{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Shortest Path Analysis with Python\n", "\n", "## Lesson objectives\n", "\n", "This tutorial focuses on **spatial networks** and learn how to construct a routable **directed** graph for Networkx and find shortest paths along the given street network based on travel times or distance by car. In addition, we will learn how to calculate travel times matrices by public transport using `r5py` -library. \n", "\n", "### Run these codes in Binder\n", "\n", "Before you can run this Notebook, and/or do any programming, you need to launch the Binder instance. You can find buttons for activating the python environment at the top-right of this page which look like this:\n", "\n", "![Launch Binder](img/launch_binder.png)\n", "\n", "### Working with Jupyter Notebooks\n", "\n", "Jupyter Notebooks are documents that can be used and run inside the JupyterLab programming environment containing the computer code and rich text elements (such as text, figures, tables and links). \n", "\n", "**A couple of hints**:\n", "\n", "- You can **execute a cell** by clicking a given cell that you want to run and pressing Shift + Enter (or by clicking the \"Play\" button on top)\n", "- You can **change the cell-type** between `Markdown` (for writing text) and `Code` (for writing/executing code) from the dropdown menu above. \n", "\n", "See **further details and help for** [**using Notebooks and JupyterLab from here**](https://pythongis.org/part1/chapter-01/nb/04-using-jupyterlab.html). \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tutorial\n", "\n", "In this tutorial we will focus on a network analysis methods that relate to way-finding.\n", "Finding a shortest path from A to B using a specific street network is a very common spatial analytics\n", "problem that has many practical applications.\n", "\n", "Python provides easy to use tools for conducting spatial network analysis.\n", "One of the easiest ways to start is to use a library\n", "called [Networkx](https://networkx.github.io/documentation/stable/)\n", "which is a Python module that provides a lot tools that can be used to\n", "analyze networks on various different ways. It also contains algorithms\n", "such as [Dijkstra’s\n", "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)\n", "or [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)\n", "algoritm that are commonly used to find shortest paths along\n", "transportation network.\n", "\n", "Next, we will learn how to do spatial network analysis in practice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Typical workflow for routing\n", "\n", "If you want to conduct network analysis (in any programming language) there are a few basic steps that typically needs to be done before you can start routing. These steps are:\n", "\n", " 1. **Retrieve data** (such as street network from OSM or Digiroad + possibly transit data if routing with PT).\n", " 2. **Modify the network** by adding/calculating edge weights (such as travel times based on speed limit and length of the road segment).\n", " 3. **Build a routable graph** for the routing tool that you are using (e.g. for NetworkX, igraph or OpenTripPlanner).\n", " 4. **Conduct network analysis** (such as shortest path analysis) with the routing tool of your choice. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Retrieve data\n", "\n", "As a first step, we need to obtain data for routing. [Pyrosm](https://pyrosm.readthedocs.io/en/latest/) library makes it really easy to retrieve routable networks from OpenStreetMap (OSM) with different transport modes (walking, cycling and driving). \n", "\n", "- Let's first extract OSM data for Helsinki that are walkable. In `pyrosm`, we can use a function called `osm.get_network()` which retrieves data from OpenStreetMap. It is possible to specify what kind of roads should be retrieved from OSM with `network_type` -parameter (supports `walking`, `cycling`, `driving`). \n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyrosm import OSM, get_data\n", "import geopandas as gpd\n", "import pandas as pd\n", "import networkx as nx\n", "\n", "# We will use test data for Helsinki that comes with pyrosm\n", "osm = OSM(get_data(\"helsinki_pbf\"))\n", "\n", "# Parse roads that can be driven by car\n", "roads = osm.get_network(network_type=\"driving\")\n", "roads.plot(figsize=(10,10))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accessareabicyclebridgecyclewayfootfootwayhighwayint_reflanes...surfacetunnelwidthidtimestampversiontagsosm_typegeometrylength
0NoneNoneNoneNoneNoneNoneNoneunclassifiedNone2...pavedNoneNone4236349138003197021{\"name:fi\":\"Erottajankatu\",\"name:sv\":\"Skillnad...wayMULTILINESTRING ((24.94327 60.16651, 24.94337 ...14.0
1NoneNoneNoneNoneNoneNoneNoneunclassifiedNone2...pavedNoneNone4243035154343021312{\"name:fi\":\"Korkeavuorenkatu\",\"name:sv\":\"H\\u00...wayMULTILINESTRING ((24.94567 60.16767, 24.94567 ...51.0
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2 rows Ă— 30 columns

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" ], "text/plain": [ " access area bicycle bridge cycleway foot footway highway int_ref \\\n", "0 None None None None None None None unclassified None \n", "1 None None None None None None None unclassified None \n", "\n", " lanes ... surface tunnel width id timestamp version \\\n", "0 2 ... paved None None 4236349 1380031970 21 \n", "1 2 ... paved None None 4243035 1543430213 12 \n", "\n", " tags osm_type \\\n", "0 {\"name:fi\":\"Erottajankatu\",\"name:sv\":\"Skillnad... way \n", "1 {\"name:fi\":\"Korkeavuorenkatu\",\"name:sv\":\"H\\u00... way \n", "\n", " geometry length \n", "0 MULTILINESTRING ((24.94327 60.16651, 24.94337 ... 14.0 \n", "1 MULTILINESTRING ((24.94567 60.16767, 24.94567 ... 51.0 \n", "\n", "[2 rows x 30 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roads.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, now we have drivable roads as a GeoDataFrame for the city center of Helsinki. If you look at the GeoDataFrame (scroll to the right), we can see that `pyrosm` has also calculated us the `length` of each road segment (presented in meters). The geometries are presented here as `MultiLineString` objects. From the map above we can see that the data also includes short pieces of roads that do not lead to anywhere (i.e. they are *isolated*). This is a typical issue when working with real-world data such as roads. Hence, at some point we need to take care of those in someway (remove them (typical solution), or connect them to other parts of the network). \n", "\n", "In OSM, the information about the allowed direction of movement is stored in column `oneway`. Let's take a look what kind of values we have in that column:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['yes', None, 'no'], dtype=object)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roads[\"oneway\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see the unique values in that column are `\"yes\"`, `\"no\"` or `None`. We can use this information to construct a `directed` graph for routing by car. For walking and cycling, you typically want create a `bidirectional` graph, because the travel is typically allowed in both directions at least in Finland. Notice, that the rules vary by country, e.g. in Copenhagen you have oneway rules also for bikes but typically each road have the possibility to travel both directions (you just need to change the side of the road if you want to make a U-turn). Column `maxspeed` contains information about the speed limit for given road:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['30', '40', None, '20', '10', '5', '50'], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roads[\"maxspeed\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, there are also `None` values in the data, meaning that the speed limit has not been tagged for some roads. This is typical, and often you need to fill the non existing speed limits yourself. This can be done by taking advantage of the road class that is always present in column `highway`:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['unclassified', 'residential', 'secondary', 'service', 'tertiary',\n", " 'primary', 'primary_link', 'cycleway', 'footway', 'tertiary_link',\n", " 'pedestrian', 'trail', 'crossing'], dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roads[\"highway\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on these values, we can make assumptions that e.g. `residential` roads in Helsinki have a speed limit of 30 kmph. Hence, this information can be used to fill the missing values in `maxspeed`. As we can see, the current version of the `pyrosm` tool seem to have a bug because some non-drivable roads were also leaked to our network (e.g. `footway`, `cycleway`). If you notice these kind of issues with any of the libraries that you use, please notify the developers by raising an Issue in GitHub. This way, you can help improving the software. For this given problem, an [issue has already been raised](https://github.com/HTenkanen/pyrosm/issues/108) so you don't need to do it again (it's always good to check if a related issue exists in GitHub before adding a new one). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, but how can we make a routable graph out of this data of ours? Let's remind us about the basic elements of a graph that we went through in the lecture slides:\n", "\n", "![Basic elements of a graph ](img/graph_elements.png)\n", "\n", "So to be able to create a graph we need to have **nodes** and **edges**. Now we have a GeoDataFrame of edges, but where are those nodes? Well they are not yet anywhere, but with `pyrosm` we can easily retrieve the nodes as well by specifying `nodes=True`, when parsing the streets:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(60.17, 60.173)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Parse nodes and edges\n", "nodes, edges = osm.get_network(network_type=\"driving\", nodes=True)\n", "\n", "# Plot the data\n", "ax = edges.plot(figsize=(10,10), color=\"gray\", lw=1.0)\n", "ax = nodes.plot(ax=ax, color=\"red\", markersize=2)\n", "\n", "# Zoom in to take a closer look\n", "#ax.set_xlim([24.9375, 24.945])\n", "ax.set_ylim([60.17, 60.173])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, as we can see now we have both the roads (i.e. *edges*) and the nodes that connect the street elements together (in red) that are typically intersections. However, we can see that many of the nodes are in locations that are clearly not intersections. This is intented behavior to ensure that we have full **connectivity** in our network. We can at later stage clean and simplify this network by merging all roads that belong to the same link (i.e. street elements that are between two intersections) which also reduces the size of the network. \n", "\n", "```{note} \n", "\n", "In OSM, the street topology is typically not directly suitable for graph traversal due to missing nodes at intersections which means that the roads are not splitted at those locations. The consequence of this, is that it is not possible to make a turn if there is no intersection present in the data structure. Hence, `pyrosm` will separate all road segments/geometries into individual rows in the data. \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look what our nodes data look like:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
lonlattagstimestampversionchangesetidgeometry
024.94327160.166514None1390926206201372477605POINT (24.94327 60.16651)
124.94336560.166444{'highway': 'crossing', 'crossing': 'traffic_s...138391535760292727220POINT (24.94337 60.16644)
224.94340360.166408None1374595731102394117042POINT (24.94340 60.16641)
324.94566860.167668{'highway': 'crossing', 'crossing': 'uncontrol...129071465850296250563POINT (24.94567 60.16767)
424.94567160.167630{'traffic_calming': 'divider'}1354578076102049084195POINT (24.94567 60.16763)
\n", "
" ], "text/plain": [ " lon lat tags \\\n", "0 24.943271 60.166514 None \n", "1 24.943365 60.166444 {'highway': 'crossing', 'crossing': 'traffic_s... \n", "2 24.943403 60.166408 None \n", "3 24.945668 60.167668 {'highway': 'crossing', 'crossing': 'uncontrol... \n", "4 24.945671 60.167630 {'traffic_calming': 'divider'} \n", "\n", " timestamp version changeset id geometry \n", "0 1390926206 2 0 1372477605 POINT (24.94327 60.16651) \n", "1 1383915357 6 0 292727220 POINT (24.94337 60.16644) \n", "2 1374595731 1 0 2394117042 POINT (24.94340 60.16641) \n", "3 1290714658 5 0 296250563 POINT (24.94567 60.16767) \n", "4 1354578076 1 0 2049084195 POINT (24.94567 60.16763) " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nodes.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the `nodes` GeoDataFrame contains information about the coordinates of each node as well as a unique `id` for each node. These `id` values are used to determine the connectivity in our network. Hence, `pyrosm` has also added two columns to the `edges` GeoDataFrame that specify **from** and **to** ids for each edge. Column `u` contains information about the **from-id** and column `v` about the **to-id** accordingly:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geometryuvlength
0LINESTRING (24.94327 60.16651, 24.94337 60.16644)13724776052927272209.370
1LINESTRING (24.94337 60.16644, 24.94340 60.16641)29272722023941170424.499
2LINESTRING (24.94567 60.16767, 24.94567 60.16763)29625056320490841954.174
3LINESTRING (24.94567 60.16763, 24.94569 60.16744)20490841956007235921.692
4LINESTRING (24.94569 60.16744, 24.94571 60.16726)60072359610070432719.083
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" ], "text/plain": [ " geometry u v \\\n", "0 LINESTRING (24.94327 60.16651, 24.94337 60.16644) 1372477605 292727220 \n", "1 LINESTRING (24.94337 60.16644, 24.94340 60.16641) 292727220 2394117042 \n", "2 LINESTRING (24.94567 60.16767, 24.94567 60.16763) 296250563 2049084195 \n", "3 LINESTRING (24.94567 60.16763, 24.94569 60.16744) 2049084195 60072359 \n", "4 LINESTRING (24.94569 60.16744, 24.94571 60.16726) 60072359 6100704327 \n", "\n", " length \n", "0 9.370 \n", "1 4.499 \n", "2 4.174 \n", "3 21.692 \n", "4 19.083 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check last four columns\n", "edges.iloc[:5,-4:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the geometries are now stored as `LineString` instead of `MultiLineString`. At this point, we can fix the issue related to having some pedestrian roads in our network. We can do this by removing all edges from out GeoDataFrame that have `highway` value in `'cycleway', 'footway', 'pedestrian', 'trail', 'crossing'`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "edges = edges.loc[~edges[\"highway\"].isin(['cycleway', 'footway', 'pedestrian', 'trail', 'crossing'])].copy()\n", "edges.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see, that some of the isolated edges were removed from the data. The character `~` (tilde) in the command above is a *negation* operator that is handy if you want to e.g. remove some rows from your GeoDataFrame based on criteria such as we used here. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Modify the data\n", "\n", "At this stage, we have the necessary components to build a routable graph (nodes and edges) based on distance. However, in real life the network distance is not the best cost metric to use, because the shortest path (based on distance) is not necessarily always the optimal route in terms of **travel time**. Time is typically the measure that people value more (plus it is easier to comprehend), so at this stage we want to **add a new cost attribute** to our edges GeoDataFrame that converts the metric distance information to travel time (in seconds) based on following formula:\n", "\n", " - ` / ( / 3.6)`\n", " \n", "Before we can do this calculation, we need to ensure that all rows in `maxspeed` column have information about the speed limit. Let's check the value counts of the column and also include information about the `NaN` values with `dropna` parameter:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "30 1110\n", "NaN 628\n", "40 422\n", "10 50\n", "20 36\n", "5 21\n", "50 2\n", "Name: maxspeed, dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Count values\n", "edges[\"maxspeed\"].value_counts(dropna=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the rows which do not contain information about the speed limit is the second largest group in our data. Hence, we need to apply a criteria to fill these gaps. We can do this based on following \"rule of thumb\" criteria in Finland (notice that these vary country by country):\n", "\n", "| Road class | Speed limit within urban region | Speed limit outside urban region |\n", "|----------------------|---------------------------------|----------------------------------|\n", "| motorway | 100 | 120 |\n", "| motorway_link | 80 | 80 |\n", "| trunk | 60 | 100 |\n", "| trunk_link | 60 | 60 |\n", "| primary | 50 | 80 |\n", "| primary_link | 50 | 50 |\n", "| secondary | 50 | 50 |\n", "| secondary_link | 50 | 50 |\n", "| tertiary | 50 | 60 |\n", "| tertiary_link | 50 | 50 |\n", "| unclassified | 50 | 80 |\n", "| unclassified_link | 50 | 50 |\n", "| residential | 50 | 80 |\n", "| living_street | 20 | NA |\n", "| service | 30 | NA |\n", "| other | 50 | 80 |\n", "\n", "For simplicity, we can consider that all the roads in Helsinki Region follows the *within urban region* speed limits, although this is not exactly true (the higher speed limits start somewhere at the outer parts of the city region). For making the speed limit values more robust / correct, you could use data about urban/rural classification which is available in Finland from [Finnish Environment Institute](https://www.avoindata.fi/data/fi/dataset/kaupunki-maaseutu-luokitus-ykr). Let's first convert our `maxspeed` values to integers using `astype()` method:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "[30, 40, , 20, 10, 5, 50]\n", "Length: 7, dtype: Int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges[\"maxspeed\"] = edges[\"maxspeed\"].astype(float).astype(pd.Int64Dtype())\n", "edges[\"maxspeed\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, now the maxspeed values are stored in integer format inside an `IntegerArray`, and the `None` values were converted into `pandas.NA` objects that are assigned with ``. Now we can create a function that returns a numeric value for different road classes based on the criteria in the table above:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def road_class_to_kmph(road_class):\n", " \"\"\"\n", " Returns a speed limit value based on road class, \n", " using typical Finnish speed limit values within urban regions.\n", " \"\"\"\n", " if road_class == \"motorway\":\n", " return 100\n", " elif road_class == \"motorway_link\":\n", " return 80\n", " elif road_class in [\"trunk\", \"trunk_link\"]:\n", " return 60\n", " elif road_class == \"service\":\n", " return 30\n", " elif road_class == \"living_street\":\n", " return 20\n", " else:\n", " return 50" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can apply this function to all rows that **do not have speed limit information**:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " maxspeed highway\n", "30 30 service\n", "47 30 service\n", "48 30 service\n", "49 30 service\n", "50 30 service" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Separate rows with / without speed limit information \n", "mask = edges[\"maxspeed\"].isnull()\n", "edges_without_maxspeed = edges.loc[mask].copy()\n", "edges_with_maxspeed = edges.loc[~mask].copy()\n", "\n", "# Apply the function and update the maxspeed\n", "edges_without_maxspeed[\"maxspeed\"] = edges_without_maxspeed[\"highway\"].apply(road_class_to_kmph)\n", "edges_without_maxspeed.head(5).loc[:, [\"maxspeed\", \"highway\"]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, as we can see now the `maxspeed` value have been updated according our criteria, and e.g. the `service` road class have been given the speed limit 30 kmph. Now we can recreate the edges GeoDataFrame by combining the two frames: " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "[30, 40, 20, 10, 5, 50]\n", "Length: 6, dtype: Int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges = edges_with_maxspeed.append(edges_without_maxspeed)\n", "edges[\"maxspeed\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great, now all of our edges have information about the speed limit. We can also visualize them:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Convert the value into regular integer Series (the plotting requires having Series instead of IntegerArray) \n", "edges[\"maxspeed\"] = edges[\"maxspeed\"].astype(int)\n", "ax = edges.plot(column=\"maxspeed\", figsize=(10,10), legend=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can calculate the travel time in seconds using the formula we saw earlier and add that as a new cost attribute for our network:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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uvlengthtravel_time_seconds
013724776052927272209.3701.12440
129272722023941170424.4990.53988
229625056320490841954.1740.50088
320490841956007235921.6922.60304
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" ], "text/plain": [ " u v length travel_time_seconds\n", "0 1372477605 292727220 9.370 1.12440\n", "1 292727220 2394117042 4.499 0.53988\n", "2 296250563 2049084195 4.174 0.50088\n", "3 2049084195 60072359 21.692 2.60304\n", "4 60072359 6100704327 19.083 2.28996\n", "5 6100704327 296250223 6.027 0.72324\n", "6 264015226 25345665 9.644 1.15728\n", "7 25345665 296248024 7.016 0.84192\n", "8 296248024 426911766 4.137 0.49644\n", "9 426911766 60072364 21.132 2.53584" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges[\"travel_time_seconds\"] = edges[\"length\"] / (edges[\"maxspeed\"]/3.6)\n", "edges.iloc[0:10, -4:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excellent! Now our GeoDataFrame has all the information we need for creating a graph that can be used to conduct shortest path analysis based on length or travel time. Notice that here we assume that the cars can drive with the same speed as what the speed limit is. Considering the urban dynamics and traffic congestion, this assumption might not hold, but for simplicity, we assume so in this tutorial. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Build a directed graph with pyrosm\n", "\n", "We can use `pyrosm` library (as well as `OSMnx`) to easily build a directed graph. Let's see how we can create a routable NetworkX graph using `pyrosm` with one command:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G = osm.to_graph(nodes, edges, graph_type=\"networkx\")\n", "G" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a similar routable graph, but `pyrosm` actually does some additional steps in the background. By default, `pyrosm` cleans all **unconnected** edges from the graph and only keeps edges that can be reached from every part of the network. In addition, `pyrosm` automatically modifies the graph attribute information in a way that they are compatible with `OSMnx` that provides many handy functionalities to work with graphs. Such as plotting an interactive map based on the graph:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import osmnx as ox \n", "ox.plot_graph_folium(G)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Routing with NetworkX\n", "\n", "Now we have everything we need to start routing with NetworkX (based on driving distance or travel time). But first, let's again go through some basics about routing.\n", "\n", "### Basic logic in routing\n", "\n", "Most (if not all) routing algorithms work more or less in a similar manner. The basic steps for finding an optimal route from A to B, is to:\n", " 1. Find the nearest node for origin location \\* (+ get info about its node-id and distance between origin and node)\n", " 2. Find the nearest node for destination location \\* (+ get info about its node-id and distance between origin and node)\n", " 3. Use a routing algorithm to find the shortest path between A and B\n", " 4. Retrieve edge attributes for the given route(s) and summarize them (can be distance, time, CO2, or whatever)\n", " \n", "\\* in more advanced implementations you might search for the closest edge\n", "\n", "This same logic should be applied always when searching for an optimal route between a single origin to a single destination, or when calculating one-to-many -type of routing queries (producing e.g. travel time matrices). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find the optimal route between two locations\n", "\n", "Next, we will learn how to find the shortest path between two locations using [Dijkstra's](https://en.wikipedia.org/wiki/Dijkstra%27s_algorithm) algorithm.\n", "\n", "First, let's find the closest nodes for two locations that are located in the area. OSMnx provides a handly function for geocoding an address `ox.geocode()`. We can use that to retrieve the x and y coordinates of our origin and destination." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Origin coords: 24.9360071 60.1696202\n", "Destination coords: 24.9512311 60.1664348\n" ] } ], "source": [ "# OSM data is in WGS84 so typically we need to use lat/lon coordinates when searching for the closest node\n", "\n", "# Origin\n", "orig_address = \"Simonkatu 3, Helsinki\"\n", "orig_y, orig_x = ox.geocode(orig_address) # notice the coordinate order (y, x)!\n", "\n", "# Destination\n", "dest_address = \"Unioninkatu 33, Helsinki\"\n", "dest_y, dest_x = ox.geocode(dest_address) \n", "\n", "print(\"Origin coords:\", orig_x, orig_y)\n", "print(\"Destination coords:\", dest_x, dest_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, now we have coordinates for our origin and destination.\n", "\n", "### Find the nearest nodes\n", "\n", "Next, we need to find the closest nodes from the graph for both of our locations. For calculating the closest point we use `ox.distance.nearest_nodes()` -function and specify `return_dist=True` to get the distance in meters." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Origin node-id: 659998487 and distance: 27.888258768172825 meters.\n", "Destination node-id: 3367881248 and distance: 1.3705603583619679 meters.\n" ] } ], "source": [ "# 1. Find the closest nodes for origin and destination\n", "orig_node_id, dist_to_orig = ox.distance.nearest_nodes(G, X=orig_x, Y=orig_y, return_dist=True)\n", "dest_node_id, dist_to_dest = ox.distance.nearest_nodes(G, X=dest_x, Y=dest_y, return_dist=True)\n", "\n", "print(\"Origin node-id:\", orig_node_id, \"and distance:\", dist_to_orig, \"meters.\")\n", "print(\"Destination node-id:\", dest_node_id, \"and distance:\", dist_to_dest, \"meters.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to start the actual routing with NetworkX. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find the fastest route by distance / time\n", "\n", "Now we can do the routing and find the shortest path between the origin and target locations\n", "by using the `dijkstra_path()` function of NetworkX. For getting only the cumulative cost of the trip, we can directly use a function `dijkstra_path_length()` that returns the travel time without the actual path. \n", "\n", "With `weight` -parameter we can specify the attribute that we want to use as cost/impedance. We have now three possible weight attributes available: `'length'` and `'travel_time_seconds'`. \n", "\n", "- Let's first calculate the routes between locations by walking and cycling, and also retrieve the travel times" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# Calculate the paths by walking and cycling\n", "metric_path = nx.dijkstra_path(G, source=orig_node_id, target=dest_node_id, weight='length')\n", "time_path = nx.dijkstra_path(G, source=orig_node_id, target=dest_node_id, weight='travel_time_seconds')\n", "\n", "# Get also the actual travel times (summarize)\n", "travel_length = nx.dijkstra_path_length(G, source=orig_node_id, target=dest_node_id, weight='length')\n", "travel_time = nx.dijkstra_path_length(G, source=orig_node_id, target=dest_node_id, weight='travel_time_seconds')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, that was it! Let's now see what we got as results by visualizing the results.\n", "\n", "For visualization purposes, we can use a handy function again from OSMnx called `ox.plot_graph_route()` (for static) or `ox.plot_route_folium()` (for interactive plot).\n", "\n", "- Let's first make static maps" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 51.0, 'Shortest path distance 1138.1 meters.')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Shortest path based on distance\n", "fig, ax = ox.plot_graph_route(G, metric_path)\n", "\n", "# Add the travel time as title\n", "ax.set_xlabel(\"Shortest path distance {t: .1f} meters.\".format(t=travel_length))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0.5, 51.0, 'Travel time 2.4 minutes.')" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, ax = ox.plot_graph_route(G, time_path)\n", "\n", "# Add the travel time as title\n", "ax.set_xlabel(\"Travel time {t: .1f} minutes.\".format(t=travel_time/60))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now we have successfully found the optimal route between our origin and destination and we also have estimates about the travel time that it takes to travel between the locations by walking and cycling. As we can see, the route for both travel modes is exactly the same which is natural, as the only thing that changed here was the constant travel speed.\n", "\n", "- Let's still finally see an example how you can plot a nice interactive map out of our results with OSMnx:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ox.plot_route_folium(G, time_path, popup_attribute='travel_time_seconds')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }