Every year, Spotify comes out with a summary of your listening habits of the past year and they call it Spotify Wrapped. My interest with this project was to analyze the same dataset as Spotify and observe how different or similar my results were compared to Spotify’s results. The data was acquired straight from Spotify and my analysis was rather simple, I really just consider it data wrangling as I was mostly preparing the attributes for visualizations and simple calculations.