downloading all links on webpage

I'm interested in writing a python script that'll download all of the YouTube Audio Library:

I'd like to be able to grab the following. Song Title, Artist, Genre, and Mood.

I don't need a written solution to this but would appreciate being pointed in the correct direction for being able to do this.

So far my only solution is to use PyAutoGUI.