spotify rewrapped
Spotify ReWrapped is a personal data investigation into whether Spotify's end-of-year Wrapped summaries are actually accurate. Spoiler: mine wasn’t.
I pulled my own listening data using both the Spotify and Last.fm APIs and ran a full time series analysis to compare what I’d actually heard versus what Spotify claimed.
Turns out, they had missed out on some of my top artists — and added a few that didn’t match the data at all.
This project uses:
- Spotipy and Pylast for collecting listening history
- Pandas, Matplotlib and Seaborn for analysis and visualization
- Charts and visuals to explore musical habits over time
It was a fun reminder that personal data ≠ insight — unless you're willing to ask the right questions. Full story is on medium.
visuals
📊 Who I actually listened to vs. who Spotify said I did.
📈 Time series chart of plays: Serú Girán and Charly García take over the end of the year.