put one's money on a scratched horse
put one's money on a scratched horse {v. phr.}, {informal}
To bet on a certain failure; to gamble without a chance of winning.
You bet on the New York Mets to win the World Series? Why put your money on a scratched horse?
Compare: STACK THE CARDS.
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Source: A Dictionary of American Idioms