Before the nukes were dropped, other cities were being heavily fire-bombed. Nagasaki was the home of Japanese catholicism.
The locals believed they were being spared because they shared a faith with the Americans. They were actually being "spared" to provide a pristine environment to assess the damage of the nuke.