Convert data from wide to long format
Usage
wide2long(
data,
within_factors = c(),
within_cols = c(),
dv = "y",
id = "id",
sep = faux_options("sep")
)Arguments
- data
the tbl in wide format
- within_factors
the names of the within factors
- within_cols
the names (or indices) of the within-subject (value) columns
- dv
the name of the dv column (defaults to "y")
- id
the name of the ID column(s) if they don't exist, a new column will be made (defaults to ("id")
- sep
separator for within-columns (to be used in strsplit, so can be regex), defaults to "_"
Examples
wide2long(iris, c("Feature", "Measure"), 1:4, sep = "\\.")
#> id Species Feature Measure y
#> 1 S001 setosa Sepal Length 5.1
#> 2 S002 setosa Sepal Length 4.9
#> 3 S003 setosa Sepal Length 4.7
#> 4 S004 setosa Sepal Length 4.6
#> 5 S005 setosa Sepal Length 5.0
#> 6 S006 setosa Sepal Length 5.4
#> 7 S007 setosa Sepal Length 4.6
#> 8 S008 setosa Sepal Length 5.0
#> 9 S009 setosa Sepal Length 4.4
#> 10 S010 setosa Sepal Length 4.9
#> 11 S011 setosa Sepal Length 5.4
#> 12 S012 setosa Sepal Length 4.8
#> 13 S013 setosa Sepal Length 4.8
#> 14 S014 setosa Sepal Length 4.3
#> 15 S015 setosa Sepal Length 5.8
#> 16 S016 setosa Sepal Length 5.7
#> 17 S017 setosa Sepal Length 5.4
#> 18 S018 setosa Sepal Length 5.1
#> 19 S019 setosa Sepal Length 5.7
#> 20 S020 setosa Sepal Length 5.1
#> 21 S021 setosa Sepal Length 5.4
#> 22 S022 setosa Sepal Length 5.1
#> 23 S023 setosa Sepal Length 4.6
#> 24 S024 setosa Sepal Length 5.1
#> 25 S025 setosa Sepal Length 4.8
#> 26 S026 setosa Sepal Length 5.0
#> 27 S027 setosa Sepal Length 5.0
#> 28 S028 setosa Sepal Length 5.2
#> 29 S029 setosa Sepal Length 5.2
#> 30 S030 setosa Sepal Length 4.7
#> 31 S031 setosa Sepal Length 4.8
#> 32 S032 setosa Sepal Length 5.4
#> 33 S033 setosa Sepal Length 5.2
#> 34 S034 setosa Sepal Length 5.5
#> 35 S035 setosa Sepal Length 4.9
#> 36 S036 setosa Sepal Length 5.0
#> 37 S037 setosa Sepal Length 5.5
#> 38 S038 setosa Sepal Length 4.9
#> 39 S039 setosa Sepal Length 4.4
#> 40 S040 setosa Sepal Length 5.1
#> 41 S041 setosa Sepal Length 5.0
#> 42 S042 setosa Sepal Length 4.5
#> 43 S043 setosa Sepal Length 4.4
#> 44 S044 setosa Sepal Length 5.0
#> 45 S045 setosa Sepal Length 5.1
#> 46 S046 setosa Sepal Length 4.8
#> 47 S047 setosa Sepal Length 5.1
#> 48 S048 setosa Sepal Length 4.6
#> 49 S049 setosa Sepal Length 5.3
#> 50 S050 setosa Sepal Length 5.0
#> 51 S051 versicolor Sepal Length 7.0
#> 52 S052 versicolor Sepal Length 6.4
#> 53 S053 versicolor Sepal Length 6.9
#> 54 S054 versicolor Sepal Length 5.5
#> 55 S055 versicolor Sepal Length 6.5
#> 56 S056 versicolor Sepal Length 5.7
#> 57 S057 versicolor Sepal Length 6.3
#> 58 S058 versicolor Sepal Length 4.9
#> 59 S059 versicolor Sepal Length 6.6
#> 60 S060 versicolor Sepal Length 5.2
#> 61 S061 versicolor Sepal Length 5.0
#> 62 S062 versicolor Sepal Length 5.9
#> 63 S063 versicolor Sepal Length 6.0
#> 64 S064 versicolor Sepal Length 6.1
#> 65 S065 versicolor Sepal Length 5.6
#> 66 S066 versicolor Sepal Length 6.7
#> 67 S067 versicolor Sepal Length 5.6
#> 68 S068 versicolor Sepal Length 5.8
#> 69 S069 versicolor Sepal Length 6.2
#> 70 S070 versicolor Sepal Length 5.6
#> 71 S071 versicolor Sepal Length 5.9
#> 72 S072 versicolor Sepal Length 6.1
#> 73 S073 versicolor Sepal Length 6.3
#> 74 S074 versicolor Sepal Length 6.1
#> 75 S075 versicolor Sepal Length 6.4
#> 76 S076 versicolor Sepal Length 6.6
#> 77 S077 versicolor Sepal Length 6.8
#> 78 S078 versicolor Sepal Length 6.7
#> 79 S079 versicolor Sepal Length 6.0
#> 80 S080 versicolor Sepal Length 5.7
#> 81 S081 versicolor Sepal Length 5.5
#> 82 S082 versicolor Sepal Length 5.5
#> 83 S083 versicolor Sepal Length 5.8
#> 84 S084 versicolor Sepal Length 6.0
#> 85 S085 versicolor Sepal Length 5.4
#> 86 S086 versicolor Sepal Length 6.0
#> 87 S087 versicolor Sepal Length 6.7
#> 88 S088 versicolor Sepal Length 6.3
#> 89 S089 versicolor Sepal Length 5.6
#> 90 S090 versicolor Sepal Length 5.5
#> 91 S091 versicolor Sepal Length 5.5
#> 92 S092 versicolor Sepal Length 6.1
#> 93 S093 versicolor Sepal Length 5.8
#> 94 S094 versicolor Sepal Length 5.0
#> 95 S095 versicolor Sepal Length 5.6
#> 96 S096 versicolor Sepal Length 5.7
#> 97 S097 versicolor Sepal Length 5.7
#> 98 S098 versicolor Sepal Length 6.2
#> 99 S099 versicolor Sepal Length 5.1
#> 100 S100 versicolor Sepal Length 5.7
#> 101 S101 virginica Sepal Length 6.3
#> 102 S102 virginica Sepal Length 5.8
#> 103 S103 virginica Sepal Length 7.1
#> 104 S104 virginica Sepal Length 6.3
#> 105 S105 virginica Sepal Length 6.5
#> 106 S106 virginica Sepal Length 7.6
#> 107 S107 virginica Sepal Length 4.9
#> 108 S108 virginica Sepal Length 7.3
#> 109 S109 virginica Sepal Length 6.7
#> 110 S110 virginica Sepal Length 7.2
#> 111 S111 virginica Sepal Length 6.5
#> 112 S112 virginica Sepal Length 6.4
#> 113 S113 virginica Sepal Length 6.8
#> 114 S114 virginica Sepal Length 5.7
#> 115 S115 virginica Sepal Length 5.8
#> 116 S116 virginica Sepal Length 6.4
#> 117 S117 virginica Sepal Length 6.5
#> 118 S118 virginica Sepal Length 7.7
#> 119 S119 virginica Sepal Length 7.7
#> 120 S120 virginica Sepal Length 6.0
#> 121 S121 virginica Sepal Length 6.9
#> 122 S122 virginica Sepal Length 5.6
#> 123 S123 virginica Sepal Length 7.7
#> 124 S124 virginica Sepal Length 6.3
#> 125 S125 virginica Sepal Length 6.7
#> 126 S126 virginica Sepal Length 7.2
#> 127 S127 virginica Sepal Length 6.2
#> 128 S128 virginica Sepal Length 6.1
#> 129 S129 virginica Sepal Length 6.4
#> 130 S130 virginica Sepal Length 7.2
#> 131 S131 virginica Sepal Length 7.4
#> 132 S132 virginica Sepal Length 7.9
#> 133 S133 virginica Sepal Length 6.4
#> 134 S134 virginica Sepal Length 6.3
#> 135 S135 virginica Sepal Length 6.1
#> 136 S136 virginica Sepal Length 7.7
#> 137 S137 virginica Sepal Length 6.3
#> 138 S138 virginica Sepal Length 6.4
#> 139 S139 virginica Sepal Length 6.0
#> 140 S140 virginica Sepal Length 6.9
#> 141 S141 virginica Sepal Length 6.7
#> 142 S142 virginica Sepal Length 6.9
#> 143 S143 virginica Sepal Length 5.8
#> 144 S144 virginica Sepal Length 6.8
#> 145 S145 virginica Sepal Length 6.7
#> 146 S146 virginica Sepal Length 6.7
#> 147 S147 virginica Sepal Length 6.3
#> 148 S148 virginica Sepal Length 6.5
#> 149 S149 virginica Sepal Length 6.2
#> 150 S150 virginica Sepal Length 5.9
#> 151 S001 setosa Sepal Width 3.5
#> 152 S002 setosa Sepal Width 3.0
#> 153 S003 setosa Sepal Width 3.2
#> 154 S004 setosa Sepal Width 3.1
#> 155 S005 setosa Sepal Width 3.6
#> 156 S006 setosa Sepal Width 3.9
#> 157 S007 setosa Sepal Width 3.4
#> 158 S008 setosa Sepal Width 3.4
#> 159 S009 setosa Sepal Width 2.9
#> 160 S010 setosa Sepal Width 3.1
#> 161 S011 setosa Sepal Width 3.7
#> 162 S012 setosa Sepal Width 3.4
#> 163 S013 setosa Sepal Width 3.0
#> 164 S014 setosa Sepal Width 3.0
#> 165 S015 setosa Sepal Width 4.0
#> 166 S016 setosa Sepal Width 4.4
#> 167 S017 setosa Sepal Width 3.9
#> 168 S018 setosa Sepal Width 3.5
#> 169 S019 setosa Sepal Width 3.8
#> 170 S020 setosa Sepal Width 3.8
#> 171 S021 setosa Sepal Width 3.4
#> 172 S022 setosa Sepal Width 3.7
#> 173 S023 setosa Sepal Width 3.6
#> 174 S024 setosa Sepal Width 3.3
#> 175 S025 setosa Sepal Width 3.4
#> 176 S026 setosa Sepal Width 3.0
#> 177 S027 setosa Sepal Width 3.4
#> 178 S028 setosa Sepal Width 3.5
#> 179 S029 setosa Sepal Width 3.4
#> 180 S030 setosa Sepal Width 3.2
#> 181 S031 setosa Sepal Width 3.1
#> 182 S032 setosa Sepal Width 3.4
#> 183 S033 setosa Sepal Width 4.1
#> 184 S034 setosa Sepal Width 4.2
#> 185 S035 setosa Sepal Width 3.1
#> 186 S036 setosa Sepal Width 3.2
#> 187 S037 setosa Sepal Width 3.5
#> 188 S038 setosa Sepal Width 3.6
#> 189 S039 setosa Sepal Width 3.0
#> 190 S040 setosa Sepal Width 3.4
#> 191 S041 setosa Sepal Width 3.5
#> 192 S042 setosa Sepal Width 2.3
#> 193 S043 setosa Sepal Width 3.2
#> 194 S044 setosa Sepal Width 3.5
#> 195 S045 setosa Sepal Width 3.8
#> 196 S046 setosa Sepal Width 3.0
#> 197 S047 setosa Sepal Width 3.8
#> 198 S048 setosa Sepal Width 3.2
#> 199 S049 setosa Sepal Width 3.7
#> 200 S050 setosa Sepal Width 3.3
#> 201 S051 versicolor Sepal Width 3.2
#> 202 S052 versicolor Sepal Width 3.2
#> 203 S053 versicolor Sepal Width 3.1
#> 204 S054 versicolor Sepal Width 2.3
#> 205 S055 versicolor Sepal Width 2.8
#> 206 S056 versicolor Sepal Width 2.8
#> 207 S057 versicolor Sepal Width 3.3
#> 208 S058 versicolor Sepal Width 2.4
#> 209 S059 versicolor Sepal Width 2.9
#> 210 S060 versicolor Sepal Width 2.7
#> 211 S061 versicolor Sepal Width 2.0
#> 212 S062 versicolor Sepal Width 3.0
#> 213 S063 versicolor Sepal Width 2.2
#> 214 S064 versicolor Sepal Width 2.9
#> 215 S065 versicolor Sepal Width 2.9
#> 216 S066 versicolor Sepal Width 3.1
#> 217 S067 versicolor Sepal Width 3.0
#> 218 S068 versicolor Sepal Width 2.7
#> 219 S069 versicolor Sepal Width 2.2
#> 220 S070 versicolor Sepal Width 2.5
#> 221 S071 versicolor Sepal Width 3.2
#> 222 S072 versicolor Sepal Width 2.8
#> 223 S073 versicolor Sepal Width 2.5
#> 224 S074 versicolor Sepal Width 2.8
#> 225 S075 versicolor Sepal Width 2.9
#> 226 S076 versicolor Sepal Width 3.0
#> 227 S077 versicolor Sepal Width 2.8
#> 228 S078 versicolor Sepal Width 3.0
#> 229 S079 versicolor Sepal Width 2.9
#> 230 S080 versicolor Sepal Width 2.6
#> 231 S081 versicolor Sepal Width 2.4
#> 232 S082 versicolor Sepal Width 2.4
#> 233 S083 versicolor Sepal Width 2.7
#> 234 S084 versicolor Sepal Width 2.7
#> 235 S085 versicolor Sepal Width 3.0
#> 236 S086 versicolor Sepal Width 3.4
#> 237 S087 versicolor Sepal Width 3.1
#> 238 S088 versicolor Sepal Width 2.3
#> 239 S089 versicolor Sepal Width 3.0
#> 240 S090 versicolor Sepal Width 2.5
#> 241 S091 versicolor Sepal Width 2.6
#> 242 S092 versicolor Sepal Width 3.0
#> 243 S093 versicolor Sepal Width 2.6
#> 244 S094 versicolor Sepal Width 2.3
#> 245 S095 versicolor Sepal Width 2.7
#> 246 S096 versicolor Sepal Width 3.0
#> 247 S097 versicolor Sepal Width 2.9
#> 248 S098 versicolor Sepal Width 2.9
#> 249 S099 versicolor Sepal Width 2.5
#> 250 S100 versicolor Sepal Width 2.8
#> 251 S101 virginica Sepal Width 3.3
#> 252 S102 virginica Sepal Width 2.7
#> 253 S103 virginica Sepal Width 3.0
#> 254 S104 virginica Sepal Width 2.9
#> 255 S105 virginica Sepal Width 3.0
#> 256 S106 virginica Sepal Width 3.0
#> 257 S107 virginica Sepal Width 2.5
#> 258 S108 virginica Sepal Width 2.9
#> 259 S109 virginica Sepal Width 2.5
#> 260 S110 virginica Sepal Width 3.6
#> 261 S111 virginica Sepal Width 3.2
#> 262 S112 virginica Sepal Width 2.7
#> 263 S113 virginica Sepal Width 3.0
#> 264 S114 virginica Sepal Width 2.5
#> 265 S115 virginica Sepal Width 2.8
#> 266 S116 virginica Sepal Width 3.2
#> 267 S117 virginica Sepal Width 3.0
#> 268 S118 virginica Sepal Width 3.8
#> 269 S119 virginica Sepal Width 2.6
#> 270 S120 virginica Sepal Width 2.2
#> 271 S121 virginica Sepal Width 3.2
#> 272 S122 virginica Sepal Width 2.8
#> 273 S123 virginica Sepal Width 2.8
#> 274 S124 virginica Sepal Width 2.7
#> 275 S125 virginica Sepal Width 3.3
#> 276 S126 virginica Sepal Width 3.2
#> 277 S127 virginica Sepal Width 2.8
#> 278 S128 virginica Sepal Width 3.0
#> 279 S129 virginica Sepal Width 2.8
#> 280 S130 virginica Sepal Width 3.0
#> 281 S131 virginica Sepal Width 2.8
#> 282 S132 virginica Sepal Width 3.8
#> 283 S133 virginica Sepal Width 2.8
#> 284 S134 virginica Sepal Width 2.8
#> 285 S135 virginica Sepal Width 2.6
#> 286 S136 virginica Sepal Width 3.0
#> 287 S137 virginica Sepal Width 3.4
#> 288 S138 virginica Sepal Width 3.1
#> 289 S139 virginica Sepal Width 3.0
#> 290 S140 virginica Sepal Width 3.1
#> 291 S141 virginica Sepal Width 3.1
#> 292 S142 virginica Sepal Width 3.1
#> 293 S143 virginica Sepal Width 2.7
#> 294 S144 virginica Sepal Width 3.2
#> 295 S145 virginica Sepal Width 3.3
#> 296 S146 virginica Sepal Width 3.0
#> 297 S147 virginica Sepal Width 2.5
#> 298 S148 virginica Sepal Width 3.0
#> 299 S149 virginica Sepal Width 3.4
#> 300 S150 virginica Sepal Width 3.0
#> 301 S001 setosa Petal Length 1.4
#> 302 S002 setosa Petal Length 1.4
#> 303 S003 setosa Petal Length 1.3
#> 304 S004 setosa Petal Length 1.5
#> 305 S005 setosa Petal Length 1.4
#> 306 S006 setosa Petal Length 1.7
#> 307 S007 setosa Petal Length 1.4
#> 308 S008 setosa Petal Length 1.5
#> 309 S009 setosa Petal Length 1.4
#> 310 S010 setosa Petal Length 1.5
#> 311 S011 setosa Petal Length 1.5
#> 312 S012 setosa Petal Length 1.6
#> 313 S013 setosa Petal Length 1.4
#> 314 S014 setosa Petal Length 1.1
#> 315 S015 setosa Petal Length 1.2
#> 316 S016 setosa Petal Length 1.5
#> 317 S017 setosa Petal Length 1.3
#> 318 S018 setosa Petal Length 1.4
#> 319 S019 setosa Petal Length 1.7
#> 320 S020 setosa Petal Length 1.5
#> 321 S021 setosa Petal Length 1.7
#> 322 S022 setosa Petal Length 1.5
#> 323 S023 setosa Petal Length 1.0
#> 324 S024 setosa Petal Length 1.7
#> 325 S025 setosa Petal Length 1.9
#> 326 S026 setosa Petal Length 1.6
#> 327 S027 setosa Petal Length 1.6
#> 328 S028 setosa Petal Length 1.5
#> 329 S029 setosa Petal Length 1.4
#> 330 S030 setosa Petal Length 1.6
#> 331 S031 setosa Petal Length 1.6
#> 332 S032 setosa Petal Length 1.5
#> 333 S033 setosa Petal Length 1.5
#> 334 S034 setosa Petal Length 1.4
#> 335 S035 setosa Petal Length 1.5
#> 336 S036 setosa Petal Length 1.2
#> 337 S037 setosa Petal Length 1.3
#> 338 S038 setosa Petal Length 1.4
#> 339 S039 setosa Petal Length 1.3
#> 340 S040 setosa Petal Length 1.5
#> 341 S041 setosa Petal Length 1.3
#> 342 S042 setosa Petal Length 1.3
#> 343 S043 setosa Petal Length 1.3
#> 344 S044 setosa Petal Length 1.6
#> 345 S045 setosa Petal Length 1.9
#> 346 S046 setosa Petal Length 1.4
#> 347 S047 setosa Petal Length 1.6
#> 348 S048 setosa Petal Length 1.4
#> 349 S049 setosa Petal Length 1.5
#> 350 S050 setosa Petal Length 1.4
#> 351 S051 versicolor Petal Length 4.7
#> 352 S052 versicolor Petal Length 4.5
#> 353 S053 versicolor Petal Length 4.9
#> 354 S054 versicolor Petal Length 4.0
#> 355 S055 versicolor Petal Length 4.6
#> 356 S056 versicolor Petal Length 4.5
#> 357 S057 versicolor Petal Length 4.7
#> 358 S058 versicolor Petal Length 3.3
#> 359 S059 versicolor Petal Length 4.6
#> 360 S060 versicolor Petal Length 3.9
#> 361 S061 versicolor Petal Length 3.5
#> 362 S062 versicolor Petal Length 4.2
#> 363 S063 versicolor Petal Length 4.0
#> 364 S064 versicolor Petal Length 4.7
#> 365 S065 versicolor Petal Length 3.6
#> 366 S066 versicolor Petal Length 4.4
#> 367 S067 versicolor Petal Length 4.5
#> 368 S068 versicolor Petal Length 4.1
#> 369 S069 versicolor Petal Length 4.5
#> 370 S070 versicolor Petal Length 3.9
#> 371 S071 versicolor Petal Length 4.8
#> 372 S072 versicolor Petal Length 4.0
#> 373 S073 versicolor Petal Length 4.9
#> 374 S074 versicolor Petal Length 4.7
#> 375 S075 versicolor Petal Length 4.3
#> 376 S076 versicolor Petal Length 4.4
#> 377 S077 versicolor Petal Length 4.8
#> 378 S078 versicolor Petal Length 5.0
#> 379 S079 versicolor Petal Length 4.5
#> 380 S080 versicolor Petal Length 3.5
#> 381 S081 versicolor Petal Length 3.8
#> 382 S082 versicolor Petal Length 3.7
#> 383 S083 versicolor Petal Length 3.9
#> 384 S084 versicolor Petal Length 5.1
#> 385 S085 versicolor Petal Length 4.5
#> 386 S086 versicolor Petal Length 4.5
#> 387 S087 versicolor Petal Length 4.7
#> 388 S088 versicolor Petal Length 4.4
#> 389 S089 versicolor Petal Length 4.1
#> 390 S090 versicolor Petal Length 4.0
#> 391 S091 versicolor Petal Length 4.4
#> 392 S092 versicolor Petal Length 4.6
#> 393 S093 versicolor Petal Length 4.0
#> 394 S094 versicolor Petal Length 3.3
#> 395 S095 versicolor Petal Length 4.2
#> 396 S096 versicolor Petal Length 4.2
#> 397 S097 versicolor Petal Length 4.2
#> 398 S098 versicolor Petal Length 4.3
#> 399 S099 versicolor Petal Length 3.0
#> 400 S100 versicolor Petal Length 4.1
#> 401 S101 virginica Petal Length 6.0
#> 402 S102 virginica Petal Length 5.1
#> 403 S103 virginica Petal Length 5.9
#> 404 S104 virginica Petal Length 5.6
#> 405 S105 virginica Petal Length 5.8
#> 406 S106 virginica Petal Length 6.6
#> 407 S107 virginica Petal Length 4.5
#> 408 S108 virginica Petal Length 6.3
#> 409 S109 virginica Petal Length 5.8
#> 410 S110 virginica Petal Length 6.1
#> 411 S111 virginica Petal Length 5.1
#> 412 S112 virginica Petal Length 5.3
#> 413 S113 virginica Petal Length 5.5
#> 414 S114 virginica Petal Length 5.0
#> 415 S115 virginica Petal Length 5.1
#> 416 S116 virginica Petal Length 5.3
#> 417 S117 virginica Petal Length 5.5
#> 418 S118 virginica Petal Length 6.7
#> 419 S119 virginica Petal Length 6.9
#> 420 S120 virginica Petal Length 5.0
#> 421 S121 virginica Petal Length 5.7
#> 422 S122 virginica Petal Length 4.9
#> 423 S123 virginica Petal Length 6.7
#> 424 S124 virginica Petal Length 4.9
#> 425 S125 virginica Petal Length 5.7
#> 426 S126 virginica Petal Length 6.0
#> 427 S127 virginica Petal Length 4.8
#> 428 S128 virginica Petal Length 4.9
#> 429 S129 virginica Petal Length 5.6
#> 430 S130 virginica Petal Length 5.8
#> 431 S131 virginica Petal Length 6.1
#> 432 S132 virginica Petal Length 6.4
#> 433 S133 virginica Petal Length 5.6
#> 434 S134 virginica Petal Length 5.1
#> 435 S135 virginica Petal Length 5.6
#> 436 S136 virginica Petal Length 6.1
#> 437 S137 virginica Petal Length 5.6
#> 438 S138 virginica Petal Length 5.5
#> 439 S139 virginica Petal Length 4.8
#> 440 S140 virginica Petal Length 5.4
#> 441 S141 virginica Petal Length 5.6
#> 442 S142 virginica Petal Length 5.1
#> 443 S143 virginica Petal Length 5.1
#> 444 S144 virginica Petal Length 5.9
#> 445 S145 virginica Petal Length 5.7
#> 446 S146 virginica Petal Length 5.2
#> 447 S147 virginica Petal Length 5.0
#> 448 S148 virginica Petal Length 5.2
#> 449 S149 virginica Petal Length 5.4
#> 450 S150 virginica Petal Length 5.1
#> 451 S001 setosa Petal Width 0.2
#> 452 S002 setosa Petal Width 0.2
#> 453 S003 setosa Petal Width 0.2
#> 454 S004 setosa Petal Width 0.2
#> 455 S005 setosa Petal Width 0.2
#> 456 S006 setosa Petal Width 0.4
#> 457 S007 setosa Petal Width 0.3
#> 458 S008 setosa Petal Width 0.2
#> 459 S009 setosa Petal Width 0.2
#> 460 S010 setosa Petal Width 0.1
#> 461 S011 setosa Petal Width 0.2
#> 462 S012 setosa Petal Width 0.2
#> 463 S013 setosa Petal Width 0.1
#> 464 S014 setosa Petal Width 0.1
#> 465 S015 setosa Petal Width 0.2
#> 466 S016 setosa Petal Width 0.4
#> 467 S017 setosa Petal Width 0.4
#> 468 S018 setosa Petal Width 0.3
#> 469 S019 setosa Petal Width 0.3
#> 470 S020 setosa Petal Width 0.3
#> 471 S021 setosa Petal Width 0.2
#> 472 S022 setosa Petal Width 0.4
#> 473 S023 setosa Petal Width 0.2
#> 474 S024 setosa Petal Width 0.5
#> 475 S025 setosa Petal Width 0.2
#> 476 S026 setosa Petal Width 0.2
#> 477 S027 setosa Petal Width 0.4
#> 478 S028 setosa Petal Width 0.2
#> 479 S029 setosa Petal Width 0.2
#> 480 S030 setosa Petal Width 0.2
#> 481 S031 setosa Petal Width 0.2
#> 482 S032 setosa Petal Width 0.4
#> 483 S033 setosa Petal Width 0.1
#> 484 S034 setosa Petal Width 0.2
#> 485 S035 setosa Petal Width 0.2
#> 486 S036 setosa Petal Width 0.2
#> 487 S037 setosa Petal Width 0.2
#> 488 S038 setosa Petal Width 0.1
#> 489 S039 setosa Petal Width 0.2
#> 490 S040 setosa Petal Width 0.2
#> 491 S041 setosa Petal Width 0.3
#> 492 S042 setosa Petal Width 0.3
#> 493 S043 setosa Petal Width 0.2
#> 494 S044 setosa Petal Width 0.6
#> 495 S045 setosa Petal Width 0.4
#> 496 S046 setosa Petal Width 0.3
#> 497 S047 setosa Petal Width 0.2
#> 498 S048 setosa Petal Width 0.2
#> 499 S049 setosa Petal Width 0.2
#> 500 S050 setosa Petal Width 0.2
#> 501 S051 versicolor Petal Width 1.4
#> 502 S052 versicolor Petal Width 1.5
#> 503 S053 versicolor Petal Width 1.5
#> 504 S054 versicolor Petal Width 1.3
#> 505 S055 versicolor Petal Width 1.5
#> 506 S056 versicolor Petal Width 1.3
#> 507 S057 versicolor Petal Width 1.6
#> 508 S058 versicolor Petal Width 1.0
#> 509 S059 versicolor Petal Width 1.3
#> 510 S060 versicolor Petal Width 1.4
#> 511 S061 versicolor Petal Width 1.0
#> 512 S062 versicolor Petal Width 1.5
#> 513 S063 versicolor Petal Width 1.0
#> 514 S064 versicolor Petal Width 1.4
#> 515 S065 versicolor Petal Width 1.3
#> 516 S066 versicolor Petal Width 1.4
#> 517 S067 versicolor Petal Width 1.5
#> 518 S068 versicolor Petal Width 1.0
#> 519 S069 versicolor Petal Width 1.5
#> 520 S070 versicolor Petal Width 1.1
#> 521 S071 versicolor Petal Width 1.8
#> 522 S072 versicolor Petal Width 1.3
#> 523 S073 versicolor Petal Width 1.5
#> 524 S074 versicolor Petal Width 1.2
#> 525 S075 versicolor Petal Width 1.3
#> 526 S076 versicolor Petal Width 1.4
#> 527 S077 versicolor Petal Width 1.4
#> 528 S078 versicolor Petal Width 1.7
#> 529 S079 versicolor Petal Width 1.5
#> 530 S080 versicolor Petal Width 1.0
#> 531 S081 versicolor Petal Width 1.1
#> 532 S082 versicolor Petal Width 1.0
#> 533 S083 versicolor Petal Width 1.2
#> 534 S084 versicolor Petal Width 1.6
#> 535 S085 versicolor Petal Width 1.5
#> 536 S086 versicolor Petal Width 1.6
#> 537 S087 versicolor Petal Width 1.5
#> 538 S088 versicolor Petal Width 1.3
#> 539 S089 versicolor Petal Width 1.3
#> 540 S090 versicolor Petal Width 1.3
#> 541 S091 versicolor Petal Width 1.2
#> 542 S092 versicolor Petal Width 1.4
#> 543 S093 versicolor Petal Width 1.2
#> 544 S094 versicolor Petal Width 1.0
#> 545 S095 versicolor Petal Width 1.3
#> 546 S096 versicolor Petal Width 1.2
#> 547 S097 versicolor Petal Width 1.3
#> 548 S098 versicolor Petal Width 1.3
#> 549 S099 versicolor Petal Width 1.1
#> 550 S100 versicolor Petal Width 1.3
#> 551 S101 virginica Petal Width 2.5
#> 552 S102 virginica Petal Width 1.9
#> 553 S103 virginica Petal Width 2.1
#> 554 S104 virginica Petal Width 1.8
#> 555 S105 virginica Petal Width 2.2
#> 556 S106 virginica Petal Width 2.1
#> 557 S107 virginica Petal Width 1.7
#> 558 S108 virginica Petal Width 1.8
#> 559 S109 virginica Petal Width 1.8
#> 560 S110 virginica Petal Width 2.5
#> 561 S111 virginica Petal Width 2.0
#> 562 S112 virginica Petal Width 1.9
#> 563 S113 virginica Petal Width 2.1
#> 564 S114 virginica Petal Width 2.0
#> 565 S115 virginica Petal Width 2.4
#> 566 S116 virginica Petal Width 2.3
#> 567 S117 virginica Petal Width 1.8
#> 568 S118 virginica Petal Width 2.2
#> 569 S119 virginica Petal Width 2.3
#> 570 S120 virginica Petal Width 1.5
#> 571 S121 virginica Petal Width 2.3
#> 572 S122 virginica Petal Width 2.0
#> 573 S123 virginica Petal Width 2.0
#> 574 S124 virginica Petal Width 1.8
#> 575 S125 virginica Petal Width 2.1
#> 576 S126 virginica Petal Width 1.8
#> 577 S127 virginica Petal Width 1.8
#> 578 S128 virginica Petal Width 1.8
#> 579 S129 virginica Petal Width 2.1
#> 580 S130 virginica Petal Width 1.6
#> 581 S131 virginica Petal Width 1.9
#> 582 S132 virginica Petal Width 2.0
#> 583 S133 virginica Petal Width 2.2
#> 584 S134 virginica Petal Width 1.5
#> 585 S135 virginica Petal Width 1.4
#> 586 S136 virginica Petal Width 2.3
#> 587 S137 virginica Petal Width 2.4
#> 588 S138 virginica Petal Width 1.8
#> 589 S139 virginica Petal Width 1.8
#> 590 S140 virginica Petal Width 2.1
#> 591 S141 virginica Petal Width 2.4
#> 592 S142 virginica Petal Width 2.3
#> 593 S143 virginica Petal Width 1.9
#> 594 S144 virginica Petal Width 2.3
#> 595 S145 virginica Petal Width 2.5
#> 596 S146 virginica Petal Width 2.3
#> 597 S147 virginica Petal Width 1.9
#> 598 S148 virginica Petal Width 2.0
#> 599 S149 virginica Petal Width 2.3
#> 600 S150 virginica Petal Width 1.8