He was reelected to the Sixty-first and to the five succeeding Congresses and served from November 5, 1907, to March 3, 1919, when he resigned before the commencement of the Sixty-sixth Congress, to which he had been reelected.
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Moore was elected as a Democrat to the Sixty-sixth Congress, by special election, to fill the vacancy caused by the resignation of Charles Creighton Carlin, and reelected to the five succeeding Congresses (April 27, 1919-March 3, 1931).