Mushroom-Classification

Poisonous/Edible Mushroom Classification

View the report here

## This data set includes descriptions of hypothetical samples corresponding to 23 species of gilled mushrooms in the Agaricus and Lepiota Family (pp. 500-525). Each species is identified as definitely edible, definitely poisonous, or of unknown edibility and not recommended. This latter class was combined with the poisonous one. Source: Mushroom records drawn from The Audubon Society Field Guide to North American Mushrooms (1981). G. H. Lincoff (Pres.), New York: Alfred A. Knopf

Get the data here

The data comes from Mushroom Data Set.

Data Dictionary

Attribute Description Values
Cap shape The shape of the top part of the mushroom bell=b,conical=c,convex=x,flat=f, knobbed=k,sunken=s
Cap surface The surface of the top part of the mushroom fibrous=f,grooves=g,scaly=y,smooth=s
Cap color The color of the top part of the mushroom brown=n,buff=b,cinnamon=c,gray=g,green=r, pink=p,purple=u,red=e,white=w,yellow=y
Bruises Whether the mushroom is bruised or broken bruises=t,no=f
Odor How the mushroom smells almond=a,anise=l,creosote=c,fishy=y,foul=f, musty=m,none=n,pungent=p,spicy=s
Gill attachment How the thin, papery structures that hang vertically under the cap. Responsible for producing spores. attached=a,descending=d,free=f,notched=n
Gill spacing How closely spaced gills are close=c,crowded=w,distant=d
Gill size Whether gills are narrow or broad broad=b,narrow=n
Gill color Color of gills black=k,brown=n,buff=b,chocolate=h,gray=g, green=r,orange=o,pink=p,purple=u,red=e, white=w,yellow=y
Stalk shape Whether the leg of mushroom is tapering or enlarging enlarging=e,tapering=t
Stalk root Shape of the stalk’s root bulbous=b,club=c,cup=u,equal=e, rhizomorphs=z,rooted=r,missing=?
Stalk surface above ring How the stalk’s surface feels like above the ring fibrous=f,scaly=y,silky=k,smooth=s
Stalk surface below ring How the stalk’s surface feels like below the ring fibrous=f,scaly=y,silky=k,smooth=s
Stalk color above ring The stalk’s color above the ring brown=n,buff=b,cinnamon=c,gray=g,orange=o, pink=p,red=e,white=w,yellow=y
Stalk color below ring The stalk’s color below the ring brown=n,buff=b,cinnamon=c,gray=g,orange=o, pink=p,red=e,white=w,yellow=y
Veil type The veil is a temporary structure (membranous tissue in universals) found on the fruiting bodies partial=p,universal=u
Veil color Color of veil brown=n,orange=o,white=w,yellow=y
Ring number How many rings found on the mushroom’s stalk none=n,one=o,two=t
Ring type Shape of rings cobwebby=c,evanescent=e,flaring=f,large=l, none=n,pendant=p,sheathing=s,zone=z
Spore print color Color of spores produced by gills which are used for reproduction black=k,brown=n,buff=b,chocolate=h,green=r, orange=o,purple=u,white=w,yellow=y
Population How scattered or grouped the mushrooms are abundant=a,clustered=c,numerous=n,scattered=s,several=v,solitary=y
Habitat Where mushroom populations are found grasses=g,leaves=l,meadows=m,paths=p,urban=u,waste=w,woods=d

Goals

Content

./
│   README.md
│   
└───data/
│   │   mushrooms.csv
│   
└───presentation/
│   │   
│   
└───src/
    │   data_processing.ipynb
    	mushroom_classification.ipynb

Used Libraries

pandas numpy matplotlib seaborn sklearn janitor