SPOTIFY
DASHBOARD

SPOTIFY - What do you listen to for focus?

I created a Spotify Web App & utilized their REST API and OAuth to obtain the playlist audio feature data. The Tableau Dashboard's embedded Spotify playlist dynamically changes with the 'Playlist' filter & the blue 'Play' action button! 

I focused more on my Python object oriented skills & slicing and dicing of specific data structures for this project. A copy of the Python script is available in my Github (which I barely update lol).

basically,
My two moods

The original design with benchmarking but was getting too cluttered 

I analyzed & normalized about 17 playlist, (values of 0 to 1) with approximately 1.7k songs. The two benchmark categories is the aggregated scores of Spotify Most Popular "Upbeat" and "Productive" playlists. I used 15 playlist as the training datasets and 2 as the test datasets. I then analyzed them by two subgroups of audio metrics.

Spotify Audio Feature Data Groups:

(1) Score: acousticness, danceability, energy, speechiness, liveness, instrumentalness, and valence
(2) Raw: key, tempo, length, mode, popularity, and loudness.

Mean Values of Audio Feature Data
(all training playlist)