Capital of the Keystone state. Skyline view as seen form the beach of Island Park, in the middle of the Susquehanna River. The dome of the Capitol Building can be seen on the left, with the Harrisburg hospital to the extreme right. Italian Gardens - Harrisburg, Penna. Tulips - Tulips - Tulips - Tulip. Exactly 19,732 were planted by the city to achieve this spring Time Paradise at Third & Division Streets. Many other types of flowers replace the tulips at different times of the year.