Loving Julia Silge & David Robinson's book on Tidy Text Mining - as a true acolyte of the One True (Tidyverse) Way, I approve of this approach compared to what I've seen of "tm" and similar (although I'll likely have to use "tm" for prediction stuff, it seems).
Also it makes text work easy to pipe into ggplot2, glorious...