Why was the homeless lady only wearing one sock?
She started her period.
One Sock
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Explanation
This joke uses a pun. It makes a surprising and slightly crude connection between a woman's menstrual cycle and a missing sock. The humor comes from the unexpected and slightly uncomfortable nature of the punchline, as well as the implication of blood loss and the related hygiene issues.