There's several cities within Harris County (Houston, Texas), and the Houston area -which some people will refer to as "Houston", "Greater Houston", or "the Greater Houston Area", overlaps several counties.
There are also several cities wholly contained within the City of Houston itself. West University and Bellaire come to mind; there's probably more but I can't be bothered.
It's a mess to someone who likes things neat :)