Fix your algorithm and listen to your customers.

[homersimpson420]

This isn't a preference, it's a bug in your algorithm. I was listening to songs like the Singles Soundtrack (which is 90s alternative/seattle grunge) and it kept adding songs by a Bollywood artist named "Singh". It got to the point where all the songs it was playing were from Bollywood. I don't have time to sit and skip every song. It's not the "Singhles" Soundtrack. There is no way this should happen, if you put a little effort behind the data sets you use to train your models. It would be like playing Daft Punk on a hardcore punk playlist.