Here's why:
* Nationalities are not capitalized unless they are part of a proper noun (like a specific person's name). For example, "Japanese" is a nationality, but "Japanese Prime Minister" would be capitalized because it's a specific title.
The correct sentence is: "Those Japanese tourists are having fun at the museum."