A Multi-Scale Analysis of 27,000 Urban Street Networks: Every US City, Town, Urbanized Area, and Zillow Neighborhood
arXiv:1705.02198 · doi:10.1177/2399808318784595
Abstract
OpenStreetMap offers a valuable source of worldwide geospatial data useful to urban researchers. This study uses the OSMnx software to automatically download and analyze 27,000 US street networks from OpenStreetMap at metropolitan, municipal, and neighborhood scales - namely, every US city and town, census urbanized area, and Zillow-defined neighborhood. It presents empirical findings on US urban form and street network characteristics, emphasizing measures relevant to graph theory, transportation, urban design, and morphology such as structure, connectedness, density, centrality, and resilience. In the past, street network data acquisition and processing have been challenging and ad hoc. This study illustrates the use of OSMnx and OpenStreetMap to consistently conduct street network analysis with extremely large sample sizes, with clearly defined network definitions and extents for reproducibility, and using nonplanar, directed graphs. These street networks and measures data have been shared in a public repository for other researchers to use.
References in corpus (6)
- OSMnx: New Methods for Acquiring, Constructing, Analyzing, and Visualizing Complex Street Networks
- Modeling urban street patterns
- Random planar graphs and the London street network
- Ranking Spaces for Predicting Human Movement in an Urban Environment
- Planarity and Street Network Representation in Urban Form Analysis
- The Morphology and Circuity of Walkable and Drivable Street Networks
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- The Right Tools for the Job: The Case for Spatial Science Tool-Building
- The Morphology and Circuity of Walkable and Drivable Street Networks
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- Spatial Strength Centrality and the Effect of Spatial Embeddings on Network Architecture