Our team out of Data Analytics course challenged ourselves to explore the location correlation of graffiti & murals and main streets in different Pittsburgh neighborhood, including Strip District, Downtown Culture District and Shadyside. All three neighborhoods have much different urban identities, such as dense urban core, urban commercial and neighborhood commercial district. With manual data collection and computational visualization, the data reflects certain location difference of data.