![]() We decided to split the Kanyes down the middle, declaring 808s & Heartbreak (2008) the last Old Kanye Album and My Beautiful Dark Twisted Fantasy (2010) the first New Kanye album. The albums are as follows:īefore building this model, we had to decide when the Old Kanye really became the New Kanye. However, we felt that restricting the data sample to Kanye’s officially released solo albums would offer the most clarity in analyzing his work. It’s worth noting that credits Kanye as a producer, writer, composer, or lyricist on 1,897 total albums, including the Great Gatsby Soundtrack and Drake’s Views. Next, we pulled all tracks from each of Kanye’s eight solo albums. To pull the data, we signed up for a Spotify developer account, obtained credentials, and then used the Spotipy library to interact with the API in a Jupyter notebook. We also used the Genius API to conduct a sentiment analysis on his lyrics. These features include traditional musical measures like tempo, key, and time signature, as well as unique data points aimed at danceability, liveness, valence, and acousticness, among others. This API offers open access to the 18 features Spotify attributes to each song in its library. We chose to work with Spotify’s Audio Features API to generate our model. There seems to be an “Old Kanye” and a “New Kanye,” so when did the Old Kanye really become the New Kanye? For our project, we decided to try to build a model to predict whether a given song more closely resembles Old Kanye or New Kanye and conduct a sentiment analysis on his lyrics to see if there is a difference between the two. But Kanye wasn’t always the controversial figure he is today. ![]()
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