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Joseph Goetz had the worst attempt to rob a bank. In York, Pennsylvania, he approached a teller to demand money, and she fainted. The next two he approached had no more cash in their drawers.
He ended up writing a strongly-worded letter to the bank, and got himself nicked that way.