Plots

Exploratory Data Analysis

Exploratory data analysis of this dataset and other related datasets can be found on this website: Spotify Songs v1. There are a ton of plots there that doesn’t involve creating a model and making predictions.

Prediction of Popularity Given Playlist Genre

The pop genre is estimated to be more popular than EDM by 15.53 (\(\pm\) 0.47) on a 100 point scale.

Prediction of Popularity Given Playlist Genre and Danceability

25 points in danceability is associated with 3 (\(\pm\) 0.25) points of popularity on a 100 point scale.

Prediction of Popularity Given Playlist Genre and Speechiness

The more speechy a song is, the more hard it is to define. In general, 25 points in speechiness associated with -1 (\(\pm\) 0.25) points of popularity on a 100 point scale.

Prediction of Popularity Given Playlist Genre and Valence

Similar to speechiness, 25 points of valence is associated with -0.75 (\(\pm\) 0.25) points of popularity on a 100 point scale.

Prediction of Popularity Given Playlist Genre and Tempo

The average tempo is 121 BPM with a standard deviation of 26.9 BPM. Check out what is a standard deviation in the About page. One standard deviation is associated with 0.6 (\(\pm\) 0.14) points in popularity on a 100 point scale.

Prediction of Popularity Given Playlist Genre and Duration

The average duration is 225.5 seconds with a standard deviation of 61.3 seconds. One standard deviation in duration is associated with -2.95 (\(\pm\) 0.14) points in popularity on a 100 point scale.