Complex sentence: They both devise a plan to run away but, before they can do so, Peacekeeps from the Capitol arrive, sent to District 12 to crack down on the citizens.
Split into simpler sentences: They both devise a plan to run away, but fail. The Capitol sends Peacekeepers to District 12 to crack down on the citizens.