The bolded words refer to an adjective clause. "that I remember best" is acting as adjective, used to describe "the years." generally, adjective clauses will start with a relative pronoun, making them easier to identify. "that" is a relative pronoun.
It's an adjective because it is a description. The thing it's describing are the years. So the "that I remember best" are describing the significance of the years.
