Robinson was born in Indianapolis, Indiana. In his teens he worked as a pianist in theaters to provide music for silent movies. With a right arm that was damaged by polio, he formed unusual techniques with his left hand. With his brother John, a drummer, he toured the southern United States in the early 1910s with an extended stay in New Orleans.

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