Eleanor Powell's number for this film was originally shot for "Broadway Melody of 1943," a project MGM abandoned before it was completed. "Broadway Melody of 1943" was to have co-starred Powell and
Gene Kelly, who both appear in "Thousands Cheer" but are never seen together.
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