Overall the Map reveals clustering within the Oakland portion of Shadyside. There are some oddities in this data, I tried to utilize snow route centerlines to see potential locations where the snow goes/gets dumped within the city, I'm not sure if that was 100% positive. Additionally, I'm not sure if this map is abstracted enough, I would prefer more abstraction, but was limited by my current knowledge of coding (low/non-existent) and time.
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