![]() (Just think of how many covers are released each year!). The data collection process broke down into three steps: choosing which songs to analyze, using Spotify to extract “musical” information about each song chosen, and using Genius (and Google) to collect the lyrics for each song.Īs it turns out, there are looooots of Christmas songs out there. (Spoiler alert: I was wrong about Have Yourself A Merry Little Christmas.) ![]() With this scene in mind, and without being able to think of any song that was more sad, I set out to use data to find the most depressing Christmas song. I personally realized this while watching an immensely sad scene in The Family Stone centered around Judy Garland singing ‘ Have Yourself a Merry Little Christmas’ and haven’t yet fully recovered (or stopped noticing sad Christmas music). ![]() Christmas music can be a lot of things - joyous, ironic, melancholy, cheerful, funny, and, in some cases, downright depressing. ![]()
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