Captain Google tells me that The Duchess came from an area known for eccentric pronunciations. They also said "cucumber," "yellow" and "you" oddly.
Most of what I'm reading has people also scratching their heads so I don't think this is something to worry about.
I'd say george-gee-anna or geor-janna.