ex1
dta <- read.csv("nlsy86long.csv", header = T)
library(dplyr)
head(dta)
## id sex race time grade year month math read
## 1 2390 Female Majority 1 0 6 67 14.286 19.048
## 2 2560 Female Majority 1 0 6 66 20.238 21.429
## 3 3740 Female Majority 1 0 6 67 17.857 21.429
## 4 4020 Male Majority 1 0 5 60 7.143 7.143
## 5 6350 Male Majority 1 1 7 78 29.762 30.952
## 6 7030 Male Majority 1 0 5 62 14.286 17.857
gather(dta, key = "test_var", value = "test_score", 8:9)
## id sex race time grade year month test_var test_score
## 1 2390 Female Majority 1 0 6 67 math 14.286
## 2 2560 Female Majority 1 0 6 66 math 20.238
## 3 3740 Female Majority 1 0 6 67 math 17.857
## 4 4020 Male Majority 1 0 5 60 math 7.143
## 5 6350 Male Majority 1 1 7 78 math 29.762
## 6 7030 Male Majority 1 0 5 62 math 14.286
## 7 7200 Male Majority 1 0 6 66 math 13.095
## 8 7610 Male Majority 1 0 7 79 math 23.810
## 9 7680 Female Majority 1 0 6 76 math 17.857
## 10 7700 Male Majority 1 0 6 67 math 14.286
## 11 8030 Female Majority 1 0 5 62 math 10.714
## 12 1056 Male Majority 1 0 6 72 math 13.095
## 13 1079 Male Minority 1 0 6 67 math 14.286
## 14 1090 Female Majority 1 0 5 64 math 7.143
## 15 1163 Female Majority 1 0 6 71 math 19.048
## 16 1343 Female Majority 1 0 6 72 math 13.095
## 17 1394 Male Majority 1 0 6 74 math 17.857
## 18 1410 Male Majority 1 0 6 67 math 17.857
## 19 1416 Male Majority 1 1 7 82 math 29.762
## 20 1489 Male Minority 1 0 6 67 math 7.143
## 21 1491 Female Minority 1 0 6 66 math 13.095
## 22 1551 Male Majority 1 0 6 70 math 16.667
## 23 1785 Female Majority 1 0 6 66 math 16.667
## 24 1868 Female Majority 1 0 5 65 math 13.095
## 25 1947 Female Majority 1 0 6 74 math 13.095
## 26 1997 Male Majority 1 0 5 63 math 17.857
## 27 2104 Male Majority 1 0 6 72 math 25.000
## 28 2174 Male Majority 1 0 5 65 math 15.476
## 29 2240 Male Majority 1 0 6 70 math 17.857
## 30 2260 Female Minority 1 0 6 67 math 11.905
## 31 2342 Male Majority 1 0 5 64 math 10.714
## 32 2347 Male Minority 1 0 7 83 math 21.429
## 33 2362 Female Minority 1 0 6 72 math 19.048
## 34 2623 Female Majority 1 0 5 64 math 16.667
## 35 2645 Female Minority 1 0 6 74 math 21.429
## 36 2675 Male Minority 1 0 5 65 math 13.095
## 37 2679 Male Minority 1 0 6 70 math 17.857
## 38 2736 Female Majority 1 0 6 66 math 22.619
## 39 2771 Male Minority 1 0 5 62 math 7.143
## 40 2775 Male Majority 1 0 6 71 math 20.238
## 41 2781 Female Majority 1 0 6 73 math 26.190
## 42 2785 Male Majority 1 0 6 71 math 15.476
## 43 2809 Male Majority 1 0 6 67 math 20.238
## 44 2828 Male Majority 1 1 6 76 math 20.238
## 45 2911 Female Minority 1 0 6 73 math 14.286
## 46 3066 Male Minority 1 1 7 82 math 13.095
## 47 3105 Female Majority 1 0 6 67 math 14.286
## 48 3113 Female Majority 1 0 6 70 math 16.667
## 49 3163 Male Majority 1 0 6 70 math 19.048
## 50 3198 Male Majority 1 0 6 72 math 13.095
## 51 3408 Female Majority 1 0 6 68 math 16.667
## 52 3413 Male Majority 1 0 6 66 math 26.190
## 53 3476 Female Majority 1 0 5 60 math 20.238
## 54 3597 Male Majority 1 0 5 65 math 17.857
## 55 3635 Male Majority 1 0 7 79 math 13.095
## 56 3787 Male Majority 1 0 5 64 math 11.905
## 57 3851 Male Majority 1 0 5 60 math 10.714
## 58 4007 Male Minority 1 0 6 66 math 13.095
## 59 4084 Male Majority 1 0 5 61 math 14.286
## 60 4085 Male Majority 1 0 6 67 math 15.476
## 61 4133 Male Majority 1 0 6 69 math 21.429
## 62 4194 Male Minority 1 0 5 64 math 14.286
## 63 4215 Female Minority 1 0 6 66 math 11.905
## 64 4256 Male Majority 1 0 6 69 math 16.667
## 65 4304 Female Majority 1 0 5 65 math 15.476
## 66 4306 Female Majority 1 0 6 74 math 23.810
## 67 4323 Male Minority 1 0 5 64 math 8.333
## 68 4379 Male Majority 1 0 6 68 math 16.667
## 69 4383 Male Majority 1 1 7 80 math 22.619
## 70 4391 Female Majority 1 0 5 63 math 16.667
## 71 4455 Male Majority 1 0 5 62 math 13.095
## 72 4490 Male Majority 1 1 7 82 math 16.667
## 73 4580 Male Majority 1 0 5 63 math 16.667
## 74 4589 Male Majority 1 0 5 64 math 9.524
## 75 4733 Male Majority 1 0 6 67 math 14.286
## 76 4842 Male Majority 1 0 6 77 math 23.810
## 77 4920 Female Majority 1 0 5 63 math 20.238
## 78 5074 Female Minority 1 1 6 77 math 26.190
## 79 5085 Male Minority 1 0 6 67 math 16.667
## 80 5199 Male Majority 1 0 5 64 math 17.857
## 81 5295 Female Majority 1 0 5 64 math 13.095
## 82 5325 Female Majority 1 1 7 79 math 26.190
## 83 5427 Male Majority 1 0 5 65 math 16.667
## 84 5462 Male Majority 1 0 5 61 math 11.905
## 85 5477 Female Majority 1 0 7 79 math 27.381
## 86 5487 Female Majority 1 0 6 76 math 36.905
## 87 5509 Male Majority 1 0 6 73 math 17.857
## 88 5631 Female Minority 1 0 6 66 math 9.524
## 89 5646 Male Minority 1 0 6 69 math 10.714
## 90 5648 Male Majority 1 0 6 73 math 22.619
## 91 5705 Female Majority 1 0 5 61 math 10.714
## 92 5805 Female Minority 1 0 6 67 math 11.905
## 93 5839 Female Minority 1 0 6 69 math 15.476
## 94 6030 Male Minority 1 0 5 62 math 5.952
## 95 6206 Male Minority 1 0 5 65 math 13.095
## 96 6220 Female Minority 1 0 6 75 math 22.619
## 97 6221 Male Minority 1 0 6 72 math 15.476
## 98 6243 Female Minority 1 0 6 72 math 21.429
## 99 6282 Female Minority 1 0 6 74 math 7.143
## 100 6293 Female Minority 1 0 5 64 math 13.095
## 101 6318 Female Minority 1 0 5 64 math 9.524
## 102 6358 Female Minority 1 0 5 62 math 19.048
## 103 6405 Male Minority 1 0 5 65 math 10.714
## 104 6450 Male Minority 1 0 5 64 math 10.714
## 105 6772 Male Minority 1 1 7 85 math 13.095
## 106 6807 Female Minority 1 0 6 76 math 16.667
## 107 6845 Female Minority 1 0 6 73 math 15.476
## 108 6890 Male Minority 1 0 6 71 math 11.905
## 109 6930 Male Minority 1 0 6 66 math 8.333
## 110 7049 Female Minority 1 0 6 67 math 11.905
## 111 7232 Male Minority 1 0 6 72 math 20.238
## 112 7282 Male Minority 1 0 6 70 math 15.476
## 113 7323 Female Minority 1 0 6 77 math 16.667
## 114 7436 Male Minority 1 0 6 75 math 34.524
## 115 7480 Female Minority 1 0 6 67 math 8.333
## 116 7645 Female Minority 1 0 6 71 math 11.905
## 117 7655 Male Minority 1 0 6 77 math 25.000
## 118 7796 Female Minority 1 0 6 71 math 17.857
## 119 7804 Male Minority 1 0 6 72 math 17.857
## 120 7810 Male Minority 1 0 5 61 math 14.286
## 121 7832 Male Minority 1 0 6 69 math 17.857
## 122 7864 Male Minority 1 0 6 66 math 14.286
## 123 7883 Female Minority 1 0 6 76 math 16.667
## 124 7981 Female Minority 1 0 6 77 math 15.476
## 125 8000 Male Minority 1 0 5 62 math 17.857
## 126 8039 Male Minority 1 0 5 61 math 14.286
## 127 8047 Male Minority 1 0 5 64 math 15.476
## 128 8195 Male Minority 1 0 6 67 math 14.286
## 129 8305 Male Minority 1 0 7 85 math 11.905
## 130 8317 Male Minority 1 0 6 77 math 15.476
## 131 8319 Female Minority 1 0 6 66 math 16.667
## 132 8383 Male Minority 1 0 5 64 math 13.095
## 133 8391 Male Minority 1 0 6 69 math 19.048
## 134 8430 Female Minority 1 0 6 70 math 16.667
## 135 8479 Female Minority 1 0 6 69 math 15.476
## 136 8483 Female Minority 1 0 6 70 math 11.905
## 137 8690 Female Minority 1 0 6 67 math 15.476
## 138 8695 Female Minority 1 0 5 60 math 9.524
## 139 8705 Male Minority 1 0 6 76 math 11.905
## 140 8708 Male Minority 1 0 6 74 math 21.429
## 141 8926 Female Minority 1 1 7 78 math 21.429
## 142 9023 Female Minority 1 0 5 64 math 17.857
## 143 9035 Male Minority 1 0 6 71 math 8.333
## 144 9053 Female Minority 1 0 6 70 math 17.857
## 145 9183 Male Minority 1 0 6 75 math 15.476
## 146 9281 Male Minority 1 0 5 60 math 10.714
## 147 9337 Male Minority 1 0 6 75 math 14.286
## 148 9396 Female Minority 1 0 7 82 math 17.857
## 149 9684 Female Minority 1 0 6 66 math 39.286
## 150 9758 Female Minority 1 0 6 72 math 15.476
## 151 9778 Female Minority 1 0 5 63 math 11.905
## 152 9811 Female Minority 1 0 6 68 math 10.714
## 153 9887 Female Minority 1 0 6 70 math 17.857
## 154 9974 Female Minority 1 0 6 66 math 10.714
## 155 1003 Male Minority 1 0 5 60 math 11.905
## 156 1012 Male Minority 1 0 6 75 math 27.381
## 157 1013 Female Minority 1 0 6 69 math 14.286
## 158 1019 Female Minority 1 1 7 79 math 26.190
## 159 1034 Male Minority 1 0 6 72 math 23.810
## 160 1044 Female Minority 1 0 5 64 math 16.667
## 161 1055 Male Minority 1 0 6 76 math 19.048
## 162 1187 Male Majority 1 0 6 71 math 50.000
## 163 1214 Male Minority 1 0 6 71 math 14.286
## 164 1218 Female Minority 1 0 6 67 math 19.048
## 165 1222 Female Minority 1 0 5 60 math 16.667
## 166 1224 Male Minority 1 0 6 74 math 21.429
## 167 2390 Female Majority 2 2 8 96 math 15.476
## 168 2560 Female Majority 2 1 8 95 math 36.905
## 169 3740 Female Majority 2 2 8 95 math 22.619
## 170 4020 Male Majority 2 1 8 91 math 21.429
## 171 6350 Male Majority 2 3 9 108 math 50.000
## 172 7030 Male Majority 2 2 8 93 math 36.905
## 173 7200 Male Majority 2 1 8 94 math 23.810
## 174 7610 Male Majority 2 3 9 109 math 52.381
## 175 7680 Female Majority 2 2 9 104 math 42.857
## 176 7700 Male Majority 2 2 8 94 math 29.762
## 177 8030 Female Majority 2 1 7 88 math 29.762
## 178 1056 Male Majority 2 2 8 101 math 30.952
## 179 1079 Male Minority 2 2 8 95 math 35.714
## 180 1090 Female Majority 2 1 8 92 math 21.429
## 181 1163 Female Majority 2 3 9 102 math 53.571
## 182 1343 Female Majority 2 2 8 100 math 35.714
## 183 1394 Male Majority 2 2 9 103 math 44.048
## 184 1410 Male Majority 2 3 8 99 math 55.952
## 185 1416 Male Majority 2 3 9 112 math 58.333
## 186 1489 Male Minority 2 2 8 94 math 66.667
## 187 1491 Female Minority 2 1 8 94 math 26.190
## 188 1551 Male Majority 2 1 8 97 math 40.476
## 189 1785 Female Majority 2 2 8 94 math 61.905
## 190 1868 Female Majority 2 2 8 94 math 34.524
## 191 1947 Female Majority 2 3 9 106 math 44.048
## 192 1997 Male Majority 2 1 8 93 math 28.571
## 193 2104 Male Majority 2 2 8 101 math 46.429
## 194 2174 Male Majority 2 1 8 94 math 40.476
## 195 2240 Male Majority 2 2 8 100 math 36.905
## 196 2260 Female Minority 2 3 8 98 math 19.048
## 197 2342 Male Majority 2 1 8 93 math 30.952
## 198 2347 Male Minority 2 2 9 110 math 36.905
## 199 2362 Female Minority 2 3 8 101 math 27.381
## 200 2623 Female Majority 2 1 8 92 math 47.619
## 201 2645 Female Minority 2 2 8 101 math 44.048
## 202 2675 Male Minority 2 1 8 90 math 26.190
## 203 2679 Male Minority 2 2 8 98 math 27.381
## 204 2736 Female Majority 2 2 8 94 math 59.524
## 205 2771 Male Minority 2 1 8 91 math 29.762
## 206 2775 Male Majority 2 2 8 100 math 41.667
## 207 2781 Female Majority 2 2 9 102 math 48.810
## 208 2785 Male Majority 2 2 8 98 math 40.476
## 209 2809 Male Majority 2 2 8 95 math 25.000
## 210 2828 Male Majority 2 2 9 103 math 36.905
## 211 2911 Female Minority 2 3 8 101 math 52.381
## 212 3066 Male Minority 2 3 9 111 math 30.952
## 213 3105 Female Majority 2 2 8 96 math 35.714
## 214 3113 Female Majority 2 3 8 99 math 45.238
## 215 3163 Male Majority 2 2 8 99 math 46.429
## 216 3198 Male Majority 2 3 9 102 math 52.381
## 217 3408 Female Majority 2 3 8 97 math 40.476
## 218 3413 Male Majority 2 3 8 96 math 48.810
## 219 3476 Female Majority 2 1 7 88 math 39.286
## 220 3597 Male Majority 2 1 8 94 math 52.381
## 221 3635 Male Majority 2 3 9 108 math 34.524
## 222 3787 Male Majority 2 1 8 93 math 33.333
## 223 3851 Male Majority 2 1 7 89 math 27.381
## 224 4007 Male Minority 2 1 8 94 math 28.571
## 225 4084 Male Majority 2 2 8 91 math 50.000
## 226 4085 Male Majority 2 3 8 98 math 36.905
## 227 4133 Male Majority 2 2 8 98 math 40.476
## 228 4194 Male Minority 2 2 8 97 math 22.619
## 229 4215 Female Minority 2 1 8 96 math 17.857
## 230 4256 Male Majority 2 1 8 97 math 30.952
## 231 4304 Female Majority 2 2 8 96 math 46.429
## 232 4306 Female Majority 2 2 8 100 math 54.762
## 233 4323 Male Minority 2 1 8 93 math 16.667
## 234 4379 Male Majority 2 3 8 99 math 50.000
## 235 4383 Male Majority 2 2 9 110 math 40.476
## 236 4391 Female Majority 2 1 8 92 math 44.048
## 237 4455 Male Majority 2 1 8 90 math 36.905
## 238 4490 Male Majority 2 4 9 112 math 39.286
## 239 4580 Male Majority 2 2 8 93 math 30.952
## 240 4589 Male Majority 2 1 8 92 math 22.619
## 241 4733 Male Majority 2 1 8 95 math 35.714
## 242 4842 Male Majority 2 3 9 103 math 42.857
## 243 4920 Female Majority 2 1 8 91 math 46.429
## 244 5074 Female Minority 2 3 9 107 math 29.762
## 245 5085 Male Minority 2 2 8 96 math 33.333
## 246 5199 Male Majority 2 3 8 94 math 39.286
## 247 5295 Female Majority 2 1 8 93 math 34.524
## 248 5325 Female Majority 2 2 9 108 math 47.619
## 249 5427 Male Majority 2 1 8 95 math 51.190
## 250 5462 Male Majority 2 2 8 90 math 28.571
## 251 5477 Female Majority 2 3 9 106 math 45.238
## 252 5487 Female Majority 2 2 9 105 math 46.429
## 253 5509 Male Majority 2 2 9 103 math 26.190
## 254 5631 Female Minority 2 1 8 94 math 33.333
## 255 5646 Male Minority 2 2 8 97 math 32.143
## 256 5648 Male Majority 2 3 8 96 math 52.381
## 257 5705 Female Majority 2 2 8 91 math 29.762
## 258 5805 Female Minority 2 2 8 96 math 27.381
## 259 5839 Female Minority 2 3 8 99 math 52.381
## 260 6030 Male Minority 2 1 8 90 math 25.000
## 261 6206 Male Minority 2 2 8 94 math 34.524
## 262 6220 Female Minority 2 3 9 107 math 44.048
## 263 6221 Male Minority 2 2 8 101 math 26.190
## 264 6243 Female Minority 2 2 8 100 math 38.095
## 265 6282 Female Minority 2 3 9 103 math 33.333
## 266 6293 Female Minority 2 1 8 92 math 16.667
## 267 6318 Female Minority 2 2 8 94 math 28.571
## 268 6358 Female Minority 2 1 8 91 math 27.381
## 269 6405 Male Minority 2 2 8 94 math 33.333
## 270 6450 Male Minority 2 2 8 94 math 36.905
## 271 6772 Male Minority 2 3 10 114 math 38.095
## 272 6807 Female Minority 2 2 8 100 math 33.333
## 273 6845 Female Minority 2 3 9 103 math 51.190
## 274 6890 Male Minority 2 2 8 100 math 36.905
## 275 6930 Male Minority 2 1 8 95 math 27.381
## 276 7049 Female Minority 2 1 8 96 math 26.190
## 277 7232 Male Minority 2 2 8 98 math 40.476
## 278 7282 Male Minority 2 2 8 98 math 40.476
## 279 7323 Female Minority 2 2 9 104 math 30.952
## 280 7436 Male Minority 2 2 9 103 math 44.048
## 281 7480 Female Minority 2 2 8 97 math 26.190
## 282 7645 Female Minority 2 2 8 99 math 39.286
## 283 7655 Male Minority 2 2 9 105 math 57.143
## 284 7796 Female Minority 2 1 8 100 math 22.619
## 285 7804 Male Minority 2 2 8 99 math 48.810
## 286 7810 Male Minority 2 2 8 90 math 23.810
## 287 7832 Male Minority 2 2 8 100 math 42.857
## 288 7864 Male Minority 2 2 8 100 math 42.857
## 289 7883 Female Minority 2 2 9 105 math 40.476
## 290 7981 Female Minority 2 2 9 102 math 22.619
## 291 8000 Male Minority 2 2 8 90 math 41.667
## 292 8039 Male Minority 2 2 8 90 math 21.429
## 293 8047 Male Minority 2 3 8 94 math 30.952
## 294 8195 Male Minority 2 2 8 95 math 34.524
## 295 8305 Male Minority 2 3 10 114 math 38.095
## 296 8317 Male Minority 2 2 9 105 math 34.524
## 297 8319 Female Minority 2 1 8 95 math 25.000
## 298 8383 Male Minority 2 2 8 92 math 28.571
## 299 8391 Male Minority 2 2 8 95 math 29.762
## 300 8430 Female Minority 2 2 8 98 math 48.810
## 301 8479 Female Minority 2 2 8 98 math 38.095
## 302 8483 Female Minority 2 2 8 99 math 46.429
## 303 8690 Female Minority 2 2 8 96 math 28.571
## 304 8695 Female Minority 2 1 8 90 math 26.190
## 305 8705 Male Minority 2 2 9 103 math 33.333
## 306 8708 Male Minority 2 2 8 101 math 34.524
## 307 8926 Female Minority 2 3 9 108 math 32.143
## 308 9023 Female Minority 2 1 8 93 math 15.476
## 309 9035 Male Minority 2 1 8 99 math 15.476
## 310 9053 Female Minority 2 2 8 98 math 39.286
## 311 9183 Male Minority 2 3 9 104 math 39.286
## 312 9281 Male Minority 2 1 7 86 math 22.619
## 313 9337 Male Minority 2 2 9 103 math 34.524
## 314 9396 Female Minority 2 3 9 112 math 28.571
## 315 9684 Female Minority 2 3 8 96 math 44.048
## 316 9758 Female Minority 2 2 8 100 math 23.810
## 317 9778 Female Minority 2 1 8 92 math 26.190
## 318 9811 Female Minority 2 3 8 95 math 35.714
## 319 9887 Female Minority 2 2 8 101 math 32.143
## 320 9974 Female Minority 2 2 8 94 math 42.857
## 321 1003 Male Minority 2 2 8 91 math 33.333
## 322 1012 Male Minority 2 2 9 103 math 58.333
## 323 1013 Female Minority 2 3 8 99 math 29.762
## 324 1019 Female Minority 2 2 9 107 math 29.762
## 325 1034 Male Minority 2 2 9 102 math 35.714
## 326 1044 Female Minority 2 2 8 92 math 34.524
## 327 1055 Male Minority 2 2 9 110 math 46.429
## 328 1187 Male Majority 2 3 8 99 math 54.762
## 329 1214 Male Minority 2 2 8 100 math 52.381
## 330 1218 Female Minority 2 2 8 96 math 25.000
## 331 1222 Female Minority 2 2 7 89 math 32.143
## 332 1224 Male Minority 2 2 8 101 math 23.810
## 333 2390 Female Majority 3 3 10 119 math 38.095
## 334 2560 Female Majority 3 3 10 119 math 52.381
## 335 3740 Female Majority 3 5 10 122 math 53.571
## 336 4020 Male Majority 3 2 9 112 math 53.571
## 337 6350 Male Majority 3 4 11 132 math 47.619
## 338 7030 Male Majority 3 3 10 117 math 55.952
## 339 7200 Male Majority 3 3 10 118 math 42.857
## 340 7610 Male Majority 3 4 11 131 math 64.286
## 341 7680 Female Majority 3 5 11 128 math 52.381
## 342 7700 Male Majority 3 4 10 117 math 57.143
## 343 8030 Female Majority 3 3 9 113 math 50.000
## 344 1056 Male Majority 3 5 11 129 math 61.905
## 345 1079 Male Minority 3 3 10 120 math 51.190
## 346 1090 Female Majority 3 3 10 116 math 55.952
## 347 1163 Female Majority 3 5 10 125 math 57.143
## 348 1343 Female Majority 3 5 10 125 math 48.810
## 349 1394 Male Majority 3 5 11 129 math 63.095
## 350 1410 Male Majority 3 5 10 122 math 72.619
## 351 1416 Male Majority 3 5 11 135 math 58.333
## 352 1489 Male Minority 3 4 10 119 math 42.857
## 353 1491 Female Minority 3 5 10 120 math 50.000
## 354 1551 Male Majority 3 3 10 122 math 57.143
## 355 1785 Female Majority 3 5 10 120 math 57.143
## 356 1868 Female Majority 3 4 10 118 math 52.381
## 357 1947 Female Majority 3 5 11 130 math 53.571
## 358 1997 Male Majority 3 3 10 117 math 60.714
## 359 2104 Male Majority 3 4 10 125 math 63.095
## 360 2174 Male Majority 3 4 10 118 math 52.381
## 361 2240 Male Majority 3 5 10 125 math 51.190
## 362 2260 Female Minority 3 5 10 120 math 51.190
## 363 2342 Male Majority 3 3 10 118 math 41.667
## 364 2347 Male Minority 3 4 11 136 math 54.762
## 365 2362 Female Minority 3 4 11 126 math 52.381
## 366 2623 Female Majority 3 3 10 117 math 44.048
## 367 2645 Female Minority 3 5 11 127 math 52.381
## 368 2675 Male Minority 3 4 10 116 math 51.190
## 369 2679 Male Minority 3 4 10 123 math 60.714
## 370 2736 Female Majority 3 5 10 120 math 71.429
## 371 2771 Male Minority 3 3 10 115 math 48.810
## 372 2775 Male Majority 3 5 10 125 math 53.571
## 373 2781 Female Majority 3 5 11 127 math 55.952
## 374 2785 Male Majority 3 5 11 126 math 53.571
## 375 2809 Male Majority 3 5 10 122 math 52.381
## 376 2828 Male Majority 3 5 11 128 math 47.619
## 377 2911 Female Minority 3 5 10 125 math 64.286
## 378 3066 Male Minority 3 4 11 134 math 58.333
## 379 3105 Female Majority 3 4 10 121 math 52.381
## 380 3113 Female Majority 3 5 10 124 math 50.000
## 381 3163 Male Majority 3 5 10 123 math 76.190
## 382 3198 Male Majority 3 4 10 125 math 53.571
## 383 3408 Female Majority 3 5 10 121 math 50.000
## 384 3413 Male Majority 3 4 10 119 math 70.238
## 385 3476 Female Majority 3 4 10 115 math 46.429
## 386 3597 Male Majority 3 4 10 119 math 52.381
## 387 3635 Male Majority 3 5 11 130 math 54.762
## 388 3787 Male Majority 3 4 10 119 math 46.429
## 389 3851 Male Majority 3 3 10 114 math 45.238
## 390 4007 Male Minority 3 3 10 119 math 46.429
## 391 4084 Male Majority 3 4 9 113 math 63.095
## 392 4085 Male Majority 3 4 10 121 math 32.143
## 393 4133 Male Majority 3 4 10 122 math 46.429
## 394 4194 Male Minority 3 3 10 117 math 41.667
## 395 4215 Female Minority 3 4 10 119 math 34.524
## 396 4256 Male Majority 3 4 10 123 math 60.714
## 397 4304 Female Majority 3 5 10 121 math 52.381
## 398 4306 Female Majority 3 5 11 127 math 63.095
## 399 4323 Male Minority 3 4 10 119 math 34.524
## 400 4379 Male Majority 3 4 10 121 math 75.000
## 401 4383 Male Majority 3 5 11 135 math 48.810
## 402 4391 Female Majority 3 4 10 118 math 60.714
## 403 4455 Male Majority 3 4 10 116 math 59.524
## 404 4490 Male Majority 3 5 11 136 math 39.286
## 405 4580 Male Majority 3 3 10 115 math 42.857
## 406 4589 Male Majority 3 4 10 118 math 44.048
## 407 4733 Male Majority 3 3 10 120 math 52.381
## 408 4842 Male Majority 3 4 11 128 math 50.000
## 409 4920 Female Majority 3 4 10 116 math 46.429
## 410 5074 Female Minority 3 5 11 131 math 39.286
## 411 5085 Male Minority 3 3 10 121 math 40.476
## 412 5199 Male Majority 3 4 10 117 math 52.381
## 413 5295 Female Majority 3 3 10 117 math 61.905
## 414 5325 Female Majority 3 4 11 132 math 57.143
## 415 5427 Male Majority 3 4 10 120 math 46.429
## 416 5462 Male Majority 3 3 10 114 math 38.095
## 417 5477 Female Majority 3 5 11 130 math 61.905
## 418 5487 Female Majority 3 4 11 128 math 54.762
## 419 5509 Male Majority 3 4 11 126 math 58.333
## 420 5631 Female Minority 3 4 10 122 math 48.810
## 421 5646 Male Minority 3 5 10 122 math 48.810
## 422 5648 Male Majority 3 4 11 126 math 54.762
## 423 5705 Female Majority 3 4 10 115 math 38.095
## 424 5805 Female Minority 3 5 10 121 math 44.048
## 425 5839 Female Minority 3 5 10 124 math 58.333
## 426 6030 Male Minority 3 3 10 115 math 35.714
## 427 6206 Male Minority 3 4 10 118 math 54.762
## 428 6220 Female Minority 3 4 11 128 math 51.190
## 429 6221 Male Minority 3 4 10 125 math 45.238
## 430 6243 Female Minority 3 4 10 125 math 36.905
## 431 6282 Female Minority 3 5 11 127 math 52.381
## 432 6293 Female Minority 3 4 10 118 math 40.476
## 433 6318 Female Minority 3 3 10 117 math 46.429
## 434 6358 Female Minority 3 4 10 116 math 39.286
## 435 6405 Male Minority 3 3 10 118 math 52.381
## 436 6450 Male Minority 3 3 10 116 math 52.381
## 437 6772 Male Minority 3 5 12 140 math 69.048
## 438 6807 Female Minority 3 5 11 127 math 55.952
## 439 6845 Female Minority 3 4 10 124 math 54.762
## 440 6890 Male Minority 3 5 11 126 math 51.190
## 441 6930 Male Minority 3 4 10 119 math 55.952
## 442 7049 Female Minority 3 4 10 121 math 54.762
## 443 7232 Male Minority 3 5 10 123 math 53.571
## 444 7282 Male Minority 3 3 10 123 math 44.048
## 445 7323 Female Minority 3 4 11 129 math 30.952
## 446 7436 Male Minority 3 5 11 128 math 53.571
## 447 7480 Female Minority 3 4 10 121 math 46.429
## 448 7645 Female Minority 3 5 10 124 math 52.381
## 449 7655 Male Minority 3 5 11 131 math 58.333
## 450 7796 Female Minority 3 3 10 125 math 44.048
## 451 7804 Male Minority 3 5 11 126 math 70.238
## 452 7810 Male Minority 3 4 10 115 math 50.000
## 453 7832 Male Minority 3 4 10 123 math 59.524
## 454 7864 Male Minority 3 4 10 122 math 46.429
## 455 7883 Female Minority 3 4 11 129 math 55.952
## 456 7981 Female Minority 3 4 11 130 math 36.905
## 457 8000 Male Minority 3 4 10 115 math 53.571
## 458 8039 Male Minority 3 3 10 115 math 39.286
## 459 8047 Male Minority 3 5 10 118 math 59.524
## 460 8195 Male Minority 3 4 10 119 math 54.762
## 461 8305 Male Minority 3 5 11 137 math 55.952
## 462 8317 Male Minority 3 4 11 129 math 46.429
## 463 8319 Female Minority 3 3 10 119 math 47.619
## 464 8383 Male Minority 3 3 10 115 math 46.429
## 465 8391 Male Minority 3 4 10 120 math 50.000
## 466 8430 Female Minority 3 4 10 123 math 51.190
## 467 8479 Female Minority 3 5 10 122 math 55.952
## 468 8483 Female Minority 3 5 10 125 math 59.524
## 469 8690 Female Minority 3 4 10 120 math 40.476
## 470 8695 Female Minority 3 4 10 114 math 41.667
## 471 8705 Male Minority 3 5 11 129 math 50.000
## 472 8708 Male Minority 3 5 11 128 math 57.143
## 473 8926 Female Minority 3 5 11 131 math 51.190
## 474 9023 Female Minority 3 5 10 117 math 38.095
## 475 9035 Male Minority 3 4 10 125 math 42.857
## 476 9053 Female Minority 3 4 10 122 math 47.619
## 477 9183 Male Minority 3 4 11 127 math 59.524
## 478 9281 Male Minority 3 4 10 115 math 47.619
## 479 9337 Male Minority 3 5 11 129 math 52.381
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## 951 7832 Male Minority 2 2 8 100 read 64.286
## 952 7864 Male Minority 2 2 8 100 read 36.905
## 953 7883 Female Minority 2 2 9 105 read 45.238
## 954 7981 Female Minority 2 2 9 102 read 32.143
## 955 8000 Male Minority 2 2 8 90 read 53.571
## 956 8039 Male Minority 2 2 8 90 read 23.810
## 957 8047 Male Minority 2 3 8 94 read 35.714
## 958 8195 Male Minority 2 2 8 95 read 26.190
## 959 8305 Male Minority 2 3 10 114 read 23.810
## 960 8317 Male Minority 2 2 9 105 read 48.810
## 961 8319 Female Minority 2 1 8 95 read 29.762
## 962 8383 Male Minority 2 2 8 92 read 32.143
## 963 8391 Male Minority 2 2 8 95 read 41.667
## 964 8430 Female Minority 2 2 8 98 read 65.476
## 965 8479 Female Minority 2 2 8 98 read 41.667
## 966 8483 Female Minority 2 2 8 99 read 47.619
## 967 8690 Female Minority 2 2 8 96 read 28.571
## 968 8695 Female Minority 2 1 8 90 read 30.952
## 969 8705 Male Minority 2 2 9 103 read 40.476
## 970 8708 Male Minority 2 2 8 101 read 48.810
## 971 8926 Female Minority 2 3 9 108 read 47.619
## 972 9023 Female Minority 2 1 8 93 read 23.810
## 973 9035 Male Minority 2 1 8 99 read 25.000
## 974 9053 Female Minority 2 2 8 98 read 41.667
## 975 9183 Male Minority 2 3 9 104 read 61.905
## 976 9281 Male Minority 2 1 7 86 read 29.762
## 977 9337 Male Minority 2 2 9 103 read 35.714
## 978 9396 Female Minority 2 3 9 112 read 39.286
## 979 9684 Female Minority 2 3 8 96 read 53.571
## 980 9758 Female Minority 2 2 8 100 read 39.286
## 981 9778 Female Minority 2 1 8 92 read 44.048
## 982 9811 Female Minority 2 3 8 95 read 57.143
## 983 9887 Female Minority 2 2 8 101 read 34.524
## 984 9974 Female Minority 2 2 8 94 read 28.571
## 985 1003 Male Minority 2 2 8 91 read 36.905
## 986 1012 Male Minority 2 2 9 103 read 53.571
## 987 1013 Female Minority 2 3 8 99 read 47.619
## 988 1019 Female Minority 2 2 9 107 read 58.333
## 989 1034 Male Minority 2 2 9 102 read 30.952
## 990 1044 Female Minority 2 2 8 92 read 35.714
## 991 1055 Male Minority 2 2 9 110 read 36.905
## 992 1187 Male Majority 2 3 8 99 read 57.143
## 993 1214 Male Minority 2 2 8 100 read 65.476
## 994 1218 Female Minority 2 2 8 96 read 34.524
## 995 1222 Female Minority 2 2 7 89 read 30.952
## 996 1224 Male Minority 2 2 8 101 read 29.762
## 997 2390 Female Majority 3 3 10 119 read 28.571
## 998 2560 Female Majority 3 3 10 119 read 45.238
## 999 3740 Female Majority 3 5 10 122 read 69.048
## 1000 4020 Male Majority 3 2 9 112 read 50.000
## 1001 6350 Male Majority 3 4 11 132 read 63.095
## 1002 7030 Male Majority 3 3 10 117 read 64.286
## 1003 7200 Male Majority 3 3 10 118 read 34.524
## 1004 7610 Male Majority 3 4 11 131 read 58.333
## 1005 7680 Female Majority 3 5 11 128 read 59.524
## 1006 7700 Male Majority 3 4 10 117 read 65.476
## 1007 8030 Female Majority 3 3 9 113 read 54.762
## 1008 1056 Male Majority 3 5 11 129 read 54.762
## 1009 1079 Male Minority 3 3 10 120 read 52.381
## 1010 1090 Female Majority 3 3 10 116 read 54.762
## 1011 1163 Female Majority 3 5 10 125 read 82.143
## 1012 1343 Female Majority 3 5 10 125 read 54.762
## 1013 1394 Male Majority 3 5 11 129 read 69.048
## 1014 1410 Male Majority 3 5 10 122 read 70.238
## 1015 1416 Male Majority 3 5 11 135 read 59.524
## 1016 1489 Male Minority 3 4 10 119 read 25.000
## 1017 1491 Female Minority 3 5 10 120 read 64.286
## 1018 1551 Male Majority 3 3 10 122 read 58.333
## 1019 1785 Female Majority 3 5 10 120 read 57.143
## 1020 1868 Female Majority 3 4 10 118 read 60.714
## 1021 1947 Female Majority 3 5 11 130 read 59.524
## 1022 1997 Male Majority 3 3 10 117 read 72.619
## 1023 2104 Male Majority 3 4 10 125 read 64.286
## 1024 2174 Male Majority 3 4 10 118 read 36.905
## 1025 2240 Male Majority 3 5 10 125 read 50.000
## 1026 2260 Female Minority 3 5 10 120 read 52.381
## 1027 2342 Male Majority 3 3 10 118 read 33.333
## 1028 2347 Male Minority 3 4 11 136 read 29.762
## 1029 2362 Female Minority 3 4 11 126 read 44.048
## 1030 2623 Female Majority 3 3 10 117 read 63.095
## 1031 2645 Female Minority 3 5 11 127 read 64.286
## 1032 2675 Male Minority 3 4 10 116 read 42.857
## 1033 2679 Male Minority 3 4 10 123 read 73.810
## 1034 2736 Female Majority 3 5 10 120 read 57.143
## 1035 2771 Male Minority 3 3 10 115 read 58.333
## 1036 2775 Male Majority 3 5 10 125 read 96.429
## 1037 2781 Female Majority 3 5 11 127 read 57.143
## 1038 2785 Male Majority 3 5 11 126 read 60.714
## 1039 2809 Male Majority 3 5 10 122 read 60.714
## 1040 2828 Male Majority 3 5 11 128 read 51.190
## 1041 2911 Female Minority 3 5 10 125 read 86.905
## 1042 3066 Male Minority 3 4 11 134 read 53.571
## 1043 3105 Female Majority 3 4 10 121 read 52.381
## 1044 3113 Female Majority 3 5 10 124 read 50.000
## 1045 3163 Male Majority 3 5 10 123 read 89.286
## 1046 3198 Male Majority 3 4 10 125 read 66.667
## 1047 3408 Female Majority 3 5 10 121 read 60.714
## 1048 3413 Male Majority 3 4 10 119 read 73.810
## 1049 3476 Female Majority 3 4 10 115 read 55.952
## 1050 3597 Male Majority 3 4 10 119 read 57.143
## 1051 3635 Male Majority 3 5 11 130 read 41.667
## 1052 3787 Male Majority 3 4 10 119 read 64.286
## 1053 3851 Male Majority 3 3 10 114 read 52.381
## 1054 4007 Male Minority 3 3 10 119 read 64.286
## 1055 4084 Male Majority 3 4 9 113 read 72.619
## 1056 4085 Male Majority 3 4 10 121 read 46.429
## 1057 4133 Male Majority 3 4 10 122 read 55.952
## 1058 4194 Male Minority 3 3 10 117 read 50.000
## 1059 4215 Female Minority 3 4 10 119 read 46.429
## 1060 4256 Male Majority 3 4 10 123 read 67.857
## 1061 4304 Female Majority 3 5 10 121 read 66.667
## 1062 4306 Female Majority 3 5 11 127 read 83.333
## 1063 4323 Male Minority 3 4 10 119 read 42.857
## 1064 4379 Male Majority 3 4 10 121 read 66.667
## 1065 4383 Male Majority 3 5 11 135 read 58.333
## 1066 4391 Female Majority 3 4 10 118 read 61.905
## 1067 4455 Male Majority 3 4 10 116 read 66.667
## 1068 4490 Male Majority 3 5 11 136 read 26.190
## 1069 4580 Male Majority 3 3 10 115 read 34.524
## 1070 4589 Male Majority 3 4 10 118 read 42.857
## 1071 4733 Male Majority 3 3 10 120 read 36.905
## 1072 4842 Male Majority 3 4 11 128 read 52.381
## 1073 4920 Female Majority 3 4 10 116 read 59.524
## 1074 5074 Female Minority 3 5 11 131 read 50.000
## 1075 5085 Male Minority 3 3 10 121 read 46.429
## 1076 5199 Male Majority 3 4 10 117 read 59.524
## 1077 5295 Female Majority 3 3 10 117 read 52.381
## 1078 5325 Female Majority 3 4 11 132 read 72.619
## 1079 5427 Male Majority 3 4 10 120 read 57.143
## 1080 5462 Male Majority 3 3 10 114 read 39.286
## 1081 5477 Female Majority 3 5 11 130 read 63.095
## 1082 5487 Female Majority 3 4 11 128 read 72.619
## 1083 5509 Male Majority 3 4 11 126 read 36.905
## 1084 5631 Female Minority 3 4 10 122 read 41.667
## 1085 5646 Male Minority 3 5 10 122 read 50.000
## 1086 5648 Male Majority 3 4 11 126 read 58.333
## 1087 5705 Female Majority 3 4 10 115 read 59.524
## 1088 5805 Female Minority 3 5 10 121 read 48.810
## 1089 5839 Female Minority 3 5 10 124 read 55.952
## 1090 6030 Male Minority 3 3 10 115 read 65.476
## 1091 6206 Male Minority 3 4 10 118 read 61.905
## 1092 6220 Female Minority 3 4 11 128 read 44.048
## 1093 6221 Male Minority 3 4 10 125 read 47.619
## 1094 6243 Female Minority 3 4 10 125 read 41.667
## 1095 6282 Female Minority 3 5 11 127 read 34.524
## 1096 6293 Female Minority 3 4 10 118 read 42.857
## 1097 6318 Female Minority 3 3 10 117 read 44.048
## 1098 6358 Female Minority 3 4 10 116 read 57.143
## 1099 6405 Male Minority 3 3 10 118 read 59.524
## 1100 6450 Male Minority 3 3 10 116 read 65.476
## 1101 6772 Male Minority 3 5 12 140 read 58.333
## 1102 6807 Female Minority 3 5 11 127 read 64.286
## 1103 6845 Female Minority 3 4 10 124 read 64.286
## 1104 6890 Male Minority 3 5 11 126 read 59.524
## 1105 6930 Male Minority 3 4 10 119 read 47.619
## 1106 7049 Female Minority 3 4 10 121 read 54.762
## 1107 7232 Male Minority 3 5 10 123 read 64.286
## 1108 7282 Male Minority 3 3 10 123 read 34.524
## 1109 7323 Female Minority 3 4 11 129 read 39.286
## 1110 7436 Male Minority 3 5 11 128 read 44.048
## 1111 7480 Female Minority 3 4 10 121 read 46.429
## 1112 7645 Female Minority 3 5 10 124 read 58.333
## 1113 7655 Male Minority 3 5 11 131 read 77.381
## 1114 7796 Female Minority 3 3 10 125 read 46.429
## 1115 7804 Male Minority 3 5 11 126 read 65.476
## 1116 7810 Male Minority 3 4 10 115 read 44.048
## 1117 7832 Male Minority 3 4 10 123 read 61.905
## 1118 7864 Male Minority 3 4 10 122 read 42.857
## 1119 7883 Female Minority 3 4 11 129 read 60.714
## 1120 7981 Female Minority 3 4 11 130 read 47.619
## 1121 8000 Male Minority 3 4 10 115 read 67.857
## 1122 8039 Male Minority 3 3 10 115 read 45.238
## 1123 8047 Male Minority 3 5 10 118 read 69.048
## 1124 8195 Male Minority 3 4 10 119 read 40.476
## 1125 8305 Male Minority 3 5 11 137 read 36.905
## 1126 8317 Male Minority 3 4 11 129 read 63.095
## 1127 8319 Female Minority 3 3 10 119 read 64.286
## 1128 8383 Male Minority 3 3 10 115 read 44.048
## 1129 8391 Male Minority 3 4 10 120 read 54.762
## 1130 8430 Female Minority 3 4 10 123 read 97.619
## 1131 8479 Female Minority 3 5 10 122 read 60.714
## 1132 8483 Female Minority 3 5 10 125 read 66.667
## 1133 8690 Female Minority 3 4 10 120 read 32.143
## 1134 8695 Female Minority 3 4 10 114 read 45.238
## 1135 8705 Male Minority 3 5 11 129 read 65.476
## 1136 8708 Male Minority 3 5 11 128 read 59.524
## 1137 8926 Female Minority 3 5 11 131 read 57.143
## 1138 9023 Female Minority 3 5 10 117 read 39.286
## 1139 9035 Male Minority 3 4 10 125 read 33.333
## 1140 9053 Female Minority 3 4 10 122 read 50.000
## 1141 9183 Male Minority 3 4 11 127 read 63.095
## 1142 9281 Male Minority 3 4 10 115 read 52.381
## 1143 9337 Male Minority 3 5 11 129 read 48.810
## 1144 9396 Female Minority 3 4 11 136 read 59.524
## 1145 9684 Female Minority 3 5 10 120 read 82.143
## 1146 9758 Female Minority 3 5 10 125 read 47.619
## 1147 9778 Female Minority 3 4 10 117 read 53.571
## 1148 9811 Female Minority 3 4 10 119 read 61.905
## 1149 9887 Female Minority 3 3 10 122 read 66.667
## 1150 9974 Female Minority 3 5 10 120 read 50.000
## 1151 1003 Male Minority 3 3 10 116 read 36.905
## 1152 1012 Male Minority 3 4 11 127 read 66.667
## 1153 1013 Female Minority 3 5 10 124 read 55.952
## 1154 1019 Female Minority 3 5 11 134 read 53.571
## 1155 1034 Male Minority 3 4 11 126 read 36.905
## 1156 1044 Female Minority 3 3 10 116 read 61.905
## 1157 1055 Male Minority 3 4 11 130 read 47.619
## 1158 1187 Male Majority 3 5 10 125 read 95.238
## 1159 1214 Male Minority 3 4 10 124 read 70.238
## 1160 1218 Female Minority 3 5 10 123 read 57.143
## 1161 1222 Female Minority 3 4 9 113 read 59.524
## 1162 1224 Male Minority 3 5 11 127 read 39.286
## 1163 2390 Female Majority 4 5 12 142 read 45.238
## 1164 2560 Female Majority 4 6 12 143 read 57.143
## 1165 3740 Female Majority 4 6 12 144 read 78.571
## 1166 4020 Male Majority 4 5 12 139 read 59.524
## 1167 6350 Male Majority 4 6 13 155 read 82.143
## 1168 7030 Male Majority 4 5 12 139 read 96.429
## 1169 7200 Male Majority 4 5 12 140 read 38.095
## 1170 7610 Male Majority 4 6 13 154 read 91.667
## 1171 7680 Female Majority 4 6 13 151 read 77.381
## 1172 7700 Male Majority 4 5 12 139 read 71.429
## 1173 8030 Female Majority 4 5 11 137 read 58.333
## 1174 1056 Male Majority 4 6 13 150 read 55.952
## 1175 1079 Male Minority 4 5 12 142 read 91.667
## 1176 1090 Female Majority 4 5 12 139 read 65.476
## 1177 1163 Female Majority 4 6 12 149 read 82.143
## 1178 1343 Female Majority 4 6 12 148 read 63.095
## 1179 1394 Male Majority 4 6 13 151 read 88.095
## 1180 1410 Male Majority 4 6 12 143 read 79.762
## 1181 1416 Male Majority 4 6 13 156 read 57.143
## 1182 1489 Male Minority 4 6 12 143 read 26.190
## 1183 1491 Female Minority 4 6 12 142 read 75.000
## 1184 1551 Male Majority 4 5 12 145 read 65.476
## 1185 1785 Female Majority 4 6 12 144 read 65.476
## 1186 1868 Female Majority 4 6 12 141 read 73.810
## 1187 1947 Female Majority 4 6 13 151 read 71.429
## 1188 1997 Male Majority 4 5 12 139 read 78.571
## 1189 2104 Male Majority 4 6 12 148 read 86.905
## 1190 2174 Male Majority 4 5 12 141 read 51.190
## 1191 2240 Male Majority 4 6 12 148 read 73.810
## 1192 2260 Female Minority 4 6 12 142 read 71.429
## 1193 2342 Male Majority 4 5 12 141 read 41.667
## 1194 2347 Male Minority 4 6 13 160 read 30.952
## 1195 2362 Female Minority 4 6 12 148 read 64.286
## 1196 2623 Female Majority 4 5 12 139 read 72.619
## 1197 2645 Female Minority 4 6 13 150 read 69.048
## 1198 2675 Male Minority 4 6 12 140 read 57.143
## 1199 2679 Male Minority 4 6 12 147 read 94.048
## 1200 2736 Female Majority 4 6 12 142 read 69.048
## 1201 2771 Male Minority 4 5 12 138 read 94.048
## 1202 2775 Male Majority 4 6 12 147 read 100.000
## 1203 2781 Female Majority 4 6 12 149 read 70.238
## 1204 2785 Male Majority 4 6 12 147 read 75.000
## 1205 2809 Male Majority 4 6 12 144 read 70.238
## 1206 2828 Male Majority 4 6 13 151 read 64.286
## 1207 2911 Female Minority 4 6 12 148 read 82.143
## 1208 3066 Male Minority 4 6 13 158 read 53.571
## 1209 3105 Female Majority 4 6 12 143 read 57.143
## 1210 3113 Female Majority 4 6 12 147 read 57.143
## 1211 3163 Male Majority 4 6 12 147 read 70.238
## 1212 3198 Male Majority 4 6 12 148 read 77.381
## 1213 3408 Female Majority 4 6 12 143 read 83.333
## 1214 3413 Male Majority 4 6 12 143 read 82.143
## 1215 3476 Female Majority 4 6 12 139 read 69.048
## 1216 3597 Male Majority 4 5 12 141 read 72.619
## 1217 3635 Male Majority 4 6 13 154 read 54.762
## 1218 3787 Male Majority 4 5 12 141 read 76.190
## 1219 3851 Male Majority 4 5 11 137 read 69.048
## 1220 4007 Male Minority 4 5 12 143 read 66.667
## 1221 4084 Male Majority 4 6 12 138 read 97.619
## 1222 4085 Male Majority 4 6 12 146 read 57.143
## 1223 4133 Male Majority 4 6 12 145 read 63.095
## 1224 4194 Male Minority 4 5 12 139 read 65.476
## 1225 4215 Female Minority 4 5 12 142 read 55.952
## 1226 4256 Male Majority 4 6 12 148 read 76.190
## 1227 4304 Female Majority 4 6 12 143 read 71.429
## 1228 4306 Female Majority 4 6 12 149 read 95.238
## 1229 4323 Male Minority 4 5 12 140 read 45.238
## 1230 4379 Male Majority 4 6 12 144 read 92.857
## 1231 4383 Male Majority 4 6 13 157 read 61.905
## 1232 4391 Female Majority 4 5 12 141 read 69.048
## 1233 4455 Male Majority 4 6 12 139 read 92.857
## 1234 4490 Male Majority 4 6 13 160 read 29.762
## 1235 4580 Male Majority 4 5 12 139 read 45.238
## 1236 4589 Male Majority 4 6 12 141 read 50.000
## 1237 4733 Male Majority 4 5 12 144 read 44.048
## 1238 4842 Male Majority 4 6 13 152 read 72.619
## 1239 4920 Female Majority 4 5 12 138 read 57.143
## 1240 5074 Female Minority 4 6 13 155 read 54.762
## 1241 5085 Male Minority 4 5 12 144 read 65.476
## 1242 5199 Male Majority 4 6 12 141 read 73.810
## 1243 5295 Female Majority 4 5 12 141 read 63.095
## 1244 5325 Female Majority 4 6 13 155 read 73.810
## 1245 5427 Male Majority 4 5 12 143 read 70.238
## 1246 5462 Male Majority 4 4 11 136 read 58.333
## 1247 5477 Female Majority 4 6 13 152 read 70.238
## 1248 5487 Female Majority 4 6 13 151 read 96.429
## 1249 5509 Male Majority 4 6 13 151 read 47.619
## 1250 5631 Female Minority 4 6 12 143 read 53.571
## 1251 5646 Male Minority 4 6 12 144 read 54.762
## 1252 5648 Male Majority 4 6 12 149 read 69.048
## 1253 5705 Female Majority 4 5 11 137 read 65.476
## 1254 5805 Female Minority 4 6 12 143 read 67.857
## 1255 5839 Female Minority 4 6 12 147 read 71.429
## 1256 6030 Male Minority 4 5 12 138 read 70.238
## 1257 6206 Male Minority 4 6 12 142 read 84.524
## 1258 6220 Female Minority 4 6 13 153 read 51.190
## 1259 6221 Male Minority 4 6 12 149 read 48.810
## 1260 6243 Female Minority 4 5 12 147 read 52.381
## 1261 6282 Female Minority 4 6 13 150 read 44.048
## 1262 6293 Female Minority 4 5 12 140 read 51.190
## 1263 6318 Female Minority 4 5 12 141 read 57.143
## 1264 6358 Female Minority 4 5 12 139 read 70.238
## 1265 6405 Male Minority 4 5 12 142 read 66.667
## 1266 6450 Male Minority 4 5 12 140 read 95.238
## 1267 6772 Male Minority 4 6 13 160 read 69.048
## 1268 6807 Female Minority 4 6 12 149 read 72.619
## 1269 6845 Female Minority 4 6 12 148 read 76.190
## 1270 6890 Male Minority 4 6 12 148 read 76.190
## 1271 6930 Male Minority 4 6 12 142 read 60.714
## 1272 7049 Female Minority 4 5 12 145 read 63.095
## 1273 7232 Male Minority 4 6 12 147 read 57.143
## 1274 7282 Male Minority 4 5 12 146 read 46.429
## 1275 7323 Female Minority 4 6 13 151 read 42.857
## 1276 7436 Male Minority 4 6 13 150 read 66.667
## 1277 7480 Female Minority 4 6 12 145 read 55.952
## 1278 7645 Female Minority 4 6 12 147 read 61.905
## 1279 7655 Male Minority 4 6 13 153 read 80.952
## 1280 7796 Female Minority 4 5 12 148 read 58.333
## 1281 7804 Male Minority 4 6 12 147 read 73.810
## 1282 7810 Male Minority 4 5 11 136 read 54.762
## 1283 7832 Male Minority 4 6 12 147 read 76.190
## 1284 7864 Male Minority 4 5 12 144 read 52.381
## 1285 7883 Female Minority 4 6 13 152 read 77.381
## 1286 7981 Female Minority 4 6 13 150 read 53.571
## 1287 8000 Male Minority 4 5 12 138 read 88.095
## 1288 8039 Male Minority 4 5 11 136 read 46.429
## 1289 8047 Male Minority 4 6 12 141 read 63.095
## 1290 8195 Male Minority 4 6 12 144 read 60.714
## 1291 8305 Male Minority 4 6 13 160 read 40.476
## 1292 8317 Male Minority 4 6 13 152 read 65.476
## 1293 8319 Female Minority 4 5 12 142 read 70.238
## 1294 8383 Male Minority 4 5 12 138 read 59.524
## 1295 8391 Male Minority 4 6 12 142 read 67.857
## 1296 8430 Female Minority 4 6 12 147 read 83.333
## 1297 8479 Female Minority 4 6 12 145 read 82.143
## 1298 8483 Female Minority 4 6 12 147 read 84.524
## 1299 8690 Female Minority 4 5 12 142 read 64.286
## 1300 8695 Female Minority 4 6 11 137 read 59.524
## 1301 8705 Male Minority 4 6 13 150 read 76.190
## 1302 8708 Male Minority 4 6 13 150 read 60.714
## 1303 8926 Female Minority 4 6 13 154 read 60.714
## 1304 9023 Female Minority 4 6 12 140 read 50.000
## 1305 9035 Male Minority 4 5 12 148 read 48.810
## 1306 9053 Female Minority 4 6 12 146 read 54.762
## 1307 9183 Male Minority 4 6 12 149 read 72.619
## 1308 9281 Male Minority 4 6 12 138 read 52.381
## 1309 9337 Male Minority 4 6 13 150 read 52.381
## 1310 9396 Female Minority 4 6 13 159 read 73.810
## 1311 9684 Female Minority 4 6 12 141 read 90.476
## 1312 9758 Female Minority 4 6 12 147 read 55.952
## 1313 9778 Female Minority 4 5 12 139 read 71.429
## 1314 9811 Female Minority 4 6 12 146 read 89.286
## 1315 9887 Female Minority 4 5 12 145 read 69.048
## 1316 9974 Female Minority 4 6 12 142 read 57.143
## 1317 1003 Male Minority 4 5 12 138 read 45.238
## 1318 1012 Male Minority 4 6 13 151 read 69.048
## 1319 1013 Female Minority 4 6 12 146 read 69.048
## 1320 1019 Female Minority 4 6 13 156 read 75.000
## 1321 1034 Male Minority 4 6 13 150 read 41.667
## 1322 1044 Female Minority 4 5 12 139 read 66.667
## 1323 1055 Male Minority 4 6 13 152 read 53.571
## 1324 1187 Male Majority 4 6 12 147 read 91.667
## 1325 1214 Male Minority 4 6 12 147 read 78.571
## 1326 1218 Female Minority 4 6 12 145 read 64.286
## 1327 1222 Female Minority 4 5 11 136 read 72.619
## 1328 1224 Male Minority 4 6 12 149 read 52.381
ex2
library(car)
dta2 <- Vocab
head(dta2)
## year sex education vocabulary
## 20040001 2004 Female 9 3
## 20040002 2004 Female 14 6
## 20040003 2004 Male 14 9
## 20040005 2004 Female 17 8
## 20040008 2004 Male 14 1
## 20040010 2004 Male 14 7
library(ggplot2)
ggplot(dta2, aes(x = education, y = vocabulary, color = sex))+
geom_point()+
stat_smooth(method = "lm")+
facet_wrap(~ year)
ex3
dta3 <- read.table("probeL.txt", header = T)
head(dta3)
## ID Response_Time Position
## 1 S01 51 1
## 2 S01 36 2
## 3 S01 50 3
## 4 S01 35 4
## 5 S01 42 5
## 6 S02 27 1
dta3 %>%
mutate(Position = paste("Pos", Position, sep = "_")) %>%
spread(key = "Position", value = "Response_Time")
## Warning: package 'bindrcpp' was built under R version 3.4.4
## ID Pos_1 Pos_2 Pos_3 Pos_4 Pos_5
## 1 S01 51 36 50 35 42
## 2 S02 27 20 26 17 27
## 3 S03 37 22 41 37 30
## 4 S04 42 36 32 34 27
## 5 S05 27 18 33 14 29
## 6 S06 43 32 43 35 40
## 7 S07 41 22 36 25 38
## 8 S08 38 21 31 20 16
## 9 S09 36 23 27 25 28
## 10 S10 26 31 31 32 36
## 11 S11 29 20 25 26 25
ex4
dta4.1 <- read.table("nobel_winners.txt", header = T)
dta4.2 <- read.table("nobel_countries.txt", header = T)
## 以Year控制合併，呈現x,y中皆有的資料
inner_join(dta4.1, dta4.2)
## Joining, by = "Year"
## Name Gender Year Country
## 1 Patrick Modiano Male 2014 France
## 2 Bertrand Russell Male 1950 UK
## 3 Kazuo Ishiguro Male 2017 UK
## 4 Bob Dylan Male 2016 US
## 5 Alice Munro Female 2013 Canada
## 6 Mo Yan Male 2012 China
## 以Year控制合併，呈現x,y中皆有的資料，但僅保有nobel_winners.txt(dta4.1)裡的資訊(name,gender,year)
semi_join(dta4.1, dta4.2)
## Joining, by = "Year"
## Name Gender Year
## 1 Patrick Modiano Male 2014
## 2 Bertrand Russell Male 1950
## 3 Kazuo Ishiguro Male 2017
## 4 Bob Dylan Male 2016
## 5 Alice Munro Female 2013
## 6 Mo Yan Male 2012
## 以Year控制合併，根據nobel_winners.txt(dta4.1)插入nobel_countries.txt(dta4.2)的資料
left_join(dta4.1, dta4.2)
## Joining, by = "Year"
## Name Gender Year Country
## 1 Patrick Modiano Male 2014 France
## 2 Bertrand Russell Male 1950 UK
## 3 Kazuo Ishiguro Male 2017 UK
## 4 Bob Dylan Male 2016 US
## 5 Alice Munro Female 2013 Canada
## 6 Mo Yan Male 2012 China
## 7 Pearl Buck Female 1938 <NA>
## 以Year控制合併，nobel_winners.txt(dta4.1)在入nobel_countries.txt(dta4.2)中沒有找到匹配的值的資料
anti_join(dta4.1, dta4.2)
## Joining, by = "Year"
## Name Gender Year
## 1 Pearl Buck Female 1938
## 以Year控制合併，nobel_winners.txt(dta4.1)和nobel_countries.txt(dta4.2)中所有的資料
full_join(dta4.1, dta4.2)
## Joining, by = "Year"
## Name Gender Year Country
## 1 Patrick Modiano Male 2014 France
## 2 Bertrand Russell Male 1950 UK
## 3 Kazuo Ishiguro Male 2017 UK
## 4 Bob Dylan Male 2016 US
## 5 Alice Munro Female 2013 Canada
## 6 Mo Yan Male 2012 China
## 7 Pearl Buck Female 1938 <NA>
## 8 <NA> <NA> 2015 Russia
## 9 <NA> <NA> 2011 Sweden