Sorry to revive an old topic, but what the hell? I'll do it anyway.
My favorite Japanese food is shabu-shabu and almost any form of kobe beef for that matter.
Like many other posters, I really do not like natto. I guess you have to grow up eating it which I have not. But, I have a good excuse, I'm an Osaka boy.