Exploratory Analysis · 2025
Audio Consumption Pattern Analysis
An exploration of audio features and popularity data across a large Spotify dataset, uncovering patterns that distinguish chart-topping tracks from deeper cuts.
- Role
- Analysis & visualization
- Year
- 2025
- Type
- Exploratory Analysis
The question
An exploration of audio features and popularity data across a large Spotify dataset, uncovering patterns that distinguish chart-topping tracks from deeper cuts.
Approach
Built end-to-end in a Jupyter notebook: data cleaning and inspection first, then feature preparation, then the smallest model that could answer the question honestly. The full walkthrough, code, and figures live on GitHub.
Stack
- Python
- Pandas
- Matplotlib
- Jupyter Notebook