Letter value plots are an alternative to boxplots which extend the number of “letter value” statistics used. For large datasets, this gives you more information about the tail behaviour and displays fewer “outliers”.
You can install lvplot from CRAN with
install.packages("lvplot") or from GitHub with
devtools::install_github("hadley/lvplot").