I am delighted to present this comprehensive report, offering a nuanced and insightful analysis of police shooting incidents. Through meticulous examination of data, statistical tests, and machine learning techniques, we aim to shed light on patterns, demographic disparities, and predictive insights. This report represents a dedicated effort to unravel the complexities surrounding police shootings, contributing to a more informed understanding of this critical issue.