The selection of Nagasaki as the second target for the atom bomb is an odd one. The geography of the place does not lend itself to be a good target (most of the blast was reflected upward by the mountains and not outward like Hiroshima). But it was intentionally spared conventional bombardment for that reason.
There are a lot of theories, but few good answers.