[OC] Some data I wanted to visualise based on every song featured in every So Fresh compilation

Data Source: MusicBrainz
Tools Used: Python – plotly express, pandas

I decided to collect all the data on all the So Fresh CDs I could find. I got every song, artist, and track length of every song ever featured on a So Fresh CD, minus about five that I could not find. All the data was gathered from MusicBrainz.

Using the data I gathered, I decided to make some graphs to help visualize the data.