How do i clear preferences, recommendations, and pretty much start over?

[taggus]

I opened a free account a while ago for my family.  Since then they have their own accounts.  Now the account i use has preferences, liked songs, play lists, and followed artist that are not mine.  How can I reset all settings on an account to start from scratch.