Background: If you don't already know Chief Keef, he's a rapper from Chicago's South Side who is well known for his catchy drill tunes and his violent lyrics. In the last few years, he has been under arrest a few times for firearm related charges. I scraped all firearms related lyrics off of his discography here using the chrome multi-highlight add in.

Project: Explore how frequently Chief Keef mentions firearms before and after he was arrested on firearms-related charges.

Insights: His parole officer probably doesn't listen to his music all that often. 

Tools: R Studio, Tableau