Data analysis on my monthly playlists
Last updated May 12, 2025
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Spotify Data Analysis
- Data analysis exploring the relationship between the audio features of a song and how positive or negative its lyrics are, involving sentiment analysis and supervised machine learning
- Includes data collection script that scrapes audio feature data from the Spotify API, as well as lyrical data from the LyricWikiAPI
Jupyter Notebook here: Spotify Data Analysis
Data collection script here: Python data scraper
If you want to read the full report on this data analysis, including the results and discussion, you can take a look at my blog post here: Music and Mood: Assessing the Predictive Value of Audio Features on Lyrical Sentiment
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