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Science Of Singing Along

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I have always been interested in the "physics of pop culture" and how we can analyze the culture that we love to consume every day with data science. To further explore this curiosity I did a deep dive into Alisun Pawley and Daniel Mullensiefen's research on The Science of Singing Along for a quick [Metis](http://www.thisismetis.com) investigation presentation. The presentation deck and an overview of key concepts is included below and you can check out the full article [here](http://www.doc.gold.ac.uk/~mas03dm/papers/PawleyMullensiefen_Singalong_2012.pdf)!

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The study investigates the contextual and musical factors that incite audiences in music venues …show more content…
The results can be interpreted by following a branch through to the final node where the resulting prediction for the percentage of people singing along is presented. For example, if you were at a small venue, the song being played has been in the UK Chart for 1-3 weeks and it is a weekend then the model predicts that 11% of the audience will be singning along. This model explained about 40% of the variability when used to predict against a holdout test set. More importantly it identifies the key contextual factors to be venue size, age of crowd, day of week, relative position of song in set and length of time in UK …show more content…
The positive contextual factors (larger venues, a younger audience, a weekend night, songs that are played later in the set, and more popular songs) are connected to aspects generally associated with more intense revelry. One can also hypthoesize that a greater engagement with music in the everyday lives of young people might explain greater levels of singing along. Finally, singers using a high energy, well-projected, high chest voice, with minimal melisma or embellishment, are successful in motivating revelers to sing along perhaps because their anthemic singing becomes a “call to party” – an invitation to participate in the party through singing. The paper goes on to draw some parallels to Neo-tribalism compararing this "call to party" to a modern day war

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