Our models classifying crime types based on the original 5 categories did not produce strong predictive results. This led us to revisit the categories we examined as our outcome variable. We plotted crime type densities by location in order to identify categories with at least some geographic separation. We identified different density patterns between the 5 "New" crime types:

Data Exploration for New Categories