Dummy: Generate Dummy Codes for a Factor

In DescTools: Tools for Descriptive Statistics

Generate Dummy Codes for a Factor

Description

Generate a matrix of dummy codes (class indicators) for a given factor.

Usage

Dummy(x, method = c("treatment", "sum", "helmert", "poly", "full"),
      base = 1, levels = NULL)

Arguments

x	factor or vector of classes for cases.
method	defines the method of the contrasts being formed. Can be one out of "treatment", "sum", "helmert", "poly", "full", whereas "treatment" is the default one. Abbreviations are accepted. The option "full" returns a full set of class indicators, say a dummy factor for each level of x. Note that this would be redundant for lm() and friends!
base	an integer specifying which group is considered the baseline group.
levels	an optional vector of the values (as character strings) that x might have taken. The default is the unique set of values taken by as.character(x), sorted into increasing order of x. This is directly passed on to factor.

Details

For reverting dummy codes see the approach in the examples below.

Value

a matrix with the dummy codes. The number of rows correspond to the number of elements in x and the number of columns to the number of its levels - 1, respectively to the number of levels given as argument -1.

When method = "full" is chosen the number of columns will correspond to the number of levels.

Author(s)

Andri Signorell <[e-mail]>

References

Venables, W N and Ripley, B D (2002): Modern Applied Statistics with S. Fourth edition. Springer.

See Also

model.frame, contrasts, class.ind in the package nnet

Examples

x <- c("red","blue","green","blue","green","red","red","blue")
Dummy(x)
Dummy(x, base=2)

Dummy(x, method="sum")


y <- c("Max","Max","Max","Max","Max","Bill","Bill","Bill")

Dummy(y)
Dummy(y, base="Max")

Dummy(y, base="Max", method="full")


# "Undummy" (revert the dummy coding)
m <- Dummy(y, method="full")
m
z <- apply(m, 1, function(x) colnames(m)[x==1])
z
identical(y, as.vector(z))

m <- Dummy(y)
m
z <- apply(m, 1, function(x) ifelse(sum(x)==0, attr(m,"base"), colnames(m)[x==1]))
z

DescTools documentation built on Sept. 26, 2024, 1:07 a.m.