A “stupid tax” is a voluntary tax that one pays when they are just stupid and don't know they are about to lose their money. A Stupid tax, or Stupidity Tax, includes many things, including lottery tickets, power-ball, keno, slot machines, and about any other game of chance you may find in a casino.
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What are some “stupidity taxes”? - Quora