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They used tone analyzer by IBM, which is an SVM-based sentiment analysis tool. Wonder if anything changes with deep learning variants e.g. https://t.co/tDqqSRCUhd or if you can do something similar looking at the actual music https://t.co/bmYlcmmSpQ