Original: The more dense and urban Brooklyn and Queens are not usually referred to as '' Long Island '' , since they are a part of New York City , though before those counties amalgamated into the city , they were often so identified .
Simplified: The term '' Long Island '' often refers only to the mostly suburban counties of Nassau and Suffolk because Brooklyn and Queens are part of New York City .