When Frank Sinatra crooned about the magnificent Chicago, the city was well on its way to becoming the third-largest (by population) city in the United States. A midwestern metropolis known for its pizza, lakeside location and fervent sports fans, it attracts hordes of tourists from around the country and abroad.