A generalized boxplot for skewed and heavy-tailed distributions

We define a new boxplot that can deal with skewed and/or heavy-tailed distributions and possible outliers. The methodology relies on a rank-preserving transformation that allows to fit a so-called Tukey     gg   -and-  hh   distribution.