A corruption of the phrases “oh boy”, “hoo boy”, and “boy
howdy”.
Sometimes it is also used as an adjective or noun, although as either it doesn’t have much of a meaning.
Pronounced often as “
HOO-BEE”, sometimes with the “
Hoo” extended a bit longer if the speaker is particularly exasperated.