why did the federalist party split
Because it was a heavily regional and elite-dominated party about a decade past its political zenith, many of whose members flirted with sedition/treason during the very young country's first declared war, against the major imperial power that the Federalists' opponents considered America to have been at war with at that point for fifty years.