/M1_Finale_Assignment

The finale assignment for the M1 course in the Master programme BDS

Primary LanguageJupyter Notebook

Mushroom Dataset

  • Description: Mushrooms described in terms of physical characteristics; classification: poisonous or edible
  • Dataset Characteristics: Multivariate
  • Subject Area: Life Science
  • Associated Tasks: Classification
  • Feature Type: Categorical
  • # Instances: 8124
  • # Features: 22

Dataset Information

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. The Guide clearly states that there is no simple rule for determining the edibility of a mushroom; no rule like "leaflets three, let it be" for Poisonous Oak and Ivy.

  • Has Missing Values?: Yes

Variables Table

Variable Name Role Type Demographic Description Units Missing Values
poisonous Target Categorical eadible=e,poisonous=p no
cap-shape Feature Categorical bell=b,conical=c,convex=x,flat=f, knobbed=k,sunken=s no
cap-surface Feature Categorical fibrous=f,grooves=g,scaly=y,smooth=s no
cap-color Feature Binary brown=n,buff=b,cinnamon=c,gray=g,green=r, pink=p,purple=u,red=e,white=w,yellow=y no
bruises Feature Categorical bruises=t,no=f no
odor Feature Categorical almond=a,anise=l,creosote=c,fishy=y,foul=f, musty=m,none=n,pungent=p,spicy=s no
gill-attachment Feature Categorical attached=a,descending=d,free=f,notched=n no
gill-spacing Feature Categorical close=c,crowded=w,distant=d no
gill-size Feature Categorical broad=b,narrow=n no
gill-color Feature Categorical black=k,brown=n,buff=b,chocolate=h,gray=g, green=r,orange=o,pink=p,purple=u,red=e, white=w,yellow=y no
stalk-shape Feature Categorical enlarging=e,tapering=t no
stalk-root Feature Categorical bulbous=b,club=c,cup=u,equal=e, rhizomorphs=z,rooted=r,missing=? yes
stalk-surface-above-ring Feature Categorical fibrous=f,scaly=y,silky=k,smooth=s no
stalk-surface-below-ring Feature Categorical fibrous=f,scaly=y,silky=k,smooth=s no
stalk-color-above-ring Feature Categorical brown=n,buff=b,cinnamon=c,gray=g,orange=o, pink=p,red=e,white=w,yellow=y no
stalk-color-below-ring Feature Categorical brown=n,buff=b,cinnamon=c,gray=g,orange=o, pink=p,red=e,white=w,yellow=y no
veil-type Feature Binary partial=p,universal=u no
veil-color Feature Categorical brown=n,orange=o,white=w,yellow=y no
ring-number Feature Categorical none=n,one=o,two=t no
ring-type Feature Categorical cobwebby=c,evanescent=e,flaring=f,large=l, none=n,pendant=p,sheathing=s,zone=z no
spore-print-color Feature Categorical black=k,brown=n,buff=b,chocolate=h,green=r, orange=o,purple=u,white=w,yellow=y no
population Feature Categorical abundant=a,clustered=c,numerous=n, scattered=s,several=v,solitary=y no
habitat Feature Categorical grasses=g,leaves=l,meadows=m,paths=p, urban=u,waste=w,woods=d no