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Using a dataset of the Top Spotify Songs of 2023, I create a stacked bar chart, clustered bar chart, and pair plots to utilizing a Spotify Top Songs of 2023 dataset, I explore the attributes of energy, danceability, valence, liveliness, acousticness, and speechiness and its relation for the balance of a hit song.