Today marks the 100th anniversary of World War I, a pivotal event in modern history that has had a profound impact on global politics and international relations. The Correlates of War website provides a structured dataset of wars and disputes since the early 1800s, which can be analyzed using graph models like Neo4j. By importing this data into Neo4j, we can create a visual representation of war patterns, including country metadata such as economic and military capabilities, outcomes, settlements, and fatalities levels. The WarGraph model allows us to query the dataset for various insights, including countries involved in the most disputes, disputes per capita, and relationships between countries. By exploring these queries, we gain a deeper understanding of the complex dynamics driving global conflicts.