Music mood classification

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I am working on classifying the songs into different moods like happy, sad, passionate, aggressive etc. I want to separate different parts of songs and have a mood label for each part using Supervised Machine Learning.

Are there any available datasets of music with mood labels already annotated which can be used for my purpose? Besides, are there any known methods to deal with same other than extracting features such as rhythm, mode, pitch, timbre ?

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