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The results were as predictable as they were surprising. While on the one hand, most complaints were predictably made in the morning/midday, the number of complaints made from university campuses was almost as robust as that of the residential locations. What was even more fascinating was the clusters that were noticed in the Shadyside data were consistent in that of Squirrel Hill and Oakland as well. The physical distribution of these clusters in more or less uniform and seems to act as a centroid of population density. This made me think that either these clusters are either people from apartments who end up acting as conservators of the neighborhood or there is a glitch in the data set.