This project explores trends in popular music by narrowing down Anna’s Archive Top 10K Spotify Songs Expanded 2025 to the top 250 tracks. From there, I focused on identifying artists with three or more songs featured to see who appears most often. The goal was to break down a large dataset into something more clear and readable while highlighting patterns in genre and artist popularity. This project builds on a similar data visualization I created earlier, but with a more refined approach and clearer focus.