4. Heat Map:
For this part, I used the code that wrote in the geopandas sample. The link is http://nbviewer.jupyter.org/gist/perrygeo/c426355e40037c452434.   It will clearly show the incident density based on their location. Figure 4 is a sample of the heat map.