There are 12 columns in the dataset. The ‘Date’ column shows when shootings occur, the ‘Age’ column reveals which age groups are most frequently implicated in crimes, and the ‘City’ column identifies areas with high or low crime rates. We learn about patterns of violence and potential police bias from the ‘Gender’ and ‘Race’ columns. The ‘Armed’ column indicates whether or not someone may have planned to cause damage. The integration of ‘State’ and ‘City’ data allows us to visualize the overall picture of crime locations. The ‘Body camera’ data provides insights into additional trends, while the ‘Flee’ column suggests how well the cops are performing. The effectiveness of mental health services is indicated by the signs of mental illness column, while the performance of various police departments is displayed in the police departments involved column.