Page parse time is how long it takes to process the page.
Query time is how long the database queries take.

Your error message about the parse time log file not found is because you turned on the "Store page parse times" setting ... instead of the "display parse times" setting. Turn off the "store page parse times" setting -- you don't need to store them, just display them.