extracat is an R package for working with categorical variables.
extracat
The package extracat has been archived from CRAN, but you can install it from this github repository:
devtools::install_github("heike/extracat")
Several data sets are provided within the package, the command visna provides a good first overview of the where missing values are in a data set:
visna
library(extracat) visna(GeneEx)
Using additional sorting methods, we can work out patterns of missing values:
# reorder both rows and columns: visna(GeneEx, sort = "b", sort.method="optile")