Rpubs link: http://rpubs.com/jefflittlejohn/Data_607_Lab__1
Github link: https://github.com/littlejohnjeff/Lab-1---Basic-Loading-and-Transformation.Rmd
Mushroom data (pulled 9/2/18): https://archive.ics.uci.edu/ml/machine-learning-databases/mushroom/agaricus-lepiota.data
Mushroom data dictionary (pulled 9/2/18): https://archive.ics.uci.edu/ml/machine-learning-databases/mushroom/agaricus-lepiota.names
Very often, we’re tasked with taking data in one form and transforming it for easier downstream analysis. We will spend several weeks in this course on tidying and transformation operations. Some of this work could be done in SQL or R (or Python or.). Here, you are asked to use R-you may use base functions or packages as you like.
A famous-if slightly moldy-dataset about mushrooms can be found in the UCI repository here: https://archive.ics.uci.edu/ml/datasets/Mushroom. The fact that this is such a well-known dataset in the data science community makes it a good dataset to use for comparative benchmarking. For example, if someone was working to build a better decision tree algorithm (or other predictive classifier) to analyze categorical data, this dataset could be useful. A typical problem (which is beyond the scope this assignment!) is to answer the question, “Which other attribute or attributes are the best predictors of whether a particular mushroom is poisonous or edible?”
Your task is to study the dataset and the associated description of the data (i.e. “data dictionary”). You may need to look around a bit, but it’s there! You should take the data, and create a data frame with a subset of the columns in the dataset. You should include the column that indicates edible or poisonous and three or four other columns.
You should also add meaningful column names and replace the abbreviations used in the data-for example, in the appropriate column, “e” might become “edible.” Your deliverable is the R code to perform these transformation tasks.
Steps:
1. Load the dataset
# Read CSV into R
MushroomsDataRaw <- read.csv("https://archive.ics.uci.edu/ml/machine-learning-databases/mushroom/agaricus-lepiota.data", header=FALSE, sep=",")2. Give it column names based on data dictionary - replace abbreviations for better descriptors
colnames(MushroomsDataRaw) <- c("class","cap-shape","cap_surface","cap-color","bruises","odor","gill-attachment","gill-spacing","gill-size","gill-color","stalk-shape","stalk-root","stalk-surface-above-ring","stalk-surface-below-ring","stalk-color-above-ring","stalk-color-below-ring","veil-type","veil-color","ring-number","ring-type","spore-print-color","population","habitat") 2. cap-surface: fibrous=f,grooves=g,scaly=y,smooth=s
4. bruises?: bruises=t,no=f
5. odor: almond=a,anise=l,creosote=c,fishy=y,foul=f,
musty=m,none=n,pungent=p,spicy=slibrary(plyr)
MushroomsDataRaw$class <- revalue(MushroomsDataRaw$class, c("e"="edible", "p"="poisonous"))
MushroomsDataRaw$`cap_surface` <- revalue(MushroomsDataRaw$`cap_surface` , c("f"="fibrous", "g"="grooves", "y"="scaly", "s"="smooth"))
MushroomsDataRaw$`bruises` <- revalue(MushroomsDataRaw$`bruises`, c("t"="bruises", "f"="no"))
MushroomsDataRaw$odor <- revalue(MushroomsDataRaw$odor, c("a"="almond", "l"="anise", "c"="creosote", "y"="fishy", "f"="foul", "m"="musty", "n"="none", "p"="pungent", "s"="spicy"))3. Explore the data
summary(MushroomsDataRaw)## class cap-shape cap_surface cap-color bruises
## edible :4208 b: 452 fibrous:2320 n :2284 no :4748
## poisonous:3916 c: 4 grooves: 4 g :1840 bruises:3376
## f:3152 smooth :2556 e :1500
## k: 828 scaly :3244 y :1072
## s: 32 w :1040
## x:3656 b : 168
## (Other): 220
## odor gill-attachment gill-spacing gill-size gill-color
## none :3528 a: 210 c:6812 b:5612 b :1728
## foul :2160 f:7914 w:1312 n:2512 p :1492
## spicy : 576 w :1202
## fishy : 576 n :1048
## almond : 400 g : 752
## anise : 400 h : 732
## (Other): 484 (Other):1170
## stalk-shape stalk-root stalk-surface-above-ring stalk-surface-below-ring
## e:3516 ?:2480 f: 552 f: 600
## t:4608 b:3776 k:2372 k:2304
## c: 556 s:5176 s:4936
## e:1120 y: 24 y: 284
## r: 192
##
##
## stalk-color-above-ring stalk-color-below-ring veil-type veil-color
## w :4464 w :4384 p:8124 n: 96
## p :1872 p :1872 o: 96
## g : 576 g : 576 w:7924
## n : 448 n : 512 y: 8
## b : 432 b : 432
## o : 192 o : 192
## (Other): 140 (Other): 156
## ring-number ring-type spore-print-color population habitat
## n: 36 e:2776 w :2388 a: 384 d:3148
## o:7488 f: 48 n :1968 c: 340 g:2148
## t: 600 l:1296 k :1872 n: 400 l: 832
## n: 36 h :1632 s:1248 m: 292
## p:3968 r : 72 v:4040 p:1144
## b : 48 y:1712 u: 368
## (Other): 144 w: 1924. Create a subset, including the column that indicates edible or poisonous along with 3-4 other columns
Create subset of poisionous mushrooms along with visual and olfactory cues to prevent ingestion of wrong kind.
PoisonousMushrooms <- subset(MushroomsDataRaw,class=="edible",select = c(class, cap_surface, bruises, odor))
PoisonousMushrooms## class cap_surface bruises odor
## 2 edible smooth bruises almond
## 3 edible smooth bruises anise
## 5 edible smooth no none
## 6 edible scaly bruises almond
## 7 edible smooth bruises almond
## 8 edible scaly bruises anise
## 10 edible smooth bruises almond
## 11 edible scaly bruises anise
## 12 edible scaly bruises almond
## 13 edible smooth bruises almond
## 15 edible fibrous no none
## 16 edible fibrous no none
## 17 edible fibrous no none
## 21 edible smooth bruises almond
## 23 edible scaly bruises anise
## 24 edible scaly bruises almond
## 25 edible smooth bruises anise
## 27 edible scaly bruises almond
## 28 edible scaly bruises anise
## 29 edible fibrous no none
## 30 edible smooth bruises almond
## 31 edible smooth bruises anise
## 33 edible scaly bruises anise
## 34 edible scaly bruises anise
## 35 edible scaly bruises anise
## 36 edible fibrous bruises anise
## 37 edible fibrous no none
## 39 edible fibrous bruises almond
## 40 edible smooth bruises anise
## 41 edible scaly bruises almond
## 42 edible scaly bruises anise
## 43 edible fibrous no none
## 45 edible smooth bruises almond
## 46 edible scaly bruises almond
## 47 edible scaly bruises anise
## 48 edible smooth bruises anise
## 49 edible scaly bruises anise
## 50 edible scaly bruises anise
## 51 edible scaly bruises almond
## 52 edible smooth bruises anise
## 53 edible smooth bruises anise
## 56 edible scaly bruises almond
## 57 edible fibrous no none
## 58 edible smooth bruises almond
## 59 edible smooth bruises anise
## 60 edible scaly bruises almond
## 61 edible fibrous no none
## 62 edible scaly bruises almond
## 63 edible smooth bruises anise
## 64 edible scaly bruises anise
## 65 edible scaly bruises anise
## 66 edible smooth no none
## 67 edible smooth bruises anise
## 68 edible scaly bruises almond
## 69 edible scaly bruises almond
## 70 edible fibrous no none
## 71 edible fibrous bruises anise
## 72 edible scaly bruises anise
## 73 edible fibrous bruises anise
## 74 edible scaly bruises almond
## 75 edible smooth bruises almond
## 76 edible smooth bruises anise
## 77 edible smooth bruises anise
## 78 edible scaly bruises anise
## 80 edible scaly bruises almond
## 81 edible smooth no none
## 83 edible fibrous no none
## 84 edible fibrous no none
## 85 edible scaly bruises anise
## 86 edible smooth no none
## 87 edible smooth bruises almond
## 88 edible smooth bruises anise
## 89 edible scaly bruises anise
## 90 edible fibrous no none
## 91 edible fibrous no none
## 92 edible smooth bruises anise
## 93 edible scaly bruises almond
## 94 edible scaly bruises anise
## 95 edible smooth no none
## 96 edible smooth bruises almond
## 97 edible scaly bruises anise
## 98 edible smooth bruises almond
## 99 edible smooth bruises almond
## 100 edible scaly bruises almond
## 101 edible fibrous no none
## 102 edible smooth bruises anise
## 103 edible scaly bruises anise
## 104 edible scaly bruises almond
## 105 edible scaly bruises anise
## 106 edible scaly bruises almond
## 107 edible scaly bruises almond
## 108 edible scaly bruises anise
## 109 edible scaly bruises almond
## 110 edible smooth bruises almond
## 111 edible smooth bruises anise
## 112 edible fibrous no none
## 113 edible fibrous bruises almond
## 114 edible smooth bruises almond
## 116 edible scaly bruises anise
## 117 edible fibrous no none
## 118 edible scaly bruises anise
## 119 edible smooth bruises anise
## 120 edible fibrous no none
## 122 edible scaly bruises almond
## 124 edible smooth no none
## 125 edible smooth bruises anise
## 126 edible smooth no none
## 127 edible smooth bruises almond
## 128 edible fibrous no none
## 129 edible smooth bruises anise
## 130 edible smooth bruises anise
## 131 edible smooth bruises anise
## 132 edible scaly bruises anise
## 133 edible smooth bruises anise
## 134 edible scaly bruises anise
## 135 edible smooth bruises almond
## 137 edible fibrous bruises anise
## 138 edible scaly bruises almond
## 140 edible smooth bruises anise
## 141 edible scaly bruises almond
## 142 edible scaly bruises anise
## 143 edible fibrous no none
## 144 edible scaly bruises almond
## 145 edible scaly bruises almond
## 146 edible fibrous no none
## 147 edible fibrous no none
## 148 edible scaly bruises anise
## 149 edible smooth bruises anise
## 150 edible scaly bruises almond
## 151 edible scaly bruises almond
## 152 edible smooth no none
## 153 edible scaly bruises anise
## 154 edible fibrous no none
## 155 edible smooth bruises almond
## 156 edible scaly bruises anise
## 157 edible scaly bruises almond
## 158 edible scaly bruises almond
## 159 edible scaly bruises almond
## 160 edible smooth bruises almond
## 161 edible smooth bruises anise
## 162 edible scaly bruises almond
## 163 edible fibrous no none
## 164 edible scaly bruises anise
## 165 edible scaly bruises almond
## 166 edible scaly bruises anise
## 167 edible smooth bruises almond
## 168 edible smooth bruises almond
## 169 edible scaly bruises anise
## 170 edible smooth bruises almond
## 171 edible fibrous no none
## 172 edible smooth bruises anise
## 173 edible fibrous bruises anise
## 174 edible scaly bruises almond
## 175 edible scaly bruises anise
## 176 edible scaly bruises anise
## 177 edible scaly bruises almond
## 178 edible scaly bruises almond
## 179 edible scaly bruises anise
## 180 edible smooth bruises anise
## 182 edible fibrous no none
## 183 edible fibrous no none
## 184 edible smooth bruises almond
## 185 edible scaly bruises almond
## 187 edible smooth bruises anise
## 188 edible fibrous no none
## 189 edible scaly bruises anise
## 190 edible scaly bruises almond
## 191 edible fibrous no none
## 192 edible smooth bruises anise
## 193 edible smooth bruises anise
## 194 edible smooth bruises almond
## 195 edible smooth bruises almond
## 196 edible fibrous no none
## 197 edible smooth bruises almond
## 198 edible smooth bruises anise
## 199 edible scaly bruises anise
## 200 edible smooth bruises almond
## 201 edible scaly bruises anise
## 202 edible smooth bruises anise
## 203 edible smooth bruises almond
## 204 edible fibrous no none
## 205 edible scaly bruises anise
## 207 edible smooth bruises almond
## 208 edible smooth bruises almond
## 209 edible scaly bruises anise
## 210 edible scaly bruises almond
## 211 edible smooth bruises almond
## 212 edible smooth bruises anise
## 213 edible fibrous bruises almond
## 214 edible fibrous no none
## 215 edible scaly bruises almond
## 216 edible smooth bruises anise
## 217 edible smooth bruises almond
## 218 edible scaly bruises almond
## 219 edible scaly bruises anise
## 220 edible fibrous no none
## 221 edible smooth bruises almond
## 223 edible scaly bruises almond
## 224 edible fibrous bruises almond
## 225 edible scaly bruises anise
## 226 edible scaly bruises anise
## 227 edible smooth bruises almond
## 228 edible smooth bruises almond
## 230 edible smooth bruises almond
## 231 edible fibrous no none
## 233 edible scaly bruises anise
## 234 edible fibrous no none
## 235 edible smooth bruises anise
## 236 edible fibrous bruises anise
## 237 edible scaly bruises anise
## 238 edible scaly bruises anise
## 239 edible scaly bruises anise
## 240 edible scaly bruises almond
## 241 edible scaly bruises almond
## 242 edible smooth bruises anise
## 243 edible smooth bruises almond
## 245 edible fibrous bruises almond
## 246 edible smooth bruises anise
## 247 edible smooth bruises anise
## 248 edible scaly bruises almond
## 249 edible scaly bruises anise
## 250 edible smooth no none
## 251 edible scaly bruises almond
## 253 edible fibrous no none
## 254 edible scaly bruises anise
## 255 edible smooth bruises anise
## 256 edible scaly bruises anise
## 257 edible fibrous no none
## 258 edible smooth bruises almond
## 259 edible scaly bruises anise
## 260 edible scaly bruises almond
## 261 edible scaly bruises anise
## 263 edible smooth bruises almond
## 264 edible scaly bruises almond
## 265 edible fibrous bruises anise
## 266 edible fibrous no none
## 267 edible smooth no none
## 268 edible scaly bruises almond
## 269 edible smooth bruises almond
## 271 edible smooth bruises anise
## 273 edible scaly bruises anise
## 274 edible scaly bruises almond
## 275 edible scaly bruises almond
## 276 edible scaly bruises almond
## 277 edible scaly bruises almond
## 278 edible scaly bruises almond
## 279 edible fibrous no none
## 280 edible smooth bruises anise
## 282 edible scaly bruises almond
## 283 edible fibrous no none
## 284 edible smooth bruises anise
## 285 edible scaly bruises anise
## 286 edible scaly bruises almond
## 287 edible scaly bruises almond
## 288 edible scaly bruises almond
## 289 edible scaly bruises anise
## 290 edible fibrous no none
## 291 edible fibrous no none
## 292 edible scaly bruises anise
## 293 edible smooth bruises anise
## 294 edible scaly bruises anise
## 295 edible smooth bruises almond
## 296 edible smooth bruises almond
## 297 edible smooth bruises almond
## 298 edible fibrous no none
## 299 edible smooth bruises almond
## 301 edible fibrous no none
## 302 edible scaly bruises almond
## 303 edible smooth bruises anise
## 304 edible scaly bruises almond
## 305 edible scaly bruises anise
## 306 edible fibrous bruises none
## 307 edible scaly bruises anise
## 308 edible smooth bruises anise
## 309 edible scaly bruises almond
## 310 edible fibrous no none
## 311 edible smooth bruises anise
## 313 edible scaly bruises anise
## 314 edible fibrous bruises almond
## 315 edible smooth bruises almond
## 317 edible smooth bruises almond
## 318 edible scaly bruises almond
## 319 edible fibrous bruises anise
## 320 edible smooth bruises anise
## 321 edible scaly bruises anise
## 322 edible fibrous bruises almond
## 323 edible smooth bruises almond
## 324 edible scaly bruises almond
## 325 edible scaly bruises anise
## 326 edible scaly bruises anise
## 327 edible smooth bruises almond
## 329 edible smooth bruises anise
## 330 edible scaly bruises almond
## 332 edible smooth bruises anise
## 333 edible scaly bruises anise
## 334 edible scaly bruises almond
## 335 edible scaly bruises anise
## 336 edible fibrous bruises none
## 337 edible scaly bruises almond
## 338 edible smooth bruises anise
## 339 edible fibrous no none
## 340 edible scaly bruises anise
## 341 edible smooth bruises almond
## 342 edible scaly bruises almond
## 343 edible smooth bruises almond
## 344 edible fibrous bruises almond
## 345 edible scaly bruises anise
## 346 edible fibrous no none
## 347 edible fibrous bruises anise
## 348 edible smooth bruises almond
## 349 edible smooth no none
## 350 edible fibrous no none
## 351 edible smooth no none
## 352 edible scaly bruises almond
## 353 edible scaly bruises almond
## 354 edible smooth bruises almond
## 355 edible scaly bruises anise
## 356 edible fibrous no none
## 357 edible scaly bruises almond
## 359 edible scaly bruises almond
## 360 edible scaly bruises almond
## 361 edible fibrous no none
## 362 edible fibrous no none
## 363 edible smooth no none
## 364 edible scaly bruises almond
## 365 edible smooth bruises almond
## 366 edible fibrous no none
## 367 edible scaly bruises almond
## 368 edible fibrous bruises almond
## 369 edible scaly bruises almond
## 370 edible fibrous no none
## 371 edible scaly bruises almond
## 372 edible scaly bruises anise
## 373 edible smooth bruises almond
## 374 edible fibrous no none
## 375 edible smooth bruises almond
## 376 edible smooth bruises anise
## 377 edible fibrous no none
## 378 edible scaly bruises anise
## 379 edible scaly bruises anise
## 380 edible scaly bruises almond
## 382 edible smooth no none
## 383 edible scaly bruises almond
## 384 edible smooth bruises almond
## 385 edible fibrous bruises none
## 387 edible scaly bruises anise
## 388 edible smooth no none
## 389 edible scaly bruises anise
## 390 edible smooth bruises almond
## 391 edible smooth bruises almond
## 392 edible smooth bruises anise
## 393 edible scaly bruises almond
## 394 edible fibrous no none
## 395 edible scaly bruises almond
## 396 edible fibrous no none
## 397 edible smooth bruises anise
## 398 edible scaly bruises anise
## 399 edible fibrous no none
## 401 edible scaly bruises anise
## 402 edible scaly bruises almond
## 404 edible smooth bruises anise
## 405 edible smooth bruises anise
## 406 edible scaly bruises anise
## 407 edible scaly bruises anise
## 408 edible smooth bruises almond
## 409 edible smooth bruises almond
## 410 edible scaly bruises anise
## 411 edible smooth bruises almond
## 412 edible smooth no none
## 413 edible scaly bruises anise
## 414 edible scaly bruises anise
## 416 edible scaly bruises almond
## 417 edible fibrous bruises anise
## 419 edible scaly bruises anise
## 420 edible fibrous no none
## 421 edible scaly bruises anise
## 422 edible scaly bruises almond
## 424 edible scaly bruises anise
## 425 edible smooth bruises anise
## 426 edible smooth bruises almond
## 427 edible scaly bruises almond
## 428 edible smooth bruises almond
## 429 edible smooth no none
## 430 edible fibrous no none
## 431 edible scaly bruises almond
## 432 edible scaly bruises anise
## 433 edible smooth bruises anise
## 434 edible smooth bruises anise
## 435 edible smooth bruises anise
## 436 edible smooth bruises almond
## 437 edible fibrous bruises almond
## 438 edible scaly bruises anise
## 439 edible scaly bruises anise
## 440 edible scaly bruises almond
## 441 edible scaly bruises anise
## 442 edible scaly bruises anise
## 443 edible scaly bruises almond
## 444 edible scaly bruises anise
## 445 edible smooth bruises anise
## 446 edible scaly bruises anise
## 447 edible smooth bruises anise
## 448 edible scaly bruises anise
## 449 edible smooth bruises anise
## 450 edible fibrous bruises none
## 451 edible scaly bruises anise
## 452 edible smooth bruises anise
## 453 edible smooth bruises anise
## 454 edible fibrous bruises anise
## 455 edible smooth bruises anise
## 456 edible smooth no none
## 457 edible smooth bruises almond
## 458 edible smooth bruises anise
## 459 edible scaly bruises almond
## 460 edible scaly bruises almond
## 461 edible smooth bruises almond
## 462 edible scaly bruises anise
## 463 edible smooth bruises almond
## 464 edible scaly bruises almond
## 465 edible fibrous no none
## 466 edible scaly bruises almond
## 467 edible smooth bruises almond
## 468 edible smooth bruises anise
## 469 edible scaly bruises anise
## 470 edible scaly bruises almond
## 471 edible scaly bruises anise
## 472 edible scaly bruises almond
## 473 edible fibrous bruises almond
## 474 edible fibrous no none
## 475 edible smooth bruises anise
## 476 edible fibrous no none
## 477 edible fibrous no none
## 478 edible scaly bruises almond
## 479 edible smooth bruises almond
## 480 edible scaly bruises anise
## 481 edible scaly bruises almond
## 482 edible scaly bruises anise
## 483 edible smooth bruises anise
## 484 edible fibrous no none
## 485 edible smooth bruises almond
## 486 edible scaly bruises almond
## 487 edible scaly bruises anise
## 488 edible fibrous no none
## 489 edible scaly bruises anise
## 490 edible scaly bruises almond
## 491 edible fibrous bruises almond
## 494 edible scaly bruises anise
## 495 edible scaly bruises almond
## 496 edible smooth bruises almond
## 497 edible fibrous no none
## 498 edible scaly bruises almond
## 499 edible scaly bruises almond
## 500 edible smooth bruises anise
## 501 edible smooth bruises almond
## 502 edible scaly bruises almond
## 503 edible smooth bruises anise
## 504 edible smooth bruises almond
## 505 edible scaly bruises almond
## 507 edible smooth no none
## 508 edible smooth no none
## 509 edible fibrous bruises almond
## 510 edible fibrous no none
## 511 edible fibrous no none
## 512 edible scaly bruises almond
## 513 edible fibrous bruises almond
## 514 edible fibrous no none
## 515 edible fibrous no none
## 516 edible fibrous no none
## 517 edible scaly bruises anise
## 518 edible smooth bruises almond
## 519 edible scaly bruises anise
## 520 edible scaly bruises almond
## 521 edible smooth bruises anise
## 522 edible smooth bruises anise
## 523 edible scaly bruises almond
## 525 edible fibrous no none
## 526 edible smooth bruises anise
## 527 edible scaly bruises almond
## 528 edible smooth bruises almond
## 529 edible fibrous no none
## 530 edible scaly bruises almond
## 531 edible scaly bruises almond
## 532 edible smooth bruises almond
## 534 edible scaly bruises anise
## 536 edible fibrous no none
## 537 edible scaly bruises almond
## 538 edible fibrous no none
## 539 edible scaly bruises anise
## 540 edible smooth bruises almond
## 541 edible smooth bruises almond
## 542 edible fibrous no none
## 544 edible scaly bruises almond
## 545 edible fibrous no none
## 546 edible smooth bruises almond
## 547 edible scaly bruises anise
## 548 edible fibrous no none
## 549 edible fibrous bruises anise
## 550 edible smooth bruises almond
## 551 edible fibrous no none
## 552 edible fibrous no none
## 553 edible scaly bruises anise
## 554 edible smooth bruises anise
## 555 edible smooth bruises anise
## 556 edible scaly bruises almond
## 558 edible fibrous bruises anise
## 559 edible smooth bruises anise
## 560 edible scaly bruises almond
## 561 edible smooth bruises almond
## 562 edible smooth bruises almond
## 563 edible smooth bruises almond
## 564 edible fibrous no none
## 565 edible smooth bruises almond
## 567 edible scaly bruises almond
## 568 edible smooth no none
## 570 edible scaly bruises almond
## 571 edible smooth bruises almond
## 572 edible fibrous bruises anise
## 573 edible smooth bruises almond
## 574 edible scaly bruises anise
## 575 edible scaly bruises almond
## 576 edible smooth bruises anise
## 577 edible fibrous no none
## 578 edible smooth bruises anise
## 579 edible scaly bruises anise
## 581 edible smooth bruises almond
## 582 edible smooth bruises almond
## 583 edible scaly bruises anise
## 584 edible scaly bruises almond
## 585 edible scaly bruises almond
## 586 edible scaly bruises almond
## 587 edible fibrous no none
## 588 edible fibrous no none
## 589 edible fibrous no none
## 590 edible scaly bruises almond
## 592 edible smooth no none
## 593 edible scaly bruises anise
## 595 edible smooth bruises almond
## 597 edible smooth bruises anise
## 598 edible scaly bruises anise
## 601 edible smooth no none
## 602 edible scaly bruises anise
## 603 edible fibrous no none
## 604 edible scaly bruises anise
## 605 edible scaly bruises anise
## 606 edible smooth bruises almond
## 607 edible smooth no none
## 608 edible scaly bruises almond
## 609 edible smooth bruises anise
## 610 edible fibrous no none
## 611 edible smooth no none
## 612 edible fibrous no none
## 613 edible smooth no none
## 615 edible scaly bruises anise
## 616 edible smooth bruises anise
## 617 edible fibrous no none
## 618 edible scaly bruises anise
## 619 edible smooth bruises almond
## 620 edible fibrous no none
## 621 edible scaly bruises anise
## 622 edible smooth bruises anise
## 623 edible fibrous bruises anise
## 624 edible scaly bruises almond
## 625 edible fibrous no none
## 626 edible smooth bruises anise
## 627 edible fibrous bruises anise
## 628 edible fibrous no none
## 629 edible scaly bruises almond
## 630 edible smooth bruises almond
## 631 edible fibrous no none
## 632 edible scaly bruises almond
## 633 edible fibrous bruises none
## 634 edible scaly bruises anise
## 635 edible scaly bruises almond
## 636 edible scaly bruises almond
## 637 edible scaly bruises almond
## 638 edible scaly bruises anise
## 639 edible smooth no none
## 640 edible scaly bruises almond
## 641 edible scaly bruises anise
## 642 edible scaly bruises almond
## 643 edible scaly bruises anise
## 644 edible scaly bruises almond
## 645 edible scaly bruises anise
## 646 edible smooth bruises anise
## 647 edible scaly bruises almond
## 648 edible smooth bruises anise
## 649 edible scaly bruises almond
## 650 edible fibrous bruises anise
## 651 edible smooth bruises almond
## 652 edible smooth bruises anise
## 653 edible scaly bruises almond
## 656 edible smooth bruises anise
## 657 edible fibrous no none
## 658 edible smooth bruises almond
## 659 edible scaly bruises anise
## 660 edible fibrous no none
## 661 edible smooth bruises almond
## 662 edible smooth bruises anise
## 665 edible smooth bruises anise
## 666 edible smooth bruises almond
## 667 edible scaly bruises almond
## 668 edible scaly bruises anise
## 669 edible scaly bruises anise
## 670 edible scaly bruises almond
## 671 edible smooth bruises almond
## 672 edible fibrous no none
## 673 edible fibrous no none
## 674 edible fibrous bruises anise
## 675 edible scaly bruises anise
## 676 edible fibrous no none
## 677 edible fibrous no none
## 678 edible scaly bruises anise
## 679 edible scaly bruises anise
## 680 edible smooth bruises almond
## 681 edible smooth bruises anise
## 682 edible scaly bruises almond
## 683 edible fibrous bruises almond
## 684 edible smooth bruises almond
## 685 edible fibrous bruises none
## 686 edible scaly bruises almond
## 687 edible fibrous no none
## 688 edible scaly bruises almond
## 689 edible scaly bruises anise
## 690 edible smooth bruises almond
## 691 edible smooth bruises almond
## 692 edible scaly bruises anise
## 693 edible scaly bruises almond
## 694 edible smooth no none
## 696 edible scaly bruises almond
## 697 edible smooth bruises almond
## 700 edible smooth no none
## 702 edible fibrous no none
## 703 edible scaly bruises anise
## 704 edible scaly bruises anise
## 705 edible scaly bruises anise
## 706 edible scaly bruises anise
## 707 edible scaly bruises anise
## 708 edible fibrous no none
## 709 edible smooth bruises almond
## 710 edible scaly bruises almond
## 711 edible scaly bruises almond
## 712 edible smooth no none
## 713 edible smooth bruises anise
## 714 edible scaly bruises anise
## 715 edible scaly bruises anise
## 716 edible scaly bruises almond
## 717 edible smooth bruises anise
## 718 edible scaly bruises almond
## 719 edible scaly bruises almond
## 720 edible fibrous no none
## 721 edible scaly bruises almond
## 722 edible smooth bruises almond
## 723 edible smooth bruises anise
## 724 edible smooth no none
## 725 edible scaly bruises almond
## 727 edible smooth bruises anise
## 728 edible fibrous no none
## 729 edible smooth bruises almond
## 730 edible scaly bruises anise
## 731 edible scaly bruises anise
## 732 edible fibrous no none
## 735 edible scaly bruises anise
## 736 edible scaly bruises almond
## 737 edible fibrous bruises almond
## 739 edible smooth bruises anise
## 740 edible fibrous no none
## 741 edible fibrous no none
## 742 edible smooth bruises almond
## 743 edible scaly bruises almond
## 744 edible scaly bruises almond
## 745 edible scaly bruises anise
## 746 edible scaly bruises anise
## 747 edible scaly bruises anise
## 748 edible scaly bruises almond
## 750 edible smooth bruises almond
## 751 edible scaly bruises almond
## 752 edible smooth bruises anise
## 753 edible smooth bruises almond
## 754 edible scaly bruises anise
## 755 edible scaly bruises almond
## 756 edible smooth bruises almond
## 757 edible scaly bruises anise
## 758 edible smooth no none
## 759 edible scaly bruises almond
## 760 edible scaly bruises almond
## 761 edible smooth bruises anise
## 762 edible scaly bruises anise
## 763 edible smooth bruises anise
## 764 edible fibrous no none
## 765 edible scaly bruises anise
## 766 edible fibrous no none
## 767 edible smooth bruises anise
## 768 edible fibrous no none
## 769 edible scaly bruises almond
## 770 edible smooth bruises almond
## 771 edible smooth bruises almond
## 772 edible smooth bruises anise
## 773 edible scaly bruises almond
## 774 edible smooth bruises almond
## 775 edible fibrous no none
## 776 edible scaly bruises almond
## 778 edible scaly bruises almond
## 779 edible smooth bruises anise
## 780 edible scaly bruises anise
## 781 edible scaly bruises almond
## 782 edible fibrous no none
## 783 edible scaly bruises anise
## 784 edible smooth bruises anise
## 785 edible smooth bruises almond
## 787 edible fibrous no none
## 788 edible scaly bruises anise
## 790 edible scaly bruises anise
## 791 edible scaly bruises anise
## 792 edible scaly bruises anise
## 793 edible scaly bruises almond
## 794 edible smooth bruises almond
## 797 edible scaly bruises anise
## 798 edible smooth no none
## 800 edible scaly bruises anise
## 801 edible smooth bruises almond
## 802 edible scaly bruises almond
## 804 edible scaly bruises anise
## 805 edible scaly bruises almond
## 806 edible scaly bruises anise
## 807 edible scaly bruises almond
## 808 edible scaly bruises almond
## 809 edible smooth bruises anise
## 810 edible smooth bruises anise
## 811 edible smooth bruises almond
## 812 edible smooth bruises almond
## 816 edible smooth bruises almond
## 817 edible scaly bruises almond
## 818 edible scaly bruises almond
## 819 edible smooth bruises almond
## 820 edible scaly bruises anise
## 821 edible smooth bruises anise
## 822 edible fibrous no none
## 823 edible smooth bruises almond
## 824 edible smooth bruises anise
## 825 edible scaly bruises almond
## 826 edible scaly bruises anise
## 827 edible fibrous bruises anise
## 828 edible fibrous bruises almond
## 829 edible smooth bruises anise
## 830 edible smooth bruises anise
## 831 edible fibrous no none
## 832 edible fibrous bruises almond
## 833 edible scaly bruises anise
## 834 edible scaly bruises anise
## 835 edible scaly bruises anise
## 837 edible smooth bruises anise
## 839 edible scaly bruises almond
## 840 edible scaly bruises almond
## 841 edible smooth bruises almond
## 843 edible smooth bruises almond
## 844 edible fibrous no none
## 845 edible smooth bruises almond
## 846 edible fibrous no none
## 847 edible scaly bruises almond
## 848 edible scaly bruises anise
## 849 edible smooth bruises anise
## 850 edible smooth bruises anise
## 851 edible smooth bruises anise
## 852 edible scaly bruises almond
## 853 edible fibrous no none
## 854 edible fibrous no none
## 855 edible fibrous no none
## 856 edible scaly bruises anise
## 857 edible smooth bruises anise
## 858 edible smooth bruises almond
## 859 edible smooth bruises almond
## 861 edible scaly bruises anise
## 862 edible smooth bruises almond
## 863 edible scaly bruises almond
## 864 edible scaly bruises almond
## 865 edible scaly bruises almond
## 866 edible scaly bruises anise
## 867 edible fibrous no none
## 868 edible scaly bruises anise
## 869 edible fibrous no none
## 870 edible smooth bruises anise
## 871 edible scaly bruises almond
## 872 edible smooth bruises anise
## 873 edible scaly bruises almond
## 874 edible fibrous bruises none
## 875 edible smooth bruises almond
## 876 edible scaly bruises anise
## 877 edible scaly bruises almond
## 878 edible smooth bruises anise
## 879 edible scaly bruises anise
## 880 edible smooth bruises anise
## 881 edible fibrous bruises almond
## 882 edible smooth no none
## 883 edible scaly bruises almond
## 884 edible scaly bruises anise
## 885 edible scaly bruises anise
## 886 edible smooth bruises almond
## 887 edible smooth bruises almond
## 888 edible scaly bruises almond
## 889 edible scaly bruises almond
## 890 edible smooth bruises anise
## 891 edible fibrous bruises none
## 892 edible scaly bruises anise
## 893 edible smooth bruises almond
## 894 edible smooth bruises almond
## 895 edible smooth bruises anise
## 896 edible scaly bruises anise
## 897 edible scaly bruises almond
## 898 edible smooth bruises anise
## 899 edible scaly bruises anise
## 900 edible smooth bruises anise
## 901 edible scaly bruises anise
## 902 edible fibrous no none
## 903 edible smooth no none
## 904 edible smooth no none
## 905 edible smooth bruises anise
## 906 edible fibrous no none
## 908 edible fibrous no none
## 911 edible smooth bruises anise
## 912 edible fibrous no none
## 913 edible smooth bruises anise
## 914 edible fibrous no none
## 915 edible smooth no none
## 916 edible smooth bruises almond
## 917 edible smooth bruises anise
## 918 edible scaly bruises none
## 919 edible fibrous no none
## 920 edible smooth no none
## 921 edible fibrous no none
## 922 edible smooth no none
## 923 edible scaly bruises anise
## 924 edible smooth bruises anise
## 925 edible fibrous no none
## 926 edible smooth no none
## 927 edible smooth no none
## 929 edible fibrous no none
## 930 edible smooth bruises almond
## 931 edible smooth no none
## 932 edible fibrous no none
## 934 edible smooth bruises anise
## 935 edible fibrous no none
## 936 edible smooth no none
## 937 edible scaly bruises almond
## 938 edible fibrous no none
## 939 edible smooth no none
## 940 edible scaly bruises none
## 941 edible scaly bruises almond
## 942 edible fibrous no none
## 944 edible fibrous no none
## 945 edible fibrous bruises none
## 946 edible fibrous no none
## 947 edible fibrous no none
## 948 edible scaly bruises anise
## 949 edible fibrous no none
## 952 edible smooth bruises anise
## 953 edible smooth no none
## 954 edible fibrous no none
## 955 edible fibrous no none
## 956 edible smooth bruises anise
## 958 edible scaly bruises none
## 959 edible fibrous bruises anise
## 960 edible scaly bruises anise
## 961 edible fibrous no none
## 962 edible fibrous no none
## 963 edible fibrous bruises none
## 964 edible fibrous bruises none
## 965 edible smooth no none
## 966 edible smooth no none
## 968 edible fibrous bruises none
## 969 edible smooth no none
## 970 edible fibrous no none
## 971 edible fibrous no none
## 972 edible fibrous bruises none
## 973 edible fibrous bruises none
## 974 edible fibrous no none
## 975 edible fibrous bruises none
## 976 edible smooth no none
## 977 edible scaly bruises anise
## 978 edible fibrous bruises none
## 979 edible scaly bruises anise
## 980 edible fibrous no none
## 981 edible fibrous bruises none
## 982 edible smooth bruises anise
## 983 edible fibrous no none
## 984 edible fibrous no none
## 986 edible fibrous no none
## 987 edible fibrous no none
## 988 edible smooth no none
## 989 edible smooth no none
## 990 edible scaly bruises anise
## 991 edible smooth bruises anise
## 992 edible smooth no none
## 993 edible smooth no none
## 994 edible fibrous no none
## 995 edible smooth no none
## 996 edible smooth no none
## 997 edible scaly bruises anise
## 998 edible smooth bruises almond
## 999 edible smooth bruises anise
## 1001 edible fibrous bruises none
## 1002 edible scaly bruises anise
## 1003 edible smooth no none
## 1005 edible scaly bruises anise
## 1006 edible smooth no none
## 1007 edible smooth no none
## 1008 edible fibrous no none
## 1009 edible fibrous no none
## 1010 edible smooth bruises anise
## 1011 edible scaly bruises almond
## 1012 edible smooth no none
## 1013 edible scaly bruises almond
## 1014 edible smooth no none
## 1015 edible fibrous no none
## 1016 edible fibrous bruises almond
## 1017 edible scaly bruises anise
## 1018 edible fibrous bruises none
## 1020 edible fibrous bruises none
## 1021 edible fibrous no none
## 1022 edible smooth bruises almond
## 1023 edible scaly bruises almond
## 1024 edible scaly bruises almond
## 1027 edible fibrous no none
## 1028 edible smooth bruises anise
## 1029 edible scaly bruises anise
## 1030 edible smooth no none
## 1031 edible fibrous bruises none
## 1033 edible fibrous no none
## 1034 edible fibrous no none
## 1035 edible smooth no none
## 1036 edible fibrous no none
## 1037 edible scaly bruises almond
## 1038 edible fibrous bruises almond
## 1039 edible fibrous no none
## 1041 edible scaly bruises almond
## 1042 edible scaly bruises almond
## 1043 edible fibrous no none
## 1044 edible scaly bruises none
## 1045 edible smooth no none
## 1046 edible smooth bruises almond
## 1047 edible fibrous no none
## 1049 edible fibrous bruises none
## 1050 edible fibrous no none
## 1051 edible fibrous bruises none
## 1052 edible fibrous bruises none
## 1053 edible fibrous no none
## 1054 edible scaly bruises anise
## 1055 edible fibrous no none
## 1056 edible smooth bruises anise
## 1057 edible fibrous bruises anise
## 1058 edible smooth no none
## 1059 edible scaly bruises anise
## 1060 edible fibrous no none
## 1061 edible smooth no none
## 1062 edible smooth bruises anise
## 1063 edible smooth no none
## 1064 edible fibrous no none
## 1066 edible fibrous bruises anise
## 1067 edible scaly bruises almond
## 1068 edible fibrous no none
## 1069 edible fibrous bruises none
## 1070 edible scaly bruises anise
## 1071 edible smooth no none
## 1073 edible smooth bruises almond
## 1074 edible fibrous bruises none
## 1075 edible scaly bruises anise
## 1076 edible smooth no none
## 1077 edible fibrous no none
## 1079 edible fibrous no none
## 1080 edible scaly bruises anise
## 1081 edible fibrous no none
## 1083 edible smooth bruises anise
## 1084 edible fibrous no none
## 1085 edible smooth bruises anise
## 1086 edible fibrous no none
## 1087 edible scaly bruises anise
## 1088 edible scaly bruises anise
## 1090 edible scaly bruises anise
## 1091 edible fibrous no none
## 1092 edible scaly bruises almond
## 1093 edible fibrous no none
## 1094 edible fibrous bruises anise
## 1095 edible smooth no none
## 1097 edible fibrous no none
## 1098 edible smooth no none
## 1099 edible fibrous no none
## 1101 edible fibrous no none
## 1102 edible smooth no none
## 1103 edible fibrous no none
## 1105 edible fibrous no none
## 1106 edible smooth no none
## 1108 edible fibrous no none
## 1109 edible scaly bruises anise
## 1110 edible smooth no none
## 1111 edible fibrous no none
## 1113 edible scaly bruises almond
## 1114 edible fibrous no none
## 1115 edible scaly bruises anise
## 1116 edible fibrous no none
## 1117 edible fibrous no none
## 1118 edible smooth no none
## 1119 edible fibrous no none
## 1120 edible smooth no none
## 1121 edible fibrous no none
## 1122 edible fibrous no none
## 1123 edible smooth no none
## 1124 edible fibrous bruises none
## 1125 edible smooth bruises almond
## 1126 edible fibrous no none
## 1127 edible smooth no none
## 1128 edible smooth bruises almond
## 1129 edible fibrous no none
## 1130 edible fibrous no none
## 1132 edible fibrous no none
## 1134 edible smooth no none
## 1135 edible scaly bruises almond
## 1136 edible fibrous no none
## 1137 edible fibrous bruises none
## 1138 edible scaly bruises anise
## 1139 edible fibrous no none
## 1140 edible smooth no none
## 1141 edible fibrous no none
## 1142 edible fibrous bruises none
## 1143 edible fibrous no none
## 1144 edible smooth no none
## 1145 edible smooth no none
## 1146 edible fibrous no none
## 1147 edible smooth no none
## 1148 edible fibrous no none
## 1149 edible fibrous no none
## 1150 edible smooth no none
## 1151 edible smooth no none
## 1152 edible scaly bruises almond
## 1154 edible smooth no none
## 1156 edible scaly bruises almond
## 1157 edible smooth no none
## 1158 edible fibrous no none
## 1159 edible fibrous no none
## 1160 edible smooth no none
## 1161 edible scaly bruises almond
## 1162 edible fibrous no none
## 1163 edible fibrous bruises none
## 1164 edible scaly bruises almond
## 1165 edible smooth no none
## 1166 edible smooth bruises almond
## 1168 edible fibrous bruises none
## 1169 edible smooth no none
## 1170 edible smooth bruises almond
## 1171 edible smooth no none
## 1172 edible fibrous bruises none
## 1173 edible fibrous no none
## 1174 edible fibrous no none
## 1175 edible fibrous no none
## 1176 edible fibrous no none
## 1177 edible scaly bruises anise
## 1178 edible fibrous no none
## 1179 edible fibrous no none
## 1180 edible scaly bruises almond
## 1181 edible scaly bruises anise
## 1182 edible scaly bruises anise
## 1183 edible fibrous no none
## 1184 edible scaly bruises almond
## 1185 edible scaly bruises almond
## 1186 edible smooth no none
## 1187 edible smooth no none
## 1189 edible scaly bruises anise
## 1190 edible fibrous no none
## 1191 edible fibrous no none
## 1192 edible smooth bruises anise
## 1193 edible fibrous bruises none
## 1194 edible scaly bruises anise
## 1195 edible smooth bruises almond
## 1197 edible fibrous no none
## 1198 edible scaly bruises almond
## 1199 edible smooth bruises anise
## 1200 edible scaly bruises anise
## 1201 edible scaly bruises anise
## 1202 edible smooth bruises almond
## 1203 edible smooth bruises almond
## 1204 edible smooth no none
## 1206 edible smooth no none
## 1207 edible fibrous no none
## 1209 edible smooth no none
## 1210 edible fibrous no none
## 1211 edible smooth no none
## 1212 edible smooth no none
## 1213 edible scaly bruises almond
## 1214 edible fibrous no none
## 1215 edible fibrous no none
## 1217 edible smooth no none
## 1218 edible fibrous no none
## 1219 edible fibrous no none
## 1220 edible fibrous no none
## 1221 edible scaly bruises almond
## 1222 edible smooth no none
## 1223 edible fibrous no none
## 1224 edible fibrous no none
## 1225 edible smooth no none
## 1226 edible fibrous no none
## 1227 edible scaly bruises none
## 1228 edible fibrous no none
## 1230 edible scaly bruises none
## 1231 edible fibrous no none
## 1233 edible fibrous no none
## 1234 edible fibrous no none
## 1235 edible smooth no none
## 1236 edible fibrous no none
## 1237 edible smooth no none
## 1238 edible fibrous no none
## 1239 edible smooth no none
## 1240 edible smooth no none
## 1242 edible smooth no none
## 1245 edible smooth no none
## 1246 edible fibrous no none
## 1247 edible smooth no none
## 1248 edible smooth no none
## 1249 edible fibrous no none
## 1250 edible fibrous no none
## 1251 edible scaly bruises none
## 1252 edible fibrous bruises none
## 1253 edible smooth no none
## 1256 edible smooth no none
## 1258 edible fibrous no none
## 1259 edible smooth no none
## 1264 edible smooth no none
## 1265 edible fibrous bruises none
## 1266 edible smooth no none
## 1267 edible fibrous no none
## 1269 edible smooth no none
## 1270 edible scaly bruises none
## 1271 edible smooth no none
## 1272 edible smooth no none
## 1274 edible fibrous no none
## 1275 edible fibrous no none
## 1277 edible fibrous no none
## 1278 edible fibrous no none
## 1279 edible smooth no none
## 1280 edible smooth no none
## 1281 edible scaly bruises almond
## 1282 edible smooth no none
## 1283 edible fibrous no none
## 1284 edible smooth no none
## 1285 edible fibrous no none
## 1286 edible fibrous no none
## 1288 edible smooth no none
## 1289 edible fibrous bruises none
## 1290 edible smooth no none
## 1291 edible fibrous bruises none
## 1292 edible fibrous no none
## 1293 edible fibrous no none
## 1296 edible smooth no none
## 1297 edible fibrous bruises none
## 1298 edible smooth no none
## 1299 edible scaly bruises almond
## 1300 edible smooth no none
## 1301 edible smooth no none
## 1302 edible fibrous no none
## 1303 edible smooth no none
## 1304 edible fibrous bruises none
## 1305 edible smooth no none
## 1306 edible smooth no none
## 1307 edible fibrous no none
## 1308 edible smooth no none
## 1309 edible smooth no none
## 1310 edible smooth no none
## 1311 edible fibrous no none
## 1312 edible smooth no none
## 1314 edible fibrous no none
## 1315 edible scaly bruises anise
## 1316 edible fibrous no none
## 1317 edible smooth no none
## 1318 edible fibrous bruises none
## 1319 edible smooth bruises anise
## 1320 edible smooth no none
## 1321 edible fibrous bruises none
## 1323 edible fibrous no none
## 1325 edible smooth no none
## 1326 edible smooth no none
## 1327 edible smooth bruises anise
## 1328 edible smooth no none
## 1329 edible smooth no none
## 1330 edible fibrous no none
## 1331 edible fibrous no none
## 1332 edible smooth no none
## 1334 edible fibrous no none
## 1335 edible smooth no none
## 1336 edible fibrous bruises none
## 1337 edible smooth no none
## 1338 edible fibrous bruises none
## 1339 edible scaly bruises almond
## 1340 edible fibrous no none
## 1341 edible smooth no none
## 1342 edible fibrous no none
## 1344 edible fibrous bruises none
## 1345 edible smooth no none
## 1346 edible fibrous no none
## 1348 edible smooth no none
## 1349 edible fibrous bruises none
## 1350 edible scaly bruises none
## 1351 edible scaly bruises none
## 1352 edible smooth no none
## 1353 edible smooth no none
## 1354 edible smooth no none
## 1355 edible smooth no none
## 1356 edible fibrous no none
## 1357 edible fibrous no none
## 1358 edible fibrous no none
## 1359 edible fibrous no none
## 1360 edible smooth no none
## 1361 edible fibrous no none
## 1363 edible fibrous no none
## 1364 edible smooth no none
## 1365 edible fibrous no none
## 1366 edible fibrous no none
## 1367 edible fibrous no none
## 1368 edible smooth no none
## 1369 edible fibrous bruises none
## 1370 edible fibrous no none
## 1371 edible fibrous no none
## 1372 edible smooth no none
## 1373 edible fibrous no none
## 1374 edible smooth bruises anise
## 1377 edible fibrous no none
## 1378 edible fibrous no none
## 1380 edible fibrous no none
## 1382 edible smooth no none
## 1384 edible smooth no none
## 1385 edible smooth no none
## 1386 edible fibrous no none
## 1387 edible fibrous no none
## 1388 edible fibrous bruises none
## 1389 edible fibrous bruises none
## 1390 edible fibrous no none
## 1391 edible fibrous bruises none
## 1392 edible smooth no none
## 1393 edible smooth no none
## 1394 edible smooth no none
## 1395 edible fibrous no none
## 1396 edible fibrous bruises none
## 1397 edible smooth no none
## 1398 edible smooth no none
## 1399 edible smooth no none
## 1401 edible smooth no none
## 1402 edible scaly bruises almond
## 1403 edible fibrous bruises none
## 1404 edible smooth no none
## 1405 edible smooth no none
## 1407 edible smooth no none
## 1408 edible smooth no none
## 1409 edible smooth no none
## 1410 edible smooth no none
## 1411 edible fibrous no none
## 1412 edible smooth no none
## 1413 edible smooth no none
## 1414 edible fibrous no none
## 1415 edible fibrous no none
## 1416 edible fibrous no none
## 1417 edible scaly bruises anise
## 1418 edible smooth no none
## 1419 edible smooth no none
## 1420 edible smooth no none
## 1422 edible smooth no none
## 1423 edible fibrous bruises none
## 1424 edible fibrous no none
## 1425 edible smooth no none
## 1426 edible fibrous no none
## 1427 edible smooth no none
## 1428 edible smooth no none
## 1429 edible scaly bruises anise
## 1431 edible smooth no none
## 1432 edible fibrous bruises none
## 1436 edible fibrous bruises none
## 1437 edible scaly bruises anise
## 1439 edible fibrous no none
## 1440 edible smooth no none
## 1441 edible fibrous bruises none
## 1442 edible smooth no none
## 1443 edible fibrous no none
## 1444 edible fibrous no none
## 1447 edible smooth no none
## 1448 edible fibrous no none
## 1449 edible fibrous bruises none
## 1450 edible smooth no none
## 1451 edible fibrous no none
## 1453 edible fibrous no none
## 1455 edible smooth no none
## 1456 edible fibrous no none
## 1457 edible smooth no none
## 1458 edible fibrous bruises none
## 1459 edible smooth no none
## 1461 edible fibrous bruises none
## 1462 edible smooth no none
## 1463 edible smooth no none
## 1464 edible smooth bruises almond
## 1465 edible fibrous no none
## 1466 edible scaly bruises none
## 1467 edible fibrous bruises none
## 1468 edible smooth bruises almond
## 1469 edible fibrous no none
## 1470 edible smooth no none
## 1471 edible scaly bruises none
## 1472 edible smooth no none
## 1474 edible fibrous no none
## 1475 edible fibrous no none
## 1476 edible fibrous no none
## 1477 edible smooth no none
## 1478 edible fibrous no none
## 1480 edible fibrous no none
## 1481 edible smooth no none
## 1482 edible smooth no none
## 1483 edible fibrous no none
## 1484 edible smooth no none
## 1485 edible scaly bruises anise
## 1487 edible fibrous no none
## 1488 edible smooth no none
## 1489 edible smooth no none
## 1491 edible fibrous no none
## 1493 edible smooth no none
## 1494 edible smooth no none
## 1495 edible fibrous no none
## 1496 edible fibrous no none
## 1497 edible smooth no none
## 1498 edible smooth no none
## 1499 edible fibrous no none
## 1500 edible fibrous no none
## 1501 edible fibrous no none
## 1502 edible scaly bruises almond
## 1503 edible fibrous no none
## 1504 edible fibrous no none
## 1505 edible fibrous no none
## 1506 edible fibrous bruises none
## 1508 edible fibrous bruises none
## 1509 edible fibrous no none
## 1510 edible fibrous bruises none
## 1511 edible fibrous no none
## 1512 edible smooth no none
## 1513 edible smooth no none
## 1514 edible scaly bruises almond
## 1515 edible fibrous bruises almond
## 1516 edible fibrous no none
## 1517 edible fibrous no none
## 1518 edible fibrous no none
## 1519 edible scaly bruises almond
## 1520 edible fibrous no none
## 1521 edible scaly bruises anise
## 1522 edible smooth no none
## 1523 edible smooth no none
## 1524 edible fibrous no none
## 1525 edible smooth no none
## 1526 edible smooth no none
## 1527 edible scaly bruises none
## 1528 edible smooth no none
## 1529 edible scaly bruises almond
## 1530 edible smooth no none
## 1532 edible smooth no none
## 1534 edible smooth no none
## 1535 edible fibrous no none
## 1537 edible smooth no none
## 1539 edible smooth no none
## 1540 edible smooth no none
## 1542 edible fibrous no none
## 1543 edible smooth no none
## 1544 edible fibrous no none
## 1545 edible fibrous no none
## 1546 edible scaly bruises none
## 1548 edible fibrous no none
## 1549 edible scaly bruises almond
## 1550 edible fibrous no none
## 1551 edible fibrous no none
## 1552 edible smooth bruises anise
## 1553 edible smooth no none
## 1554 edible fibrous no none
## 1555 edible fibrous no none
## 1557 edible smooth no none
## 1558 edible scaly bruises almond
## 1559 edible smooth no none
## 1560 edible smooth no none
## 1561 edible fibrous no none
## 1562 edible smooth no none
## 1563 edible fibrous no none
## 1564 edible fibrous bruises none
## 1565 edible scaly bruises anise
## 1566 edible fibrous bruises none
## 1568 edible smooth no none
## 1570 edible smooth no none
## 1571 edible fibrous no none
## 1572 edible fibrous no none
## 1573 edible fibrous no none
## 1574 edible smooth no none
## 1575 edible smooth bruises anise
## 1576 edible smooth no none
## 1577 edible smooth no none
## 1579 edible fibrous no none
## 1581 edible fibrous no none
## 1582 edible fibrous bruises none
## 1583 edible fibrous no none
## 1585 edible smooth no none
## 1587 edible fibrous bruises none
## 1588 edible fibrous no none
## 1589 edible scaly bruises almond
## 1590 edible fibrous no none
## 1591 edible smooth no none
## 1592 edible fibrous no none
## 1593 edible fibrous no none
## 1594 edible fibrous no none
## 1595 edible fibrous no none
## 1596 edible fibrous no none
## 1597 edible fibrous bruises none
## 1598 edible smooth no none
## 1599 edible smooth no none
## 1600 edible scaly bruises anise
## 1601 edible scaly bruises none
## 1602 edible smooth no none
## 1603 edible fibrous no none
## 1604 edible smooth no none
## 1605 edible fibrous no none
## 1606 edible fibrous no none
## 1607 edible smooth no none
## 1608 edible smooth no none
## 1609 edible fibrous bruises none
## 1610 edible smooth no none
## 1611 edible fibrous no none
## 1612 edible smooth no none
## 1613 edible fibrous no none
## 1616 edible fibrous bruises none
## 1617 edible smooth no none
## 1618 edible fibrous no none
## 1619 edible smooth no none
## 1620 edible fibrous no none
## 1621 edible smooth no none
## 1622 edible fibrous no none
## 1623 edible smooth no none
## 1624 edible smooth no none
## 1625 edible fibrous bruises none
## 1627 edible fibrous no none
## 1628 edible fibrous bruises none
## 1632 edible fibrous no none
## 1633 edible smooth no none
## 1634 edible fibrous no none
## 1635 edible smooth no none
## 1636 edible smooth no none
## 1639 edible smooth no none
## 1640 edible smooth no none
## 1641 edible smooth no none
## 1642 edible fibrous bruises none
## 1643 edible fibrous bruises none
## 1644 edible fibrous no none
## 1645 edible fibrous no none
## 1646 edible fibrous no none
## 1647 edible smooth bruises anise
## 1648 edible smooth no none
## 1649 edible smooth no none
## 1650 edible fibrous no none
## 1651 edible fibrous no none
## 1652 edible smooth no none
## 1653 edible smooth no none
## 1654 edible smooth no none
## 1655 edible smooth no none
## 1656 edible smooth no none
## 1657 edible smooth no none
## 1658 edible fibrous no none
## 1659 edible fibrous no none
## 1660 edible fibrous no none
## 1661 edible fibrous no none
## 1662 edible fibrous no none
## 1663 edible scaly bruises almond
## 1664 edible smooth bruises anise
## 1665 edible smooth no none
## 1667 edible fibrous no none
## 1669 edible scaly bruises none
## 1671 edible scaly bruises anise
## 1672 edible scaly bruises anise
## 1673 edible scaly bruises anise
## 1674 edible smooth no none
## 1675 edible smooth no none
## 1676 edible smooth no none
## 1677 edible smooth no none
## 1678 edible smooth no none
## 1679 edible smooth no none
## 1680 edible smooth no none
## 1681 edible smooth bruises anise
## 1682 edible smooth no none
## 1683 edible smooth bruises anise
## 1685 edible smooth no none
## 1686 edible smooth no none
## 1687 edible smooth no none
## 1688 edible fibrous no none
## 1689 edible scaly bruises none
## 1690 edible fibrous bruises none
## 1691 edible scaly bruises almond
## 1692 edible fibrous bruises none
## 1693 edible fibrous no none
## 1694 edible smooth no none
## 1695 edible smooth no none
## 1696 edible fibrous no none
## 1697 edible smooth no none
## 1698 edible fibrous no none
## 1699 edible fibrous no none
## 1700 edible smooth no none
## 1701 edible fibrous bruises none
## 1702 edible smooth no none
## 1703 edible fibrous no none
## 1705 edible fibrous bruises none
## 1706 edible fibrous no none
## 1707 edible fibrous no none
## 1709 edible fibrous no none
## 1710 edible fibrous bruises none
## 1711 edible fibrous no none
## 1712 edible fibrous no none
## 1713 edible fibrous bruises none
## 1714 edible smooth no none
## 1715 edible fibrous no none
## 1716 edible fibrous bruises none
## 1717 edible scaly bruises anise
## 1718 edible scaly bruises anise
## 1719 edible smooth no none
## 1720 edible smooth no none
## 1721 edible smooth no none
## 1722 edible smooth no none
## 1723 edible fibrous no none
## 1724 edible smooth no none
## 1725 edible scaly bruises almond
## 1727 edible smooth no none
## 1728 edible smooth no none
## 1729 edible scaly bruises almond
## 1730 edible smooth no none
## 1731 edible smooth no none
## 1733 edible smooth no none
## 1734 edible fibrous no none
## 1736 edible fibrous no none
## 1737 edible smooth no none
## 1738 edible fibrous bruises none
## 1739 edible smooth no none
## 1741 edible fibrous no none
## 1742 edible fibrous no none
## 1743 edible smooth no none
## 1744 edible fibrous no none
## 1745 edible scaly bruises anise
## 1747 edible fibrous no none
## 1748 edible fibrous no none
## 1750 edible smooth no none
## 1751 edible fibrous no none
## 1752 edible scaly bruises almond
## 1753 edible fibrous no none
## 1754 edible fibrous no none
## 1756 edible fibrous no none
## 1757 edible fibrous no none
## 1758 edible fibrous no none
## 1759 edible fibrous bruises none
## 1760 edible smooth no none
## 1761 edible smooth no none
## 1762 edible fibrous no none
## 1763 edible fibrous no none
## 1764 edible fibrous bruises none
## 1765 edible smooth no none
## 1767 edible smooth no none
## 1768 edible smooth no none
## 1769 edible fibrous bruises none
## 1770 edible scaly bruises almond
## 1771 edible smooth no none
## 1772 edible fibrous no none
## 1773 edible fibrous no none
## 1774 edible scaly bruises almond
## 1775 edible fibrous bruises none
## 1776 edible fibrous no none
## 1777 edible fibrous no none
## 1780 edible smooth no none
## 1781 edible fibrous no none
## 1782 edible smooth no none
## 1783 edible smooth no none
## 1785 edible smooth bruises almond
## 1786 edible fibrous no none
## 1788 edible smooth no none
## 1789 edible smooth no none
## 1790 edible smooth no none
## 1792 edible smooth no none
## 1793 edible fibrous no none
## 1794 edible fibrous no none
## 1795 edible fibrous no none
## 1797 edible fibrous no none
## 1798 edible smooth no none
## 1800 edible smooth no none
## 1801 edible scaly bruises none
## 1802 edible fibrous no none
## 1803 edible fibrous bruises none
## 1804 edible scaly bruises none
## 1805 edible fibrous bruises none
## 1806 edible scaly bruises none
## 1807 edible smooth no none
## 1808 edible fibrous bruises none
## 1809 edible scaly bruises none
## 1810 edible fibrous no none
## 1812 edible fibrous bruises none
## 1814 edible smooth bruises almond
## 1815 edible smooth no none
## 1816 edible scaly bruises almond
## 1818 edible smooth no none
## 1819 edible smooth no none
## 1820 edible fibrous bruises none
## 1821 edible smooth no none
## 1822 edible fibrous no none
## 1824 edible fibrous bruises none
## 1825 edible scaly bruises anise
## 1826 edible fibrous no none
## 1827 edible scaly bruises none
## 1828 edible fibrous no none
## 1829 edible smooth no none
## 1830 edible scaly bruises none
## 1831 edible scaly bruises none
## 1832 edible fibrous bruises none
## 1833 edible smooth no none
## 1834 edible fibrous bruises none
## 1835 edible fibrous bruises none
## 1836 edible fibrous bruises none
## 1837 edible scaly bruises none
## 1838 edible fibrous no none
## 1839 edible scaly bruises none
## 1840 edible smooth no none
## 1841 edible fibrous no none
## 1842 edible fibrous no none
## 1843 edible scaly bruises none
## 1845 edible scaly bruises none
## 1846 edible fibrous no none
## 1847 edible smooth no none
## 1848 edible scaly bruises none
## 1849 edible fibrous bruises none
## 1850 edible fibrous bruises none
## 1851 edible fibrous bruises none
## 1852 edible smooth no none
## 1853 edible fibrous bruises none
## 1854 edible fibrous bruises none
## 1855 edible fibrous bruises none
## 1856 edible fibrous bruises none
## 1857 edible fibrous bruises almond
## 1858 edible fibrous bruises none
## 1860 edible smooth no none
## 1861 edible fibrous bruises none
## 1862 edible scaly bruises none
## 1863 edible fibrous no none
## 1864 edible fibrous bruises none
## 1865 edible smooth no none
## 1866 edible scaly bruises none
## 1867 edible scaly bruises none
## 1868 edible smooth no none
## 1869 edible smooth no none
## 1870 edible smooth no none
## 1871 edible smooth no none
## 1872 edible fibrous bruises none
## 1873 edible fibrous no none
## 1874 edible fibrous no none
## 1875 edible scaly bruises none
## 1876 edible fibrous bruises none
## 1877 edible scaly bruises none
## 1878 edible fibrous bruises none
## 1879 edible smooth no none
## 1880 edible smooth no none
## 1881 edible smooth no none
## 1882 edible fibrous no none
## 1883 edible fibrous bruises none
## 1884 edible fibrous bruises none
## 1885 edible fibrous bruises none
## 1886 edible fibrous bruises anise
## 1887 edible fibrous no none
## 1889 edible fibrous bruises none
## 1890 edible fibrous bruises none
## 1891 edible smooth no none
## 1892 edible fibrous no none
## 1893 edible smooth no none
## 1894 edible fibrous no none
## 1895 edible smooth no none
## 1896 edible scaly bruises none
## 1897 edible fibrous bruises none
## 1898 edible smooth no none
## 1899 edible smooth no none
## 1900 edible smooth no none
## 1901 edible fibrous bruises none
## 1902 edible smooth no none
## 1903 edible fibrous no none
## 1904 edible smooth no none
## 1905 edible fibrous no none
## 1906 edible fibrous no none
## 1907 edible fibrous no none
## 1908 edible fibrous bruises none
## 1909 edible smooth no none
## 1910 edible smooth no none
## 1911 edible scaly bruises none
## 1912 edible scaly bruises none
## 1913 edible scaly bruises none
## 1914 edible fibrous no none
## 1915 edible fibrous no none
## 1916 edible scaly bruises anise
## 1918 edible smooth no none
## 1919 edible fibrous no none
## 1920 edible fibrous bruises none
## 1921 edible fibrous bruises none
## 1922 edible fibrous no none
## 1923 edible fibrous no none
## 1924 edible fibrous no none
## 1925 edible scaly bruises none
## 1926 edible fibrous bruises none
## 1927 edible fibrous no none
## 1928 edible fibrous no none
## 1929 edible smooth no none
## 1930 edible smooth no none
## 1932 edible smooth bruises almond
## 1933 edible fibrous bruises none
## 1934 edible fibrous no none
## 1935 edible fibrous no none
## 1936 edible smooth no none
## 1937 edible smooth bruises anise
## 1938 edible fibrous no none
## 1939 edible smooth no none
## 1940 edible smooth no none
## 1941 edible scaly bruises none
## 1942 edible fibrous bruises none
## 1943 edible fibrous bruises none
## 1944 edible fibrous no none
## 1945 edible smooth no none
## 1947 edible fibrous no none
## 1948 edible scaly bruises none
## 1949 edible scaly bruises none
## 1950 edible fibrous no none
## 1951 edible fibrous bruises none
## 1952 edible scaly bruises none
## 1953 edible fibrous bruises none
## 1954 edible fibrous bruises none
## 1955 edible fibrous bruises none
## 1957 edible fibrous no none
## 1958 edible scaly bruises none
## 1959 edible fibrous bruises none
## 1961 edible fibrous bruises none
## 1962 edible fibrous no none
## 1963 edible fibrous bruises none
## 1964 edible fibrous no none
## 1965 edible smooth no none
## 1966 edible smooth no none
## 1967 edible scaly bruises none
## 1968 edible smooth no none
## 1969 edible fibrous bruises none
## 1970 edible smooth no none
## 1971 edible fibrous no none
## 1972 edible fibrous no none
## 1974 edible fibrous bruises none
## 1975 edible smooth no none
## 1977 edible fibrous bruises none
## 1978 edible fibrous bruises none
## 1979 edible fibrous no none
## 1980 edible fibrous bruises none
## 1981 edible fibrous no none
## 1982 edible fibrous no none
## 1983 edible scaly bruises anise
## 1984 edible smooth no none
## 1985 edible scaly bruises none
## 1986 edible fibrous bruises none
## 1987 edible smooth no none
## 1989 edible fibrous bruises none
## 1992 edible fibrous bruises none
## 1993 edible smooth no none
## 1994 edible fibrous bruises none
## 1995 edible fibrous no none
## 1996 edible fibrous bruises none
## 1997 edible smooth no none
## 1998 edible fibrous no none
## 1999 edible smooth no none
## 2000 edible smooth no none
## 2001 edible fibrous bruises none
## 2002 edible scaly bruises none
## 2003 edible smooth no none
## 2004 edible fibrous bruises none
## 2006 edible scaly bruises anise
## 2008 edible fibrous no none
## 2009 edible fibrous no none
## 2011 edible smooth no none
## 2012 edible fibrous no none
## 2013 edible fibrous bruises none
## 2014 edible fibrous no none
## 2015 edible fibrous no none
## 2016 edible smooth no none
## 2017 edible fibrous no none
## 2018 edible smooth bruises almond
## 2019 edible fibrous bruises almond
## 2020 edible fibrous no none
## 2021 edible fibrous bruises none
## 2022 edible scaly bruises none
## 2023 edible fibrous bruises none
## 2024 edible fibrous no none
## 2025 edible fibrous bruises none
## 2026 edible fibrous bruises none
## 2027 edible fibrous no none
## 2028 edible fibrous bruises none
## 2029 edible smooth no none
## 2030 edible scaly bruises anise
## 2031 edible scaly bruises none
## 2032 edible smooth no none
## 2033 edible fibrous bruises none
## 2034 edible scaly bruises none
## 2035 edible scaly bruises none
## 2036 edible smooth no none
## 2037 edible smooth no none
## 2038 edible fibrous no none
## 2039 edible smooth no none
## 2040 edible scaly bruises none
## 2041 edible fibrous bruises none
## 2042 edible fibrous bruises none
## 2043 edible fibrous no none
## 2044 edible smooth no none
## 2045 edible fibrous no none
## 2046 edible scaly bruises almond
## 2047 edible fibrous bruises none
## 2048 edible fibrous no none
## 2049 edible scaly bruises none
## 2050 edible fibrous bruises none
## 2051 edible fibrous no none
## 2052 edible scaly bruises almond
## 2053 edible smooth no none
## 2054 edible smooth no none
## 2055 edible fibrous bruises none
## 2056 edible fibrous no none
## 2057 edible fibrous bruises none
## 2058 edible fibrous bruises none
## 2059 edible fibrous no none
## 2060 edible smooth bruises almond
## 2061 edible smooth no none
## 2063 edible fibrous no none
## 2064 edible fibrous bruises none
## 2065 edible fibrous no none
## 2066 edible scaly bruises none
## 2067 edible scaly bruises none
## 2069 edible smooth no none
## 2070 edible fibrous bruises none
## 2071 edible fibrous bruises none
## 2072 edible fibrous bruises none
## 2073 edible fibrous bruises none
## 2074 edible fibrous bruises none
## 2076 edible smooth bruises anise
## 2077 edible fibrous bruises none
## 2078 edible scaly bruises none
## 2079 edible smooth no none
## 2080 edible scaly bruises none
## 2081 edible fibrous no none
## 2082 edible smooth no none
## 2083 edible fibrous bruises none
## 2084 edible fibrous bruises none
## 2085 edible fibrous no none
## 2086 edible fibrous no none
## 2087 edible fibrous no none
## 2088 edible fibrous bruises none
## 2089 edible fibrous bruises none
## 2091 edible scaly bruises none
## 2092 edible smooth no none
## 2093 edible smooth bruises almond
## 2094 edible smooth no none
## 2095 edible fibrous no none
## 2096 edible scaly bruises none
## 2097 edible fibrous bruises none
## 2098 edible fibrous no none
## 2100 edible smooth no none
## 2101 edible scaly bruises none
## 2102 edible fibrous bruises none
## 2103 edible scaly bruises none
## 2104 edible fibrous bruises none
## 2105 edible fibrous bruises none
## 2106 edible fibrous bruises none
## 2107 edible fibrous bruises none
## 2108 edible scaly bruises none
## 2109 edible fibrous bruises none
## 2110 edible fibrous bruises none
## 2111 edible fibrous bruises none
## 2112 edible scaly bruises none
## 2114 edible fibrous bruises none
## 2115 edible scaly bruises none
## 2116 edible fibrous bruises none
## 2117 edible scaly bruises none
## 2118 edible scaly bruises none
## 2119 edible fibrous bruises none
## 2120 edible scaly bruises none
## 2121 edible fibrous bruises none
## 2122 edible scaly bruises none
## 2123 edible fibrous bruises none
## 2124 edible fibrous bruises none
## 2125 edible scaly bruises none
## 2126 edible scaly bruises none
## 2127 edible fibrous bruises none
## 2128 edible scaly bruises none
## 2131 edible fibrous bruises none
## 2132 edible fibrous no none
## 2133 edible scaly bruises none
## 2134 edible fibrous bruises none
## 2135 edible fibrous bruises none
## 2136 edible scaly bruises none
## 2137 edible scaly bruises none
## 2138 edible fibrous bruises none
## 2139 edible scaly bruises none
## 2140 edible fibrous bruises none
## 2141 edible fibrous bruises none
## 2142 edible scaly bruises none
## 2143 edible scaly bruises none
## 2144 edible scaly bruises none
## 2145 edible scaly bruises none
## 2146 edible scaly bruises none
## 2147 edible scaly bruises none
## 2149 edible fibrous bruises none
## 2151 edible fibrous bruises none
## 2152 edible fibrous bruises none
## 2153 edible scaly bruises none
## 2154 edible fibrous bruises none
## 2155 edible fibrous bruises none
## 2156 edible fibrous bruises none
## 2157 edible scaly bruises none
## 2158 edible fibrous bruises none
## 2159 edible fibrous bruises none
## 2160 edible fibrous bruises none
## 2161 edible fibrous bruises none
## 2162 edible fibrous bruises none
## 2163 edible fibrous bruises none
## 2164 edible scaly bruises none
## 2165 edible fibrous bruises none
## 2166 edible fibrous bruises none
## 2167 edible scaly bruises none
## 2168 edible fibrous bruises none
## 2169 edible scaly bruises none
## 2170 edible scaly bruises none
## 2171 edible scaly bruises none
## 2172 edible fibrous bruises none
## 2173 edible fibrous bruises none
## 2174 edible scaly bruises none
## 2175 edible scaly bruises none
## 2176 edible fibrous bruises none
## 2177 edible fibrous bruises none
## 2178 edible scaly bruises none
## 2180 edible scaly bruises none
## 2181 edible fibrous bruises none
## 2182 edible scaly bruises none
## 2183 edible fibrous bruises none
## 2184 edible scaly bruises none
## 2185 edible fibrous bruises none
## 2186 edible scaly bruises none
## 2187 edible fibrous bruises none
## 2188 edible fibrous bruises none
## 2189 edible fibrous bruises none
## 2190 edible fibrous bruises none
## 2191 edible fibrous bruises none
## 2192 edible fibrous bruises none
## 2193 edible smooth no none
## 2194 edible scaly bruises none
## 2195 edible fibrous bruises none
## 2196 edible scaly bruises none
## 2197 edible fibrous bruises none
## 2198 edible fibrous bruises none
## 2199 edible fibrous bruises none
## 2200 edible fibrous bruises none
## 2201 edible smooth no none
## 2202 edible fibrous bruises none
## 2203 edible fibrous bruises none
## 2204 edible fibrous bruises none
## 2205 edible scaly bruises none
## 2206 edible fibrous bruises none
## 2207 edible scaly bruises none
## 2208 edible fibrous bruises none
## 2209 edible scaly bruises none
## 2210 edible scaly bruises none
## 2212 edible scaly bruises none
## 2213 edible fibrous bruises none
## 2214 edible scaly bruises none
## 2215 edible fibrous bruises none
## 2216 edible scaly bruises none
## 2217 edible fibrous bruises none
## 2218 edible fibrous bruises none
## 2219 edible scaly bruises none
## 2220 edible scaly bruises none
## 2221 edible fibrous bruises none
## 2222 edible fibrous bruises none
## 2223 edible scaly bruises none
## 2224 edible scaly bruises none
## 2225 edible fibrous bruises none
## 2226 edible fibrous bruises none
## 2227 edible fibrous bruises none
## 2228 edible fibrous no none
## 2229 edible scaly bruises none
## 2230 edible fibrous bruises none
## 2231 edible scaly bruises none
## 2232 edible fibrous bruises none
## 2233 edible fibrous bruises none
## 2234 edible scaly bruises none
## 2235 edible scaly bruises none
## 2236 edible scaly bruises none
## 2237 edible scaly bruises none
## 2238 edible fibrous no none
## 2240 edible fibrous bruises none
## 2241 edible scaly bruises none
## 2243 edible scaly bruises none
## 2244 edible fibrous bruises none
## 2245 edible scaly bruises none
## 2246 edible fibrous bruises none
## 2247 edible scaly bruises none
## 2248 edible fibrous no none
## 2249 edible fibrous bruises none
## 2250 edible fibrous bruises none
## 2251 edible scaly bruises none
## 2252 edible fibrous bruises none
## 2253 edible fibrous no none
## 2254 edible fibrous bruises none
## 2255 edible scaly bruises none
## 2256 edible fibrous bruises none
## 2257 edible scaly bruises none
## 2258 edible fibrous bruises none
## 2259 edible scaly bruises none
## 2260 edible scaly bruises none
## 2261 edible smooth no none
## 2262 edible fibrous bruises none
## 2263 edible fibrous bruises none
## 2264 edible scaly bruises none
## 2265 edible scaly bruises none
## 2266 edible scaly bruises none
## 2267 edible smooth no none
## 2268 edible scaly bruises none
## 2269 edible scaly bruises none
## 2270 edible fibrous bruises none
## 2271 edible fibrous bruises none
## 2272 edible fibrous no none
## 2273 edible fibrous bruises none
## 2274 edible scaly bruises none
## 2275 edible fibrous bruises none
## 2276 edible scaly bruises none
## 2277 edible fibrous bruises none
## 2278 edible fibrous bruises none
## 2279 edible fibrous bruises none
## 2280 edible fibrous bruises none
## 2281 edible fibrous bruises none
## 2282 edible scaly bruises none
## 2283 edible fibrous bruises none
## 2284 edible fibrous bruises none
## 2285 edible scaly bruises none
## 2287 edible scaly bruises none
## 2288 edible fibrous bruises none
## 2290 edible scaly bruises none
## 2291 edible scaly bruises none
## 2292 edible scaly bruises none
## 2293 edible scaly bruises none
## 2294 edible scaly bruises none
## 2295 edible fibrous bruises none
## 2296 edible smooth no none
## 2297 edible scaly bruises none
## 2298 edible fibrous no none
## 2299 edible fibrous bruises none
## 2300 edible scaly bruises none
## 2301 edible scaly bruises none
## 2302 edible scaly bruises none
## 2303 edible fibrous bruises none
## 2304 edible fibrous bruises none
## 2305 edible scaly bruises none
## 2306 edible scaly bruises none
## 2307 edible scaly bruises none
## 2308 edible fibrous bruises none
## 2309 edible scaly bruises none
## 2310 edible fibrous bruises none
## 2311 edible fibrous bruises none
## 2312 edible fibrous bruises none
## 2313 edible fibrous bruises none
## 2314 edible scaly bruises none
## 2315 edible fibrous bruises none
## 2316 edible scaly bruises none
## 2317 edible scaly bruises none
## 2318 edible scaly bruises none
## 2319 edible scaly bruises none
## 2320 edible fibrous bruises none
## 2321 edible scaly bruises none
## 2322 edible scaly bruises none
## 2323 edible scaly bruises none
## 2324 edible fibrous bruises none
## 2325 edible fibrous bruises none
## 2326 edible fibrous bruises none
## 2327 edible fibrous bruises none
## 2328 edible scaly bruises none
## 2329 edible fibrous bruises none
## 2330 edible scaly bruises none
## 2331 edible fibrous bruises none
## 2332 edible scaly bruises none
## 2333 edible fibrous bruises none
## 2334 edible scaly bruises none
## 2335 edible scaly bruises none
## 2336 edible fibrous bruises none
## 2337 edible fibrous bruises none
## 2338 edible fibrous bruises none
## 2339 edible fibrous bruises none
## 2340 edible scaly bruises none
## 2341 edible scaly bruises none
## 2342 edible scaly bruises none
## 2343 edible fibrous bruises none
## 2344 edible fibrous bruises none
## 2345 edible scaly bruises none
## 2346 edible scaly bruises none
## 2347 edible fibrous no none
## 2348 edible scaly bruises none
## 2349 edible smooth no none
## 2350 edible fibrous bruises none
## 2351 edible scaly bruises none
## 2353 edible scaly bruises none
## 2354 edible fibrous bruises none
## 2355 edible fibrous bruises none
## 2356 edible fibrous bruises none
## 2357 edible fibrous bruises none
## 2358 edible scaly bruises none
## 2359 edible scaly bruises none
## 2360 edible scaly bruises none
## 2361 edible scaly bruises none
## 2362 edible fibrous bruises none
## 2363 edible scaly bruises none
## 2364 edible scaly bruises none
## 2365 edible fibrous bruises none
## 2366 edible fibrous bruises none
## 2367 edible fibrous bruises none
## 2368 edible smooth no none
## 2369 edible scaly bruises none
## 2370 edible fibrous bruises none
## 2371 edible fibrous bruises none
## 2372 edible fibrous bruises none
## 2373 edible fibrous bruises none
## 2374 edible fibrous bruises none
## 2375 edible scaly bruises none
## 2377 edible fibrous bruises none
## 2378 edible smooth no none
## 2379 edible smooth no none
## 2380 edible fibrous bruises none
## 2381 edible fibrous bruises none
## 2382 edible fibrous bruises none
## 2383 edible scaly bruises none
## 2384 edible fibrous bruises none
## 2385 edible fibrous bruises none
## 2387 edible scaly bruises none
## 2388 edible fibrous no none
## 2390 edible scaly bruises none
## 2391 edible fibrous bruises none
## 2392 edible fibrous bruises none
## 2393 edible scaly bruises none
## 2394 edible scaly bruises none
## 2395 edible fibrous bruises none
## 2396 edible fibrous bruises none
## 2397 edible fibrous bruises none
## 2398 edible fibrous bruises none
## 2399 edible scaly bruises none
## 2400 edible fibrous bruises none
## 2402 edible fibrous bruises none
## 2403 edible fibrous bruises none
## 2404 edible scaly bruises none
## 2405 edible scaly bruises none
## 2406 edible scaly bruises none
## 2407 edible scaly bruises none
## 2408 edible fibrous bruises none
## 2409 edible scaly bruises none
## 2410 edible fibrous bruises none
## 2411 edible fibrous bruises none
## 2412 edible fibrous bruises none
## 2413 edible scaly bruises none
## 2414 edible scaly bruises none
## 2415 edible fibrous bruises none
## 2416 edible scaly bruises none
## 2417 edible fibrous bruises none
## 2418 edible scaly bruises none
## 2419 edible scaly bruises none
## 2420 edible fibrous bruises none
## 2421 edible fibrous bruises none
## 2422 edible fibrous bruises none
## 2423 edible scaly bruises none
## 2424 edible fibrous bruises none
## 2425 edible fibrous bruises none
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## 2430 edible fibrous bruises none
## 2431 edible fibrous bruises none
## 2432 edible scaly bruises none
## 2433 edible fibrous bruises none
## 2434 edible fibrous bruises none
## 2435 edible fibrous bruises none
## 2436 edible fibrous bruises none
## 2437 edible fibrous bruises none
## 2438 edible fibrous bruises none
## 2439 edible scaly bruises none
## 2440 edible scaly bruises none
## 2441 edible scaly bruises none
## 2442 edible scaly bruises none
## 2443 edible fibrous bruises none
## 2445 edible scaly bruises none
## 2446 edible scaly bruises none
## 2447 edible fibrous bruises none
## 2448 edible fibrous bruises none
## 2449 edible fibrous bruises none
## 2450 edible fibrous bruises none
## 2451 edible fibrous bruises none
## 2452 edible scaly bruises none
## 2453 edible fibrous no none
## 2454 edible scaly bruises none
## 2455 edible fibrous bruises none
## 2456 edible fibrous bruises none
## 2457 edible scaly bruises none
## 2458 edible fibrous bruises none
## 2459 edible fibrous bruises none
## 2460 edible scaly bruises none
## 2461 edible fibrous bruises none
## 2462 edible fibrous bruises none
## 2463 edible scaly bruises none
## 2464 edible scaly bruises none
## 2465 edible fibrous bruises none
## 2466 edible fibrous bruises none
## 2467 edible fibrous bruises none
## 2468 edible scaly bruises none
## 2469 edible fibrous bruises none
## 2470 edible scaly bruises none
## 2471 edible fibrous bruises none
## 2472 edible fibrous bruises none
## 2473 edible fibrous bruises none
## 2474 edible scaly bruises none
## 2475 edible scaly bruises none
## 2476 edible scaly bruises none
## 2477 edible scaly bruises none
## 2478 edible scaly bruises none
## 2480 edible smooth no none
## 2481 edible fibrous bruises none
## 2482 edible fibrous bruises none
## 2484 edible scaly bruises none
## 2485 edible fibrous bruises none
## 2486 edible scaly bruises none
## 2487 edible scaly bruises none
## 2488 edible smooth no none
## 2489 edible fibrous bruises none
## 2490 edible scaly bruises none
## 2491 edible scaly bruises none
## 2492 edible fibrous bruises none
## 2493 edible scaly bruises none
## 2494 edible scaly bruises none
## 2495 edible fibrous bruises none
## 2497 edible fibrous bruises none
## 2498 edible fibrous bruises none
## 2499 edible fibrous bruises none
## 2500 edible scaly bruises none
## 2501 edible smooth no none
## 2502 edible fibrous no none
## 2503 edible fibrous bruises none
## 2504 edible fibrous bruises none
## 2505 edible scaly bruises none
## 2506 edible scaly bruises none
## 2507 edible scaly bruises none
## 2508 edible fibrous bruises none
## 2509 edible fibrous bruises none
## 2510 edible fibrous bruises none
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## 2512 edible scaly bruises none
## 2514 edible fibrous bruises none
## 2515 edible fibrous bruises none
## 2516 edible fibrous bruises none
## 2517 edible scaly bruises none
## 2518 edible fibrous bruises none
## 2519 edible smooth no none
## 2520 edible scaly bruises none
## 2521 edible fibrous bruises none
## 2522 edible fibrous bruises none
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## 2524 edible scaly bruises none
## 2525 edible scaly bruises none
## 2526 edible scaly bruises none
## 2527 edible fibrous bruises none
## 2528 edible scaly bruises none
## 2529 edible scaly bruises none
## 2530 edible fibrous bruises none
## 2531 edible scaly bruises none
## 2532 edible scaly bruises none
## 2533 edible scaly bruises none
## 2535 edible fibrous bruises none
## 2536 edible scaly bruises none
## 2538 edible scaly bruises none
## 2539 edible fibrous bruises none
## 2542 edible fibrous bruises none
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## 2544 edible fibrous bruises none
## 2545 edible scaly bruises none
## 2546 edible scaly bruises none
## 2547 edible fibrous bruises none
## 2548 edible fibrous bruises none
## 2549 edible fibrous bruises none
## 2550 edible fibrous bruises none
## 2551 edible scaly bruises none
## 2552 edible fibrous bruises none
## 2553 edible fibrous bruises none
## 2554 edible fibrous bruises none
## 2555 edible fibrous bruises none
## 2556 edible scaly bruises none
## 2557 edible scaly bruises none
## 2558 edible fibrous bruises none
## 2559 edible scaly bruises none
## 2560 edible scaly bruises none
## 2562 edible fibrous bruises none
## 2563 edible scaly bruises none
## 2564 edible scaly bruises none
## 2565 edible fibrous bruises none
## 2566 edible fibrous bruises none
## 2568 edible scaly bruises none
## 2569 edible fibrous bruises none
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## 2573 edible scaly bruises none
## 2574 edible scaly bruises none
## 2575 edible scaly bruises none
## 2576 edible scaly bruises none
## 2577 edible scaly bruises none
## 2578 edible scaly bruises none
## 2579 edible fibrous bruises none
## 2580 edible scaly bruises none
## 2581 edible scaly bruises none
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## 2583 edible fibrous bruises none
## 2584 edible fibrous bruises none
## 2585 edible fibrous bruises none
## 2586 edible scaly bruises none
## 2587 edible scaly bruises none
## 2588 edible fibrous bruises none
## 2589 edible fibrous bruises none
## 2590 edible fibrous bruises none
## 2591 edible scaly bruises none
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## 2593 edible fibrous bruises none
## 2594 edible fibrous bruises none
## 2596 edible fibrous bruises none
## 2597 edible scaly bruises none
## 2598 edible fibrous bruises none
## 2599 edible fibrous bruises none
## 2600 edible scaly bruises none
## 2601 edible fibrous bruises none
## 2602 edible fibrous bruises none
## 2603 edible scaly bruises none
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## 2629 edible fibrous bruises none
## 2630 edible fibrous bruises none
## 2631 edible smooth no none
## 2632 edible fibrous bruises none
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## 2690 edible scaly bruises none
## 2691 edible smooth no none
## 2692 edible scaly bruises none
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## 2695 edible fibrous bruises none
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## 2730 edible scaly bruises none
## 2731 edible smooth no none
## 2732 edible fibrous bruises none
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## 2789 edible smooth no none
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## 2845 edible smooth no none
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## 2882 edible smooth no none
## 2883 edible scaly bruises none
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## 2885 edible fibrous bruises none
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## 7487 edible fibrous no none
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## 7549 edible smooth bruises none
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## 7598 edible smooth bruises none
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## 7605 edible fibrous no none
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## 7703 edible scaly no none
## 7705 edible smooth bruises none
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## 7717 edible smooth no none
## 7718 edible scaly no none
## 7721 edible smooth no none
## 7722 edible scaly bruises none
## 7724 edible smooth no none
## 7725 edible fibrous no none
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## 8124 edible smooth no none5. Place your solution into a single R Markdown (.Rmd) file and publish your solution out to rpubs.com. Post the .Rmd file in your GitHub repository, and provide the appropriate URLs to your GitHub repository and your rpubs.com file in your assignment link. You should also have the original data file accessible through your code-for example, stored in a GitHub repository and referenced in your code