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R-based project to analyze lyrics entropy by genre and decade. A hand-engineered feature "words-per-unique-word" is introduced and deeply studied. Spotify and Genius APIs are used

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carlosfg97/MusicLyricEntropy

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Music Lyrics Entropy Analysis in R

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  1. Data Retrieval w/ Python
    • Scrapping Spotify's Database using Spotipy library
    • Scrapping Genius's lyrics Database using LyricsGenius library

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  1. Lyrics Entropy Analysis w/ R
    • Univariate and Multivariate analysis through plotting
    • Gradient Boosted Machine using lyrics entropy as a very important feature
    • Artist-level PCA analysis to find commonalities in succesful acts

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  1. Final Written Report
    • Discussions of lyrics preprocessing
    • Discussion of visualizations
    • Results, conclussions and recommendations for music industry

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R-based project to analyze lyrics entropy by genre and decade. A hand-engineered feature "words-per-unique-word" is introduced and deeply studied. Spotify and Genius APIs are used

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