videos in AudioSet
A list of about a million ten-second YouTube clips, each labelled with the sounds in it, that Google published in 2017. Labs use it to train and test general audio and music models.
Including [HD] Nightcore - Singing in the rain/Umberella, [HD] Nightcore - Singing in the rain & Umebrella, [HD] Glee - Crush lyrics