I think you need to check your data. Appears to be missing: Penn State (30), Michigan State (14), Mississippi State (14), Fresno State (13), Virginia Tech (13), and maybe others.
Variants should be accepted, like “Pitt” for “Pittsburgh,” “BC” for “Boston College,” “Texas A and M” for “Texas A&M,” and “St” for anything that includes “State.”