The park was the home field of the Eastern Colored League's Philadelphia Bacharach Giants starting in 1931, and the Negro National League's Philadelphia Stars in 1934 and 1935.
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West Philadelphia High School is located in Walnut Hill and The Restaurant School at Walnut Hill College is close by, if not technically within the boundaries of the neighborhood.