Original: However , colloquial usage of the term '' Long Island '' refers only to Nassau and Suffolk counties ; the more dense and urban Brooklyn and Queens are not usually referred to as '' Long Island '' , since they are politically part of New York City .
Simplified: The term '' Long Island '' usually only means Nassau and Suffolk because Brooklyn and Queens are part of New York City .