{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Network analysis in Python\n", "\n", "Finding a shortest path using a specific street network is a common GIS problem that has many practical\n", "applications. For example navigators are one of those \"every-day\" applications where **routing** using specific algorithms is used to find the optimal route between two (or multiple) points.\n", "\n", "It is also possible to perform network analysis such as tranposrtation routing in Python.\n", "[Networkx](https://networkx.github.io/documentation/stable/) is a Python module that provides tools for analyzing networks in various different ways. It also contains algorithms\n", "such as [Dijkstra's algorithm](https://networkx.github.io/documentation/networkx-1.10/reference/generated/networkx.algorithms.shortest_paths.weighted.single_source_dijkstra.html#networkx.algorithms.shortest_paths.weighted.single_source_dijkstra) or\n", "[A*](https://networkx.github.io/documentation/networkx-1.10/reference/generated/networkx.algorithms.shortest_paths.astar.astar_path.html#networkx.algorithms.shortest_paths.astar.astar_path) algoritm that are commonly used to find shortest paths along transportation network.\n", "\n", "To be able to conduct network analysis, it is, of course, necessary to have a network that is used for the analyses. The [OSMnx](https://github.com/gboeing/osmnx) package enables us to retrieve routable networks from OpenStreetMap for various transport modes (walking, cycling and driving). OSMnx also combines some functionalities from `networkx` module to make it straightforward to conduct routing analysis based on OpenStreetMap data.\n", "\n", "Next we will test the routing functionalities of OSMnx by finding a shortest path between two points based on drivable roads. With tiny modifications, it is also possible to repeat the analysis for the walkable street network." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get the network\n", "\n", "Let's again start by importing the required modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import osmnx as ox\n", "import networkx as nx\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from pyproj import CRS\n", "import contextily as ctx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When fetching netowrk data from OpenStreetMap using OSMnx, it is possible to define the type of street network using the `network_type` parameter (see options from the [OSMnx documentation](https://osmnx.readthedocs.io/en/stable/osmnx.html?highlight=graph%20from%20place#osmnx.graph.graph_from_place)).\n", "Let's download the OSM data from Kamppi but this only the bike network. If that does not work, try the driveable network (less roads, faster query..)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "place_name = \"Kamppi, Helsinki, Finland\"\n", "\n", "# Retrieve the network\n", "graph = ox.graph_from_place(place_name, network_type='bike')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the graph:\n", "fig, ax = ox.plot_graph(graph)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pro tip! Sometimes the shortest path might go slightly outside the defined area of interest. To account for this, we can fetch the network for a bit larger area than the district of Kamppi, in case the shortest path is not completely inside its boundaries. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Get the area of interest polygon\n", "place_polygon = ox.geocode_to_gdf(place_name)\n", "\n", "# Re-project the polygon to a local projected CRS \n", "place_polygon = place_polygon.to_crs(epsg=3067)\n", "\n", "# Buffer a bit\n", "place_polygon[\"geometry\"] = place_polygon.buffer(200)\n", "\n", "# Re-project the polygon back to WGS84, as required by osmnx\n", "place_polygon = place_polygon.to_crs(epsg=4326)\n", "\n", "# Retrieve the network\n", "graph = ox.graph_from_polygon(place_polygon[\"geometry\"].values[0], network_type='bike')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the graph:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = ox.plot_graph(graph)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okey so now we have streets for the travel mode we specified earlier. Let's have a colser look at the attributes of the street network. Easiest way to do this is to convert the\n", "graph (nodes and edges) into GeoDataFrames.\n", "\n", "Converting graph into a GeoDataFrame can be done with function `graph_to_gdfs()` that we already used in previous tutorial. With parameters `nodes` and `edges`, it is possible to control whether to retrieve both nodes and edges from the graph. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Retrieve only edges from the graph\n", "edges = ox.graph_to_gdfs(graph, nodes=False, edges=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['osmid', 'oneway', 'lanes', 'name', 'highway', 'maxspeed', 'length',\n", " 'geometry', 'access', 'bridge', 'junction', 'tunnel', 'service', 'u',\n", " 'v', 'key'],\n", " dtype='object')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check columns\n", "edges.columns" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Name: WGS 84\n", "Axis Info [ellipsoidal]:\n", "- Lat[north]: Geodetic latitude (degree)\n", "- Lon[east]: Geodetic longitude (degree)\n", "Area of Use:\n", "- name: World\n", "- bounds: (-180.0, -90.0, 180.0, 90.0)\n", "Datum: World Geodetic System 1984\n", "- Ellipsoid: WGS 84\n", "- Prime Meridian: Greenwich" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check crs\n", "edges.crs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the CRS of the GeoDataFrame is be WGS84 (epsg: 4326)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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osmidonewaylanesnamehighwaymaxspeedlengthgeometryaccessbridgejunctiontunnelserviceuvkey
023717777True2Porkkalankatuprimary4010.404LINESTRING (24.92106 60.16479, 24.92087 60.16479)NaNNaNNaNNaNNaN2521659413724257210
123856784True2Mechelininkatuprimary4040.885LINESTRING (24.92106 60.16479, 24.92095 60.164...NaNNaNNaNNaNNaN2521659413724257140
2[59355210, 4229487]False2Santakaturesidential3044.310LINESTRING (24.91994 60.16279, 24.91932 60.162...NaNNaNNaNNaNNaN252388651464476260
37842621FalseNaNSinikaislankujaresidential3076.704LINESTRING (24.91994 60.16279, 24.91995 60.162...NaNNaNNaNNaNNaN25238865576619890
4231643806FalseNaNNaNcyclewayNaN59.812LINESTRING (24.91994 60.16279, 24.92014 60.162...NaNNaNNaNNaNNaN252388653147678000
\n", "
" ], "text/plain": [ " osmid oneway lanes name highway maxspeed \\\n", "0 23717777 True 2 Porkkalankatu primary 40 \n", "1 23856784 True 2 Mechelininkatu primary 40 \n", "2 [59355210, 4229487] False 2 Santakatu residential 30 \n", "3 7842621 False NaN Sinikaislankuja residential 30 \n", "4 231643806 False NaN NaN cycleway NaN \n", "\n", " length geometry access bridge \\\n", "0 10.404 LINESTRING (24.92106 60.16479, 24.92087 60.16479) NaN NaN \n", "1 40.885 LINESTRING (24.92106 60.16479, 24.92095 60.164... NaN NaN \n", "2 44.310 LINESTRING (24.91994 60.16279, 24.91932 60.162... NaN NaN \n", "3 76.704 LINESTRING (24.91994 60.16279, 24.91995 60.162... NaN NaN \n", "4 59.812 LINESTRING (24.91994 60.16279, 24.92014 60.162... NaN NaN \n", "\n", " junction tunnel service u v key \n", "0 NaN NaN NaN 25216594 1372425721 0 \n", "1 NaN NaN NaN 25216594 1372425714 0 \n", "2 NaN NaN NaN 25238865 146447626 0 \n", "3 NaN NaN NaN 25238865 57661989 0 \n", "4 NaN NaN NaN 25238865 314767800 0 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okey, so we have quite many columns in our GeoDataFrame. Most of the columns are fairly self-explanatory but the following table describes all of them.\n", "Most of the attributes come directly from the OpenStreetMap, however, columns `u` and `v` are Networkx specific ids. You can click on the links to get more information about each attribute:\n", "\n", "\n", "| Column | Description | Data type |\n", "|------------------------------------------------------------|-----------------------------|-------------------|\n", "| [bridge](http://wiki.openstreetmap.org/wiki/Key:bridge) | Bridge feature | boolean |\n", "| geometry | Geometry of the feature | Shapely.geometry |\n", "| [highway](http://wiki.openstreetmap.org/wiki/Key:highway) | Tag for roads (road type) | str / list |\n", "| [lanes](http://wiki.openstreetmap.org/wiki/Key:lanes) | Number of lanes | int (or nan) |\n", "| [lenght](http://wiki.openstreetmap.org/wiki/Key:length) | Length of feature (meters) | float |\n", "| [maxspeed](http://wiki.openstreetmap.org/wiki/Key:maxspeed)| maximum legal speed limit | int /list |\n", "| [name](http://wiki.openstreetmap.org/wiki/Key:name) | Name of the (street) element| str (or nan) |\n", "| [oneway](http://wiki.openstreetmap.org/wiki/Key:oneway) | One way road | boolean |\n", "| [osmid](http://wiki.openstreetmap.org/wiki/Node) | Unique ids for the element | list |\n", "| [u](http://ow.ly/bV8n30h7Ufm) | The first node of edge | int |\n", "| [v](http://ow.ly/bV8n30h7Ufm) | The last node of edge | int |\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look what kind of features we have in the `highway` column:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "unhashable type: 'list'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.map_locations\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mTypeError\u001b[0m: unhashable type: 'list'" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Exception ignored in: 'pandas._libs.index.IndexEngine._call_map_locations'\n", "Traceback (most recent call last):\n", " File \"pandas/_libs/hashtable_class_helper.pxi\", line 1709, in pandas._libs.hashtable.PyObjectHashTable.map_locations\n", "TypeError: unhashable type: 'list'\n" ] }, { "data": { "text/plain": [ "service 873\n", "cycleway 484\n", "residential 466\n", "tertiary 217\n", "primary 164\n", "pedestrian 134\n", "secondary 121\n", "unclassified 42\n", "living_street 16\n", "[living_street, service] 6\n", "[residential, cycleway] 6\n", "[pedestrian, residential] 4\n", "tertiary_link 2\n", "[pedestrian, service] 2\n", "[pedestrian, cycleway] 2\n", "primary_link 1\n", "[unclassified, service] 1\n", "Name: highway, dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges['highway'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I now we can confirm that as a result our street network indeed only contains such streets where it is allowed to drive with a car as there are no e.g. cycleways or footways included in the data.\n", "\n", "As the data is in WGS84 format, we might want to reproject our data into a metric system before proceeding to the shortest path analysis.\n", "We can re-project the graph from latitudes and longitudes to an appropriate UTM zone using the [project_graph()](https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.projection.project_graph) function from OSMnx. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Project the data\n", "graph_proj = ox.project_graph(graph) " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Get Edges and Nodes\n", "nodes_proj, edges_proj = ox.graph_to_gdfs(graph_proj, nodes=True, edges=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Coordinate system: +proj=utm +zone=35 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +type=crs\n" ] } ], "source": [ "print(\"Coordinate system:\", edges_proj.crs)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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osmidonewaylanesnamehighwaymaxspeedlengthgeometryaccessbridgejunctiontunnelserviceuvkey
023717777True2Porkkalankatuprimary4010.404LINESTRING (384631.322 6671580.071, 384620.884...NaNNaNNaNNaNNaN2521659413724257210
123856784True2Mechelininkatuprimary4040.885LINESTRING (384631.322 6671580.071, 384624.750...NaNNaNNaNNaNNaN2521659413724257140
2[59355210, 4229487]False2Santakaturesidential3044.310LINESTRING (384562.162 6671358.993, 384527.710...NaNNaNNaNNaNNaN252388651464476260
37842621FalseNaNSinikaislankujaresidential3076.704LINESTRING (384562.162 6671358.993, 384562.951...NaNNaNNaNNaNNaN25238865576619890
4231643806FalseNaNNaNcyclewayNaN59.812LINESTRING (384562.162 6671358.993, 384573.361...NaNNaNNaNNaNNaN252388653147678000
\n", "
" ], "text/plain": [ " osmid oneway lanes name highway maxspeed \\\n", "0 23717777 True 2 Porkkalankatu primary 40 \n", "1 23856784 True 2 Mechelininkatu primary 40 \n", "2 [59355210, 4229487] False 2 Santakatu residential 30 \n", "3 7842621 False NaN Sinikaislankuja residential 30 \n", "4 231643806 False NaN NaN cycleway NaN \n", "\n", " length geometry access bridge \\\n", "0 10.404 LINESTRING (384631.322 6671580.071, 384620.884... NaN NaN \n", "1 40.885 LINESTRING (384631.322 6671580.071, 384624.750... NaN NaN \n", "2 44.310 LINESTRING (384562.162 6671358.993, 384527.710... NaN NaN \n", "3 76.704 LINESTRING (384562.162 6671358.993, 384562.951... NaN NaN \n", "4 59.812 LINESTRING (384562.162 6671358.993, 384573.361... NaN NaN \n", "\n", " junction tunnel service u v key \n", "0 NaN NaN NaN 25216594 1372425721 0 \n", "1 NaN NaN NaN 25216594 1372425714 0 \n", "2 NaN NaN NaN 25238865 146447626 0 \n", "3 NaN NaN NaN 25238865 57661989 0 \n", "4 NaN NaN NaN 25238865 314767800 0 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges_proj.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okey, as we can see from the CRS the data is now in [UTM projection](https://en.wikipedia.org/wiki/Universal_Transverse_Mercator_coordinate_system) using zone 35 which is the one used for Finland, and indeed the orientation of the map and the geometry values also confirm this.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furthermore, we can check the epsg code of this projection using pyproj CRS:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "32635" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CRS(edges_proj.crs).to_epsg()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, the projection is now [WGS 84 / UTM zone 35N, EPSG:32635](https://epsg.io/32635)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyzing the network properties\n", "\n", "Now as we have seen some of the basic functionalities of OSMnx such as downloading the data and converting data from graph to GeoDataFrame, we can take a look some of the analytical features of omsnx. Osmnx includes many useful functionalities to extract information about the network.\n", "\n", "To calculate some of the basic street network measures we can use [basic_stats()](https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.stats.basic_stats) function in OSMnx:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'n': 1182,\n", " 'm': 2541,\n", " 'k_avg': 4.299492385786802,\n", " 'intersection_count': 865,\n", " 'streets_per_node_avg': 2.6996615905245345,\n", " 'streets_per_node_counts': {0: 0, 1: 317, 2: 16, 3: 572, 4: 259, 5: 18},\n", " 'streets_per_node_proportion': {0: 0.0,\n", " 1: 0.26818950930626057,\n", " 2: 0.01353637901861252,\n", " 3: 0.48392554991539766,\n", " 4: 0.21912013536379019,\n", " 5: 0.015228426395939087},\n", " 'edge_length_total': 90784.85899999987,\n", " 'edge_length_avg': 35.72800432900428,\n", " 'street_length_total': 56745.758000000016,\n", " 'street_length_avg': 36.49244887459808,\n", " 'street_segments_count': 1555,\n", " 'node_density_km': None,\n", " 'intersection_density_km': None,\n", " 'edge_density_km': None,\n", " 'street_density_km': None,\n", " 'circuity_avg': 1.0452946617747503,\n", " 'self_loop_proportion': 0.0015741833923652105,\n", " 'clean_intersection_count': None,\n", " 'clean_intersection_density_km': None}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate network statistics\n", "stats = ox.basic_stats(graph_proj, circuity_dist='euclidean')\n", "stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To be able to extract the more advanced statistics (and some of the missing ones above) from the street network, it is required to have information about the coverage area of the network. Let's calculate the area of the [convex hull](https://en.wikipedia.org/wiki/Convex_hull) of the street network and see what we can get.\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get the Convex Hull of the network\n", "convex_hull = edges_proj.unary_union.convex_hull\n", "\n", "# Show output\n", "convex_hull" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the Convex Hull above to calculate [extended statistics for the network](https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.stats.extended_stats). As some of the metrics are produced separately for each node, they produce a lot of output. Here, we combine the basic and extended statistics into one pandas Series to keep things in more compact form." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "n 1182\n", "m 2541\n", "k_avg 4.29949\n", "intersection_count 865\n", "streets_per_node_avg 2.69966\n", "streets_per_node_counts {0: 0, 1: 317, 2: 16, 3: 572, 4: 259, 5: 18}\n", "streets_per_node_proportion {0: 0.0, 1: 0.26818950930626057, 2: 0.01353637...\n", "edge_length_total 90784.9\n", "edge_length_avg 35.728\n", "street_length_total 56745.8\n", "street_length_avg 36.4924\n", "street_segments_count 1555\n", "node_density_km 685.441\n", "intersection_density_km 501.613\n", "edge_density_km 52646.1\n", "street_density_km 32906.8\n", "circuity_avg 1.19914e-05\n", "self_loop_proportion 0.00157418\n", "clean_intersection_count None\n", "clean_intersection_density_km None\n", "avg_neighbor_degree {25216594: 2.0, 25238865: 2.3333333333333335, ...\n", "avg_neighbor_degree_avg 2.51369\n", "avg_weighted_neighbor_degree {25216594: 0.07798943243190548, 25238865: 0.03...\n", "avg_weighted_neighbor_degree_avg 0.140427\n", "degree_centrality {25216594: 0.004233700254022015, 25238865: 0.0...\n", "degree_centrality_avg 0.00364055\n", "clustering_coefficient {25216594: 0.1, 25238865: 0, 25238874: 0.16666...\n", "clustering_coefficient_avg 0.0438804\n", "clustering_coefficient_weighted {25216594: 0.003767020492241665, 25238865: 0, ...\n", "clustering_coefficient_weighted_avg 0.00191556\n", "pagerank {25216594: 0.0011399168859237627, 25238865: 0....\n", "pagerank_max_node 9255772098\n", "pagerank_max 0.00410893\n", "pagerank_min_node 60546333\n", "pagerank_min 0.000127733\n", "eccentricity {25216594: 2115.77, 25238865: 1992.49400000000...\n", "diameter 2477.63\n", "radius 1247.75\n", "center [7698539437]\n", "periphery [8324096500]\n", "closeness_centrality {25216594: 0.0009553219974087529, 25238865: 0....\n", "closeness_centrality_avg 0.00107821\n", "dtype: object" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate the area\n", "area = convex_hull.area\n", "\n", "# Calculate statistics with density information\n", "stats = ox.basic_stats(graph_proj, area=area)\n", "extended_stats = ox.extended_stats(graph_proj, ecc=True, cc=True)\n", "\n", "# Add extened statistics to the basic statistics\n", "for key, value in extended_stats.items():\n", " stats[key] = value\n", " \n", "# Convert the dictionary to a Pandas series for a nicer output\n", "pd.Series(stats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, now we have a **LOT** of information about our street network that can be used to understand its structure. We can for example see that the average node density in our network is `149 nodes/km` and that the total edge length of our network is almost 20 kilometers.\n", "\n", "Furthermore, we can see that the [degree centrality](https://en.wikipedia.org/wiki/Centrality) of our network is on average `0.0326515`. Degree is a simple centrality measure that counts how many neighbors a node has (here a fraction of nodes it is connected to). Another interesting measure is the [PageRank](https://en.wikipedia.org/wiki/PageRank) that measures the importance of specific node in the graph. Here we can see that the most important node in our graph seem to a node with osmid `25416262`. PageRank was the algorithm that Google first developed (Larry Page & Sergei Brin) to order the search engine results and became famous for.\n", "\n", "You can read the [Wikipedia article about different centrality measures](https://en.wikipedia.org/wiki/Centrality) if you are interested what the other centrality measures mean." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shortest path analysis\n", "\n", "Let's now calculate the shortest path between two points using the [shortest path function in Networkx](https://networkx.github.io/documentation/networkx-1.10/reference/generated/networkx.algorithms.shortest_paths.generic.shortest_path.html#shortest-path). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Origin and destination points \n", "\n", "First we need to specify the source and target locations for our route. If you are familiar with the Kamppi area, you can specify a custom placename as a source location. Or, you can follow along and choose these points as the origin and destination in the analysis:\n", "- [Maria 01](https://nominatim.openstreetmap.org/ui/search.html?q=Maria+01) - and old hospital area and current startup hub.\n", "- [ruttopuisto](https://nominatim.openstreetmap.org/ui/search.html?q=ruttopuisto) - a park. Official name of this park is \"Vanha kirkkopuisto\", but nominatim is also able to geocode the nickname.\n", "\n", "We could figure out the coordinates for these locations manually, and create shapely points based on the coordinates.\n", "However, it is more handy to fetch the location of our source destination directly from OSM:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Set place name\n", "placename = \"Maria 01, Helsinki\"" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Geocode the place name\n", "geocoded_place = ox.geocode_to_gdf(placename)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geometryplace_namebbox_northbbox_southbbox_eastbbox_west
0POLYGON ((24.92122 60.16644, 24.92126 60.16625...Maria 01, Mechelininkatu, Hietalahti, Kamppi, ...60.16752560.1662424.9231724.921221
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" ], "text/plain": [ " geometry \\\n", "0 POLYGON ((24.92122 60.16644, 24.92126 60.16625... \n", "\n", " place_name bbox_north bbox_south \\\n", "0 Maria 01, Mechelininkatu, Hietalahti, Kamppi, ... 60.167525 60.16624 \n", "\n", " bbox_east bbox_west \n", "0 24.92317 24.921221 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check the result\n", "geocoded_place" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As output, we received the building footprint. From here, we can get the centroid as the source location of our shortest path analysis. However, we first need to project the data into the correct crs:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Re-project into the same CRS as the road network\n", "geocoded_place = geocoded_place.to_crs(CRS(edges_proj.crs))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Get centroid as shapely point\n", "origin = geocoded_place[\"geometry\"].centroid.values[0]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "POINT (384692.1787195496 6671817.486579246)\n" ] } ], "source": [ "print(origin)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now we have defined the origin point for our network analysis. \n", "We can repeat the same steps to retrieve central point of *ruttopuisto*-park as the destination: " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "POINT (385673.4277923346 6671690.223032337)\n" ] } ], "source": [ "# Set place name\n", "placename = \"ruttopuisto\"\n", "\n", "# Geocode the place name\n", "geocoded_place = ox.geocode_to_gdf(placename)\n", "\n", "# Re-project into the same CRS as the road network\n", "geocoded_place = geocoded_place.to_crs(CRS(edges_proj.crs))\n", "\n", "# Get centroid of the polygon as shapely point\n", "destination = geocoded_place[\"geometry\"].centroid.values[0]\n", "\n", "print(destination)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have shapely points representing the origin and destination locations for our network analysis. Next step is to find these points on the routable network before the final routing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Nearest node\n", "\n", "Let's now find the nearest graph nodes (and their node IDs) to these points using OSMnx [get_nearest_node](https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.utils.get_nearest_node). \n", "As a starting point, we have the two Shapely Point objects we just defined as the origin and destination locations. \n", "\n", "According to the documentation of this function, we need to parse Point coordinates as coordinate-tuples in this order: `latitude, longitude`(or `y, x`). As our data is now projected to UTM projection, we need to specify with `method` parameter that the function uses `'euclidean'` distances to calculate the distance from the point to the closest node (with decimal derees, use `'haversine'`, which determines the great-circle distances). The method parameter is important if you want to know the actual distance between the Point and the closest node which you can retrieve by specifying parameter `return_dist=True`.\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# Get origin x and y coordinates\n", "orig_xy = (origin.y, origin.x)\n", "\n", "# Get target x and y coordinates\n", "target_xy = (destination.y, destination.x)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "319719983" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find the node in the graph that is closest to the origin point (here, we want to get the node id)\n", "orig_node_id = ox.get_nearest_node(graph_proj, orig_xy, method='euclidean')\n", "orig_node_id" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1377208998" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find the node in the graph that is closest to the target point (here, we want to get the node id)\n", "target_node_id = ox.get_nearest_node(graph_proj, target_xy, method='euclidean')\n", "target_node_id" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have the IDs for the closest nodes that were found from the graph to the origin and target points that we specified. \n", "\n", "Let's retrieve the node information from the `nodes_proj` GeoDataFrame by passing the ids to the `loc` indexer" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Retrieve the rows from the nodes GeoDataFrame based on the node id (node id is the index label)\n", "orig_node = nodes_proj.loc[orig_node_id]\n", "target_node = nodes_proj.loc[target_node_id]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also create a GeoDataFrame that contains these points" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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13772089986.671730e+06385612.532846137720899824.93864160.166412NaNNaNPOINT (385612.533 6671729.630)
\n", "
" ], "text/plain": [ " y x osmid lon lat \\\n", "319719983 6.671816e+06 384706.296089 319719983 24.922273 60.166932 \n", "1377208998 6.671730e+06 385612.532846 1377208998 24.938641 60.166412 \n", "\n", " highway ref geometry \n", "319719983 NaN NaN POINT (384706.296 6671815.989) \n", "1377208998 NaN NaN POINT (385612.533 6671729.630) " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a GeoDataFrame from the origin and target points\n", "od_nodes = gpd.GeoDataFrame([orig_node, target_node], geometry='geometry', crs=nodes_proj.crs)\n", "od_nodes.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, as a result we got now the closest node IDs of our origin and target locations. As you can see, the `index` in this GeoDataFrame corresponds to the IDs that we found with `get_nearest_node()` function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Routing\n", "\n", "Now we are ready to do the routing and find the shortest path between the origin and target locations\n", "by using the `shortest_path()` [function](https://networkx.github.io/documentation/networkx-1.10/reference/generated/networkx.algorithms.shortest_paths.generic.shortest_path.html) of networkx.\n", "With `weight` -parameter we can specify that `'length'` attribute should be used as the cost impedance in the routing. If specifying the weight parameter, NetworkX will use by default Dijkstra's algorithm to find the optimal route. We need to specify the graph that is used for routing, and the origin `ID` (*source*) and the target `ID` in between the shortest path will be calculated:\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[319719983, 1382316822, 1382316829, 1382316852, 5464887863, 1382320461, 5154747161, 1378064352, 1372461709, 1372441203, 3205236795, 3205236793, 8244768393, 60278325, 56115897, 60072524, 7699019923, 7699019916, 7699019908, 7699019903, 267117319, 1897461604, 724233143, 724233128, 267117317, 846597945, 846597947, 2037356632, 1547012339, 569742461, 1372441189, 4524927399, 298372061, 7702074840, 7702074833, 60170471, 8856704555, 3227176325, 7676757030, 8856704573, 7676756995, 8856704588, 1377211668, 60170470, 8874925445, 3228706311, 1377211669, 1377209035, 1377208998]\n" ] } ], "source": [ "# Calculate the shortest path\n", "route = nx.shortest_path(G=graph_proj, source=orig_node_id, target=target_node_id, weight='length')\n", "\n", "# Show what we have\n", "print(route)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result we get a list of all the nodes that are along the shortest path. \n", "\n", "- We could extract the locations of those nodes from the `nodes_proj` GeoDataFrame and create a LineString presentation of the points, but luckily, OSMnx can do that for us and we can plot shortest path by using `plot_graph_route()` function:\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the shortest path\n", "fig, ax = ox.plot_graph_route(graph_proj, route)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! Now we have the shortest path between our origin and target locations.\n", "Being able to analyze shortest paths between locations can be valuable information for many applications.\n", "Here, we only analyzed the shortest paths based on distance but quite often it is more useful to find the\n", "optimal routes between locations based on the travelled time. Here, for example we could calculate the time that it takes to cross each road segment by dividing the length of the road segment with the speed limit and calculate the optimal routes by taking into account the speed limits as well that might alter the result especially on longer trips than here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving shortest paths to disk\n", "\n", "Quite often you need to save the route into a file for further analysis and visualization purposes, or at least have it as a GeoDataFrame object in Python.\n", "Hence, let's continue still a bit and see how we can turn the route into a linestring and save the shortest path geometry and related attributes into a geopackage file.\n", "\n", "- First we need to get the nodes that belong to the shortest path:\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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54648878636.671865e+06384713.220293546488786324.92237060.167377NaNNaNPOINT (384713.220 6671865.374)
13823204616.671887e+06384719.671826138232046124.92247360.167575NaNNaNPOINT (384719.672 6671887.215)
51547471616.671874e+06384758.946564515474716124.92318860.167471NaNNaNPOINT (384758.947 6671874.411)
13780643526.671869e+06384776.322613137806435224.92350460.167428NaNNaNPOINT (384776.323 6671869.117)
13724617096.671853e+06384830.142058137246170924.92448260.167300NaNNaNPOINT (384830.142 6671853.149)
13724412036.671833e+06384899.781649137244120324.92574860.167135NaNNaNPOINT (384899.782 6671832.539)
32052367956.671821e+06384940.404180320523679524.92648660.167040NaNNaNPOINT (384940.404 6671820.709)
32052367936.671819e+06384945.256772320523679324.92657460.167029NaNNaNPOINT (384945.257 6671819.264)
82447683936.671819e+06384946.335048824476839324.92659460.167026NaNNaNPOINT (384946.335 6671818.940)
602783256.671811e+06384973.2653286027832524.92708360.166961crossingNaNPOINT (384973.265 6671810.884)
561158976.671809e+06384980.9519955611589724.92722360.166943traffic_signalsNaNPOINT (384980.952 6671808.614)
600725246.671806e+06384989.0848986007252424.92737160.166924crossingNaNPOINT (384989.085 6671806.231)
76990199236.671802e+06385004.619120769901992324.92765360.166886NaNNaNPOINT (385004.619 6671801.508)
76990199166.671787e+06385053.438353769901991624.92854060.166771NaNNaNPOINT (385053.438 6671787.182)
76990199086.671778e+06385082.009990769901990824.92906060.166698NaNNaNPOINT (385082.010 6671778.150)
76990199036.671771e+06385104.890696769901990324.92947660.166640NaNNaNPOINT (385104.891 6671770.925)
2671173196.671765e+06385122.99786326711731924.92980560.166595NaNNaNPOINT (385122.998 6671765.364)
18974616046.671758e+06385124.328076189746160424.92983460.166527crossingNaNPOINT (385124.328 6671757.666)
7242331436.671751e+06385129.24218772423314324.92992660.166471NaNNaNPOINT (385129.242 6671751.271)
7242331286.671747e+06385134.45914272423312824.93002260.166435NaNNaNPOINT (385134.459 6671747.096)
2671173176.671744e+06385154.95840026711731724.93039360.166409NaNNaNPOINT (385154.958 6671743.611)
8465979456.671741e+06385157.55633684659794524.93044160.166384NaNNaNPOINT (385157.556 6671740.744)
8465979476.671741e+06385168.66642584659794724.93064260.166387NaNNaNPOINT (385168.666 6671740.674)
20373566326.671745e+06385172.125438203735663224.93070160.166429NaNNaNPOINT (385172.125 6671745.257)
15470123396.671745e+06385191.531754154701233924.93105160.166433NaNNaNPOINT (385191.532 6671745.173)
5697424616.671734e+06385229.63082656974246124.93174360.166343NaNNaNPOINT (385229.631 6671733.927)
13724411896.671719e+06385268.523844137244118924.93245260.166218NaNNaNPOINT (385268.524 6671718.767)
45249273996.671723e+06385274.647756452492739924.93256060.166256NaNNaNPOINT (385274.648 6671722.799)
2983720616.671664e+06385321.07350129837206124.93342960.165737NaNNaNPOINT (385321.074 6671663.529)
77020748406.671673e+06385336.128259770207484024.93369560.165830NaNNaNPOINT (385336.128 6671673.444)
77020748336.671687e+06385356.847665770207483324.93406060.165959NaNNaNPOINT (385356.848 6671687.094)
601704716.671704e+06385382.6167386017047124.93451560.166117NaNNaNPOINT (385382.617 6671703.996)
88567045556.671723e+06385411.444462885670455524.93502360.166293NaNNaNPOINT (385411.444 6671722.641)
32271763256.671725e+06385414.610525322717632524.93507960.166311NaNNaNPOINT (385414.611 6671724.615)
76767570306.671750e+06385453.325086767675703024.93576260.166546NaNNaNPOINT (385453.325 6671749.549)
88567045736.671755e+06385462.274213885670457324.93592060.166600NaNNaNPOINT (385462.274 6671755.321)
76767569956.671765e+06385477.769273767675699524.93619460.166694NaNNaNPOINT (385477.769 6671765.312)
88567045886.671777e+06385495.230414885670458824.93650260.166800NaNNaNPOINT (385495.230 6671776.557)
13772116686.671789e+06385514.573340137721166824.93684360.166917NaNNaNPOINT (385514.573 6671789.024)
601704706.671875e+06385648.6264566017047024.93920860.167730NaNNaNPOINT (385648.626 6671875.418)
88749254456.671847e+06385666.360274887492544524.93954460.167484NaNNaNPOINT (385666.360 6671847.394)
32287063116.671822e+06385682.863245322870631124.93985560.167257NaNNaNPOINT (385682.863 6671821.559)
13772116696.671789e+06385703.651424137721166924.94024860.166968traffic_signalsNaNPOINT (385703.651 6671788.715)
13772090356.671762e+06385662.674736137720903524.93952560.166719NaNNaNPOINT (385662.675 6671762.222)
13772089986.671730e+06385612.532846137720899824.93864160.166412NaNNaNPOINT (385612.533 6671729.630)
\n", "
" ], "text/plain": [ " y x osmid lon lat \\\n", "319719983 6.671816e+06 384706.296089 319719983 24.922273 60.166932 \n", "1382316822 6.671839e+06 384709.579017 1382316822 24.922319 60.167142 \n", "1382316829 6.671850e+06 384711.044607 1382316829 24.922339 60.167236 \n", "1382316852 6.671861e+06 384712.504583 1382316852 24.922359 60.167338 \n", "5464887863 6.671865e+06 384713.220293 5464887863 24.922370 60.167377 \n", "1382320461 6.671887e+06 384719.671826 1382320461 24.922473 60.167575 \n", "5154747161 6.671874e+06 384758.946564 5154747161 24.923188 60.167471 \n", "1378064352 6.671869e+06 384776.322613 1378064352 24.923504 60.167428 \n", "1372461709 6.671853e+06 384830.142058 1372461709 24.924482 60.167300 \n", "1372441203 6.671833e+06 384899.781649 1372441203 24.925748 60.167135 \n", "3205236795 6.671821e+06 384940.404180 3205236795 24.926486 60.167040 \n", "3205236793 6.671819e+06 384945.256772 3205236793 24.926574 60.167029 \n", "8244768393 6.671819e+06 384946.335048 8244768393 24.926594 60.167026 \n", "60278325 6.671811e+06 384973.265328 60278325 24.927083 60.166961 \n", "56115897 6.671809e+06 384980.951995 56115897 24.927223 60.166943 \n", "60072524 6.671806e+06 384989.084898 60072524 24.927371 60.166924 \n", "7699019923 6.671802e+06 385004.619120 7699019923 24.927653 60.166886 \n", "7699019916 6.671787e+06 385053.438353 7699019916 24.928540 60.166771 \n", "7699019908 6.671778e+06 385082.009990 7699019908 24.929060 60.166698 \n", "7699019903 6.671771e+06 385104.890696 7699019903 24.929476 60.166640 \n", "267117319 6.671765e+06 385122.997863 267117319 24.929805 60.166595 \n", "1897461604 6.671758e+06 385124.328076 1897461604 24.929834 60.166527 \n", "724233143 6.671751e+06 385129.242187 724233143 24.929926 60.166471 \n", "724233128 6.671747e+06 385134.459142 724233128 24.930022 60.166435 \n", "267117317 6.671744e+06 385154.958400 267117317 24.930393 60.166409 \n", "846597945 6.671741e+06 385157.556336 846597945 24.930441 60.166384 \n", "846597947 6.671741e+06 385168.666425 846597947 24.930642 60.166387 \n", "2037356632 6.671745e+06 385172.125438 2037356632 24.930701 60.166429 \n", "1547012339 6.671745e+06 385191.531754 1547012339 24.931051 60.166433 \n", "569742461 6.671734e+06 385229.630826 569742461 24.931743 60.166343 \n", "1372441189 6.671719e+06 385268.523844 1372441189 24.932452 60.166218 \n", "4524927399 6.671723e+06 385274.647756 4524927399 24.932560 60.166256 \n", "298372061 6.671664e+06 385321.073501 298372061 24.933429 60.165737 \n", "7702074840 6.671673e+06 385336.128259 7702074840 24.933695 60.165830 \n", "7702074833 6.671687e+06 385356.847665 7702074833 24.934060 60.165959 \n", "60170471 6.671704e+06 385382.616738 60170471 24.934515 60.166117 \n", "8856704555 6.671723e+06 385411.444462 8856704555 24.935023 60.166293 \n", "3227176325 6.671725e+06 385414.610525 3227176325 24.935079 60.166311 \n", "7676757030 6.671750e+06 385453.325086 7676757030 24.935762 60.166546 \n", "8856704573 6.671755e+06 385462.274213 8856704573 24.935920 60.166600 \n", "7676756995 6.671765e+06 385477.769273 7676756995 24.936194 60.166694 \n", "8856704588 6.671777e+06 385495.230414 8856704588 24.936502 60.166800 \n", "1377211668 6.671789e+06 385514.573340 1377211668 24.936843 60.166917 \n", "60170470 6.671875e+06 385648.626456 60170470 24.939208 60.167730 \n", "8874925445 6.671847e+06 385666.360274 8874925445 24.939544 60.167484 \n", "3228706311 6.671822e+06 385682.863245 3228706311 24.939855 60.167257 \n", "1377211669 6.671789e+06 385703.651424 1377211669 24.940248 60.166968 \n", "1377209035 6.671762e+06 385662.674736 1377209035 24.939525 60.166719 \n", "1377208998 6.671730e+06 385612.532846 1377208998 24.938641 60.166412 \n", "\n", " highway ref geometry \n", "319719983 NaN NaN POINT (384706.296 6671815.989) \n", "1382316822 NaN NaN POINT (384709.579 6671839.311) \n", "1382316829 NaN NaN POINT (384711.045 6671849.707) \n", "1382316852 NaN NaN POINT (384712.505 6671860.984) \n", "5464887863 NaN NaN POINT (384713.220 6671865.374) \n", "1382320461 NaN NaN POINT (384719.672 6671887.215) \n", "5154747161 NaN NaN POINT (384758.947 6671874.411) \n", "1378064352 NaN NaN POINT (384776.323 6671869.117) \n", "1372461709 NaN NaN POINT (384830.142 6671853.149) \n", "1372441203 NaN NaN POINT (384899.782 6671832.539) \n", "3205236795 NaN NaN POINT (384940.404 6671820.709) \n", "3205236793 NaN NaN POINT (384945.257 6671819.264) \n", "8244768393 NaN NaN POINT (384946.335 6671818.940) \n", "60278325 crossing NaN POINT (384973.265 6671810.884) \n", "56115897 traffic_signals NaN POINT (384980.952 6671808.614) \n", "60072524 crossing NaN POINT (384989.085 6671806.231) \n", "7699019923 NaN NaN POINT (385004.619 6671801.508) \n", "7699019916 NaN NaN POINT (385053.438 6671787.182) \n", "7699019908 NaN NaN POINT (385082.010 6671778.150) \n", "7699019903 NaN NaN POINT (385104.891 6671770.925) \n", "267117319 NaN NaN POINT (385122.998 6671765.364) \n", "1897461604 crossing NaN POINT (385124.328 6671757.666) \n", "724233143 NaN NaN POINT (385129.242 6671751.271) \n", "724233128 NaN NaN POINT (385134.459 6671747.096) \n", "267117317 NaN NaN POINT (385154.958 6671743.611) \n", "846597945 NaN NaN POINT (385157.556 6671740.744) \n", "846597947 NaN NaN POINT (385168.666 6671740.674) \n", "2037356632 NaN NaN POINT (385172.125 6671745.257) \n", "1547012339 NaN NaN POINT (385191.532 6671745.173) \n", "569742461 NaN NaN POINT (385229.631 6671733.927) \n", "1372441189 NaN NaN POINT (385268.524 6671718.767) \n", "4524927399 NaN NaN POINT (385274.648 6671722.799) \n", "298372061 NaN NaN POINT (385321.074 6671663.529) \n", "7702074840 NaN NaN POINT (385336.128 6671673.444) \n", "7702074833 NaN NaN POINT (385356.848 6671687.094) \n", "60170471 NaN NaN POINT (385382.617 6671703.996) \n", "8856704555 NaN NaN POINT (385411.444 6671722.641) \n", "3227176325 NaN NaN POINT (385414.611 6671724.615) \n", "7676757030 NaN NaN POINT (385453.325 6671749.549) \n", "8856704573 NaN NaN POINT (385462.274 6671755.321) \n", "7676756995 NaN NaN POINT (385477.769 6671765.312) \n", "8856704588 NaN NaN POINT (385495.230 6671776.557) \n", "1377211668 NaN NaN POINT (385514.573 6671789.024) \n", "60170470 NaN NaN POINT (385648.626 6671875.418) \n", "8874925445 NaN NaN POINT (385666.360 6671847.394) \n", "3228706311 NaN NaN POINT (385682.863 6671821.559) \n", "1377211669 traffic_signals NaN POINT (385703.651 6671788.715) \n", "1377209035 NaN NaN POINT (385662.675 6671762.222) \n", "1377208998 NaN NaN POINT (385612.533 6671729.630) " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get the nodes along the shortest path\n", "route_nodes = nodes_proj.loc[route]\n", "route_nodes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, now we have all the nodes that were part of the shortest path as a GeoDataFrame.\n", "\n", "- Now we can create a LineString out of the Point geometries of the nodes:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from shapely.geometry import LineString, Point\n", "\n", "# Create a geometry for the shortest path\n", "route_line = LineString(list(route_nodes.geometry.values))\n", "route_line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have the route as a LineString geometry. \n", "\n", "- Let's make a GeoDataFrame out of it having some useful information about our route such as a list of the osmids that are part of the route and the length of the route." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geometryosmidslength_m
0LINESTRING (384706.296 6671815.989, 384709.579...[319719983, 1382316822, 1382316829, 1382316852...1342.967643
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" ], "text/plain": [ " geometry \\\n", "0 LINESTRING (384706.296 6671815.989, 384709.579... \n", "\n", " osmids length_m \n", "0 [319719983, 1382316822, 1382316829, 1382316852... 1342.967643 " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a GeoDataFrame\n", "route_geom = gpd.GeoDataFrame([[route_line]], geometry='geometry', crs=edges_proj.crs, columns=['geometry'])\n", "\n", "# Add a list of osmids associated with the route\n", "route_geom.loc[0, 'osmids'] = str(list(route_nodes['osmid'].values))\n", "\n", "# Calculate the route length\n", "route_geom['length_m'] = route_geom.length\n", "\n", "route_geom.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a GeoDataFrame that we can save to disk. Let's still confirm that everything is ok by plotting our route on top of our street network and some buildings, and plot also the origin and target points on top of our map.\n", "\n", "- Get buildings:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "tags = {'building': True}\n", "buildings = ox.geometries_from_place(place_name, tags)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "re-project buildings" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.8/site-packages/ipykernel/ipkernel.py:287: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", " and should_run_async(code)\n" ] } ], "source": [ "buildings_proj = buildings.to_crs(CRS(edges_proj.crs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's now plot the route and the street network elements to verify that everything is as it should:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,8))\n", "\n", "# Plot edges and nodes\n", "edges_proj.plot(ax=ax, linewidth=0.75, color='gray')\n", "nodes_proj.plot(ax=ax, markersize=2, color='gray')\n", "\n", "# Add buildings\n", "ax = buildings_proj.plot(ax=ax, facecolor='lightgray', alpha=0.7)\n", "\n", "# Add the route\n", "ax = route_geom.plot(ax=ax, linewidth=2, linestyle='--', color='red')\n", "\n", "# Add the origin and destination nodes of the route\n", "ax = od_nodes.plot(ax=ax, markersize=30, color='red')\n", "\n", "# Add basemap\n", "ctx.add_basemap(ax, crs=buildings_proj.crs, source=ctx.providers.CartoDB.Positron)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great everything seems to be in order! As you can see, now we have a full control of all the elements of our map and we can use all the aesthetic properties that matplotlib provides to modify how our map will look like. Now we are almost ready to save our data into disk.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare data for saving to file\n", "\n", "The data contain certain data types (such as `list` or `boolean`) that should be converted into character strings prior to saving the data to file.Another option would be to drop invalid columns." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.8/site-packages/ipykernel/ipkernel.py:287: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", " and should_run_async(code)\n" ] }, { "data": { "text/html": [ "
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osmidonewaylanesnamehighwaymaxspeedlengthgeometryaccessbridgejunctiontunnelserviceuvkey
023717777True2Porkkalankatuprimary4010.404LINESTRING (384631.322 6671580.071, 384620.884...NaNNaNNaNNaNNaN2521659413724257210
123856784True2Mechelininkatuprimary4040.885LINESTRING (384631.322 6671580.071, 384624.750...NaNNaNNaNNaNNaN2521659413724257140
2[59355210, 4229487]False2Santakaturesidential3044.310LINESTRING (384562.162 6671358.993, 384527.710...NaNNaNNaNNaNNaN252388651464476260
37842621FalseNaNSinikaislankujaresidential3076.704LINESTRING (384562.162 6671358.993, 384562.951...NaNNaNNaNNaNNaN25238865576619890
4231643806FalseNaNNaNcyclewayNaN59.812LINESTRING (384562.162 6671358.993, 384573.361...NaNNaNNaNNaNNaN252388653147678000
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" ], "text/plain": [ " osmid oneway lanes name highway maxspeed \\\n", "0 23717777 True 2 Porkkalankatu primary 40 \n", "1 23856784 True 2 Mechelininkatu primary 40 \n", "2 [59355210, 4229487] False 2 Santakatu residential 30 \n", "3 7842621 False NaN Sinikaislankuja residential 30 \n", "4 231643806 False NaN NaN cycleway NaN \n", "\n", " length geometry access bridge \\\n", "0 10.404 LINESTRING (384631.322 6671580.071, 384620.884... NaN NaN \n", "1 40.885 LINESTRING (384631.322 6671580.071, 384624.750... NaN NaN \n", "2 44.310 LINESTRING (384562.162 6671358.993, 384527.710... NaN NaN \n", "3 76.704 LINESTRING (384562.162 6671358.993, 384562.951... NaN NaN \n", "4 59.812 LINESTRING (384562.162 6671358.993, 384573.361... NaN NaN \n", "\n", " junction tunnel service u v key \n", "0 NaN NaN NaN 25216594 1372425721 0 \n", "1 NaN NaN NaN 25216594 1372425714 0 \n", "2 NaN NaN NaN 25238865 146447626 0 \n", "3 NaN NaN NaN 25238865 57661989 0 \n", "4 NaN NaN NaN 25238865 314767800 0 " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges_proj.head()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.8/site-packages/ipykernel/ipkernel.py:287: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", " and should_run_async(code)\n" ] }, { "data": { "text/plain": [ "osmid True\n", "oneway False\n", "lanes True\n", "name True\n", "highway True\n", "maxspeed True\n", "length False\n", "geometry False\n", "access False\n", "bridge False\n", "junction False\n", "tunnel False\n", "service True\n", "u False\n", "v False\n", "key False\n", "dtype: bool" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check if columns contain any list values\n", "(edges_proj.applymap(type) == list).any()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Columns with invalid values\n", "invalid_cols = ['lanes', 'maxspeed', 'name', 'oneway', 'osmid', \"highway\", \"service\"]\n", "\n", "# convert selected columns to string format\n", "edges_proj[invalid_cols] = edges_proj[invalid_cols].astype(str)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "osmid False\n", "oneway False\n", "lanes False\n", "name False\n", "highway False\n", "maxspeed False\n", "length False\n", "geometry False\n", "access False\n", "bridge False\n", "junction False\n", "tunnel False\n", "service False\n", "u False\n", "v False\n", "key False\n", "dtype: bool" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check again if columns contain any list values\n", "(edges_proj.applymap(type) == list).any()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see that most of the attributes are of type `object` that quite often (such as ours here) refers to a string type of data.\n", "\n", "## Save the data:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "# Parse the place name for the output file names (replace spaces with underscores and remove commas)\n", "place_name_out = place_name.replace(' ', '_').replace(',','')\n", "\n", "# Output directory\n", "out_dir = \"data\"\n", "\n", "# Create output fp for a geopackage\n", "out_fp = os.path.join(out_dir, f\"OSM_{place_name_out}.gpkg\")\n", "\n", "# Save files\n", "edges_proj.to_file(out_fp, layer=\"streets\", driver=\"GPKG\")\n", "route_geom.to_file(out_fp, layer=\"route\", driver=\"GPKG\")\n", "nodes_proj.to_file(out_fp, layer=\"nodes\", driver=\"GPKG\")\n", "od_nodes.to_file(out_fp, layer=\"route_OD\", driver=\"GPKG\")\n", "buildings[['geometry', 'name', 'addr:street']].to_file(out_fp, layer=\"buildings\", driver=\"GPKG\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great, now we have saved all the data that was used to produce the maps into a geopackage." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced reading\n", "\n", "Here we learned how to solve a simple routing task between origin and destination points. What about if we have hundreads or thousands of origins? This is the case if you want to explore the travel distances to a spesific location across the whole city, for example, when analyzing the accessibility of jobs and services (like in the Travel Time Matrix dataset used in previous sections). \n", "\n", "Check out pyrosm documentation on [working with graphs](https://pyrosm.readthedocs.io/en/latest/graphs.html#working-with-graphs) for more advanced examples of network analysis in python. For example, [pandana](https://udst.github.io/pandana/) is a fast and efficient python library for creating aggretated network analysis in no time across large networks, and pyrosm can be used for preparing the input data for such analysis. " ] } ], "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }