Most of Amager isn’t part of Copenhagen. Dragør, Kastrup, etc, are their own municipalities.

I didn't touch on it, but there is largely a negative connotation with Amager. Its nickname is "lorteøen" which translates to "shit island."

Also, to be more accurate, it would be like saying New York City is located on Long Island.