The source of the above Jupyter Notebook can be found here.
The previous cluster analysis provides great insight where D.C. hot spots of crime incidents occur. However, another geographical breakdown for additional insights could be by the D.C. districts. By breaking down the number of incidents by districts, analysts can validate the inferences gained from the cluster analysis as well as understand how the concentration of criminal incidents by districts have changed over time.
View Dangerous Districts