Tracks with high valence sound more positive. Valence: A measure from 0.0 to 1.0 describing the musical positiveness conveyed by a track.Higher liveness values represent an increased probability that the track was performed live. Liveness: detects the presence of an audience in the recording.Instrumentalness: Predicts whether a track contains no vocals.Acousticness: confidence measure from 0.0 to 1.0 of whether the track is acoustic.talk show, audio book, poetry), the closer to 1.0 the attribute value. The more exclusively speech-like the recording (e.g. Speechiness: detects the presence of spoken words in a track.Major is represented by 1 and minor is 0. Mode: indicates the modality (major or minor) of a track, the type of scale from which its melodic content is derived.Values typical range between -60 and 0 db. Loudness is the quality of a sound that is the primary psychological correlate of physical strength (amplitude). Loudness values are averaged across the entire track and are useful for comparing relative loudness of tracks. Loudness: overall loudness of a track in decibels (dB).Integers map to pitches using standard Pitch Class notation. Typically, energetic tracks feel fast, loud, and noisy. Energy: represents a perceptual measure of intensity and activity.Danceability: how suitable a track is for dancing based on a combination of musical elements including tempo, rhythm stability, beat strength, and overall regularity.Spotify demographics and the fact that hip-hop and Latin music singers are predominantly male may explain this imbalance.Īpparently, we might have learned something with ABBA by having just one co-ed band and, by the way, what happened to rock music? Check our report and take your own conclusions! We noticed that the top 100 showed great gender discrepancy as the top of the list (actually, the entire list) was dominated by male artists. Kendrick Lamar, Lil Uzi Vert and Post Malone also experienced huge popularity. As we expected, “Despacito” took a number of highly ranked spots (having an original and a remix version including in this rank!). ![]() We wanted to get a notion on what are the current music trends and which ones will most probably continue to rise in the current year. ![]() The dataset comes from Kaggle, which includes some features (such as danceability, liveness, energy, etc.) to enhance our analysis. The data we used for this challenge includes the 100 most streamed songs over the course of last year on Spotify. Top Spotify Tracks of 2017 - The Latin Takeover, Hip-Hop on Top and the Era of Pop
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