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https://source.coop/ftw/global-data

html source.coop collected 2026-10-02 03:03:50 UTC 392,023 bytes, 232 lines download raw bytes

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2<div class="rt-Grid rt-r-gtc-1 md:rt-r-gtc-3 rt-r-gap-4 md:rt-r-gap-6 rt-r-mt-4"><div style="grid-column:span 2" class="rt-Flex rt-r-fd-column rt-r-gap-4 product-summary"><div class="rt-Box rt-r-px-4 md:rt-r-px-0"><div class="rt-Box"><div class="rt-Flex rt-r-ai-center rt-r-jc-space-between rt-r-mb-2"><h1 class="rt-Heading rt-r-size-8">Global Fields of The World (FTW)</h1></div><span data-accent-color="gray" class="rt-Text rt-r-size-4 rt-r-mb-4"><div class="markdown-viewer"><p class="rt-Text rt-r-mb-3">Sponsored by Taylor Geospatial, the Global Fields of The World (FTW) dataset provides global-scale estimates of agricultural fields for 2024–2025. The dataset includes both model inputs (Sentinel-2–derived median composites in COG and Zarr v3 formats) and outputs (in Zarr, GeoParquet and PMTiles).</p></div></span></div></div><div style="position:relative" class="rt-Box"><input multiple="" type="file" style="border:0;clip:rect(0, 0, 0, 0);clip-path:inset(50%);height:1px;margin:0 -1px -1px 0;overflow:hidden;padding:0;position:absolute;width:1px;white-space:nowrap" tabindex="-1"/><style>
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7      </style><div class="rt-reset rt-BaseCard rt-Card rt-r-size-1 rt-variant-surface"><div class="rt-Box"><div class="rt-Flex rt-r-ai-center rt-r-jc-space-between"><span class="rt-Text rt-r-size-2 rt-r-weight-bold">Contents</span></div><div class="rt-Box rt-r-my-3"><span data-accent-color="gray" class="rt-Separator rt-r-orientation-horizontal rt-r-size-4"></span></div><div class="rt-Box"><div style="border-bottom:1px solid var(--gray-5)" class="rt-Box rt-r-pb-3 rt-r-mb-3"><div class="rt-Flex rt-r-fd-row rt-r-ai-center rt-r-jc-space-between rt-r-gap-2"><div class="rt-Flex rt-r-ai-center rt-r-fw-wrap"><div style="line-height:22px"><span data-accent-color="gray" style="font-family:var(--code-font-family)" class="rt-Text rt-r-size-2">root</span></div></div></div></div></div></div><template id="P:5"></template><!--$--><!--/$--></div></div></div><div style="--width:100%" class="rt-Flex rt-r-fd-column rt-r-gap-4 rt-r-w product-meta"><div class="rt-reset rt-BaseCard rt-Card rt-r-size-2 sm:rt-r-size-1 rt-variant-surface"><div class="rt-Box"><div class="rt-Flex rt-r-ai-center rt-r-jc-space-between"><span class="rt-Text rt-r-size-2 rt-r-weight-bold">Details</span></div><div class="rt-Box rt-r-my-3"><span data-accent-color="gray" class="rt-Separator rt-r-orientation-horizontal rt-r-size-4"></span></div><div class="rt-Box"><dl class="rt-Text rt-DataListRoot rt-r-orientation-horizontal rt-r-size-2"><div class="rt-DataListItem"><dt class="rt-DataListLabel">Visibility</dt><dd class="rt-DataListValue"><span data-accent-color="green" class="rt-reset rt-Badge rt-r-size-1 rt-variant-soft">Public</span></dd></div><div style="align-items:center" class="rt-DataListItem"><dt class="rt-DataListLabel">Owner</dt><dd class="rt-DataListValue"><div class="rt-Flex rt-r-ai-center rt-r-gap-2"><span style="cursor:pointer" data-state="closed" class="rt-HoverCardTrigger"><a data-accent-color="" class="rt-Text rt-reset rt-Link rt-underline-auto" href="/ftw"><span class="rt-Flex rt-r-ai-center rt-r-gap-2"><span data-accent-color="" data-radius="medium" class="rt-reset rt-AvatarRoot rt-r-size-2 rt-variant-soft"><span class="rt-AvatarFallback"></span></span><span class="rt-Text rt-r-size-2">Fields of The World</span></span></a></span></div></dd></div><div class="rt-DataListItem"><dt class="rt-DataListLabel">Created</dt><dd class="rt-DataListValue"><span>4 Feb 2026</span></dd></div><div class="rt-DataListItem"><dt class="rt-DataListLabel">Last Updated</dt><dd class="rt-DataListValue"><span>23 Apr 2026</span></dd></div></dl></div></div></div><!--$?--><template id="B:6"></template><div style="flex-shrink:0" class="rt-reset rt-BaseCard rt-Card rt-r-size-2 sm:rt-r-size-1 rt-variant-surface"><div class="rt-Box"><div class="rt-Flex rt-r-ai-center rt-r-jc-space-between"><span class="rt-Text rt-r-size-2 rt-r-weight-bold">Analytics</span></div><div class="rt-Box rt-r-my-3"><span data-accent-color="gray" class="rt-Separator rt-r-orientation-horizontal rt-r-size-4"></span></div><div class="rt-Box"><span aria-hidden="true" class="rt-Skeleton rt-r-w rt-r-h" data-inline-skeleton="true" tabindex="-1" inert="" style="--width:120px;--height:16px"></span><div class="rt-Flex rt-r-gap-3 rt-r-mt-3"><span aria-hidden="true" class="rt-Skeleton rt-r-w rt-r-h" data-inline-skeleton="true" tabindex="-1" inert="" style="--width:80px;--height:40px"></span><span aria-hidden="true" class="rt-Skeleton rt-r-w rt-r-h" data-inline-skeleton="true" tabindex="-1" inert="" style="--width:80px;--height:40px"></span><span aria-hidden="true" class="rt-Skeleton rt-r-w rt-r-h" data-inline-skeleton="true" tabindex="-1" inert="" style="--width:80px;--height:40px"></span></div><div class="rt-Box rt-r-mt-3"><span aria-hidden="true" class="rt-Skeleton rt-r-w rt-r-h" data-inline-skeleton="true" tabindex="-1" inert="" style="--width:100%;--height:88px"></span></div></div></div></div><!--/$--></div></div><!--$--><!--/$--><!--$?--><template id="B:7"></template><!--/$--></div>
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7<script>self.__next_f.push([1,"6c:[\"$\",\"h1\",\"h3-0\",{\"children\":[\"Field boundary predictions (GeoParquet + PMTiles)\",[\"$\",\"a\",null,{\"href\":\"#field-boundary-predictions-geoparquet-pmtiles\",\"className\":\"permalink-link\",\"aria-label\":\"Permalink\",\"children\":[\"$\",\"svg\",null,{\"width\":\"15\",\"height\":\"15\",\"viewBox\":\"0 0 15 15\",\"fill\":\"none\",\"xmlns\":\"http://www.w3.org/2000/svg\",\"ref\":\"$undefined\",\"children\":[\"$\",\"path\",null,{\"d\":\"$92\",\"fill\":\"currentColor\",\"fillRule\":\"evenodd\",\"clipRule\":\"evenodd\"}]}]}]],\"data-accent-color\":\"$undefined\",\"id\":\"field-boundary-predictions-geoparquet-pmtiles\",\"style\":\"$undefined\",\"ref\":null,\"className\":\"rt-Heading rt-r-size-6 rt-r-mb-2 heading-with-permalink\"}]\n"])</script>
7<script>self.__next_f.push([1,"6d:[\"$\",\"p\",\"p-4\",{\"children\":[\"The PRUE model runs over the Sentinel-2 feature composites to produce per-pixel field probabilities;\\nvectors are derived by thresholding and polygonizing into \",[\"$\",\"strong\",\"strong-0\",{\"children\":[[\"$\",\"a\",\"a-0\",{\"children\":\"fiboa\",\"data-accent-color\":\"\",\"href\":\"https://fiboa.org\",\"style\":\"$undefined\",\"ref\":null,\"className\":\"rt-Text rt-reset rt-Link rt-underline-always\"}],\"/\",[\"$\",\"a\",\"a-1\",{\"children\":\"vecorel\",\"data-accent-color\":\"\",\"href\":\"https://vecorel.org\",\"style\":\"$undefined\",\"ref\":null,\"className\":\"rt-Text rt-reset rt-Link rt-underline-always\"}],\" GeoParquet v1.1.0\"]}],\", then\\npartitioned \",[\"$\",\"strong\",\"strong-1\",{\"children\":\"one file per country\"}],\" (195 countries / 574 files, ~210 GB; the nine largest countries —\\ne.g. the US, India, China, Brazil — are split by admin subdivision) and enriched with a per-polygon\\n\",[\"$\",\"strong\",\"strong-2\",{\"children\":[\"$\",\"code\",\"code-0\",{\"className\":\"inline-code\",\"children\":\"confidence\"}]}],\" column (0–100). Each polygon also carries \",[\"$\",\"code\",\"code-0\",{\"className\":\"inline-code\",\"children\":\"metrics:area\"}],\", \",[\"$\",\"code\",\"code-1\",{\"className\":\"inline-code\",\"children\":\"metrics:perimeter\"}],\", and a\\n\",[\"$\",\"code\",\"code-2\",{\"className\":\"inline-code\",\"children\":\"determination:datetime\"}],\" (2024 or 2025). Query a country partition directly with DuckDB — only the\\nneeded bytes are fetched:\"],\"data-accent-color\":\"$undefined\",\"style\":\"$undefined\",\"ref\":null,\"className\":\"rt-Text rt-r-mb-3\"}]\n"])</script>
7<script>self.__next_f.push([1,"6e:[\"$\",\"pre\",\"pre-0\",{\"children\":\"$L93\"}]\n6f:[\"$\",\"p\",\"p-5\",{\"children\":\"For web maps, the collection also exposes global PMTiles (a 2024 and a 2025 layer) and per-country\\nPMTiles, with MapLibre styles for plain green boundaries and for shading each field by its confidence.\",\"data-accent-color\":\"$undefined\",\"style\":\"$undefined\",\"ref\":null,\"className\":\"rt-Text rt-r-mb-3\"}]\n94:T806,"])</script>
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7<script>self.__next_f.push([1,"70:[\"$\",\"h1\",\"h3-1\",{\"children\":[\"Prediction confidence \u0026 quality (500 m)\",[\"$\",\"a\",null,{\"href\":\"#prediction-confidence-quality-500-m\",\"className\":\"permalink-link\",\"aria-label\":\"Permalink\",\"children\":[\"$\",\"svg\",null,{\"width\":\"15\",\"height\":\"15\",\"viewBox\":\"0 0 15 15\",\"fill\":\"none\",\"xmlns\":\"http://www.w3.org/2000/svg\",\"ref\":\"$undefined\",\"children\":[\"$\",\"path\",null,{\"d\":\"$94\",\"fill\":\"currentColor\",\"fillRule\":\"evenodd\",\"clipRule\":\"evenodd\"}]}]}]],\"data-accent-color\":\"$undefined\",\"id\":\"prediction-confidence-quality-500-m\",\"style\":\"$undefined\",\"ref\":null,\"className\":\"rt-Heading rt-r-size-6 rt-r-mb-2 heading-with-permalink\"}]\n71:[\"$\",\"p\",\"p-6\",{\"children\":\"Global 500 m rasters quantifying where the 10 m field predictions can be trusted (confidence,\\nfield/boundary density, entropy, cropland consensus, precision/recall). Read a window of the\\nconfidence COG — only the needed bytes are fetched:\",\"data-accent-color\":\"$undefined\",\"style\":\"$undefined\",\"ref\":null,\"className\":\"rt-Text rt-r-mb-3\"}]\n72:[\"$\",\"pre\",\"pre-1\",{\"children\":\"$L95\"}]\n73:[\"$\",\"p\",\"p-7\",{\"children\":\"Or load the whole collection lazily as an xarray stack:\",\"data-accent-color\":\"$undefined\",\"style\":\"$undefined\",\"ref\":null,\"className\":\"rt-Text rt-r-mb-3\"}]\n74:[\"$\",\"pre\",\"pre-2\",{\"children\":\"$L96\"}]\n97:T806,"])</script>
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7<link rel="preload" as="image" href="https://data.source.coop/ftw/global-data/docs/ftw_hero.svg"/><div hidden id="S:7"><div class="rt-reset rt-BaseCard rt-Card rt-r-size-1 rt-variant-surface rt-r-mt-4"><div class="rt-Box"><div class="rt-Flex rt-r-ai-center rt-r-jc-space-between"><span class="rt-Text rt-r-size-2 rt-r-weight-bold">README</span></div><div class="rt-Box rt-r-my-3"><span data-accent-color="gray" class="rt-Separator rt-r-orientation-horizontal rt-r-size-4"></span></div></div><div class="markdown-viewer"><div>
8  <a data-accent-color="" href="https://fieldsofthe.world/" class="rt-Text rt-reset rt-Link rt-underline-always">
9    <img src="https://data.source.coop/ftw/global-data/docs/ftw_hero.svg" alt="Fields of the World" width="100%"/>
10  </a>
11</div>
12<h1 id="fields-of-the-world-global" class="rt-Heading rt-r-size-8 rt-r-mb-4 heading-with-permalink">Fields of the World — Global<a href="#fields-of-the-world-global" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.1941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
13<p class="rt-Text rt-r-mb-3">The first global, wall-to-wall agricultural field-boundary dataset at 10 m resolution:
14<strong>~1.6 billion field polygons per year</strong> — <strong>1.63 billion for 2024</strong> and <strong>1.58 billion for 2025</strong>
15(~3.2 billion polygon records across both years) — spanning <strong>195 countries and territories</strong>,
16produced by applying the <a data-accent-color="" href="https://huggingface.co/wherobots/prue-pt2" class="rt-Text rt-reset rt-Link rt-underline-always">PRUE field-boundary segmentation model</a>
17(a U-Net with an EfficientNet-B7 encoder, trained on the Fields of The World benchmark) to
18cloud-free Sentinel-2 mosaics. Published openly under CC-BY-4.0 by Taylor Geospatial and
19collaborators (Microsoft AI for Good, ASU, WashU in St. Louis, Oregon State, Clark).</p>
20<p class="rt-Text rt-r-mb-3">Paper: Robinson et al. 2026, <em>The first global agricultural field boundary map at 10 m resolution</em>
21(<a data-accent-color="" href="https://arxiv.org/abs/2605.11055" class="rt-Text rt-reset rt-Link rt-underline-always">arXiv:2605.11055</a>).</p>
22<h1 id="explore-this-catalog" class="rt-Heading rt-r-size-7 rt-r-mb-3 heading-with-permalink">
22Explore this catalog<a href="#explore-this-catalog" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.1941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
23<ul>
24<li><strong>STAC catalog (root):</strong> <a data-accent-color="" href="https://data.source.coop/ftw/global-data/catalog.json" class="rt-Text rt-reset rt-Link rt-underline-always">https://data.source.coop/ftw/global-data/catalog.json</a></li>
25<li><strong>Browse interactively:</strong> <a data-accent-color="" href="https://browser.portolan-sdi.org/#/external/data.source.coop/ftw/global-data/catalog.json" class="rt-Text rt-reset rt-Link rt-underline-always">Portolan browser</a></li>
26<li><strong>For AI agents:</strong> <a data-accent-color="" href="https://data.source.coop/ftw/global-data/llms.txt" class="rt-Text rt-reset rt-Link rt-underline-always"><code class="inline-code">llms.txt</code></a> — a machine-readable
27description of the whole dataset. Point <a data-accent-color="" href="https://docs.anthropic.com/en/docs/claude-code" class="rt-Text rt-reset rt-Link rt-underline-always">Claude Code</a>
28or <a data-accent-color="" href="https://github.com/google-gemini/gemini-cli" class="rt-Text rt-reset rt-Link rt-underline-always">Gemini CLI</a> at it and ask it to query the data,
29build interactive maps, or generate charts. Each collection also has its own <code class="inline-code">llms.txt</code>.</li>
30<li><strong>Source repository:</strong> <a data-accent-color="" href="https://github.com/fieldsoftheworld/ftw-data-catalog" class="rt-Text rt-reset rt-Link rt-underline-always">https://github.com/fieldsoftheworld/ftw-data-catalog</a></li>
31</ul>
32<p class="rt-Text rt-r-mb-3">Storage: the public URL base <code class="inline-code">https://data.source.coop/ftw/global-data/</code> is physically backed by
33<code class="inline-code">s3://us-west-2.opendata.source.coop/tge-labs/ftw-global-data/</code> (anonymous read).</p>
34<h1 id="collections" class="rt-Heading rt-r-size-7 rt-r-mb-3 heading-with-permalink">Collections<a href="#collections" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.
341941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
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65<div class="rt-TableRoot rt-r-size-2 rt-variant-surface rt-r-mb-3"><div dir="ltr" class="rt-ScrollAreaRoot" style="position:relative;--radix-scroll-area-corner-width:0px;--radix-scroll-area-corner-height:0px"><style>[data-radix-scroll-area-viewport]{scrollbar-width:none;-ms-overflow-style:none;-webkit-overflow-scrolling:touch;}[data-radix-scroll-area-viewport]::-webkit-scrollbar{display:none}</style><div data-radix-scroll-area-viewport="" class="rt-ScrollAreaViewport" style="overflow-x:hidden;overflow-y:hidden"><div style="min-width:100%;display:table"><table class="rt-TableRootTable"><thead class="rt-TableHeader"><tr class="rt-TableRow"><th class="rt-TableCell rt-TableColumnHeaderCell" scope="col">Collection</th><th class="rt-TableCell rt-TableColumnHeaderCell" scope="col">Format</th><th class="rt-TableCell rt-TableColumnHeaderCell" scope="col">Description</th></tr></thead><tbody class="rt-TableBody"><tr class="rt-TableRow"><td class="rt-TableCell"><a data-accent-color="" href="https://source.coop/ftw/global-data/predictions/vectors" class="rt-Text rt-reset rt-Link rt-underline-always">Field Boundary Predictions (GeoParquet)</a></td><td class="rt-TableCell">GeoParquet + PMTiles</td><td class="rt-TableCell">~3.2 B field-boundary polygons (2024 &amp; 2025) in the <a data-accent-color="" href="https://fiboa.org" class="rt-Text rt-reset rt-Link rt-underline-always">fiboa</a>/<a data-accent-color="" href="https://vecorel.org" class="rt-Text rt-reset rt-Link rt-underline-always">vecorel</a> schema, each with a per-polygon <code class="inline-code">confidence</code> score (0–100). One partition per country (195 countries, 574 files; large countries split by admin subdivision), plus global &amp; per-country PMTiles and MapLibre styles for web maps. (<a data-accent-color="" href="https://data.source.coop/ftw/global-data/predictions/vectors/llms.txt" class="rt-Text rt-reset rt-Link rt-underline-always">llms.txt</a>)</td></tr><tr class="rt-TableRow"><td class="rt-TableCell"><a data-accent-color="" href="https://source.coop/ftw/global-data/predictions/confidence" class="rt-Text rt-reset rt-Link rt-underline-always">Prediction Confidence &amp; Quality (500 m)</a></td><td class="rt-TableCell">COG</td><td class="rt-TableCell">Global 500 m rasters showing where the 10 m predictions can be trusted — confidence, entropy, field/boundary density, cropland consensus, precision/recall. (<a data-accent-color="" href="https://data.source.coop/ftw/global-data/predictions/confidence/llms.txt" class="rt-Text rt-reset rt-Link rt-underline-always">llms.txt</a>)</td></tr><tr class="rt-TableRow"><td class="rt-TableCell"><a data-accent-color="" href="https://source.coop/ftw/global-data/features" class="rt-Text rt-reset rt-Link rt-underline-always">Sentinel-2 Planting &amp; Harvest Composites</a></td><td class="rt-TableCell">COG + Zarr</td><td class="rt-TableCell">The model-input Sentinel-2 median composites (10 m), per year: ~22.7 k tiles/year, each with a planting and a harvest COG, plus a global EPSG:4326 Zarr mosaic and a STAC-GeoParquet item index.</td></tr><tr class="rt-TableRow"><td class="rt-TableCell"><a data-accent-color="" href="https://source.coop/ftw/global-data/predictions/zarr" class="rt-Text rt-reset rt-Link rt-underline-always">Field Prediction Probabilities (Zarr)</a></td><template id="P:8"></template><template id="P:9"></template></tr></tbody></table></div></div><template id="P:a"></template><template id="P:b"></template><template id="P:c"></template><template id="P:d"></template></div></div>
66<h1 id="key-facts" class="rt-Heading rt-r-size-7 rt-r-mb-3 heading-with-permalink">Key facts<a href="#key-facts" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.1941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
67<ul>
68<li><strong>1.63 billion</strong> field polygons for <strong>2024</strong> and <strong>1.58 billion</strong> for <strong>2025</strong> (~3.2 B across both
69years), over <strong>195 countries</strong> and <strong>574 admin partitions</strong>, at 10 m resolution. Each year is an
70independent global prediction, so the per-year count (~1.6 B) — not the both-years sum — is the
71number of distinct fields in a year.</li>
72<li>Every vector polygon carries a <strong><code class="inline-code">confidence</code> score (0–100)</strong>, sampled at the polygon&#x27;s
73representative point from the 500 m PRUE confidence layer and rescaled (<code class="inline-code">raw / 0.578178 × 100</code>,
74the same scaling the <a data-accent-color="" href="https://github.com/fieldsoftheworld/ftw-inference-app" class="rt-Text rt-reset rt-Link rt-underline-always">FTW inference app</a> uses).</li>
75<li>Model: <strong>PRUE</strong> (U-Net / EfficientNet-B7), trained on the CC-BY subset of the
76<a data-accent-color="" href="https://source.coop/kerner-lab/fields-of-the-world" class="rt-Text rt-reset rt-Link rt-underline-always">Fields of The World benchmark</a> (24 countries).</li>
77<li>A field here is a <em>remote-sensing field unit</em> (a connected component of predicted field-interior
78pixels), <strong>not</strong> a cadastral/legal parcel. This is not a land-tenure product.</li>
79<li>Outputs are <a data-accent-color="" href="https://fiboa.org" class="rt-Text rt-reset rt-Link rt-underline-always">fiboa</a>/<a data-accent-color="" href="https://vecorel.org" class="rt-Text rt-reset rt-Link rt-underline-always">vecorel</a>-compliant GeoParquet (vectors) and Cloud-Optimized GeoTIFFs / Zarr (rasters).</li>
80<li>Validation (paper): mean pixel-level recall 0.85 over 24 countries (14 &gt; 0.90); confidence-model
81leave-one-country-out mean AUC 0.842.</li>
82</ul>
83<h1 id="data-products" class="rt-Heading rt-r-size-7 rt-r-mb-3 heading-with-permalink">Data products<a href="#data-products" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.
831941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
84<p class="rt-Text rt-r-mb-3">All files are anonymous-read on Source Cooperative and work directly over HTTP — no account or API key.</p>
85<h1 id="field-boundary-predictions-geoparquet-pmtiles" class="rt-Heading rt-r-size-6 rt-r-mb-2 heading-with-permalink">Field boundary predictions (GeoParquet + PMTiles)<a href="#field-boundary-predictions-geoparquet-pmtiles" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.1941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
86<p class="rt-Text rt-r-mb-3">The PRUE model runs over the Sentinel-2 feature composites to produce per-pixel field probabilities;
87vectors are derived by thresholding and polygonizing into <strong><a data-accent-color="" href="https://fiboa.org" class="rt-Text rt-reset rt-Link rt-underline-always">fiboa</a>/<a data-accent-color="" href="https://vecorel.org" class="rt-Text rt-reset rt-Link rt-underline-always">vecorel</a> GeoParquet v1.1.0</strong>, then
88partitioned <strong>one file per country</strong> (195 countries / 574 files, ~210 GB; the nine largest countries —
89e.g. the US, India, China, Brazil — are split by admin subdivision) and enriched with a per-polygon
90<strong><code class="inline-code">confidence</code></strong> column (0–100). Each polygon also carries <code class="inline-code">metrics:area</code>, <code class="inline-code">metrics:perimeter</code>, and a
91<code class="inline-code">determination:datetime</code> (2024 or 2025). Query a country partition directly with DuckDB — only the
92needed bytes are fetched:</p>
93<pre><template id="P:e"></template></pre>
94<p class="rt-Text rt-r-mb-3">For web maps, the collection also exposes global PMTiles (a 2024 and a 2025 layer) and per-country
95PMTiles, with MapLibre styles for plain green boundaries and for shading each field by its confidence.</p>
96<h1 id="prediction-confidence-quality-500-m" class="rt-Heading rt-r-size-6 rt-r-mb-2 heading-with-permalink">Prediction confidence &amp; quality (500 m)<a href="#prediction-confidence-quality-500-m" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.
961941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
97<p class="rt-Text rt-r-mb-3">Global 500 m rasters quantifying where the 10 m field predictions can be trusted (confidence,
98field/boundary density, entropy, cropland consensus, precision/recall). Read a window of the
99confidence COG — only the needed bytes are fetched:</p>
100<pre><template id="P:f"></template></pre>
101<p class="rt-Text rt-r-mb-3">Or load the whole collection lazily as an xarray stack:</p>
102<pre><template id="P:10"></template></pre>
103<h1 id="features-sentinel-2-composites-cog-zarr" class="rt-Heading rt-r-size-6 rt-r-mb-2 heading-with-permalink">Features — Sentinel-2 composites (COG &amp; Zarr)<a href="#features-sentinel-2-composites-cog-zarr" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.1941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
104<p class="rt-Text rt-r-mb-3">Planting- and harvest-season median composites over ~5–10 quality-masked Sentinel-2 scenes (the
105model&#x27;s inputs), as per-tile COGs (~22.7 k tiles/year) and a single global EPSG:4326 Zarr V3 mosaic
106at <code class="inline-code">8.983119e-5°</code> (~10 m at the equator):</p>
107<pre><template id="P:11"></template></pre>
108<h1 id="prediction-probabilities-zarr" class="rt-Heading rt-r-size-6 rt-r-mb-2 heading-with-permalink">Prediction probabilities (Zarr)<a href="#prediction-probabilities-zarr" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.
1081941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
109<p class="rt-Text rt-r-mb-3">The raw PRUE softmax bands <code class="inline-code">[non_field_background, field, field_boundaries]</code> on the same grid as the
110features (so they stack), from which the vectors are thresholded at <code class="inline-code">0.5</code> and polygonized.</p>
111<p class="rt-Text rt-r-mb-3">This store implements <strong>multiscales</strong> — 14 <code class="inline-code">average</code>-resampled levels declared against the
112<code class="inline-code">WGS84Quad</code> tile matrix set, full resolution at the root group and overviews at <code class="inline-code">2x</code> … <code class="inline-code">8192x</code> — so
113it can be read at any zoom and tiled for web display, not just subset analytically:</p>
114<pre><template id="P:12"></template></pre>
115<h1 id="caveats" class="rt-Heading rt-r-size-7 rt-r-mb-3 heading-with-permalink">Caveats<a href="#caveats" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.1941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
116<ul>
117<li>The field-density <code class="inline-code">_filtered</code> variant&#x27;s exact threshold/method is pending author confirmation.</li>
118<li>The confidence layer is conservative outside the FTW training distribution (e.g. smallholder
119systems): real fields there may receive low confidence. Prefer the unfiltered density + continuous
120confidence over a hard threshold in such regions.</li>
121<li>Polygons are remote-sensing field units, not legal parcels; one parcel may map to many polygons or none.</li>
122</ul>
123<h1 id="license" class="rt-Heading rt-r-size-7 rt-r-mb-3 heading-with-permalink">License<a href="#license" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.
1231941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
124<p class="rt-Text rt-r-mb-3">CC-BY-4.0.</p>
125<h1 id="cite" class="rt-Heading rt-r-size-7 rt-r-mb-3 heading-with-permalink">Cite<a href="#cite" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.1941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
126<p class="rt-Text rt-r-mb-3">Robinson, C., Muhawenayo, G., Khanal, S., Fang, Z., Corley, I., Tárano, A. M., Estes, L., Marcus, J.,
127Jacobs, N., Kerner, H., Becker-Reshef, I., &amp; Lavista Ferres, J. M. (2026). <em>The first global
128agricultural field boundary map at 10 m resolution.</em> arXiv:2605.11055.</p>
129<h1 id="contact" class="rt-Heading rt-r-size-7 rt-r-mb-3 heading-with-permalink">Contact<a href="#contact" class="permalink-link" aria-label="Permalink"><svg width="15" height="15" viewBox="0 0 15 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.51194 3.00541C9.18829 2.54594 10.0435 2.53694 10.6788 2.95419C10.8231 3.04893 10.9771 3.1993 11.389 3.61119C11.8009 4.02307 11.9513 4.17714 12.046 4.32141C12.4633 4.95675 12.4543 5.81192 11.9948 6.48827C11.8899 6.64264 11.7276 6.80811 11.3006 7.23511L10.6819 7.85383C10.4867 8.04909 10.4867 8.36567 10.6819 8.56093C10.8772 8.7562 11.1938 8.7562 11.389 8.56093L12.0077 7.94221L12.0507 7.89929C12.4203 7.52976 12.6568 7.2933 12.822 7.0502C13.4972 6.05623 13.5321 4.76252 12.8819 3.77248C12.7233 3.53102 12.4922 3.30001 12.1408 2.94871L12.0961 2.90408L12.0515 2.85942C11.7002 2.508 11.4692 2.27689 11.2277 2.11832C10.2377 1.46813 8.94398 1.50299 7.95001 2.17822C7.70691 2.34336 7.47044 2.57991 7.1009 2.94955L7.058 2.99247L6.43928 3.61119C6.24401 3.80645 6.24401 4.12303 6.43928 4.31829C6.63454 4.51355 6.95112 4.51355 7.14638 4.31829L7.7651 3.69957C8.1921 3.27257 8.35757 3.11027 8.51194 3.00541ZM4.31796 7.14672C4.51322 6.95146 4.51322 6.63487 4.31796 6.43961C4.12269 6.24435 3.80611 6.24435 3.61085 6.43961L2.99213 7.05833L2.94922 7.10124C2.57957 7.47077 2.34303 7.70724 2.17788 7.95035C1.50265 8.94432 1.4678 10.238 2.11799 11.2281C2.27656 11.4695 2.50766 11.7005 2.8591 12.0518L2.90374 12.0965L2.94837 12.1411C3.29967 12.4925 3.53068 12.7237 3.77214 12.8822C4.76219 13.5324 6.05589 13.4976 7.04986 12.8223C7.29296 12.6572 7.52943 12.4206 7.89896 12.051L7.89897 12.051L7.94188 12.0081L8.5606 11.3894C8.75586 11.
1291941 8.75586 10.8775 8.5606 10.6823C8.36533 10.487 8.04875 10.487 7.85349 10.6823L7.23477 11.301C6.80777 11.728 6.6423 11.8903 6.48794 11.9951C5.81158 12.4546 4.95642 12.4636 4.32107 12.0464C4.17681 11.9516 4.02274 11.8012 3.61085 11.3894C3.19896 10.9775 3.0486 10.8234 2.95385 10.6791C2.53661 10.0438 2.54561 9.18863 3.00507 8.51227C3.10993 8.35791 3.27224 8.19244 3.69924 7.76544L4.31796 7.14672ZM9.62172 6.08558C9.81698 5.89032 9.81698 5.57373 9.62172 5.37847C9.42646 5.18321 9.10988 5.18321 8.91461 5.37847L5.37908 8.91401C5.18382 9.10927 5.18382 9.42585 5.37908 9.62111C5.57434 9.81637 5.89092 9.81637 6.08619 9.62111L9.62172 6.08558Z" fill="currentColor" fill-rule="evenodd" clip-rule="evenodd"></path></svg></a></h1>
130<p class="rt-Text rt-r-mb-3"><code class="inline-code">[email protected]</code></p>
131<hr/>
132<p class="rt-Text rt-r-mb-3"><em>Published with <a data-accent-color="" href="https://portolan-sdi.org" class="rt-Text rt-reset rt-Link rt-underline-always">Portolan</a>.</em></p></div></div></div><table hidden><tr id="S:8"><td class="rt-TableCell">Zarr</td></tr></table>
132<script>$RS("S:8","P:8")</script>
132<table hidden><tr id="S:9"><td class="rt-TableCell">The raw PRUE softmax probabilities (non-field / field / field-boundary) the vectors are thresholded from. Multiscale (14 WGS84Quad levels), so it reads at any zoom.</td></tr></table>
132<script>$RS("S:9","P:9")</script>
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132<div hidden id="S:13"><div data-bright-theme="github-dark" data-bright-mode="dark" style="color:#c9d1d9;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#264F78;--line-number-color:#6e7681;--tab-border:#30363d;--tab-background:#0d1117;--tab-color:#c9d1d9;--inactive-tab-background:#010409;--inactive-tab-color:#8b949e;--tab-top-border:#f78166;--tab-bottom-border:#0d1117;color-scheme:dark"><style>[data-bright-mode="dark"] { display: block }
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142  </style><pre style="margin:0;color:#c9d1d9;background:#0d1117;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:2ch">1</span><span style="color:#FF7B72">import</span><span style="color:#C9D1D9"> duckdb</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:2ch">2</span><span style="color:#C9D1D9"></span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:2ch">3</span><span style="color:#C9D1D9">con </span><span style="color:#FF7B72">=</span><span style="color:#C9D1D9"> duckdb.connect()</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:2ch">4</span><span style="color:#C9D1D9">con.execute(</span><span style="color:#A5D6FF">&quot;INSTALL spatial; LOAD spatial; INSTALL httpfs; LOAD httpfs;&quot;</span><span style="color:#C9D1D9">)</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="5" style="width:2ch">5</span><span style="color:#C9D1D9">base </span><span style="color:#FF7B72">= </span><span style="color:#A5D6FF">&quot;s3://us-west-2.opendata.source.coop/ftw/global-data/predictions/vectors/alpha/results-by-admin-conf&quot;</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="6" style="width:2ch">6</span><span style="color:#C9D1D9">con.execute(</span><span style="color:#FF7B72">f</span><span style="color:#A5D6FF">&quot;&quot;&quot;</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="7" style="width:2ch">7</span><span style="color:#A5D6FF">SELECT id, EXTRACT(year FROM &quot;determination:datetime&quot;) AS year,</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="8" style="width:2ch">8</span><span style="color:#A5D6FF">       confidence, &quot;metrics:area&quot; AS area_m2, geometry</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="9" style="width:2ch">9</span><span style="color:#A5D6FF">FROM read_parquet(&#x27;</span><span style="color:#79C0FF">{</span><span style="color:#C9D1D9">base</span><span style="color:#79C0FF">}</span><span style="color:#A5D6FF">/admin:country_code=FR/France.parquet&#x27;)</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="10" style="width:2ch">10</span><span style="color:#A5D6FF">WHERE confidence &gt;= 80          -- high-confidence fields only</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="11" style="width:2ch">11</span><span style="color:#A5D6FF">&quot;&quot;&quot;</span><span style="color:#C9D1D9">).df()</span><br/></span></div></code></pre></div></div>
142<script>$RS("S:13","P:13")</script>
142<div hidden id="S:14"><div data-bright-theme="github-light" data-bright-mode="light" style="color:#24292f;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#ADD6FF;--line-number-color:#8c959f;--tab-border:#d0d7de;--tab-background:#ffffff;--tab-color:#24292f;--inactive-tab-background:#f6f8fa;--inactive-tab-color:#57606a;--tab-top-border:#fd8c73;--tab-bottom-border:#ffffff;color-scheme:light"><style>[data-bright-mode="light"] { display: none }
143[data-theme="light"] [data-bright-mode="light"] { display: block }
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146    color: var(--line-number-color); 
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152  </style><pre style="margin:0;color:#24292f;background:#ffffff;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:2ch">1</span><span style="color:#CF222E">import</span><span style="color:#24292F"> duckdb</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:2ch">2</span><span style="color:#24292F"></span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:2ch">3</span><span style="color:#24292F">con </span><span style="color:#CF222E">=</span><span style="color:#24292F"> duckdb.connect()</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:2ch">4</span><span style="color:#24292F">con.execute(</span><span style="color:#0A3069">&quot;INSTALL spatial; LOAD spatial; INSTALL httpfs; LOAD httpfs;&quot;</span><span style="color:#24292F">)</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="5" style="width:2ch">5</span><span style="color:#24292F">base </span><span style="color:#CF222E">= </span><span style="color:#0A3069">&quot;s3://us-west-2.opendata.source.coop/ftw/global-data/predictions/vectors/alpha/results-by-admin-conf&quot;</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="6" style="width:2ch">6</span><span style="color:#24292F">con.execute(</span><span style="color:#CF222E">f</span><span style="color:#0A3069">&quot;&quot;&quot;</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="7" style="width:2ch">7</span><span style="color:#0A3069">SELECT id, EXTRACT(year FROM &quot;determination:datetime&quot;) AS year,</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="8" style="width:2ch">8</span><span style="color:#0A3069">       confidence, &quot;metrics:area&quot; AS area_m2, geometry</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="9" style="width:2ch">9</span><span style="color:#0A3069">FROM read_parquet(&#x27;</span><span style="color:#0550AE">{</span><span style="color:#24292F">base</span><span style="color:#0550AE">}</span><span style="color:#0A3069">/admin:country_code=FR/France.parquet&#x27;)</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="10" style="width:2ch">10</span><span style="color:#0A3069">WHERE confidence &gt;= 80          -- high-confidence fields only</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="11" style="width:2ch">11</span><span style="color:#0A3069">&quot;&quot;&quot;</span><span style="color:#24292F">).df()</span><br/></span></div></code></pre></div></div>
152<script>$RS("S:14","P:14")</script>
152<div hidden id="S:15"><div data-bright-theme="github-dark" data-bright-mode="dark" style="color:#c9d1d9;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#264F78;--line-number-color:#6e7681;--tab-border:#30363d;--tab-background:#0d1117;--tab-color:#c9d1d9;--inactive-tab-background:#010409;--inactive-tab-color:#8b949e;--tab-top-border:#f78166;--tab-bottom-border:#0d1117;color-scheme:dark"><style>[data-bright-mode="dark"] { display: block }
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160    user-select: none;
161  }
162  </style><pre style="margin:0;color:#c9d1d9;background:#0d1117;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:1ch">1</span><span style="color:#FF7B72">import</span><span style="color:#C9D1D9"> rasterio</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:1ch">2</span><span style="color:#FF7B72">from</span><span style="color:#C9D1D9"> rasterio.windows </span><span style="color:#FF7B72">import</span><span style="color:#C9D1D9"> from_bounds</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:1ch">3</span><span style="color:#C9D1D9"></span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:1ch">4</span><span style="color:#C9D1D9">url </span><span style="color:#FF7B72">= </span><span style="color:#A5D6FF">&quot;https://data.source.coop/ftw/global-data/predictions/confidence/confidence/prue_v1_confidence_global.tif&quot;</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="5" style="width:1ch">5</span><span style="color:#FF7B72">with</span><span style="color:#C9D1D9"> rasterio.open(url) </span><span style="color:#FF7B72">as</span><span style="color:#C9D1D9"> ds:</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="6" style="width:1ch">6</span><span style="color:#C9D1D9">    conf </span><span style="color:#FF7B72">=</span><span style="color:#C9D1D9"> ds.read(</span><span style="color:#79C0FF">1</span><span style="color:#C9D1D9">, </span><span style="color:#FFA657">window</span><span style="color:#FF7B72">=</span><span style="color:#C9D1D9">from_bounds(</span><span style="color:#79C0FF">2.0</span><span style="color:#C9D1D9">, </span><span style="color:#79C0FF">47.5</span><span style="color:#C9D1D9">, </span><span style="color:#79C0FF">3.0</span><span style="color:#C9D1D9">, </span><span style="color:#79C0FF">48.5</span><span style="color:#C9D1D9">, ds.transform), </span><span style="color:#FFA657">masked</span><span style="color:#FF7B72">=</span><span style="color:#79C0FF">True</span><span style="color:#C9D1D9">)</span><br/></span></div></code></pre></div></div>
162<script>$RS("S:15","P:15")</script>
162<div hidden id="S:16"><div data-bright-theme="github-light" data-bright-mode="light" style="color:#24292f;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#ADD6FF;--line-number-color:#8c959f;--tab-border:#d0d7de;--tab-background:#ffffff;--tab-color:#24292f;--inactive-tab-background:#f6f8fa;--inactive-tab-color:#57606a;--tab-top-border:#fd8c73;--tab-bottom-border:#ffffff;color-scheme:light"><style>[data-bright-mode="light"] { display: none }
163[data-theme="light"] [data-bright-mode="light"] { display: block }
164  [data-bright-theme] ::selection { background-color: var(--selection-background) }
165  [data-bright-theme] [data-bright-ln] { 
166    color: var(--line-number-color); 
167    margin-right: 1.5ch; 
168    display: inline-block;
169    text-align: right;
170    user-select: none;
171  }
172  </style><pre style="margin:0;color:#24292f;background:#ffffff;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:1ch">1</span><span style="color:#CF222E">import</span><span style="color:#24292F"> rasterio</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:1ch">2</span><span style="color:#CF222E">from</span><span style="color:#24292F"> rasterio.windows </span><span style="color:#CF222E">import</span><span style="color:#24292F"> from_bounds</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:1ch">3</span><span style="color:#24292F"></span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:1ch">4</span><span style="color:#24292F">url </span><span style="color:#CF222E">= </span><span style="color:#0A3069">&quot;https://data.source.coop/ftw/global-data/predictions/confidence/confidence/prue_v1_confidence_global.tif&quot;</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="5" style="width:1ch">5</span><span style="color:#CF222E">with</span><span style="color:#24292F"> rasterio.open(url) </span><span style="color:#CF222E">as</span><span style="color:#24292F"> ds:</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="6" style="width:1ch">6</span><span style="color:#24292F">    conf </span><span style="color:#CF222E">=</span><span style="color:#24292F"> ds.read(</span><span style="color:#0550AE">1</span><span style="color:#24292F">, </span><span style="color:#953800">window</span><span style="color:#CF222E">=</span><span style="color:#24292F">from_bounds(</span><span style="color:#0550AE">2.0</span><span style="color:#24292F">, </span><span style="color:#0550AE">47.5</span><span style="color:#24292F">, </span><span style="color:#0550AE">3.0</span><span style="color:#24292F">, </span><span style="color:#0550AE">48.5</span><span style="color:#24292F">, ds.transform), </span><span style="color:#953800">masked</span><span style="color:#CF222E">=</span><span style="color:#0550AE">True</span><span style="color:#24292F">)</span><br/></span></div></code></pre></div></div>
172<script>$RS("S:16","P:16")</script>
172<div hidden id="S:17"><div data-bright-theme="github-dark" data-bright-mode="dark" style="color:#c9d1d9;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#264F78;--line-number-color:#6e7681;--tab-border:#30363d;--tab-background:#0d1117;--tab-color:#c9d1d9;--inactive-tab-background:#010409;--inactive-tab-color:#8b949e;--tab-top-border:#f78166;--tab-bottom-border:#0d1117;color-scheme:dark"><style>[data-bright-mode="dark"] { display: block }
173[data-theme="light"] [data-bright-mode="dark"] { display: none }
174  [data-bright-theme] ::selection { background-color: var(--selection-background) }
175  [data-bright-theme] [data-bright-ln] { 
176    color: var(--line-number-color); 
177    margin-right: 1.5ch; 
178    display: inline-block;
179    text-align: right;
180    user-select: none;
181  }
182  </style><pre style="margin:0;color:#c9d1d9;background:#0d1117;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:1ch">1</span><span style="color:#FF7B72">import</span><span style="color:#C9D1D9"> pystac, odc.stac</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:1ch">2</span><span style="color:#C9D1D9">col </span><span style="color:#FF7B72">=</span><span style="color:#C9D1D9"> pystac.Collection.from_file(</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:1ch">3</span><span style="color:#A5D6FF">    &quot;https://data.source.coop/ftw/global-data/predictions/confidence/collection.json&quot;</span><span style="color:#C9D1D9">)</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:1ch">4</span><span style="color:#C9D1D9">ds </span><span style="color:#FF7B72">=</span><span style="color:#C9D1D9"> odc.stac.load(</span><span style="color:#79C0FF">list</span><span style="color:#C9D1D9">(col.get_items()), </span><span style="color:#FFA657">chunks</span><span style="color:#FF7B72">=</span><span style="color:#C9D1D9">{})</span><br/></span></div></code></pre></div></div>
182<script>$RS("S:17","P:17")</script>
182<div hidden id="S:18"><div data-bright-theme="github-light" data-bright-mode="light" style="color:#24292f;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#ADD6FF;--line-number-color:#8c959f;--tab-border:#d0d7de;--tab-background:#ffffff;--tab-color:#24292f;--inactive-tab-background:#f6f8fa;--inactive-tab-color:#57606a;--tab-top-border:#fd8c73;--tab-bottom-border:#ffffff;color-scheme:light"><style>[data-bright-mode="light"] { display: none }
183[data-theme="light"] [data-bright-mode="light"] { display: block }
184  [data-bright-theme] ::selection { background-color: var(--selection-background) }
185  [data-bright-theme] [data-bright-ln] { 
186    color: var(--line-number-color); 
187    margin-right: 1.5ch; 
188    display: inline-block;
189    text-align: right;
190    user-select: none;
191  }
192  </style><pre style="margin:0;color:#24292f;background:#ffffff;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:1ch">1</span><span style="color:#CF222E">import</span><span style="color:#24292F"> pystac, odc.stac</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:1ch">2</span><span style="color:#24292F">col </span><span style="color:#CF222E">=</span><span style="color:#24292F"> pystac.Collection.from_file(</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:1ch">3</span><span style="color:#0A3069">    &quot;https://data.source.coop/ftw/global-data/predictions/confidence/collection.json&quot;</span><span style="color:#24292F">)</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:1ch">4</span><span style="color:#24292F">ds </span><span style="color:#CF222E">=</span><span style="color:#24292F"> odc.stac.load(</span><span style="color:#0550AE">list</span><span style="color:#24292F">(col.get_items()), </span><span style="color:#953800">chunks</span><span style="color:#CF222E">=</span><span style="color:#24292F">{})</span><br/></span></div></code></pre></div></div>
192<script>$RS("S:18","P:18")</script>
192<div hidden id="S:19"><div data-bright-theme="github-dark" data-bright-mode="dark" style="color:#c9d1d9;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#264F78;--line-number-color:#6e7681;--tab-border:#30363d;--tab-background:#0d1117;--tab-color:#c9d1d9;--inactive-tab-background:#010409;--inactive-tab-color:#8b949e;--tab-top-border:#f78166;--tab-bottom-border:#0d1117;color-scheme:dark"><style>[data-bright-mode="dark"] { display: block }
193[data-theme="light"] [data-bright-mode="dark"] { display: none }
194  [data-bright-theme] ::selection { background-color: var(--selection-background) }
195  [data-bright-theme] [data-bright-ln] { 
196    color: var(--line-number-color); 
197    margin-right: 1.5ch; 
198    display: inline-block;
199    text-align: right;
200    user-select: none;
201  }
202  </style><pre style="margin:0;color:#c9d1d9;background:#0d1117;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:1ch">1</span><span style="color:#FF7B72">import</span><span style="color:#C9D1D9"> rasterix</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:1ch">2</span><span style="color:#FF7B72">import</span><span style="color:#C9D1D9"> xarray </span><span style="color:#FF7B72">as</span><span style="color:#C9D1D9"> xr</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:1ch">3</span><span style="color:#C9D1D9"></span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:1ch">4</span><span style="color:#C9D1D9">features </span><span style="color:#FF7B72">=</span><span style="color:#C9D1D9"> xr.open_zarr(</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="5" style="width:1ch">5</span><span style="color:#A5D6FF">    &quot;s3://us-west-2.opendata.source.coop/ftw/global-data/features/zarr/alpha/global.zarr&quot;</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="6" style="width:1ch">6</span><span style="color:#C9D1D9">).pipe(rasterix.assign_index)</span><br/></span></div></code></pre></div></div>
202<script>$RS("S:19","P:19")</script>
202<div hidden id="S:1a"><div data-bright-theme="github-light" data-bright-mode="light" style="color:#24292f;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#ADD6FF;--line-number-color:#8c959f;--tab-border:#d0d7de;--tab-background:#ffffff;--tab-color:#24292f;--inactive-tab-background:#f6f8fa;--inactive-tab-color:#57606a;--tab-top-border:#fd8c73;--tab-bottom-border:#ffffff;color-scheme:light"><style>[data-bright-mode="light"] { display: none }
203[data-theme="light"] [data-bright-mode="light"] { display: block }
204  [data-bright-theme] ::selection { background-color: var(--selection-background) }
205  [data-bright-theme] [data-bright-ln] { 
206    color: var(--line-number-color); 
207    margin-right: 1.5ch; 
208    display: inline-block;
209    text-align: right;
210    user-select: none;
211  }
212  </style><pre style="margin:0;color:#24292f;background:#ffffff;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:1ch">1</span><span style="color:#CF222E">import</span><span style="color:#24292F"> rasterix</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:1ch">2</span><span style="color:#CF222E">import</span><span style="color:#24292F"> xarray </span><span style="color:#CF222E">as</span><span style="color:#24292F"> xr</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:1ch">3</span><span style="color:#24292F"></span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:1ch">4</span><span style="color:#24292F">features </span><span style="color:#CF222E">=</span><span style="color:#24292F"> xr.open_zarr(</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="5" style="width:1ch">5</span><span style="color:#0A3069">    &quot;s3://us-west-2.opendata.source.coop/ftw/global-data/features/zarr/alpha/global.zarr&quot;</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="6" style="width:1ch">6</span><span style="color:#24292F">).pipe(rasterix.assign_index)</span><br/></span></div></code></pre></div></div>
212<script>$RS("S:1a","P:1a")</script>
212<div hidden id="S:1b"><div data-bright-theme="github-dark" data-bright-mode="dark" style="color:#c9d1d9;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#264F78;--line-number-color:#6e7681;--tab-border:#30363d;--tab-background:#0d1117;--tab-color:#c9d1d9;--inactive-tab-background:#010409;--inactive-tab-color:#8b949e;--tab-top-border:#f78166;--tab-bottom-border:#0d1117;color-scheme:dark"><style>[data-bright-mode="dark"] { display: block }
213[data-theme="light"] [data-bright-mode="dark"] { display: none }
214  [data-bright-theme] ::selection { background-color: var(--selection-background) }
215  [data-bright-theme] [data-bright-ln] { 
216    color: var(--line-number-color); 
217    margin-right: 1.5ch; 
218    display: inline-block;
219    text-align: right;
220    user-select: none;
221  }
222  </style><pre style="margin:0;color:#c9d1d9;background:#0d1117;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:1ch">1</span><span style="color:#C9D1D9">predictions </span><span style="color:#FF7B72">=</span><span style="color:#C9D1D9"> xr.open_zarr(</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:1ch">2</span><span style="color:#A5D6FF">    &quot;s3://us-west-2.opendata.source.coop/ftw/global-data/predictions/zarr/alpha/global.zarr&quot;</span><span style="color:#C9D1D9">,</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:1ch">3</span><span style="color:#FFA657">    group</span><span style="color:#FF7B72">=</span><span style="color:#A5D6FF">&quot;64x&quot;</span><span style="color:#C9D1D9">,  </span><span style="color:#8B949E"># omit for full 10 m resolution</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:1ch">4</span><span style="color:#C9D1D9">).pipe(rasterix.assign_index)</span><br/></span></div></code></pre></div></div>
222<script>$RS("S:1b","P:1b")</script>
222<div hidden id="S:1c"><div data-bright-theme="github-light" data-bright-mode="light" style="color:#24292f;border-radius:4px;overflow:hidden;margin:1em 0;--selection-background:#ADD6FF;--line-number-color:#8c959f;--tab-border:#d0d7de;--tab-background:#ffffff;--tab-color:#24292f;--inactive-tab-background:#f6f8fa;--inactive-tab-color:#57606a;--tab-top-border:#fd8c73;--tab-bottom-border:#ffffff;color-scheme:light"><style>[data-bright-mode="light"] { display: none }
223[data-theme="light"] [data-bright-mode="light"] { display: block }
224  [data-bright-theme] ::selection { background-color: var(--selection-background) }
225  [data-bright-theme] [data-bright-ln] { 
226    color: var(--line-number-color); 
227    margin-right: 1.5ch; 
228    display: inline-block;
229    text-align: right;
230    user-select: none;
231  }
232  </style><pre style="margin:0;color:#24292f;background:#ffffff;padding:1em 0;overflow:auto"><code style="display:block;min-width:fit-content"><div style="padding:0 1em"><span><span data-bright-ln="1" style="width:1ch">1</span><span style="color:#24292F">predictions </span><span style="color:#CF222E">=</span><span style="color:#24292F"> xr.open_zarr(</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="2" style="width:1ch">2</span><span style="color:#0A3069">    &quot;s3://us-west-2.opendata.source.coop/ftw/global-data/predictions/zarr/alpha/global.zarr&quot;</span><span style="color:#24292F">,</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="3" style="width:1ch">3</span><span style="color:#953800">    group</span><span style="color:#CF222E">=</span><span style="color:#0A3069">&quot;64x&quot;</span><span style="color:#24292F">,  </span><span style="color:#6E7781"># omit for full 10 m resolution</span><br/></span></div><div style="padding:0 1em"><span><span data-bright-ln="4" style="width:1ch">4</span><span style="color:#24292F">).pipe(rasterix.assign_index)</span><br/></span></div></code></pre></div></div>
232<script>$RS("S:1c","P:1c")</script>
232<script>$RC("B:7","S:7")</script>
232</body></html>

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