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 Scratching with iPhone App "Baby Scratch", Scratching with iPhone App "Baby Scratch" (with mixer)