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Use a larger polygon and time window to define "people in Miami around the time of the event who might be tourists". Something between the stadium and the whole of Miami would be ideal.
Find tourists by exclusion. Subtract from "people in Miami around the time of the event" the people that are "In Miami way before the event". Then recreate your POI analysis.