![]() ![]() Participants had to rate the most "extreme" songs on valence and arousal inter alia. A survey was conducted to validate the results of Spotify. These comparisons will provide insights about how emotion labels behave when audio features and lyrics are decomposed or combined. The Spotify dispositions will be compared to the valence and arousal values derived from audio features, lyrics, audio features and lyrics combined, and a listener panel. Emotion labels can be determined based on valence and arousal. This report tries to improve these emotion labels for Billboard songs. It remains unclear if Spotify accurately classifies the affective decomposition triggered by songs. Though this recommender system performs admirably, there is always room for improvement. ![]() Spotify's recommendation algorithm tailors music offerings to create a personal listening experience. ![]()
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