{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Urban Street Network Analysis in a Computational Notebook**\n", "\n", "*REGION* Special Issue: The Potential of Notebooks for Scientific Publication, Reproducibility and Dissemination\n", "\n", "Geoff Boeing\n", "\n", "University of Southern California\n", "\n", "Los Angeles, USA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Abstract\n", "\n", "Computational notebooks offer researchers, practitioners, students, and educators the ability to interactively conduct analytics and disseminate reproducible workflows that weave together code, visuals, and narratives. This article explores the potential of computational notebooks in urban analytics and planning, demonstrating their utility through a case study of OSMnx and its tutorials repository. OSMnx is a Python package for working with OpenStreetMap data and modeling, analyzing, and visualizing street networks anywhere in the world. Its official demos and tutorials are distributed as open-source Jupyter notebooks on GitHub. This article showcases this resource by documenting the repository and demonstrating OSMnx interactively through a synoptic tutorial adapted from the repository. It illustrates how to download urban data and model street networks for various study sites, compute network indicators, visualize street centrality, calculate routes, and work with other spatial data such as building footprints and points of interest. Computational notebooks help introduce methods to new users and help researchers reach broader audiences interested in learning from, adapting, and remixing their work. Due to their utility and versatility, the ongoing adoption of computational notebooks in urban planning, analytics, and related geocomputation disciplines should continue into the future.\n", "\n", "*Keywords*: Computational Notebook, Jupyter, OpenStreetMap, OSMnx, Python, Street Network, Urban Planning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "\n", "A traditional academic and professional divide has long existed between code creators and code users. The former would develop software tools and workflows for professional or research applications, which the latter would then use to conduct analyses or answer scientific questions. Today, however, these boundary lines increasingly blur as computation percolates throughout both the natural and social sciences. As quantitatively-oriented academics gradually shift away from monolithic, closed-source data analysis software systems like SPSS and ArcGIS, they increasingly embrace coding languages like R and Python to script and document their research workflows (Padgham et al. 2019). Developing shareable, reproducible, and recomputable scripts in R or Python to acquire, transform, describe, visualize, and model data, these researchers act as both code creators and code users.\n", "\n", "An important trend in this methodological trajectory has been the widespread adoption of the computational notebook. A computational notebook is a computer file that replaces the traditional lab notebook and intersperses plain-language narrative, hyperlinks, and images with snippets of code in the paradigm of literate programming (Knuth 1992). These notebooks are easily distributed and integrate well with version control systems like Git because they are simply structured text files. They have pedagogical value in introducing students to computational thinking and coding techniques while thoroughly explaining each new programming language facet as it is introduced. They also offer research value in documenting data, questions, hypotheses, procedures, experiments, and results in detail alongside each's attendant computations (Pérez and Granger 2007; Kluyver et al. 2016).\n", "\n", "Computational notebooks thus open up the world of analytics to a wider audience than was possible in the past. This particularly impacts disciplines that encompass diverse methodologies and skillsets. For example, urban planning, like many academic domains related or adjacent to regional science, comprises a broad set of scholars, students, and working professionals with a wide range of computational aptitude. Some urban planners focus on policymaking within the political constraints of city hall. Others employ qualitative methods to work in and with vulnerable communities. Others develop simulation models to forecast urbanization patterns and infrastructure needs. Others intermingle these, and many more, different approaches to understanding and shaping the city. Yet all urban planners benefit from basic quantitative literacy and an ability to reason critically with data. This scholarly and professional imperative aligns with the growing importance of computational thinking in the urban context and parallel trends in geocomputation (Harris et al. 2017), geographic data science (Kang et al. 2019; Poorthuis and Zook 2019; Singleton and Arribas-Bel 2019), and the open-source/open-science movements (Rey 2019).\n", "\n", "Urban planning and its related disciplines benefit accordingly from the growing adoption of computational notebooks in pedagogy, research, and practice. Computation is increasingly central to the field and its practitioners benefit from open and reproducible approaches to analyzing urban data and predicting city futures (Kedron et al. 2019; Kontokosta 2018; Batty 2019). In the Python universe, for example, numerous new tools now exist to support urban analytics and planning processes, including data wrangling/analysis (pandas), visualization (matplotlib), geospatial wrangling/analysis (geopandas), spatial data science and econometrics (pySAL), mapping (cartopy), web mapping (folium), network analysis (NetworkX), land use modeling/simulation (UrbanSim), activity-based travel modeling (ActivitySim), and computational notebooks themselves (Jupyter).\n", "\n", "Another Python tool useful for urban planning research and practice – and the primary focus of this article – is OSMnx, a package for street network analysis (Boeing 2017). OSMnx allows users to download spatial data (including street networks, other networked infrastructure, building footprints, and points of interest) from OpenStreetMap then model, analyze, and visualize them. To introduce new users to its functionality and capabilities, OSMnx's official demos and tutorials are developed and maintained in Jupyter notebook format. This repository in turn offers a compelling case study of the potential of computational notebooks to document and disseminate geospatial software tools.\n", "\n", "This article introduces OSMnx as a computational tool for urban street network analysis by way of these computational notebooks. It describes their repository and highlights examples from them, inline here, to illustrate the use and value of computational notebooks. To do so, it demonstrates how to interactively execute the code in this article itself by using Docker to run a containerized computational environment including Jupyter Lab as an interactive web-based interface. The article is organized as follows. First, it presents the repository containing OSMnx's demo and tutorial notebooks. Then it describes how to run OSMnx's computational environment via Docker. Next it demonstrates the use of OSMnx interactively in the article itself through a synoptic tutorial adapted from this repository. Finally, it concludes by discussing the prospects of notebooks for facilitating the adoption of computational workflows in urban analytics and planning." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The OSMnx Examples Repository\n", "\n", "OSMnx's official demos, tutorials, and examples are in Jupyter notebook format in a [GitHub repository](https://github.com/gboeing/osmnx-examples). The repository's root contains a license file, a readme file, an environment definition file, repository contributing guidelines, and a notebooks folder. Within that folder, the repository contains 19 thematically organized Jupyter notebook files that collectively provide a short self-directed tutorial-style course in using OSMnx. The following notebooks are included there:\n", "\n", " 1. An introductory survey of features\n", " 1. A more comprehensive overview of OSMnx's basic functionality\n", " 1. Using OSMnx to produce shapefiles\n", " 1. Modeling and visualizing street networks in different places at different scales\n", " 1. Using OSMnx's network topology cleaning and simplification features\n", " 1. Saving and loading data to/from disk with OSMnx\n", " 1. Conducting street network analyses with OSMnx and its NetworkX dependency\n", " 1. Visualizing street networks and study sites\n", " 1. Working with dual graphs of street networks\n", " 1. Producing figure-ground diagrams for urban form analysis\n", " 1. Working with building footprints\n", " 1. Interactive web mapping of street networks and routes\n", " 1. Attaching elevations to the network and calculating street grades\n", " 1. Working with isolines and isochrones\n", " 1. Cleaning complex street intersections\n", " 1. Calculating street bearings\n", " 1. Working with other types of spatial infrastructure\n", " 1. Visualizing street network orientation with polar histograms\n", " 1. Interfacing between OSMnx and igraph for fast algorithm implementations in the C language\n", "\n", "This resource is useful for introducing users to the OSMnx software package, demonstrating how to download, model, analyze, and visualize street networks in Python, and illustrating several basic and intermediate spatial network analyses. To run the code examples in this resource repository, one must have access to a Python installation with the code dependencies installed, including Jupyter itself for running the notebook files. Two primary options exist for installing this computational environment. The first is installing Python locally, then configuring it and installing all the necessary packages and dependencies. This can be time-consuming and requires some prior experience beyond the scope of this article. The second, and easier, option is to simply run everything in a pre-built Docker container. This latter option is detailed in the following section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Computational Environment\n", "\n", "The OSMnx project's reference Docker image contains a stable, consistent computational environment for running OSMnx on any computer. Docker is a virtualization tool that allows complex software stacks to be delivered as self-contained packages called images, allowing users to run software without having to compile or install a complex chain of dependencies. Instead, users install Docker on their computer then tell it to run a certain image as an instance called a container.\n", "\n", "This article can be read in its static form (i.e., HTML or PDF) or it can be executed interactively (i.e., via its .ipynb Jupyter notebook file). For interactive execution, install Docker and run the official OSMnx container as follows. First, download and install [Docker Desktop](https://www.docker.com/products/docker-desktop). Once it is installed and running on your computer, open Docker's settings/preferences and ensure that your local drives are shared with Docker so the container has access to the notebook file. Then run the [OSMnx Docker container](https://hub.docker.com/r/gboeing/osmnx) (which contains a Python installation and all the packages needed to run OSMnx, including Jupyter Lab) by following the platform-specific instructions below.\n", "\n", "If you are on *Windows* open a command prompt, change directory to the location of this notebook file then run:\n", "\n", "```\n", "docker run --rm -it -p 8888:8888 -v \"%cd%\":/home/jovyan/work gboeing/osmnx:v10\n", "```\n", "\n", "If you are on *Mac/Linux* open a terminal window, change directory to the location of this notebook file then run:\n", "\n", "```\n", "docker run --rm -it -p 8888:8888 -v \"$PWD\":/home/jovyan/work gboeing/osmnx:v10\n", "```\n", "\n", "Once the container is running per these instructions, open your computer's web browser and visit [http://localhost:8888](http://localhost:8888) to access Jupyter Lab and open this article's notebook file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Street Network Analysis with OSMnx\n", "\n", "Here we showcase the resource repository inline to demonstrate potential applications. In particular, we highlight specific material from its notebooks (enumerated above), adapting their code into this interactive article to introduce OSMnx and illustrate some of the capabilities of a computational notebook.\n", "\n", "First we import the necessary Python modules:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.cm as cm\n", "import matplotlib.colors as colors\n", "import networkx as nx\n", "from IPython.display import Image\n", "from pprint import pprint" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "matplotlib is a package for data visualization and plotting. NetworkX is a package for generic network analysis. IPython provides interactive computing and underpins our Python-language Jupyter environment (Pérez and Granger 2007). pprint allows us to \"pretty print\" Python data structures to make them easier to read inline.\n", "\n", "Next we import OSMnx itself, configure it, and display its version number:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.10'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import osmnx as ox\n", "ox.config(log_console=True, use_cache=True)\n", "ox.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The configuration step tells OSMnx to log its actions to the terminal window and to use a cache. This cache saves a local copy of any data downloaded by OSMnx to prevent re-downloading the same data each time the code is run.\n", "\n", "Next we use OSMnx to download the street network of Piedmont, California, construct a graph model of it (via NetworkX), then plot the network with the `plot_graph` function (which uses matplotlib under the hood):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a graph of Piedmont's drivable street network then plot it\n", "G = ox.graph_from_place('Piedmont, California, USA', network_type='drive')\n", "fig, ax = ox.plot_graph(G)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the figure above, the network's intersections and dead-ends (i.e., graph nodes) appear as light blue circles and its street segments (i.e., graph edges) appear as gray lines. This is the street network within the municipal boundaries of the city of Piedmont, California. We select this study site for pedagogical purposes as it is a relatively small, self-contained municipality and lends itself to convenient visualization and indicator calculation here. Note that we specified `network_type='drive'` so this is specifically the drivable network in the city. OSMnx can also automatically download and model walkable and bikeable street networks by changing this argument.\n", "\n", "## Calculating Network Indicators\n", "\n", "Now that we have a model of the network, we can calculate some statistics and indicators. First, what area does our network cover in square meters? To calculate this, we project the graph, convert its projected nodes to a geopandas GeoDataFrame, then calculate the area of the convex hull of this set of node points in the Euclidean plane:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4224782.349449131" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# project graph then calculate its nodes' convex hull area\n", "G_proj = ox.project_graph(G)\n", "nodes_proj = ox.graph_to_gdfs(G_proj, edges=False)\n", "graph_area_m = nodes_proj.unary_union.convex_hull.area\n", "graph_area_m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, this network covers approximately 4.2 square kilometers. When projecting graphs, OSMnx by default uses the Universal Transverse Mercator (UTM) coordinate system and automatically determines the UTM zone for projection based on the network's centroid. Other coordinate reference systems can be defined by the user to customize this projection behavior.\n", "\n", "Next, we compute and inspect some basic stats about the network:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'circuity_avg': 1.11354525174028,\n", " 'clean_intersection_count': 271,\n", " 'clean_intersection_density_km': 64.1453162753664,\n", " 'edge_density_km': 26951.828421373437,\n", " 'edge_length_avg': 121.39190724946685,\n", " 'edge_length_total': 113865.60899999991,\n", " 'intersection_count': 312,\n", " 'intersection_density_km': 73.84995822108604,\n", " 'k_avg': 5.421965317919075,\n", " 'm': 938,\n", " 'n': 346,\n", " 'node_density_km': 81.89771007851208,\n", " 'self_loop_proportion': 0.006396588486140725,\n", " 'street_density_km': 14061.652905680734,\n", " 'street_length_avg': 121.23963877551029,\n", " 'street_length_total': 59407.42300000004,\n", " 'street_segments_count': 490,\n", " 'streets_per_node_avg': 2.953757225433526,\n", " 'streets_per_node_counts': {0: 0, 1: 34, 2: 0, 3: 263, 4: 47, 5: 1, 6: 1},\n", " 'streets_per_node_proportion': {0: 0.0,\n", " 1: 0.09826589595375723,\n", " 2: 0.0,\n", " 3: 0.7601156069364162,\n", " 4: 0.13583815028901733,\n", " 5: 0.002890173410404624,\n", " 6: 0.002890173410404624}}\n" ] } ], "source": [ "# calculate and print basic network stats\n", "stats = ox.basic_stats(G_proj, area=graph_area_m, clean_intersects=True, circuity_dist='euclidean')\n", "pprint(stats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, we can see that this network has 346 nodes (*n*) and 938 edges (*m*). The streets in this network are 11% more circuitous (*circuity_avg*) than straight-line would be. The average street segment length is 121 meters (*street_length_avg*). We can inspect more stats, primarily topological in nature, with the `extended_stats` function. As the results of many of these indicators are verbose (i.e., calculated at the node-level), we print only the indicators' names here:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "avg_neighbor_degree\n", "avg_neighbor_degree_avg\n", "avg_weighted_neighbor_degree\n", "avg_weighted_neighbor_degree_avg\n", "betweenness_centrality\n", "betweenness_centrality_avg\n", "center\n", "closeness_centrality\n", "closeness_centrality_avg\n", "clustering_coefficient\n", "clustering_coefficient_avg\n", "clustering_coefficient_weighted\n", "clustering_coefficient_weighted_avg\n", "degree_centrality\n", "degree_centrality_avg\n", "diameter\n", "eccentricity\n", "pagerank\n", "pagerank_max\n", "pagerank_max_node\n", "pagerank_min\n", "pagerank_min_node\n", "periphery\n", "radius\n" ] } ], "source": [ "# calculate and print extended network stats\n", "more_stats = ox.extended_stats(G, ecc=True, bc=True, cc=True)\n", "for key in sorted(more_stats.keys()):\n", " print(key)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The average neighborhood degree indicators refer to the mean degree of nodes in the neighborhood of each node. The centrality indicators (betweenness, closeness, degree, and PageRank) identify how \"central\" or important each node is to the network in terms of its topological structure. The clustering coefficient indicators represent the extent to which a node's neighborhood forms a complete graph. The extended stats also include the network's eccentricity (the maximum distance from each node to all other nodes), diameter (maximum eccentricity in the network), radius (minimum eccentricity in the network), center (set of all nodes whose eccentricity equals the radius), and periphery (set of all nodes whose eccentricity equals the diameter). Additional information about the various indicators is available online in OSMnx's [documentation](https://osmnx.readthedocs.io/en/stable/osmnx.html#module-osmnx.stats).\n", "\n", "Now that we have modeled the street network and computed various indictors of its geometry and topology, we can finally save our graph to disk as an ESRI shapefile or a GraphML file (an open-source format for graph serialization), allowing easy re-use in other GIS or network analysis software:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# save the network model to disk as a shapefile and graphml\n", "ox.save_graph_shapefile(G, filename='mynetwork_shapefile')\n", "ox.save_graphml(G, filename='mynetwork.graphml')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing Street Centrality\n", "\n", "OSMnx is built on top of NetworkX, a powerful network analysis package developed at Los Alamos National Laboratory (Hagberg et al. 2008). We can use it to calculate and visualize the closeness centrality of different streets in the network. Closeness centrality measures how central a node or edge is in a network and is defined as the reciprocal of the sum of the distance-weighted shortest paths between the node/edge and every other node/edge in the network.\n", "\n", "First, we convert our graph to its line graph (sometimes called the *dual graph*; see Porta et al. [2006]) which inverts its topological definitions such that streets become nodes and intersections become edges. Then we calculate the closeness centrality of each node (i.e., street in the line graph):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# calculate node closeness centrality of the line graph\n", "edge_centrality = nx.closeness_centrality(nx.line_graph(G))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have calculated the centrality of each street in the network, we visualize it with matplotlib via OSMnx's `plot_graph` function, using the inferno color map to represent the most-central streets in bright yellow and the least-central streets in dark purple:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# make a list of graph edge centrality values\n", "ev = [edge_centrality[edge + (0,)] for edge in G.edges()]\n", "\n", "# create a color scale converted to list of colors for graph edges\n", "norm = colors.Normalize(vmin=min(ev)*0.8, vmax=max(ev))\n", "cmap = cm.ScalarMappable(norm=norm, cmap=cm.inferno)\n", "ec = [cmap.to_rgba(cl) for cl in ev]\n", "\n", "# color the edges in the original graph by closeness centrality in line graph\n", "fig, ax = ox.plot_graph(G, bgcolor='black', axis_off=True, node_size=0,\n", " edge_color=ec, edge_linewidth=2, edge_alpha=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Network Routing\n", "\n", "OSMnx allows researchers and practitioners to calculate routes and simulate trips along the network using various shortest-path algorithms, such as Dijkstra's (1959). We demonstrate this here. First we use OSMnx to find the network nodes nearest to two latitude-longitude points:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# find the network nodes nearest to two points\n", "orig_node = ox.get_nearest_node(G, (37.825956, -122.242278))\n", "dest_node = ox.get_nearest_node(G, (37.817180, -122.218078))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we compute the shortest path between these origin and destination nodes using Dijkstra's algorithm weighted by length (i.e., geometric distance along the street network). Then we use OSMnx to plot this route along the network:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculate the shortest path between these nodes then plot it\n", "route = nx.shortest_path(G, orig_node, dest_node, weight='length', method='dijkstra')\n", "fig, ax = ox.plot_graph_route(G, route, node_size=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can calculate some statistics of our route, including its total length, in meters:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3284.0989999999997" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# what is the network distance of this route?\n", "net_dist = nx.shortest_path_length(G, orig_node, dest_node, weight='length', method='dijkstra')\n", "net_dist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, this trip would travel approximately 3.3 kilometers along the network. We can also calculate the straight-line distance between these two network nodes as-the-crow-flies, using OSMnx's vectorized great-circle calculator:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2340.8766018171827" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# what is the straight-line distance from origin to destination?\n", "sl_dist = ox.great_circle_vec(G.node[orig_node]['y'], G.node[orig_node]['x'],\n", " G.node[dest_node]['y'], G.node[dest_node]['x'])\n", "sl_dist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing these two distance values, we can compute an indicator of trip circuity: that is, how much greater the network-constrained distance is between two nodes compared to the straight-line distance between them. In this case, we can see that the network distance is approximately 40% longer than the straight-line distance:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.4029355487814306" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how much longer is the network distance than the straight-line?\n", "net_dist / sl_dist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Downloading/Modeling Networks in Other Ways\n", "\n", "So far, we have modeled and analyzed the street network of Piedmont, California. However, we are not constrained to study sites in the United States. OpenStreetMap is a global mapping project and OSMnx can model networks anywhere in the world, such as Modena, Italy:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a graph of Modena's drivable street network then plot it\n", "G = ox.graph_from_place('Modena, Italy', retain_all=True)\n", "fig, ax = ox.plot_graph(G, fig_height=8, node_size=0, edge_linewidth=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have seen how to download street network data and turn it into a graph-based model using OSMnx's `graph_from_place` function. This function geocodes the place name using OpenStreetMap's Nominatim web service, identifies its bounding polygon, then downloads all the network data within this polygon from OpenStreetMap's Overpass API. This workflow easily handles well-defined place names. However, OSMnx offers additional functionality to download and model networks for other study sites as well.\n", "\n", "For example, if OpenStreetMap does not have a bounding polygon for a specific study site, we can acquire its street network anyway by passing a polygon directly into the `graph_from_polygon` function. Or we can pass in latitude-longitude coordinates and a distance into the `graph_from_point` function as demonstrated here, where we visualize the network within a bounding box around the University of California, Berkeley's Wurster Hall:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a graph around UC Berkeley then plot it\n", "wurster_hall = (37.870605, -122.254830)\n", "one_mile = 1609 #one mile in meters\n", "G = ox.graph_from_point(wurster_hall, distance=one_mile, network_type='drive')\n", "fig, ax = ox.plot_graph(G, node_size=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OSMnx also accepts place queries as unambiguous Python dictionaries to help the geocoder find a specific matching study site when several names might approximately overlap. In this example, we download the street network of San Francisco, California by defining the query with such a dictionary:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# create a graph of San Francisco's drivable street network then plot it\n", "place = {'city' : 'San Francisco',\n", " 'state' : 'California',\n", " 'country': 'USA'}\n", "G = ox.graph_from_place(place, network_type='drive')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Downloading Other Infrastructure Types\n", "\n", "All of the preceding examples have focused on urban and suburban street networks. However, OSMnx can also download and model other networked infrastructure types by passing in custom queries via the `infrastructure` argument. Such networked infrastructure could include power lines, the canal systems of Venice or Amsterdam, or the New York City subway's rail infrastructure as illustrated in this example:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create a graph of NYC's subway rail infrastructure then plot it\n", "G = ox.graph_from_place('New York City, New York, USA',\n", " retain_all=False, truncate_by_edge=True, simplify=True,\n", " network_type='none', infrastructure='way[\"railway\"~\"subway\"]')\n", "\n", "fig, ax = ox.plot_graph(G, node_size=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the preceding code snippet modeled subway rail *infrastructure* which thus includes crossovers, sidings, spurs, yards, and the like. For a station-based train network model, the analyst would be best-served downloading and modeling a station adjacency matrix.\n", "\n", "Beyond networked infrastructure, OSMnx can also work with OpenStreetMap building footprint and points of interest data. For example, we can download and visualize the building footprints near New York's Empire State Building:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# download and visualize the building footprints around the empire state bldg\n", "point = (40.748482, -73.985402) #empire state bldg coordinates\n", "dist = 812 #meters\n", "gdf = ox.footprints_from_point(point=point, distance=dist)\n", "gdf_proj = ox.project_gdf(gdf)\n", "bbox_proj = ox.bbox_from_point(point=point, distance=dist, project_utm=True)\n", "fig, ax = ox.plot_footprints(gdf_proj, bbox=bbox_proj, bgcolor='#333333', color='w', figsize=(6,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can download and inspect the amenities matching the tag \"restaurants\" near the Empire State Building and then display the five most common cuisine types" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namecuisine
357620442Dolcino Trattoria Toscanaitalian
419359995Little Alleychinese
419367625Ramen Takumijapanese;ramen
561042187Les Hallesfrench
663104998Tick Tock Dinerdiner
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" ], "text/plain": [ " name cuisine\n", "357620442 Dolcino Trattoria Toscana italian\n", "419359995 Little Alley chinese\n", "419367625 Ramen Takumi japanese;ramen\n", "561042187 Les Halles french\n", "663104998 Tick Tock Diner diner" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# download restaurants near the empire state bldg then display them\n", "gdf = ox.pois_from_point(point=point, distance=dist, amenities=['restaurant'])\n", "gdf[['name', 'cuisine']].dropna().head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "indian 22\n", "korean 15\n", "italian 14\n", "japanese 13\n", "pizza 9\n", "Name: cuisine, dtype: int64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show the five most common cuisine types among these restaurants\n", "gdf['cuisine'].value_counts().head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "\n", "This article argued that computational notebooks underpin an important emerging pillar in urban analytics and planning research, pedagogy, and practice. To demonstrate this, it presented the official repository of computational notebooks that the OSMnx project uses for tutorials, demos, and guides. It illustrated the use of these notebooks by highlighting specific examples from them, inline and interactively within this article, as an introduction to this modeling and analysis software. OSMnx itself is a Python package for downloading, modeling, analyzing, and visualizing data from OpenStreetMap. It lets users analyze networked infrastructure like street networks as well as building footprints, points of interest, elevation data, and more. This article demonstrated how computational notebooks can provide a tutorial-style introduction to scientific software such as this.\n", "\n", "The OSMnx project uses computational notebooks because they offer several advantages. First, they empower scientific reproducibility, replication, sharing, and remixing. Second, they allow researchers to intermingle data analyses with visualizations and narratives to ask and answer research questions. Third, they offer \"follow-along\" guides for introducing software and methods to new users, such as in this repository for OSMnx or even in the university classroom. Finally, they help researchers reach a wider community of interest by making their methodologies and analyses more legible to a broad audience potentially interested in adapting and remixing their work. For these reasons and more, we expect to see growing adoption of computational notebooks in the urban planning discipline and related analytics fields." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Appendix\n", "\n", "The interested reader may consult the following web sites for more information and resources as discussed in the article:\n", "\n", " - OSMnx examples repository: https://github.com/gboeing/osmnx-examples\n", " - OSMnx documentation: https://osmnx.readthedocs.io/\n", " - Docker Desktop is available at: https://www.docker.com/products/docker-desktop\n", " - The OSMnx Docker image is available at: https://hub.docker.com/r/gboeing/osmnx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References\n", "\n", "Batty, M. (2019). Urban Analytics Defined. *Environment and Planning B: Urban Analytics and City Science*, 46(3), 403–405. https://doi.org/10.1177/2399808319839494\n", "\n", "Boeing, G. (2017). OSMnx: New Methods for Acquiring, Constructing, Analyzing, and Visualizing Complex Street Networks. *Computers, Environment and Urban Systems*, 65, 126–139. https://doi.org/10.1016/j.compenvurbsys.2017.05.004\n", "\n", "Dijkstra, E. W. (1959). A Note on Two Problems in Connexion with Graphs. *Numerische Mathematik*, 1(1), 269–271. https://doi.org/10.1007/BF01386390\n", "\n", "Hagberg, A. A., Schult, D. A., & Swart, P. J. (2008). Exploring Network Structure, Dynamics, and Function using NetworkX. In G. Varoquaux, T. Vaught, & J. Millman (Eds.), *Proceedings of the 7th Python in Science Conference* (pp. 11–16). Pasadena, California: SciPy.\n", "\n", "Harris, R., O'Sullivan, D., Gahegan, M., Charlton, M., Comber, L., Longley, P., … Evans, A. (2017). More Bark than Bytes? 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