{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Doodling with `osmnx`\n", "\n", "A notebook demonstrating a quick play with Geoff Boeing's [`osmnx`](https://github.com/gboeing/osmnx) package, in part drawing on examples found in the [`gboeing/osmnx-examples`](https://github.com/gboeing/osmnx-examples) notebooks." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# brew install spatialindex\n", "# pip install osmnx\n", "import osmnx as ox\n", "\n", "import networkx as nx\n", "\n", "import folium\n", "\n", "#Enable inline plotting of maps\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with a simple demo - grab all the driveable roads on the Isle of Wight from OpenStreetMap and render them:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Note - this may take some time...\n", "G = ox.graph_from_place('Isle of Wight, UK', network_type='drive')\n", "#The projection step projects to \n", "#ox.plot_graph(ox.project_graph(G));\n", "ox.plot_graph(G);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple Route Planning\n", "\n", "The routes are represented internally as a `networkx` graph. Finding the shortest distance between provides a way of generating simple routes.\n", "\n", "Using as `osmnx` utility method, we can geolocate addresses to access latitude/longitude co-ordinates of a location:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "origin = ox.utils.geocode('Pointer Inn, Newchurch, Isle of Wight')\n", "destination = ox.utils.geocode('Taverners, Godshill, Isle of Wight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then use another utility function to find the nearest node on the route graph to each location:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "origin_node = ox.get_nearest_node(G, origin) \n", "destination_node = ox.get_nearest_node(G, destination ) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The route is then found as the shortest path between those nodes over the graph representation:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "route = nx.shortest_path(G, origin_node, destination_node)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the route highlights it on the whole graph:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ox.plot_graph_route(G, route);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can plot the route on an interactive map:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot the route with folium\n", "ox.plot_route_folium(G, route, route_width=3, route_color='#AA1111',\n", " tiles='openstreetmap', popup_attribute='name')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Searching for Roads Within a Paritucular Boundaried Area\n", "\n", "As well as search for roads in a particular area searched for by name, we can also pull back roads or paths that are within a particular boundary specified using a shapefile.\n", "\n", "For example, using parish boundary line data made available as Ordnance Survey BoundaryLine data and served via a datasette ([Trying out SpatiaLite support in datasette](https://blog.ouseful.info/2018/06/28/trying-out-spatialite-support-in-datasette/)), we can pull back the boundary from the parish I live in an use that to filter the OSM routes request.\n", "\n", "First, grab the boundary data. There is actually another parish with the same name as the one I live in, so provide an added filter on the query to limit the results to a particular county. (We could also write a query to pull back a shapefile based on an ONS geography code.\n", "\n", "*(Note to self - add in a database table that supports ONS Geography lookup codes, eg as per [ONS Register of Geographic Codes](https://github.com/psychemedia/parlihacks/blob/master/notebooks/ONS%20Register%20of%20Geographic%20Codes.ipynb).)*" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import requests, json\n", "\n", "def get_geojson(region_type, region, county=None, code=None,\n", " col='wgs84',json_url = \"http://localhost:8001/adminboundaries.json\"):\n", " \n", " q='SELECT AsGeoJSON({col}) FROM {table} WHERE name LIKE \"%{region}%\"'.format(col=col,table=region_type,region=region)\n", " \n", " if county is not None: q='{} AND FILE_NAME LIKE \"%{}%\"'.format(q, county)\n", " if code is not None: q='{} AND CODE LIKE \"%{}%\"'.format(q, code)\n", " \n", " params = {'sql': q}\n", " #for example: SELECT AsGeoJSON(wgs84) FROM district_borough_unitary_region WHERE name LIKE \"%wight%\" \n", " r = requests.get(json_url, params=params)\n", " results = r.json()\n", " return json.loads(results['rows'][0][0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Firing up the datasette server\n", "\n", "One way of starting the datasette server is to use a containerised version of it:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "b61f0beb84433d45e551641424d410cda2ae45cc7aec86e1b853c31420a6f4ad\n" ] } ], "source": [ "%%bash\n", "docker run -d -p 8003:8001 -v `pwd`:/mnt datasetteproject/datasette \\\n", " datasette -p 8001 -h 0.0.0.0 /mnt/adminboundaries.db --load-extension=/usr/local/lib/mod_spatialite.so \\\n", " --config sql_time_limit_ms:10000\n", "#https://datasette.readthedocs.io/en/latest/installation.html\n", "#Assuming an appropriate database is in the pwd (present working directory)\n", "\n", "#locally on OS/X\n", "#datasette -p 8003 adminboundaries.db --load-extension=/usr/local/lib/mod_spatialite.dylib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can pull back a geojson boundary from the datasette:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "gj=get_geojson('parish_region', 'newchurch', 'wight', json_url = \"http://localhost:8003/adminboundaries.json\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `osmnx` package looks like it wants a `shapely` geometry to use as a filter when querying OpenStreetMap. That's easy enough to create, plus we get the added bonus of a quick preview of the geometry when using Jupyter notebooks." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from shapely.geometry import shape \n", "\n", "shp = shape( gj )\n", "shp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use this region as a search limit over the OSM data, allowing us to retrieve just the road data that falls within the parish boundary." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#see if we can load in all the roads within a particular parish\n", "#select name from parish_region where name like \"%arreton%\"\n", "parishroads = ox.graph_from_polygon(shp, network_type='drive')\n", "ox.plot_graph(parishroads);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As well as rendering the roads inline, we can also generate an overlay for an interactive map. (The `folium` package is loaded as part of the `osmnx` load.)\n", "\n", "It's a bit fiddly, but if you hover the cursor over the line just right, you can click to display a pop up containing the name of the road." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m=ox.plot_graph_folium(parishroads, popup_attribute='name', edge_width=2, tiles='openstreetmap')\n", "m" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 208, "metadata": {}, "output_type": "execute_result" } ], "source": [ "folium.GeoJson(gj, name='geojson').add_to(m)\n", "m" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#This seems to retain everything to the extent of the boundary?\n", "parishroads2 = ox.graph_from_polygon(shp, network_type='drive', truncate_by_edge=True, \n", " clean_periphery=False, simplify=True)\n", "ox.plot_graph(parishroads2);" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parishroads2 = ox.graph_from_polygon(shp, network_type='drive', truncate_by_edge=True, \n", " clean_periphery=False, simplify=True)\n", "m2=folium.Map()\n", "folium.GeoJson(gj, name='geojson').add_to(m2)\n", "m2=ox.plot_graph_folium(parishroads2, graph_map=m2,popup_attribute='name', edge_width=2, tiles='openstreetmap')\n", "\n", "m2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data loaded in from OSM is represented as a `networkx` graph. This means we can do graph operations on it.\n", "\n", "For example, how about trying to find routes that are walkable but not driveable?\n", "\n", "We can get the walkable routes easily enough:" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [], "source": [ "#Walkable routes in parish\n", "parishwalks = ox.graph_from_polygon(shp, network_type='walk')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's prune the walkable graph, and drop all the nodes in it that appear in the driveable graph." ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#walk not drive?\n", "parishwalksnotdrive = parishwalks.copy()\n", "#If a node is in the drive graph, remove it from the walk graph\n", "parishwalksnotdrive.remove_nodes_from(n for n in parishwalks if n in parishroads)\n", "ox.plot_graph(parishwalksnotdrive);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once again, it's easy enough to render that as an interactive map:" ] }, { "cell_type": "code", "execution_count": 160, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 160, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ox.plot_graph_folium(parishwalksnotdrive, popup_attribute='name', edge_width=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Building Footprints\n", "\n", "As well as plotting routes, we can also use `osmnx` to grab and plot building outlines." ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [], "source": [ "gdf = ox.buildings_from_polygon(shp)\n", "gdf_proj = ox.project_gdf(gdf)" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ox.plot_buildings(gdf_proj, bgcolor='#333333', color='w', dpi=40, figsize=(10,10));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous example shows how to grab data relating to the buildings that fall within an explicitly identified boundary, but we can also grab buildings within a specified distance of a particular location. That location can be identified as a point using latitude/longitude co-ordinates, or we can take the easy way out and geocode a particular address, using that as the central location.\n", "\n", "The following function geocodes an address and then displays building footprints in the vicinity of it:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#via https://github.com/gboeing/osmnx-examples/blob/master/notebooks/10-building-footprints.ipynb\n", "# helper function to get one-square-mile street networks, building footprints, and plot them\n", "def plot_buildings_nearby( address, network_type='drive', bldg_color='orange', dpi=40,\n", " dist=805, default_width=4, street_widths=None):\n", " gdf = ox.buildings_from_address(address=address,distance=dist)\n", " #The .project_gdf() method projects a GeoDataFrame to an appropriate UTM zone\n", " #I think this means the plot makes sense when presented as a 2d plot...\n", " gdf_proj = ox.project_gdf(gdf)\n", " fig, ax = ox.plot_figure_ground(address=address, dist=dist, network_type=network_type, default_width=default_width,\n", " street_widths=street_widths, save=False, show=False, close=True)\n", " fig, ax = ox.plot_buildings(gdf_proj, fig=fig, ax=ax, color=bldg_color, set_bounds=False,\n", " show=False, close=True, dpi=dpi)\n", " return fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can call the function with the address of the location we want to geocode:" ] }, { "cell_type": "code", "execution_count": 163, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 163, "metadata": {}, "output_type": "execute_result" } ], "source": [ "address = \"Old Village Inn, Bembridge, Isle of Wight\"\n", "plot_buildings_nearby(address)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Isochrone Maps\n", "\n", "Isochrone maps highlight distances between locations. If you have a travel speed in mind for a particular mode of transport, then we can highlight areas within a particular travel time of a specified location.\n", "\n", "(I wonder if we can get information back about road types - and assign different road speeds to them, e.g. as per MSA regulations?)\n", "\n", "Let's find the location corresponding to a particular address and find the node nearest to it on the road network. In this example, I'm going to find walkable locations within half an hour or so of a nearby pub." ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [], "source": [ "location=ox.utils.geocode('Pointer Inn, Newchurch, Isle of Wight')\n", "\n", "#via https://github.com/gboeing/osmnx-examples/blob/master/notebooks/13-isolines-isochrones.ipynb\n", "center_node = ox.get_nearest_node(parishwalks, location)\n", "\n", "#The projection gets a projection with \n", "H = ox.project_graph(parishwalks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's define some useful parameters, such as anticipated walking speed in km/h." ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [], "source": [ "# add an edge attribute for time in minutes required to traverse each edge\n", "travel_speed = 4.5\n", "\n", "meters_per_minute = travel_speed * 1000 / 60 #km per hour to m per minute\n", "\n", "#Generate a temporal distance measure for each edge\n", "# I wonder if we could also use this in a route planner?\n", "for u, v, k, data in H.edges(data=True, keys=True):\n", " data['time'] = data['length'] / meters_per_minute" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's identify some different \"temporal boundaries\" - a 5 minute walk, for example, or 10, 15 or 30 minute walk." ] }, { "cell_type": "code", "execution_count": 188, "metadata": {}, "outputs": [], "source": [ "trip_times = [5, 10, 15, 30] #in minutes\n", "# get one color for each isochrone\n", "iso_colors = ox.get_colors(n=len(trip_times), cmap='Reds', start=0.3, return_hex=True)" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import networkx as nx\n", "\n", "# color the nodes according to isochrone then plot the street network\n", "node_colors = {}\n", "for trip_time, color in zip(sorted(trip_times, reverse=True), iso_colors):\n", " subgraph = nx.ego_graph(H, center_node, radius=trip_time, distance='time')\n", " for node in subgraph.nodes():\n", " node_colors[node] = color\n", "\n", "nc = [node_colors[node] if node in node_colors else 'none' for node in H.nodes()]\n", "ns = [20 if node in node_colors else 0 for node in H.nodes()]\n", "ox.plot_graph(H, fig_height=8, node_color=nc, node_size=ns, node_alpha=0.8, node_zorder=2);\n", "#folium plot doesn't work as is for isochrone map?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So now I'm wondering how to generate a figure/ground plot showing all the buildings within a 30 minute walk of the address *Pointer Inn, Newchurch, Isle of Wight*!\n", "\n", "As well as colouring nodes loosely relative to walking time, we can also generate an isochrone map that places isochrone areas onto the map. The [Isolines-Isochrones](https://github.com/gboeing/osmnx-examples/blob/master/notebooks/13-isolines-isochrones.ipynb) example notebook provides a function that does just that:" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [], "source": [ "from shapely.geometry import LineString, Polygon, Point\n", "from descartes import PolygonPatch\n", "import geopandas as gpd\n", "\n", "def make_iso_polys(G, edge_buff=25, node_buff=50, infill=False):\n", " isochrone_polys = []\n", " for trip_time in sorted(trip_times, reverse=True):\n", " subgraph = nx.ego_graph(G, center_node, radius=trip_time, distance='time')\n", "\n", " node_points = [Point((data['x'], data['y'])) for node, data in subgraph.nodes(data=True)]\n", " nodes_gdf = gpd.GeoDataFrame({'id': subgraph.nodes()}, geometry=node_points)\n", " nodes_gdf = nodes_gdf.set_index('id')\n", "\n", " edge_lines = []\n", " for n_fr, n_to in subgraph.edges():\n", " f = nodes_gdf.loc[n_fr].geometry\n", " t = nodes_gdf.loc[n_to].geometry\n", " edge_lines.append(LineString([f,t]))\n", "\n", " n = nodes_gdf.buffer(node_buff).geometry\n", " e = gpd.GeoSeries(edge_lines).buffer(edge_buff).geometry\n", " all_gs = list(n) + list(e)\n", " new_iso = gpd.GeoSeries(all_gs).unary_union\n", " \n", " # try to fill in surrounded areas so shapes will appear solid and blocks without white space inside them\n", " if infill:\n", " new_iso = Polygon(new_iso.exterior)\n", " isochrone_polys.append(new_iso)\n", " return isochrone_polys" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling this function colours the map with boundary shapes associated with different walking times, overlaid on which are the walkable routes:" ] }, { "cell_type": "code", "execution_count": 192, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "isochrone_polys = make_iso_polys(H, edge_buff=25, node_buff=0, infill=True)\n", "fig, ax = ox.plot_graph(H, fig_height=8, show=False, close=False, edge_color='k', edge_alpha=0.2, node_color='none')\n", "for polygon, fc in zip(isochrone_polys, iso_colors):\n", " patch = PolygonPatch(polygon, fc=fc, ec='none', alpha=0.6, zorder=-1)\n", " ax.add_patch(patch)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reflection\n", "\n", "Living on a holiday island, I wonder if there's any mileage (!) in offering a simple service for campsites, hotels etc that would let them print off isochrone walking maps centred on the campsite, hotel etc with various points of interest, and estimated walking times, highlighted?\n", "\n", "I'm also wondering how much work would be required in order to add additional support to the `osmnx` package so that it could use Ordnance Survey, rather than OSM, data?\n", "\n", "One other thing I'd like to explore is how to generate [tulip diagrams](http://www.historicroadrally.co.uk/hrcr/navigation/tulips.htm) from route graphs." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }