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The Collaborative International Dictionary
gutter ball

gutter ball \gut"ter ball`\, n. A bowl in which the ball falls into the gutter[4], resulting in a score of zero for that bowl.

Wiktionary
gutter ball

n. (context bowling English) A ball that rolls into the gutter without striking any pins.

Usage examples of "gutter ball".

There intervened a silence like the silence a bowler experiences after lofting a gutter ball.

It's what you say when you spill a cup of coffee or throw a gutter ball when you're bowling with the girls in the league.