Quick Answer: The Hollywood Casino at Penn National Race Course is a thoroughbred horse racing track and casino which is located in Grantville, Pennsylvania, 17 miles east of Harrisburg. It is owned by Gaming and Leisure Properties and operated by Penn Entertainment. This track is also home to Eclipse Special Award winner Rapid Redux and his trainer David J. Wells.