Popularity vs. individual attributes

When looking at individual attributes against the popularity of songs, there does appear to be some trends. Danceability and Energy seems to be higher in more popular songs while Accousticness appears to be at the lower end in more popular songs.

Machine learning

The first thing to look into is some simple regression analysis using Scikit Learn.