As we neared the project deadline, I refined our visuals for clarity and impact. I redesigned the scatter plot to highlight each cluster’s dominant event type, added legends, and used subtle color themes for accessibility. I also created a composite map that showed cluster boundaries, centroid locations, and event types with different shapes. These visuals helped communicate the narrative we were building—that political unrest in the U.S. has regional signatures, with the North experiencing more direct violence and Central regions showing higher protest frequency. I also began drafting the final blog summary for the project.