For R users:
For data analyis I like the tidytext package for R.
The procedures described in the package-documentation (and the O'Reilly book) are relatively simple and generic (can be applied on any text). So you won't need neither a Computer Science PhD nor extensive training in Machine Learning to apply these techniques.
However for preprocessing Text ...