In the final stretch, I completed the written report and finalized conclusions. The clustering model helped us uncover meaningful patterns in political violence—each region had distinct behaviors in both event type and intensity. One of the key takeaways was the rise in protest activity over recent years, paired with a decline in average fatalities. This may reflect changing public behavior or improved law enforcement protocols. Our discussion emphasized how clustering tools can be useful for early-warning systems and policy decisions. The project wrapped up on a strong note, with a clear narrative, sound statistics, and actionable insights. Submission completed!