Observations

  • Drop in acousticness and technological advancement
  • Valence (happiness) and tempo relation
  • Valence (happiness) and instrumental relation
  • Energy (culmination of loudness and tempo) and acousticness
  • Music trends over time
  • Radar chart shape and similar artist comparison

Limitations

  • Accuracy of Spotify's alogirthm to detect attributes
  • Scope of data exploration
  • Correlation is not causation
  • Song release year and artist data

This is a student project; we are not collecting any data. Spotify widgets do collect user data. See spotify terms.