The plate stays with you
Take it off before pickup, then move it to another vehicle or hand it in at the Pinellas County tax collector. Do not cancel the insurance first. Florida can suspend your driver license if a plate is still active when the coverage lapses, which the state spells out on its license plates and registration page.