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I really wrecked my brain with this one. For some reason I had trouble figuring out exactly what my favourites were. So here goes...
Movie Genre: It just has to be science fiction.
Music Genre: Definitely rock.
Books: This one was really difficult, but I will have to go with romance and thriller.
My guilty pleasure genre would be Music: I also tend to like folk music.
So there are my choices.