With great pleasure, I offer this thorough report that provides a thoughtful and nuanced analysis of incidents involving police shootings. Our goal is to provide light on trends, demographic differences, and predictive insights by carefully examining the data and applying statistical testing and machine learning techniques. This report contributes to a better understanding of this important issue by demonstrating a committed effort to disentangle the complexities surrounding police shootings.