That information is located somewhere in hidden directories in your home directory. For example:
$ find ~ -name '*exaile'
That find tells me that there are three places to clean out if I want to do a fresh install of the music player, exaile. Just run:
$ find ~ -name '*rstudio'
and clean up what you find.