Nicknamed "the Black Cat", Moore won the NNL batting title in 1924 when he hit .453.
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During the World Series, Kansas City's regular lineup consisted of Frank Duncan at catcher, Lemuel Hawkins at first base, Newt Allen at second, Newt Joseph at third, Dobie Moore at shortstop, Wade Johnston in left field, Hurley McNair in center, and George Sweatt in right.
He pitched for the 1923/24 Santa Clara Leopards team that is considered the most dominant in the history of Cuban baseball; other members of that team included Oscar Charleston, Alejandro Oms, Dobie Moore, Bill Holland, and Eustaquio Pedroso.