From the Cluster Map shown above, it can be extrapolated that the Cluster number 1, 2 and 3 are the ones with the maximum number of complaints from a time frame of 15 August 2016, to 6 December 2017. There are very few complaints before August 2016, approximately less than 30. This can ultimately be also inferred as either the community is taking actions against such crimes since August 2o16 or there is a rise in the number of crimes due to certain reasons. Further the age group involved in the crime is between 20-30 years and majorly committed by males which is more than half of the crime committed by females. These crimes are generally by whites, followed by black people, a very few Hispanic and Asians are involved. Lastly, it can be noted that these three major clusters 1,2 & 3 are mainly concentrated in Southside Flats followed by Central Business district, Central Oakland, and North Shore. Then there are certain areas in Shadyside and Penn Hills forming small clusters. All these concentrated clusters are generally around restaurants, bars, and pubs. These are the neighborhoods which people visit from all over the Pittsburgh. 

Thus, to further study these majorly affected zones. I mapped the data with the different crimes and its location. To see if there is a relation between the crimes happening in these clusters.