Learning preferences and metadata on ME the user

I’m curious if there’s any listen history, Like history, etc that Roon compiles in to a … metadata for me. Like taking my preferences and making Roon Radio better, for me.
Of course I recently lost my backup installation (derp my bad!) and had to rebuild library. Not a huge deal, but I was thinking if there was any local metadata on my likes and dislikes, that might be gone.
I would like Roon to learn about me!