Now that Spotify is a multibillion dollar juggernaut on track to IPO, I thought it would be interesting to see what effects the company (and streaming in general) has had on the broader music business. To that end I scraped Billboard Hot-100 chart data to compare the pre and post Spotify eras. By analyzing the kinds of songs and artists that had the most success on the Hot-100, we can see that in