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Alan Grant1/ I've posted this kind of thing before: a flight of steps that is not tagged as steps in OSM.But this time is different. This time, I didn't find the steps by randomly walking around Malaga. This time, I had A System.With the help of the OSMnx package and IGN elevation data, I was able to estimate gradients of street segments in OSM data. The example shows one barrio (Maqueda) that has a flat eastern part, and a western part built on both sides of a ridge. <a href="https://en.osm.town/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> <a href="https://en.osm.town/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> <a href="https://en.osm.town/tags/malaga" class="mention hashtag" rel="nofollow noopener" target="_blank">#malaga</a>

Alan Grant6/ If anyone is interested in the technicalities, I got these results using the OSMnx Python package.The tricky part was working out exactly which digital terrain model files I needed to download from the IGN website. I actually did this for an unrelated reason and nerd-sniped myself into this side quest. The code is a straightforward adaptation of the very good OSMnx examples (especially example 12). But it's here if anyone wants to try something similar: <a href="https://codeberg.org/linesinalandscape/my-osmnx-scripts" rel="nofollow noopener" translate="no" target="_blank">https://codeberg.org/linesinalandscape/my-osmnx-scripts</a><a href="https://en.osm.town/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a>

💧🌏 Greg CocksModeling And Analyzing Urban Networks And Amenities With OSMnx -- <a href="https://doi.org/10.1111/gean.70009" rel="nofollow noopener" translate="no" target="_blank">https://doi.org/10.1111/gean.70009</a> <-- shared technical article / 'how to' -- <a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#GIS</a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#spatial</a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener" target="_blank">#mapping</a> <a href="https://techhub.social/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> <a href="https://techhub.social/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener" target="_blank">#model</a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener" target="_blank">#modeling</a> <a href="https://techhub.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://techhub.social/tags/code" class="mention hashtag" rel="nofollow noopener" target="_blank">#code</a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#spatialanalysis</a> <a href="https://techhub.social/tags/urban" class="mention hashtag" rel="nofollow noopener" target="_blank">#urban</a> <a href="https://techhub.social/tags/networks" class="mention hashtag" rel="nofollow noopener" target="_blank">#networks</a> <a href="https://techhub.social/tags/roads" class="mention hashtag" rel="nofollow noopener" target="_blank">#roads</a> <a href="https://techhub.social/tags/transportation" class="mention hashtag" rel="nofollow noopener" target="_blank">#transportation</a> <a href="https://techhub.social/tags/infrastructure" class="mention hashtag" rel="nofollow noopener" target="_blank">#infrastructure</a> <a href="https://techhub.social/tags/geography" class="mention hashtag" rel="nofollow noopener" target="_blank">#geography</a> <a href="https://techhub.social/tags/urbanplanning" class="mention hashtag" rel="nofollow noopener" target="_blank">#urbanplanning</a> <a href="https://techhub.social/tags/planning" class="mention hashtag" rel="nofollow noopener" target="_blank">#planning</a> <a href="https://techhub.social/tags/usage" class="mention hashtag" rel="nofollow noopener" target="_blank">#usage</a> <a href="https://techhub.social/tags/design" class="mention hashtag" rel="nofollow noopener" target="_blank">#design</a> <a href="https://techhub.social/tags/software" class="mention hashtag" rel="nofollow noopener" target="_blank">#software</a> <a href="https://techhub.social/tags/development" class="mention hashtag" rel="nofollow noopener" target="_blank">#development</a> <a href="https://techhub.social/tags/openscience" class="mention hashtag" rel="nofollow noopener" target="_blank">#openscience</a> <a href="https://techhub.social/tags/opensource" class="mention hashtag" rel="nofollow noopener" target="_blank">#opensource</a> <a href="https://techhub.social/tags/analysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#analysis</a> <a href="https://techhub.social/tags/tutorial" class="mention hashtag" rel="nofollow noopener" target="_blank">#tutorial</a> <a href="https://techhub.social/tags/howto" class="mention hashtag" rel="nofollow noopener" target="_blank">#howto</a>

Alexandre B A Villares 🐍«The official OSMnx reference paper has just been published open-access by Geographical Analysis: [link below] Years in the making, this article describes what OSMnx does and why it does it that way. But wait, there's more! I also discuss many lessons learned over the past decade in geospatial software development [...]» — <a href="https://mas.to/@gboeing" class="u-url mention" rel="nofollow noopener" target="_blank">@gboeing</a> Modeling and Analyzing Urban Networks and Amenities With OSMnx <a href="https://onlinelibrary.wiley.com/doi/10.1111/gean.70009" rel="nofollow noopener" translate="no" target="_blank">https://onlinelibrary.wiley.com/doi/10.1111/gean.70009</a><a href="https://ciberlandia.pt/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://ciberlandia.pt/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> <a href="https://ciberlandia.pt/tags/geoviz" class="mention hashtag" rel="nofollow noopener" target="_blank">#geoviz</a> <a href="https://ciberlandia.pt/tags/geopandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#geopandas</a> <a href="https://ciberlandia.pt/tags/FLOSS" class="mention hashtag" rel="nofollow noopener" target="_blank">#FLOSS</a> <a href="https://ciberlandia.pt/tags/geospatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#geospatial</a> <a href="https://ciberlandia.pt/tags/OpenAccess" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenAccess</a>

Alexandre B A Villares 🐍I had missed the great episode with Dr. Geoff Boeing at <a href="https://ciberlandia.pt/tags/TalkPythonToMe" class="mention hashtag" rel="nofollow noopener" target="_blank">#TalkPythonToMe</a>: #495: <a href="https://ciberlandia.pt/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a>: <a href="https://ciberlandia.pt/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> and <a href="https://ciberlandia.pt/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a>I really love OSMnx and use it all the time, often with <a href="https://ciberlandia.pt/tags/py5" class="mention hashtag" rel="nofollow noopener" target="_blank">#py5</a> (which has a cool <a href="https://ciberlandia.pt/tags/shapely" class="mention hashtag" rel="nofollow noopener" target="_blank">#shapely</a> integration that helps). Episode webpage: <a href="https://talkpython.fm/episodes/show/495/osmnx-python-and-openstreetmap" rel="nofollow noopener" translate="no" target="_blank">https://talkpython.fm/episodes/show/495/osmnx-python-and-openstreetmap</a>Media file: <a href="https://talkpython.fm/episodes/download/495/osmnx-python-and-openstreetmap.mp3" rel="nofollow noopener" translate="no" target="_blank">https://talkpython.fm/episodes/download/495/osmnx-python-and-openstreetmap.mp3</a>

Alexandre B A Villares<a href="https://pynews.com.br/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> <a href="https://pynews.com.br/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> <a href="https://pynews.com.br/tags/S%C3%A3oPaulo" class="mention hashtag" rel="nofollow noopener" target="_blank">#SãoPaulo</a> Code at: <a href="https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_03_13" rel="nofollow noopener" translate="no" target="_blank">https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_03_13</a> More sketch-a-day: <a href="https://abav.lugaralgum.com/sketch-a-day" rel="nofollow noopener" translate="no" target="_blank">https://abav.lugaralgum.com/sketch-a-day</a> If you like this, support my work: <a href="https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724" rel="nofollow noopener" translate="no" target="_blank">https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724</a> <a href="https://pynews.com.br/tags/Processing" class="mention hashtag" rel="nofollow noopener" target="_blank">#Processing</a> <a href="https://pynews.com.br/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://pynews.com.br/tags/py5" class="mention hashtag" rel="nofollow noopener" target="_blank">#py5</a> <a href="https://pynews.com.br/tags/CreativeCoding" class="mention hashtag" rel="nofollow noopener" target="_blank">#CreativeCoding</a>

Alexandre B A VillaresWork in progress... <a href="https://pynews.com.br/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> data as usual <a href="https://pynews.com.br/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> Code at: <a href="https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_03_12" rel="nofollow noopener" translate="no" target="_blank">https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_03_12</a> More sketch-a-day: <a href="https://abav.lugaralgum.com/sketch-a-day" rel="nofollow noopener" translate="no" target="_blank">https://abav.lugaralgum.com/sketch-a-day</a> If you like this, support my work: <a href="https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724" rel="nofollow noopener" translate="no" target="_blank">https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724</a> <a href="https://pynews.com.br/tags/Processing" class="mention hashtag" rel="nofollow noopener" target="_blank">#Processing</a> <a href="https://pynews.com.br/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://pynews.com.br/tags/py5" class="mention hashtag" rel="nofollow noopener" target="_blank">#py5</a> <a href="https://pynews.com.br/tags/CreativeCoding" class="mention hashtag" rel="nofollow noopener" target="_blank">#CreativeCoding</a>

Alexandre B A Villares 🐍It is super cool to be listed as a "contributor" for having chimed in (constructively) on a project's issue :D<a href="https://github.com/nathanrooy/taxicab/releases/tag/v0.1.1" rel="nofollow noopener" translate="no" target="_blank">https://github.com/nathanrooy/taxicab/releases/tag/v0.1.1</a><a href="https://ciberlandia.pt/tags/taxicab" class="mention hashtag" rel="nofollow noopener" target="_blank">#taxicab</a> is a library that improves on <a href="https://ciberlandia.pt/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> route-finding function, giving more useful results, specially on short routes.<a href="https://ciberlandia.pt/tags/geopython" class="mention hashtag" rel="nofollow noopener" target="_blank">#geopython</a> <a href="https://ciberlandia.pt/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a>

Alexandre B A VillaresCode at: <a href="https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_02_27" rel="nofollow noopener" translate="no" target="_blank">https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_02_27</a> More sketch-a-day: <a href="https://abav.lugaralgum.com/sketch-a-day" rel="nofollow noopener" translate="no" target="_blank">https://abav.lugaralgum.com/sketch-a-day</a> If you like this, support my work: <a href="https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724" rel="nofollow noopener" translate="no" target="_blank">https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724</a><a href="https://pynews.com.br/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> <a href="https://pynews.com.br/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> <a href="https://pynews.com.br/tags/Processing" class="mention hashtag" rel="nofollow noopener" target="_blank">#Processing</a> <a href="https://pynews.com.br/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://pynews.com.br/tags/py5" class="mention hashtag" rel="nofollow noopener" target="_blank">#py5</a> <a href="https://pynews.com.br/tags/CreativeCoding" class="mention hashtag" rel="nofollow noopener" target="_blank">#CreativeCoding</a>

Alexandre B A VillaresCode at: <a href="https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_02_26" rel="nofollow noopener" translate="no" target="_blank">https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_02_26</a> More sketch-a-day: <a href="https://abav.lugaralgum.com/sketch-a-day" rel="nofollow noopener" translate="no" target="_blank">https://abav.lugaralgum.com/sketch-a-day</a> If you like this, support my work: <a href="https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724" rel="nofollow noopener" translate="no" target="_blank">https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724</a> <a href="https://pynews.com.br/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> <a href="https://pynews.com.br/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> <a href="https://pynews.com.br/tags/shapely" class="mention hashtag" rel="nofollow noopener" target="_blank">#shapely</a> <a href="https://pynews.com.br/tags/Processing" class="mention hashtag" rel="nofollow noopener" target="_blank">#Processing</a> <a href="https://pynews.com.br/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://pynews.com.br/tags/py5" class="mention hashtag" rel="nofollow noopener" target="_blank">#py5</a> <a href="https://pynews.com.br/tags/CreativeCoding" class="mention hashtag" rel="nofollow noopener" target="_blank">#CreativeCoding</a>

Alexandre B A Villares<a href="https://pynews.com.br/tags/S%C3%A3oPaulo" class="mention hashtag" rel="nofollow noopener" target="_blank">#SãoPaulo</a> Code at: <a href="https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_02_24" rel="nofollow noopener" translate="no" target="_blank">https://github.com/villares/sketch-a-day/tree/main/2025/sketch_2025_02_24</a> More sketch-a-day: <a href="https://abav.lugaralgum.com/sketch-a-day" rel="nofollow noopener" translate="no" target="_blank">https://abav.lugaralgum.com/sketch-a-day</a> If you like this, support my work: <a href="https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724" rel="nofollow noopener" translate="no" target="_blank">https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724</a> <a href="https://pynews.com.br/tags/shapely" class="mention hashtag" rel="nofollow noopener" target="_blank">#shapely</a> <a href="https://pynews.com.br/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> <a href="https://pynews.com.br/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> Poly data (c) OpenStreetMap contributors <a href="https://www.openstreetmap.org/copyright" rel="nofollow noopener" translate="no" target="_blank">https://www.openstreetmap.org/copyright</a> <a href="https://pynews.com.br/tags/Processing" class="mention hashtag" rel="nofollow noopener" target="_blank">#Processing</a> <a href="https://pynews.com.br/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://pynews.com.br/tags/py5" class="mention hashtag" rel="nofollow noopener" target="_blank">#py5</a> <a href="https://pynews.com.br/tags/CreativeCoding" class="mention hashtag" rel="nofollow noopener" target="_blank">#CreativeCoding</a>

Talk Python PodcastLatest episode: <a href="https://fosstodon.org/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> - <a href="https://fosstodon.org/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> and <a href="https://fosstodon.org/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> with <a href="https://mas.to/@gboeing" class="u-url mention" rel="nofollow noopener" target="_blank">@gboeing</a> and <a href="https://fosstodon.org/@mkennedy" class="u-url mention" rel="nofollow noopener" target="_blank">@mkennedy</a> <a href="https://talkpython.fm/episodes/show/495/osmnx-python-and-openstreetmap" rel="nofollow noopener" translate="no" target="_blank">https://talkpython.fm/episodes/show/495/osmnx-python-and-openstreetmap</a>

kaxtillo<a href="https://mastodon.social/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> Principales caracteristicas del paquete de <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> para descargar, modelar, analizar y visualizar fácilmente características geoespaciales de <a href="https://mastodon.social/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> <a href="https://medium.com/@kaxtillo/osmnx-caracteristicas-3b8e61d9f256" rel="nofollow noopener" translate="no" target="_blank">https://medium.com/@kaxtillo/osmnx-caracteristicas-3b8e61d9f256</a>

Alexandre B A Villares 🐍<a href="https://openbiblio.social/@awinkler" class="u-url mention" rel="nofollow noopener" target="_blank">@awinkler</a> this is not what you asked, but I've been playing with <a href="https://ciberlandia.pt/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> and it is very cool. You can get "drive" routes between points

Lisa HornungI recently moved house, so I didn’t have time to take part in <a href="https://fosstodon.org/tags/30DayMapChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#30DayMapChallenge</a> in November. Now that I’m getting settled, I want to start exploring my new neighbourhood and get back to mapping. So here is Day 1 - Points showing council maintained trees in Abbey Wood, southeast London. 🌳 🗺️ Made in <a href="https://fosstodon.org/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://fosstodon.org/tags/matplotlib" class="mention hashtag" rel="nofollow noopener" target="_blank">#matplotlib</a>. Basemap data from <a href="https://fosstodon.org/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> via <a href="https://fosstodon.org/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> (finally updated to v2.0). Tree data for London is available in the London Datastore. 🔗 Code: <a href="https://github.com/Lisa-Ho/30-day-map-challenge/tree/main/2024" rel="nofollow noopener" translate="no" target="_blank">https://github.com/Lisa-Ho/30-day-map-challenge/tree/main/2024</a>

Michael Szell<a href="https://datasci.social/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#OSMnx</a> 2.0.0 has just been released! 🎉<a href="https://osmnx.readthedocs.io/en/stable/" rel="nofollow noopener" translate="no" target="_blank">https://osmnx.readthedocs.io/en/stable/</a>

tlohdeday 22: 2 colours.is <a href="https://fediscience.org/tags/halftone" class="mention hashtag" rel="nofollow noopener" target="_blank">#halftone</a> cheating?the Lake District with halftone topography taken from Copernicus Global DEM and lakes and rivers from <a href="https://fediscience.org/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> <a href="https://fediscience.org/tags/h3" class="mention hashtag" rel="nofollow noopener" target="_blank">#h3</a> <a href="https://fediscience.org/tags/matplotlib" class="mention hashtag" rel="nofollow noopener" target="_blank">#matplotlib</a> <a href="https://fediscience.org/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://fediscience.org/tags/geopandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#geopandas</a> <a href="https://fediscience.org/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> <a href="https://fediscience.org/tags/CopernicusDEM" class="mention hashtag" rel="nofollow noopener" target="_blank">#CopernicusDEM</a> <a href="https://fediscience.org/tags/30DayMapChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#30DayMapChallenge</a>

tlohde<a href="https://fediscience.org/tags/30DayMapChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#30DayMapChallenge</a> Day 19: <a href="https://fediscience.org/tags/typography" class="mention hashtag" rel="nofollow noopener" target="_blank">#typography</a>Bit fiddly this one. But reasonably happy with it.Data from <a href="https://fediscience.org/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> via <a href="https://fediscience.org/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> fonts used: water splash (<a href="https://www.fontspace.com/water-splash-script-font-f89646" rel="nofollow noopener" translate="no" target="_blank">https://www.fontspace.com/water-splash-script-font-f89646</a>); Engravers MT; DejaVu Sans Mono; Bauhaus 93.all done in <a href="https://fediscience.org/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> with <a href="https://fediscience.org/tags/matplotlib" class="mention hashtag" rel="nofollow noopener" target="_blank">#matplotlib</a> <a href="https://fediscience.org/tags/geopandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#geopandas</a> and <a href="https://fediscience.org/tags/shapely" class="mention hashtag" rel="nofollow noopener" target="_blank">#shapely</a>

tlohdeRegional Capitals of Italy.Polygons of Parks and gardens (green), buildings (white) and piazzas/squares (red). Data from <a href="https://fediscience.org/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenStreetMap</a> via <a href="https://fediscience.org/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> and plotted with <a href="https://fediscience.org/tags/geopandas" class="mention hashtag" rel="nofollow noopener" target="_blank">#geopandas</a> & <a href="https://fediscience.org/tags/matplotlib" class="mention hashtag" rel="nofollow noopener" target="_blank">#matplotlib</a>. font: Scoglietto by Petra Heidorntook me far too long to work out the required OpenStreetMap tags to get the nodes for the regional capitals.<a href="https://fediscience.org/tags/30DayMapChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#30DayMapChallenge</a> Day 3: <a href="https://fediscience.org/tags/Polygons" class="mention hashtag" rel="nofollow noopener" target="_blank">#Polygons</a>

Ruth MottramNom. <a href="https://fediscience.org/@tlohde/113412191058419280" rel="nofollow noopener" translate="no" target="_blank">https://fediscience.org/@tlohde/113412191058419280</a> <a href="https://fediscience.org/@tlohde" class="u-url mention" rel="nofollow noopener" target="_blank">@tlohde</a> - Croissant Distribution🥐 📊 or, where am I most likely to have my next croissant, assuming (something something) independence from my previous croissant. 🥐^k * e^(-🥐) / k! -- 2d kernel density estimation of the location of bakeries (blue) and farms (red) across France.Locations taken from OpenStreetMap, with <a href="https://fediscience.org/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#osmnx</a> & plotted with <a href="https://fediscience.org/tags/matplotlib" class="mention hashtag" rel="nofollow noopener" target="_blank">#matplotlib</a> & <a href="https://fediscience.org/tags/seaborn" class="mention hashtag" rel="nofollow noopener" target="_blank">#seaborn</a>. font: Borel, by Rosalie Wagner.<a href="https://fediscience.org/tags/30DayMapChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#30DayMapChallenge</a> Day 2: Lines

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