[Kanji_The_Wanderer]

Which prefectures are most visited by outsiders/tourists?

If I was to go, I'd definitely want to go to a place, that has beautiful trees, and nature like you see in a lot of Japanese movies. Are there koi ponds with gardens in the big cities as well? Or that is only present in the small prefecture. (And what exactly is a prefecture?)