{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Retrieving OpenStreetMap data\n", "\n", "![](img/OSM_logo.png)\n", "\n", "## What is OpenStreetMap?\n", "\n", "OpenStreetMap (OSM) is a global collaborative (crowd-sourced) dataset and project that aims at creating a free editable map of the world containing a lot of information about our environment.\n", "It contains data for example about streets, buildings, different services, and landuse to mention a few.\n", "\n", "OSM has a large userbase with more than 4 million users and over a million contributers that update actively the OSM database with 3 million changesets per day. In total OSM contains more than 4 billion nodes that form the basis of the digitally mapped world that OSM provides ([stats from November 2017](http://wiki.openstreetmap.org/wiki/Stats)).\n", "\n", "OpenStreetMap is used not only for integrating the **OSM maps** as background maps to visualizations or online maps, but also for many other purposes such as **routing**, **geocoding**, **education**, and **research**. OSM is also widely used for humanitarian response e.g. in crisis areas (e.g. after natural disasters) and for fostering economic development (see more from [Humanitarian OpenStreetMap Team (HOTOSM) website](https://www.hotosm.org)).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## OSMnx\n", "\n", "This week we will explore a Python module called [OSMnx](https://github.com/gboeing/osmnx)\n", "that can be used to retrieve, construct, analyze, and visualize street networks from OpenStreetMap, and also retrieve data about Points of Interest such as restaurants, schools, and lots of different kind of services. It is also easy to conduct network routing based on walking, cycling or driving by combining OSMnx functionalities with a package called [NetworkX](https://networkx.github.io/documentation/stable/).\n", "\n", "To get an overview of the capabilities of the package, see an introductory video given by the lead developer of the package, Prof. Geoff Boeing: [\"Meet the developer: Introduction to OSMnx package by Geoff Boeing\"](https://www.youtube.com/watch?v=Q0uxu25ddc4&list=PLs9D4XVqc6dCAhhvhZB7aHGD8fCeCC_6N).\n", "\n", "There is also a scientific article available describing the package:\n", "\n", "- Boeing, G. 2017. [\"OSMnx: New Methods for Acquiring, Constructing, Analyzing, and Visualizing Complex Street Networks.\"](https://www.researchgate.net/publication/309738462_OSMnx_New_Methods_for_Acquiring_Constructing_Analyzing_and_Visualizing_Complex_Street_Networks) Computers, Environment and Urban Systems 65, 126-139. doi:10.1016/j.compenvurbsys.2017.05.004" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download and visualize OpenStreetMap data with OSMnx\n", "\n", "One the most useful features that OSMnx provides is an easy-to-use way of retrieving [OpenStreetMap](http://www.openstreetmap.org) data (using [OverPass API](http://wiki.openstreetmap.org/wiki/Overpass_API)).\n", "\n", "In this tutorial, we will learn how to download and visualize OSM data covering a specified area of interest: a district of Kamppi in Helsinki, Finland.\n", "\n", "OSMnx makes it really easy to do that as it allows you to specify an address to retrieve the OpenStreetMap data around that area. In fact, OSMnx uses the same Nominatim Geocoding API to do this, which we tested during the Lesson 2.\n", "\n", "- Let's retrieve OpenStreetMap (OSM) data by specifying ``\"Kamppi, Helsinki, Finland\"`` as the address where the data should be downloaded.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "networkx.classes.multidigraph.MultiDiGraph" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import osmnx as ox\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Specify the name that is used to seach for the data\n", "place_name = \"Kamppi, Helsinki, Finland\"\n", "\n", "# Fetch OSM street network from the location\n", "graph = ox.graph_from_place(place_name)\n", "type(graph)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okey, as we can see the data that we retrieved is a special data object called `networkx.classes.multidigraph.MultiDiGraph`. A DiGraph is a data type that stores nodes and edges with optional data, or attributes. What we can see here is that this data type belongs to a Python module called [networkx](https://networkx.github.io/documentation/stable/) that can be used to create, manipulate, and study the structure, dynamics, and functions of complex networks. Networkx module contains algorithms that can be used to calculate [shortest paths](https://networkx.github.io/documentation/networkx-1.10/reference/algorithms.shortest_paths.html)\n", "along road networks using e.g. [Dijkstra's](https://en.wikipedia.org/wiki/Dijkstra%27s_algorithm) or [A\\* algorithm](https://en.wikipedia.org/wiki/A*_search_algorithm).\n", "\n", "- Let's see how our street network looks like. It is easy to visualize the graph with osmnx with `plot_graph()` function. The function utilizes Matplotlib for visualizing the data,\n", "hence as a result it returns a matplotlib figure and axis objects:\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the streets\n", "fig, ax = ox.plot_graph(graph)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now we can see that our graph contains the nodes (blue circles) and the edges (gray lines) that connects those nodes to each other.\n", "\n", "It is also possible to retrieve other types of OSM data features with osmnx such as buildings or points of interest (POIs).\n", "\n", "- Let's download the buildings with `buildings_from_place()` -function and plot them on top of our street network in Kamppi. Let's also plot the Polygon that represents the area of Kamppi, Helsinki that can be retrieved with `gdf_from_place` -function.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] } ], "source": [ "# Retrieve the footprint of our location\n", "area = ox.gdf_from_place(place_name)\n", "\n", "# Retrieve buildings from the area\n", "buildings = ox.buildings_from_place(place_name)\n", "\n", "# What types are those?\n", "print(type(area))\n", "print(type(buildings))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result we got the data as GeoDataFrames. \n", "\n", "OSMnx has a nice function called `ox.pois_from_place()` that can be used in a similar manner as the previous function to retrieve specific POI data from OpenStreetMap such as `restaurants`. With parameter `amenities` we can pass a list of OSM amenity categories that we are interested in retrieving. \n", "\n", "- Let's also retrieve restaurants that are located on the area:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "199" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Retrieve restaurants\n", "restaurants = ox.pois_from_place(place_name, amenities=['restaurant'])\n", "\n", "# How many restaurants do we have?\n", "len(restaurants)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, there exist quite many restaurants in the area.\n", "\n", "- Let's explore what kind of attributes we have in our restaurants GeoDataFrame" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['access:dog', 'addr:city', 'addr:country', 'addr:floor',\n", " 'addr:housename', 'addr:housenumber', 'addr:place', 'addr:postcode',\n", " 'addr:street', 'address', 'alt_name', 'amenity', 'brunch', 'capacity',\n", " 'contact:email', 'contact:foursquare', 'contact:phone',\n", " 'contact:website', 'contact:yelp', 'created_by', 'cuisine', 'delivery',\n", " 'description', 'description:en', 'diet:vegan', 'diet:vegetarian',\n", " 'element_type', 'email', 'entrance', 'established', 'geometry',\n", " 'highchair', 'internet_access', 'is_in', 'layer', 'level', 'lunch',\n", " 'name', 'name:en', 'name:fi', 'name:sv', 'name:zh', 'note', 'office',\n", " 'opening_hours', 'opening_hours:brunch', 'opening_hours:lunch',\n", " 'opening_hours:lunch_buffet', 'operator', 'osmid', 'outdoor_seating',\n", " 'phone', 'ref:vatin', 'shop', 'smoking', 'source', 'takeaway',\n", " 'toilets:wheelchair', 'url', 'was:name', 'website', 'website:en',\n", " 'wheelchair', 'wheelchair:description', 'wikidata', 'building',\n", " 'nodes'],\n", " dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Available columns\n", "restaurants.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow, there exists quite a lot of information related to the POIs. One of the useful ones might be for example the `name`, `address information` and `opening_hours` information:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameopening_hoursaddr:cityaddr:countryaddr:housenumberaddr:postcodeaddr:street
60062502KabukiNaNHelsinkiFI1200180Lapinlahdenkatu
60133792Ateljé FinneNaNHelsinkiFINaNNaNNaN
62965963Empire PlazaNaNNaNNaNNaNNaNNaN
62967659Ravintola PääpostiNaNHelsinkiNaN1 B00100Mannerheiminaukio
68734026Hampton BayNaNHelsinkiFI600120Hietalahdenranta
76617692Johan LudvigNaNHelsinkiFINaNNaNNaN
76624339Ravintola RivolettoMo-Th 11:00-23:00; Fr 11:00-24:00; Sa 15:00-24...HelsinkiFI3800120Albertinkatu
76624351PuebloNaNHelsinkiFINaNNaNEerikinkatu
76627823AtabarNaNHelsinkiFINaNNaNEerikinkatu
89074039Papa AlbertMo-Th 10:00-14:00, 17:30-22:00; Fr 11:00-23:00...HelsinkiFI3000120Albertinkatu
\n", "
" ], "text/plain": [ " name \\\n", "60062502 Kabuki \n", "60133792 Ateljé Finne \n", "62965963 Empire Plaza \n", "62967659 Ravintola Pääposti \n", "68734026 Hampton Bay \n", "76617692 Johan Ludvig \n", "76624339 Ravintola Rivoletto \n", "76624351 Pueblo \n", "76627823 Atabar \n", "89074039 Papa Albert \n", "\n", " opening_hours addr:city \\\n", "60062502 NaN Helsinki \n", "60133792 NaN Helsinki \n", "62965963 NaN NaN \n", "62967659 NaN Helsinki \n", "68734026 NaN Helsinki \n", "76617692 NaN Helsinki \n", "76624339 Mo-Th 11:00-23:00; Fr 11:00-24:00; Sa 15:00-24... Helsinki \n", "76624351 NaN Helsinki \n", "76627823 NaN Helsinki \n", "89074039 Mo-Th 10:00-14:00, 17:30-22:00; Fr 11:00-23:00... Helsinki \n", "\n", " addr:country addr:housenumber addr:postcode addr:street \n", "60062502 FI 12 00180 Lapinlahdenkatu \n", "60133792 FI NaN NaN NaN \n", "62965963 NaN NaN NaN NaN \n", "62967659 NaN 1 B 00100 Mannerheiminaukio \n", "68734026 FI 6 00120 Hietalahdenranta \n", "76617692 FI NaN NaN NaN \n", "76624339 FI 38 00120 Albertinkatu \n", "76624351 FI NaN NaN Eerikinkatu \n", "76627823 FI NaN NaN Eerikinkatu \n", "89074039 FI 30 00120 Albertinkatu " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Select some useful cols and print\n", "cols = ['name', 'opening_hours', 'addr:city', 'addr:country', \n", " 'addr:housenumber', 'addr:postcode', 'addr:street']\n", "# Print only selected cols\n", "restaurants[cols].head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, there exists a lot of useful information about restaurants that can be retrieved easily with OSMnx. \n", "\n", "We can now plot all these different OSM layers by using the familiar `plot()` function of Geopandas. As you might remember, the street network data was not in GeoDataFrame format (it was networkx.MultiDiGraph). Luckily, osmnx provides a convenient function `graph_to_gdfs()` that can convert the graph into two separate GeoDataFrames where the first one contains the information about the nodes and the second one about the edge.\n", "\n", "- Let's extract the nodes and edges from the graph as GeoDataFrames:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nodes:\n", " highway osmid ref x y \\\n", "25216594 NaN 25216594 NaN 24.9211 60.1648 \n", "25238874 NaN 25238874 NaN 24.921 60.1637 \n", "25238883 crossing 25238883 NaN 24.9214 60.1635 \n", "25238933 bus_stop 25238933 1168 24.9245 60.1611 \n", "25238944 NaN 25238944 NaN 24.9213 60.1646 \n", "\n", " geometry \n", "25216594 POINT (24.9210566 60.1647939) \n", "25238874 POINT (24.9210282 60.1636645) \n", "25238883 POINT (24.9214411 60.1634517) \n", "25238933 POINT (24.924529 60.1611136) \n", "25238944 POINT (24.9212859 60.164631) \n", "\n", "Edges:\n", " access bridge geometry \\\n", "0 NaN NaN LINESTRING (24.9253928 60.1664791, 24.925717 6... \n", "1 NaN NaN LINESTRING (24.9253928 60.1664791, 24.9254822 ... \n", "2 NaN NaN LINESTRING (24.9340047 60.1675525, 24.9339332 ... \n", "3 NaN NaN LINESTRING (24.9292726 60.1622912, 24.9294092 ... \n", "4 NaN NaN LINESTRING (24.9292726 60.1622912, 24.9291752 ... \n", "\n", " highway junction key lanes length maxspeed name oneway \\\n", "0 residential NaN 0 NaN 69.085 30 Lastenkodinkuja True \n", "1 footway NaN 0 NaN 5.119 NaN NaN False \n", "2 residential NaN 0 NaN 11.431 30 Kansakoulukuja False \n", "3 footway NaN 0 NaN 9.323 NaN NaN False \n", "4 footway NaN 0 NaN 6.855 NaN NaN False \n", "\n", " osmid ref service tunnel u v \n", "0 7849131 NaN NaN NaN 296045343 295948400 \n", "1 27009094 NaN NaN NaN 296045343 296045357 \n", "2 15240373 NaN NaN NaN 3216400385 301360890 \n", "3 86533507 NaN NaN NaN 1372233731 1005727584 \n", "4 86533507 NaN NaN NaN 1372233731 298367080 \n", "\n", "Type: \n" ] } ], "source": [ "# Retrieve nodes and edges\n", "nodes, edges = ox.graph_to_gdfs(graph)\n", "print(\"Nodes:\\n\", nodes.head(), '\\n')\n", "print(\"Edges:\\n\", edges.head(), '\\n')\n", "print(\"Type:\", type(edges))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! Now, as we can see, we have our graph as GeoDataFrames and we can plot them using the same functions and tools as we have used before.\n", "\n", "**Note:** There are also other ways of retrieving the data from OpenStreetMap with osmnx such as passing a Polygon to extract the data from that area, or passing a Point coordinates and retrieving data around that location with specific radius. Take a look of this [tutorial to find out how to use those features of osmnx](https://github.com/gboeing/osmnx-examples/blob/master/notebooks/01-overview-osmnx.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's create a map out of the streets, buildings, restaurants, and the area Polygon but let's exclude the nodes (to keep the figure clearer)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the footprint\n", "ax = area.plot(facecolor='black')\n", "\n", "# Plot street edges\n", "edges.plot(ax=ax, linewidth=1, edgecolor='#BC8F8F')\n", "\n", "# Plot buildings\n", "buildings.plot(ax=ax, facecolor='khaki', alpha=0.7)\n", "\n", "# Plot restaurants\n", "restaurants.plot(ax=ax, color='green', alpha=0.7, markersize=10)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool! Now we have a map where we have plotted the restaurants, buildings, streets and the boundaries of the selected region of 'Kamppi' in Helsinki. And all of this required only a few lines of code. Pretty neat! \n" ] } ], "metadata": { "kernelspec": { "display_name": "Python gis", "language": "python", "name": "gis" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.0" } }, "nbformat": 4, "nbformat_minor": 2 }