We have closely examined the distribution of police shooting incidents in clusters around the United States. We discovered some places with higher numbers of these episodes and determined where they occur more frequently using two distinct methods: K-Means and DBSCAN. DBSCAN identified particular regions and odd patterns, whereas K-Means provided us with a clear division of the instances. Combined, these techniques improved our understanding of the geographic locations and patterns of these occurrences, which is a useful place to start for anyone wishing to learn more about this problem or develop solutions.