Nagasaki and Hiroshima were chosen for 2 reasons, they both had large military HQ's/large ports, and they were also almost untouched by bombing raids, so they could fully measure how much damage was done. I have been to hiroshima, which was the smaller of the 2, it is fucked up.
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