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#osmnx

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💧🌏 Greg Cocks<p>Modeling And Analyzing Urban Networks And Amenities With OSMnx<br>--<br><a href="https://doi.org/10.1111/gean.70009" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">doi.org/10.1111/gean.70009</span><span class="invisible"></span></a> &lt;-- shared technical article / 'how to'<br>--<br><a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GIS</span></a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatial</span></a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mapping</span></a> <a href="https://techhub.social/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OSMnx</span></a> <a href="https://techhub.social/tags/OpenStreetMap" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OpenStreetMap</span></a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>model</span></a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>modeling</span></a> <a href="https://techhub.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>python</span></a> <a href="https://techhub.social/tags/code" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>code</span></a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatialanalysis</span></a> <a href="https://techhub.social/tags/urban" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>urban</span></a> <a href="https://techhub.social/tags/networks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>networks</span></a> <a href="https://techhub.social/tags/roads" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>roads</span></a> <a href="https://techhub.social/tags/transportation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>transportation</span></a> <a href="https://techhub.social/tags/infrastructure" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>infrastructure</span></a> <a href="https://techhub.social/tags/geography" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>geography</span></a> <a href="https://techhub.social/tags/urbanplanning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>urbanplanning</span></a> <a href="https://techhub.social/tags/planning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>planning</span></a> <a href="https://techhub.social/tags/usage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>usage</span></a> <a href="https://techhub.social/tags/design" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>design</span></a> <a href="https://techhub.social/tags/software" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>software</span></a> <a href="https://techhub.social/tags/development" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>development</span></a> <a href="https://techhub.social/tags/openscience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>openscience</span></a> <a href="https://techhub.social/tags/opensource" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>opensource</span></a> <a href="https://techhub.social/tags/analysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>analysis</span></a> <a href="https://techhub.social/tags/tutorial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>tutorial</span></a> <a href="https://techhub.social/tags/howto" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>howto</span></a></p>
Michael Szell<p><a href="https://datasci.social/tags/OSMnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OSMnx</span></a> 2.0.0 has just been released! 🎉<a href="https://osmnx.readthedocs.io/en/stable/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">osmnx.readthedocs.io/en/stable</span><span class="invisible">/</span></a></p>
tlohde<p>Croissant Distribution🥐 📊 </p><p>or, where am I most likely to have my next croissant, assuming (something something) independence from my previous croissant. 🥐^k * e^(-🥐) / k! <br>--<br>2d kernel density estimation of the location of bakeries (blue) and farms (red) across France.</p><p>Locations taken from OpenStreetMap (considered paying attention to the size of the farm, but didn't), with <a href="https://fediscience.org/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>osmnx</span></a> &amp; plotted with <a href="https://fediscience.org/tags/matplotlib" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>matplotlib</span></a> &amp; <a href="https://fediscience.org/tags/seaborn" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>seaborn</span></a>. font: Borel, by Rosalie Wagner.</p><p><a href="https://fediscience.org/tags/30DayMapChallenge" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>30DayMapChallenge</span></a> Day 2: Lines</p>
Tuomas Väisänen 📼🧟‍♂️<p>Calculating different <a href="https://vis.social/tags/centrality" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>centrality</span></a> measures for a street <a href="https://vis.social/tags/network" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>network</span></a> takes longer than expected.</p><p><a href="https://vis.social/tags/DegreeCentrality" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DegreeCentrality</span></a> is calculated in a few milliseconds. But oh boy. <a href="https://vis.social/tags/ClosenessCentrality" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ClosenessCentrality</span></a> and <a href="https://vis.social/tags/BetweennessCentrality" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BetweennessCentrality</span></a> are proper whoppers. For a network of 65 000 nodes, we're talking about 2+ hour calculation times for the closeness centrality, not to mention the betweenness.</p><p>Apparently switching to <a href="https://vis.social/tags/igraph" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>igraph</span></a> would provide a speed boost over <a href="https://vis.social/tags/networkx" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>networkx</span></a> but the convenience of <a href="https://vis.social/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>osmnx</span></a> has won me over.</p>
Alexandre B A Villares 🐍<p><a href="https://ciberlandia.pt/tags/MyBinder" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MyBinder</span></a> is so great! If I earned more money I'd certainly donate to help keep them up.<br>Fiddling with <a href="https://ciberlandia.pt/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Python</span></a> <a href="https://ciberlandia.pt/tags/osmnx" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>osmnx</span></a> on MyBinder (I'm not sure if this is the correct "shareable" link) <a href="https://mybinder.org/v2/gh/gboeing/osmnx-examples/fef107d0f83843aeb19ccc86c0191252e414a540?urlpath=lab%2Ftree%2Fnotebooks%2F00-osmnx-features-demo.ipynb" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">mybinder.org/v2/gh/gboeing/osm</span><span class="invisible">nx-examples/fef107d0f83843aeb19ccc86c0191252e414a540?urlpath=lab%2Ftree%2Fnotebooks%2F00-osmnx-features-demo.ipynb</span></a></p>