Explore details about location Philipsburg. Philipsburg is a location situated within the Centre County alongside other areas such as Ferguson Township, Taylor township, Walker township. Additionally, some smaller parts of Philipsburg include specific areas like Railroad Street, South Centre Street, North 9th Street adding to the diversity of its landscape.