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So, despite the negative feelings they expressed, the songs were also more likely to get people moving. Interestingly, Komarova found that the danceability – as measured by features of the rhythm – had increased alongside the negative feelings. Looking through half a million songs released in the UK between 19, Komarova and colleagues found that the tone of the music had become less joyful since 1985 – just as Lior Shamir’s analysis of the lyrics had also suggested. To find out how song emotions had changed over time, she turned to a research database called AcousticBrainz, in which users could apply an algorithm to extract acoustic features – such as the use of major or minor chords and tempo – which it then used to score a song on emotions like sadness. The findings broadly agree with a second, independent study by Natalia Komarova, University of California Irvine – a mathematician who had been shocked by the negativity of her daughter’s own music taste. More recently, Taylor Swift’s Bad Blood scores highly on fear, with very little joy, while Miley Cyrus’s Wrecking Ball and Justin Bieber’s Sorry score high on sadness – all of which were some of the biggest hits of the last six years. In contrast, the angriest songs to hit the charts came from the 2000s, including Ne-Yo’s When You’re and Busta Rhymes Tough It (which scored 0.97 on the anger scale). To give some examples of this phenomenon, Shamir pointed to a string of hits in the 1950s with the dominant feelings of ‘joy’ – songs like Elvis Presley’s All Shook Up, which scored 0.702 for that emotion, or Little Richard’s Long Tall Sally, which scored 0.82. “There are very substantial differences between lyrics in the late 50s compared with lyrics in 20.” “You see a very consistent, very clear change that lyrics become angrier, more fearful, more sad, and less joyful,” Shamir says. Sadness, meanwhile, remained stable until the 80s, then steadily increased until the early 2010s, while joy, confidence and openness all steadily declined. One probable reason for this is the growing influence of rap music, which, like punk, has reflected social unrest and feelings of disenfranchisement. Remarkably, today’s songs are even more aggressive and fearful than in punk’s heyday. Expressions of anger and disgust roughly doubled over those 65 years, for instance, while fear increased by more than 50%.
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Just start typing a movie or song to get instant results from over 50000 songs.Shamir then averaged the scores for each year and examined how they changed over time.
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