This Shiny app (Spotify-app.R) analyses your (long-term and short-term) Spotify behavior, compares it to the current top-40 chart and proposes new songs.
To use this app you need to create a Client-ID and Client Secret here: https://developer.spotify.com/dashboard/applications. Provide these details in the R-code, to start analysing your Spotify behavior and get recommendations!