I think you're looking at results for the COUNTY of Philadelphia, and not the City.
For example, if you got zipcode 19012 from zipcode.com, it's not really a Philadelphia "city" zipcode. Instead, it covers the city of Cheltenham, which is north-northeast of Philadelphia.

-Paul