Flowers Lyrics Analysis in Python

Inspired by Miley Cyrus's song "Flowers", I looked at how the term "flowers" is used in pop songs by the top 30 most streamed artists on Spotify.

My biggest find? Most songs about flowers are actually sad! The exception is Ariana Grande's "The Way".

I used Python packages Beautiful Soup for web scraping, pandas for data analysis and VADER for sentiment analysis. The full code can be found on GitHub: https://github.com/maven-analytics-io/flowers-analysis