It is southern US slang, originally that old dog won't hunt meaning something just isn't going to happen. The Facts on File Dictionary of Clichés by Christine Ammer says: that dog won't hunt. This idea or excuse won't work.This folksy expression originated in the American South, where dogs are commonly used to hunt raccoons and other wild animals. More @Wikipedia
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