View the notebook on Github/Kaggle
After six months in lockdown and being one the privileged ones to experiment with new habits and lifestyles during the quarantine, I look back at my streaming history to identify the changes in my music tastes during the lockdown. During the process I identified the following:
- I listened to 964 artists during a period of 12 months, out of which I discovered 313 of them only after the lockdown.
- My top artists and tracks changed during the lockdown.
- During the lockdown, I streamed BTS's music the most.
I further extended my analysis to dive deeper into BTS in an attempt to know what it was that changed my preferences drastically. During the process I identified that BTS's music has high 'danceability' and energy, which acted as a escape from the monotony of quarantine.
Lastly, I extracted some data of other top K-Pop artists to find similar tracks based on my preference of audio features.
- Spotify streaming history -- by Spotify
- BTS data -- Spotify Web API
- Top K-Pop artist and music data -- Spotify Web API