We had a South African pilot/captain on 48 Squadron. His nickname was Yarpie also. Wiki says:-
From
Afrikaans japie, short for
plaasjapie (“farm-boy”), referring to any person who grew up on a farm and is unfamiliar with city life, and hence naive and unsophisticated.
https://en.wiktionary.org/wiki/yarpie