How come it's only a woman who gets stoned (or in Qatar recently, convicted)? Doesn't there have to be a man for her to have "adultery" with?

If a woman is an "adulterer" by herself, isn't that just called masturbation?

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Since Allah has given me a brain, it would seem like a sin not to use it.