library(vcdExtra)
This example illustrates some alternatives to barplots for
contingency tables
what’s wrong with barplots?
HE <- margin.table(HairEyeColor, 2:1) # as in Table 4.2
barplot(HE, xlab="Hair color", ylab="Frequency")
![](data:image/png;base64,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)
why spineplots are better
Show this both ways, with hair and eye color on the horizontal
axis
spineplot(HE)
![](data:image/png;base64,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)
spineplot(t(HE))
![](data:image/png;base64,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)
tile plots are also useful
tile(HE)
![](data:image/png;base64,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)
tile(HE, tile_type="height")
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)
many other variations in fluctile()
The extracat package is no longer on CRAN
# if (!require(extracat)) devtools::install_github("heike/extracat")
# library(extracat)
# fluctile(HE)
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