PAST HISTORY is redundant.
"The group had quite a past history to reminisce about" is the sentence that should be revised to eliminate redundancy.
Redundancy is the repetition of the same concept within a sentence or a paragraph. For example, "new innovation", "biography of your life", "summarize briefly", and "repeat again" among others.
The verb "to reminisce" also points to something in the past.