The early 90’s series Twin Peaks by David Lynch and Mark Frost is probably my favorite show of all time. The show’s eerie blend of humor in the midst of sorrow and clash between characters of pure good and pure evil make the show so unique. After working through a copy of Text Mining with R by Julian Silge and David Robinson, I decided to try to get my hands on copies of the transcripts of Twin Peaks episodes to apply some newly learned tidytext principles. My main goal going into this project was to try out some simple sentiment analysis on these episode transcripts and see if there are any unexpected trends.