Mushroom Data Study

Summary

This is an R Markdown document for providing documentation for performing Data Transformation on the Mushroom DataSet

Attempted to study data that comprises of Edible as well as Poisonous mushrooms. Hence observations selected comprise of mushrooms that grow in Grasses or Meadows Habitat and mushrooms that have an odor which is either like Almond or Pungent.

Following attributes are extracted and mapped to the explicit values for the observations selected as above, from the Mushroom Dataset:

  • Class :
    • e: Edible
    • p: Poisonous
  • Cap Shape :
    • b: Bell
    • c: Conical
    • x: Convex
    • f: Flat
    • k: Knobbed
    • s: Sunken
  • Cap Surface :
    • f: Fibrous
    • g: Grooves
    • y: Scaly
    • s: Smooth
  • Cap Color :
    • n: Brown
    • b: Buff
    • c: Cinnamon
    • g: Gray
    • r: Green
    • p: Pink
    • u: Purple
    • e: Red
    • w: White
    • y: Yellow
  • Odor :
    • a: Almond
    • p: Pungent
  • Stalk Shape :
    • e: Enlarging
    • t: Tapering
  • Stalk Root :
    • b: Bulbous
    • c: Club
    • u: Cup
    • e: Equal
    • z: Rhizomorphs
    • r: Rooted
    • ?: Missing
  • Spore Color :
    • k: Black
    • n: Brown
    • b: Buff
    • h: Chocolate
    • r: Green
    • o: Orange
    • u: Purple
    • w: White
    • y: Yellow
  • Population :
    • a: Abundant
    • c: Clustered
    • n: Numerous
    • s: Scattered
    • v: Several
    • y: Solitary
  • Habitat :
    • g: Grass
    • m: Meadows

R Code For Data Transformation Of Mushroom Dataset

Extracting Raw Data From GitHub Data File And Reading In CSV Format

# Loading RCurl package to help scrape data from web (stored on GitHub).
library(RCurl)

# Loading plyr package to help map abbreviated values to explained.
library(plyr)

data.giturl <- "https://raw.githubusercontent.com/DataDriven-MSDA/RProgramming/master/agaricus-lepiota.data"
mushroom.gitdata <- getURL(data.giturl)
mushroom.gitdata.csv <- read.csv(text=mushroom.gitdata, header=F, sep=",",stringsAsFactors = FALSE)

Extracting Select Attributes For Mushroom Study

# Attempt to study data that comprises of edible as well as poisonous mushrooms.
# Hence observations selected comprise of mushroom habitat in grasses or meadows 
# and mushroom odor either almond like or pungent

mushroom.datastudy <- subset(mushroom.gitdata.csv,(V23=="g" | V23 == "m") & (V6 == "a" | V6 == "p"),select=c(V1,V2,V3,V4,V6,V11,V12,V21,V22,V23))

# Verifying the number of attributes
length(mushroom.datastudy)
# Verifying the number of observations selected
nrow(mushroom.datastudy)

Renaming Selected Attributes

# Naming the Attributes selected for study
colnames(mushroom.datastudy) <- c("Class","CapShape","CapSurface","CapColor","Odor","StalkShape","StalkRoot","SporeColor","Population","Habitat")

Mapping Abbreviated Values For Selected Attributes

# Mapping the attributes from abbreviated to explanatory
Class
mushroom.datastudy$Class[mushroom.datastudy$Class == "e"] <- "Edible"
mushroom.datastudy$Class[mushroom.datastudy$Class == "p"] <- "Poisonous"

## Can also be mapped as follows for larger set of values for an attribute
mushroom.datastudy$Class <- mapvalues(mushroom.datastudy$Class, from = c("e", "p"), to = c("Edible", "Poisonous"))
Cap Shape
mushroom.datastudy$CapShape <- mapvalues(mushroom.datastudy$CapShape, from = c("b", "c", "x", "f", "k", "s"), to = c("Bell", "Conical", "Convex", "Flat", "Knobbed", "Sunken"))
Cap Surface
mushroom.datastudy$CapSurface <- mapvalues(mushroom.datastudy$CapSurface, from = c("f", "g", "y", "s"), to = c("Fibrous", "Grooves", "Scaly", "Smooth"))
Cap Color
mushroom.datastudy$CapColor <- mapvalues(mushroom.datastudy$CapColor, from = c("n", "b", "c", "g", "r", "p", "u", "e", "w", "y"), to = c("Brown", "Buff", "Cinnamon", "Gray", "Green", 
    "Pink", "Purple", "Red", "White", "Yellow"))
Odor
mushroom.datastudy$Odor <- mapvalues(mushroom.datastudy$Odor, from = c("a", "p"), to = c("Almond", "Pungent"))
Stalk Shape
mushroom.datastudy$StalkShape <- mapvalues(mushroom.datastudy$StalkShape, from = c("e", "t"), to = c("Enlarging", "Tapering"))
Stalk Root
# There are missing values for this attribute denoted by ?, These are replaced with 'NA'

mushroom.datastudy$StalkRoot <- mapvalues(mushroom.datastudy$StalkRoot, from = c("b", "c", "u", "e", "z", "r", "?"), to = c("Bulbous", "Club", "Cup", "Equal", "Rhizomorphs", "Rooted", 
    "NA"))
Spore Color
mushroom.datastudy$SporeColor <- mapvalues(mushroom.datastudy$SporeColor, from = c("k", "n", "b", "h", "r", "o", "u", "w", "y"), to = c("Black", "Brown", "Buff", "Chocolate", "Green", 
    "Orange", "Purple", "White", "Yellow"))
Population
mushroom.datastudy$Population <- mapvalues(mushroom.datastudy$Population, from = c("a", "c", "n", "s", "v", "y"), to = c("Abundant", "Clustered", "Numerous", "Scattered", "Several", 
    "Solitary"))
Habitat
mushroom.datastudy$Habitat <- mapvalues(mushroom.datastudy$Habitat, from = c("g", "m"), to = c("Grass", "Meadows"))

Listing The Observations For Study

cat("Total observations to study for selected criteria and attributes: ", nrow(mushroom.datastudy))

Total observations to study for selected criteria and attributes: 432

knitr::kable(mushroom.datastudy)
Class CapShape CapSurface CapColor Odor StalkShape StalkRoot SporeColor Population Habitat
2 Edible Convex Smooth Yellow Almond Enlarging Club Brown Numerous Grass
6 Edible Convex Scaly Yellow Almond Enlarging Club Black Numerous Grass
7 Edible Bell Smooth White Almond Enlarging Club Black Numerous Meadows
9 Poisonous Convex Scaly White Pungent Enlarging Equal Black Several Grass
10 Edible Bell Smooth Yellow Almond Enlarging Club Black Scattered Meadows
12 Edible Convex Scaly Yellow Almond Enlarging Club Black Scattered Meadows
13 Edible Bell Smooth Yellow Almond Enlarging Club Brown Scattered Grass
18 Poisonous Convex Smooth Brown Pungent Enlarging Equal Black Scattered Grass
21 Edible Bell Smooth Yellow Almond Enlarging Club Brown Scattered Meadows
22 Poisonous Convex Scaly Brown Pungent Enlarging Equal Brown Several Grass
24 Edible Bell Scaly White Almond Enlarging Club Brown Numerous Meadows
26 Poisonous Flat Smooth White Pungent Enlarging Equal Brown Several Grass
27 Edible Convex Scaly Yellow Almond Enlarging Club Brown Numerous Meadows
41 Edible Bell Scaly Yellow Almond Enlarging Club Brown Scattered Grass
44 Poisonous Convex Scaly White Pungent Enlarging Equal Brown Several Grass
45 Edible Convex Smooth Yellow Almond Enlarging Club Black Numerous Meadows
46 Edible Convex Scaly White Almond Enlarging Club Brown Numerous Grass
51 Edible Convex Scaly Brown Almond Enlarging Rooted Black Scattered Grass
56 Edible Bell Scaly Yellow Almond Enlarging Club Black Scattered Meadows
58 Edible Bell Smooth White Almond Enlarging Club Brown Numerous Grass
62 Edible Bell Scaly Yellow Almond Enlarging Club Brown Scattered Meadows
68 Edible Flat Scaly Yellow Almond Enlarging Rooted Brown Scattered Grass
69 Edible Convex Scaly Yellow Almond Enlarging Club Black Numerous Grass
75 Edible Bell Smooth Yellow Almond Enlarging Club Black Scattered Grass
80 Edible Flat Scaly Brown Almond Enlarging Rooted Brown Solitary Grass
82 Poisonous Convex Scaly White Pungent Enlarging Equal Black Scattered Grass
87 Edible Bell Smooth White Almond Enlarging Club Black Scattered Grass
93 Edible Convex Scaly Yellow Almond Enlarging Club Black Scattered Grass
96 Edible Convex Smooth White Almond Enlarging Club Brown Scattered Grass
98 Edible Convex Smooth Yellow Almond Enlarging Club Black Numerous Grass
99 Edible Bell Smooth White Almond Enlarging Club Brown Scattered Grass
100 Edible Convex Scaly White Almond Enlarging Club Black Scattered Grass
106 Edible Convex Scaly Yellow Almond Enlarging Club Black Numerous Meadows
107 Edible Convex Scaly Yellow Almond Enlarging Rooted Brown Solitary Grass
109 Edible Bell Scaly White Almond Enlarging Club Brown Scattered Meadows
110 Edible Convex Smooth Yellow Almond Enlarging Club Black Numerous Meadows
114 Edible Convex Smooth Yellow Almond Enlarging Club Black Numerous Meadows
121 Poisonous Convex Smooth White Pungent Enlarging Equal Black Several Grass
122 Edible Convex Scaly White Almond Enlarging Club Brown Numerous Meadows
123 Poisonous Flat Scaly Brown Pungent Enlarging Equal Black Several Grass
127 Edible Bell Smooth Yellow Almond Enlarging Club Brown Numerous Grass
138 Edible Convex Scaly Yellow Almond Enlarging Club Brown Scattered Grass
139 Poisonous Convex Smooth Brown Pungent Enlarging Equal Brown Several Grass
145 Edible Convex Scaly Yellow Almond Enlarging Club Black Numerous Grass
150 Edible Bell Scaly White Almond Enlarging Club Black Numerous Meadows
151 Edible Convex Scaly White Almond Enlarging Club Brown Scattered Grass
157 Edible Bell Scaly Yellow Almond Enlarging Club Brown Numerous Grass
158 Edible Convex Scaly White Almond Enlarging Club Brown Numerous Grass
159 Edible Bell Scaly White Almond Enlarging Club Black Scattered Meadows
160 Edible Bell Smooth Yellow Almond Enlarging Club Black Scattered Grass
162 Edible Bell Scaly Yellow Almond Enlarging Club Black Numerous Grass
165 Edible Convex Scaly White Almond Enlarging Club Brown Scattered Grass
167 Edible Bell Smooth White Almond Enlarging Club Brown Scattered Grass
168 Edible Bell Smooth White Almond Enlarging Club Black Scattered Meadows
170 Edible Bell Smooth White Almond Enlarging Club Black Scattered Grass
174 Edible Bell Scaly Yellow Almond Enlarging Club Black Scattered Grass
177 Edible Bell Scaly White Almond Enlarging Club Black Numerous Meadows
178 Edible Bell Scaly Yellow Almond Enlarging Club Brown Scattered Grass
184 Edible Convex Smooth Yellow Almond Enlarging Club Brown Scattered Meadows
186 Poisonous Convex Scaly White Pungent Enlarging Equal Black Scattered Grass
195 Edible Convex Smooth Yellow Almond Enlarging Club Brown Numerous Meadows
197 Edible Bell Smooth Yellow Almond Enlarging Club Black Scattered Grass
203 Edible Convex Smooth White Almond Enlarging Club Black Numerous Grass
207 Edible Bell Smooth White Almond Enlarging Club Brown Numerous Grass
208 Edible Bell Smooth White Almond Enlarging Club Black Scattered Meadows
210 Edible Bell Scaly White Almond Enlarging Club Black Numerous Grass
211 Edible Convex Smooth Yellow Almond Enlarging Club Black Scattered Grass
215 Edible Flat Scaly Yellow Almond Enlarging Rooted Brown Scattered Grass
217 Edible Convex Smooth Yellow Almond Enlarging Club Black Scattered Grass
218 Edible Convex Scaly Yellow Almond Enlarging Club Black Scattered Grass
221 Edible Convex Smooth White Almond Enlarging Club Brown Numerous Meadows
222 Poisonous Convex Smooth White Pungent Enlarging Equal Black Scattered Grass
223 Edible Convex Scaly Yellow Almond Enlarging Rooted Brown Scattered Grass
227 Edible Convex Smooth White Almond Enlarging Club Brown Numerous Grass
228 Edible Convex Smooth Yellow Almond Enlarging Club Brown Scattered Grass
230 Edible Bell Smooth Yellow Almond Enlarging Club Brown Numerous Grass
243 Edible Convex Smooth White Almond Enlarging Club Brown Numerous Meadows
248 Edible Convex Scaly White Almond Enlarging Club Black Scattered Meadows
251 Edible Flat Scaly Yellow Almond Enlarging Rooted Brown Solitary Grass
252 Poisonous Convex Smooth Brown Pungent Enlarging Equal Brown Scattered Grass
258 Edible Convex Smooth White Almond Enlarging Club Black Numerous Meadows
260 Edible Bell Scaly White Almond Enlarging Club Brown Numerous Meadows
262 Poisonous Convex Scaly White Pungent Enlarging Equal Black Several Grass
263 Edible Convex Smooth White Almond Enlarging Club Brown Numerous Grass
264 Edible Convex Scaly White Almond Enlarging Club Brown Scattered Meadows
268 Edible Convex Scaly Yellow Almond Enlarging Club Brown Scattered Meadows
269 Edible Bell Smooth White Almond Enlarging Club Brown Scattered Meadows
274 Edible Convex Scaly Yellow Almond Enlarging Club Brown Numerous Meadows
277 Edible Flat Scaly Brown Almond Enlarging Rooted Brown Solitary Grass
278 Edible Convex Scaly White Almond Enlarging Club Brown Numerous Meadows
281 Poisonous Convex Scaly White Pungent Enlarging Equal Brown Scattered Grass
282 Edible Bell Scaly Yellow Almond Enlarging Club Brown Numerous Meadows
286 Edible Flat Scaly Brown Almond Enlarging Rooted Black Scattered Grass
287 Edible Bell Scaly Yellow Almond Enlarging Club Black Scattered Meadows
288 Edible Bell Scaly White Almond Enlarging Club Black Scattered Grass
295 Edible Convex Smooth White Almond Enlarging Club Black Scattered Meadows
296 Edible Bell Smooth Yellow Almond Enlarging Club Brown Numerous Meadows
297 Edible Convex Smooth Yellow Almond Enlarging Club Black Scattered Meadows
300 Poisonous Convex Scaly White Pungent Enlarging Equal Black Scattered Grass
302 Edible Bell Scaly White Almond Enlarging Club Black Scattered Grass
304 Edible Bell Scaly White Almond Enlarging Club Black Scattered Grass
309 Edible Flat Scaly Brown Almond Enlarging Rooted Black Solitary Grass
312 Poisonous Convex Scaly White Pungent Enlarging Equal Brown Several Grass
315 Edible Bell Smooth Yellow Almond Enlarging Club Brown Numerous Grass
318 Edible Convex Scaly White Almond Enlarging Club Black Numerous Meadows
323 Edible Convex Smooth White Almond Enlarging Club Black Scattered Grass
324 Edible Bell Scaly Yellow Almond Enlarging Club Black Scattered Meadows
327 Edible Convex Smooth Yellow Almond Enlarging Club Brown Scattered Meadows
330 Edible Bell Scaly White Almond Enlarging Club Black Numerous Grass
334 Edible Bell Scaly Yellow Almond Enlarging Club Black Scattered Grass
337 Edible Convex Scaly Brown Almond Enlarging Rooted Black Solitary Grass
341 Edible Convex Smooth White Almond Enlarging Club Brown Scattered Grass
342 Edible Bell Scaly White Almond Enlarging Club Black Numerous Grass
343 Edible Convex Smooth Yellow Almond Enlarging Club Black Scattered Meadows
348 Edible Convex Smooth Yellow Almond Enlarging Club Brown Numerous Meadows
353 Edible Bell Scaly White Almond Enlarging Club Brown Scattered Grass
354 Edible Bell Smooth Yellow Almond Enlarging Club Black Scattered Meadows
360 Edible Convex Scaly Yellow Almond Enlarging Club Brown Scattered Grass
365 Edible Convex Smooth Yellow Almond Enlarging Club Black Numerous Grass
369 Edible Bell Scaly Yellow Almond Enlarging Club Brown Numerous Grass
371 Edible Convex Scaly Yellow Almond Enlarging Rooted Brown Scattered Grass
373 Edible Convex Smooth Yellow Almond Enlarging Club Black Scattered Meadows
375 Edible Convex Smooth White Almond Enlarging Club Black Scattered Meadows
380 Edible Bell Scaly Yellow Almond Enlarging Club Brown Scattered Grass
383 Edible Convex Scaly White Almond Enlarging Club Black Scattered Meadows
384 Edible Bell Smooth White Almond Enlarging Club Brown Numerous Grass
390 Edible Convex Smooth Yellow Almond Enlarging Club Brown Numerous Meadows
391 Edible Bell Smooth Yellow Almond Enlarging Club Brown Scattered Meadows
393 Edible Bell Scaly White Almond Enlarging Club Brown Numerous Grass
395 Edible Flat Scaly Brown Almond Enlarging Rooted Black Scattered Grass
402 Edible Bell Scaly White Almond Enlarging Club Black Numerous Meadows
408 Edible Convex Smooth White Almond Enlarging Club Brown Scattered Meadows
409 Edible Convex Smooth White Almond Enlarging Club Black Scattered Grass
411 Edible Convex Smooth White Almond Enlarging Club Brown Scattered Meadows
415 Poisonous Convex Scaly Brown Pungent Enlarging Equal Black Several Grass
416 Edible Bell Scaly Yellow Almond Enlarging Club Brown Numerous Grass
422 Edible Bell Scaly White Almond Enlarging Club Brown Scattered Meadows
428 Edible Bell Smooth White Almond Enlarging Club Brown Numerous Meadows
431 Edible Convex Scaly White Almond Enlarging Club Brown Scattered Grass
436 Edible Bell Smooth White Almond Enlarging Club Black Numerous Meadows
457 Edible Bell Smooth White Almond Enlarging Club Brown Numerous Grass
461 Edible Convex Smooth White Almond Enlarging Club Brown Scattered Meadows
463 Edible Bell Smooth White Almond Enlarging Club Black Scattered Grass
464 Edible Convex Scaly Yellow Almond Enlarging Club Brown Numerous Meadows
466 Edible Flat Scaly Brown Almond Enlarging Rooted Brown Solitary Grass
467 Edible Convex Smooth White Almond Enlarging Club Black Numerous Meadows
472 Edible Convex Scaly White Almond Enlarging Club Black Numerous Meadows
478 Edible Bell Scaly White Almond Enlarging Club Brown Numerous Grass
481 Edible Bell Scaly Yellow Almond Enlarging Club Black Scattered Meadows
486 Edible Flat Scaly Yellow Almond Enlarging Rooted Black Solitary Grass
492 Poisonous Flat Smooth Brown Pungent Enlarging Equal Brown Scattered Grass
495 Edible Convex Scaly Yellow Almond Enlarging Rooted Black Scattered Grass
496 Edible Bell Smooth Yellow Almond Enlarging Club Brown Numerous Meadows
498 Edible Flat Scaly Brown Almond Enlarging Rooted Brown Scattered Grass
499 Edible Convex Scaly White Almond Enlarging Club Brown Scattered Grass
501 Edible Convex Smooth Yellow Almond Enlarging Club Brown Numerous Grass
502 Edible Bell Scaly Yellow Almond Enlarging Club Black Numerous Grass
504 Edible Bell Smooth Yellow Almond Enlarging Club Black Scattered Meadows
505 Edible Bell Scaly Yellow Almond Enlarging Club Brown Scattered Grass
506 Poisonous Convex Smooth Brown Pungent Enlarging Equal Brown Several Grass
512 Edible Bell Scaly Yellow Almond Enlarging Club Black Scattered Grass
518 Edible Bell Smooth Yellow Almond Enlarging Club Black Numerous Grass
520 Edible Convex Scaly Yellow Almond Enlarging Club Brown Numerous Grass
528 Edible Convex Smooth Yellow Almond Enlarging Club Brown Scattered Meadows
532 Edible Convex Smooth White Almond Enlarging Club Black Scattered Grass
533 Poisonous Convex Scaly White Pungent Enlarging Equal Black Scattered Grass
535 Poisonous Flat Smooth Brown Pungent Enlarging Equal Black Scattered Grass
537 Edible Bell Scaly White Almond Enlarging Club Black Scattered Meadows
541 Edible Convex Smooth Yellow Almond Enlarging Club Black Scattered Meadows
543 Poisonous Convex Scaly White Pungent Enlarging Equal Brown Scattered Grass
544 Edible Convex Scaly Yellow Almond Enlarging Rooted Black Scattered Grass
546 Edible Convex Smooth White Almond Enlarging Club Black Scattered Meadows
550 Edible Convex Smooth Yellow Almond Enlarging Club Brown Numerous Meadows
560 Edible Convex Scaly Yellow Almond Enlarging Club Brown Numerous Meadows
561 Edible Bell Smooth Yellow Almond Enlarging Club Brown Scattered Grass
565 Edible Bell Smooth White Almond Enlarging Club Brown Scattered Meadows
566 Poisonous Convex Scaly White Pungent Enlarging Equal Black Several Grass
567 Edible Convex Scaly Yellow Almond Enlarging Club Brown Numerous Grass
569 Poisonous Convex Smooth Brown Pungent Enlarging Equal Brown Scattered Grass
570 Edible Bell Scaly White Almond Enlarging Club Black Numerous Meadows
571 Edible Convex Smooth White Almond Enlarging Club Black Numerous Meadows
573 Edible Convex Smooth Yellow Almond Enlarging Club Black Numerous Grass
575 Edible Convex Scaly Brown Almond Enlarging Rooted Brown Solitary Grass
580 Poisonous Convex Smooth Brown Pungent Enlarging Equal Brown Scattered Grass
581 Edible Convex Smooth White Almond Enlarging Club Brown Numerous Meadows
582 Edible Convex Smooth Yellow Almond Enlarging Club Brown Scattered Meadows
584 Edible Convex Scaly Yellow Almond Enlarging Rooted Brown Solitary Grass
585 Edible Flat Scaly Yellow Almond Enlarging Rooted Black Scattered Grass
586 Edible Convex Scaly White Almond Enlarging Club Brown Scattered Meadows
590 Edible Convex Scaly White Almond Enlarging Club Black Numerous Meadows
594 Poisonous Convex Scaly White Pungent Enlarging Equal Brown Scattered Grass
595 Edible Convex Smooth Yellow Almond Enlarging Club Black Numerous Meadows
599 Poisonous Convex Scaly White Pungent Enlarging Equal Brown Scattered Grass
606 Edible Bell Smooth White Almond Enlarging Club Black Numerous Grass
608 Edible Flat Scaly Brown Almond Enlarging Rooted Black Solitary Grass
619 Edible Bell Smooth Yellow Almond Enlarging Club Brown Numerous Meadows
629 Edible Bell Scaly White Almond Enlarging Club Brown Scattered Grass
630 Edible Bell Smooth White Almond Enlarging Club Black Numerous Grass
632 Edible Bell Scaly Yellow Almond Enlarging Club Black Numerous Meadows
635 Edible Convex Scaly Brown Almond Enlarging Rooted Brown Scattered Grass
636 Edible Bell Scaly Yellow Almond Enlarging Club Brown Scattered Meadows
637 Edible Flat Scaly Yellow Almond Enlarging Rooted Black Scattered Grass
640 Edible Convex Scaly White Almond Enlarging Club Black Scattered Meadows
642 Edible Convex Scaly Brown Almond Enlarging Rooted Brown Solitary Grass
644 Edible Flat Scaly Brown Almond Enlarging Rooted Black Solitary Grass
647 Edible Bell Scaly White Almond Enlarging Club Black Scattered Meadows
649 Edible Convex Scaly Yellow Almond Enlarging Club Black Scattered Grass
651 Edible Convex Smooth Yellow Almond Enlarging Club Black Scattered Grass
653 Edible Flat Scaly Yellow Almond Enlarging Rooted Black Solitary Grass
654 Poisonous Convex Scaly Brown Pungent Enlarging Equal Black Scattered Grass
658 Edible Bell Smooth Yellow Almond Enlarging Club Black Numerous Grass
661 Edible Bell Smooth White Almond Enlarging Club Black Scattered Grass
663 Poisonous Convex Scaly Brown Pungent Enlarging Equal Black Scattered Grass
664 Poisonous Convex Smooth Brown Pungent Enlarging Equal Brown Scattered Grass
666 Edible Bell Smooth Yellow Almond Enlarging Club Brown Numerous Meadows
667 Edible Flat Scaly Brown Almond Enlarging Rooted Brown Scattered Grass
670 Edible Convex Scaly White Almond Enlarging Club Brown Numerous Grass
671 Edible Convex Smooth Yellow Almond Enlarging Club Black Scattered Grass
680 Edible Bell Smooth White Almond Enlarging Club Black Scattered Meadows
682 Edible Convex Scaly White Almond Enlarging Club Brown Numerous Meadows
684 Edible Bell Smooth Yellow Almond Enlarging Club Black Numerous Grass
686 Edible Convex Scaly White Almond Enlarging Club Black Numerous Meadows
688 Edible Bell Scaly White Almond Enlarging Club Brown Scattered Meadows
690 Edible Convex Smooth White Almond Enlarging Club Black Scattered Grass
691 Edible Bell Smooth Yellow Almond Enlarging Club Black Scattered Grass
695 Poisonous Convex Scaly Brown Pungent Enlarging Equal Brown Scattered Grass
696 Edible Bell Scaly White Almond Enlarging Club Brown Scattered Grass
697 Edible Bell Smooth Yellow Almond Enlarging Club Brown Scattered Meadows
698 Poisonous Convex Scaly Brown Pungent Enlarging Equal Black Several Grass
701 Poisonous Convex Smooth Brown Pungent Enlarging Equal Black Scattered Grass
709 Edible Convex Smooth White Almond Enlarging Club Brown Numerous Meadows
710 Edible Bell Scaly Yellow Almond Enlarging Club Black Numerous Meadows
716 Edible Bell Scaly Yellow Almond Enlarging Club Brown Scattered Meadows
719 Edible Convex Scaly Brown Almond Enlarging Rooted Brown Scattered Grass
721 Edible Flat Scaly Brown Almond Enlarging Rooted Brown Scattered Grass
722 Edible Convex Smooth White Almond Enlarging Club Black Numerous Grass
725 Edible Flat Scaly Yellow Almond Enlarging Rooted Black Scattered Grass
726 Poisonous Convex Scaly Brown Pungent Enlarging Equal Brown Several Grass
729 Edible Bell Smooth White Almond Enlarging Club Brown Scattered Meadows
733 Poisonous Convex Smooth White Pungent Enlarging Equal Brown Scattered Grass
736 Edible Bell Scaly White Almond Enlarging Club Brown Scattered Grass
742 Edible Bell Smooth White Almond Enlarging Club Black Scattered Meadows
743 Edible Convex Scaly Brown Almond Enlarging Rooted Black Scattered Grass
744 Edible Bell Scaly White Almond Enlarging Club Brown Numerous Meadows
748 Edible Bell Scaly White Almond Enlarging Club Black Scattered Meadows
755 Edible Bell Scaly Yellow Almond Enlarging Club Brown Numerous Meadows
756 Edible Bell Smooth Yellow Almond Enlarging Club Black Numerous Grass
759 Edible Bell Scaly Yellow Almond Enlarging Club Brown Numerous Meadows
769 Edible Bell Scaly Yellow Almond Enlarging Club Brown Scattered Meadows
770 Edible Bell Smooth White Almond Enlarging Club Black Numerous Meadows
771 Edible Convex Smooth White Almond Enlarging Club Brown Numerous Grass
773 Edible Convex Scaly Yellow Almond Enlarging Club Black Numerous Meadows
776 Edible Convex Scaly Yellow Almond Enlarging Rooted Brown Scattered Grass
778 Edible Convex Scaly Brown Almond Enlarging Rooted Brown Solitary Grass
781 Edible Convex Scaly Yellow Almond Enlarging Club Black Scattered Meadows
785 Edible Convex Smooth White Almond Enlarging Club Black Numerous Grass
786 Poisonous Convex Smooth Brown Pungent Enlarging Equal Black Several Grass
789 Poisonous Convex Scaly Brown Pungent Enlarging Equal Brown Scattered Grass
793 Edible Convex Scaly White Almond Enlarging Club Black Numerous Grass
794 Edible Convex Smooth Yellow Almond Enlarging Club Brown Numerous Grass
795 Poisonous Convex Scaly Brown Pungent Enlarging Equal Brown Several Grass
799 Poisonous Convex Smooth White Pungent Enlarging Equal Brown Several Grass
801 Edible Bell Smooth White Almond Enlarging Club Black Numerous Meadows
802 Edible Convex Scaly Yellow Almond Enlarging Club Brown Numerous Grass
805 Edible Bell Scaly White Almond Enlarging Club Brown Numerous Grass
807 Edible Bell Scaly White Almond Enlarging Club Black Scattered Grass
808 Edible Convex Scaly Yellow Almond Enlarging Rooted Black Solitary Grass
811 Edible Bell Smooth Yellow Almond Enlarging Club Black Numerous Meadows
812 Edible Bell Smooth Yellow Almond Enlarging Club Black Numerous Meadows
814 Poisonous Convex Scaly White Pungent Enlarging Equal Brown Several Grass
816 Edible Convex Smooth White Almond Enlarging Club Black Scattered Meadows
817 Edible Convex Scaly Brown Almond Enlarging Rooted Black Solitary Grass
818 Edible Convex Scaly Yellow Almond Enlarging Rooted Black Solitary Grass
823 Edible Bell Smooth Yellow Almond Enlarging Club Black Scattered Meadows
836 Poisonous Convex Smooth Brown Pungent Enlarging Equal Brown Several Grass
839 Edible Convex Scaly Yellow Almond Enlarging Club Black Scattered Grass
840 Edible Convex Scaly White Almond Enlarging Club Black Scattered Grass
842 Poisonous Convex Scaly Brown Pungent Enlarging Equal Brown Several Grass
843 Edible Bell Smooth White Almond Enlarging Club Brown Scattered Grass
845 Edible Convex Smooth Yellow Almond Enlarging Club Black Numerous Grass
847 Edible Convex Scaly Yellow Almond Enlarging Club Brown Scattered Meadows
852 Edible Flat Scaly Brown Almond Enlarging Rooted Black Scattered Grass
858 Edible Bell Smooth Yellow Almond Enlarging Club Brown Scattered Grass
859 Edible Bell Smooth Yellow Almond Enlarging Club Black Numerous Meadows
860 Poisonous Convex Smooth Brown Pungent Enlarging Equal Black Several Grass
862 Edible Convex Smooth Yellow Almond Enlarging Club Brown Scattered Grass
863 Edible Flat Scaly Yellow Almond Enlarging Rooted Brown Scattered Grass
864 Edible Convex Scaly White Almond Enlarging Club Brown Numerous Grass
865 Edible Convex Scaly Yellow Almond Enlarging Club Brown Scattered Meadows
873 Edible Convex Scaly Yellow Almond Enlarging Club Brown Scattered Meadows
875 Edible Convex Smooth White Almond Enlarging Club Brown Scattered Meadows
877 Edible Convex Scaly White Almond Enlarging Club Brown Numerous Meadows
883 Edible Convex Scaly White Almond Enlarging Club Black Numerous Grass
887 Edible Convex Smooth Yellow Almond Enlarging Club Brown Scattered Grass
888 Edible Flat Scaly Yellow Almond Enlarging Rooted Brown Solitary Grass
893 Edible Convex Smooth White Almond Enlarging Club Black Numerous Grass
894 Edible Bell Smooth Yellow Almond Enlarging Club Brown Scattered Meadows
897 Edible Bell Scaly Yellow Almond Enlarging Club Black Numerous Grass
907 Poisonous Flat Smooth Brown Pungent Enlarging Equal Black Scattered Grass
910 Poisonous Convex Smooth Brown Pungent Enlarging Equal Brown Several Grass
916 Edible Convex Smooth White Almond Enlarging Club Brown Numerous Grass
930 Edible Bell Smooth White Almond Enlarging Club Brown Numerous Meadows
933 Poisonous Flat Smooth Brown Pungent Enlarging Equal Brown Several Grass
937 Edible Convex Scaly Yellow Almond Enlarging Club Black Numerous Meadows
941 Edible Bell Scaly Yellow Almond Enlarging Club Brown Numerous Grass
943 Poisonous Convex Smooth White Pungent Enlarging Equal Brown Scattered Grass
967 Poisonous Flat Smooth Brown Pungent Enlarging Equal Black Scattered Grass
1004 Poisonous Convex Smooth White Pungent Enlarging Equal Black Several Grass
1011 Edible Convex Scaly White Almond Enlarging Club Brown Scattered Meadows
1019 Poisonous Flat Smooth Brown Pungent Enlarging Equal Brown Scattered Grass
1022 Edible Bell Smooth Yellow Almond Enlarging Club Black Numerous Meadows
1023 Edible Bell Scaly White Almond Enlarging Club Black Numerous Grass
1024 Edible Convex Scaly White Almond Enlarging Club Brown Scattered Meadows
1026 Poisonous Flat Scaly White Pungent Enlarging Equal Brown Scattered Grass
1032 Poisonous Convex Scaly Brown Pungent Enlarging Equal Black Several Grass
1037 Edible Convex Scaly Yellow Almond Enlarging Club Black Scattered Meadows
1046 Edible Convex Smooth White Almond Enlarging Club Brown Scattered Grass
1067 Edible Convex Scaly White Almond Enlarging Club Black Scattered Grass
1072 Poisonous Flat Scaly White Pungent Enlarging Equal Brown Several Grass
1073 Edible Convex Smooth Yellow Almond Enlarging Club Brown Scattered Grass
1078 Poisonous Flat Scaly White Pungent Enlarging Equal Brown Several Grass
1089 Poisonous Flat Scaly Brown Pungent Enlarging Equal Black Several Grass
1092 Edible Convex Scaly Brown Almond Enlarging Rooted Black Solitary Grass
1100 Poisonous Convex Scaly Brown Pungent Enlarging Equal Brown Scattered Grass
1104 Poisonous Convex Scaly Brown Pungent Enlarging Equal Brown Scattered Grass
1112 Poisonous Flat Smooth White Pungent Enlarging Equal Black Scattered Grass
1113 Edible Convex Scaly Brown Almond Enlarging Rooted Brown Scattered Grass
1128 Edible Bell Smooth Yellow Almond Enlarging Club Brown Numerous Grass
1133 Poisonous Convex Smooth Brown Pungent Enlarging Equal Black Scattered Grass
1135 Edible Convex Scaly White Almond Enlarging Club Black Numerous Grass
1153 Poisonous Convex Scaly White Pungent Enlarging Equal Brown Several Grass
1155 Poisonous Convex Scaly White Pungent Enlarging Equal Black Several Grass
1156 Edible Bell Scaly White Almond Enlarging Club Brown Scattered Meadows
1161 Edible Bell Scaly White Almond Enlarging Club Brown Numerous Grass
1166 Edible Bell Smooth White Almond Enlarging Club Brown Numerous Meadows
1167 Poisonous Convex Smooth Brown Pungent Enlarging Equal Black Several Grass
1170 Edible Bell Smooth White Almond Enlarging Club Brown Numerous Meadows
1184 Edible Convex Scaly White Almond Enlarging Club Black Numerous Grass
1185 Edible Convex Scaly White Almond Enlarging Club Black Scattered Grass
1195 Edible Bell Smooth White Almond Enlarging Club Black Numerous Grass
1196 Poisonous Convex Smooth Brown Pungent Enlarging Equal Black Scattered Grass
1198 Edible Bell Scaly White Almond Enlarging Club Brown Numerous Meadows
1202 Edible Convex Smooth Yellow Almond Enlarging Club Brown Numerous Grass
1203 Edible Bell Smooth White Almond Enlarging Club Black Numerous Grass
1205 Poisonous Flat Smooth White Pungent Enlarging Equal Brown Scattered Grass
1213 Edible Flat Scaly Yellow Almond Enlarging Rooted Black Solitary Grass
1216 Poisonous Flat Smooth Brown Pungent Enlarging Equal Brown Several Grass
1221 Edible Convex Scaly Yellow Almond Enlarging Rooted Black Scattered Grass
1229 Poisonous Convex Smooth White Pungent Enlarging Equal Brown Several Grass
1232 Poisonous Flat Scaly White Pungent Enlarging Equal Brown Scattered Grass
1243 Poisonous Convex Smooth White Pungent Enlarging Equal Black Scattered Grass
1254 Poisonous Flat Scaly White Pungent Enlarging Equal Brown Several Grass
1255 Poisonous Flat Scaly Brown Pungent Enlarging Equal Brown Scattered Grass
1257 Poisonous Flat Smooth Brown Pungent Enlarging Equal Brown Scattered Grass
1260 Poisonous Flat Smooth Brown Pungent Enlarging Equal Black Several Grass
1261 Poisonous Flat Scaly White Pungent Enlarging Equal Black Several Grass
1262 Poisonous Flat Scaly Brown Pungent Enlarging Equal Black Several Grass
1263 Poisonous Flat Smooth White Pungent Enlarging Equal Black Scattered Grass
1273 Poisonous Flat Smooth White Pungent Enlarging Equal Brown Scattered Grass
1281 Edible Bell Scaly Yellow Almond Enlarging Club Black Numerous Meadows
1294 Poisonous Flat Smooth White Pungent Enlarging Equal Brown Several Grass
1295 Poisonous Flat Smooth White Pungent Enlarging Equal Black Several Grass
1313 Poisonous Flat Smooth White Pungent Enlarging Equal Brown Scattered Grass
1322 Poisonous Convex Smooth White Pungent Enlarging Equal Brown Scattered Grass
1333 Poisonous Flat Smooth Brown Pungent Enlarging Equal Black Several Grass
1339 Edible Convex Scaly Yellow Almond Enlarging Club Brown Numerous Grass
1347 Poisonous Flat Scaly Brown Pungent Enlarging Equal Brown Several Grass
1375 Poisonous Convex Scaly Brown Pungent Enlarging Equal Black Scattered Grass
1376 Poisonous Flat Smooth Brown Pungent Enlarging Equal Black Several Grass
1379 Poisonous Flat Scaly Brown Pungent Enlarging Equal Black Scattered Grass
1400 Poisonous Flat Scaly White Pungent Enlarging Equal Brown Scattered Grass
1402 Edible Flat Scaly Yellow Almond Enlarging Rooted Brown Solitary Grass
1433 Poisonous Flat Scaly White Pungent Enlarging Equal Black Scattered Grass
1438 Poisonous Flat Scaly White Pungent Enlarging Equal Black Scattered Grass
1446 Poisonous Flat Scaly White Pungent Enlarging Equal Black Several Grass
1454 Poisonous Flat Scaly Brown Pungent Enlarging Equal Brown Several Grass
1479 Poisonous Flat Scaly White Pungent Enlarging Equal Black Scattered Grass
1490 Poisonous Flat Scaly Brown Pungent Enlarging Equal Brown Scattered Grass
1502 Edible Bell Scaly Yellow Almond Enlarging Club Black Numerous Meadows
1514 Edible Convex Scaly Yellow Almond Enlarging Club Black Scattered Meadows
1519 Edible Bell Scaly Yellow Almond Enlarging Club Black Scattered Grass
1529 Edible Convex Scaly Yellow Almond Enlarging Club Black Numerous Meadows
1536 Poisonous Convex Smooth White Pungent Enlarging Equal Brown Scattered Grass
1541 Poisonous Flat Scaly White Pungent Enlarging Equal Brown Several Grass
1549 Edible Convex Scaly Yellow Almond Enlarging Rooted Black Solitary Grass
1558 Edible Bell Scaly Yellow Almond Enlarging Club Black Numerous Grass
1567 Poisonous Flat Scaly Brown Pungent Enlarging Equal Black Scattered Grass
1578 Poisonous Convex Scaly Brown Pungent Enlarging Equal Black Several Grass
1580 Poisonous Flat Scaly Brown Pungent Enlarging Equal Black Scattered Grass
1615 Poisonous Flat Smooth Brown Pungent Enlarging Equal Brown Several Grass
1630 Poisonous Flat Smooth White Pungent Enlarging Equal Black Several Grass
1637 Poisonous Flat Smooth White Pungent Enlarging Equal Brown Several Grass
1638 Poisonous Flat Smooth White Pungent Enlarging Equal Black Several Grass
1663 Edible Convex Scaly Yellow Almond Enlarging Club Black Numerous Grass
1666 Poisonous Convex Scaly Brown Pungent Enlarging Equal Black Scattered Grass
1684 Poisonous Flat Scaly White Pungent Enlarging Equal Black Several Grass
1704 Poisonous Flat Scaly Brown Pungent Enlarging Equal Black Scattered Grass
1725 Edible Bell Scaly Yellow Almond Enlarging Club Brown Numerous Meadows
1726 Poisonous Flat Scaly White Pungent Enlarging Equal Black Several Grass
1729 Edible Convex Scaly Brown Almond Enlarging Rooted Black Scattered Grass
1735 Poisonous Flat Smooth Brown Pungent Enlarging Equal Black Several Grass
1746 Poisonous Flat Smooth White Pungent Enlarging Equal Brown Scattered Grass
1755 Poisonous Flat Scaly Brown Pungent Enlarging Equal Brown Scattered Grass
1770 Edible Convex Scaly Yellow Almond Enlarging Rooted Brown Solitary Grass
1774 Edible Convex Scaly Yellow Almond Enlarging Club Brown Scattered Grass
1784 Poisonous Flat Smooth White Pungent Enlarging Equal Black Scattered Grass
1785 Edible Bell Smooth Yellow Almond Enlarging Club Brown Scattered Grass
1796 Poisonous Flat Scaly Brown Pungent Enlarging Equal Black Several Grass
1811 Poisonous Flat Smooth Brown Pungent Enlarging Equal Brown Scattered Grass
1813 Poisonous Convex Smooth Brown Pungent Enlarging Equal Black Several Grass
1814 Edible Convex Smooth White Almond Enlarging Club Brown Scattered Grass
1816 Edible Convex Scaly Yellow Almond Enlarging Club Brown Scattered Grass
1859 Poisonous Flat Smooth White Pungent Enlarging Equal Brown Several Grass
1888 Poisonous Flat Scaly White Pungent Enlarging Equal Black Scattered Grass
1932 Edible Bell Smooth White Almond Enlarging Club Brown Scattered Grass
1956 Poisonous Convex Smooth White Pungent Enlarging Equal Black Several Grass
1960 Poisonous Flat Scaly Brown Pungent Enlarging Equal Brown Scattered Grass
1976 Poisonous Flat Scaly White Pungent Enlarging Equal Brown Scattered Grass
1991 Poisonous Flat Scaly Brown Pungent Enlarging Equal Brown Several Grass
2007 Poisonous Flat Smooth Brown Pungent Enlarging Equal Black Scattered Grass
2010 Poisonous Flat Smooth Brown Pungent Enlarging Equal Brown Several Grass
2052 Edible Convex Scaly White Almond Enlarging Club Black Scattered Meadows
2060 Edible Convex Smooth White Almond Enlarging Club Black Numerous Meadows
2062 Poisonous Flat Scaly Brown Pungent Enlarging Equal Brown Several Grass
2093 Edible Bell Smooth White Almond Enlarging Club Brown Scattered Meadows
2099 Poisonous Convex Smooth White Pungent Enlarging Equal Black Scattered Grass
2113 Poisonous Convex Smooth White Pungent Enlarging Equal Brown Several Grass
2130 Poisonous Flat Smooth White Pungent Enlarging Equal Black Scattered Grass
2150 Poisonous Convex Smooth White Pungent Enlarging Equal Black Scattered Grass
2242 Poisonous Flat Smooth White Pungent Enlarging Equal Black Several Grass
2389 Poisonous Convex Smooth White Pungent Enlarging Equal Brown Several Grass
2401 Poisonous Convex Smooth White Pungent Enlarging Equal Black Several Grass