Despite the end of pandemic restrictions, disturbance of the peace incidents have not returned to pre-pandemic levels, presenting ongoing challenges for law enforcement. The project focuses on the phenomenon of unauthorized musical events, commonly known as "Pancadões," which are a significant contributor to these disturbances. "Pancadões" are unlicensed street parties characterized by high noise levels, large crowds, and often illicit activities, including drug trafficking and underage alcohol consumption.