This is Kamikochi, a famous summer resort in Nagano Prefecture. The video was taken on a fast walk from Taisho Pond to the famous Kappa Bridge, so I recommend that you actually spend at least an hour walking. The water and scenery are very beautiful, so please try to go there on a sunny day.
