Well, the clause i gonna start with a subordinating conjunction. They basically make it so that a sentence becomes dependent on another. The sentence in bold would have been complete had it not been for the subordinating clause:
He hasn't shown up here because he called off the party.
The entire clause acts as an adverb which explains why he hasn't shown up.
