The Happiest, Saddest, Most Energetic and Most Popular Persian Singers on Spotify

Introduction I am a music lover, and like my other hobbies, I am really interested in applying data science methods to it. A few months ago, I participated in the third week of the TidyTuesday project, where I made a map of Spotify songs based on audio features and a dimensionality reduction algorithm called UMAP. Since then, I have been using Spotify’s Web API to collect data, and recently, I decided to look at some of my favorite Iranian artists and their songs on Spotify.