Ggplot Bar Chart
The graph indicates that pop-film is the most popular with the most average popularity, with k-pop and chill respectively. The score of popularity of the top 10 genres is relatively similar with minimal variances in between. This implies that these genres do not fail on the popularity front although some of them are ranked slightly higher than others.
Ggplot Boxplot
In the boxplot, we can see that the levels of energy in explicit and non-explicit tracks are quite high. Explicit songs are slightly more energetic than non-explicit tracks in the major mode. Groups also distribute the energy scores similar, but there are only some outliers with low energy in explicit and non explicit songs. On the whole, it can be concluded that explicit status does not produce a substantial disparity in energy, yet explicit tracks seem to be a bit more energetic on average.
Plotly 2d
This scatterplot demonstrates a weak positive correlation between danceability and valence, i.e. the more danceable the song, the more positive a mood it is likely to be. There is a higher percentage of points in the middle to upper range of danceability and a more widely spread valence. The energy levels are also not uniform throughout the plot hence the difference between low and high energy songs is found at differing danceable plus valence combinations.
Plotly 3d
This 3D plot shows that most songs are clustered in the mid-range of energy, danceability, and valence rather than at extreme values. The points are spread across the space, but the highest concentration appears around moderate to high energy and danceability with mostly low to mid valence. The popularity colors are mixed throughout the plot, suggesting that popular songs do not come from just one specific combination of these three features.
