Data collection:
Gather geographic information about police stations, including latitude and longitude coordinates. Precise location data is critical for subsequent analysis.
Calculating distance:
Use the obtained coordinates to calculate the distance between police stations. The goal of this step is to understand the spatial distribution and extent of law enforcement within the region.
Demographic analysis:
Analyze race, age, and shooting data. Identify areas with the highest frequency of shootings. This analysis helps identify potential hotspots.
Proximity analysis:
Find out how far the shooting incident occurred from the police station. This analysis provides insight into response times and areas where increased law enforcement may be required.
Segment your data:
Split the data into a training set and a test set. Consider the distribution of the population to ensure that your model is representative and can make accurate predictions and classifications.