Mushroom: Mushroom Data Set

In cba: Clustering for Business Analytics

Mushroom Data Set

Description

A data set with descriptions of hypothetical samples corresponding to 23 species of gilled mushrooms in the Agaricus and Lepiota Family, classified according to their edibility as (definitely) ‘edible’ or ‘poisonous’ (definitely poisonous, or of unknown edibility and not recommended).

Usage

data("Mushroom")

Format

A data frame with 8124 observations on the following 23 variables.

class

a factor with levels edible and poisonous.

cap-shape

a factor with levels bell, conical, convex, flat, knobbed, sunken.

cap-surface

a factor with levels fibrous, grooves, scaly, smooth.

cap-color

a factor with levels brown, buff, cinnamon, gray, green, pink, purple, red, white, yellow.

bruises?

a factor with levels bruises and no.

odor

a factor with levels almond, anise, creosote, fishy, foul, musty, none, pungent, spicy.

gill-attachment

a factor with levels attached and free.

gill-spacing

a factor with levels close and crowded.

gill-size

a factor with levels broad and narrow.

gill-color

a factor with levels black, brown, buff, chocolate, gray, green, orange, pink, purple, red, white, and yellow.

stalk-shape

a factor with levels enlarging and tapering.

stalk-root

a factor with levels bulbous, club, equal, and rooted.

stalk-surface-above-ring

a factor with levels fibrous, scaly, silky, and smooth.

stalk-surface-below-ring

a factor with levels fibrous, scaly, silky, and smooth.

stalk-color-above-ring

a factor with levels brown, buff, cinnamon, gray, orange, pink, red, white, and yellow.

stalk-color-below-ring

a factor with levels brown, buff, cinnamon, gray, orange, pink, red, white, and yellow.

veil-type

a factor with levels partial.

veil-color

a factor with levels brown, orange, white, and yellow.

ring-number

a factor with levels one, one, and two.

ring-type

a factor with levels evanescent, flaring, large, none, and pendant.

spore-print-color

a factor with levels black, brown, buff, chocolate, green, orange, purple, white, and yellow.

population

a factor with levels abundant, clustered, numerous, scattered, several, and solitary.

habitat

a factor with levels grasses, leaves, meadows, paths, urban, waste, and woods.

Details

The records are drawn from G. H. Lincoff (1981) (Pres.), The Audubon Society Field Guide to North American Mushrooms. New York: Alfred A. Knopf. (See pages 500–525 for the Agaricus and Lepiota Family.)

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.

Unused levels in the original data were dropped.

The current version of the UC Irvine Machine Learning Repository Mushroom data set is available from \Sexpr[results=rd]{tools:::Rd_expr_doi("10.24432/C5959T")}

Blake, C.L. & Merz, C.J. (1998). UCI Repository of Machine Learning Databases. Irvine, CA: University of California, Department of Information and Computer Science. Formerly available from ‘⁠http://www.ics.uci.edu/~mlearn/MLRepository.html⁠’.

Examples

data("Mushroom")
summary(Mushroom)

cba documentation built on Sept. 11, 2024, 9:32 p.m.