Explore details about location Florence Avenue. Florence Avenue is a location situated within the Medford alongside other areas such as Park Street, Auburn Street, Coolidge Road. Additionally, some smaller parts of Florence Avenue include specific areas like Fellsway West adding to the diversity of its landscape.