{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Starting with OSMnx: retrieving and visualizing data from OpenStreetMap \n", "\n", "Hello, World! Welcome to my first Python project. \n", "\n", "In this project, we are going to look at [OSMnx](https://osmnx.readthedocs.io/en/stable/), a Python library that allows to download spatial geometries and construct, project, analyze, and visualize street networks using OpenStreetMap data. In addition, there is also a scientific articles available describing the package: \n", "\n", "Boeing, G. 2017. [“OSMnx: New Methods for Acquiring, Constructing, Analyzing, and Visualizing Complex Street Networks.”](https://geoffboeing.com/publications/osmnx-complex-street-networks/) Computers, Environment and Urban Systems 65, 126-139. doi:10.1016/j.compenvurbsys.2017.05.004\n", "\n", "Finally, I'd like to thank *Mr Ujaval Gandhi* from Spatial Thoughts, that encouraged this activity after attending his great course [Python foundation for spatial analysis](https://spatialthoughts.com/courses/python-foundation-for-spatial-analysis/)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Project Index\n", "- Load the libraries\n", "- Get street network from a place name\n", "- Downloading OSM Geospatial Entities with OSMnx \n", "- Plotting data\n", "- Save Shapefiles and GeoPackages for GIS " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Project Resources\n", "- [Spatial Thoughts](https://courses.spatialthoughts.com/python-foundation.html) \n", "- [OSMnx](https://github.com/gboeing/osmnx)\n", "- [Autogis](https://autogis-site.readthedocs.io/en/latest/notebooks/L6/00_retrieve_osm_data.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Let's start!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the libraries" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# import necessary modules\n", "import osmnx as ox\n", "import networkx as nx\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "\n", "# command to display matplotlib plots inline within the ipython notebook\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get street network from a place name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by specifying the place from where to download the data. For this project, we download data from Crescenzago/Padova district in Milan, Italy. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: the place name should be geocodable. To find the proper name, you can use [Nominatim](https://nominatim.openstreetmap.org/ui/search.html) which is a debugging interface for the search engine used on the OpenStreetMap website. \n", "\n", "Tag: ``\"Padova, Municipio 2, Milano, Lombardia, Italia\"`` \n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# Specify the name that is used to seach for the data \n", "place_name = \"Padova, Municipio 2, Milano, Lombardia, Italia\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get street network" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OSMnx lets you download street network data and build topologically-corrected street networks, project and plot the networks, and save the street network as geopackage or shapefiles for later use. \n", "\n", "You can specify several different *network types*:\n", " - 'drive' - get drivable public streets (but not service roads)\n", " - 'drive_service' - get drivable streets, including service roads\n", " - 'walk' - get all streets and paths that pedestrians can use (this network type ignores one-way directionality)\n", " - 'bike' - get all streets and paths that cyclists can use\n", " - 'all' - download all non-private OSM streets and paths (this is the default network type unless you specify a different one)\n", " - 'all_private' - download all OSM streets and paths, including private-access ones\n", "\n", "Or *simplify* it, which will clean up nodes that are not intersections or dead-ends while retaining the complete edge geometry.\n", "\n", "For a more in-depth demonstration of creating street networks, see [OSMnx examples](https://github.com/gboeing/osmnx)." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# Fetch OSM street network from the location\n", "graph = ox.graph_from_place(place_name, simplify=True, network_type= 'all_private')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "networkx.classes.multidigraph.MultiDiGraph" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check data type of the graph\n", "type(graph)\n", "\n", "#DiGraph is a data type that stores nodes and edges with optional data, or attributes." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "#Project graph from its current CRS to UTM.\n", "graph = ox.project_graph(graph)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot the graph nodes and edges\n", "fig, ax = ox.plot_graph(graph, edge_linewidth=0.5, node_size=10, node_color=\"#66cc66\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Downloading OSM Geospatial Entities with OSMnx\n", "\n", "OSMnx lets you download spatial \"place boundary\" geometries from OpenStreetMap, save them to shapefiles, project them, and plot them. For a more in-depth demonstration of creating these shapefiles, see [OSMnx examples](https://github.com/gboeing/osmnx)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Place polygon\n", "Let's also plot the Polygon that represents our area of interest. We can retrieve the polygon geometry using the *geocode_to_gdf()* function" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# returns a GeoDataFrame based on the specified place name query\n", "area = ox.geocode_to_gdf(place_name)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geometrybbox_northbbox_southbbox_eastbbox_westplace_idosm_typeosm_idlatlondisplay_nameclasstypeimportance
0POLYGON ((9.21711 45.50097, 9.21765 45.50050, ...45.51153845.4925339.2561249.217106198748861way40414022145.5019359.230626Padova, Municipio 2, Milan, Lombardy, Italyplacequarter0.56
\n", "
" ], "text/plain": [ " geometry bbox_north bbox_south \\\n", "0 POLYGON ((9.21711 45.50097, 9.21765 45.50050, ... 45.511538 45.492533 \n", "\n", " bbox_east bbox_west place_id osm_type osm_id lat lon \\\n", "0 9.256124 9.217106 198748861 way 404140221 45.501935 9.230626 \n", "\n", " display_name class type importance \n", "0 Padova, Municipio 2, Milan, Lombardy, Italy place quarter 0.56 " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check the data values\n", "area.head()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get the polygon for Padova district, project it to UTM, and plot it\n", "area_proj = ox.project_gdf(area)\n", "ax = area_proj.plot (fc=\"grey\", ec=\"none\")\n", "\n", "_ = ax.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Building footprints" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to download other types of OSM data features with OSMnx such as buildings or points of interest (POIs). Let’s download the buildings with OSMnx *geometries_from_place()* function and plot them." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "buildings = ox.geometries_from_place(place_name, tags={'building':True})" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1442" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check how many building footprints we received\n", "len(buildings) \n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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addr:cityaddr:countryaddr:housenumberaddr:streetgeometryaddr:postcodesourcenameaccessamenity...heightstart_datecontact:facebookcontact:instagramcontact:linkedintower:typebuilding:usegradeswaystype
element_typeosmid
node9297290741MilanoNaN14Via RovignoPOINT (9.21947 45.50296)20125NaNBocciofila MartesanaNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
way25666269NaNNaNNaNNaNPOLYGON ((9.23091 45.50313, 9.23094 45.50312, ...NaNUDB60Anfiteatro MartesanaNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
25678877NaNNaNNaNNaNPOLYGON ((9.22938 45.49910, 9.22941 45.49897, ...NaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
25678878NaNNaNNaNNaNPOLYGON ((9.23009 45.49913, 9.23005 45.49928, ...NaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
25678879NaNNaNNaNNaNPOLYGON ((9.23010 45.49931, 9.23006 45.49947, ...NaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "

5 rows × 71 columns

\n", "
" ], "text/plain": [ " addr:city addr:country addr:housenumber addr:street \\\n", "element_type osmid \n", "node 9297290741 Milano NaN 14 Via Rovigno \n", "way 25666269 NaN NaN NaN NaN \n", " 25678877 NaN NaN NaN NaN \n", " 25678878 NaN NaN NaN NaN \n", " 25678879 NaN NaN NaN NaN \n", "\n", " geometry \\\n", "element_type osmid \n", "node 9297290741 POINT (9.21947 45.50296) \n", "way 25666269 POLYGON ((9.23091 45.50313, 9.23094 45.50312, ... \n", " 25678877 POLYGON ((9.22938 45.49910, 9.22941 45.49897, ... \n", " 25678878 POLYGON ((9.23009 45.49913, 9.23005 45.49928, ... \n", " 25678879 POLYGON ((9.23010 45.49931, 9.23006 45.49947, ... \n", "\n", " addr:postcode source name access \\\n", "element_type osmid \n", "node 9297290741 20125 NaN Bocciofila Martesana NaN \n", "way 25666269 NaN UDB60 Anfiteatro Martesana NaN \n", " 25678877 NaN NaN NaN NaN \n", " 25678878 NaN NaN NaN NaN \n", " 25678879 NaN NaN NaN NaN \n", "\n", " amenity ... height start_date contact:facebook \\\n", "element_type osmid ... \n", "node 9297290741 NaN ... NaN NaN NaN \n", "way 25666269 NaN ... NaN NaN NaN \n", " 25678877 NaN ... NaN NaN NaN \n", " 25678878 NaN ... NaN NaN NaN \n", " 25678879 NaN ... NaN NaN NaN \n", "\n", " contact:instagram contact:linkedin tower:type \\\n", "element_type osmid \n", "node 9297290741 NaN NaN NaN \n", "way 25666269 NaN NaN NaN \n", " 25678877 NaN NaN NaN \n", " 25678878 NaN NaN NaN \n", " 25678879 NaN NaN NaN \n", "\n", " building:use grades ways type \n", "element_type osmid \n", "node 9297290741 NaN NaN NaN NaN \n", "way 25666269 NaN NaN NaN NaN \n", " 25678877 NaN NaN NaN NaN \n", " 25678878 NaN NaN NaN NaN \n", " 25678879 NaN NaN NaN NaN \n", "\n", "[5 rows x 71 columns]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.head()\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['addr:city', 'addr:country', 'addr:housenumber', 'addr:street',\n", " 'geometry', 'addr:postcode', 'source', 'name', 'access', 'amenity',\n", " 'operator', 'brand', 'brand:wikidata', 'brand:wikipedia', 'tourism',\n", " 'website', 'building', 'leisure', 'sport', 'nodes', 'building:levels',\n", " 'created_by', 'isced:level', 'office', 'roof:levels', 'contact:phone',\n", " 'ref:vatin', 'shop', 'roof:shape', 'email', 'fax', 'phone', 'rooms',\n", " 'stars', 'addr:housename', 'denomination', 'religion', 'wikidata',\n", " 'man_made', 'name:zh', 'air_conditioning', 'opening_hours',\n", " 'payment:cash', 'payment:credit_cards', 'payment:debit_cards',\n", " 'wheelchair', 'abandoned', 'roof:colour', 'building:colour',\n", " 'building:material', 'wikipedia', 'internet_access', 'operator:type',\n", " 'ref:isil', 'old_name', 'cuisine', 'layer', 'ref:mise',\n", " 'outdoor_seating', 'smoking', 'architect', 'height', 'start_date',\n", " 'contact:facebook', 'contact:instagram', 'contact:linkedin',\n", " 'tower:type', 'building:use', 'grades', 'ways', 'type'],\n", " dtype='object')" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.columns" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# project to UTM\n", "buildings_proj= ox.project_gdf(buildings)\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot \n", "fig, ax = ox.plot_footprints(buildings_proj, figsize=(5, 5), color='black', bgcolor='w')\n", "_ = ax.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Points-of-interest" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "# Retrieve metro stop\n", "stops = ox.geometries_from_place(place_name, tags={\"station\": \"subway\"})" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How many stops do we have?\n", "len(stops)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['description', 'name', 'network', 'operator', 'public_transport',\n", " 'railway', 'start_date', 'station', 'wheelchair', 'wikidata',\n", " 'wikipedia', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# available colums \n", "stops.columns" ] }, { "cell_type": "code", "execution_count": 53, "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", "
namedescriptionstation
element_typeosmid
node9897478677TurroArea STIBM: Mi1subway
\n", "
" ], "text/plain": [ " name description station\n", "element_type osmid \n", "node 9897478677 Turro Area STIBM: Mi1 subway" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Select some useful columns and print\n", "stop_name = ['name', 'description', 'station']\n", " \n", "# Print\n", "stops[stop_name]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We downloaded Turro subway station from M1 Line." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Graph to GeoDataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now plot all these different OSM layers by using geopandas. However, the street network data is not a GeoDataFrame, but a graph object. \n", "OSMnx provides the function *graph_to_gdfs()* that can convert the graph into two separate GeoDataFrames where the first one contains the information about the nodes and the second one about the edge.\n", "\n", "Let’s extract the nodes and edges from the graph as GeoDataFrames:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "# Retrieve nodes and edges\n", "nodes, edges = ox.graph_to_gdfs(graph)\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yxhighwaystreet_countlonlatgeometry
osmid
275511375.038073e+06518401.541084crossing49.23551745.495944POINT (518401.541 5038072.902)
25335398435.038070e+06518398.892171NaN39.23548345.495921POINT (518398.892 5038070.305)
25335418455.038103e+06518415.914145NaN39.23570345.496218POINT (518415.914 5038103.362)
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275511395.038721e+06518985.296557NaN39.24301445.501765POINT (518985.297 5038721.309)
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" ], "text/plain": [ " y x highway street_count lon \\\n", "osmid \n", "27551137 5.038073e+06 518401.541084 crossing 4 9.235517 \n", "2533539843 5.038070e+06 518398.892171 NaN 3 9.235483 \n", "2533541845 5.038103e+06 518415.914145 NaN 3 9.235703 \n", "2533542537 5.038074e+06 518413.938024 crossing 4 9.235676 \n", "27551139 5.038721e+06 518985.296557 NaN 3 9.243014 \n", "\n", " lat geometry \n", "osmid \n", "27551137 45.495944 POINT (518401.541 5038072.902) \n", "2533539843 45.495921 POINT (518398.892 5038070.305) \n", "2533541845 45.496218 POINT (518415.914 5038103.362) \n", "2533542537 45.495953 POINT (518413.938 5038073.849) \n", "27551139 45.501765 POINT (518985.297 5038721.309) " ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nodes.head()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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osmidhighwayonewayreversedlengthgeometrynamemaxspeedlaneswidthjunctionaccessservicebridgetunnel
uvkey
2755113725335398430369654598footwayFalseFalse3.706LINESTRING (518401.541 5038072.902, 518398.892...NaNNaNNaNNaNNaNNaNNaNNaNNaN
253354184508421642unclassifiedTrueFalse35.300LINESTRING (518401.541 5038072.902, 518402.028...Via Palmanova30NaNNaNNaNNaNNaNNaNNaN
25335425370[369654597, 369654598]footwayFalseTrue22.011LINESTRING (518401.541 5038072.902, 518410.804...NaNNaNNaNNaNNaNNaNNaNNaNNaN
253353984325335398440369654598footwayFalseFalse8.485LINESTRING (518398.892 5038070.305, 518392.705...NaNNaNNaNNaNNaNNaNNaNNaNNaN
275511370369654598footwayFalseTrue3.706LINESTRING (518398.892 5038070.305, 518401.541...NaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " osmid highway oneway \\\n", "u v key \n", "27551137 2533539843 0 369654598 footway False \n", " 2533541845 0 8421642 unclassified True \n", " 2533542537 0 [369654597, 369654598] footway False \n", "2533539843 2533539844 0 369654598 footway False \n", " 27551137 0 369654598 footway False \n", "\n", " reversed length \\\n", "u v key \n", "27551137 2533539843 0 False 3.706 \n", " 2533541845 0 False 35.300 \n", " 2533542537 0 True 22.011 \n", "2533539843 2533539844 0 False 8.485 \n", " 27551137 0 True 3.706 \n", "\n", " geometry \\\n", "u v key \n", "27551137 2533539843 0 LINESTRING (518401.541 5038072.902, 518398.892... \n", " 2533541845 0 LINESTRING (518401.541 5038072.902, 518402.028... \n", " 2533542537 0 LINESTRING (518401.541 5038072.902, 518410.804... \n", "2533539843 2533539844 0 LINESTRING (518398.892 5038070.305, 518392.705... \n", " 27551137 0 LINESTRING (518398.892 5038070.305, 518401.541... \n", "\n", " name maxspeed lanes width junction access \\\n", "u v key \n", "27551137 2533539843 0 NaN NaN NaN NaN NaN NaN \n", " 2533541845 0 Via Palmanova 30 NaN NaN NaN NaN \n", " 2533542537 0 NaN NaN NaN NaN NaN NaN \n", "2533539843 2533539844 0 NaN NaN NaN NaN NaN NaN \n", " 27551137 0 NaN NaN NaN NaN NaN NaN \n", "\n", " service bridge tunnel \n", "u v key \n", "27551137 2533539843 0 NaN NaN NaN \n", " 2533541845 0 NaN NaN NaN \n", " 2533542537 0 NaN NaN NaN \n", "2533539843 2533539844 0 NaN NaN NaN \n", " 27551137 0 NaN NaN NaN " ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting data\n", "Let’s create a map of Crescenzago/Padova district using the area, streets and buildings.\n", "We can plot in different ways" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(18,4))\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "ax0, ax1, ax2 = ax" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the area\n", "area.plot(ax=ax0, facecolor='black')\n", "fig" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the network edges\n", "edges.plot(ax=ax1 ,linewidth=1, edgecolor='#BC8F8F')\n", "fig" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the buildings\n", "buildings.plot(ax=ax2, facecolor='khaki')\n", "fig" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Remove axis and add titles\n", "ax0.axis('off')\n", "ax0.set_title('Padova District area', y=-0.1)\n", "ax1.axis('off')\n", "ax1.set_title('Padova District network', y=-0.1)\n", "ax2.axis('off')\n", "ax2.set_title('Padova District buildings', y=-0.1)\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Re-project layers to EPSG:32632" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "from pyproj import CRS\n", "\n", "# Set projection\n", "projection = CRS.from_epsg(32632)\n", "\n", "# Re-project layers\n", "area = area.to_crs(projection)\n", "edges = edges.to_crs(projection)\n", "buildings = buildings.to_crs(projection)\n", "stops = stops.to_crs(projection)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a new plot with the re-projected layers overlapped:\n", "fig, ax = plt.subplots(figsize=(18,4))\n", "\n", "ax.axis('off')\n", "\n", "# Plot the area\n", "area.plot(ax=ax, facecolor='#b1b1b1')\n", "# plot the network\n", "edges.plot(ax=ax, linewidth=0.8, edgecolor='white')\n", "# plot the buildings\n", "buildings.plot(ax=ax, facecolor='#6e6e6e')\n", "#plot the statio\n", "stops.plot(ax=ax, color='red')\n", "plt.tight_layout()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save Shapefiles and GeoPackages for GIS " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can export our data in different formats, such as Geopackage, to use in GIS." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "# save street network as geopackage to work with it in GIS\n", "ox.save_graph_geopackage(graph, filepath=\"./data/ graph.gpkg\") " ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "# save the buildings, area, and stops as a geopackage to work in GIS\n", "buildings.geometry.to_file(\"./data/padova.gpkg\", driver='GPKG', layer='buildings')\n", "area.geometry.to_file(\"./data/padova.gpkg\", driver='GPKG', layer='area')\n", "stops.geometry.to_file(\"./data/padova.gpkg\", driver='GPKG', layer='stops')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## To Conclude" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this project, we explored a very cool library, OSMnx, which makes working with the OpenStreetMap source very easy. \n", "Additionally, I suggest you read the [official documentation](https://osmnx.readthedocs.io/en/stable/) to see the library's full functionality." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks!" ] } ], "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": "3.10.5" }, "vscode": { "interpreter": { "hash": "31f4be6179b1f8e35ae1a0779f25f6722577263da6d16d652227f3a9b4f7cf0b" } } }, "nbformat": 4, "nbformat_minor": 2 }