4140 13.7 77 1
## 225 15.0 8 302 130 4295 14.9 77 1
## 226 17.5 6 250 110 3520 16.4 77 1
## 227 20.5 6 231 105 3425 16.9 77 1
## 228 19.0 6 225 100 3630 17.7 77 1
## 229 18.5 6 250 98 3525 19.0 77 1
## 230 16.0 8 400 180 4220 11.1 77 1
## 231 15.5 8 350 170 4165 11.4 77 1
## 232 15.5 8 400 190 4325 12.2 77 1
## 233 16.0 8 351 149 4335 14.5 77 1
## 234 29.0 4 97 78 1940 14.5 77 2
## 235 24.5 4 151 88 2740 16.0 77 1
## 236 26.0 4 97 75 2265 18.2 77 3
## 237 25.5 4 140 89 2755 15.8 77 1
## 238 30.5 4 98 63 2051 17.0 77 1
## 239 33.5 4 98 83 2075 15.9 77 1
## 240 30.0 4 97 67 1985 16.4 77 3
## 241 30.5 4 97 78 2190 14.1 77 2
## 242 22.0 6 146 97 2815 14.5 77 3
## 243 21.5 4 121 110 2600 12.8 77 2
## 244 21.5 3 80 110 2720 13.5 77 3
## 245 43.1 4 90 48 1985 21.5 78 2
## 246 36.1 4 98 66 1800 14.4 78 1
## 247 32.8 4 78 52 1985 19.4 78 3
## 248 39.4 4 85 70 2070 18.6 78 3
## 249 36.1 4 91 60 1800 16.4 78 3
## 250 19.9 8 260 110 3365 15.5 78 1
## 251 19.4 8 318 140 3735 13.2 78 1
## 252 20.2 8 302 139 3570 12.8 78 1
## 253 19.2 6 231 105 3535 19.2 78 1
## 254 20.5 6 200 95 3155 18.2 78 1
## 255 20.2 6 200 85 2965 15.8 78 1
## 256 25.1 4 140 88 2720 15.4 78 1
## 257 20.5 6 225 100 3430 17.2 78 1
## 258 19.4 6 232 90 3210 17.2 78 1
## 259 20.6 6 231 105 3380 15.8 78 1
## 260 20.8 6 200 85 3070 16.7 78 1
## 261 18.6 6 225 110 3620 18.7 78 1
## 262 18.1 6 258 120 3410 15.1 78 1
## 263 19.2 8 305 145 3425 13.2 78 1
## 264 17.7 6 231 165 3445 13.4 78 1
## 265 18.1 8 302 139 3205 11.2 78 1
## 266 17.5 8 318 140 4080 13.7 78 1
## 267 30.0 4 98 68 2155 16.5 78 1
## 268 27.5 4 134 95 2560 14.2 78 3
## 269 27.2 4 119 97 2300 14.7 78 3
## 270 30.9 4 105 75 2230 14.5 78 1
## 271 21.1 4 134 95 2515 14.8 78 3
## 272 23.2 4 156 105 2745 16.7 78 1
## 273 23.8 4 151 85 2855 17.6 78 1
## 274 23.9 4 119 97 2405 14.9 78 3
## 275 20.3 5 131 103 2830 15.9 78 2
## 276 17.0 6 163 125 3140 13.6 78 2
## 277 21.6 4 121 115 2795 15.7 78 2
## 278 16.2 6 163 133 3410 15.8 78 2
## 279 31.5 4 89 71 1990 14.9 78 2
## 280 29.5 4 98 68 2135 16.6 78 3
## 281 21.5 6 231 115 3245 15.4 79 1
## 282 19.8 6 200 85 2990 18.2 79 1
## 283 22.3 4 140 88 2890 17.3 79 1
## 284 20.2 6 232 90 3265 18.2 79 1
## 285 20.6 6 225 110 3360 16.6 79 1
## 286 17.0 8 305 130 3840 15.4 79 1
## 287 17.6 8 302 129 3725 13.4 79 1
## 288 16.5 8 351 138 3955 13.2 79 1
## 289 18.2 8 318 135 3830 15.2 79 1
## 290 16.9 8 350 155 4360 14.9 79 1
## 291 15.5 8 351 142 4054 14.3 79 1
## 292 19.2 8 267 125 3605 15.0 79 1
## 293 18.5 8 360 150 3940 13.0 79 1
## 294 31.9 4 89 71 1925 14.0 79 2
## 295 34.1 4 86 65 1975 15.2 79 3
## 296 35.7 4 98 80 1915 14.4 79 1
## 297 27.4 4 121 80 2670 15.0 79 1
## 298 25.4 5 183 77 3530 20.1 79 2
## 299 23.0 8 350 125 3900 17.4 79 1
## 300 27.2 4 141 71 3190 24.8 79 2
## 301 23.9 8 260 90 3420 22.2 79 1
## 302 34.2 4 105 70 2200 13.2 79 1
## 303 34.5 4 105 70 2150 14.9 79 1
## 304 31.8 4 85 65 2020 19.2 79 3
## 305 37.3 4 91 69 2130 14.7 79 2
## 306 28.4 4 151 90 2670 16.0 79 1
## 307 28.8 6 173 115 2595 11.3 79 1
## 308 26.8 6 173 115 2700 12.9 79 1
## 309 33.5 4 151 90 2556 13.2 79 1
## 310 41.5 4 98 76 2144 14.7 80 2
## 311 38.1 4 89 60 1968 18.8 80 3
## 312 32.1 4 98 70 2120 15.5 80 1
## 313 37.2 4 86 65 2019 16.4 80 3
## 314 28.0 4 151 90 2678 16.5 80 1
## 315 26.4 4 140 88 2870 18.1 80 1
## 316 24.3 4 151 90 3003 20.1 80 1
## 317 19.1 6 225 90 3381 18.7 80 1
## 318 34.3 4 97 78 2188 15.8 80 2
## 319 29.8 4 134 90 2711 15.5 80 3
## 320 31.3 4 120 75 2542 17.5 80 3
## 321 37.0 4 119 92 2434 15.0 80 3
## 322 32.2 4 108 75 2265 15.2 80 3
## 323 46.6 4 86 65 2110 17.9 80 3
## 324 27.9 4 156 105 2800 14.4 80 1
## 325 40.8 4 85 65 2110 19.2 80 3
## 326 44.3 4 90 48 2085 21.7 80 2
## 327 43.4 4 90 48 2335 23.7 80 2
## 328 36.4 5 121 67 2950 19.9 80 2
## 329 30.0 4 146 67 3250 21.8 80 2
## 330 44.6 4 91 67 1850 13.8 80 3
## 332 33.8 4 97 67 2145 18.0 80 3
## 333 29.8 4 89 62 1845 15.3 80 2
## 334 32.7 6 168 132 2910 11.4 80 3
## 335 23.7 3 70 100 2420 12.5 80 3
## 336 35.0 4 122 88 2500 15.1 80 2
## 338 32.4 4 107 72 2290 17.0 80 3
## 339 27.2 4 135 84 2490 15.7 81 1
## 340 26.6 4 151 84 2635 16.4 81 1
## 341 25.8 4 156 92 2620 14.4 81 1
## 342 23.5 6 173 110 2725 12.6 81 1
## 343 30.0 4 135 84 2385 12.9 81 1
## 344 39.1 4 79 58 1755 16.9 81 3
## 345 39.0 4 86 64 1875 16.4 81 1
## 346 35.1 4 81 60 1760 16.1 81 3
## 347 32.3 4 97 67 2065 17.8 81 3
## 348 37.0 4 85 65 1975 19.4 81 3
## 349 37.7 4 89 62 2050 17.3 81 3
## 350 34.1 4 91 68 1985 16.0 81 3
## 351 34.7 4 105 63 2215 14.9 81 1
## 352 34.4 4 98 65 2045 16.2 81 1
## 353 29.9 4 98 65 2380 20.7 81 1
## 354 33.0 4 105 74 2190 14.2 81 2
## 356 33.7 4 107 75 2210 14.4 81 3
## 357 32.4 4 108 75 2350 16.8 81 3
## 358 32.9 4 119 100 2615 14.8 81 3
## 359 31.6 4 120 74 2635 18.3 81 3
## 360 28.1 4 141 80 3230 20.4 81 2
## 361 30.7 6 145 76 3160 19.6 81 2
## 362 25.4 6 168 116 2900 12.6 81 3
## 363 24.2 6 146 120 2930 13.8 81 3
## 364 22.4 6 231 110 3415 15.8 81 1
## 365 26.6 8 350 105 3725 19.0 81 1
## 366 20.2 6 200 88 3060 17.1 81 1
## 367 17.6 6 225 85 3465 16.6 81 1
## 368 28.0 4 112 88 2605 19.6 82 1
## 369 27.0 4 112 88 2640 18.6 82 1
## 370 34.0 4 112 88 2395 18.0 82 1
## 371 31.0 4 112 85 2575 16.2 82 1
## 372 29.0 4 135 84 2525 16.0 82 1
## 373 27.0 4 151 90 2735 18.0 82 1
## 374 24.0 4 140 92 2865 16.4 82 1
## 375 36.0 4 105 74 1980 15.3 82 2
## 376 37.0 4 91 68 2025 18.2 82 3
## 377 31.0 4 91 68 1970 17.6 82 3
## 378 38.0 4 105 63 2125 14.7 82 1
## 379 36.0 4 98 70 2125 17.3 82 1
## 380 36.0 4 120 88 2160 14.5 82 3
## 381 36.0 4 107 75 2205 14.5 82 3
## 382 34.0 4 108 70 2245 16.9 82 3
## 383 38.0 4 91 67 1965 15.0 82 3
## 384 32.0 4 91 67 1965 15.7 82 3
## 385 38.0 4 91 67 1995 16.2 82 3
## 386 25.0 6 181 110 2945 16.4 82 1
## 387 38.0 6 262 85 3015 17.0 82 1
## 388 26.0 4 156 92 2585 14.5 82 1
## 389 22.0 6 232 112 2835 14.7 82 1
## 390 32.0 4 144 96 2665 13.9 82 3
## 391 36.0 4 135 84 2370 13.0 82 1
## 392 27.0 4 151 90 2950 17.3 82 1
## 393 27.0 4 140 86 2790 15.6 82 1
## 394 44.0 4 97 52 2130 24.6 82 2
## 395 32.0 4 135 84 2295 11.6 82 1
## 396 28.0 4 120 79 2625 18.6 82 1
## 397 31.0 4 119 82 2720 19.4 82 1
## name
## 1 chevrolet chevelle malibu
## 2 buick skylark 320
## 3 plymouth satellite
## 4 amc rebel sst
## 5 ford torino
## 6 ford galaxie 500
## 7 chevrolet impala
## 8 plymouth fury iii
## 9 pontiac catalina
## 87 amc matador
## 88 chevrolet malibu
## 89 ford gran torino
## 90 dodge coronet custom
## 91 mercury marquis brougham
## 92 chevrolet caprice classic
## 93 ford ltd
## 94 plymouth fury gran sedan
## 95 chrysler new yorker brougham
## 96 buick electra 225 custom
## 97 amc ambassador brougham
## 98 plymouth valiant
## 99 chevrolet nova custom
## 100 amc hornet
## 101 ford maverick
## 102 plymouth duster
## 103 volkswagen super beetle
## 104 chevrolet impala
## 105 ford country
## 106 plymouth custom suburb
## 107 oldsmobile vista cruiser
## 108 amc gremlin
## 109 toyota carina
## 110 chevrolet vega
## 111 datsun 610
## 112 maxda rx3
## 113 ford pinto
## 114 mercury capri v6
## 115 fiat 124 sport coupe
## 116 chevrolet monte carlo s
## 117 pontiac grand prix
## 118 fiat 128
## 119 opel manta
## 120 audi 100ls
## 121 volvo 144ea
## 122 dodge dart custom
## 123 saab 99le
## 124 toyota mark ii
## 125 oldsmobile omega
## 126 plymouth duster
## 128 amc hornet
## 129 chevrolet nova
## 130 datsun b210
## 131 ford pinto
## 132 toyota corolla 1200
## 133 chevrolet vega
## 134 chevrolet chevelle malibu classic
## 135 amc matador
## 136 plymouth satellite sebring
## 137 ford gran torino
## 138 buick century luxus (sw)
## 139 dodge coronet custom (sw)
## 140 ford gran torino (sw)
## 141 amc matador (sw)
## 142 audi fox
## 143 volkswagen dasher
## 144 opel manta
## 145 toyota corona
## 146 datsun 710
## 147 dodge colt
## 148 fiat 128
## 149 fiat 124 tc
## 150 honda civic
## 151 subaru
## 152 fiat x1.9
## 153 plymouth valiant custom
## 154 chevrolet nova
## 155 mercury monarch
## 156 ford maverick
## 157 pontiac catalina
## 158 chevrolet bel air
## 159 plymouth grand fury
## 160 ford ltd
## 161 buick century
## 162 chevroelt chevelle malibu
## 163 amc matador
## 164 plymouth fury
## 165 buick skyhawk
## 166 chevrolet monza 2+2
## 167 ford mustang ii
## 168 toyota corolla
## 169 ford pinto
## 170 amc gremlin
## 171 pontiac astro
## 172 toyota corona
## 173 volkswagen dasher
## 174 datsun 710
## 175 ford pinto
## 176 volkswagen rabbit
## 177 amc pacer
## 178 audi 100ls
## 179 peugeot 504
## 180 volvo 244dl
## 181 saab 99le
## 182 honda civic cvcc
## 183 fiat 131
## 184 opel 1900
## 185 capri ii
## 186 dodge colt
## 187 renault 12tl
## 188 chevrolet chevelle malibu classic
## 189 dodge coronet brougham
## 190 amc matador
## 191 ford gran torino
## 192 plymouth valiant
## 193 chevrolet nova
## 194 ford maverick
## 195 amc hornet
## 196 chevrolet chevette
## 197 chevrolet woody
## 198 vw rabbit
## 199 honda civic
## 200 dodge aspen se
## 201 ford granada ghia
## 202 pontiac ventura sj
## 203 amc pacer d/l
## 204 volkswagen rabbit
## 205 datsun b-210
## 206 toyota corolla
## 207 ford pinto
## 208 volvo 245
## 209 plymouth volare premier v8
## 210 peugeot 504
## 211 toyota mark ii
## 212 mercedes-benz 280s
## 213 cadillac seville
## 214 chevy c10
## 215 ford f108
## 216 dodge d100
## 217 honda accord cvcc
## 218 buick opel isuzu deluxe
## 219 renault 5 gtl
## 220 plymouth arrow gs
## 221 datsun f-10 hatchback
## 222 chevrolet caprice classic
## 223 oldsmobile cutlass supreme
## 224 dodge monaco brougham
## 225 mercury cougar brougham
## 226 chevrolet concours
## 227 buick skylark
## 228 plymouth volare custom
## 229 ford granada
## 230 pontiac grand prix lj
## 231 chevrolet monte carlo landau
## 232 chrysler cordoba
## 233 ford thunderbird
## 234 volkswagen rabbit custom
## 235 pontiac sunbird coupe
## 236 toyota corolla liftback
## 237 ford mustang ii 2+2
## 238 chevrolet chevette
## 239 dodge colt m/m
## 240 subaru dl
## 241 volkswagen dasher
## 242 datsun 810
## 243 bmw 320i
## 244 mazda rx-4
## 245 volkswagen rabbit custom diesel
## 246 ford fiesta
## 247 mazda glc deluxe
## 248 datsun b210 gx
## 249 honda civic cvcc
## 250 oldsmobile cutlass salon brougham
## 251 dodge diplomat
## 252 mercury monarch ghia
## 253 pontiac phoenix lj
## 254 chevrolet malibu
## 255 ford fairmont (auto)
## 256 ford fairmont (man)
## 257 plymouth volare
## 258 amc concord
## 259 buick century special
## 260 mercury zephyr
## 261 dodge aspen
## 262 amc concord d/l
## 263 chevrolet monte carlo landau
## 264 buick regal sport coupe (turbo)
## 265 ford futura
## 266 dodge magnum xe
## 267 chevrolet chevette
## 268 toyota corona
## 269 datsun 510
## 270 dodge omni
## 271 toyota celica gt liftback
## 272 plymouth sapporo
## 273 oldsmobile starfire sx
## 274 datsun 200-sx
## 275 audi 5000
## 276 volvo 264gl
## 277 saab 99gle
## 278 peugeot 604sl
## 279 volkswagen scirocco
## 280 honda accord lx
## 281 pontiac lemans v6
## 282 mercury zephyr 6
## 283 ford fairmont 4
## 284 amc concord dl 6
## 285 dodge aspen 6
## 286 chevrolet caprice classic
## 287 ford ltd landau
## 288 mercury grand marquis
## 289 dodge st. regis
## 290 buick estate wagon (sw)
## 291 ford country squire (sw)
## 292 chevrolet malibu classic (sw)
## 293 chrysler lebaron town @ country (sw)
## 294 vw rabbit custom
## 295 maxda glc deluxe
## 296 dodge colt hatchback custom
## 297 amc spirit dl
## 298 mercedes benz 300d
## 299 cadillac eldorado
## 300 peugeot 504
## 301 oldsmobile cutlass salon brougham
## 302 plymouth horizon
## 303 plymouth horizon tc3
## 304 datsun 210
## 305 fiat strada custom
## 306 buick skylark limited
## 307 chevrolet citation
## 308 oldsmobile omega brougham
## 309 pontiac phoenix
## 310 vw rabbit
## 311 toyota corolla tercel
## 312 chevrolet chevette
## 313 datsun 310
## 314 chevrolet citation
## 315 ford fairmont
## 316 amc concord
## 317 dodge aspen
## 318 audi 4000
## 319 toyota corona liftback
## 320 mazda 626
## 321 datsun 510 hatchback
## 322 toyota corolla
## 323 mazda glc
## 324 dodge colt
## 325 datsun 210
## 326 vw rabbit c (diesel)
## 327 vw dasher (diesel)
## 328 audi 5000s (diesel)
## 329 mercedes-benz 240d
## 330 honda civic 1500 gl
## 332 subaru dl
## 333 vokswagen rabbit
## 334 datsun 280-zx
## 335 mazda rx-7 gs
## 336 triumph tr7 coupe
## 338 honda accord
## 339 plymouth reliant
## 340 buick skylark
## 341 dodge aries wagon (sw)
## 342 chevrolet citation
## 343 plymouth reliant
## 344 toyota starlet
## 345 plymouth champ
## 346 honda civic 1300
## 347 subaru
## 348 datsun 210 mpg
## 349 toyota tercel
## 350 mazda glc 4
## 351 plymouth horizon 4
## 352 ford escort 4w
## 353 ford escort 2h
## 354 volkswagen jetta
## 356 honda prelude
## 357 toyota corolla
## 358 datsun 200sx
## 359 mazda 626
## 360 peugeot 505s turbo diesel
## 361 volvo diesel
## 362 toyota cressida
## 363 datsun 810 maxima
## 364 buick century
## 365 oldsmobile cutlass ls
## 366 ford granada gl
## 367 chrysler lebaron salon
## 368 chevrolet cavalier
## 369 chevrolet cavalier wagon
## 370 chevrolet cavalier 2-door
## 371 pontiac j2000 se hatchback
## 372 dodge aries se
## 373 pontiac phoenix
## 374 ford fairmont futura
## 375 volkswagen rabbit l
## 376 mazda glc custom l
## 377 mazda glc custom
## 378 plymouth horizon miser
## 379 mercury lynx l
## 380 nissan stanza xe
## 381 honda accord
## 382 toyota corolla
## 383 honda civic
## 384 honda civic (auto)
## 385 datsun 310 gx
## 386 buick century limited
## 387 oldsmobile cutlass ciera (diesel)
## 388 chrysler lebaron medallion
## 389 ford granada l
## 390 toyota celica gt
## 391 dodge charger 2.2
## 392 chevrolet camaro
## 393 ford mustang gl
## 394 vw pickup
## 395 dodge rampage
## 396 ford ranger
## 397 chevy s-10Auto_2 <- Auto[-10:-85,]
range(Auto_2$mpg)## [1] 11.0 46.6mean(Auto_2$mpg)## [1] 24.40443sd(Auto_2$mpg)## [1] 7.867283range(Auto_2$cylinders)## [1] 3 8mean(Auto_2$cylinders)## [1] 5.373418sd(Auto_2$cylinders)## [1] 1.654179range(Auto_2$displacement)## [1] 68 455mean(Auto_2$displacement)## [1] 187.2405sd(Auto_2$displacement)## [1] 99.67837range(Auto_2$horsepower)## [1] 46 230mean(Auto_2$horsepower)## [1] 100.7215sd(Auto_2$horsepower)## [1] 35.70885range(Auto_2$weight)## [1] 1649 4997mean(Auto_2$weight)## [1] 2935.972sd(Auto_2$weight)## [1] 811.3002range(Auto_2$acceleration)## [1] 8.5 24.8mean(Auto_2$acceleration)## [1] 15.7269sd(Auto_2$accel)## [1] 2.693721range(Auto_2$year)## [1] 70 82mean(Auto_2$year)## [1] 77.14557sd(Auto_2$year)## [1] 3.106217mpg range: 11 46.6
mpg mean: 24.40443
mpg sd: 7.867283
cylinders range: 3 8
cylinders mean:5.373418
cylinders sd:1.654179
displacement range:68 455
displacement mean:197.2405
displacement sd: 99.67837
horsepower range: 46 230
horsepower mean:100.7215
horsepower sd: 35.70885
weight range: 1649 4997
weight mean:2935.972
weight sd:811.3002
acceleration range: 8.5 24.8
acceleration mean:15.7269
acceleration sd:2.693721
year range:70 82
year mean: 77.14557
year sd: 3.106217
pairs(~mpg + displacement+ horsepower + weight + acceleration, Auto)
plot(Auto$horsepower, Auto$mpg)
plot(Auto$weight, Auto$mpg)
The pair plot depicts all the pairwise combinations of variables mpg, displacement, horsepower, weight, and acceleration in Auto. It shows the correlation between each possible vairables pairing.
The second plot shows the correlation between decreased horsepower and increased mpg.
The third plot shows the correlation between decreased weight and increased mpg.
- The above plots suggest that both horsepower and weight may be useful in predicitng mpg. This is because there is a strong correlation with both increasing weight and increasing horsepower and decreasing mpg.
new_hope <- c(460.998, 314.4)
empire_strikes <- c(290.475, 247.900)
return_jedi <- c(309.306, 165.8)
starWars <- matrix(c(new_hope, empire_strikes, return_jedi), nrow = 3, byrow = TRUE)
starWars## [,1] [,2]
## [1,] 460.998 314.4
## [2,] 290.475 247.9
## [3,] 309.306 165.8movies <- c(" A New Hope", "The Empire Strikes Back", "Return of the Jedi")
rownames(starWars) <- movies
#starWars
region <- c("US", "non-US")
#titles <- c("A New Hope", "The Empire Strikes Back", "Return of the Jedi")
colnames(starWars) <- region
#rownames(starWars) <- titles
starWars## US non-US
## A New Hope 460.998 314.4
## The Empire Strikes Back 290.475 247.9
## Return of the Jedi 309.306 165.8worldwide_vector <- rowSums(starWars)
worldwide_vector## A New Hope The Empire Strikes Back Return of the Jedi
## 775.398 538.375 475.106all_wars_matrix <- cbind(starWars, worldwide_vector)
all_wars_matrix## US non-US worldwide_vector
## A New Hope 460.998 314.4 775.398
## The Empire Strikes Back 290.475 247.9 538.375
## Return of the Jedi 309.306 165.8 475.106phantom_menace <- c(474.5, 552.5)
attack_clones <- c(310.7, 338.7)
revenge_sith <- c(380.3, 468.5)
starWars2 <- matrix(c(phantom_menace, attack_clones, revenge_sith), nrow = 3, byrow = TRUE)
starWars2## [,1] [,2]
## [1,] 474.5 552.5
## [2,] 310.7 338.7
## [3,] 380.3 468.5titles2 <- c("The Phantim Menace", "Attack of the Clones", "Revenge of the Sith")
colnames(starWars2) <- region
rownames(starWars2) <- titles2
starWars2## US non-US
## The Phantim Menace 474.5 552.5
## Attack of the Clones 310.7 338.7
## Revenge of the Sith 380.3 468.5worldwide_vector2 <- rowSums(starWars2)
worldwide_vector2## The Phantim Menace Attack of the Clones Revenge of the Sith
## 1027.0 649.4 848.8all_wars_matrix2 <- cbind(starWars2, worldwide_vector2 )
all_wars_matrix2## US non-US worldwide_vector2
## The Phantim Menace 474.5 552.5 1027.0
## Attack of the Clones 310.7 338.7 649.4
## Revenge of the Sith 380.3 468.5 848.8all_Wars_matrix3 <- rbind(starWars, starWars2)
all_Wars_matrix3## US non-US
## A New Hope 460.998 314.4
## The Empire Strikes Back 290.475 247.9
## Return of the Jedi 309.306 165.8
## The Phantim Menace 474.500 552.5
## Attack of the Clones 310.700 338.7
## Revenge of the Sith 380.300 468.5total_Revenue <- colSums(all_Wars_matrix3)
total_Revenue## US non-US
## 2226.279 2087.800College<-read.csv("http://faculty.marshall.usc.edu/gareth-james/ISL/College.csv", header=TRUE)
summary(College)## X Private Apps Accept
## Abilene Christian University: 1 No :212 Min. : 81 Min. : 72
## Adelphi University : 1 Yes:565 1st Qu.: 776 1st Qu.: 604
## Adrian College : 1 Median : 1558 Median : 1110
## Agnes Scott College : 1 Mean : 3002 Mean : 2019
## Alaska Pacific University : 1 3rd Qu.: 3624 3rd Qu.: 2424
## Albertson College : 1 Max. :48094 Max. :26330
## (Other) :771
## Enroll Top10perc Top25perc F.Undergrad
## Min. : 35 Min. : 1.00 Min. : 9.0 Min. : 139
## 1st Qu.: 242 1st Qu.:15.00 1st Qu.: 41.0 1st Qu.: 992
## Median : 434 Median :23.00 Median : 54.0 Median : 1707
## Mean : 780 Mean :27.56 Mean : 55.8 Mean : 3700
## 3rd Qu.: 902 3rd Qu.:35.00 3rd Qu.: 69.0 3rd Qu.: 4005
## Max. :6392 Max. :96.00 Max. :100.0 Max. :31643
##
## P.Undergrad Outstate Room.Board Books
## Min. : 1.0 Min. : 2340 Min. :1780 Min. : 96.0
## 1st Qu.: 95.0 1st Qu.: 7320 1st Qu.:3597 1st Qu.: 470.0
## Median : 353.0 Median : 9990 Median :4200 Median : 500.0
## Mean : 855.3 Mean :10441 Mean :4358 Mean : 549.4
## 3rd Qu.: 967.0 3rd Qu.:12925 3rd Qu.:5050 3rd Qu.: 600.0
## Max. :21836.0 Max. :21700 Max. :8124 Max. :2340.0
##
## Personal PhD Terminal S.F.Ratio
## Min. : 250 Min. : 8.00 Min. : 24.0 Min. : 2.50
## 1st Qu.: 850 1st Qu.: 62.00 1st Qu.: 71.0 1st Qu.:11.50
## Median :1200 Median : 75.00 Median : 82.0 Median :13.60
## Mean :1341 Mean : 72.66 Mean : 79.7 Mean :14.09
## 3rd Qu.:1700 3rd Qu.: 85.00 3rd Qu.: 92.0 3rd Qu.:16.50
## Max. :6800 Max. :103.00 Max. :100.0 Max. :39.80
##
## perc.alumni Expend Grad.Rate
## Min. : 0.00 Min. : 3186 Min. : 10.00
## 1st Qu.:13.00 1st Qu.: 6751 1st Qu.: 53.00
## Median :21.00 Median : 8377 Median : 65.00
## Mean :22.74 Mean : 9660 Mean : 65.46
## 3rd Qu.:31.00 3rd Qu.:10830 3rd Qu.: 78.00
## Max. :64.00 Max. :56233 Max. :118.00
## #View(College)
rownames(College) <- College[,1]
#View(College)
College <- College[,-1]
#View(College)summary(College)## Private Apps Accept Enroll Top10perc
## No :212 Min. : 81 Min. : 72 Min. : 35 Min. : 1.00
## Yes:565 1st Qu.: 776 1st Qu.: 604 1st Qu.: 242 1st Qu.:15.00
## Median : 1558 Median : 1110 Median : 434 Median :23.00
## Mean : 3002 Mean : 2019 Mean : 780 Mean :27.56
## 3rd Qu.: 3624 3rd Qu.: 2424 3rd Qu.: 902 3rd Qu.:35.00
## Max. :48094 Max. :26330 Max. :6392 Max. :96.00
## Top25perc F.Undergrad P.Undergrad Outstate
## Min. : 9.0 Min. : 139 Min. : 1.0 Min. : 2340
## 1st Qu.: 41.0 1st Qu.: 992 1st Qu.: 95.0 1st Qu.: 7320
## Median : 54.0 Median : 1707 Median : 353.0 Median : 9990
## Mean : 55.8 Mean : 3700 Mean : 855.3 Mean :10441
## 3rd Qu.: 69.0 3rd Qu.: 4005 3rd Qu.: 967.0 3rd Qu.:12925
## Max. :100.0 Max. :31643 Max. :21836.0 Max. :21700
## Room.Board Books Personal PhD
## Min. :1780 Min. : 96.0 Min. : 250 Min. : 8.00
## 1st Qu.:3597 1st Qu.: 470.0 1st Qu.: 850 1st Qu.: 62.00
## Median :4200 Median : 500.0 Median :1200 Median : 75.00
## Mean :4358 Mean : 549.4 Mean :1341 Mean : 72.66
## 3rd Qu.:5050 3rd Qu.: 600.0 3rd Qu.:1700 3rd Qu.: 85.00
## Max. :8124 Max. :2340.0 Max. :6800 Max. :103.00
## Terminal S.F.Ratio perc.alumni Expend
## Min. : 24.0 Min. : 2.50 Min. : 0.00 Min. : 3186
## 1st Qu.: 71.0 1st Qu.:11.50 1st Qu.:13.00 1st Qu.: 6751
## Median : 82.0 Median :13.60 Median :21.00 Median : 8377
## Mean : 79.7 Mean :14.09 Mean :22.74 Mean : 9660
## 3rd Qu.: 92.0 3rd Qu.:16.50 3rd Qu.:31.00 3rd Qu.:10830
## Max. :100.0 Max. :39.80 Max. :64.00 Max. :56233
## Grad.Rate
## Min. : 10.00
## 1st Qu.: 53.00
## Median : 65.00
## Mean : 65.46
## 3rd Qu.: 78.00
## Max. :118.00pairs(College[, 1:10])
pairs(College)
College[,1:10]## Private Apps Accept Enroll
## Abilene Christian University Yes 1660 1232 721
## Adelphi University Yes 2186 1924 512
## Adrian College Yes 1428 1097 336
## Agnes Scott College Yes 417 349 137
## Alaska Pacific University Yes 193 146 55
## Albertson College Yes 587 479 158
## Albertus Magnus College Yes 353 340 103
## Albion College Yes 1899 1720 489
## Albright College Yes 1038 839 227
## Alderson-Broaddus College Yes 582 498 172
## Alfred University Yes 1732 1425 472
## Allegheny College Yes 2652 1900 484
## Allentown Coll. of St. Francis de Sales Yes 1179 780 290
## Alma College Yes 1267 1080 385
## Alverno College Yes 494 313 157
## American International College Yes 1420 1093 220
## Amherst College Yes 4302 992 418
## Anderson University Yes 1216 908 423
## Andrews University Yes 1130 704 322
## Angelo State University No 3540 2001 1016
## Antioch University Yes 713 661 252
## Appalachian State University No 7313 4664 1910
## Aquinas College Yes 619 516 219
## Arizona State University Main campus No 12809 10308 3761
## Arkansas College (Lyon College) Yes 708 334 166
## Arkansas Tech University No 1734 1729 951
## Assumption College Yes 2135 1700 491
## Auburn University-Main Campus No 7548 6791 3070
## Augsburg College Yes 662 513 257
## Augustana College IL Yes 1879 1658 497
## Augustana College Yes 761 725 306
## Austin College Yes 948 798 295
## Averett College Yes 627 556 172
## Baker University Yes 602 483 206
## Baldwin-Wallace College Yes 1690 1366 662
## Barat College Yes 261 192 111
## Bard College Yes 1910 838 285
## Barnard College Yes 2496 1402 531
## Barry University Yes 990 784 279
## Baylor University Yes 6075 5349 2367
## Beaver College Yes 1163 850 348
## Bellarmine College Yes 807 707 308
## Belmont Abbey College Yes 632 494 129
## Belmont University Yes 1220 974 481
## Beloit College Yes 1320 923 284
## Bemidji State University No 1208 877 546
## Benedictine College Yes 632 620 222
## Bennington College Yes 519 327 114
## Bentley College Yes 3466 2330 640
## Berry College Yes 1858 1221 480
## Bethany College Yes 878 816 200
## Bethel College KS Yes 202 184 122
## Bethel College Yes 502 384 104
## Bethune Cookman College Yes 1646 1150 542
## Birmingham-Southern College Yes 805 588 287
## Blackburn College Yes 500 336 156
## Bloomsburg Univ. of Pennsylvania No 6773 3028 1025
## Bluefield College Yes 377 358 181
## Bluffton College Yes 692 514 209
## Boston University Yes 20192 13007 3810
## Bowdoin College Yes 3356 1019 418
## Bowling Green State University No 9251 7333 3076
## Bradford College Yes 443 330 151
## Bradley University Yes 3767 3414 1061
## Brandeis University Yes 4186 2743 740
## Brenau University Yes 367 274 158
## Brewton-Parker College Yes 1436 1228 1202
## Briar Cliff College Yes 392 351 155
## Bridgewater College Yes 838 673 292
## Brigham Young University at Provo Yes 7365 5402 4615
## Brown University Yes 12586 3239 1462
## Bryn Mawr College Yes 1465 810 313
## Bucknell University Yes 6548 3813 862
## Buena Vista College Yes 860 688 285
## Butler University Yes 2362 2037 700
## Cabrini College Yes 599 494 224
## Caldwell College Yes 1011 604 213
## California Lutheran University Yes 563 247 247
## California Polytechnic-San Luis No 7811 3817 1650
## California State University at Fresno No 4540 3294 1483
## Calvin College Yes 1784 1512 913
## Campbell University Yes 2087 1339 657
## Campbellsville College Yes 848 587 298
## Canisius College Yes 2853 2193 753
## Capital University Yes 1747 1382 449
## Capitol College Yes 100 90 35
## Carleton College Yes 2694 1579 489
## Carnegie Mellon University Yes 8728 5201 1191
## Carroll College Yes 1160 991 352
## Carson-Newman College Yes 1096 951 464
## Carthage College Yes 1616 1427 434
## Case Western Reserve University Yes 3877 3156 713
## Castleton State College No 1257 940 363
## Catawba College Yes 1083 880 291
## Catholic University of America Yes 1754 1465 505
## Cazenovia College Yes 3847 3433 527
## Cedar Crest College Yes 776 607 198
## Cedarville College Yes 1307 1090 616
## Centenary College Yes 369 312 90
## Centenary College of Louisiana Yes 495 434 210
## Center for Creative Studies Yes 601 396 203
## Central College Yes 1283 1113 401
## Central Connecticut State University No 4158 2532 902
## Central Missouri State University No 4681 4101 1436
## Central Washington University No 2785 2011 1007
## Central Wesleyan College Yes 174 146 88
## Centre College Yes 1013 888 288
## Chapman University Yes 959 771 351
## Chatham College Yes 212 197 91
## Chestnut Hill College Yes 342 254 126
## Christendom College Yes 81 72 51
## Christian Brothers University Yes 880 520 224
## Christopher Newport University No 883 766 428
## Claflin College Yes 1196 697 499
## Claremont McKenna College Yes 1860 767 227
## Clark University Yes 2887 2059 457
## Clarke College Yes 460 340 167
## Clarkson University Yes 2174 1953 557
## Clemson University No 8065 5257 2301
## Clinch Valley Coll. of the Univ. of Virginia No 689 561 250
## Coe College Yes 1006 742 275
## Coker College Yes 604 452 295
## Colby College Yes 2848 1319 456
## Colgate University Yes 4856 2492 727
## College Misericordia Yes 1432 888 317
## College of Charleston No 4772 3140 1265
## College of Mount St. Joseph Yes 798 620 238
## College of Mount St. Vincent Yes 946 648 177
## College of Notre Dame Yes 344 264 97
## College of Notre Dame of Maryland Yes 457 356 177
## College of Saint Benedict Yes 938 864 511
## College of Saint Catherine Yes 511 411 186
## College of Saint Elizabeth Yes 444 359 122
## College of Saint Rose Yes 983 664 249
## College of Santa Fe Yes 546 447 189
## College of St. Joseph Yes 141 118 55
## College of St. Scholastica Yes 672 596 278
## College of the Holy Cross Yes 2994 1691 659
## College of William and Mary No 7117 3106 1217
## College of Wooster Yes 2100 1883 553
## Colorado College Yes 3207 1577 490
## Colorado State University No 9478 6312 2194
## Columbia College MO Yes 314 158 132
## Columbia College Yes 737 614 242
## Columbia University Yes 6756 1930 871
## Concordia College at St. Paul Yes 281 266 139
## Concordia Lutheran College Yes 232 216 106
## Concordia University CA Yes 688 497 144
## Concordia University Yes 528 403 186
## Connecticut College Yes 3035 1546 438
## Converse College Yes 440 407 149
## Cornell College Yes 1538 1329 383
## Creighton University Yes 2967 2836 876
## Culver-Stockton College Yes 1576 1110 274
## Cumberland College Yes 995 789 398
## D'Youville College Yes 866 619 157
## Dana College Yes 504 482 185
## Daniel Webster College Yes 585 508 153
## Dartmouth College Yes 8587 2273 1087
## Davidson College Yes 2373 956 452
## Defiance College Yes 571 461 174
## Delta State University No 967 945 459
## Denison University Yes 2762 2279 533
## DePauw University Yes 1994 1656 495
## Dickinson College Yes 3014 2539 487
## Dickinson State University No 434 412 319
## Dillard University Yes 1998 1376 651
## Doane College Yes 793 709 244
## Dominican College of Blauvelt Yes 360 329 108
## Dordt College Yes 604 562 328
## Dowling College Yes 1011 829 410
## Drake University Yes 2799 2573 839
## Drew University Yes 2153 1580 321
## Drury College Yes 700 650 314
## Duke University Yes 13789 3893 1583
## Earlham College Yes 1358 1006 274
## East Carolina University No 9274 6362 2435
## East Tennessee State University No 3330 2730 1303
## East Texas Baptist University Yes 379 341 265
## Eastern College Yes 458 369 165
## Eastern Connecticut State University No 2172 1493 564
## Eastern Illinois University No 5597 4253 1565
## Eastern Mennonite College Yes 486 440 227
## Eastern Nazarene College Yes 516 409 200
## Eckerd College Yes 1422 1109 366
## Elizabethtown College Yes 2417 1843 426
## Elmira College Yes 1457 1045 345
## Elms College Yes 245 208 125
## Elon College Yes 3624 2786 858
## Embry Riddle Aeronautical University Yes 3151 2584 958
## Emory & Henry College Yes 765 646 226
## Emory University Yes 8506 4168 1236
## Emporia State University No 1256 1256 853
## Erskine College Yes 659 557 167
## Eureka College Yes 560 454 113
## Evergreen State College No 1801 1101 438
## Fairfield University Yes 4784 3346 781
## Fayetteville State University No 1455 1064 452
## Ferrum College Yes 1339 1107 336
## Flagler College Yes 1415 714 338
## Florida Institute of Technology Yes 1947 1580 523
## Florida International University No 3306 2079 1071
## Florida Southern College Yes 1381 1040 374
## Florida State University No 11651 8683 3023
## Fontbonne College Yes 291 245 126
## Fordham University Yes 4200 2874 942
## Fort Lewis College No 3440 2823 1123
## Francis Marion University No 1801 1655 819
## Franciscan University of Steubenville Yes 553 452 228
## Franklin College Yes 804 632 281
## Franklin Pierce College Yes 5187 4471 446
## Freed-Hardeman University Yes 895 548 314
## Fresno Pacific College Yes 346 274 146
## Furman University Yes 2161 1951 685
## Gannon University Yes 2464 1908 678
## Gardner Webb University Yes 1110 930 332
## Geneva College Yes 668 534 237
## George Fox College Yes 809 726 294
## George Mason University No 5653 4326 1727
## George Washington University Yes 7875 5062 1492
## Georgetown College Yes 727 693 286
## Georgetown University Yes 11115 2881 1390
## Georgia Institute of Technology No 7837 4527 2276
## Georgia State University No 3793 2341 1238
## Georgian Court College Yes 348 281 127
## Gettysburg College Yes 3596 2466 575
## Goldey Beacom College Yes 633 468 284
## Gonzaga University Yes 1886 1524 526
## Gordon College Yes 674 565 282
## Goshen College Yes 440 396 221
## Goucher College Yes 1151 813 248
## Grace College and Seminary Yes 548 428 167
## Graceland College Yes 555 414 242
## Grand Valley State University No 5165 3887 1561
## Green Mountain College Yes 780 628 198
## Greensboro College Yes 608 494 176
## Greenville College Yes 510 387 194
## Grinnell College Yes 2039 1389 432
## Grove City College Yes 2491 1110 573
## Guilford College Yes 1202 1054 326
## Gustavus Adolphus College Yes 1709 1385 634
## Gwynedd Mercy College Yes 380 237 104
## Hamilton College Yes 3140 1783 454
## Hamline University Yes 1006 825 328
## Hampden - Sydney College Yes 817 644 307
## Hampton University Yes 7178 3755 1433
## Hanover College Yes 1006 837 317
## Hardin-Simmons University Yes 467 424 350
## Harding University Yes 1721 1068 806
## Hartwick College Yes 2083 1725 430
## Harvard University Yes 13865 2165 1606
## Harvey Mudd College Yes 1377 572 178
## Hastings College Yes 817 708 262
## Hendrix College Yes 823 721 274
## Hillsdale College Yes 920 745 347
## Hiram College Yes 922 729 244
## Hobart and William Smith Colleges Yes 2688 2081 500
## Hofstra University Yes 7428 5860 1349
## Hollins College Yes 602 498 215
## Hood College Yes 699 565 176
## Hope College Yes 1712 1483 624
## Houghton College Yes 949 786 302
## Huntingdon College Yes 608 520 127
## Huntington College Yes 450 430 125
## Huron University Yes 600 197 124
## Husson College Yes 723 652 361
## Illinois Benedictine College Yes 607 558 269
## Illinois College Yes 894 787 262
## Illinois Institute of Technology Yes 1756 1360 478
## Illinois State University No 8681 6695 2408
## Illinois Wesleyan University Yes 3050 1342 471
## Immaculata College Yes 268 253 103
## Incarnate Word College Yes 1163 927 386
## Indiana State University No 5659 4761 3147
## Indiana University at Bloomington No 16587 13243 5873
## Indiana Wesleyan University Yes 735 423 366
## Iona College Yes 4892 3530 913
## Iowa State University No 8427 7424 3441
## Ithaca College Yes 7259 5526 1368
## James Madison University No 11223 5285 2082
## Jamestown College Yes 472 410 262
## Jersey City State College No 2957 1423 691
## John Brown University Yes 605 405 284
## John Carroll University Yes 2421 2109 820
## Johns Hopkins University Yes 8474 3446 911
## Johnson State College No 833 669 279
## Judson College Yes 313 228 137
## Juniata College Yes 1005 859 298
## Kansas State University No 5880 4075 2833
## Kansas Wesleyan University Yes 589 575 148
## Keene State College No 3121 2446 822
## Kentucky Wesleyan College Yes 584 497 175
## Kenyon College Yes 2212 1538 408
## Keuka College Yes 461 381 174
## King's College Yes 1456 1053 381
## King College Yes 355 300 142
## Knox College Yes 1040 845 286
## La Roche College Yes 361 321 185
## La Salle University Yes 2929 1834 622
## Lafayette College Yes 4010 2402 572
## LaGrange College Yes 544 399 177
## Lake Forest College Yes 979 638 271
## Lakeland College Yes 497 452 231
## Lamar University No 2336 1725 1043
## Lambuth University Yes 831 538 224
## Lander University No 1166 1009 510
## Lawrence University Yes 1243 947 324
## Le Moyne College Yes 1470 1199 425
## Lebanon Valley College Yes 1386 1060 320
## Lehigh University Yes 6397 4304 1092
## Lenoir-Rhyne College Yes 979 743 259
## Lesley College Yes 244 198 82
## LeTourneau University Yes 477 417 204
## Lewis and Clark College Yes 2774 2092 482
## Lewis University Yes 1154 1050 395
## Lincoln Memorial University Yes 787 562 363
## Lincoln University No 1660 1091 326
## Lindenwood College Yes 810 484 356
## Linfield College Yes 1561 1188 458
## Livingstone College Yes 900 473 217
## Lock Haven University of Pennsylvania No 3570 2215 651
## Longwood College No 2747 1870 724
## Loras College Yes 1641 1283 527
## Louisiana College Yes 2013 1053 212
## Louisiana State University at Baton Rouge No 5996 4993 3079
## Louisiana Tech University No 2397 2144 1525
## Loyola College Yes 4076 3137 738
## Loyola Marymount University Yes 3768 2662 753
## Loyola University Yes 1891 1698 719
## Loyola University Chicago Yes 3579 2959 868
## Luther College Yes 1549 1392 587
## Lycoming College Yes 1286 1005 363
## Lynchburg College Yes 1756 1500 366
## Lyndon State College No 535 502 223
## Macalester College Yes 2939 1496 452
## MacMurray College Yes 740 558 177
## Malone College Yes 874 758 428
## Manchester College Yes 1004 802 239
## Manhattan College Yes 2432 1730 563
## Manhattanville College Yes 962 750 212
## Mankato State University No 3073 2672 1547
## Marian College of Fond du Lac Yes 824 670 337
## Marietta College Yes 1611 960 342
## Marist College Yes 4731 3171 830
## Marquette University Yes 5152 4600 1685
## Marshall University Yes 4226 3666 2007
## Mary Baldwin College Yes 499 441 199
## Mary Washington College No 4350 2178 756
## Marymount College Tarrytown Yes 478 327 117
## Marymount Manhattan College Yes 695 535 239
## Marymount University Yes 941 772 214
## Maryville College Yes 1464 888 176
## Maryville University Yes 549 397 169
## Marywood College Yes 1107 859 323
## Massachusetts Institute of Technology Yes 6411 2140 1078
## Mayville State University No 233 233 153
## McKendree College Yes 1002 555 119
## McMurry University Yes 578 411 187
## McPherson College Yes 420 293 93
## Mercer University Yes 2286 1668 564
## Mercyhurst College Yes 1557 1074 397
## Meredith College Yes 857 772 376
## Merrimack College Yes 1981 1541 514
## Mesa State College No 1584 1456 891
## Messiah College Yes 1742 1382 607
## Miami University at Oxford No 9239 7788 3290
## Michigan State University No 18114 15096 6180
## Michigan Technological University No 2618 2288 1032
## MidAmerica Nazarene College Yes 331 331 225
## Millersville University of Penn. No 6011 3075 960
## Milligan College Yes 610 461 189
## Millikin University Yes 1444 1261 456
## Millsaps College Yes 905 834 319
## Milwaukee School of Engineering Yes 1217 1088 496
## Mississippi College Yes 594 385 307
## Mississippi State University No 4255 3277 1609
## Mississippi University for Women No 480 405 380
## Missouri Southern State College No 1576 1326 913
## Missouri Valley College Yes 1310 983 316
## Monmouth College IL Yes 601 503 204
## Monmouth College Yes 2707 1881 478
## Montana College of Mineral Sci. & Tech. No 572 544 320
## Montana State University No 3500 2836 1779
## Montclair State University No 5220 2128 865
## Montreat-Anderson College Yes 263 223 103
## Moorhead State University No 2442 2164 1189
## Moravian College Yes 1232 955 303
## Morehouse College Yes 3708 1678 722
## Morningside College Yes 586 533 239
## Morris College Yes 882 730 330
## Mount Holyoke College Yes 1800 1314 526
## Mount Marty College Yes 279 276 126
## Mount Mary College Yes 235 217 121
## Mount Mercy College Yes 368 317 159
## Mount Saint Clare College Yes 325 284 95
## Mount Saint Mary's College Yes 1321 1159 328
## Mount Saint Mary College Yes 1170 695 238
## Mount St. Mary's College Yes 657 537 113
## Mount Union College Yes 1310 1086 458
## Mount Vernon Nazarene College Yes 510 485 334
## Muhlenberg College Yes 2519 1836 462
## Murray State University No 2225 1910 1190
## Muskingum College Yes 1109 922 375
## National-Louis University Yes 513 347 279
## Nazareth College of Rochester Yes 947 798 266
## New Jersey Institute of Technology No 1879 1216 483
## New Mexico Institute of Mining and Tech. No 787 601 233
## New York University Yes 13594 7244 2505
## Newberry College Yes 872 722 154
## Niagara University Yes 2220 1796 467
## North Adams State College No 1563 1005 240
## North Carolina A. & T. State University No 4809 3089 1429
## North Carolina State University at Raleigh No 10634 7064 3176
## North Carolina Wesleyan College Yes 812 689 195
## North Central College Yes 1127 884 308
## North Dakota State University No 2968 2297 1610
## North Park College Yes 465 361 176
## Northeast Missouri State University No 6040 4577 1620
## Northeastern University Yes 11901 8492 2517
## Northern Arizona University No 5891 4931 1973
## Northern Illinois University No 10706 7219 2397
## Northwest Missouri State University No 2729 2535 1257
## Northwest Nazarene College Yes 616 514 385
## Northwestern College Yes 860 811 366
## Northwestern University Yes 12289 5200 1902
## Norwich University Yes 1743 1625 626
## Notre Dame College Yes 379 324 107
## Oakland University No 3041 2581 1173
## Oberlin College Yes 4778 2767 678
## Occidental College Yes 2324 1319 370
## Oglethorpe University Yes 792 649 186
## Ohio Northern University Yes 2936 2342 669
## Ohio University No 11023 8298 3183
## Ohio Wesleyan University Yes 2190 1700 458
## Oklahoma Baptist University Yes 758 681 484
## Oklahoma Christian University Yes 776 765 351
## Oklahoma State University No 4522 3913 2181
## Otterbein College Yes 1496 1205 428
## Ouachita Baptist University Yes 910 773 450
## Our Lady of the Lake University Yes 2308 1336 295
## Pace University Yes 8256 3750 1522
## Pacific Lutheran University Yes 1603 1392 504
## Pacific Union College Yes 940 668 385
## Pacific University Yes 943 849 288
## Pembroke State University No 944 774 440
## Pennsylvania State Univ. Main Campus No 19315 10344 3450
## Pepperdine University Yes 3821 2037 680
## Peru State College No 701 501 458
## Pfeiffer College Yes 838 651 159
## Philadelphia Coll. of Textiles and Sci. Yes 1538 1259 468
## Phillips University Yes 692 576 174
## Piedmont College Yes 663 562 127
## Pikeville College Yes 404 400 169
## Pitzer College Yes 1133 630 220
## Point Loma Nazarene College Yes 809 687 428
## Point Park College Yes 875 744 207
## Polytechnic University Yes 1132 847 302
## Prairie View A. and M. University No 2405 2234 1061
## Presbyterian College Yes 1082 832 302
## Princeton University Yes 13218 2042 1153
## Providence College Yes 5139 3346 973
## Purdue University at West Lafayette No 21804 18744 5874
## Queens College Yes 516 392 154
## Quincy University Yes 1025 707 297
## Quinnipiac College Yes 3712 2153 806
## Radford University No 5702 4894 1742
## Ramapo College of New Jersey No 2088 957 362
## Randolph-Macon College Yes 1771 1325 306
## Randolph-Macon Woman's College Yes 696 616 169
## Reed College Yes 1966 1436 327
## Regis College Yes 427 385 143
## Rensselaer Polytechnic Institute Yes 4996 4165 936
## Rhodes College Yes 2302 1831 391
## Rider University Yes 3586 2424 730
## Ripon College Yes 587 501 211
## Rivier College Yes 484 386 141
## Roanoke College Yes 2227 1790 437
## Rockhurst College Yes 935 858 345
## Rocky Mountain College Yes 560 392 270
## Roger Williams University Yes 3304 2804 679
## Rollins College Yes 1777 1151 382
## Rosary College Yes 434 321 141
## Rowan College of New Jersey No 3820 1431 695
## Rutgers at New Brunswick No 48094 26330 4520
## Rutgers State University at Camden No 3366 1752 232
## Rutgers State University at Newark No 5785 2690 499
## Sacred Heart University Yes 2307 1896 509
## Saint Ambrose University Yes 897 718 276
## Saint Anselm College Yes 2095 1553 514
## Saint Cloud State University No 3971 3306 1921
## Saint Francis College IN Yes 213 166 85
## Saint Francis College Yes 1046 824 284
## Saint John's University Yes 933 800 444
## Saint Joseph's College IN Yes 920 684 225
## Saint Joseph's College Yes 833 682 217
## Saint Joseph's University Yes 2519 2003 776
## Saint Joseph College Yes 292 241 96
## Saint Louis University Yes 3294 2855 956
## Saint Mary's College Yes 888 734 393
## Saint Mary's College of Minnesota Yes 876 802 367
## Saint Mary-of-the-Woods College Yes 150 130 88
## Saint Michael's College Yes 1910 1380 463
## Saint Olaf College Yes 2248 1673 745
## Saint Peter's College Yes 1606 1413 530
## Saint Vincent College Yes 700 595 278
## Saint Xavier University Yes 785 647 295
## Salem-Teikyo University Yes 489 384 120
## Salem College Yes 335 284 132
## Salisbury State University No 4216 2290 736
## Samford University Yes 1680 1395 691
## San Diego State University No 9402 7020 2151
## Santa Clara University Yes 4019 2779 888
## Sarah Lawrence College Yes 1380 768 263
## Savannah Coll. of Art and Design Yes 1109 688 386
## Schreiner College Yes 584 413 131
## Scripps College Yes 855 632 139
## Seattle Pacific University Yes 1183 1016 411
## Seattle University Yes 2115 1540 494
## Seton Hall University Yes 4576 3565 1000
## Seton Hill College Yes 936 794 197
## Shippensburg University of Penn. No 5818 3281 1116
## Shorter College Yes 540 445 165
## Siena College Yes 2961 1932 628
## Siena Heights College Yes 464 419 183
## Simmons College Yes 1003 782 295
## Simpson College Yes 1016 872 300
## Sioux Falls College Yes 437 400 211
## Skidmore College Yes 4293 2728 591
## Smith College Yes 2925 1598 632
## South Dakota State University No 2807 2589 1701
## Southeast Missouri State University No 2281 1870 1408
## Southeastern Oklahoma State Univ. No 818 700 447
## Southern California College Yes 385 340 193
## Southern Illinois University at Edwardsville No 2540 2195 994
## Southern Methodist University Yes 4301 3455 1166
## Southwest Baptist University Yes 1093 1093 642
## Southwest Missouri State University No 6118 5254 3204
## Southwest State University No 1047 938 511
## Southwestern Adventist College Yes 321 318 172
## Southwestern College Yes 213 155 75
## Southwestern University Yes 1244 912 352
## Spalding University Yes 283 201 97
## Spelman College Yes 3713 1237 443
## Spring Arbor College Yes 372 362 181
## St. Bonaventure University Yes 1489 1313 375
## St. John's College Yes 323 278 122
## St. John Fisher College Yes 1368 1064 354
## St. Lawrence University Yes 2753 1820 505
## St. Martin's College Yes 191 165 63
## St. Mary's College of California Yes 2643 1611 465
## St. Mary's College of Maryland No 1340 695 285
## St. Mary's University of San Antonio Yes 1243 1020 414
## St. Norbert College Yes 1334 1243 568
## St. Paul's College Yes 651 581 243
## St. Thomas Aquinas College Yes 861 609 215
## Stephens College Yes 450 405 194
## Stetson University Yes 1557 1227 489
## Stevens Institute of Technology Yes 1768 1249 380
## Stockton College of New Jersey No 4019 1579 710
## Stonehill College Yes 3646 2300 585
## SUNY at Albany No 13528 9198 1843
## SUNY at Binghamton No 14463 6166 1757
## SUNY at Buffalo No 15039 9649 3087
## SUNY at Stony Brook No 12512 6969 1724
## SUNY College at Brockport No 7294 3564 904
## SUNY College at Oswego No 8000 4556 1464
## SUNY College at Buffalo No 5318 3515 1025
## SUNY College at Cortland No 7888 3519 1036
## SUNY College at Fredonia No 4877 2798 814
## SUNY College at Geneseo No 8598 4562 1143
## SUNY College at New Paltz No 8399 3609 656
## SUNY College at Plattsburgh No 5549 3583 853
## SUNY College at Potsdam No 3150 2289 650
## SUNY College at Purchase No 2119 1264 390
## Susquehanna University Yes 2096 1512 465
## Sweet Briar College Yes 462 402 146
## Syracuse University Yes 10477 7260 2442
## Tabor College Yes 257 183 109
## Talladega College Yes 4414 1500 335
## Taylor University Yes 1769 1092 437
## Tennessee Wesleyan College Yes 232 182 99
## Texas A&M Univ. at College Station No 14474 10519 6392
## Texas A&M University at Galveston No 529 481 243
## Texas Christian University Yes 4095 3079 1195
## Texas Lutheran College Yes 497 423 215
## Texas Southern University No 4345 3245 2604
## Texas Wesleyan University Yes 592 501 279
## The Citadel No 1500 1242 611
## Thiel College Yes 1154 951 253
## Tiffin University Yes 845 734 254
## Transylvania University Yes 759 729 244
## Trenton State College No 5042 2312 944
## Tri-State University Yes 1262 1102 276
## Trinity College CT Yes 3058 1798 478
## Trinity College DC Yes 247 189 100
## Trinity College VT Yes 222 185 91
## Trinity University Yes 2425 1818 601
## Tulane University Yes 7033 5125 1223
## Tusculum College Yes 626 372 145
## Tuskegee University Yes 2267 1827 611
## Union College KY Yes 484 384 177
## Union College NY Yes 3495 1712 528
## Univ. of Wisconsin at OshKosh No 4800 2900 1515
## University of Alabama at Birmingham No 1797 1260 938
## University of Arkansas at Fayetteville No 3235 3108 2133
## University of California at Berkeley No 19873 8252 3215
## University of California at Irvine No 15698 10775 2478
## University of Central Florida No 6986 2959 1918
## University of Charleston Yes 682 535 204
## University of Chicago Yes 6348 2999 922
## University of Cincinnati No 6855 5553 2408
## University of Connecticut at Storrs No 9735 7187 2064
## University of Dallas Yes 681 588 246
## University of Dayton Yes 6361 5293 1507
## University of Delaware Yes 14446 10516 3252
## University of Denver Yes 2974 2001 580
## University of Detroit Mercy Yes 927 731 415
## University of Dubuque Yes 576 558 137
## University of Evansville Yes 2096 1626 694
## University of Florida No 12445 8836 3623
## University of Georgia No 11220 7871 3320
## University of Hartford Yes 5081 4040 1194
## University of Hawaii at Manoa No 3580 2603 1627
## University of Illinois - Urbana No 14939 11652 5705
## University of Illinois at Chicago No 8384 5727 2710
## University of Indianapolis Yes 1487 1276 388
## University of Kansas No 8579 5561 3681
## University of La Verne Yes 1597 969 226
## University of Louisville No 4777 3057 1823
## University of Maine at Farmington No 1208 803 438
## University of Maine at Machias No 441 369 172
## University of Maine at Presque Isle No 461 381 235
## University of Maryland at Baltimore County No 4269 2594 985
## University of Maryland at College Park No 14292 10315 3409
## University of Massachusetts at Amherst No 14438 12414 3816
## University of Massachusetts at Dartmouth No 3347 2597 1006
## University of Miami Yes 7122 5386 1643
## University of Michigan at Ann Arbor No 19152 12940 4893
## University of Minnesota at Duluth No 4192 3126 1656
## University of Minnesota at Morris No 1458 874 588
## University of Minnesota Twin Cities No 11054 6397 3524
## University of Mississippi No 3844 3383 1669
## University of Missouri at Columbia No 6574 4637 2940
## University of Missouri at Rolla No 1877 1826 823
## University of Missouri at Saint Louis No 1618 1141 479
## University of Mobile Yes 452 331 269
## University of Montevallo No 1351 892 570
## University of Nebraska at Lincoln No 6277 6003 3526
## University of New England Yes 1209 750 265
## University of New Hampshire No 9750 7640 2529
## University of North Carolina at Asheville No 1757 979 394
## University of North Carolina at Chapel Hill No 14596 5985 3331
## University of North Carolina at Charlotte No 5803 4441 1730
## University of North Carolina at Greensboro No 5191 4134 1500
## University of North Carolina at Wilmington No 6071 3856 1449
## University of North Dakota No 2777 2249 1652
## University of North Florida No 1800 1253 560
## University of North Texas No 4418 2737 2049
## University of Northern Colorado No 5530 4007 1697
## University of Northern Iowa No 4144 3379 1853
## University of Notre Dame Yes 7700 3700 1906
## University of Oklahoma No 4743 3970 2233
## University of Oregon No 8631 6732 2546
## University of Pennsylvania Yes 12394 5232 2464
## University of Pittsburgh-Main Campus No 8586 6383 2503
## University of Portland Yes 1758 1485 419
## University of Puget Sound Yes 4044 2826 688
## University of Rhode Island No 9643 7751 1968
## University of Richmond Yes 5892 2718 756
## University of Rochester Yes 8766 5498 1243
## University of San Diego Yes 3934 2735 886
## University of San Francisco Yes 2306 1721 538
## University of Sci. and Arts of Oklahoma No 285 280 208
## University of Scranton Yes 4471 2942 910
## University of South Carolina at Aiken No 848 560 377
## University of South Carolina at Columbia No 7693 5815 2328
## University of South Florida No 7589 4676 1876
## University of Southern California Yes 12229 8498 2477
## University of Southern Colorado No 1401 1239 605
## University of Southern Indiana No 2379 2133 1292
## University of Southern Mississippi No 2850 2044 1046
## University of St. Thomas MN Yes 2057 1807 828
## University of St. Thomas TX Yes 374 280 185
## University of Tennessee at Knoxville No 7473 5372 3013
## University of Texas at Arlington No 3281 2559 1448
## University of Texas at Austin No 14752 9572 5329
## University of Texas at San Antonio No 4217 3100 1686
## University of the Arts Yes 974 704 290
## University of the Pacific Yes 2459 1997 582
## University of the South Yes 1445 966 326
## University of Tulsa Yes 1712 1557 696
## University of Utah No 5095 4491 2400
## University of Vermont No 7663 6008 1735
## University of Virginia No 15849 5384 2678
## University of Washington No 12749 7025 3343
## University of West Florida No 1558 1254 472
## University of Wisconsin-Stout No 2593 1966 1030
## University of Wisconsin-Superior No 910 910 342
## University of Wisconsin-Whitewater No 4400 3719 1472
## University of Wisconsin at Green Bay No 2409 1939 759
## University of Wisconsin at Madison No 14901 10932 4631
## University of Wisconsin at Milwaukee No 5244 3782 1930
## University of Wyoming No 2029 1516 1073
## Upper Iowa University Yes 663 452 192
## Ursinus College Yes 1399 1026 308
## Ursuline College Yes 325 260 86
## Valley City State University No 368 344 212
## Valparaiso University Yes 2075 1727 520
## Vanderbilt University Yes 7791 4690 1499
## Vassar College Yes 3550 1877 653
## Villanova University Yes 7759 5588 1477
## Virginia Commonwealth University No 4963 3497 1567
## Virginia State University No 2996 2440 704
## Virginia Tech No 15712 11719 4277
## Virginia Union University Yes 1847 1610 453
## Virginia Wesleyan College Yes 1470 900 287
## Viterbo College Yes 647 518 271
## Voorhees College Yes 1465 1006 188
## Wabash College Yes 800 623 256
## Wagner College Yes 1416 1015 417
## Wake Forest University Yes 5661 2392 903
## Walsh University Yes 1092 890 477
## Warren Wilson College Yes 440 311 112
## Wartburg College Yes 1231 1074 345
## Washington and Jefferson College Yes 1305 1100 334
## Washington and Lee University Yes 3315 1096 425
## Washington College Yes 1209 942 214
## Washington State University No 6540 5839 2440
## Washington University Yes 7654 5259 1254
## Wayne State College No 1373 1373 724
## Waynesburg College Yes 1190 978 324
## Webber College Yes 280 143 79
## Webster University Yes 665 462 226
## Wellesley College Yes 2895 1249 579
## Wells College Yes 318 240 130
## Wentworth Institute of Technology Yes 1480 1257 452
## Wesley College Yes 980 807 350
## Wesleyan University Yes 4772 1973 712
## West Chester University of Penn. No 6502 3539 1372
## West Liberty State College No 1164 1062 478
## West Virginia Wesleyan College Yes 1566 1400 483
## Western Carolina University No 3224 2519 1057
## Western Maryland College Yes 1205 984 278
## Western Michigan University No 9167 7191 2738
## Western New England College Yes 1650 1471 409
## Western State College of Colorado No 2702 1623 604
## Western Washington University No 5548 3563 1549
## Westfield State College No 3100 2150 825
## Westminster College MO Yes 662 553 184
## Westminster College Yes 996 866 377
## Westminster College of Salt Lake City Yes 917 720 213
## Westmont College No 950 713 351
## Wheaton College IL Yes 1432 920 548
## Westminster College PA Yes 1738 1373 417
## Wheeling Jesuit College Yes 903 755 213
## Whitman College Yes 1861 998 359
## Whittier College Yes 1681 1069 344
## Whitworth College Yes 1121 926 372
## Widener University Yes 2139 1492 502
## Wilkes University Yes 1631 1431 434
## Willamette University Yes 1658 1327 395
## William Jewell College Yes 663 547 315
## William Woods University Yes 469 435 227
## Williams College Yes 4186 1245 526
## Wilson College Yes 167 130 46
## Wingate College Yes 1239 1017 383
## Winona State University No 3325 2047 1301
## Winthrop University No 2320 1805 769
## Wisconsin Lutheran College Yes 152 128 75
## Wittenberg University Yes 1979 1739 575
## Wofford College Yes 1501 935 273
## Worcester Polytechnic Institute Yes 2768 2314 682
## Worcester State College No 2197 1515 543
## Xavier University Yes 1959 1805 695
## Xavier University of Louisiana Yes 2097 1915 695
## Yale University Yes 10705 2453 1317
## York College of Pennsylvania Yes 2989 1855 691
## Top10perc Top25perc F.Undergrad
## Abilene Christian University 23 52 2885
## Adelphi University 16 29 2683
## Adrian College 22 50 1036
## Agnes Scott College 60 89 510
## Alaska Pacific University 16 44 249
## Albertson College 38 62 678
## Albertus Magnus College 17 45 416
## Albion College 37 68 1594
## Albright College 30 63 973
## Alderson-Broaddus College 21 44 799
## Alfred University 37 75 1830
## Allegheny College 44 77 1707
## Allentown Coll. of St. Francis de Sales 38 64 1130
## Alma College 44 73 1306
## Alverno College 23 46 1317
## American International College 9 22 1018
## Amherst College 83 96 1593
## Anderson University 19 40 1819
## Andrews University 14 23 1586
## Angelo State University 24 54 4190
## Antioch University 25 44 712
## Appalachian State University 20 63 9940
## Aquinas College 20 51 1251
## Arizona State University Main campus 24 49 22593
## Arkansas College (Lyon College) 46 74 530
## Arkansas Tech University 12 52 3602
## Assumption College 23 59 1708
## Auburn University-Main Campus 25 57 16262
## Augsburg College 12 30 2074
## Augustana College IL 36 69 1950
## Augustana College 21 58 1337
## Austin College 42 74 1120
## Averett College 16 40 777
## Baker University 21 47 958
## Baldwin-Wallace College 30 61 2718
## Barat College 15 36 453
## Bard College 50 85 1004
## Barnard College 53 95 2121
## Barry University 18 45 1811
## Baylor University 34 66 9919
## Beaver College 23 56 878
## Bellarmine College 39 63 1198
## Belmont Abbey College 17 36 709
## Belmont University 28 67 1964
## Beloit College 26 54 1085
## Bemidji State University 12 36 3796
## Benedictine College 14 24 702
## Bennington College 25 53 457
## Bentley College 20 60 3095
## Berry College 37 68 1620
## Bethany College 16 41 706
## Bethel College KS 19 42 537
## Bethel College 11 28 347
## Bethune Cookman College 12 30 2128
## Birmingham-Southern College 67 88 1376
## Blackburn College 25 55 421
## Bloomsburg Univ. of Pennsylvania 15 55 5847
## Bluefield College 15 30 653
## Bluffton College 20 50 760
## Boston University 45 80 14971
## Bowdoin College 76 100 1490
## Bowling Green State University 14 45 13699
## Bradford College 5 36 453
## Bradley University 30 58 4531
## Brandeis University 48 77 2819
## Brenau University 12 41 917
## Brewton-Parker College 10 26 1320
## Briar Cliff College 16 44 738
## Bridgewater College 22 53 881
## Brigham Young University at Provo 48 82 27378
## Brown University 87 95 5643
## Bryn Mawr College 71 95 1088
## Bucknell University 49 85 3316
## Buena Vista College 32 70 1928
## Butler University 40 68 2607
## Cabrini College 8 28 1035
## Caldwell College 17 42 693
## California Lutheran University 23 52 1427
## California Polytechnic-San Luis 47 73 12911
## California State University at Fresno 5 60 13494
## Calvin College 29 56 3401
## Campbell University 20 54 3191
## Campbellsville College 25 55 935
## Canisius College 16 34 2978
## Capital University 34 66 1662
## Capitol College 10 52 282
## Carleton College 75 93 1870
## Carnegie Mellon University 60 89 4265
## Carroll College 19 55 1357
## Carson-Newman College 27 62 1776
## Carthage College 20 43 1405
## Case Western Reserve University 71 93 3051
## Castleton State College 9 22 1547
## Catawba College 13 34 915
## Catholic University of America 24 49 2159
## Cazenovia College 9 35 1010
## Cedar Crest College 25 58 791
## Cedarville College 25 55 2196
## Centenary College 12 46 396
## Centenary College of Louisiana 35 55 775
## Center for Creative Studies 1 20 525
## Central College 31 65 1355
## Central Connecticut State University 6 24 6394
## Central Missouri State University 10 35 8094
## Central Washington University 8 65 6507
## Central Wesleyan College 8 29 1047
## Centre College 55 82 943
## Chapman University 23 48 1662
## Chatham College 28 56 471
## Chestnut Hill College 25 64 518
## Christendom College 33 71 139
## Christian Brothers University 16 42 1068
## Christopher Newport University 3 37 2910
## Claflin College 21 47 959
## Claremont McKenna College 71 93 887
## Clark University 30 61 1928
## Clarke College 14 45 604
## Clarkson University 35 68 2332
## Clemson University 37 65 11755
## Clinch Valley Coll. of the Univ. of Virginia 15 30 1125
## Coe College 29 60 1127
## Coker College 15 47 690
## Colby College 58 84 1720
## Colgate University 46 75 2649
## College Misericordia 29 58 1121
## College of Charleston 22 55 6851
## College of Mount St. Joseph 14 41 1165
## College of Mount St. Vincent 23 46 707
## College of Notre Dame 11 42 500
## College of Notre Dame of Maryland 35 61 667
## College of Saint Benedict 29 62 1715
## College of Saint Catherine 23 51 1692
## College of Saint Elizabeth 34 53 493
## College of Saint Rose 23 57 1698
## College of Santa Fe 16 42 873
## College of St. Joseph 12 21 201
## College of St. Scholastica 29 60 1350
## College of the Holy Cross 70 95 2675
## College of William and Mary 68 88 5186
## College of Wooster 29 65 1704
## Colorado College 56 87 1892
## Colorado State University 29 65 15646
## Columbia College MO 10 28 690
## Columbia College 21 67 968
## Columbia University 78 96 3376
## Concordia College at St. Paul 13 29 1049
## Concordia Lutheran College 16 34 534
## Concordia University CA 30 75 641
## Concordia University 22 56 1168
## Connecticut College 42 93 1630
## Converse College 35 70 643
## Cornell College 33 68 1140
## Creighton University 30 60 3450
## Culver-Stockton College 24 55 992
## Cumberland College 26 47 1306
## D'Youville College 18 47 1074
## Dana College 10 36 550
## Daniel Webster College 12 30 460
## Dartmouth College 87 99 3918
## Davidson College 77 96 1601
## Defiance College 10 26 645
## Delta State University 15 48 2806
## Denison University 32 60 1835
## DePauw University 50 80 1983
## Dickinson College 31 68 1889
## Dickinson State University 10 30 1376
## Dillard University 41 88 1539
## Doane College 20 47 1022
## Dominican College of Blauvelt 4 19 756
## Dordt College 25 50 1048
## Dowling College 9 33 1059
## Drake University 34 65 3322
## Drew University 56 84 1192
## Drury College 33 66 1065
## Duke University 90 98 6188
## Earlham College 35 63 1028
## East Carolina University 14 44 13171
## East Tennessee State University 15 36 6706
## East Texas Baptist University 10 36 1050
## Eastern College 16 42 1057
## Eastern Connecticut State University 14 50 2766
## Eastern Illinois University 12 38 9161
## Eastern Mennonite College 19 48 903
## Eastern Nazarene College 17 40 1238
## Eckerd College 33 65 1363
## Elizabethtown College 36 70 1476
## Elmira College 27 50 1109
## Elms College 23 46 544
## Elon College 11 39 2933
## Embry Riddle Aeronautical University 14 40 4772
## Emory & Henry College 30 60 809
## Emory University 76 97 5544
## Emporia State University 43 79 3957
## Erskine College 47 74 532
## Eureka College 36 56 484
## Evergreen State College 14 50 3065
## Fairfield University 30 66 2984
## Fayetteville State University 1 16 2632
## Ferrum College 12 36 1051
## Flagler College 18 52 1345
## Florida Institute of Technology 39 74 1863
## Florida International University 42 89 10208
## Florida Southern College 20 44 1506
## Florida State University 50 90 18906
## Fontbonne College 16 49 981
## Fordham University 30 55 4740
## Fort Lewis College 16 35 3793
## Francis Marion University 13 38 3224
## Franciscan University of Steubenville 22 49 1301
## Franklin College 29 72 840
## Franklin Pierce College 3 14 1818
## Freed-Hardeman University 20 54 1174
## Fresno Pacific College 51 87 704
## Furman University 56 82 2371
## Gannon University 24 57 2693
## Gardner Webb University 18 36 1603
## Geneva College 19 39 1306
## George Fox College 27 52 1271
## George Mason University 17 29 9528
## George Washington University 38 71 5471
## Georgetown College 30 55 1063
## Georgetown University 71 93 5881
## Georgia Institute of Technology 89 99 8528
## Georgia State University 9 24 7732
## Georgian Court College 12 52 1095
## Gettysburg College 42 78 1944
## Goldey Beacom College 10 27 823
## Gonzaga University 31 67 2523
## Gordon College 25 54 1151
## Goshen College 26 51 910
## Goucher College 40 64 850
## Grace College and Seminary 18 46 618
## Graceland College 14 41 996
## Grand Valley State University 20 60 8234
## Green Mountain College 7 20 545
## Greensboro College 10 31 649
## Greenville College 20 46 771
## Grinnell College 56 91 1333
## Grove City College 57 88 2213
## Guilford College 18 44 1410
## Gustavus Adolphus College 36 72 2281
## Gwynedd Mercy College 30 56 716
## Hamilton College 40 82 1646
## Hamline University 34 73 1362
## Hampden - Sydney College 20 40 945
## Hampton University 25 63 4623
## Hanover College 33 65 1024
## Hardin-Simmons University 16 40 1365
## Harding University 35 75 3128
## Hartwick College 22 49 1464
## Harvard University 90 100 6862
## Harvey Mudd College 95 100 654
## Hastings College 22 52 935
## Hendrix College 52 87 954
## Hillsdale College 35 66 1133
## Hiram College 37 66 1000
## Hobart and William Smith Colleges 25 53 1792
## Hofstra University 25 63 6534
## Hollins College 26 58 795
## Hood College 36 64 710
## Hope College 37 69 2505
## Houghton College 30 70 1210
## Huntingdon College 26 47 538
## Huntington College 20 46 488
## Huron University 3 9 392
## Husson College 10 30 951
## Illinois Benedictine College 22 47 1222
## Illinois College 28 63 909
## Illinois Institute of Technology 42 77 1911
## Illinois State University 10 35 15701
## Illinois Wesleyan University 55 86 1818
## Immaculata College 16 44 494
## Incarnate Word College 16 49 1685
## Indiana State University 10 31 8596
## Indiana University at Bloomington 25 72 24763
## Indiana Wesleyan University 20 48 2448
## Iona College 13 33 3906
## Iowa State University 26 59 18676
## Ithaca College 23 52 5612
## James Madison University 32 72 9652
## Jamestown College 14 41 9950
## Jersey City State College 10 30 3817
## John Brown University 24 53 961
## John Carroll University 27 57 3168
## Johns Hopkins University 75 94 3566
## Johnson State College 3 13 1224
## Judson College 10 30 552
## Juniata College 36 55 1075
## Kansas State University 25 55 14914
## Kansas Wesleyan University 16 40 474
## Keene State College 5 19 3480
## Kentucky Wesleyan College 20 49 662
## Kenyon College 44 75 1445
## Keuka College 10 43 738
## King's College 20 45 500
## King College 34 65 509
## Knox College 48 77 967
## La Roche College 10 41 650
## La Salle University 20 56 2738
## Lafayette College 36 59 2018
## LaGrange College 15 35 600
## Lake Forest College 31 70 968
## Lakeland College 24 47 887
## Lamar University 10 27 5438
## Lambuth University 15 35 840
## Lander University 9 33 2074
## Lawrence University 50 77 1129
## Le Moyne College 21 76 1820
## Lebanon Valley College 28 56 965
## Lehigh University 40 84 4298
## Lenoir-Rhyne College 25 46 1188
## Lesley College 12 33 1134
## LeTourneau University 29 54 1532
## Lewis and Clark College 35 64 1763
## Lewis University 12 31 2192
## Lincoln Memorial University 21 55 925
## Lincoln University 15 41 1196
## Lindenwood College 6 33 2155
## Linfield College 48 72 1548
## Livingstone College 22 47 621
## Lock Haven University of Pennsylvania 17 41 3390
## Longwood College 12 47 2874
## Loras College 20 39 1663
## Louisiana College 33 61 912
## Louisiana State University at Baton Rouge 29 57 16269
## Louisiana Tech University 22 45 6720
## Loyola College 25 54 3010
## Loyola Marymount University 42 64 3558
## Loyola University 24 80 2740
## Loyola University Chicago 25 55 5244
## Luther College 38 72 2269
## Lycoming College 16 37 1363
## Lynchburg College 3 21 1524
## Lyndon State College 6 20 959
## Macalester College 56 86 1723
## MacMurray College 12 29 628
## Malone College 21 46 1605
## Manchester College 23 63 909
## Manhattan College 20 63 2578
## Manhattanville College 21 54 830
## Mankato State University 9 29 9649
## Marian College of Fond du Lac 15 41 1160
## Marietta College 27 60 1089
## Marist College 12 31 3557
## Marquette University 36 71 7016
## Marshall University 14 60 7703
## Mary Baldwin College 26 52 846
## Mary Washington College 39 78 2997
## Marymount College Tarrytown 9 34 731
## Marymount Manhattan College 21 30 988
## Marymount University 10 30 1247
## Maryville College 26 52 624
## Maryville University 26 51 1343
## Marywood College 13 51 1452
## Massachusetts Institute of Technology 96 99 4481
## Mayville State University 5 12 658
## McKendree College 16 43 836
## McMurry University 25 50 880
## McPherson College 11 32 336
## Mercer University 37 70 2943
## Mercyhurst College 15 40 1805
## Meredith College 25 58 1721
## Merrimack College 18 36 1927
## Mesa State College 6 18 3471
## Messiah College 30 64 2258
## Miami University at Oxford 35 39 13606
## Michigan State University 23 57 26640
## Michigan Technological University 42 77 5524
## MidAmerica Nazarene College 15 36 1100
## Millersville University of Penn. 22 60 5146
## Milligan College 26 52 685
## Millikin University 29 62 1788
## Millsaps College 32 61 1073
## Milwaukee School of Engineering 36 69 1773
## Mississippi College 36 57 1695
## Mississippi State University 18 57 10094
## Mississippi University for Women 19 46 1673
## Missouri Southern State College 13 50 3689
## Missouri Valley College 5 35 1057
## Monmouth College IL 28 57 671
## Monmouth College 14 34 1893
## Montana College of Mineral Sci. & Tech. 45 72 1470
## Montana State University 15 42 8730
## Montclair State University 19 53 6411
## Montreat-Anderson College 10 24 316
## Moorhead State University 12 37 5983
## Moravian College 23 58 1241
## Morehouse College 41 66 2852
## Morningside College 16 36 950
## Morris College 2 13 926
## Mount Holyoke College 47 79 1891
## Mount Marty College 17 37 600
## Mount Mary College 12 32 931
## Mount Mercy College 20 49 806
## Mount Saint Clare College 16 33 364
## Mount Saint Mary's College 15 36 1243
## Mount Saint Mary College 14 48 1170
## Mount St. Mary's College 37 90 1039
## Mount Union College 26 61 1365
## Mount Vernon Nazarene College 18 36 1114
## Muhlenberg College 30 61 1656
## Murray State University 29 55 5968
## Muskingum College 24 46 1115
## National-Louis University 23 48 2508
## Nazareth College of Rochester 36 68 1274
## New Jersey Institute of Technology 27 62 3311
## New Mexico Institute of Mining and Tech. 40 73 1017
## New York University 70 86 12408
## Newberry College 14 36 601
## Niagara University 65 99 1919
## North Adams State College 1 19 1380
## North Carolina A. & T. State University 12 33 6162
## North Carolina State University at Raleigh 39 78 16505
## North Carolina Wesleyan College 7 24 646
## North Central College 30 64 1310
## North Dakota State University 13 47 7368
## North Park College 19 39 879
## Northeast Missouri State University 36 72 5640
## Northeastern University 16 42 11160
## Northern Arizona University 23 48 11249
## Northern Illinois University 12 37 14826
## Northwest Missouri State University 8 29 4787
## Northwest Nazarene College 29 52 1115
## Northwestern College 22 56 1040
## Northwestern University 85 98 7450
## Norwich University 8 29 1862
## Notre Dame College 15 37 500
## Oakland University 16 56 6441
## Oberlin College 50 89 2587
## Occidental College 52 81 1686
## Oglethorpe University 56 87 769
## Ohio Northern University 35 62 2502
## Ohio University 21 54 14861
## Ohio Wesleyan University 36 65 1780
## Oklahoma Baptist University 35 59 1707
## Oklahoma Christian University 22 44 1419
## Oklahoma State University 29 57 12830
## Otterbein College 26 57 1648
## Ouachita Baptist University 31 73 1310
## Our Lady of the Lake University 22 46 1202
## Pace University 37 70 5809
## Pacific Lutheran University 31 68 2580
## Pacific Union College 20 48 1316
## Pacific University 41 71 1041
## Pembroke State University 14 34 2174
## Pennsylvania State Univ. Main Campus 48 93 28938
## Pepperdine University 86 96 2488
## Peru State College 10 40 959
## Pfeiffer College 11 25 654
## Philadelphia Coll. of Textiles and Sci. 19 42 1664
## Phillips University 19 50 597
## Piedmont College 20 40 641
## Pikeville College 28 48 797
## Pitzer College 37 73 750
## Point Loma Nazarene College 20 43 1889
## Point Park College 7 38 1173
## Polytechnic University 58 89 1379
## Prairie View A. and M. University 10 22 4564
## Presbyterian College 34 63 1133
## Princeton University 90 98 4540
## Providence College 20 55 3717
## Purdue University at West Lafayette 29 60 26213
## Queens College 32 62 630
## Quincy University 22 66 1070
## Quinnipiac College 17 45 2677
## Radford University 15 37 8077
## Ramapo College of New Jersey 6 29 2745
## Randolph-Macon College 21 46 1071
## Randolph-Macon Woman's College 35 66 653
## Reed College 47 80 1199
## Regis College 18 38 581
## Rensselaer Polytechnic Institute 53 82 4291
## Rhodes College 58 82 1345
## Rider University 16 31 2748
## Ripon College 28 52 735
## Rivier College 6 28 590
## Roanoke College 27 54 1460
## Rockhurst College 22 50 1127
## Rocky Mountain College 11 31 743
## Roger Williams University 10 20 2111
## Rollins College 31 55 1668
## Rosary College 28 53 624
## Rowan College of New Jersey 21 70 5303
## Rutgers at New Brunswick 36 79 21401
## Rutgers State University at Camden 27 79 2585
## Rutgers State University at Newark 26 62 4005
## Sacred Heart University 19 51 1707
## Saint Ambrose University 12 48 1345
## Saint Anselm College 15 40 1873
## Saint Cloud State University 10 34 11493
## Saint Francis College IN 13 36 513
## Saint Francis College 21 45 1223
## Saint John's University 18 45 1691
## Saint Joseph's College IN 24 42 815
## Saint Joseph's College 12 33 716
## Saint Joseph's University 39 71 2473
## Saint Joseph College 20 52 543
## Saint Louis University 44 67 4576
## Saint Mary's College 26 60 1433
## Saint Mary's College of Minnesota 14 35 1263
## Saint Mary-of-the-Woods College 23 50 341
## Saint Michael's College 16 64 1715
## Saint Olaf College 38 73 2888
## Saint Peter's College 23 38 1921
## Saint Vincent College 19 35 1035
## Saint Xavier University 15 65 1670
## Salem-Teikyo University 23 52 700
## Salem College 28 69 534
## Salisbury State University 20 52 4296
## Samford University 34 76 2959
## San Diego State University 20 70 16407
## Santa Clara University 40 73 3891
## Sarah Lawrence College 57 82 1000
## Savannah Coll. of Art and Design 20 65 1897
## Schreiner College 19 51 521
## Scripps College 60 83 569
## Seattle Pacific University 42 82 1922
## Seattle University 28 72 2993
## Seton Hall University 16 36 4384
## Seton Hill College 24 56 752
## Shippensburg University of Penn. 14 53 5268
## Shorter College 23 70 1115
## Siena College 24 68 2669
## Siena Heights College 10 31 686
## Simmons College 23 53 1144
## Simpson College 27 57 1116
## Sioux Falls College 13 35 614
## Skidmore College 25 62 2322
## Smith College 51 88 2479
## South Dakota State University 13 37 7000
## Southeast Missouri State University 18 43 6553
## Southeastern Oklahoma State Univ. 20 50 2962
## Southern California College 18 38 784
## Southern Illinois University at Edwardsville 13 40 6063
## Southern Methodist University 41 69 4892
## Southwest Baptist University 12 32 1770
## Southwest Missouri State University 15 37 13131
## Southwest State University 13 33 2091
## Southwestern Adventist College 11 27 620
## Southwestern College 28 66 504
## Southwestern University 44 77 1177
## Spalding University 10 45 589
## Spelman College 47 83 1971
## Spring Arbor College 15 32 1501
## St. Bonaventure University 13 45 1688
## St. John's College 31 51 393
## St. John Fisher College 19 51 1687
## St. Lawrence University 31 56 1801
## St. Martin's College 5 25 494
## St. Mary's College of California 36 80 2615
## St. Mary's College of Maryland 42 73 1315
## St. Mary's University of San Antonio 33 60 2149
## St. Norbert College 30 56 1946
## St. Paul's College 8 17 617
## St. Thomas Aquinas College 10 27 1117
## Stephens College 17 34 614
## Stetson University 37 69 1964
## Stevens Institute of Technology 51 93 1263
## Stockton College of New Jersey 23 65 4365
## Stonehill College 25 69 2022
## SUNY at Albany 16 61 10168
## SUNY at Binghamton 60 94 8544
## SUNY at Buffalo 36 100 13963
## SUNY at Stony Brook 27 66 9744
## SUNY College at Brockport 7 34 5758
## SUNY College at Oswego 17 70 6943
## SUNY College at Buffalo 8 29 7626
## SUNY College at Cortland 6 40 5011
## SUNY College at Fredonia 13 48 4123
## SUNY College at Geneseo 56 93 5060
## SUNY College at New Paltz 19 53 4658
## SUNY College at Plattsburgh 9 40 5004
## SUNY College at Potsdam 16 51 3598
## SUNY College at Purchase 5 33 2478
## Susquehanna University 27 59 1442
## Sweet Briar College 36 68 527
## Syracuse University 28 67 10142
## Tabor College 19 41 396
## Talladega College 30 60 908
## Taylor University 41 80 1757
## Tennessee Wesleyan College 7 29 402
## Texas A&M Univ. at College Station 49 85 31643
## Texas A&M University at Galveston 22 47 1206
## Texas Christian University 33 64 5064
## Texas Lutheran College 27 57 895
## Texas Southern University 15 85 5584
## Texas Wesleyan University 19 44 1204
## The Citadel 12 36 2024
## Thiel College 15 31 791
## Tiffin University 5 21 662
## Transylvania University 57 81 867
## Trenton State College 55 94 5167
## Tri-State University 14 40 978
## Trinity College CT 46 84 1737
## Trinity College DC 19 49 309
## Trinity College VT 16 41 484
## Trinity University 62 93 2110
## Tulane University 47 75 4941
## Tusculum College 12 34 983
## Tuskegee University 20 59 2825
## Union College KY 9 45 634
## Union College NY 49 84 1915
## Univ. of Wisconsin at OshKosh 14 48 7764
## University of Alabama at Birmingham 24 35 6960
## University of Arkansas at Fayetteville 25 65 9978
## University of California at Berkeley 95 100 19532
## University of California at Irvine 85 100 12677
## University of Central Florida 25 60 12330
## University of Charleston 22 43 771
## University of Chicago 68 94 3340
## University of Cincinnati 26 57 11036
## University of Connecticut at Storrs 23 63 12478
## University of Dallas 44 74 1058
## University of Dayton 26 51 5889
## University of Delaware 22 57 14130
## University of Denver 29 60 2666
## University of Detroit Mercy 24 50 2149
## University of Dubuque 11 39 662
## University of Evansville 35 67 2551
## University of Florida 54 85 24470
## University of Georgia 43 79 19553
## University of Hartford 11 26 3768
## University of Hawaii at Manoa 36 69 11028
## University of Illinois - Urbana 52 88 25422
## University of Illinois at Chicago 22 50 13518
## University of Indianapolis 26 51 1417
## University of Kansas 25 50 17880
## University of La Verne 16 38 1431
## University of Louisville 16 33 9844
## University of Maine at Farmington 20 48 1906
## University of Maine at Machias 17 45 633
## University of Maine at Presque Isle 10 40 974
## University of Maryland at Baltimore County 27 57 6476
## University of Maryland at College Park 22 53 19340
## University of Massachusetts at Amherst 12 39 16282
## University of Massachusetts at Dartmouth 10 37 4664
## University of Miami 42 69 7760
## University of Michigan at Ann Arbor 66 92 22045
## University of Minnesota at Duluth 15 45 5887
## University of Minnesota at Morris 56 86 1846
## University of Minnesota Twin Cities 26 55 16502
## University of Mississippi 26 47 7524
## University of Missouri at Columbia 32 62 14782
## University of Missouri at Rolla 49 77 3926
## University of Missouri at Saint Louis 18 54 4793
## University of Mobile 17 54 1417
## University of Montevallo 18 78 2385
## University of Nebraska at Lincoln 33 63 16454
## University of New England 19 54 820
## University of New Hampshire 24 62 10358
## University of North Carolina at Asheville 32 74 2033
## University of North Carolina at Chapel Hill 75 92 14609
## University of North Carolina at Charlotte 19 62 10099
## University of North Carolina at Greensboro 15 44 7532
## University of North Carolina at Wilmington 15 67 6635
## University of North Dakota 20 54 8334
## University of North Florida 44 85 3876
## University of North Texas 23 51 14047
## University of Northern Colorado 12 37 8463
## University of Northern Iowa 18 52 10135
## University of Notre Dame 79 96 7671
## University of Oklahoma 32 63 13436
## University of Oregon 25 61 11669
## University of Pennsylvania 85 100 9205
## University of Pittsburgh-Main Campus 25 59 13138
## University of Portland 27 58 2041
## University of Puget Sound 51 83 2738
## University of Rhode Island 12 40 8894
## University of Richmond 46 72 2854
## University of Rochester 56 75 5071
## University of San Diego 40 70 3698
## University of San Francisco 23 48 4309
## University of Sci. and Arts of Oklahoma 21 43 1140
## University of Scranton 29 60 3674
## University of South Carolina at Aiken 14 24 1855
## University of South Carolina at Columbia 30 66 12594
## University of South Florida 29 63 14770
## University of Southern California 45 71 13259
## University of Southern Colorado 10 34 3716
## University of Southern Indiana 8 25 4283
## University of Southern Mississippi 20 50 9260
## University of St. Thomas MN 26 53 4106
## University of St. Thomas TX 45 77 995
## University of Tennessee at Knoxville 27 53 15749
## University of Texas at Arlington 19 43 10975
## University of Texas at Austin 48 85 30017
## University of Texas at San Antonio 17 46 9375
## University of the Arts 5 22 1145
## University of the Pacific 36 66 2664
## University of the South 46 83 1129
## University of Tulsa 41 68 2936
## University of Utah 27 53 13894
## University of Vermont 18 51 7353
## University of Virginia 74 95 11278
## University of Washington 40 81 20356
## University of West Florida 20 57 3754
## University of Wisconsin-Stout 9 32 6038
## University of Wisconsin-Superior 14 53 1434
## University of Wisconsin-Whitewater 12 38 7804
## University of Wisconsin at Green Bay 17 50 3819
## University of Wisconsin at Madison 36 80 23945
## University of Wisconsin at Milwaukee 12 37 11561
## University of Wyoming 23 46 7535
## Upper Iowa University 10 35 1481
## Ursinus College 44 77 1131
## Ursuline College 21 47 699
## Valley City State University 5 27 863
## Valparaiso University 49 81 2501
## Vanderbilt University 71 92 5500
## Vassar College 53 87 2164
## Villanova University 30 68 6362
## Virginia Commonwealth University 18 45 10262
## Virginia State University 2 30 3006
## Virginia Tech 29 53 18511
## Virginia Union University 19 59 1298
## Virginia Wesleyan College 20 49 1130
## Viterbo College 17 43 1014
## Voorhees College 10 30 703
## Wabash College 41 76 801
## Wagner College 10 44 1324
## Wake Forest University 75 88 3499
## Walsh University 27 92 847
## Warren Wilson College 25 49 466
## Wartburg College 34 66 1295
## Washington and Jefferson College 42 64 1098
## Washington and Lee University 68 93 1584
## Washington College 31 60 822
## Washington State University 31 70 14445
## Washington University 62 93 4879
## Wayne State College 6 21 2754
## Waynesburg College 12 30 1280
## Webber College 5 27 327
## Webster University 17 44 1739
## Wellesley College 80 96 2195
## Wells College 40 85 416
## Wentworth Institute of Technology 6 25 2961
## Wesley College 10 25 872
## Wesleyan University 60 86 2714
## West Chester University of Penn. 11 51 7484
## West Liberty State College 12 25 2138
## West Virginia Wesleyan College 28 55 1509
## Western Carolina University 11 31 5000
## Western Maryland College 31 50 1071
## Western Michigan University 24 53 15739
## Western New England College 7 21 1803
## Western State College of Colorado 7 24 2315
## Western Washington University 30 71 8909
## Westfield State College 3 20 3234
## Westminster College MO 20 43 665
## Westminster College 29 58 1411
## Westminster College of Salt Lake City 21 60 979
## Westmont College 42 72 1276
## Wheaton College IL 56 84 2200
## Westminster College PA 21 55 1335
## Wheeling Jesuit College 15 49 971
## Whitman College 45 77 1220
## Whittier College 35 63 1235
## Whitworth College 43 70 1270
## Widener University 24 64 2186
## Wilkes University 15 36 1803
## Willamette University 49 80 1595
## William Jewell College 32 67 1279
## William Woods University 17 39 851
## Williams College 81 96 1988
## Wilson College 16 50 199
## Wingate College 10 34 1207
## Winona State University 20 45 5800
## Winthrop University 24 61 3395
## Wisconsin Lutheran College 17 41 282
## Wittenberg University 42 68 1980
## Wofford College 51 83 1059
## Worcester Polytechnic Institute 49 86 2802
## Worcester State College 4 26 3089
## Xavier University 24 47 2849
## Xavier University of Louisiana 34 61 2793
## Yale University 95 99 5217
## York College of Pennsylvania 28 63 2988
## P.Undergrad Outstate Room.Board
## Abilene Christian University 537 7440 3300
## Adelphi University 1227 12280 6450
## Adrian College 99 11250 3750
## Agnes Scott College 63 12960 5450
## Alaska Pacific University 869 7560 4120
## Albertson College 41 13500 3335
## Albertus Magnus College 230 13290 5720
## Albion College 32 13868 4826
## Albright College 306 15595 4400
## Alderson-Broaddus College 78 10468 3380
## Alfred University 110 16548 5406
## Allegheny College 44 17080 4440
## Allentown Coll. of St. Francis de Sales 638 9690 4785
## Alma College 28 12572 4552
## Alverno College 1235 8352 3640
## American International College 287 8700 4780
## Amherst College 5 19760 5300
## Anderson University 281 10100 3520
## Andrews University 326 9996 3090
## Angelo State University 1512 5130 3592
## Antioch University 23 15476 3336
## Appalachian State University 1035 6806 2540
## Aquinas College 767 11208 4124
## Arizona State University Main campus 7585 7434 4850
## Arkansas College (Lyon College) 182 8644 3922
## Arkansas Tech University 939 3460 2650
## Assumption College 689 12000 5920
## Auburn University-Main Campus 1716 6300 3933
## Augsburg College 726 11902 4372
## Augustana College IL 38 13353 4173
## Augustana College 300 10990 3244
## Austin College 15 11280 4342
## Averett College 538 9925 4135
## Baker University 466 8620 4100
## Baldwin-Wallace College 1460 10995 4410
## Barat College 266 9690 4300
## Bard College 15 19264 6206
## Barnard College 69 17926 8124
## Barry University 3144 11290 5360
## Baylor University 484 6450 3920
## Beaver College 519 12850 5400
## Bellarmine College 605 8840 2950
## Belmont Abbey College 131 9000 4850
## Belmont University 623 7800 3664
## Beloit College 81 16304 3616
## Bemidji State University 824 4425 2700
## Benedictine College 501 9550 3850
## Bennington College 2 21700 4100
## Bentley College 1533 13800 5510
## Berry College 49 8050 3940
## Bethany College 62 8740 3363
## Bethel College KS 101 8540 3580
## Bethel College 74 6200 2900
## Bethune Cookman College 82 5188 3396
## Birmingham-Southern College 207 11660 4325
## Blackburn College 27 6500 2700
## Bloomsburg Univ. of Pennsylvania 946 7844 2948
## Bluefield College 129 7150 4350
## Bluffton College 81 9900 3990
## Boston University 3113 18420 6810
## Bowdoin College 8 19030 5885
## Bowling Green State University 1213 7452 3352
## Bradford College 42 14080 6270
## Bradley University 643 10870 4440
## Brandeis University 62 19380 6750
## Brenau University 479 9592 5879
## Brewton-Parker College 822 4371 2370
## Briar Cliff College 430 10260 3597
## Bridgewater College 55 10265 4725
## Brigham Young University at Provo 1253 2340 3580
## Brown University 349 19528 5926
## Bryn Mawr College 16 18165 6750
## Bucknell University 31 18550 4750
## Buena Vista College 442 13306 3797
## Butler University 148 13130 4650
## Cabrini College 446 10518 6250
## Caldwell College 868 8900 4600
## California Lutheran University 432 12950 5300
## California Polytechnic-San Luis 1404 7380 4877
## California State University at Fresno 1254 7706 4368
## Calvin College 136 10230 3710
## Campbell University 1204 7550 2790
## Campbellsville College 184 6060 3070
## Canisius College 434 10750 5340
## Capital University 960 13050 4000
## Capitol College 331 8400 2812
## Carleton College 12 19292 3957
## Carnegie Mellon University 291 17900 5690
## Carroll College 737 12200 3880
## Carson-Newman College 239 8150 3150
## Carthage College 580 13125 3775
## Case Western Reserve University 513 15700 4730
## Castleton State College 294 7656 4690
## Catawba College 80 9270 4100
## Catholic University of America 211 13712 6408
## Cazenovia College 12 9384 4840
## Cedar Crest College 764 14340 5285
## Cedarville College 82 7344 4410
## Centenary College 526 11400 5400
## Centenary College of Louisiana 44 8950 3490
## Center for Creative Studies 323 11230 6643
## Central College 40 10938 3660
## Central Connecticut State University 3881 5962 4444
## Central Missouri State University 1596 4620 3288
## Central Washington University 898 7242 3603
## Central Wesleyan College 33 8300 3080
## Centre College 7 11850 4270
## Chapman University 209 16624 5895
## Chatham College 148 13500 5230
## Chestnut Hill College 232 10335 5015
## Christendom College 3 8730 3600
## Christian Brothers University 364 9300 3260
## Christopher Newport University 1749 7860 4750
## Claflin College 13 4412 2460
## Claremont McKenna College 1 17000 6010
## Clark University 296 17500 4200
## Clarke College 350 10740 3676
## Clarkson University 53 15960 5580
## Clemson University 770 8116 3610
## Clinch Valley Coll. of the Univ. of Virginia 422 7168 3689
## Coe College 205 13925 4390
## Coker College 222 9888 4502
## Colby College 35 18930 5590
## Colgate University 25 19510 5565
## College Misericordia 493 10860 5760
## College of Charleston 1200 6120 3460
## College of Mount St. Joseph 1232 9800 4430
## College of Mount St. Vincent 432 11790 5770
## College of Notre Dame 331 12600 5520
## College of Notre Dame of Maryland 1983 11180 5620
## College of Saint Benedict 103 12247 4221
## College of Saint Catherine 562 12224 4440
## College of Saint Elizabeth 968 10900 5250
## College of Saint Rose 894 9990 5666
## College of Santa Fe 683 11138 4138
## College of St. Joseph 173 8300 4850
## College of St. Scholastica 275 11844 3696
## College of the Holy Cross 22 18000 6300
## College of William and Mary 134 11720 4298
## College of Wooster 1 16240 4690
## Colorado College 7 17142 4190
## Colorado State University 1829 8412 4180
## Columbia College MO 5346 8294 3700
## Columbia College 237 10425 3975
## Columbia University 55 18624 6664
## Concordia College at St. Paul 181 10500 3750
## Concordia Lutheran College 172 6900 3800
## Concordia University CA 101 10800 4440
## Concordia University 145 9216 4191
## Connecticut College 232 18740 6300
## Converse College 80 12050 3700
## Cornell College 10 15248 4323
## Creighton University 644 10628 4372
## Culver-Stockton College 112 8000 3700
## Cumberland College 122 6230 3526
## D'Youville College 336 8920 4310
## Dana College 84 9130 3322
## Daniel Webster College 536 12292 4934
## Dartmouth College 32 19545 6070
## Davidson College 6 17295 5070
## Defiance College 283 10850 3670
## Delta State University 538 4528 1880
## Denison University 14 16900 4720
## DePauw University 36 14300 5020
## Dickinson College 62 18700 5000
## Dickinson State University 237 4486 2146
## Dillard University 45 6700 3650
## Doane College 411 9570 3000
## Dominican College of Blauvelt 863 8310 5500
## Dordt College 56 9800 2650
## Dowling College 2458 9000 3100
## Drake University 726 13420 4770
## Drew University 87 18432 5616
## Drury College 48 8730 3523
## Duke University 53 18590 5950
## Earlham College 13 15036 4056
## East Carolina University 1687 7248 3240
## East Tennessee State University 2640 5800 3000
## East Texas Baptist University 151 4950 2780
## Eastern College 355 11190 4800
## Eastern Connecticut State University 1531 5962 4316
## Eastern Illinois University 845 5710 3066
## Eastern Mennonite College 59 9650 3800
## Eastern Nazarene College 30 8770 3500
## Eckerd College 23 15360 4080
## Elizabethtown College 299 14190 4400
## Elmira College 502 14990 4980
## Elms College 436 11800 4765
## Elon College 334 9100 3883
## Embry Riddle Aeronautical University 856 7800 3750
## Emory & Henry College 32 8578 4408
## Emory University 192 17600 6000
## Emporia State University 588 5401 3144
## Erskine College 35 10485 3840
## Eureka College 16 10955 3450
## Evergreen State College 363 6297 4600
## Fairfield University 1037 15000 6200
## Fayetteville State University 617 6806 2550
## Ferrum College 82 9400 4200
## Flagler College 44 5120 3200
## Florida Institute of Technology 233 13900 4140
## Florida International University 9310 6597 2494
## Florida Southern College 970 8025 4865
## Florida State University 3242 6680 4060
## Fontbonne College 337 8390 4100
## Fordham University 1646 14235 6965
## Fort Lewis College 486 6198 3320
## Francis Marion University 436 5840 3138
## Franciscan University of Steubenville 242 9650 4400
## Franklin College 68 10390 4040
## Franklin Pierce College 1197 13320 4630
## Freed-Hardeman University 50 5500 3340
## Fresno Pacific College 63 9900 3670
## Furman University 175 13440 4048
## Gannon University 691 10970 4280
## Gardner Webb University 374 8180 4270
## Geneva College 258 9476 4820
## George Fox College 43 12500 4130
## George Mason University 3822 10800 4840
## George Washington University 1470 17450 6328
## Georgetown College 48 8100 3950
## Georgetown University 406 18300 7131
## Georgia Institute of Technology 654 6489 4438
## Georgia State University 9054 6744 2655
## Georgian Court College 785 9150 3950
## Gettysburg College 46 19964 4328
## Goldey Beacom College 963 6120 2985
## Gonzaga University 296 13000 4450
## Gordon College 39 12200 4070
## Goshen College 166 9420 3730
## Goucher College 80 15588 6174
## Grace College and Seminary 113 8958 3670
## Graceland College 2281 9100 3100
## Grand Valley State University 2619 6108 3800
## Green Mountain College 42 11750 2700
## Greensboro College 314 8330 3770
## Greenville College 53 10310 4530
## Grinnell College 30 15688 4618
## Grove City College 35 5224 3048
## Guilford College 299 13404 5160
## Gustavus Adolphus College 50 14125 3600
## Gwynedd Mercy College 1108 11000 5550
## Hamilton College 24 19700 5050
## Hamline University 102 13252 4194
## Hampden - Sydney College 1 13218 4773
## Hampton University 740 7161 3518
## Hanover College 15 8200 3485
## Hardin-Simmons University 334 6300 2980
## Harding University 213 5504 3528
## Hartwick College 67 17480 4780
## Harvard University 320 18485 6410
## Harvey Mudd College 5 17230 6690
## Hastings College 37 9376 3272
## Hendrix College 6 8800 3195
## Hillsdale College 42 11090 4700
## Hiram College 275 14067 4560
## Hobart and William Smith Colleges 5 19029 5841
## Hofstra University 1350 11600 5920
## Hollins College 74 13470 5515
## Hood College 399 13960 6040
## Hope College 208 12275 4341
## Houghton College 26 9990 3550
## Huntingdon College 126 8080 3920
## Huntington College 43 9950 3920
## Huron University 69 7260 3090
## Husson College 706 7800 4000
## Illinois Benedictine College 519 10500 4348
## Illinois College 28 8050 3850
## Illinois Institute of Technology 626 14550 4620
## Illinois State University 1823 7799 3403
## Illinois Wesleyan University 23 14360 4090
## Immaculata College 1305 10000 5364
## Incarnate Word College 556 8840 4689
## Indiana State University 1949 6892 3706
## Indiana University at Bloomington 2717 9766 3990
## Indiana Wesleyan University 707 9210 3782
## Iona College 1446 10690 6790
## Iowa State University 1715 7550 3224
## Ithaca College 166 14424 6192
## James Madison University 742 7994 4544
## Jamestown College 71 7620 3050
## Jersey City State College 1394 3946 4800
## John Brown University 99 6398 3672
## John Carroll University 392 11700 5550
## Johns Hopkins University 1569 18800 6740
## Johnson State College 345 7656 4690
## Judson College 67 9414 4554
## Juniata College 43 14850 4460
## Kansas State University 2246 6995 3120
## Kansas Wesleyan University 258 8400 3250
## Keene State College 776 7870 4157
## Kentucky Wesleyan College 121 8000 4150
## Kenyon College 1 19240 3690
## Keuka College 55 9600 4550
## King's College 541 10910 5160
## King College 44 8664 3350
## Knox College 24 15747 4062
## La Roche College 819 8842 4782
## La Salle University 1662 12600 5610
## Lafayette College 226 18730 5740
## LaGrange College 363 6987 3585
## Lake Forest College 20 16880 3970
## Lakeland College 1957 9400 4005
## Lamar University 4058 4752 3040
## Lambuth University 325 5170 3430
## Lander University 341 4938 2987
## Lawrence University 74 17163 3891
## Le Moyne College 558 11040 4840
## Lebanon Valley College 502 13850 4755
## Lehigh University 132 18700 5580
## Lenoir-Rhyne College 166 10100 4000
## Lesley College 336 11700 5300
## LeTourneau University 77 8840 4240
## Lewis and Clark College 59 15800 4790
## Lewis University 1423 10560 4520
## Lincoln Memorial University 605 5950 2890
## Lincoln University 33 4818 3400
## Lindenwood College 191 9200 4800
## Linfield College 840 13380 4210
## Livingstone College 11 4400 3400
## Lock Haven University of Pennsylvania 325 7352 3620
## Longwood College 118 7920 3962
## Loras College 170 11200 4000
## Louisiana College 158 5150 3036
## Louisiana State University at Baton Rouge 3757 5925 2980
## Louisiana Tech University 1822 3957 2325
## Loyola College 184 12990 6300
## Loyola Marymount University 436 13592 5916
## Loyola University 761 11100 5870
## Loyola University Chicago 3417 11500 5330
## Luther College 85 13240 3560
## Lycoming College 74 13900 4300
## Lynchburg College 280 12450 5400
## Lyndon State College 150 7320 4640
## Macalester College 113 15909 4772
## MacMurray College 63 9620 3750
## Malone College 246 9858 3700
## Manchester College 51 10440 3850
## Manhattan College 254 12370 6800
## Manhattanville College 150 14700 6550
## Mankato State University 1792 4300 2643
## Marian College of Fond du Lac 653 9400 3400
## Marietta College 210 13850 3920
## Marist College 658 10700 5925
## Marquette University 804 11610 4760
## Marshall University 2339 5094 4010
## Mary Baldwin College 377 11200 7400
## Mary Washington College 736 6490 4942
## Marymount College Tarrytown 370 11510 6450
## Marymount Manhattan College 785 10200 7000
## Marymount University 776 11390 5280
## Maryville College 128 11200 4208
## Maryville University 1751 9250 4550
## Marywood College 402 11040 4500
## Massachusetts Institute of Technology 28 20100 5975
## Mayville State University 58 4486 2516
## McKendree College 684 7680 3740
## McMurry University 477 6930 3452
## McPherson College 80 7950 3750
## Mercer University 1260 11985 4081
## Mercyhurst College 433 9813 4050
## Meredith College 470 6720 3250
## Merrimack College 1084 12500 6200
## Mesa State College 911 5016 3798
## Messiah College 53 10300 5080
## Miami University at Oxford 807 8856 3960
## Michigan State University 4120 10658 3734
## Michigan Technological University 414 8127 3978
## MidAmerica Nazarene College 166 6840 3720
## Millersville University of Penn. 1532 7844 3830
## Milligan College 49 8200 3300
## Millikin University 95 11910 4378
## Millsaps College 179 11320 4402
## Milwaukee School of Engineering 884 11505 3255
## Mississippi College 721 5580 2830
## Mississippi State University 1621 9866 3084
## Mississippi University for Women 1014 4386 2217
## Missouri Southern State College 2200 3840 2852
## Missouri Valley College 175 8550 5050
## Monmouth College IL 11 13000 4100
## Monmouth College 847 12480 5290
## Montana College of Mineral Sci. & Tech. 416 6073 3400
## Montana State University 993 5552 3710
## Montclair State University 3186 3648 4834
## Montreat-Anderson College 20 8438 3372
## Moorhead State University 1075 4426 2664
## Moravian College 485 14990 4730
## Morehouse College 153 7050 5490
## Morningside College 228 10520 3678
## Morris College 12 4515 2550
## Mount Holyoke College 40 19300 5700
## Mount Marty College 435 6844 2980
## Mount Mary College 487 8950 3119
## Mount Mercy College 542 10500 3555
## Mount Saint Clare College 88 9900 3650
## Mount Saint Mary's College 79 12850 6200
## Mount Saint Mary College 429 7470 4600
## Mount St. Mary's College 466 12474 5678
## Mount Union College 144 12250 3530
## Mount Vernon Nazarene College 94 7400 3346
## Muhlenberg College 352 16975 4565
## Murray State University 955 4738 3110
## Muskingum College 70 13240 3914
## National-Louis University 505 9090 4500
## Nazareth College of Rochester 471 10850 5150
## New Jersey Institute of Technology 1646 8832 5376
## New Mexico Institute of Mining and Tech. 411 5376 3214
## New York University 2814 17748 7262
## Newberry College 36 10194 2600
## Niagara University 334 10320 4762
## North Adams State College 136 5542 4330
## North Carolina A. & T. State University 871 6806 1780
## North Carolina State University at Raleigh 5481 8400 6540
## North Carolina Wesleyan College 84 8242 4230
## North Central College 766 11718 7398
## North Dakota State University 1128 5834 2744
## North Park College 156 12580 4345
## Northeast Missouri State University 266 4856 3416
## Northeastern University 10221 13380 7425
## Northern Arizona University 2682 6746 3728
## Northern Illinois University 1979 7799 3296
## Northwest Missouri State University 472 3735 3136
## Northwest Nazarene College 60 9840 2820
## Northwestern College 52 9900 3075
## Northwestern University 45 16404 5520
## Norwich University 382 14134 5270
## Notre Dame College 311 9990 4900
## Oakland University 3982 9114 4030
## Oberlin College 120 19670 5820
## Occidental College 35 16560 5140
## Oglethorpe University 377 12900 4340
## Ohio Northern University 66 15990 4080
## Ohio University 1310 7629 4095
## Ohio Wesleyan University 48 16732 5650
## Oklahoma Baptist University 705 5390 3140
## Oklahoma Christian University 228 6400 3150
## Oklahoma State University 1658 5336 3344
## Otterbein College 936 12888 4440
## Ouachita Baptist University 61 6530 2800
## Our Lady of the Lake University 942 8530 3644
## Pace University 4379 11000 5160
## Pacific Lutheran University 302 13312 4488
## Pacific Union College 139 11925 3825
## Pacific University 35 14210 3994
## Pembroke State University 529 6360 2760
## Pennsylvania State Univ. Main Campus 2025 10645 4060
## Pepperdine University 625 18200 6770
## Peru State College 457 2580 2624
## Pfeiffer College 162 8640 3700
## Philadelphia Coll. of Textiles and Sci. 1042 11690 5062
## Phillips University 83 10500 3860
## Piedmont College 63 5640 3620
## Pikeville College 100 6000 3000
## Pitzer College 30 17688 5900
## Point Loma Nazarene College 217 10178 4190
## Point Park College 1402 9700 4830
## Polytechnic University 214 16200 4200
## Prairie View A. and M. University 448 4290 3500
## Presbyterian College 30 11859 3635
## Princeton University 146 19900 5910
## Providence College 1358 14400 6200
## Purdue University at West Lafayette 4065 9556 3990
## Queens College 549 11020 4970
## Quincy University 72 10100 4140
## Quinnipiac College 714 12030 6140
## Radford University 472 6684 4110
## Ramapo College of New Jersey 1938 4449 4860
## Randolph-Macon College 27 13840 3735
## Randolph-Macon Woman's College 56 13970 6110
## Reed College 61 19960 5490
## Regis College 533 12700 5800
## Rensselaer Polytechnic Institute 16 17475 5976
## Rhodes College 59 15200 4768
## Rider University 1309 13250 5420
## Ripon College 28 15200 4100
## Rivier College 1196 9870 4860
## Roanoke College 239 13425 4425
## Rockhurst College 754 9490 4100
## Rocky Mountain College 118 8734 3362
## Roger Williams University 1489 12520 6050
## Rollins College 1052 16425 5220
## Rosary College 269 10950 4600
## Rowan College of New Jersey 3942 4356 4830
## Rutgers at New Brunswick 3712 7410 4748
## Rutgers State University at Camden 1300 7411 4748
## Rutgers State University at Newark 1886 7410 4748
## Sacred Heart University 1889 11070 5780
## Saint Ambrose University 390 10450 4020
## Saint Anselm College 94 12950 5400
## Saint Cloud State University 2206 4259 2625
## Saint Francis College IN 247 8670 3820
## Saint Francis College 451 10880 5050
## Saint John's University 72 12247 4081
## Saint Joseph's College IN 222 11200 4250
## Saint Joseph's College 2196 9985 5180
## Saint Joseph's University 1314 12750 6350
## Saint Joseph College 712 12200 4600
## Saint Louis University 1140 11690 4730
## Saint Mary's College 27 12730 4514
## Saint Mary's College of Minnesota 118 10800 3600
## Saint Mary-of-the-Woods College 768 10300 4130
## Saint Michael's College 106 13030 5860
## Saint Olaf College 105 14350 3750
## Saint Peter's College 1154 9408 5520
## Saint Vincent College 182 10850 3936
## Saint Xavier University 726 10860 4624
## Salem-Teikyo University 45 10575 3952
## Salem College 216 10475 6300
## Salisbury State University 1027 5130 4690
## Samford University 402 8236 3700
## San Diego State University 5550 8384 5110
## Santa Clara University 128 13584 5928
## Sarah Lawrence College 105 19300 6694
## Savannah Coll. of Art and Design 208 8325 5000
## Schreiner College 99 8955 5900
## Scripps College 7 17238 7350
## Seattle Pacific University 704 12669 4875
## Seattle University 347 12825 4375
## Seton Hall University 1530 12000 6484
## Seton Hill College 210 11240 4180
## Shippensburg University of Penn. 300 7844 3504
## Shorter College 111 7210 3600
## Siena College 616 10800 5100
## Siena Heights College 287 9240 3880
## Simmons College 160 16160 6950
## Simpson College 602 11250 4980
## Sioux Falls College 271 8990 3064
## Skidmore College 263 18710 5970
## Smith College 95 18820 6390
## South Dakota State University 1103 3811 2190
## Southeast Missouri State University 1246 4680 3540
## Southeastern Oklahoma State Univ. 651 3738 2619
## Southern California College 127 9520 4124
## Southern Illinois University at Edwardsville 2550 5472 3598
## Southern Methodist University 387 12772 5078
## Southwest Baptist University 967 7070 2500
## Southwest Missouri State University 3374 4740 2590
## Southwest State University 546 4285 2750
## Southwestern Adventist College 280 7536 3736
## Southwestern College 147 7200 3532
## Southwestern University 43 11850 4675
## Spalding University 263 8400 2800
## Spelman College 107 7000 5565
## Spring Arbor College 353 8600 3550
## St. Bonaventure University 131 10456 4927
## St. John's College 4 16150 5450
## St. John Fisher College 677 10570 5600
## St. Lawrence University 45 18720 5730
## St. Martin's College 574 11550 4270
## St. Mary's College of California 248 13332 6354
## St. Mary's College of Maryland 209 6800 4730
## St. Mary's University of San Antonio 418 8678 3858
## St. Norbert College 95 12140 4450
## St. Paul's College 34 5000 3650
## St. Thomas Aquinas College 815 8650 5700
## Stephens College 388 13900 5200
## Stetson University 81 12315 4565
## Stevens Institute of Technology 11 16900 5680
## Stockton College of New Jersey 765 3040 4351
## Stonehill College 926 12170 6172
## SUNY at Albany 1231 6550 4355
## SUNY at Binghamton 671 6550 4598
## SUNY at Buffalo 3124 6550 4731
## SUNY at Stony Brook 1351 6550 4712
## SUNY College at Brockport 1363 6550 4460
## SUNY College at Oswego 869 6550 4810
## SUNY College at Buffalo 2091 6550 4040
## SUNY College at Cortland 346 6550 4680
## SUNY College at Fredonia 298 6550 4420
## SUNY College at Geneseo 146 6550 4170
## SUNY College at New Paltz 1478 6550 4240
## SUNY College at Plattsburgh 475 6550 4176
## SUNY College at Potsdam 234 6840 4660
## SUNY College at Purchase 1441 6550 4760
## Susquehanna University 166 16130 4710
## Sweet Briar College 41 14500 6000
## Syracuse University 117 15150 6870
## Tabor College 38 7850 3410
## Talladega College 119 5666 2964
## Taylor University 81 10965 4000
## Tennessee Wesleyan College 237 7070 3640
## Texas A&M Univ. at College Station 2798 5130 3412
## Texas A&M University at Galveston 134 4860 3122
## Texas Christian University 660 8490 3320
## Texas Lutheran College 429 7850 3410
## Texas Southern University 3101 7860 3360
## Texas Wesleyan University 392 6400 3484
## The Citadel 292 7070 2439
## Thiel College 140 11172 4958
## Tiffin University 351 7600 3800
## Transylvania University 51 10900 4450
## Trenton State College 902 5391 5411
## Tri-State University 98 9456 4350
## Trinity College CT 244 18810 5690
## Trinity College DC 639 11412 6430
## Trinity College VT 541 11010 5208
## Trinity University 95 12240 5150
## Tulane University 1534 19040 5950
## Tusculum College 40 7700 3400
## Tuskegee University 144 6735 3395
## Union College KY 78 7800 2950
## Union College NY 123 18732 6204
## Univ. of Wisconsin at OshKosh 1472 6874 2394
## University of Alabama at Birmingham 4698 4440 5175
## University of Arkansas at Fayetteville 1530 5028 3300
## University of California at Berkeley 2061 11648 6246
## University of California at Irvine 864 12024 5302
## University of Central Florida 7152 6618 4234
## University of Charleston 611 9500 3540
## University of Chicago 39 18930 6380
## University of Cincinnati 2011 8907 4697
## University of Connecticut at Storrs 1660 11656 5072
## University of Dallas 73 10760 6230
## University of Dayton 665 11380 4220
## University of Delaware 4522 10220 4230
## University of Denver 554 15192 4695
## University of Detroit Mercy 2217 11130 3996
## University of Dubuque 131 10430 3620
## University of Evansville 407 11800 4340
## University of Florida 3286 7090 4180
## University of Georgia 2748 5697 3600
## University of Hartford 1415 14220 6000
## University of Hawaii at Manoa 2411 4460 3038
## University of Illinois - Urbana 911 7560 4574
## University of Illinois at Chicago 2916 7230 5088
## University of Indianapolis 1646 11120 4080
## University of Kansas 1673 6994 3384
## University of La Verne 1522 13540 5050
## University of Louisville 6198 6540 3600
## University of Maine at Farmington 344 6810 3970
## University of Maine at Machias 317 6600 3680
## University of Maine at Presque Isle 503 6600 3630
## University of Maryland at Baltimore County 2592 8594 4408
## University of Maryland at College Park 3991 8723 5146
## University of Massachusetts at Amherst 1940 8566 3897
## University of Massachusetts at Dartmouth 1630 6919 4500
## University of Miami 876 16500 6526
## University of Michigan at Ann Arbor 1339 15732 4659
## University of Minnesota at Duluth 1254 8828 3474
## University of Minnesota at Morris 154 9843 3180
## University of Minnesota Twin Cities 21836 8949 3744
## University of Mississippi 804 4916 3810
## University of Missouri at Columbia 1583 9057 3485
## University of Missouri at Rolla 561 9057 3600
## University of Missouri at Saint Louis 4552 7246 3964
## University of Mobile 301 6150 3680
## University of Montevallo 331 4440 3030
## University of Nebraska at Lincoln 3171 5595 3145
## University of New England 159 11450 5045
## University of New Hampshire 1338 11180 3862
## University of North Carolina at Asheville 1078 5972 3420
## University of North Carolina at Chapel Hill 1100 8400 4200
## University of North Carolina at Charlotte 3255 7248 3109
## University of North Carolina at Greensboro 1847 8677 3505
## University of North Carolina at Wilmington 1145 7558 3680
## University of North Dakota 1435 5634 2703
## University of North Florida 3588 6634 4360
## University of North Texas 5134 4104 3579
## University of Northern Colorado 1498 7731 4128
## University of Northern Iowa 1448 6197 2930
## University of Notre Dame 30 16850 4400
## University of Oklahoma 2582 5173 3526
## University of Oregon 1605 10602 3660
## University of Pennsylvania 531 17020 7270
## University of Pittsburgh-Main Campus 4289 10786 4560
## University of Portland 174 12040 4100
## University of Puget Sound 138 16230 4500
## University of Rhode Island 2456 10330 5558
## University of Richmond 594 14500 3285
## University of Rochester 438 17840 6582
## University of San Diego 217 13600 5940
## University of San Francisco 549 13226 6452
## University of Sci. and Arts of Oklahoma 473 3687 1920
## University of Scranton 493 11584 5986
## University of South Carolina at Aiken 1412 5800 3066
## University of South Carolina at Columbia 3661 8074 3522
## University of South Florida 10962 6760 3776
## University of Southern California 1429 17230 6482
## University of Southern Colorado 675 7100 4380
## University of Southern Indiana 2973 4973 3192
## University of Southern Mississippi 1387 4652 2470
## University of St. Thomas MN 982 11712 4037
## University of St. Thomas TX 408 8550 4050
## University of Tennessee at Knoxville 3237 5764 3262
## University of Texas at Arlington 8431 4422 2780
## University of Texas at Austin 5189 5130 3309
## University of Texas at San Antonio 5457 4104 5376
## University of the Arts 39 12520 3860
## University of the Pacific 299 16320 5326
## University of the South 24 15350 4080
## University of Tulsa 433 11750 4160
## University of Utah 8374 6857 3975
## University of Vermont 1674 15516 4928
## University of Virginia 114 12212 3792
## University of Washington 4582 8199 4218
## University of West Florida 2477 6172 3994
## University of Wisconsin-Stout 579 6704 2592
## University of Wisconsin-Superior 417 7032 2780
## University of Wisconsin-Whitewater 1552 6950 2500
## University of Wisconsin at Green Bay 1347 6900 2800
## University of Wisconsin at Madison 2200 9096 4290
## University of Wisconsin at Milwaukee 7443 8786 2964
## University of Wyoming 1488 5988 3422
## Upper Iowa University 1160 8840 3060
## Ursinus College 17 14900 5160
## Ursuline College 717 9600 4202
## Valley City State University 189 4286 2570
## Valparaiso University 198 11800 3260
## Vanderbilt University 90 17865 6525
## Vassar College 77 18920 5950
## Villanova University 1292 15925 6507
## Virginia Commonwealth University 5065 10217 4182
## Virginia State University 338 5587 4845
## Virginia Tech 604 10260 3176
## Virginia Union University 67 7384 3494
## Virginia Wesleyan College 417 10900 5100
## Viterbo College 387 9140 3365
## Voorhees College 20 4450 2522
## Wabash College 5 12925 4195
## Wagner College 117 13500 5800
## Wake Forest University 172 13850 4360
## Walsh University 497 8670 4180
## Warren Wilson College 7 10000 3052
## Wartburg College 105 11600 3610
## Washington and Jefferson College 151 16260 4005
## Washington and Lee University 3 13750 4619
## Washington College 46 15276 5318
## Washington State University 1344 8200 4210
## Washington University 1274 18350 5775
## Wayne State College 474 2700 2660
## Waynesburg College 61 8840 3620
## Webber College 110 5590 2900
## Webster University 1550 9160 4340
## Wellesley College 156 18345 5995
## Wells College 19 14900 5550
## Wentworth Institute of Technology 572 9850 6050
## Wesley College 448 9890 4674
## Wesleyan University 27 19130 5600
## West Chester University of Penn. 1904 7844 4108
## West Liberty State College 227 4470 2890
## West Virginia Wesleyan College 170 14200 3775
## Western Carolina University 706 6390 2380
## Western Maryland College 98 14510 5340
## Western Michigan University 4278 6940 4100
## Western New England College 1116 8994 5500
## Western State College of Colorado 146 5918 3755
## Western Washington University 506 8124 4144
## Westfield State College 941 5542 3788
## Westminster College MO 37 10720 4050
## Westminster College 72 12065 3615
## Westminster College of Salt Lake City 743 8820 4050
## Westmont College 9 14320 5304
## Wheaton College IL 56 11480 4200
## Westminster College PA 30 18460 5970
## Wheeling Jesuit College 305 10500 4545
## Whitman College 46 16670 4900
## Whittier College 30 16249 5699
## Whitworth College 160 12660 4500
## Widener University 2171 12350 5370
## Wilkes University 603 11150 5130
## Willamette University 159 14800 4620
## William Jewell College 75 10060 2970
## William Woods University 120 10535 4365
## Williams College 29 19629 5790
## Wilson College 676 11428 5084
## Wingate College 157 7820 3400
## Winona State University 872 4200 2700
## Winthrop University 670 6400 3392
## Wisconsin Lutheran College 22 9100 3700
## Wittenberg University 144 15948 4404
## Wofford College 34 12680 4150
## Worcester Polytechnic Institute 86 15884 5370
## Worcester State College 2029 6797 3900
## Xavier University 1107 11520 4960
## Xavier University of Louisiana 166 6900 4200
## Yale University 83 19840 6510
## York College of Pennsylvania 1726 4990 3560summary(College)## Private Apps Accept Enroll Top10perc
## No :212 Min. : 81 Min. : 72 Min. : 35 Min. : 1.00
## Yes:565 1st Qu.: 776 1st Qu.: 604 1st Qu.: 242 1st Qu.:15.00
## Median : 1558 Median : 1110 Median : 434 Median :23.00
## Mean : 3002 Mean : 2019 Mean : 780 Mean :27.56
## 3rd Qu.: 3624 3rd Qu.: 2424 3rd Qu.: 902 3rd Qu.:35.00
## Max. :48094 Max. :26330 Max. :6392 Max. :96.00
## Top25perc F.Undergrad P.Undergrad Outstate
## Min. : 9.0 Min. : 139 Min. : 1.0 Min. : 2340
## 1st Qu.: 41.0 1st Qu.: 992 1st Qu.: 95.0 1st Qu.: 7320
## Median : 54.0 Median : 1707 Median : 353.0 Median : 9990
## Mean : 55.8 Mean : 3700 Mean : 855.3 Mean :10441
## 3rd Qu.: 69.0 3rd Qu.: 4005 3rd Qu.: 967.0 3rd Qu.:12925
## Max. :100.0 Max. :31643 Max. :21836.0 Max. :21700
## Room.Board Books Personal PhD
## Min. :1780 Min. : 96.0 Min. : 250 Min. : 8.00
## 1st Qu.:3597 1st Qu.: 470.0 1st Qu.: 850 1st Qu.: 62.00
## Median :4200 Median : 500.0 Median :1200 Median : 75.00
## Mean :4358 Mean : 549.4 Mean :1341 Mean : 72.66
## 3rd Qu.:5050 3rd Qu.: 600.0 3rd Qu.:1700 3rd Qu.: 85.00
## Max. :8124 Max. :2340.0 Max. :6800 Max. :103.00
## Terminal S.F.Ratio perc.alumni Expend
## Min. : 24.0 Min. : 2.50 Min. : 0.00 Min. : 3186
## 1st Qu.: 71.0 1st Qu.:11.50 1st Qu.:13.00 1st Qu.: 6751
## Median : 82.0 Median :13.60 Median :21.00 Median : 8377
## Mean : 79.7 Mean :14.09 Mean :22.74 Mean : 9660
## 3rd Qu.: 92.0 3rd Qu.:16.50 3rd Qu.:31.00 3rd Qu.:10830
## Max. :100.0 Max. :39.80 Max. :64.00 Max. :56233
## Grad.Rate
## Min. : 10.00
## 1st Qu.: 53.00
## Median : 65.00
## Mean : 65.46
## 3rd Qu.: 78.00
## Max. :118.00plot(College$Private, College$Outstate, col= "violet")
Elite <- rep("No", nrow(College))
Elite[College$Top10perc > 50] = "Yes"
Elite <- as.factor(Elite)
College <- data.frame(College, Elite)
summary(College)## Private Apps Accept Enroll Top10perc
## No :212 Min. : 81 Min. : 72 Min. : 35 Min. : 1.00
## Yes:565 1st Qu.: 776 1st Qu.: 604 1st Qu.: 242 1st Qu.:15.00
## Median : 1558 Median : 1110 Median : 434 Median :23.00
## Mean : 3002 Mean : 2019 Mean : 780 Mean :27.56
## 3rd Qu.: 3624 3rd Qu.: 2424 3rd Qu.: 902 3rd Qu.:35.00
## Max. :48094 Max. :26330 Max. :6392 Max. :96.00
## Top25perc F.Undergrad P.Undergrad Outstate
## Min. : 9.0 Min. : 139 Min. : 1.0 Min. : 2340
## 1st Qu.: 41.0 1st Qu.: 992 1st Qu.: 95.0 1st Qu.: 7320
## Median : 54.0 Median : 1707 Median : 353.0 Median : 9990
## Mean : 55.8 Mean : 3700 Mean : 855.3 Mean :10441
## 3rd Qu.: 69.0 3rd Qu.: 4005 3rd Qu.: 967.0 3rd Qu.:12925
## Max. :100.0 Max. :31643 Max. :21836.0 Max. :21700
## Room.Board Books Personal PhD
## Min. :1780 Min. : 96.0 Min. : 250 Min. : 8.00
## 1st Qu.:3597 1st Qu.: 470.0 1st Qu.: 850 1st Qu.: 62.00
## Median :4200 Median : 500.0 Median :1200 Median : 75.00
## Mean :4358 Mean : 549.4 Mean :1341 Mean : 72.66
## 3rd Qu.:5050 3rd Qu.: 600.0 3rd Qu.:1700 3rd Qu.: 85.00
## Max. :8124 Max. :2340.0 Max. :6800 Max. :103.00
## Terminal S.F.Ratio perc.alumni Expend
## Min. : 24.0 Min. : 2.50 Min. : 0.00 Min. : 3186
## 1st Qu.: 71.0 1st Qu.:11.50 1st Qu.:13.00 1st Qu.: 6751
## Median : 82.0 Median :13.60 Median :21.00 Median : 8377
## Mean : 79.7 Mean :14.09 Mean :22.74 Mean : 9660
## 3rd Qu.: 92.0 3rd Qu.:16.50 3rd Qu.:31.00 3rd Qu.:10830
## Max. :100.0 Max. :39.80 Max. :64.00 Max. :56233
## Grad.Rate Elite
## Min. : 10.00 No :699
## 1st Qu.: 53.00 Yes: 78
## Median : 65.00
## Mean : 65.46
## 3rd Qu.: 78.00
## Max. :118.00plot(College$Elite, College$Outstate, col = "blue")