Convert data from wide to long format

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 "_"

Value

a tbl in long format

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