An online survey is revealing the favorite junk food in Pennsylvania. A study by health brand ‘Hims’ shows folks in the Keystone State prefer ice cream when looking for an indulgent treat. Pizza was the favorite junk food in America overall, with eleven percent of participants calling it their first choice for a cheat meal. Ice cream and candy bars tied for second-favorite nationwide.