Question

How do counties vary across the country?

Answer 1

Some counties have been merged meaning you have a city with a municipality and a county that acts as an extension of the state that characteristics of both which called consolidated city counties.  Then you have the county equivalents where there are no counties but there are city type governments that exist  or independent cities with no counties while some are outside the jurisdiction of counties.