In this lecture, Professor Gary introduced a new dataset from ACLED, which documents political violence and protest events worldwide. I examined the dataset, exploring its structure, key attributes, and trends. The data includes details such as event types, locations, dates, and actors involved, providing a comprehensive view of conflict and unrest patterns. While reviewing, I noticed variations in data distribution across different regions and time periods, which could offer valuable insights for further analysis. This dataset seems to be a rich resource for studying geopolitical conflicts, trends in civil unrest, and the impact of political movements.