This project explores Taylor Swift’s discography using clustering techniques to identify patterns in her music. By analyzing features like danceability, energy, and valence, the songs naturally split into two groups: high-energy pop anthems vs. emotional, introspective tracks. The analysis includes statistical validation, visualization inspired by Taylor’s album aesthetics, and some fun insights into the evolution of her sound.