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Thus, one can see that from the above map that, the overall age group of criminal mainly involved is between 20-35. Also in the four major areas are also affected by criminals of age group 20-40 approximately. 

From the above maps, it can be inferred that all these three activities are occurring in the same places, with same age and sex ratio. There are many conclusions which can be drawn from this. 

1) It could be that people are getting drunk generally urinate and defecate on streets and perform the hazardous public behavior. 

2) It could be altogether different people as well doing different activities. 

Further, I mapped individual crimes to see the intensity and how they relate to the different crimes in same areas.  Because South-side, North Oakland and North shore and business district have people coming from all over the Pittsburgh. Also to learn as to how can we Educate people from all these places. 


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