The story I heard about Dunfermline being called the Pars goes back to either the first war, or between the wars, and supposedly comes from the government moving a lot of shipbuilders from the Plymouth area to work in Rosyth Dockyard.
This led to the creation of the Plymouth Argyll Rosyth Supporters club or PARS.
Probably a load of old rubbish, mind you.....