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<title>Analyze Earth</title>
<link>https://analyze.earth/</link>
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<description>Tyler Erickson&#39;s website</description>
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<item>
  <title>ESA Living Planet Symposium 2025 Recap</title>
  <dc:creator>Tyler Erickson</dc:creator>
  <link>https://analyze.earth/posts/lps-2025/</link>
  <description><![CDATA[ 





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<p>If you are not redirected, <a href="https://cloudnativegeo.org/blog/2025/07/esa-living-planet-symposium-2025-recap/">click here</a>.</p>



 ]]></description>
  <category>conference</category>
  <category>geospatial</category>
  <category>cloud-native</category>
  <guid>https://analyze.earth/posts/lps-2025/</guid>
  <pubDate>Tue, 15 Jul 2025 00:00:00 GMT</pubDate>
  <media:content url="https://analyze.earth/posts/lps-2025/lps-2025.jpg" medium="image" type="image/jpeg"/>
</item>
<item>
  <title>Tips &amp; Tricks for Building Earth Engine Apps</title>
  <dc:creator>Gennadii Donchyts</dc:creator>
  <dc:creator>Tyler Erickson</dc:creator>
  <link>https://analyze.earth/posts/ee-app-tips/</link>
  <description><![CDATA[ 





<meta http-equiv="refresh" content="0; url=https://medium.com/google-earth/tips-tricks-for-building-earth-engine-apps-f12b46786ae7">
<p>If you are not redirected, <a href="https://medium.com/google-earth/tips-tricks-for-building-earth-engine-apps-f12b46786ae7">click here</a>.</p>



 ]]></description>
  <category>geospatial</category>
  <category>cloud-native</category>
  <category>earth engine</category>
  <guid>https://analyze.earth/posts/ee-app-tips/</guid>
  <pubDate>Thu, 22 May 2025 00:00:00 GMT</pubDate>
  <media:content url="https://analyze.earth/posts/ee-app-tips/ee-app-tips.jpg" medium="image" type="image/jpeg"/>
</item>
<item>
  <title>CNG Forum 2025 Recap</title>
  <dc:creator>Tyler Erickson</dc:creator>
  <link>https://analyze.earth/posts/cng-2025/</link>
  <description><![CDATA[ 





<div class="quarto-figure quarto-figure-center page-columns page-full">
<figure class="figure page-columns page-full">
<p><a href="mt_superior.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-1" data-gallery="quarto-lightbox-gallery-1" title="Mount Superior looms over Snowbird (photographer: Tyler Erickson)"><img src="https://analyze.earth/posts/cng-2025/mt_superior.jpg" class="img-fluid figure-img" alt="Mount Superior looms over Snowbird (photographer: Tyler Erickson)"></a></p>
<figcaption class="margin-caption">Mount Superior looms over Snowbird<br><em>(photographer: Tyler Erickson)</em></figcaption>
</figure>
</div>
<p>Last week <a href="https://conference.cloudnativegeo.org/CNGConference2025">CNG Conference 2025</a>, the inaugural in-person conference of the <a href="https://cloudnativegeo.org/">Cloud-Native Geospatial community</a>, took place in Snowbird, Utah. The venue was beautiful, relatively affordable<sup>1</sup>, and just about the perfect size for a ~235 person event like this.</p>
<p>Overall, I thought it was one of the <strong>best events that I have ever attended</strong>!<sup>2</sup></p>
<p>Below are some thoughts and takeaways from the event, from the perspective of someone who has planned and attended many geo-data conferences over the years, from &gt;10 years of Google’s Geo for Good<sup>3</sup> summits to the scrappy SatCamp<sup>4</sup> gatherings.</p>
<section id="three-track-organization" class="level3">
<h3 class="anchored" data-anchor-id="three-track-organization">Three Track Organization</h3>
<p>The conference content was organized into three tracks, bookended by each day’s plenary morning session and a wrap-up session. The tracks allowed the community to self-organize into specialized areas of interest, while still being able to attend keynotes and have a shared community experience. While this is a fairly common format, what set this conference apart was the intentional design and execution of the tracks. Each track had a leader that planned out the content, gave a short talk on Day 1 providing context for the track, and gave a recap summarizing the track’s presentations at the end of Day 2. Thank you to the track leaders<a href="https://www.linkedin.com/in/julia-wagemann/">Julia</a>, <a href="https://www.linkedin.com/in/abarciauskas/">Aimee</a>, and <a href="https://www.linkedin.com/in/brianna-r-pag%C3%A1n-phd-8a49a46b/">Brianna</a> for your hard work, which made the content organized and accessible!</p>
</section>
<section id="cng-as-an-ecosystem" class="level3 page-columns page-full">
<h3 class="anchored" data-anchor-id="cng-as-an-ecosystem">CNG as an Ecosystem</h3>
<p>One of the high-level themes of the conference was the recognition of CNG as an <strong>ecosystem</strong> of data sources, open source software projects, commercial products, organizations and communities. This was a central point of <a href="https://www.linkedin.com/in/opencholmes/">Chris Holmes</a>’ keynote which was an updated take/pivot on his <a href="https://www.youtube.com/watch?v=ovVb_uloM7U">FOSS4G NA 2023 keynote</a> calling for building spatial data infrastructure (SDI). I certainly prefer the ground-up evolving ecosystem view as compared to the top-down imposed infrastructure view, particularly in light of how the CNG community operates and what will be most resilient to the present corporate and government changes and instability.</p>
<div class="quarto-figure quarto-figure-center page-columns page-full">
<figure class="figure page-columns page-full">
<p><a href="holmes_ecosystem.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-2" data-gallery="quarto-lightbox-gallery-2" title="Ecosystem slide from Chris Holmes’ keynote  (photographer: Tyler Erickson)"><img src="https://analyze.earth/posts/cng-2025/holmes_ecosystem.jpg" class="img-fluid figure-img" alt="Ecosystem slide from Chris Holmes’ keynote  (photographer: Tyler Erickson)"></a></p>
<figcaption class="margin-caption">Ecosystem slide from Chris Holmes’ keynote <br><em>(photographer: Tyler Erickson)</em></figcaption>
</figure>
</div>
<p>Brianna continued this theme by renaming Track 3 to <strong>Building Resilient Geospatial <del>Infrastructure</del> Ecosystems</strong>. I spent most of my time attending sessions in this track, mainly because of the topic, but also because it was the one track that was intentionally not recorded. The sessions featured <a href="https://www.chathamhouse.org/about-us/chatham-house-rule">Chatham House rule</a>-style inclusive and open discussions. There was great (and unexpected?) interest in this track<sup>5</sup> and Brianna and <a href="https://www.linkedin.com/in/ankurdelight/">Ankur</a> did a great job adapting the discussions to be inclusive in light of the increased number of participants.</p>
<div class="quarto-figure quarto-figure-center page-columns page-full">
<figure class="figure page-columns page-full">
<p><a href="pagan_ecosystem.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-3" data-gallery="quarto-lightbox-gallery-3" title="Brianna Pagán introducing Track 3: Building Resilient Data Ecosystems (source: Cloud Native Geospatial Forum, photographer: IZ Merrill, license: CC BY-SA 4.0)"><img src="https://analyze.earth/posts/cng-2025/pagan_ecosystem.jpg" height="500" alt="Brianna Pagán introducing Track 3: Building Resilient Data Ecosystems (source: Cloud Native Geospatial Forum, photographer: IZ Merrill, license: CC BY-SA 4.0)" class="figure-img"></a></p>
<figcaption class="margin-caption">Brianna Pagán introducing Track 3: Building Resilient Data Ecosystems<br><em>(source: Cloud Native Geospatial Forum, photographer: <a href="https://izmerrill.com/">IZ Merrill</a>, license: <a href="https://creativecommons.org/licenses/by-sa/4.0/">CC BY-SA 4.0</a>)</em></figcaption>
</figure>
</div>
<p>In my own talk, I tried to capture the complexity of trying to learn about components of the CNG ecosystem in a visual way, by documenting the components and their interrelationships.</p>
<div class="quarto-figure quarto-figure-center page-columns page-full">
<figure class="figure page-columns page-full">
<p><a href="obsidian_cng_animated.gif" class="lightbox" data-glightbox="description: .lightbox-desc-4" data-gallery="quarto-lightbox-gallery-4" title="CNG ecosystem component animation (source: Tyler Erickson, license: CC BY 4.0) click to expand image"><img src="https://analyze.earth/posts/cng-2025/obsidian_cng_animated.gif" class="img-fluid figure-img" alt="CNG ecosystem component animation (source: Tyler Erickson, license: CC BY 4.0) click to expand image"></a></p>
<figcaption class="margin-caption">CNG ecosystem component animation<br><em>(source: Tyler Erickson, license: <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a>)</em><br><strong>click to expand image</strong></figcaption>
</figure>
</div>
</section>
<section id="lightning-talks" class="level3">
<h3 class="anchored" data-anchor-id="lightning-talks">Lightning Talks</h3>
<p>My main contribution to the conference was organizing and emceeing the lightning talks. I was impressed with the quality of the talks, both for those who prepared far in advance and those who quickly put together a talk on short notice<sup>6</sup>.</p>
<p>We used the <a href="https://www.ignitetalks.io/">Ignite</a>-style format, where each presenter has 5 minutes to present their talk, consisting of 20 slides that automatically advance every 15 seconds. Both the audience and the presenters seemed to enjoy the format. I like it because it shares a large amount of content in a short amount of time, is entertaining, and invites follow-up conversations with the presenters<sup>7</sup>.</p>
</section>
<section id="recording" class="level3">
<h3 class="anchored" data-anchor-id="recording">Recording</h3>
<p>Thankfully two of the three tracks and the plenary room content were recorded, so we can look forward to watching the content as it is released. There were so many interesting presentations/workshops happening concurrently. I even ended up missing two of the three keynotes because of being in interesting conversations that I didn’t want to end. I wish more conferences would take this approach of recording and sharing the content… it is beneficial for the both the attendees who can’t be in multiple places at once and for those who couldn’t attend the conference for whatever reason. While it could potentially depress the in-person attendance numbers, I don’t think that should be a significant concern for events like this, where the main value of in-person attendance is in making connections with other attendees.</p>
</section>
<section id="zarr-is-taking-off" class="level3">
<h3 class="anchored" data-anchor-id="zarr-is-taking-off">Zarr is taking off</h3>
<p>Throughout the event there was a lot of interest in Zarr and excitement about its potential. It was great to see smaller organizations trying Zarr out, kicking the tires, and reporting out to the community. I particularly liked the honest assessment by <a href="https://www.linkedin.com/in/sarah-zwiep-5b7bb3158/">Sarah Zwiep</a> from Floodbase about their experience in evaluating Zarr for their use case.</p>
<p>On the other hand, it’s a bit concerning to see how quickly large data providers like ESA and NASA seem to be moving toward adopting Zarr in the context of satellite scenes/images, given that the spec and tooling are still rapidly evolving. If you have interest/concerns in this area, please join the current <a href="https://github.com/zarr-developers/geozarr-spec">GeoZarr spec</a> discussions. The upcoming year could be both interesting and rocky for Zarr adoption…</p>
</section>
<section id="maintaining-the-momentum" class="level3">
<h3 class="anchored" data-anchor-id="maintaining-the-momentum">Maintaining the momentum</h3>
<p>The third day was a bit more focused on community building, identifying gaps, and building consensus on what the community should focus on next. Ankur led a large group exercise in the main room, involving brainstorming, small group consensus, and summarizing the thoughts of the whole group. It’s hard to fully describe the experience… but I especially enjoyed the ~5 minutes of near total silence (amazing!) as we organized into our groups of five.</p>
<p>This is the second time that I have witnessed <a href="https://ankurdelight.com/">Ankur’s presence and facilitation magic</a>, but this time with 10x more people.</p>
<p>In terms of identifying gaps, it was great to see that there was consensus on the need to improve both CNG educational content, and in the infrastructure needed to collaboratively develop and maintain such content. That is a gap that has been bothering me for quite a while. Too often those building the tech get caught up in building ever more shiny new features and benchmarks, and it is easy for the hard work of effectively communicating with and educating potential users of the existing technology to be ignored. Not only do we need to get better at educating hands-on users, but we need to build awareness beyond our current, relatively small, community by sharing more tangible success stories.</p>
<p>We left the conference with list of priority focus areas, new connections, and a new set of Slack channels<sup>8</sup> to keep the conversation going. will tell if the excitement will continue post conference, but the energy was high and I am hopeful.</p>
</section>
<section id="is-a-future-cng-conference-right-for-you" class="level3">
<h3 class="anchored" data-anchor-id="is-a-future-cng-conference-right-for-you">Is a future CNG conference right for you?</h3>
<p>There is no shortage of conference options for geospatial professionals, and many of them offer opportunities for learning and networking. So here is a quick comparison of CNG compared to other events, from small to large:</p>
<ul>
<li><p><strong><a href="https://satcamp.xyz/">SatCamp</a></strong> - This is an annual three day gathering of ~70 geospatial folks in the outdoors which started in 2023. The focus is on networking, brainstorming, and collaboration building, with relatively little time devoted to presentations. Choose this if you value networking above all else. <em>(I love this event, but I’m biased since I help organize it.)</em></p></li>
<li><p><strong><a href="https://satsummit.io/">SatSummit</a></strong> - SatSummit is the parent(?) of SatCamp. It started in 2015 in Washington, D.C. but has since expanded to Lisbon, Portugal. It typically is a 2-day event, with a focus on applying Earth data to address global development problems. Choose this if you focus on the intersection of technology and global development.</p></li>
<li><p><strong><a href="https://eosummit.com/">EO Summit</a></strong> - This is a two-day gathering, focused on Earth Observation applications across a range of industries. It started in 2024 and the upcoming event (NYC, June 2025) is expected to draw ~500 attendees. Choose the EO Summit if you are interested in business applications of Earth observation.<sup>9</sup></p></li>
<li><p><strong><a href="https://lps25.esa.int/">Living Planet Symposium (LPS)</a></strong> - ESA’s conference on Earth Observation, held every three years. It attracts ~5,000 participants. It’s a great conference for those involved in remote sensing and Earth observation, but would have limited appeal for those outside that community or for those focused on non-ESA data sources. Choose LPS if you are want to stay up to date on ESA data and services.</p></li>
<li><p><strong><a href="https://www.egu25.eu/">EGU</a> &amp; <a href="https://www.agu.org/annual-meeting">AGU</a></strong> - Both the EGU General Assembly and AGU Fall Meeting are large<sup>10</sup>, well-established conferences with a diverse set of content and attendees. It’s easy to get lost, especially if you are starting out in your career. There are sections that involve geospatial data (<a href="https://www.egu.eu/essi/">EGU ESSI</a>, <a href="https://connect.agu.org/essi">AGU ESSI</a>), but it is a small fraction of the overall content. Choose EGU or AGU if you want a more academic conference experience.</p></li>
</ul>
<p>It all depends on what you want to get out of an event. I tend to prefer smaller events where there is ample time for repeated conversations over several days.</p>
</section>
<section id="miscellanea" class="level3 page-columns page-full">
<h3 class="anchored" data-anchor-id="miscellanea">Miscellanea</h3>
<p>I had a few unexpected happenings and learnings from the conference:</p>
<p>Many of the ski scenes for the 80’s classic comedy/romance <a href="https://en.wikipedia.org/wiki/Better_Off_Dead_(film)">Better Off Dead</a> were filmed at Snowbird or in the surrounding area.</p>
<p>I learned details about LIDAR and soil organic carbon from interesting conversations that I didn’t expect to have.</p>
<p>It felt like 10-20% of the conference attendees were either coming from or heading to the Utah desert after the conference. The location was a great draw for those interested in outdoor activities.</p>
<p>And finally, thank you to <a href="https://www.perplexity.ai/search/larry-the-porcupine-snowbird-UmTbysiQTsmPm5Q2Gau5YA">Larry the porcupine</a> for sharing his home with us.</p>
<div class="quarto-figure quarto-figure-center page-columns page-full">
<figure class="figure page-columns page-full">
<p><a href="larry.jpg" class="lightbox" data-glightbox="description: .lightbox-desc-5" data-gallery="quarto-lightbox-gallery-5" title="Larry the porcupine, the ground-native, unofficial mascot of Snowbird (photographer: Tyler Erickson)"><img src="https://analyze.earth/posts/cng-2025/larry.jpg" height="300" alt="Larry the porcupine, the ground-native, unofficial mascot of Snowbird (photographer: Tyler Erickson)" class="figure-img"></a></p>
<figcaption class="margin-caption">Larry the porcupine, the ground-native, unofficial mascot of Snowbird<br><em>(photographer: Tyler Erickson)</em></figcaption>
</figure>
</div>



</section>


<div id="quarto-appendix" class="default"><section id="footnotes" class="footnotes footnotes-end-of-document"><h2 class="anchored quarto-appendix-heading">Footnotes</h2>

<ol>
<li id="fn1"><p>It was near the end of Snowbird’s ski season. Still plenty of snow but melting fast!↩︎</p></li>
<li id="fn2"><p>Disclaimer: I admittedly may be a bit biased, since I helped in the early planning stages, emceed the lightning talks, and was one of the presenters.↩︎</p></li>
<li id="fn3"><p><a href="https://earthoutreachonair.withgoogle.com/#geoforgoodsummit">Geo for Good</a> started as an academic-style gathering and slowly transformed into a full-production corporate event.↩︎</p></li>
<li id="fn4"><p><a href="https://satcamp.xyz/">SatCamp</a> is outdoor networking for geospatial enthusiasts, now in its 3rd year.↩︎</p></li>
<li id="fn5"><p>Track 3 sessions were usually standing room only until we brought in more chairs!↩︎</p></li>
<li id="fn6"><p>One talk may have been created while the author was running around Zion National Park.↩︎</p></li>
<li id="fn7"><p>Follow up conversations can be encouraged by having a social hour immediately following the lightning talks, which we did.↩︎</p></li>
<li id="fn8"><p>Who doesn’t need another Slack channel?↩︎</p></li>
<li id="fn9"><p>The EO Summit is the only conference that I haven’t yet attended, but its application-focus looks interesting so I am including it here.↩︎</p></li>
<li id="fn10"><p>EGU attracts ~20,000 while AGU attracts ~25,000↩︎</p></li>
</ol>
</section></div> ]]></description>
  <category>conference</category>
  <category>geospatial</category>
  <category>cloud-native</category>
  <guid>https://analyze.earth/posts/cng-2025/</guid>
  <pubDate>Tue, 06 May 2025 00:00:00 GMT</pubDate>
  <media:content url="https://analyze.earth/posts/cng-2025/mt_superior.jpg" medium="image" type="image/jpeg"/>
</item>
<item>
  <title>Web Mercator Tiles</title>
  <dc:creator>Tyler Erickson</dc:creator>
  <link>https://analyze.earth/posts/web-mercator-tiles/</link>
  <description><![CDATA[ 





<p>The internet is full of interactive tiled <em>slippy</em> web maps. These maps load tiles as needed in response to the user zooming and panning around, which allows users to explore extremely large datasets with minimal lagtime. This style of web map was first popularized by <a href="https://en.wikipedia.org/wiki/Google_Maps#2005%E2%80%932010">Google Maps in 2005</a>, and since then the approach has been adopted by other mapping libraries, such as <a href="https://leafletjs.com/">Leaflet.js</a>, <a href="https://openlayers.org/">OpenLayers</a>, <a href="https://docs.mapbox.com/api/maps/static-tiles/">Mapbox</a> and many others. These interactive maps utilize an <a href="https://en.wikipedia.org/wiki/Tiled_web_map#Defining_a_tiled_web_map">XYZ tiling scheme</a>, where Z represents the zoom level and X and Y are denote the tile indices.</p>
<div id="fig-xyz-tiles" class="quarto-figure quarto-figure-center quarto-float anchored">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-xyz-tiles-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<a href="https://upload.wikimedia.org/wikipedia/commons/thumb/d/d6/XYZ_Tiles.png/1024px-XYZ_Tiles.png" class="lightbox" data-glightbox="description: .lightbox-desc-1" data-gallery="quarto-lightbox-gallery-1"><img src="https://upload.wikimedia.org/wikipedia/commons/thumb/d/d6/XYZ_Tiles.png/1024px-XYZ_Tiles.png" class="img-fluid figure-img"></a>
</div>
<figcaption class="quarto-float-caption-bottom quarto-float-caption quarto-float-fig" id="fig-xyz-tiles-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
Figure&nbsp;1: Overview of web mercator tiles zoom levels 0 through 5 with an example tile for each zoom level. Source: <a href="https://commons.wikimedia.org/wiki/File:XYZ_Tiles.png">File:XYZ Tiles.png</a>. License <a href="https://creativecommons.org/publicdomain/zero/1.0/deed.en">CC0</a>. If you prefer an interactive 2-D map, check out MapTiler’s <a href="https://docs.maptiler.com/google-maps-coordinates-tile-bounds-projection">Tiles à la Google Maps</a>.
</figcaption>
</figure>
</div>
<p>These tiles use a <a href="https://en.wikipedia.org/wiki/Web_Mercator_projection">Web (pseudo) Mercator</a> projection (<a href="https://spatialreference.org/ref/epsg/3857/">EPSG:3857</a>), which is defined using a strange mix of ellipsoidal and spherical properties. If you care about positional accuracy, <a href="https://web.archive.org/web/20170329065451/https://earth-info.nga.mil/GandG/wgs84/web_mercator/index.html">use this projection at your own risk</a>. Also the projection strongly distorts areas. For example, compare how Greenland and Africa appear to be similar in size (2.2 million <img src="https://latex.codecogs.com/png.latex?%5Ctext%7Bkm%7D%5E2"> and 30.4 million <img src="https://latex.codecogs.com/png.latex?%5Ctext%7Bkm%7D%5E2">, respectively).</p>
<p>But if you are creating an interactive map for the web, the projection can be very useful.</p>
<section id="mathematical-description" class="level1">
<h1>Mathematical Description</h1>
<p>The Web Mercator projection is <a href="https://en.wikipedia.org/wiki/Web_Mercator_projection#Formulas">defined</a> by the following formulas. The tile’s <img src="https://latex.codecogs.com/png.latex?x">-index is a function of longitude (<img src="https://latex.codecogs.com/png.latex?%5Clambda">) and zoom level (<img src="https://latex.codecogs.com/png.latex?z">): <span id="eq-web-mercator-x"><img src="https://latex.codecogs.com/png.latex?%0Ax%20=%20%7B%5Cfrac%20%7B1%7D%7B2%5Cpi%20%7D%7D%5Ccdot%202%5Ez%5Cleft(%5Cpi%20+%5Clambda%20%5Cright)%0A%5Ctag%7B1%7D"></span> and the tile’s <img src="https://latex.codecogs.com/png.latex?y">-index is a function of latitude (<img src="https://latex.codecogs.com/png.latex?%5Cvarphi">): <span id="eq-web-mercator-y"><img src="https://latex.codecogs.com/png.latex?%0Ay%20=%20%20%5Cfrac%7B1%7D%7B2%5Cpi%20%7D%20%5Ccdot%202%5Ez%5Cleft(%5Cpi%20-%5Cln%20%5Cleft%5B%5Ctan%20%5Cleft(%7B%5Cfrac%20%7B%5Cpi%20%7D%7B4%7D%7D%20+%20%5Cfrac%7B%5Cvarphi%20%7D%7B2%7D%5Cright)%5Cright%5D%5Cright)%0A%5Ctag%7B2%7D"></span></p>
<p>Rearranging Equation&nbsp;1 to solve for longitude (<img src="https://latex.codecogs.com/png.latex?%5Clambda">) yields: <span id="eq-longitude-from-xyz"><img src="https://latex.codecogs.com/png.latex?%0A%5Clambda%20=%20%5Cfrac%7B2%5Cpi%20%5Ccdot%20x%7D%7B2%5Ez%7D%20-%20%5Cpi%0A%5Ctag%7B3%7D"></span></p>
<p>and rearranging Equation&nbsp;2 to solve for latitude (<img src="https://latex.codecogs.com/png.latex?%5Cvarphi">) yields: <span id="eq-latitude-from-xyz"><img src="https://latex.codecogs.com/png.latex?%0A%5Cvarphi%20=%202%20%5Ccdot%20%5Carctan(e%5E%7B%5Cpi%20-%20%5Cfrac%7B2%5Cpi%20%5Ccdot%20y%7D%7B2%5Ez%7D%7D)%20-%20%7B%5Cfrac%20%7B%5Cpi%20%7D%7B2%7D%7D%0A%5Ctag%7B4%7D"></span></p>
</section>
<section id="python-implementation" class="level1">
<h1>Python Implementation</h1>
<p>In Python those equations can be written as:</p>
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<details open="" class="code-fold">
<summary>Code: Define XYZ to lon/lat function</summary>
<div class="sourceCode cell-code" id="annotated-cell-1" style="background: #f1f3f5;"><pre class="sourceCode python code-annotation-code code-with-copy code-annotated"><code class="sourceCode python"><button class="code-annotation-anchor" data-target-cell="annotated-cell-1" data-target-annotation="1">1</button><span id="annotated-cell-1-1" class="code-annotation-target"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> np</span>
<button class="code-annotation-anchor" data-target-cell="annotated-cell-1" data-target-annotation="2">2</button><span id="annotated-cell-1-2" class="code-annotation-target"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy.typing <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> npt</span>
<span id="annotated-cell-1-3"></span>
<span id="annotated-cell-1-4"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> xyz_to_lonlat(</span>
<span id="annotated-cell-1-5">    x: npt.NDArray[np.floating], <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># horizontal index</span></span>
<span id="annotated-cell-1-6">    y: npt.NDArray[np.floating], <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># vertical index</span></span>
<span id="annotated-cell-1-7">    z: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># zoom level</span></span>
<span id="annotated-cell-1-8">):</span>
<button class="code-annotation-anchor" data-target-cell="annotated-cell-1" data-target-annotation="3">3</button><span id="annotated-cell-1-9" class="code-annotation-target">    lon <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> x <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">**</span>z <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> np.pi</span>
<button class="code-annotation-anchor" data-target-cell="annotated-cell-1" data-target-annotation="4">4</button><span id="annotated-cell-1-10" class="code-annotation-target">    lat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.arctan(np.exp(np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> (<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> y <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">**</span>z))) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span></span>
<span id="annotated-cell-1-11">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> (lon <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> np.pi, lat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> np.pi)</span><div class="code-annotation-gutter-bg"></div><div class="code-annotation-gutter"></div></code></pre></div>
</details>
<div class="cell-annotation">
<dl class="code-annotation-container-hidden code-annotation-container-grid">
<dt data-target-cell="annotated-cell-1" data-target-annotation="1">1</dt>
<dd>
<span data-code-cell="annotated-cell-1" data-code-lines="1" data-code-annotation="1">NumPy, the “fundamental package for scientific computing with Python” (https://numpy.org/)</span>
</dd>
<dt data-target-cell="annotated-cell-1" data-target-annotation="2">2</dt>
<dd>
<span data-code-cell="annotated-cell-1" data-code-lines="2" data-code-annotation="2">NumPy type hinting (https://numpy.org/doc/1.21/reference/typing.html)</span>
</dd>
<dt data-target-cell="annotated-cell-1" data-target-annotation="3">3</dt>
<dd>
<span data-code-cell="annotated-cell-1" data-code-lines="9" data-code-annotation="3">See Equation&nbsp;3</span>
</dd>
<dt data-target-cell="annotated-cell-1" data-target-annotation="4">4</dt>
<dd>
<span data-code-cell="annotated-cell-1" data-code-lines="10" data-code-annotation="4">See Equation&nbsp;4</span>
</dd>
</dl>
</div>
</div>
<p>To understand how tiles differ between levels and across the Earth, we create a GeoDataFrame object containing the tile information.</p>
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<details class="code-fold">
<summary>Code: Create GeoDataFrames with tile information</summary>
<div class="sourceCode cell-code" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> geopandas <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> gpd</span>
<span id="cb1-2"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> shapely</span>
<span id="cb1-3"></span>
<span id="cb1-4">zoom_levels <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span>]</span>
<span id="cb1-5"></span>
<span id="cb1-6"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># for layer in layer_config_list:</span></span>
<span id="cb1-7">tile_data_list <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> []</span>
<span id="cb1-8"><span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> zoom <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> zoom_levels:</span>
<span id="cb1-9">    tilerange <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">**</span>zoom <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span>
<span id="cb1-10"></span>
<span id="cb1-11">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Create arrays of cell vertices.</span></span>
<span id="cb1-12">    x_vertices <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array(tilerange)</span>
<span id="cb1-13">    y_vertices <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array(tilerange)</span>
<span id="cb1-14"></span>
<span id="cb1-15">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Convert vertices to lon/lat coordinates.</span></span>
<span id="cb1-16">    lons, lats <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> xyz_to_lonlat(x_vertices, y_vertices, zoom)</span>
<span id="cb1-17"></span>
<span id="cb1-18">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> ix <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> tilerange[:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]:</span>
<span id="cb1-19">        <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> iy <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> tilerange[:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]:</span>
<span id="cb1-20">            poly_coords <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [</span>
<span id="cb1-21">                (lons[ix], lats[iy]),</span>
<span id="cb1-22">                (lons[ix <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], lats[iy]),</span>
<span id="cb1-23">                (lons[ix <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], lats[iy <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]),</span>
<span id="cb1-24">                (lons[ix], lats[iy <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>])</span>
<span id="cb1-25">            ]</span>
<span id="cb1-26">            <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># print('poly_coords', poly_coords)</span></span>
<span id="cb1-27"></span>
<span id="cb1-28">            tile_data <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> {</span>
<span id="cb1-29">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'zoom'</span>: zoom,</span>
<span id="cb1-30">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'x_index'</span>: ix,</span>
<span id="cb1-31">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'y_index'</span>: iy,</span>
<span id="cb1-32">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'geometry'</span>: shapely.Polygon(poly_coords),</span>
<span id="cb1-33">            }</span>
<span id="cb1-34">            tile_data_list.append(tile_data)</span>
<span id="cb1-35"></span>
<span id="cb1-36">gdf <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> gpd.GeoDataFrame(</span>
<span id="cb1-37">    data<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>tile_data_list,</span>
<span id="cb1-38">    crs<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"EPSG:4326"</span></span>
<span id="cb1-39">)</span></code></pre></div>
</details>
</div>
<p>Based on code described in <a href="../../posts/on-areas-on-earth/index.html">this earlier post</a>, we can calculate the area covered by each tile.</p>
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<details class="code-fold">
<summary>Code: Create GeoDataFrames with tile information</summary>
<div class="sourceCode cell-code" id="annotated-cell-3" style="background: #f1f3f5;"><pre class="sourceCode python code-annotation-code code-with-copy"><code class="sourceCode python"><span id="annotated-cell-3-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> math</span>
<span id="annotated-cell-3-2"></span>
<span id="annotated-cell-3-3"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> patch_area_single_rectangle(</span>
<span id="annotated-cell-3-4">    R: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Authalic radius, in meters</span></span>
<span id="annotated-cell-3-5">    lon1: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Minimum longitude, in degrees</span></span>
<span id="annotated-cell-3-6">    lat1: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Minimum latitude, in degrees</span></span>
<span id="annotated-cell-3-7">    lon2: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Maximum longitude, in degrees</span></span>
<span id="annotated-cell-3-8">    lat2: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Maximum latitude, in degrees</span></span>
<span id="annotated-cell-3-9">) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>:</span>
<span id="annotated-cell-3-10">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Convert from degrees to radians</span></span>
<span id="annotated-cell-3-11">    lon1_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> lon1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="annotated-cell-3-12">    lon2_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> lon2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="annotated-cell-3-13">    lat1_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> lat1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="annotated-cell-3-14">    lat2_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> lat2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="annotated-cell-3-15">    </span>
<span id="annotated-cell-3-16">    h <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (math.sin(lat2_rad) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> math.sin(lat1_rad))</span>
<span id="annotated-cell-3-17">    area_patch <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> h  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (lon2_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> lon1_rad)</span>
<span id="annotated-cell-3-18">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> area_patch</span>
<span id="annotated-cell-3-19"></span>
<span id="annotated-cell-3-20">gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'area_km2'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> gdf.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">apply</span>(</span>
<span id="annotated-cell-3-21">    <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">lambda</span> row:patch_area_single_rectangle(</span>
<span id="annotated-cell-3-22">        <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">6371007.180918</span>,  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Authalic radius, in meters</span></span>
<span id="annotated-cell-3-23">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>row[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'geometry'</span>].bounds,  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># tuple of (minx, miny, maxx, maxy)</span></span>
<span id="annotated-cell-3-24">    ) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-6</span>,</span>
<span id="annotated-cell-3-25">    axis<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span></span>
<span id="annotated-cell-3-26">)</span></code></pre></div>
</details>
</div>
<p>Let’s see a summary of this tile dataset.</p>
<div id="cell-12" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:10.162436Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:10.162291Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:10.169926Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:10.169542Z&quot;}" data-execution_count="4">
<details open="" class="code-fold">
<summary>Code: Display dataset sample</summary>
<div class="sourceCode cell-code" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1">gdf</span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="4">
<div>


<table class="dataframe caption-top table table-sm table-striped small" data-quarto-postprocess="true" data-border="1">
<thead>
<tr class="header">
<th data-quarto-table-cell-role="th"></th>
<th data-quarto-table-cell-role="th">zoom</th>
<th data-quarto-table-cell-role="th">x_index</th>
<th data-quarto-table-cell-role="th">y_index</th>
<th data-quarto-table-cell-role="th">geometry</th>
<th data-quarto-table-cell-role="th">area_km2</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td data-quarto-table-cell-role="th">0</td>
<td>0</td>
<td>0</td>
<td>0</td>
<td>POLYGON ((-180 85.05113, 180 85.05113, 180 -85...</td>
<td>5.081641e+08</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">1</td>
<td>1</td>
<td>0</td>
<td>0</td>
<td>POLYGON ((-180 85.05113, 0 85.05113, 0 0, -180...</td>
<td>1.270410e+08</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">2</td>
<td>1</td>
<td>0</td>
<td>1</td>
<td>POLYGON ((-180 0, 0 0, 0 -85.05113, -180 -85.0...</td>
<td>1.270410e+08</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">3</td>
<td>1</td>
<td>1</td>
<td>0</td>
<td>POLYGON ((0 85.05113, 180 85.05113, 180 0, 0 0...</td>
<td>1.270410e+08</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">4</td>
<td>1</td>
<td>1</td>
<td>1</td>
<td>POLYGON ((0 0, 180 0, 180 -85.05113, 0 -85.051...</td>
<td>1.270410e+08</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">5456</td>
<td>6</td>
<td>63</td>
<td>59</td>
<td>POLYGON ((174.375 -81.92319, 180 -81.92319, 18...</td>
<td>7.018059e+03</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">5457</td>
<td>6</td>
<td>63</td>
<td>60</td>
<td>POLYGON ((174.375 -82.67628, 180 -82.67628, 18...</td>
<td>5.776219e+03</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">5458</td>
<td>6</td>
<td>63</td>
<td>61</td>
<td>POLYGON ((174.375 -83.35951, 180 -83.35951, 18...</td>
<td>4.752759e+03</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">5459</td>
<td>6</td>
<td>63</td>
<td>62</td>
<td>POLYGON ((174.375 -83.97926, 180 -83.97926, 18...</td>
<td>3.909720e+03</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">5460</td>
<td>6</td>
<td>63</td>
<td>63</td>
<td>POLYGON ((174.375 -84.54136, 180 -84.54136, 18...</td>
<td>3.215595e+03</td>
</tr>
</tbody>
</table>

<p>5461 rows × 5 columns</p>
</div>
</div>
</div>
<p>Among other things, the data table shows that tile areas vary by y_index and zoom level. But it is difficult to grasp how these values change around the Earth from a table.</p>
</section>
<section id="tile-visualization" class="level1">
<h1>Tile Visualization</h1>
<p>This section creates visualizations of Web Mercator tiles for various zoom levels. We start by formatting the tile data so that can be used by <a href="https://deckgl.readthedocs.io/">PyDeck</a>.</p>
<div id="cell-15" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:10.191397Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:10.190983Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:10.426382Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:10.425866Z&quot;}" data-execution_count="5">
<details class="code-fold">
<summary>Code: Add PyDeck columns</summary>
<div class="sourceCode cell-code" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1">tile_colors <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [</span>
<span id="cb3-2">    [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>],</span>
<span id="cb3-3">    [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>],</span>
<span id="cb3-4">]</span>
<span id="cb3-5"></span>
<span id="cb3-6"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Radial offsets (meters) used as the 3rd dimension on the globe.</span></span>
<span id="cb3-7"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">#</span></span>
<span id="cb3-8"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># The tile grid sits a modest amount above the basemap (TILE_ELEVATION_M):</span></span>
<span id="cb3-9"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># high enough that the depth buffer can clearly separate the two layers</span></span>
<span id="cb3-10"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># (too small a value causes z-fighting, which makes the basemap look</span></span>
<span id="cb3-11"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># splotchy), but low enough that the grid doesn't look like it floats far</span></span>
<span id="cb3-12"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># above the countries.</span></span>
<span id="cb3-13"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">#</span></span>
<span id="cb3-14"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Each label is then placed at TILE_ELEVATION_M + a per-zoom lift. The</span></span>
<span id="cb3-15"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># lift is large at low zoom (big tiles; the labels need height to avoid</span></span>
<span id="cb3-16"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># limb/edge clipping from depth testing) and small at high zoom (tiny,</span></span>
<span id="cb3-17"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># dense tiles, where a big lift would look like the labels float). These</span></span>
<span id="cb3-18"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># lift values preserve the tight label-to-tile spacing tuned earlier.</span></span>
<span id="cb3-19">TILE_ELEVATION_M <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">80000</span></span>
<span id="cb3-20"></span>
<span id="cb3-21"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> label_lift_for_zoom(zoom):</span>
<span id="cb3-22">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Height (meters) of the (x, y) label *above the tile*, by zoom."""</span></span>
<span id="cb3-23">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> {</span>
<span id="cb3-24">        <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">600000</span>,</span>
<span id="cb3-25">        <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">500000</span>,</span>
<span id="cb3-26">        <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">350000</span>,</span>
<span id="cb3-27">        <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">220000</span>,</span>
<span id="cb3-28">        <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">130000</span>,</span>
<span id="cb3-29">        <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">50000</span>,</span>
<span id="cb3-30">        <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">50000</span>,</span>
<span id="cb3-31">    }.get(zoom, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">50000</span>)</span>
<span id="cb3-32"></span>
<span id="cb3-33"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> add_pydeck_colums(gdf):</span>
<span id="cb3-34">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Add columns for PyDeck visualization"""</span></span>
<span id="cb3-35">    </span>
<span id="cb3-36">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Convert geodataframe geometries into a PyDeck compatible format</span></span>
<span id="cb3-37">    gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'pydeck_polygon'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [</span>
<span id="cb3-38">        [</span>
<span id="cb3-39">            vertex <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> (TILE_ELEVATION_M, )  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Add a third dimension</span></span>
<span id="cb3-40">            <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> vertex <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">list</span>(geom.exterior.coords)</span>
<span id="cb3-41">        ]</span>
<span id="cb3-42">        <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> geom <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'geometry'</span>].geometry</span>
<span id="cb3-43">    ]</span>
<span id="cb3-44">    gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'pydeck_centroid'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [</span>
<span id="cb3-45">        <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">list</span>(geom.centroid.coords[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> [TILE_ELEVATION_M <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> label_lift_for_zoom(zoom)] <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Add a third dimension</span></span>
<span id="cb3-46">        <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> geom, zoom <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">zip</span>(gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'geometry'</span>].geometry, gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'zoom'</span>])</span>
<span id="cb3-47">    ]</span>
<span id="cb3-48">    gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'centroid_label'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'('</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'x_index'</span>].astype(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">str</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">','</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'y_index'</span>].astype(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">str</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">')'</span></span>
<span id="cb3-49">    gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'bounds'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [</span>
<span id="cb3-50">        [<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>x<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.2f}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">'</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> x <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> geom.bounds]</span>
<span id="cb3-51">        <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> geom <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'geometry'</span>].geometry</span>
<span id="cb3-52">    ]</span>
<span id="cb3-53"></span>
<span id="cb3-54">    gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'fill_color'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> gdf.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">apply</span>(</span>
<span id="cb3-55">        <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">lambda</span> row: tile_colors[(row[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'x_index'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> row[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'y_index'</span>]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">%</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>],</span>
<span id="cb3-56">        axis<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span></span>
<span id="cb3-57">    )</span>
<span id="cb3-58"></span>
<span id="cb3-59">    gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'area_desc'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> gdf.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">apply</span>(</span>
<span id="cb3-60">        <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">lambda</span> row: <span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f"</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>row[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'area_km2'</span>]<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.2e}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span>, </span>
<span id="cb3-61">        axis<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span></span>
<span id="cb3-62">    )</span>
<span id="cb3-63"></span>
<span id="cb3-64">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> gdf</span>
<span id="cb3-65"></span>
<span id="cb3-66">gdf <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> add_pydeck_colums(gdf)</span></code></pre></div>
</details>
</div>
<p>We then create a function that can generate PyDeck objects for a specified zoom level.</p>
<div id="cell-17" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:10.428661Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:10.428381Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:10.454423Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:10.453907Z&quot;}" data-execution_count="6">
<details class="code-fold">
<summary>Code: Create PyDeck globes to display the tiles</summary>
<div class="sourceCode cell-code" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> pydeck <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> pdk</span>
<span id="cb4-2"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> pydeck.types <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> String</span>
<span id="cb4-3"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> pandas <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> pd</span>
<span id="cb4-4"></span>
<span id="cb4-5"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> label_size_for_zoom(zoom):</span>
<span id="cb4-6">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Font size for the per-tile (x, y) labels.</span></span>
<span id="cb4-7"></span>
<span id="cb4-8"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    Tiles get 4x denser per zoom level, so the labels are scaled down at</span></span>
<span id="cb4-9"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    higher zooms to keep them legible and reduce overlap."""</span></span>
<span id="cb4-10">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> {<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">16</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">16</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">14</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">13</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">12</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span>: <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">8</span>}.get(zoom, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span>)</span>
<span id="cb4-11"></span>
<span id="cb4-12"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> tile_opacity_for_zoom(zoom):</span>
<span id="cb4-13">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Fill opacity of the tile grid, by zoom level.</span></span>
<span id="cb4-14"></span>
<span id="cb4-15"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    At high zoom the dense grid of tiles otherwise hides the basemap, so</span></span>
<span id="cb4-16"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    the tiles are made more transparent as zoom increases."""</span></span>
<span id="cb4-17">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> {<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>: <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.25</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>: <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.25</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>: <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.25</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span>: <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.22</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span>: <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.20</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span>: <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.15</span>}.get(zoom, <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.12</span>)</span>
<span id="cb4-18"></span>
<span id="cb4-19"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> get_globe_view():</span>
<span id="cb4-20">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Return a pyDeck view for the globe."""</span></span>
<span id="cb4-21">    view <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.View(</span>
<span id="cb4-22">        <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">type</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"_GlobeView"</span>,</span>
<span id="cb4-23">        controller<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb4-24">        width<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'100%'</span>,</span>
<span id="cb4-25">    )</span>
<span id="cb4-26">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> view</span>
<span id="cb4-27"></span>
<span id="cb4-28"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> get_initial_view_state():</span>
<span id="cb4-29">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Specify the initial pyDeck view state."""</span></span>
<span id="cb4-30">    initial_view_state <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.ViewState(</span>
<span id="cb4-31">        latitude<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">45</span>,</span>
<span id="cb4-32">        longitude<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">45</span>,</span>
<span id="cb4-33">        zoom<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb4-34">        min_zoom<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb4-35">    )</span>
<span id="cb4-36">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> initial_view_state</span>
<span id="cb4-37"></span>
<span id="cb4-38"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> get_basemap_layer():</span>
<span id="cb4-39">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Get a pyDeck layer based on Natural Earth country boundaries."""</span></span>
<span id="cb4-40">    basemap_layer <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.Layer(</span>
<span id="cb4-41">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"GeoJsonLayer"</span>,</span>
<span id="cb4-42">        <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">id</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"base-map"</span>,</span>
<span id="cb4-43">        data<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"https://d2ad6b4ur7yvpq.cloudfront.net/naturalearth-3.3.0/ne_50m_admin_0_scale_rank.geojson"</span>,</span>
<span id="cb4-44">        stroked<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">False</span>,</span>
<span id="cb4-45">        filled<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb4-46">        extruded<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">False</span>,</span>
<span id="cb4-47">        get_fill_color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>],</span>
<span id="cb4-48">        get_line_color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>],</span>
<span id="cb4-49">        opacity<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.5</span>,</span>
<span id="cb4-50">    )</span>
<span id="cb4-51">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> basemap_layer</span>
<span id="cb4-52"></span>
<span id="cb4-53"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> get_tiles(zoom):</span>
<span id="cb4-54">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Create a pyDeck polygon and text layer for tiles of a specified zoom level."""</span></span>
<span id="cb4-55">    poly_layer <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.Layer(</span>
<span id="cb4-56">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"SolidPolygonLayer"</span>,</span>
<span id="cb4-57">        gdf[gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'zoom'</span>]<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">==</span>zoom],</span>
<span id="cb4-58">        opacity<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>tile_opacity_for_zoom(zoom),</span>
<span id="cb4-59">        visible<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb4-60">        get_polygon<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"pydeck_polygon"</span>,</span>
<span id="cb4-61">        get_fill_color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"fill_color"</span>,</span>
<span id="cb4-62">        extruded<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb4-63">    )</span>
<span id="cb4-64"></span>
<span id="cb4-65">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Depth testing stays ON so the opaque globe occludes back-hemisphere</span></span>
<span id="cb4-66">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># labels (no bleed-through). The labels are lifted above the tile by a</span></span>
<span id="cb4-67">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># per-zoom amount (see label_lift_for_zoom) to reduce - but not fully</span></span>
<span id="cb4-68">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># eliminate - the limb clipping that depth testing causes at the</span></span>
<span id="cb4-69">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># globe's edges.</span></span>
<span id="cb4-70">    text_layer <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.Layer(</span>
<span id="cb4-71">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"TextLayer"</span>,</span>
<span id="cb4-72">        gdf[gdf[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'zoom'</span>]<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">==</span>zoom],</span>
<span id="cb4-73">        get_position<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"pydeck_centroid"</span>,</span>
<span id="cb4-74">        get_text<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"centroid_label"</span>,</span>
<span id="cb4-75">        get_size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>label_size_for_zoom(zoom),</span>
<span id="cb4-76">        <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># get_color=[127, 255, 255],</span></span>
<span id="cb4-77">        get_color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>],</span>
<span id="cb4-78">        get_angle<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb4-79">        get_text_anchor<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>String(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"middle"</span>),</span>
<span id="cb4-80">        get_alignment_baseline<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>String(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"center"</span>),</span>
<span id="cb4-81">        pickable<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb4-82">        billboard<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb4-83">    )</span>
<span id="cb4-84"></span>
<span id="cb4-85">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> [poly_layer, text_layer]</span>
<span id="cb4-86"></span>
<span id="cb4-87"></span>
<span id="cb4-88"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> create_globe_with_xyz_tiles(zoom):</span>
<span id="cb4-89">    </span>
<span id="cb4-90">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># gdf = layer_config['gdf']</span></span>
<span id="cb4-91">    deck <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.Deck(</span>
<span id="cb4-92">        views<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[get_globe_view()],</span>
<span id="cb4-93">        initial_view_state<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>get_initial_view_state(),</span>
<span id="cb4-94">        layers<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[</span>
<span id="cb4-95">            get_basemap_layer(),</span>
<span id="cb4-96">            get_tiles(zoom),</span>
<span id="cb4-97">        ],</span>
<span id="cb4-98">        map_provider<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">None</span>,</span>
<span id="cb4-99">        tooltip<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>{</span>
<span id="cb4-100">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"html"</span>: (</span>
<span id="cb4-101">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;table&gt;"</span></span>
<span id="cb4-102">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;tr&gt;&lt;th&gt;Zoom:&lt;/th&gt;&lt;td&gt;</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{zoom}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&lt;/td&gt;&lt;/tr&gt;"</span></span>
<span id="cb4-103">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;tr&gt;&lt;th&gt;X, Y:&lt;/th&gt;&lt;td&gt;</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{x_index}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">, </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{y_index}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&lt;/td&gt;&lt;/tr&gt;"</span></span>
<span id="cb4-104">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;tr&gt;&lt;th&gt;Area, km&lt;sup&gt;2&lt;/sup&gt;:&lt;/th&gt;&lt;td&gt;</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{area_desc}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&lt;/td&gt;&lt;/tr&gt;"</span></span>
<span id="cb4-105">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;tr&gt;&lt;th&gt;Longitude:&lt;/th&gt;&lt;td&gt;</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{bounds.0}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&amp;deg; to </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{bounds.2}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&amp;deg;&lt;/td&gt;&lt;/tr&gt;"</span></span>
<span id="cb4-106">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;tr&gt;&lt;th&gt;Latitude:&lt;/th&gt;&lt;td&gt;</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{bounds.1}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&amp;deg; to </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{bounds.3}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&amp;deg;&lt;/td&gt;&lt;/tr&gt;"</span></span>
<span id="cb4-107">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;/table&gt;"</span></span>
<span id="cb4-108">            ),</span>
<span id="cb4-109">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"style"</span>: {</span>
<span id="cb4-110">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"text-align"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"right"</span>,</span>
<span id="cb4-111">            }</span>
<span id="cb4-112">        },</span>
<span id="cb4-113">        <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Note: set to True for the globe to be opaque</span></span>
<span id="cb4-114">        parameters<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>{<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"cull"</span>: <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>},</span>
<span id="cb4-115">    )</span>
<span id="cb4-116">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> deck</span>
<span id="cb4-117"></span>
<span id="cb4-118"></span>
<span id="cb4-119"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> pathlib <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> Path</span>
<span id="cb4-120"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> IPython.display <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> IFrame</span>
<span id="cb4-121"></span>
<span id="cb4-122">GLOBE_DIR <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> Path(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"globes"</span>)</span>
<span id="cb4-123"></span>
<span id="cb4-124"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> show_globe(zoom, height<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">500</span>):</span>
<span id="cb4-125">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">"""Write a standalone globe HTML file and embed it via an iframe.</span></span>
<span id="cb4-126"></span>
<span id="cb4-127"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    Inlining pyDeck output for high zoom levels produces tens of MB of JSON</span></span>
<span id="cb4-128"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    in a single cell, which overflows Quarto's HTML formatter. Writing each</span></span>
<span id="cb4-129"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    globe to its own file and referencing it with an iframe keeps the</span></span>
<span id="cb4-130"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    notebook output tiny and lets each globe load independently.</span></span>
<span id="cb4-131"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">    """</span></span>
<span id="cb4-132">    GLOBE_DIR.mkdir(exist_ok<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>)</span>
<span id="cb4-133">    deck <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> create_globe_with_xyz_tiles(zoom)</span>
<span id="cb4-134">    out_path <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> GLOBE_DIR <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f"web_mercator_tiles_z</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>zoom<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">.html"</span></span>
<span id="cb4-135">    deck.to_html(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">str</span>(out_path), notebook_display<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">False</span>, offline<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">False</span>)</span>
<span id="cb4-136">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> IFrame(src<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">str</span>(out_path), width<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"100%"</span>, height<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>height)</span></code></pre></div>
</details>
</div>
<p>The following figures show how the Web Mercator tiles are distributed on the globe for zoom levels 1 through 6. Viewing Web Mercator tiles this way clearly shows that the tiles do not reach the poles, regardless of the zoom level. Rather the tiles end at latitudes <img src="https://latex.codecogs.com/png.latex?85.051%5Cdegree"> N and <img src="https://latex.codecogs.com/png.latex?85.051%5Cdegree"> S<sup>1</sup>.</p>
<section id="tiles---zoom-level-1" class="level2">
<h2 class="anchored" data-anchor-id="tiles---zoom-level-1">Tiles - Zoom Level 1</h2>
<p>For zoom level 1, the <code>x</code> and <code>y</code> tile indices range from 0 to 1<sup>2</sup>. There are a total of 4 tiles<sup>3</sup>.</p>
<div id="cell-20" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:10.456613Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:10.456461Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:10.501759Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:10.501199Z&quot;}" data-execution_count="7">
<details class="code-fold">
<summary>Code: Display PyDeck globe for zoom level 1</summary>
<div class="sourceCode cell-code" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1">show_globe(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="7">

        <iframe width="100%" height="500" src="globes/web_mercator_tiles_z1.html" frameborder="0" allowfullscreen=""></iframe>
        
</div>
</div>
</section>
<section id="tiles---zoom-level-2" class="level2">
<h2 class="anchored" data-anchor-id="tiles---zoom-level-2">Tiles - Zoom Level 2</h2>
<p>For zoom level 2, the <code>x</code> and <code>y</code> tile indices range from 0 to 3<sup>4</sup>. There are a total of 16 tiles<sup>5</sup>.</p>
<div id="cell-22" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:10.504284Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:10.504120Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:10.522388Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:10.521941Z&quot;}" data-execution_count="8">
<details class="code-fold">
<summary>Code: Display PyDeck globe for zoom level 2</summary>
<div class="sourceCode cell-code" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1">show_globe(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="8">

        <iframe width="100%" height="500" src="globes/web_mercator_tiles_z2.html" frameborder="0" allowfullscreen=""></iframe>
        
</div>
</div>
</section>
<section id="tiles---zoom-level-3" class="level2">
<h2 class="anchored" data-anchor-id="tiles---zoom-level-3">Tiles - Zoom Level 3</h2>
<p>For zoom level 3, the <code>x</code> and <code>y</code> tile indices range from 0 to 7<sup>6</sup>. There are a total of 64 tiles<sup>7</sup>.</p>
<div id="cell-24" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:10.526891Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:10.526782Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:10.557454Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:10.557052Z&quot;}" data-execution_count="9">
<details class="code-fold">
<summary>Code: Display PyDeck globe for zoom level 3</summary>
<div class="sourceCode cell-code" id="cb7" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1">show_globe(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="9">

        <iframe width="100%" height="500" src="globes/web_mercator_tiles_z3.html" frameborder="0" allowfullscreen=""></iframe>
        
</div>
</div>
</section>
<section id="tiles---zoom-level-4" class="level2">
<h2 class="anchored" data-anchor-id="tiles---zoom-level-4">Tiles - Zoom Level 4</h2>
<p>For zoom level 4, the <code>x</code> and <code>y</code> tile indices range from 0 to 15<sup>8</sup>. There are a total of 256 tiles<sup>9</sup>.</p>
<div id="cell-26" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:10.562637Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:10.562350Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:10.667385Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:10.666531Z&quot;}" data-execution_count="10">
<details class="code-fold">
<summary>Code: Display PyDeck globe for zoom level 4</summary>
<div class="sourceCode cell-code" id="cb8" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1">show_globe(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="10">

        <iframe width="100%" height="500" src="globes/web_mercator_tiles_z4.html" frameborder="0" allowfullscreen=""></iframe>
        
</div>
</div>
</section>
<section id="tiles---zoom-level-5" class="level2">
<h2 class="anchored" data-anchor-id="tiles---zoom-level-5">Tiles - Zoom Level 5</h2>
<p>For zoom level 5, the <code>x</code> and <code>y</code> tile indices range from 0 to 31<sup>10</sup>. There are a total of 1024 tiles<sup>11</sup>.</p>
<div id="cell-28" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:10.675440Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:10.675226Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:11.124058Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:11.123718Z&quot;}" data-execution_count="11">
<details class="code-fold">
<summary>Code: Display PyDeck globe for zoom level 5</summary>
<div class="sourceCode cell-code" id="cb9" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1">show_globe(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="11">

        <iframe width="100%" height="500" src="globes/web_mercator_tiles_z5.html" frameborder="0" allowfullscreen=""></iframe>
        
</div>
</div>
</section>
<section id="tiles---zoom-level-6" class="level2">
<h2 class="anchored" data-anchor-id="tiles---zoom-level-6">Tiles - Zoom Level 6</h2>
<p>For zoom level 6, the <code>x</code> and <code>y</code> tile indices range from 0 to 63<sup>12</sup>. There are a total of 4096 tiles<sup>13</sup>.</p>
<div id="cell-30" class="cell" data-execution="{&quot;iopub.execute_input&quot;:&quot;2026-05-19T20:34:11.125694Z&quot;,&quot;iopub.status.busy&quot;:&quot;2026-05-19T20:34:11.125567Z&quot;,&quot;iopub.status.idle&quot;:&quot;2026-05-19T20:34:12.609917Z&quot;,&quot;shell.execute_reply&quot;:&quot;2026-05-19T20:34:12.609548Z&quot;}" data-execution_count="12">
<details class="code-fold">
<summary>Code: Display PyDeck globe for zoom level 6</summary>
<div class="sourceCode cell-code" id="cb10" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb10-1">show_globe(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="12">

        <iframe width="100%" height="500" src="globes/web_mercator_tiles_z6.html" frameborder="0" allowfullscreen=""></iframe>
        
</div>
</div>
<p>The preceding globes for level 2 and higher show how web mercator tiles can distort the appearent size of regions at different latitudes. Roll your cursor over the tile numbers for a quantitative comparison.</p>



</section>
</section>


<div id="quarto-appendix" class="default"><section id="footnotes" class="footnotes footnotes-end-of-document"><h2 class="anchored quarto-appendix-heading">Footnotes</h2>

<ol>
<li id="fn1"><p><img src="https://latex.codecogs.com/png.latex?%5Cvarphi_%7Bmax%7D%20=%202%20%5Ccdot%20%5Carctan(e%5E%7B%5Cpi%7D)%20-%20%7B%5Cfrac%20%7B%5Cpi%20%7D%7B2%7D%7D%20=%2085.051%5Cdegree"> (which is Equation&nbsp;4 simplified with <img src="https://latex.codecogs.com/png.latex?y=0">)↩︎</p></li>
<li id="fn2"><p><img src="https://latex.codecogs.com/png.latex?z=1;%20%5C%20%5C%202%5Ez%20-%201%20=%201">↩︎</p></li>
<li id="fn3"><p><img src="https://latex.codecogs.com/png.latex?z=1;%20%5C%20%5C%204%5Ez%20=%204"> tiles↩︎</p></li>
<li id="fn4"><p><img src="https://latex.codecogs.com/png.latex?z=2;%20%5C%20%5C%202%5Ez%20-%201%20=%203">↩︎</p></li>
<li id="fn5"><p><img src="https://latex.codecogs.com/png.latex?z=2;%20%5C%20%5C%204%5Ez%20=%2016"> tiles↩︎</p></li>
<li id="fn6"><p><img src="https://latex.codecogs.com/png.latex?z=3;%20%5C%20%5C%202%5Ez%20-%201%20=%207">↩︎</p></li>
<li id="fn7"><p><img src="https://latex.codecogs.com/png.latex?z=3;%20%5C%20%5C%204%5Ez%20=%2064"> tiles↩︎</p></li>
<li id="fn8"><p><img src="https://latex.codecogs.com/png.latex?z=4;%20%5C%20%5C%202%5Ez%20-%201%20=%2015">↩︎</p></li>
<li id="fn9"><p><img src="https://latex.codecogs.com/png.latex?z=4;%20%5C%20%5C%204%5Ez%20=%20256"> tiles↩︎</p></li>
<li id="fn10"><p><img src="https://latex.codecogs.com/png.latex?z=5;%20%5C%20%5C%202%5Ez%20-%201%20=%2031">↩︎</p></li>
<li id="fn11"><p><img src="https://latex.codecogs.com/png.latex?z=5;%20%5C%20%5C%204%5Ez%20=%201024"> tiles↩︎</p></li>
<li id="fn12"><p><img src="https://latex.codecogs.com/png.latex?z=6;%20%5C%20%5C%202%5Ez%20-%201%20=%2063">↩︎</p></li>
<li id="fn13"><p><img src="https://latex.codecogs.com/png.latex?z=6;%20%5C%20%5C%204%5Ez%20=%204096"> tiles↩︎</p></li>
</ol>
</section></div> ]]></description>
  <category>projection</category>
  <category>python</category>
  <category>pydeck</category>
  <guid>https://analyze.earth/posts/web-mercator-tiles/</guid>
  <pubDate>Mon, 09 Sep 2024 00:00:00 GMT</pubDate>
  <media:content url="https://analyze.earth/posts/web-mercator-tiles/web_mercator_tile_globe.png" medium="image" type="image/png" height="144" width="144"/>
</item>
<item>
  <title>On Areas on Earth</title>
  <dc:creator>Tyler Erickson</dc:creator>
  <link>https://analyze.earth/posts/on-areas-on-earth/</link>
  <description><![CDATA[ 





<p>In recent years, there has been an explosion of high-resolution raster datasets that characterize the Earth’s surface. An example of this is the <a href="https://forest-observatory.ec.europa.eu/forest">Global map of Forest Cover for year 2020</a> (GFC2020).</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><a href="gfc2020.png" class="lightbox" data-glightbox="description: .lightbox-desc-1" data-gallery="quarto-lightbox-gallery-1" title="Global map of Forest Cover for year 2020, produced by the European Union Joint Research Centre. Click here to interactively explore dataset on the live website."><img src="https://analyze.earth/posts/on-areas-on-earth/gfc2020.png" class="img-fluid figure-img" alt="Global map of Forest Cover for year 2020, produced by the European Union Joint Research Centre. Click here to interactively explore dataset on the live website."></a></p>
<figcaption>Global map of Forest Cover for year 2020, produced by the European Union Joint Research Centre. <a href="https://forest-observatory.ec.europa.eu/forest/gfc2020">Click here</a> to interactively explore dataset on the live website.</figcaption>
</figure>
</div>
<p>The GFC2020 dataset is described as serving to <em>“define the extent of tree cover for year 2020 at 10 m spatial resolution”</em><sup>1</sup>, and it shows variations in forested land in great detail. However, using the dataset to accurately answer a seemingly simple question can be quite challenging. For example:</p>
<div class="question">
<p>What is the total area of forest in Iceland?</p>
</div>
<p>To determine the total area, can’t we just simply count up the forest pixels and multiply by 10m squared?</p>
<p><img src="https://latex.codecogs.com/png.latex?A_%7Bforest%7D%20=%20n_%7Bforest%20pixels%7D%20%5Ccdot%20(10m)%5E2%20"></p>
<div class="callout callout-style-default callout-caution callout-titled" title="Short answer:">
<div class="callout-header d-flex align-content-center">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
Short answer:
</div>
</div>
<div class="callout-body-container callout-body">
<p>Nope.</p>
</div>
</div>
<div class="callout callout-style-default callout-caution callout-titled" title="Longer answer: (click to expand)">
<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-2-contents" aria-controls="callout-2" aria-expanded="false" aria-label="Toggle callout">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
Longer answer: (click to expand)
</div>
<div class="callout-btn-toggle d-inline-block border-0 py-1 ps-1 pe-0 float-end"><i class="callout-toggle"></i></div>
</div>
<div id="callout-2" class="callout-2-contents callout-collapse collapse">
<div class="callout-body-container callout-body">
<p>There are at least two problems with that approach.</p>
<ol type="1">
<li><p>The GFC2020 dataset uses a coordinate reference system (CRS) of <a href="https://epsg.org/crs_4326/WGS-84.html">EPSG:4326</a>. This is a fairly common CRS used by global datasets. EPSG:4326 has axes of <a href="https://en.wikipedia.org/wiki/Geodetic_coordinates">geodetic latitude and geodetic longitude</a> measured in <strong>units of degrees</strong>, which is an angle measurement. Typically, the area of something on the Earth’s surface is not measured in unit of degrees squared, but rather a unit of length squared<sup>2</sup>.</p>
<p>With a little sleuthing<sup>3</sup> it can be determined that the unit of measure is an angle in degrees:</p>
<pre><code>AXIS["geodetic latitude (Lat)",north,
  ORDER[1],
  ANGLEUNIT["degree",0.0174532925199433]],
AXIS["geodetic longitude (Lon)",east,
  ORDER[2],
  ANGLEUNIT["degree",0.0174532925199433]],</code></pre>
<p>and that the pixel size is much smaller than a degree:</p>
<pre><code>Pixel Size = (0.000089831528412,-0.000089831528412)</code></pre>
<p>These angles can be converted to distances, but the <a href="https://en.wikipedia.org/wiki/Longitude#Length_of_a_degree_of_longitude">length of a degree of longitude varies with latitude</a>.</p></li>
<li><p>The surface area of a sphere (or ellipsoid) bulges out, so it is greater than a planar area between the same boundaries. The difference becomes more signficant as the curvature increases. For more details, read up on <a href="https://en.wikipedia.org/wiki/Spherical_trigonometry#From_latitude_and_longitude">spherical excess</a>.</p></li>
</ol>
</div>
</div>
</div>
<p>What about using a library to reproject the raster image to an <a href="https://en.wikipedia.org/wiki/Equal-area_projection">equal-area projection</a>? That may be a viable solution, but the data will be altered by <a href="https://gisgeography.com/raster-resampling/">resampling</a> (usually nearest neighbor resampling for categorical data), which changes the resulting area calculation<sup>4</sup>. And it may be challenging from a computation and storage standpoint, depending on the size of dataset. And you will need to install a projection library, which a complication that I would like to avoid.</p>
<p>So how can you go about accurately determining the areas of regions on the Earth’s surface? That’s what this post will cover, at least for a certain class of rectangular areas. We’ll start with the relevant mathematical equations and show how they can be implemented with standard Python libraries.</p>
<div class="callout callout-style-default callout-note callout-titled" title="Note: Alternative options">
<div class="callout-header d-flex align-content-center">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
Note: Alternative options
</div>
</div>
<div class="callout-body-container callout-body">
<p>There are many software libraries and tools that can help with calculating areas on the Earth. Many are based on the open source <a href="https://proj.org/">PROJ</a> software, which provides generic coordinate transformation functionality via both command line applications and an API to power higher-level tools such as <a href="https://gdal.org/">GDAL</a>, <a href="https://pyproj4.github.io/">pyproj</a>, <a href="https://rasterio.readthedocs.io/">Rasterio</a>, <a href="https://geopandas.org/">GeoPandas</a>, <a href="https://postgis.net/">PostGIS</a>, <a href="https://www.qgis.org/">QGIS</a>, and many, many more… <strong>use them if you can!</strong> These tools are far more flexible (and rigorously tested) than the approach I describe here. However, that flexibility results in a <a href="https://github.com/OSGeo/PROJ">complicated codebase</a> which few people understand (and can <a href="https://github.com/OSGeo/PROJ/graphs/contributors">contribute to</a>). Even if open source, they are <a href="https://en.wikipedia.org/wiki/Black_box">black box</a> systems for most people. This post attempts to transparently explain the “how”, but for a very narrow slice of functionality provided by PROJ-based tools.</p>
</div>
</div>
<section id="areas-on-the-earth" class="level1">
<h1>Areas on the Earth</h1>
<p>This post shows how to calculate areas for datasets/images that use a <a href="https://en.wikipedia.org/wiki/Map_projection#Normal_cylindrical">(normal) cylindrical projection</a>. This class of projections has axes aligned with lines of constant latitude and longitude, and it includes commonly used projections such as the <a href="https://en.wikipedia.org/wiki/Equirectangular_projection">plate carrée / equirectangular</a><sup>5</sup> and the <a href="https://en.wikipedia.org/wiki/Web_Mercator_projection">web Mercator</a><sup>6</sup> projection.</p>
<p>So let’s start off by importing the Python libraries that we will be using:</p>
<div id="cell-4" class="cell" data-execution_count="5">
<details open="" class="code-fold">
<summary>Code: import statements</summary>
<div class="sourceCode cell-code" id="annotated-cell-1" style="background: #f1f3f5;"><pre class="sourceCode python code-annotation-code code-with-copy code-annotated"><code class="sourceCode python"><button class="code-annotation-anchor" data-target-cell="annotated-cell-1" data-target-annotation="1">1</button><span id="annotated-cell-1-1" class="code-annotation-target"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> math</span>
<button class="code-annotation-anchor" data-target-cell="annotated-cell-1" data-target-annotation="2">2</button><span id="annotated-cell-1-2" class="code-annotation-target"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> np</span><div class="code-annotation-gutter-bg"></div><div class="code-annotation-gutter"></div></code></pre></div>
</details>
<div class="cell-annotation">
<dl class="code-annotation-container-hidden code-annotation-container-grid">
<dt data-target-cell="annotated-cell-1" data-target-annotation="1">1</dt>
<dd>
<span data-code-cell="annotated-cell-1" data-code-lines="1" data-code-annotation="1">Python’s standard math module (https://docs.python.org/3/library/math.html)</span>
</dd>
<dt data-target-cell="annotated-cell-1" data-target-annotation="2">2</dt>
<dd>
<span data-code-cell="annotated-cell-1" data-code-lines="2" data-code-annotation="2">Numpy, which has mathematical operators that work efficiently on multidimensional arrays. (https://numpy.org/doc/stable/reference/routines.math.html)</span>
</dd>
</dl>
</div>
</div>
<section id="modeling-the-earth" class="level2">
<h2 class="anchored" data-anchor-id="modeling-the-earth">Modeling the Earth</h2>
<p>Nowadays, the Earth as commonly modeled as an oblate spheroid<sup>7</sup> also known as the <a href="https://en.wikipedia.org/wiki/Earth_ellipsoid#Reference_ellipsoid">reference ellipsoid</a>. The <a href="https://en.wikipedia.org/wiki/Spheroid">equation for a spheroid</a> is:</p>
<p><img src="https://latex.codecogs.com/png.latex?%7B%5Cdisplaystyle%20%7B%5Cfrac%20%7Bx%5E%7B2%7D+y%5E%7B2%7D%7D%7Ba%5E%7B2%7D%7D%7D+%7B%5Cfrac%20%7Bz%5E%7B2%7D%7D%7Bc%5E%7B2%7D%7D%7D=1%7D"></p>
<p>where <img src="https://latex.codecogs.com/png.latex?a"> is the equitorial radius, and <img src="https://latex.codecogs.com/png.latex?c"> is the distance from the center to the pole.</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><a href="https://upload.wikimedia.org/wikipedia/commons/5/53/Ellipsoid-rot-ax.svg" class="lightbox" data-glightbox="description: .lightbox-desc-4" data-gallery="quarto-lightbox-gallery-4" title="An ellipsoid / spheroid. Creative Commons Attribution 4.0 International License Source: Wikimedia Commons"><img src="https://upload.wikimedia.org/wikipedia/commons/5/53/Ellipsoid-rot-ax.svg" class="img-fluid figure-img" alt="An ellipsoid / spheroid. Creative Commons Attribution 4.0 International License Source: Wikimedia Commons"></a></p>
<figcaption>An ellipsoid / spheroid. <a href="https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by.svg" class="lightbox" data-glightbox="description: .lightbox-desc-2" data-gallery="quarto-lightbox-gallery-2" title="Creative Commons Attribution 4.0 International License"><img src="https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by.svg" height="20" alt="Creative Commons Attribution 4.0 International License" class="figure-img"></a> Source: <a href="https://commons.wikimedia.org/wiki/File:Ellipsoid-rot-ax.svg">Wikimedia Commons</a></figcaption>
</figure>
</div>
<p>For an oblate spherioid (like the Earth), <img src="https://latex.codecogs.com/png.latex?c%20%3C%20a"> and the flattening (<img src="https://latex.codecogs.com/png.latex?f">) is <a href="https://en.wikipedia.org/wiki/Flattening">defined</a> as: <img src="https://latex.codecogs.com/png.latex?f=%5Cfrac%20%7Ba-c%7D%7Ba%7D"></p>
<p>The Earth is most commonly modeled using the world geodetic system <a href="https://en.wikipedia.org/wiki/World_Geodetic_System#WGS_84">WGS 84</a> reference ellipsoid, which is defined with the following parameters:</p>
<div id="cell-6" class="cell" data-execution_count="6">
<details open="" class="code-fold">
<summary>Code: Define WGS84 parameters</summary>
<div class="sourceCode cell-code" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1">a <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">6378137.0</span>  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># m, semi-major axis (equatorial radius)</span></span>
<span id="cb3-2">f <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">298.257223563</span>  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># flattening</span></span></code></pre></div>
</details>
</div>
<p>Solving for the semi-minor axis of the ellipsoid, <img src="https://latex.codecogs.com/png.latex?c"> gives: <img src="https://latex.codecogs.com/png.latex?c%20=%20a%20%5Ccdot%20(1%20-%20f)"></p>
<p>which results in:</p>
<div id="cell-8" class="cell" data-execution_count="7">
<details open="" class="code-fold">
<summary>Code: Solve for semi-minor axis</summary>
<div class="sourceCode cell-code" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1">c <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> a <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> f)  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># m, semi-minor axis</span></span>
<span id="cb4-2"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'semi-minor axis, c = </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>c<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.6f}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;"> meters'</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>semi-minor axis, c = 6356752.314245 meters</code></pre>
</div>
</div>
<p>It is also helpful to calculate the ellipsoid’s <a href="https://en.wikipedia.org/wiki/Latitude#The_geometry_of_the_ellipsoid">eccentricity</a> value, which is defined as:</p>
<p><img src="https://latex.codecogs.com/png.latex?e%5E%7B2%7D=2f-f%5E%7B2%7D"></p>
<div id="cell-10" class="cell" data-execution_count="8">
<details open="" class="code-fold">
<summary>Code: Solve for eccentricity</summary>
<div class="sourceCode cell-code" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1">e2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> f <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> f<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">**</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span></span>
<span id="cb6-2">e <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> math.sqrt(e2)</span>
<span id="cb6-3"></span>
<span id="cb6-4"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'e2 = </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>e2<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">'</span>)</span>
<span id="cb6-5"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'e = </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>e<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">'</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>e2 = 0.0066943799901413165
e = 0.08181919084262149</code></pre>
</div>
</div>
</section>
<section id="surface-area" class="level2">
<h2 class="anchored" data-anchor-id="surface-area">Surface Area</h2>
<p>Now that we have characterised the ellipsoid, we can <a href="https://en.wikipedia.org/wiki/Spheroid#Area">calculate the surface area</a> with:</p>
<p><img src="https://latex.codecogs.com/png.latex?A_%7B%5Ctext%7Boblate%7D%7D=2%5Cpi%20a%5E%7B2%7D%5C%20+%7B%5Cfrac%20%7B%5Cpi%20c%5E%7B2%7D%7D%7Be%7D%7D%5Cln%20%7B%5Cfrac%20%7B1+e%7D%7B1-e%7D%7D"></p>
<p>For the WGS84 ellipsoid parameters, this gives us a surface area of:</p>
<div id="cell-12" class="cell" data-execution_count="9">
<details open="" class="code-fold">
<summary>Code: Solve for the Earth’s surface area</summary>
<div class="sourceCode cell-code" id="cb8" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1">A_oblate <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> math.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">**</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> math.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> c<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">**</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> e <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> math.log((<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> e) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> (<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> e))</span>
<span id="cb8-2"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'Earth surface area = </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>A_oblate <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e6</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.6f}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;"> km^2'</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>Earth surface area = 510065621.724088 km^2</code></pre>
</div>
</div>
<p>… which is close to the value of 510072000 km<sup>2</sup> <a href="https://en.wikipedia.org/wiki/Earth">listed on Wikipedia</a>.</p>
<p>Since calculating for a sphere is more straightforward than calculations for an ellipsoid, we solve for the radius of a spherical model that has the same surface area as the ellipsoid model. This radius is called the <a href="https://en.wikipedia.org/wiki/Earth_radius#Authalic_radius">authalic radius</a> (<img src="https://latex.codecogs.com/png.latex?R_2">)</p>
<p><img src="https://latex.codecogs.com/png.latex?R_2%20=%20%5Csqrt%7B%5Cfrac%7BA_%7B%5Ctext%7Boblate%7D%7D%7D%7B4%20%5Cpi%7D%7D"></p>
<div id="cell-14" class="cell" data-execution_count="10">
<details open="" class="code-fold">
<summary>Code: Authalic radius</summary>
<div class="sourceCode cell-code" id="cb10" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb10-1">R_auth <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> math.sqrt(A_oblate <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> math.pi)</span>
<span id="cb10-2"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'authalic radius (R_auth) = </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>R_auth<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.6f}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;"> meters'</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>authalic radius (R_auth) = 6371007.180918 meters</code></pre>
</div>
</div>
<p>For area segments between two bands of constant latitudes (<img src="https://latex.codecogs.com/png.latex?%5Cphi_1"> and <img src="https://latex.codecogs.com/png.latex?%5Cphi_2">), the <a href="https://en.wikipedia.org/wiki/Spherical_segment">Spherical segment formula</a> can be used. The curved surface area of the spherical zone between two latitudes is given by: <img src="https://latex.codecogs.com/png.latex?%0AA_%7B%5Ctext%7Bzone%7D%7D%20=%202%20%5Cpi%20R_2%20h%0A"></p>
<p>where <img src="https://latex.codecogs.com/png.latex?h"> is the height of the segment: <span id="eq-height-spherical-segment"><img src="https://latex.codecogs.com/png.latex?%0Ah%20=%20R_2%20(%5Csin%20%5Cphi_2%20-%20%5Csin%20%5Cphi_1)%0A%5Ctag%7B1%7D"></span></p>
<p>Constraining the area to be a patch (<img src="https://latex.codecogs.com/png.latex?A_%7B%5Ctext%7Bpatch%7D%7D">) between longitudes (<img src="https://latex.codecogs.com/png.latex?%5Clambda_1%20%3C=%20%5Clambda%20%3C=%20%5Clambda_2">) gives:</p>
<p><span id="eq-area-patch-lon-band"><img src="https://latex.codecogs.com/png.latex?%0A%5Cbegin%7Baligned%7D%0AA_%7B%5Ctext%7Bpatch%7D%7D%20&amp;=%20A_%7B%5Ctext%7Bzone%7D%7D%20%5Cfrac%7B%5Clambda_2%20-%20%5Clambda_1%7D%7B2%20%5Cpi%7D%20%5C%5C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20&amp;=%20R_2%20h%20(%5Clambda_2%20-%20%5Clambda_1)%0A%5Cend%7Baligned%7D%0A%5Ctag%7B2%7D"></span></p>
<p>Written as a Python function:</p>
<div id="cell-16" class="cell" data-execution_count="11">
<details open="" class="code-fold">
<summary>Code: patch_area_single_rectangle()</summary>
<div class="sourceCode cell-code" id="annotated-cell-7" style="background: #f1f3f5;"><pre class="sourceCode python code-annotation-code code-with-copy code-annotated"><code class="sourceCode python"><span id="annotated-cell-7-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> patch_area_single_rectangle(</span>
<span id="annotated-cell-7-2">    R: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Authalic radius, in meters</span></span>
<span id="annotated-cell-7-3">    lon1: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Minimum longitude, in degrees</span></span>
<span id="annotated-cell-7-4">    lon2: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Maximum longitude, in degrees</span></span>
<span id="annotated-cell-7-5">    lat1: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Minimum latitude, in degrees</span></span>
<span id="annotated-cell-7-6">    lat2: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Maximum latitude, in degrees</span></span>
<span id="annotated-cell-7-7">) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>:</span>
<span id="annotated-cell-7-8">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Convert from degrees to radians</span></span>
<span id="annotated-cell-7-9">    lon1_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> lon1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="annotated-cell-7-10">    lon2_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> lon2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="annotated-cell-7-11">    lat1_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> lat1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="annotated-cell-7-12">    lat2_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> lat2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="annotated-cell-7-13">    </span>
<button class="code-annotation-anchor" data-target-cell="annotated-cell-7" data-target-annotation="1">1</button><span id="annotated-cell-7-14" class="code-annotation-target">    h <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (math.sin(lat2_rad) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> math.sin(lat1_rad))</span>
<button class="code-annotation-anchor" data-target-cell="annotated-cell-7" data-target-annotation="2">2</button><span id="annotated-cell-7-15" class="code-annotation-target">    area_patch <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> h  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (lon2_rad <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> lon1_rad)</span>
<span id="annotated-cell-7-16">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> area_patch</span><div class="code-annotation-gutter-bg"></div><div class="code-annotation-gutter"></div></code></pre></div>
</details>
<div class="cell-annotation">
<dl class="code-annotation-container-hidden code-annotation-container-grid">
<dt data-target-cell="annotated-cell-7" data-target-annotation="1">1</dt>
<dd>
<span data-code-cell="annotated-cell-7" data-code-lines="14" data-code-annotation="1">See Equation&nbsp;1</span>
</dd>
<dt data-target-cell="annotated-cell-7" data-target-annotation="2">2</dt>
<dd>
<span data-code-cell="annotated-cell-7" data-code-lines="15" data-code-annotation="2">See Equation&nbsp;2</span>
</dd>
</dl>
</div>
</div>
<p>We can try this function out for a few patches:</p>
<div id="cell-19" class="cell" data-execution_count="12">
<details open="" class="code-fold">
<summary>Code: patch areas for example rectangles</summary>
<div class="sourceCode cell-code" id="cb12" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb12-1"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>(patch_area_single_rectangle(R<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>R_auth, lon1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>, lon2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>, lat1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">90</span>, lat2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">90</span>)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-6</span>)<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.3e}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;"> km^2 is the area of the globe'</span>)</span>
<span id="cb12-2"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>(patch_area_single_rectangle(R<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>R_auth, lon1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, lon2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>, lat1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">90</span>, lat2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">90</span>)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-6</span>)<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.3e}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;"> km^2 is the area of a (eastern) hemisphere'</span>)</span>
<span id="cb12-3"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>(patch_area_single_rectangle(R<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>R_auth, lon1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, lon2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">10</span>, lat1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">90</span>, lat2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">90</span>)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-6</span>)<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.3e}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;"> km^2 is the area of a 10 degree longitude band'</span>)</span>
<span id="cb12-4"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>(patch_area_single_rectangle(R<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>R_auth, lon1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, lon2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">10</span>, lat1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, lat2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">10</span>)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-6</span>)<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.3e}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;"> km^2 is the area of a 10 x 10 degree patch'</span>)</span></code></pre></div>
</details>
<div class="cell-output cell-output-stdout">
<pre><code>5.101e+08 km^2 is the area of the globe
2.550e+08 km^2 is the area of a (eastern) hemisphere
1.417e+07 km^2 is the area of a 10 degree longitude band
1.230e+06 km^2 is the area of a 10 x 10 degree patch</code></pre>
</div>
</div>
<p>This works for single patches, but we can adapt the function to efficiently estimate a (potentially irregular) grid of patches by accepting lists of latitude edges and longitudes edges:</p>
<p><img src="https://latex.codecogs.com/png.latex?%5Cboldsymbol%7BA%7D_%7Bpatch%7D%20=%20%5Cboldsymbol%7Bw%7D%20%5Ccdot%20%5Cboldsymbol%7Bh%7D%5ET"> <img src="https://latex.codecogs.com/png.latex?%5Cboldsymbol%7Bw%7D%20=%20R_2%20(%5Cboldsymbol%7B%5Clambda%7D_2%20-%20%5Cboldsymbol%7B%5Clambda%7D_1)"> <img src="https://latex.codecogs.com/png.latex?%5Cboldsymbol%7Bh%7D%20=%20R_2%20(%5Csin%20%5Cboldsymbol%7B%5Cphi%7D_2%20-%20%5Csin%20%5Cboldsymbol%7B%5Cphi%7D_1)"></p>
<div id="cell-22" class="cell" data-execution_count="13">
<details open="" class="code-fold">
<summary>Code: patch_area()</summary>
<div class="sourceCode cell-code" id="cb14" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb14-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">def</span> patch_area(</span>
<span id="cb14-2">    R: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Authalic radius, in meters</span></span>
<span id="cb14-3">    lon_edges: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">list</span>[<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>], <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># longitude edges, in degrees</span></span>
<span id="cb14-4">    lat_edges: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">list</span>[<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>] <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># latitude edges, in degrees</span></span>
<span id="cb14-5">) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">list</span>[<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">list</span>[<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>]]:</span>
<span id="cb14-6">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Convert from degrees to radians</span></span>
<span id="cb14-7">    lon_min <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array(lon_edges[:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="cb14-8">    lon_max <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array(lon_edges[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>:]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="cb14-9">    lat_min <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array(lat_edges[:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="cb14-10">    lat_max <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array(lat_edges[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>:]) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>)</span>
<span id="cb14-11">    h <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.reshape(</span>
<span id="cb14-12">        R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (np.sin(lat_max) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> np.sin(lat_min)),</span>
<span id="cb14-13">        newshape<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span>
<span id="cb14-14">    )</span>
<span id="cb14-15">    w <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.reshape(</span>
<span id="cb14-16">        R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> (lon_max <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> lon_min),</span>
<span id="cb14-17">        newshape<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span>
<span id="cb14-18">    )</span>
<span id="cb14-19">    area_patch <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (w <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> h.T).T  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># matrix multiplication (@ is * for mATrices)</span></span>
<span id="cb14-20">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">return</span> area_patch</span></code></pre></div>
</details>
</div>
<p>Let’s try it out, displaying the results on a globe:</p>
<div id="cell-24" class="cell" data-execution_count="14">
<details open="" class="code-fold">
<summary>Code: globe total area</summary>
<div class="sourceCode cell-code" id="annotated-cell-10" style="background: #f1f3f5;"><pre class="sourceCode python code-annotation-code code-with-copy code-annotated"><code class="sourceCode python"><button class="code-annotation-anchor" data-target-cell="annotated-cell-10" data-target-annotation="1">1</button><span id="annotated-cell-10-1" class="code-annotation-target">lon_edges <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">180</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">10</span>)</span>
<span id="annotated-cell-10-2">lat_edges <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">90</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">90</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">10</span>)</span>
<span id="annotated-cell-10-3">areas <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> patch_area(R_auth, lon_edges, lat_edges)</span>
<span id="annotated-cell-10-4"></span>
<span id="annotated-cell-10-5"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># print(f'areas = {(areas * 1e-6)} km^2')</span></span>
<span id="annotated-cell-10-6"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'Total area = </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>(areas.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">sum</span>() <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-6</span>)<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.6G}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;"> km^2'</span>)</span><div class="code-annotation-gutter-bg"></div><div class="code-annotation-gutter"></div></code></pre></div>
</details>
<div class="cell-annotation">
<dl class="code-annotation-container-hidden code-annotation-container-grid">
<dt data-target-cell="annotated-cell-10" data-target-annotation="1">1</dt>
<dd>
<span data-code-cell="annotated-cell-10" data-code-lines="1,2" data-code-annotation="1">Sample patch bounds</span>
</dd>
</dl>
</div>
<div class="cell-output cell-output-stdout">
<pre><code>Total area = 5.10066E+08 km^2</code></pre>
</div>
</div>
<div id="cell-26" class="cell" data-execution_count="15">
<details class="code-fold">
<summary>Code: PyDeck visualization</summary>
<div class="sourceCode cell-code" id="cb16" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb16-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> pydeck <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> pdk</span>
<span id="cb16-2"></span>
<span id="cb16-3">default_view_state <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.ViewState(</span>
<span id="cb16-4">    latitude<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">45</span>,</span>
<span id="cb16-5">    longitude<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>np.average(lon_edges),</span>
<span id="cb16-6">    zoom<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb16-7">    min_zoom<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb16-8">)</span>
<span id="cb16-9"></span>
<span id="cb16-10">view <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.View(</span>
<span id="cb16-11">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">type</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"_GlobeView"</span>,</span>
<span id="cb16-12">    controller<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb16-13">    width<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'100%'</span>,</span>
<span id="cb16-14">)</span>
<span id="cb16-15"></span>
<span id="cb16-16">basemap_layer <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.Layer(</span>
<span id="cb16-17">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"GeoJsonLayer"</span>,</span>
<span id="cb16-18">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">id</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"base-map"</span>,</span>
<span id="cb16-19">    data<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"https://d2ad6b4ur7yvpq.cloudfront.net/naturalearth-3.3.0/ne_50m_admin_0_scale_rank.geojson"</span>,</span>
<span id="cb16-20">    stroked<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">False</span>,</span>
<span id="cb16-21">    filled<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb16-22">    extruded<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">False</span>,</span>
<span id="cb16-23">    get_fill_color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>],</span>
<span id="cb16-24">    get_line_color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>],</span>
<span id="cb16-25">)</span>
<span id="cb16-26"></span>
<span id="cb16-27">elevation <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e5</span></span>
<span id="cb16-28"></span>
<span id="cb16-29">layer_data <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [</span>
<span id="cb16-30">    {</span>
<span id="cb16-31">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Longitude range"</span>: <span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'(</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>lon_edges[ix]<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">,</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>lon_edges[ix <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">)'</span>,</span>
<span id="cb16-32">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Latitude range"</span>:  <span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'(</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>lat_edges[iy]<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">,</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>lat_edges[iy <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">)'</span>,</span>
<span id="cb16-33">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"coordinates"</span>: [</span>
<span id="cb16-34">            [lon_edges[ix], lat_edges[iy], elevation],</span>
<span id="cb16-35">            [lon_edges[ix], lat_edges[iy<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], elevation],</span>
<span id="cb16-36">            [lon_edges[ix<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], lat_edges[iy<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], elevation],</span>
<span id="cb16-37">            [lon_edges[ix<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], lat_edges[iy], elevation],</span>
<span id="cb16-38">            [lon_edges[ix], lat_edges[iy], elevation]</span>
<span id="cb16-39">        ]</span>
<span id="cb16-40">    }</span>
<span id="cb16-41">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> iy, lat <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">enumerate</span>(lat_edges[:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>])</span>
<span id="cb16-42">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> ix, lon <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">enumerate</span>(lon_edges[:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>])</span>
<span id="cb16-43">]</span>
<span id="cb16-44"></span>
<span id="cb16-45"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Append the calculated area.</span></span>
<span id="cb16-46">layer_data <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> [</span>
<span id="cb16-47">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">dict</span>(d, area<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">f'</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>areas<span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>flatten()[i] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-6</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:.6g}</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">'</span>)</span>
<span id="cb16-48">    <span class="cf" style="color: #003B4F;
background-color: null;
font-style: inherit;">for</span> i, d <span class="kw" style="color: #003B4F;
background-color: null;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">enumerate</span>(layer_data)</span>
<span id="cb16-49">]</span>
<span id="cb16-50"></span>
<span id="cb16-51">polygon_layer <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.Layer(</span>
<span id="cb16-52">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"SolidPolygonLayer"</span>,</span>
<span id="cb16-53">    layer_data,</span>
<span id="cb16-54">    visible<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb16-55">    get_polygon<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"coordinates"</span>,</span>
<span id="cb16-56">    filled<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb16-57">    extruded<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb16-58">    wireframe<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb16-59">    get_fill_color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">127</span>],</span>
<span id="cb16-60">    get_line_color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">255</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>],</span>
<span id="cb16-61">    auto_highlight<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb16-62">    pickable<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>,</span>
<span id="cb16-63">    picking_radius<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">10</span>,</span>
<span id="cb16-64">)</span>
<span id="cb16-65"></span>
<span id="cb16-66">tooltip <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> {<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"html"</span>: (</span>
<span id="cb16-67">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;b&gt;Longitude range:&lt;/b&gt; {Longitude range}&lt;br /&gt;"</span></span>
<span id="cb16-68">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;b&gt;Latitude range:&lt;/b&gt; {Latitude range}&lt;br /&gt;"</span></span>
<span id="cb16-69">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;b&gt;Area:&lt;/b&gt; </span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{area}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;"> km^2"</span></span>
<span id="cb16-70">)}</span>
<span id="cb16-71"></span>
<span id="cb16-72">deck <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> pdk.Deck(</span>
<span id="cb16-73">    views<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[view],</span>
<span id="cb16-74">    initial_view_state<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>default_view_state,</span>
<span id="cb16-75">    layers<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[</span>
<span id="cb16-76">        basemap_layer,</span>
<span id="cb16-77">        polygon_layer,</span>
<span id="cb16-78">    ],</span>
<span id="cb16-79">    map_provider<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">None</span>,</span>
<span id="cb16-80">    tooltip<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>tooltip,</span>
<span id="cb16-81">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Note: set to True for the globe to be opaque</span></span>
<span id="cb16-82">    parameters<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>{<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"cull"</span>: <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>},</span>
<span id="cb16-83">)</span>
<span id="cb16-84"></span>
<span id="cb16-85">deck</span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="15">

        <iframe width="100%" height="500" frameborder="0" srcdoc="<!DOCTYPE html>
<html>
  <head>
    <meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; />
    <title>pydeck</title>
        <script src=&quot;https://api.tiles.mapbox.com/mapbox-gl-js/v1.13.0/mapbox-gl.js&quot;></script>
        <link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot; />
    <link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot; />
    <script src='https://cdn.jsdelivr.net/npm/@deck.gl/jupyter-widget@~8.8.*/dist/index.js'></script>
    <style>
    body {
  margin: 0;
  padding: 0;
  overflow: hidden;
}

#deck-container {
  width: 100vw;
  height: 100vh;
}

#deck-container canvas {
  z-index: 1;
  background: none;
}
    </style>
  </head>
  <body>
    <div id=&quot;deck-container&quot;>
    </div>
  </body>
  <script>
    const container = document.getElementById('deck-container');
    const jsonInput = {
  &quot;initialViewState&quot;: {
    &quot;latitude&quot;: 45,
    &quot;longitude&quot;: 0.0,
    &quot;minZoom&quot;: 0,
    &quot;zoom&quot;: 0
  },
  &quot;layers&quot;: [
    {
      &quot;@@type&quot;: &quot;GeoJsonLayer&quot;,
      &quot;data&quot;: &quot;https://d2ad6b4ur7yvpq.cloudfront.net/naturalearth-3.3.0/ne_50m_admin_0_scale_rank.geojson&quot;,
      &quot;extruded&quot;: false,
      &quot;filled&quot;: true,
      &quot;getFillColor&quot;: [
        200,
        200,
        200
      ],
      &quot;getLineColor&quot;: [
        255,
        255,
        255
      ],
      &quot;id&quot;: &quot;base-map&quot;,
      &quot;stroked&quot;: false
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            [
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          ]
        },
        {
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          &quot;Longitude range&quot;: &quot;(90,100)&quot;,
          &quot;area&quot;: &quot;107626&quot;,
          &quot;coordinates&quot;: [
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            [
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            [
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          &quot;Latitude range&quot;: &quot;(80,90)&quot;,
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        },
        {
          &quot;Latitude range&quot;: &quot;(80,90)&quot;,
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          &quot;Latitude range&quot;: &quot;(80,90)&quot;,
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              170,
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            [
              160,
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          ]
        },
        {
          &quot;Latitude range&quot;: &quot;(80,90)&quot;,
          &quot;Longitude range&quot;: &quot;(170,180)&quot;,
          &quot;area&quot;: &quot;107626&quot;,
          &quot;coordinates&quot;: [
            [
              170,
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            [
              170,
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              100000.0
            ],
            [
              180,
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            [
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            [
              170,
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          ]
        }
      ],
      &quot;extruded&quot;: true,
      &quot;filled&quot;: true,
      &quot;getFillColor&quot;: [
        255,
        255,
        0,
        127
      ],
      &quot;getLineColor&quot;: [
        255,
        0,
        0
      ],
      &quot;getPolygon&quot;: &quot;@@=coordinates&quot;,
      &quot;id&quot;: &quot;32c2721b-31b6-4a6c-adb3-a365b3e1cd8c&quot;,
      &quot;pickable&quot;: true,
      &quot;pickingRadius&quot;: 10,
      &quot;visible&quot;: true,
      &quot;wireframe&quot;: true
    }
  ],
  &quot;mapStyle&quot;: &quot;dark&quot;,
  &quot;parameters&quot;: {
    &quot;cull&quot;: true
  },
  &quot;views&quot;: [
    {
      &quot;@@type&quot;: &quot;_GlobeView&quot;,
      &quot;controller&quot;: true,
      &quot;width&quot;: &quot;100%&quot;
    }
  ]
};
    const tooltip = {'html': '<b>Longitude range:</b> {Longitude range}<br /><b>Latitude range:</b> {Latitude range}<br /><b>Area:</b> {area} km^2'};
    const customLibraries = null;
    const configuration = null;

    const deckInstance = createDeck({
                  container,
      jsonInput,
      tooltip,
      customLibraries,
      configuration
    });

  </script>
</html>"></iframe>
    
</div>
</div>
<div class="callout callout-style-default callout-note callout-titled" title="Hint">
<div class="callout-header d-flex align-content-center">
<div class="callout-icon-container">
<i class="callout-icon"></i>
</div>
<div class="callout-title-container flex-fill">
Hint
</div>
</div>
<div class="callout-body-container callout-body">
<p>The globe is interactive. Roll your cursor over the patches to see the calculation results. Click and drag to rotate the globe.</p>
</div>
</div>
</section>
</section>
<section id="wrapping-up" class="level1">
<h1>Wrapping up</h1>
<p>In this post I’ve presented an approach for calculating patch areas on the Earth’s surface. In a future post I’ll expand on this to calculate the areas of every pixel in a projected image.</p>



</section>


<div id="quarto-appendix" class="default"><section id="footnotes" class="footnotes footnotes-end-of-document"><h2 class="anchored quarto-appendix-heading">Footnotes</h2>

<ol>
<li id="fn1"><p>I really dislike when the term “resolution” is used instead of pixel size, but I’ll leave that discussion for another time…↩︎</p></li>
<li id="fn2"><p>But that doesn’t stop <a href="https://chatgpt.com/share/e53e010a-1cab-4b9b-a4fc-8db6944dc91f">ChatGPT from trying</a>!↩︎</p></li>
<li id="fn3"><p>Strangely, neither the website nor the <a href="https://publications.jrc.ec.europa.eu/repository/handle/JRC136960">publication describing the dataset</a> list the actual pixel size. To determine it, I ended up using the command line program <code>gdalinfo</code> to inspect a sample tile obtained via the <a href="https://forobs.jrc.ec.europa.eu/GFC#data_download">download page</a>.↩︎</p></li>
<li id="fn4"><p>The sensitivity of accuracy to reprojection might be worth exploring in a future post.↩︎</p></li>
<li id="fn5"><p>a.k.a. the lat/lon projection or <em>unprojected</em> projection↩︎</p></li>
<li id="fn6"><p>the de facto standard for web mapping applications↩︎</p></li>
<li id="fn7"><p>i.e.&nbsp;a flattened sphere↩︎</p></li>
</ol>
</section></div> ]]></description>
  <category>projection</category>
  <category>python</category>
  <category>pydeck</category>
  <guid>https://analyze.earth/posts/on-areas-on-earth/</guid>
  <pubDate>Sat, 17 Aug 2024 00:00:00 GMT</pubDate>
  <media:content url="https://analyze.earth/posts/on-areas-on-earth/globe_with_grid_square.png" medium="image" type="image/png" height="144" width="144"/>
</item>
<item>
  <title>How JupyterLab and Widgets enable interactive analysis of the Earth’s past, present, and future</title>
  <dc:creator>Tyler Erickson</dc:creator>
  <link>https://analyze.earth/posts/jupytercon-2018/</link>
  <description><![CDATA[ 





<div class="quarto-video ratio ratio-16x9"><iframe data-external="1" src="https://www.youtube.com/embed/wOm_d73wMQ0" title="" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe></div>
<p>In 2018 at the second <a href="https://conferences.oreilly.com/jupyter/jup-ny.html">JupyterCon</a>, I gave a presentation on the potential of using <a href="https://jupyter.org/">JupyterLab</a> and interactive widgets to explore data about the Earth. The presentation gave an introduction to remote sensing, <a href="https://earthengine.google.com/">Earth Engine</a>, <a href="https://ipywidgets.readthedocs.io/">Jupyter widgets</a>, and included two live demos showing the analysis of satellite data and climate projections.</p>



 ]]></description>
  <category>presentation</category>
  <category>jupyterlab</category>
  <category>earth engine</category>
  <guid>https://analyze.earth/posts/jupytercon-2018/</guid>
  <pubDate>Fri, 24 Aug 2018 00:00:00 GMT</pubDate>
  <media:content url="https://analyze.earth/posts/jupytercon-2018/jupytercon-2018.png" medium="image" type="image/png" height="95" width="144"/>
</item>
<item>
  <title>Real time Crunching of Petabytes of Geospatial Data with Google Earth Engine</title>
  <dc:creator>Tyler Erickson</dc:creator>
  <dc:creator>Randy Sargent</dc:creator>
  <link>https://analyze.earth/posts/scipy-2014/</link>
  <description><![CDATA[ 





<div class="quarto-video ratio ratio-16x9"><iframe data-external="1" src="https://www.youtube.com/embed/8LZGBL4U3F4" title="" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe></div>
<p>In 2014 at the <a href="https://conferences.oreilly.com/jupyter/jup-ny.html">SciPy</a> conference, I gave a presentation showing a prototype of an interactive mapping widget that displayed Earth Engine image outputs in an IPython Notebook. The presentation includes two live demos: displaying satellite imagery and running a machine learning model to downscale land cover classification.</p>



 ]]></description>
  <category>presentation</category>
  <category>earth engine</category>
  <guid>https://analyze.earth/posts/scipy-2014/</guid>
  <pubDate>Mon, 14 Jul 2014 00:00:00 GMT</pubDate>
  <media:content url="https://analyze.earth/posts/scipy-2014/scipy-2014.png" medium="image" type="image/png" height="99" width="144"/>
</item>
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