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<!doctype html><html lang=en class=no-js> <head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta name=description content="Community Datasets in Google Earth Engine"><meta name=author content=Dhanyapriya><link href=https://github.com/SaiDhanyaa/ rel=canonical><link href=license/ rel=next><link rel=icon href=assets/favicon.png><meta name=generator content="mkdocs-1.6.1, mkdocs-material-9.5.35"><title>awesome-gee-community-catalog</title><link rel=stylesheet href=assets/stylesheets/main.35f28582.min.css><link rel=stylesheet href=assets/stylesheets/palette.06af60db.min.css><link rel=preconnect href=https://fonts.gstatic.com crossorigin><link rel=stylesheet href="https://fonts.googleapis.com/css?family=Google+Sans:300,300i,400,400i,700,700i%7CRegular:400,400i,700,700i&display=fallback"><style>:root{--md-text-font:"Google Sans";--md-code-font:"Regular"}</style><link rel=stylesheet href=css/timeago.css><link rel=stylesheet href=stylesheets/extra.css><script>__md_scope=new URL(".",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script><script id=__analytics>function __md_analytics(){function e(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],e("js",new Date),e("config","G-G7SXDJEWXV"),document.addEventListener("DOMContentLoaded",(function(){document.forms.search&&document.forms.search.query.addEventListener("blur",(function(){this.value&&e("event","search",{search_term:this.value})}));document$.subscribe((function(){var t=document.forms.feedback;if(void 0!==t)for(var a of t.querySelectorAll("[type=submit]"))a.addEventListener("click",(function(a){a.preventDefault();var n=document.location.pathname,d=this.getAttribute("data-md-value");e("event","feedback",{page:n,data:d}),t.firstElementChild.disabled=!0;var r=t.querySelector(".md-feedback__note [data-md-value='"+d+"']");r&&(r.hidden=!1)})),t.hidden=!1})),location$.subscribe((function(t){e("config","G-G7SXDJEWXV",{page_path:t.pathname})}))}));var t=document.createElement("script");t.async=!0,t.src="https://www.googletagmanager.com/gtag/js?id=G-G7SXDJEWXV",document.getElementById("__analytics").insertAdjacentElement("afterEnd",t)}</script><script>"undefined"!=typeof __md_analytics&&__md_analytics()</script><link rel=stylesheet href=assets/stylesheets/custom.f7ec4df2.min.css><style>
.content-container {
display: flex;
justify-content: space-between;
align-items: center;
}
.left-content {
flex-grow: 1;
}
.right-content {
/* Change this to your desired background color */
color: #fff;
text-align: right;
}
</style></head> <body dir=ltr data-md-color-scheme=default data-md-color-primary=yellow data-md-color-accent=indigo> <input class=md-toggle data-md-toggle=drawer type=checkbox id=__drawer autocomplete=off> <input class=md-toggle data-md-toggle=search type=checkbox id=__search autocomplete=off> <label class=md-overlay for=__drawer></label> <div data-md-component=skip> <a href=#awesome-gee-community-datasets class=md-skip> Skip to content </a> </div> <div data-md-component=announce> <aside class=md-banner> <div class="md-banner__inner md-grid md-typeset"> <button class="md-banner__button md-icon" aria-label="Don't show this again"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg> </button> <div class=content-container> <div class=left-content> For updates follow <strong>@Dhanyapriya-Somasundaram</strong> on <a href=https://www.linkedin.com/in/dhanyapriya-somasundaram/ rel=me> <span class="twemoji linkedin"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 448 512"><!-- Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg> </span> <strong>Linkedin</strong> </a> <a href=https://www.github.com/SaiDhanyaa/ rel=me> <span class="twemoji github"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 496 512"><!-- Font 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7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg> </span> <strong>Github</strong> </a> <a href=https://medium.com/@dhanyapriyas> <span class="twemoji medium"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 640 512"><!-- Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M180.5 74.262C80.813 74.262 0 155.633 0 256s80.819 181.738 180.5 181.738S361 356.373 361 256 280.191 74.262 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class="md-header md-header--shadow" data-md-component=header> <nav class="md-header__inner md-grid" aria-label=Header> <a href=. title=awesome-gee-community-catalog class="md-header__button md-logo" aria-label=awesome-gee-community-catalog data-md-component=logo> <img src=https://user-images.githubusercontent.com/6677629/193518988-956b9571-169d-4a79-89a8-d347d46c1af7.png alt=logo> </a> <label class="md-header__button md-icon" for=__drawer> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg> </label> <div class=md-header__title data-md-component=header-title> <div class=md-header__ellipsis> <div class=md-header__topic> <span class=md-ellipsis> awesome-gee-community-catalog </span> </div> <div class=md-header__topic data-md-component=header-topic> <span class=md-ellipsis> Introduction </span> </div> </div> </div> <form class=md-header__option data-md-component=palette> <input class=md-option data-md-color-media 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28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg> </div> <div class=md-source__repository> awesome-gee-community-datasets </div> </a> </div> <ul class=md-nav__list data-md-scrollfix> <li class="md-nav__item md-nav__item--active"> <input class="md-nav__toggle md-toggle" type=checkbox id=__toc> <label class="md-nav__link md-nav__link--active" for=__toc> <span class=md-ellipsis> Introduction </span> <span class="md-nav__icon md-icon"></span> </label> <a href=. class="md-nav__link md-nav__link--active"> <span class=md-ellipsis> Introduction </span> </a> <nav class="md-nav md-nav--secondary" aria-label="Table of contents"> <label class=md-nav__title for=__toc> <span class="md-nav__icon md-icon"></span> Table of contents </label> <ul class=md-nav__list data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#browse-the-catalog class=md-nav__link> <span class=md-ellipsis> Browse the Catalog </span> </a> <nav class=md-nav aria-label="Browse the Catalog"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#citation class=md-nav__link> <span class=md-ellipsis> Citation </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=license/ class=md-nav__link> <span class=md-ellipsis> License </span> </a> </li> <li class=md-nav__item> <a href=code_of_conduct/ class=md-nav__link> <span class=md-ellipsis> Code of Conduct </span> </a> </li> <li class=md-nav__item> <a href=insiders/ class=md-nav__link> <span class=md-ellipsis> Insiders program </span> </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_5> <label class=md-nav__link for=__nav_5 id=__nav_5_label tabindex=0> <span class=md-ellipsis> Getting Started </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_5_label aria-expanded=false> <label class=md-nav__title for=__nav_5> <span class="md-nav__icon md-icon"></span> Getting Started </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=startup/navigation/ class=md-nav__link> <span class=md-ellipsis> Navigating the Catalog </span> </a> </li> <li class=md-nav__item> <a href=startup/catalog-examples/ class=md-nav__link> <span class=md-ellipsis> Access awesome-gee-catalog-examples repo </span> </a> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=blogs/ class=md-nav__link> <span class=md-ellipsis> Blog posts </span> </a> </li> <li class=md-nav__item> <a href=stats/ class=md-nav__link> <span class=md-ellipsis> Catalog Stats </span> </a> </li> <li class=md-nav__item> <a href=changelog/ class=md-nav__link> <span class=md-ellipsis> Changelog </span> </a> </li> <li class=md-nav__item> <a href=submit/ class=md-nav__link> <span class=md-ellipsis> Submit or bring your data request to community catalog </span> </a> </li> <li class=md-nav__item> <a href=update/ class=md-nav__link> <span class=md-ellipsis> Submit update request for dataset in community catalog </span> </a> </li> <li class=md-nav__item> <a href=bug/ class=md-nav__link> <span class=md-ellipsis> Bug report for dataset in community catalog </span> </a> </li> <li class=md-nav__item> <a href=example/ class=md-nav__link> <span class=md-ellipsis> Submit example for dataset in community catalog </span> </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_13> <label class=md-nav__link for=__nav_13 id=__nav_13_label tabindex=0> <span class=md-ellipsis> Insiders only datasets </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_13_label aria-expanded=false> <label class=md-nav__title for=__nav_13> <span class="md-nav__icon md-icon"></span> Insiders only datasets </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/msroads.md class=md-nav__link> <span class=md-ellipsis> Microsoft Bing Global Mined Roads </span> </a> </li> <li class=md-nav__item> <a href=projects/eog_viirs_ntl.md class=md-nav__link> <span class=md-ellipsis> EOG Annual VIIRS Night Time Light (2013-2021) </span> </a> </li> <li class=md-nav__item> <a href=projects/hrdem.md class=md-nav__link> <span class=md-ellipsis> Canada High Resolution Digital Elevation Model (HRDEM) </span> </a> </li> <li class=md-nav__item> <a href=projects/swiss3d.md class=md-nav__link> <span class=md-ellipsis> swissSURFACE3D Raster Digital Surface Model (DSM) </span> </a> </li> <li class=md-nav__item> <a href=projects/cmapper.md class=md-nav__link> <span class=md-ellipsis> Carbon Mapper Data Portal Methane Emissions </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_14> <label class=md-nav__link for=__nav_14 id=__nav_14_label tabindex=0> <span class=md-ellipsis> Population & Socioeconomic </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_14_label aria-expanded=false> <label class=md-nav__title for=__nav_14> <span class="md-nav__icon md-icon"></span> Population & Socioeconomic </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/hrsl.md class=md-nav__link> <span class=md-ellipsis> High Resolution Settlement Layers </span> </a> </li> <li class=md-nav__item> <a href=projects/landscan.md class=md-nav__link> <span class=md-ellipsis> LandScan Population Data </span> </a> </li> <li class=md-nav__item> <a href=projects/pomelo.md class=md-nav__link> <span class=md-ellipsis> POMELO Model Population Density Maps </span> </a> </li> <li class=md-nav__item> <a href=projects/GPWv4.md class=md-nav__link> <span class=md-ellipsis> GPW Version 4 Admin Units </span> </a> </li> <li class=md-nav__item> <a href=projects/geoboundary.md class=md-nav__link> <span class=md-ellipsis> geoBoundaries Global Database of Political Administrative Boundaries </span> </a> </li> <li class=md-nav__item> <a href=projects/edge_matched.md class=md-nav__link> <span class=md-ellipsis> Edge-matched Global, Subnational and operational Boundaries </span> </a> </li> <li class=md-nav__item> <a href=projects/wacvm.md class=md-nav__link> <span class=md-ellipsis> West Africa Coastal Vulnerability Mapping </span> </a> </li> <li class=md-nav__item> <a href=projects/rwi.md class=md-nav__link> <span class=md-ellipsis> Relative Wealth Index (RWI) </span> </a> </li> <li class=md-nav__item> <a href=projects/sci.md class=md-nav__link> <span class=md-ellipsis> Social Connectedness Index (SCI) </span> </a> </li> <li class=md-nav__item> <a href=projects/gridded_gdp_hdi.md class=md-nav__link> <span class=md-ellipsis> Gridded Global GDP and HDI (1990-2015) </span> </a> </li> <li class=md-nav__item> <a href=projects/ghm.md class=md-nav__link> <span class=md-ellipsis> Global human modification v1.5 </span> </a> </li> <li class=md-nav__item> <a href=projects/ghsl.md class=md-nav__link> <span class=md-ellipsis> Global Human Settlement Layer 2023 </span> </a> </li> <li class=md-nav__item> <a href=projects/cisi.md class=md-nav__link> <span class=md-ellipsis> Harmonized Global Critical infrastructure & Index (CISI) </span> </a> </li> <li class=md-nav__item> <a href=projects/native.md class=md-nav__link> <span class=md-ellipsis> Native Land (Indigenous Land Maps) </span> </a> </li> <li class=md-nav__item> <a href=projects/wpschool.md class=md-nav__link> <span class=md-ellipsis> Gridded Sex-Disaggregated School-Age Population (2020) </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_15> <label class=md-nav__link for=__nav_15 id=__nav_15_label tabindex=0> <span class=md-ellipsis> Geophysical, Biological & Biogeochemical </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_15_label aria-expanded=false> <label class=md-nav__title for=__nav_15> <span class="md-nav__icon md-icon"></span> Geophysical, Biological & Biogeochemical </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/geomorpho90.md class=md-nav__link> <span class=md-ellipsis> Geomorpho90m Geomorphometric Layers </span> </a> </li> <li class=md-nav__item> <a href=projects/bss.md class=md-nav__link> <span class=md-ellipsis> Bare Earth’s Surface Spectra 1980-2019 </span> </a> </li> <li class=md-nav__item> <a href=projects/s1gbm.md class=md-nav__link> <span class=md-ellipsis> Normalized Sentinel-1 Global Backscatter Model Land Surface </span> </a> </li> <li class=md-nav__item> <a href=projects/soc.md class=md-nav__link> <span class=md-ellipsis> Soil Organic Carbon Stocks & Trends South Africa </span> </a> </li> <li class=md-nav__item> <a href=projects/soil_nematode.md class=md-nav__link> <span class=md-ellipsis> Soil nematode abundance & functional group composition </span> </a> </li> <li class=md-nav__item> <a href=projects/habitat.md class=md-nav__link> <span class=md-ellipsis> Global maps of habitat types </span> </a> </li> <li class=md-nav__item> <a href=projects/scs.md class=md-nav__link> <span class=md-ellipsis> Soil carbon storage in terrestrial ecosystems of Canada </span> </a> </li> <li class=md-nav__item> <a href=projects/irc.md class=md-nav__link> <span class=md-ellipsis> Irrecoverable carbon in Earth’s ecosystems </span> </a> </li> <li class=md-nav__item> <a href=projects/land_subsidence.md class=md-nav__link> <span class=md-ellipsis> Global Land subsidence mapping </span> </a> </li> <li class=md-nav__item> <a href=projects/salinity.md class=md-nav__link> <span class=md-ellipsis> Global Surface water and groundwater salinity measurements (1980-2019) </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_16> <label class=md-nav__link for=__nav_16 id=__nav_16_label tabindex=0> <span class=md-ellipsis> Elevation and Bathymetry </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_16_label aria-expanded=false> <label class=md-nav__title for=__nav_16> <span class="md-nav__icon md-icon"></span> Elevation and Bathymetry </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/glo30.md class=md-nav__link> <span class=md-ellipsis> Copernicus Digital Elevation Model (GLO-30 DEM) </span> </a> </li> <li class=md-nav__item> <a href=projects/fabdem.md class=md-nav__link> <span class=md-ellipsis> FABDEM (Forest And Buildings removed Copernicus 30m DEM) </span> </a> </li> <li class=md-nav__item> <a href=projects/aster.md class=md-nav__link> <span class=md-ellipsis> ASTER Global Digital Elevation Model (GDEM) v3 </span> </a> </li> <li class=md-nav__item> <a href=projects/astwbd.md class=md-nav__link> <span class=md-ellipsis> ASTER Global Water Bodies Database (ASTWBD) Version 1 </span> </a> </li> <li class=md-nav__item> <a href=projects/gebco.md class=md-nav__link> <span class=md-ellipsis> General Bathymetric Chart of the Oceans (GEBCO) </span> </a> </li> <li class=md-nav__item> <a href=projects/tbdem.md class=md-nav__link> <span class=md-ellipsis> Coastal National Elevation Database (CoNED) Project -Topobathymetric digital elevation models (TBDEMs) </span> </a> </li> <li class=md-nav__item> <a href=projects/slrdem.md class=md-nav__link> <span class=md-ellipsis> NOAA Sea-Level Rise Digital Elevation Models (DEMs) </span> </a> </li> <li class=md-nav__item> <a href=projects/iceland_dem.md class=md-nav__link> <span class=md-ellipsis> ÍslandsDEM v1.0 10m </span> </a> </li> <li class=md-nav__item> <a href=projects/france5m.md class=md-nav__link> <span class=md-ellipsis> DEM France (Continental) 5m IGN RGE Alti </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_17> <label class=md-nav__link for=__nav_17 id=__nav_17_label tabindex=0> <span class=md-ellipsis> Soil Properties </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_17_label aria-expanded=false> <label class=md-nav__title for=__nav_17> <span class="md-nav__icon md-icon"></span> Soil Properties </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/isric.md class=md-nav__link> <span class=md-ellipsis> Soil Grids 250m v2.0 </span> </a> </li> <li class=md-nav__item> <a href=projects/soilprop.md class=md-nav__link> <span class=md-ellipsis> Soil Properties 800m </span> </a> </li> <li class=md-nav__item> <a href=projects/polaris.md class=md-nav__link> <span class=md-ellipsis> Polaris 30m Probabilistic Soil Properties US </span> </a> </li> <li class=md-nav__item> <a href=projects/hihydro_soil.md class=md-nav__link> <span class=md-ellipsis> HiHydroSoil v2.0 layers </span> </a> </li> <li class=md-nav__item> <a href=projects/global_salinity.md class=md-nav__link> <span class=md-ellipsis> Global Soil Salinity Maps (1986-2016) </span> </a> </li> <li class=md-nav__item> <a href=projects/soil_bioclim.md class=md-nav__link> <span class=md-ellipsis> Global Soil bioclimatic variables </span> </a> </li> <li class=md-nav__item> <a href=projects/hwsd.md class=md-nav__link> <span class=md-ellipsis> Harmonized World Soil Database (HWSD) version 2.0 </span> </a> </li> <li class=md-nav__item> <a href=projects/pk_nssed.md class=md-nav__link> <span class=md-ellipsis> National-Scale Soil Erosion Dataset for Pakistan (2005 and 2015) </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_18> <label class=md-nav__link for=__nav_18 id=__nav_18_label tabindex=0> <span class=md-ellipsis> Global Land Use and Land Cover </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_18_label aria-expanded=false> <label class=md-nav__title for=__nav_18> <span class="md-nav__icon md-icon"></span> Global Land Use and Land Cover </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/mangrove.md class=md-nav__link> <span class=md-ellipsis> Global Mangrove Project </span> </a> </li> <li class=md-nav__item> <a href=projects/gmd.md class=md-nav__link> <span class=md-ellipsis> Global Mangrove Distribution, Aboveground Biomass, and Canopy Height </span> </a> </li> <li class=md-nav__item> <a href=projects/rgi.md class=md-nav__link> <span class=md-ellipsis> Randolph Glacial Inventory </span> </a> </li> <li class=md-nav__item> <a href=projects/esrilc2020.md class=md-nav__link> <span class=md-ellipsis> ESRI 2020 Global Land Use Land Cover from Sentinel-2 </span> </a> </li> <li class=md-nav__item> <a href=projects/S2TSLULC.md class=md-nav__link> <span class=md-ellipsis> ESRI 10m Annual Land Use Land Cover (2017-2022) </span> </a> </li> <li class=md-nav__item> <a href=projects/esa_iq.md class=md-nav__link> <span class=md-ellipsis> ESA WorldCover 10 m 2020 V100 InputQuality </span> </a> </li> <li class=md-nav__item> <a href=projects/globcover_esa.md class=md-nav__link> <span class=md-ellipsis> GlobCover Global Land Cover </span> </a> </li> <li class=md-nav__item> <a href=projects/glc_fcs.md class=md-nav__link> <span class=md-ellipsis> GLC_FCS30D Global 30-meter Land Cover Change Dataset (1985-2022) </span> </a> </li> <li class=md-nav__item> <a href=projects/daylight_maps.md class=md-nav__link> <span class=md-ellipsis> Daylight Map Distribution map data </span> </a> </li> <li class=md-nav__item> <a href=projects/glc10.md class=md-nav__link> <span class=md-ellipsis> Finer Resolution Observation and Monitoring of Global Land Cover 10m (FROM-GLC10) </span> </a> </li> <li class=md-nav__item> <a href=projects/glance_training.md class=md-nav__link> <span class=md-ellipsis> GLANCE Global Landcover Training dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/gisa.md class=md-nav__link> <span class=md-ellipsis> Global Impervious Surface Area (1972-2019) </span> </a> </li> <li class=md-nav__item> <a href=projects/gisd30.md class=md-nav__link> <span class=md-ellipsis> Global 30m Impervious-Surface Dynamic Dataset (GISD30) </span> </a> </li> <li class=md-nav__item> <a href=projects/gue.md class=md-nav__link> <span class=md-ellipsis> Global urban extents from 1870 to 2100 </span> </a> </li> <li class=md-nav__item> <a href=projects/urban_projection.md class=md-nav__link> <span class=md-ellipsis> Global urban projections under SSPs (2020-2100) </span> </a> </li> <li class=md-nav__item> <a href=projects/giulu.md class=md-nav__link> <span class=md-ellipsis> Global Intra-Urban Land Use </span> </a> </li> <li class=md-nav__item> <a href=projects/wsf.md class=md-nav__link> <span class=md-ellipsis> World Settlement Footprint & Evolution </span> </a> </li> <li class=md-nav__item> <a href=projects/lcnet.md class=md-nav__link> <span class=md-ellipsis> LandCoverNet Training Labels v1.0 </span> </a> </li> <li class=md-nav__item> <a href=projects/cloudsen12.md class=md-nav__link> <span class=md-ellipsis> CloudSEN12 Global dataset for semantic understanding of cloud and cloud shadow in Sentinel-2 </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_19> <label class=md-nav__link for=__nav_19 id=__nav_19_label tabindex=0> <span class=md-ellipsis> Regional Land Use and Land Cover </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_19_label aria-expanded=false> <label class=md-nav__title for=__nav_19> <span class="md-nav__icon md-icon"></span> Regional Land Use and Land Cover </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/mapbiomas.md class=md-nav__link> <span class=md-ellipsis> Mapbiomas Annual land cover and use maps </span> </a> </li> <li class=md-nav__item> <a href=projects/lcmap.md class=md-nav__link> <span class=md-ellipsis> Land Change Monitoring, Assessment, and Projection (LCMAP) v1.3 </span> </a> </li> <li class=md-nav__item> <a href=projects/wa_lulc.md class=md-nav__link> <span class=md-ellipsis> West Africa Land Use Land Cover </span> </a> </li> <li class=md-nav__item> <a href=projects/cci_lc.md class=md-nav__link> <span class=md-ellipsis> CCI LAND COVER S2 PROTOTYPE LAND COVER 20M MAP OF AFRICA 2016 </span> </a> </li> <li class=md-nav__item> <a href=projects/sa_nlc.md class=md-nav__link> <span class=md-ellipsis> South African National Land Cover (SANLC) </span> </a> </li> <li class=md-nav__item> <a href=projects/floodplain_lc.md class=md-nav__link> <span class=md-ellipsis> Mississippi River Basin Floodplain Land Use Change (1941-2000) </span> </a> </li> <li class=md-nav__item> <a href=projects/elc.md class=md-nav__link> <span class=md-ellipsis> Continental-scale land cover mapping at 10 m resolution over Europe </span> </a> </li> <li class=md-nav__item> <a href=projects/dea_lc.md class=md-nav__link> <span class=md-ellipsis> Digital Earth Australia(DEA) Landsat Land Cover 25m v1.0.0 </span> </a> </li> <li class=md-nav__item> <a href=projects/urban-watch.md class=md-nav__link> <span class=md-ellipsis> UrbanWatch 1m Land Cover & Land Use </span> </a> </li> <li class=md-nav__item> <a href=projects/vt_lc.md class=md-nav__link> <span class=md-ellipsis> Vermont High Resolution Land Cover 2016 </span> </a> </li> <li class=md-nav__item> <a href=projects/cc.md class=md-nav__link> <span class=md-ellipsis> Chesapeake Bay High Resolution Land Cover Dataset (2013-2014) </span> </a> </li> <li class=md-nav__item> <a href=projects/ccap_lc.md class=md-nav__link> <span class=md-ellipsis> C-CAP High-Resolution Land Cover </span> </a> </li> <li class=md-nav__item> <a href=projects/ccap_mlc.md class=md-nav__link> <span class=md-ellipsis> C-CAP Medium-Resolution Land Cover Beta </span> </a> </li> <li class=md-nav__item> <a href=projects/ccap_wpotential.md class=md-nav__link> <span class=md-ellipsis> C-CAP Wetland Potential 30m </span> </a> </li> <li class=md-nav__item> <a href=projects/oil-palm.md class=md-nav__link> <span class=md-ellipsis> Oil Palm Plantation Layers </span> </a> </li> <li class=md-nav__item> <a href=projects/usbuild_raster.md class=md-nav__link> <span class=md-ellipsis> Rasterized building footprint dataset for the US </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_20> <label class=md-nav__link for=__nav_20 id=__nav_20_label tabindex=0> <span class=md-ellipsis> Hydrology </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_20_label aria-expanded=false> <label class=md-nav__title for=__nav_20> <span class="md-nav__icon md-icon"></span> Hydrology </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/osm_water.md class=md-nav__link> <span class=md-ellipsis> OSM Water Layer Surface Waters in OpenStreetMap </span> </a> </li> <li class=md-nav__item> <a href=projects/hand.md class=md-nav__link> <span class=md-ellipsis> Global 30m Height Above the Nearest Drainage </span> </a> </li> <li class=md-nav__item> <a href=projects/hydro90.md class=md-nav__link> <span class=md-ellipsis> Hydrography 90m Layers </span> </a> </li> <li class=md-nav__item> <a href=projects/hydrolakes.md class=md-nav__link> <span class=md-ellipsis> HydroLAKES v1.0 </span> </a> </li> <li class=md-nav__item> <a href=projects/hydroatlas.md class=md-nav__link> <span class=md-ellipsis> HydroATLAS v1.0 </span> </a> </li> <li class=md-nav__item> <a href=projects/hydrowaste.md class=md-nav__link> <span class=md-ellipsis> HydroWaste v1.0 </span> </a> </li> <li class=md-nav__item> <a href=projects/gloric.md class=md-nav__link> <span class=md-ellipsis> Global River Classification (GloRiC) </span> </a> </li> <li class=md-nav__item> <a href=projects/globathy.md class=md-nav__link> <span class=md-ellipsis> GLOBathy (Global lakes bathymetry dataset) </span> </a> </li> <li class=md-nav__item> <a href=projects/nawbd.md class=md-nav__link> <span class=md-ellipsis> High-Res water body dataset for tundra and boreal forests North America </span> </a> </li> <li class=md-nav__item> <a href=projects/grwl.md class=md-nav__link> <span class=md-ellipsis> Global River Width from Landsat (GRWL) </span> </a> </li> <li class=md-nav__item> <a href=projects/globgm.md class=md-nav__link> <span class=md-ellipsis> GLOBGM v1.0 global-scale groundwater model </span> </a> </li> <li class=md-nav__item> <a href=projects/gcb.md class=md-nav__link> <span class=md-ellipsis> Global Channel Belt (GCB) </span> </a> </li> <li class=md-nav__item> <a href=projects/dynqual.md class=md-nav__link> <span class=md-ellipsis> DynQual Global Surface Water Quality Dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/rivermouth.md class=md-nav__link> <span class=md-ellipsis> Global coastal rivers and environmental variables </span> </a> </li> <li class=md-nav__item> <a href=projects/river_deltas.md class=md-nav__link> <span class=md-ellipsis> Global River Deltas and vulnerability </span> </a> </li> <li class=md-nav__item> <a href=projects/streamflow_india.md class=md-nav__link> <span class=md-ellipsis> Streamflow reconstruction for Indian sub-continental river basins 1951–2021 </span> </a> </li> <li class=md-nav__item> <a href=projects/goodd.md class=md-nav__link> <span class=md-ellipsis> Global georeferenced Database of Dams(GOODD) </span> </a> </li> <li class=md-nav__item> <a href=projects/realsat.md class=md-nav__link> <span class=md-ellipsis> RealSAT Global Dataset of Reservoir and Lake Surface Area </span> </a> </li> <li class=md-nav__item> <a href=projects/gcn250.md class=md-nav__link> <span class=md-ellipsis> Global Hydrologic Curve Number(GCN250) </span> </a> </li> <li class=md-nav__item> <a href=projects/gfplain250.md class=md-nav__link> <span class=md-ellipsis> Global high-resolution floodplains (GFPLAIN250m) </span> </a> </li> <li class=md-nav__item> <a href=projects/grn_wrz.md class=md-nav__link> <span class=md-ellipsis> Global river networks & Corresponding Water resources zones </span> </a> </li> <li class=md-nav__item> <a href=projects/nwi.md class=md-nav__link> <span class=md-ellipsis> National Wetland Inventory (Surface Water and Wetlands) </span> </a> </li> <li class=md-nav__item> <a href=projects/nhd.md class=md-nav__link> <span class=md-ellipsis> National Hydrography Dataset (NHD) </span> </a> </li> <li class=md-nav__item> <a href=projects/india_river_trends.md class=md-nav__link> <span class=md-ellipsis> Temporal trends of Surface water across Indian Rivers & Basins </span> </a> </li> <li class=md-nav__item> <a href=projects/hydra_water.md class=md-nav__link> <span class=md-ellipsis> Tensor Flow Hydra Flood Models </span> </a> </li> <li class=md-nav__item> <a href=projects/gridded_ppt.md class=md-nav__link> <span class=md-ellipsis> High-resolution gridded precipitation dataset for Peruvian and Ecuadorian watersheds (1981-2015) </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_21> <label class=md-nav__link for=__nav_21 id=__nav_21_label tabindex=0> <span class=md-ellipsis> Oceans and Shorelines </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_21_label aria-expanded=false> <label class=md-nav__title for=__nav_21> <span class="md-nav__icon md-icon"></span> Oceans and Shorelines </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/shoreline.md class=md-nav__link> <span class=md-ellipsis> Global Shoreline Dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/dea_shorlines.md class=md-nav__link> <span class=md-ellipsis> Digital Earth Australia Coastlines </span> </a> </li> <li class=md-nav__item> <a href=projects/deaf_shorlines.md class=md-nav__link> <span class=md-ellipsis> Digital Earth Africa Coastlines </span> </a> </li> <li class=md-nav__item> <a href=projects/argo.md class=md-nav__link> <span class=md-ellipsis> Argo Float Data(Subset) </span> </a> </li> <li class=md-nav__item> <a href=projects/sstg.md class=md-nav__link> <span class=md-ellipsis> Global gridded sea surface temperature (SSTG) </span> </a> </li> <li class=md-nav__item> <a href=projects/gssr.md class=md-nav__link> <span class=md-ellipsis> Global Storm Surge Reconstruction (GSSR) database </span> </a> </li> <li class=md-nav__item> <a href=projects/aqualink.md class=md-nav__link> <span class=md-ellipsis> Aqualink ocean surface and subsurface temperature subset </span> </a> </li> <li class=md-nav__item> <a href=projects/plastic.md class=md-nav__link> <span class=md-ellipsis> Plastic Inputs from Rivers into Oceans </span> </a> </li> <li class=md-nav__item> <a href=projects/mpw.md class=md-nav__link> <span class=md-ellipsis> Mismanaged Plastic Waste Dataset in Rivers </span> </a> </li> <li class=md-nav__item> <a href=projects/glodap.md class=md-nav__link> <span class=md-ellipsis> Global Ocean Data Analysis Project (GLODAP) v2.2023 </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_22> <label class=md-nav__link for=__nav_22 id=__nav_22_label tabindex=0> <span class=md-ellipsis> Agriculture, Vegetation and Forestry </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_22_label aria-expanded=false> <label class=md-nav__title for=__nav_22> <span class="md-nav__icon md-icon"></span> Agriculture, Vegetation and Forestry </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/fpar.md class=md-nav__link> <span class=md-ellipsis> Sensor-Independent MODIS & VIIRS LAI/FPAR CDR 2000 to 2022 </span> </a> </li> <li class=md-nav__item> <a href=projects/landfire.md class=md-nav__link> <span class=md-ellipsis> Landfire Mosaics LF </span> </a> </li> <li class=md-nav__item> <a href=projects/veg_dry.md class=md-nav__link> <span class=md-ellipsis> Vegetation dryness for western USA </span> </a> </li> <li class=md-nav__item> <a href=projects/usgs_viirs.md class=md-nav__link> <span class=md-ellipsis> USGS VIIRS Evapotranspiration </span> </a> </li> <li class=md-nav__item> <a href=projects/usgs_modis_et.md class=md-nav__link> <span class=md-ellipsis> USGS MODIS Evapotranspiration </span> </a> </li> <li class=md-nav__item> <a href=projects/global_esi.md class=md-nav__link> <span class=md-ellipsis> NOAA Evaporative Stress Index (ESI) </span> </a> </li> <li class=md-nav__item> <a href=projects/fret.md class=md-nav__link> <span class=md-ellipsis> Forecast Reference Crop Evapotranspiration (FRET) </span> </a> </li> <li class=md-nav__item> <a href=projects/canopy.md class=md-nav__link> <span class=md-ellipsis> ETH Global Sentinel-2 10m Canopy Height (2020) </span> </a> </li> <li class=md-nav__item> <a href=projects/cflux.md class=md-nav__link> <span class=md-ellipsis> Global Forest Carbon Fluxes (2001-2022) </span> </a> </li> <li class=md-nav__item> <a href=projects/gimms_ndvi.md class=md-nav__link> <span class=md-ellipsis> GIMMS Normalized Difference Vegetation Index 1982-2022 </span> </a> </li> <li class=md-nav__item> <a href=projects/af_trees.md class=md-nav__link> <span class=md-ellipsis> High resolution map of African tree cover </span> </a> </li> <li class=md-nav__item> <a href=projects/ca_lc.md class=md-nav__link> <span class=md-ellipsis> High-resolution annual forest land cover maps for Canada's forested ecosystems (1984-2019) </span> </a> </li> <li class=md-nav__item> <a href=projects/ca_species.md class=md-nav__link> <span class=md-ellipsis> High Resolution Tree Species Information for Canada </span> </a> </li> <li class=md-nav__item> <a href=projects/ca_canopy_ht.md class=md-nav__link> <span class=md-ellipsis> Canopy height forested ecosystems of Canada </span> </a> </li> <li class=md-nav__item> <a href=projects/ca_fao.md class=md-nav__link> <span class=md-ellipsis> Canada Landsat derived FAO forest identification (2019) </span> </a> </li> <li class=md-nav__item> <a href=projects/ca_forest_harvest.md class=md-nav__link> <span class=md-ellipsis> Canada Landsat Derived Forest harvest disturbance 1985-2020 </span> </a> </li> <li class=md-nav__item> <a href=projects/ca_sbfi.md class=md-nav__link> <span class=md-ellipsis> Canadian Satellite-Based Forest Inventory (SBFI) </span> </a> </li> <li class=md-nav__item> <a href=projects/ca_fa.md class=md-nav__link> <span class=md-ellipsis> Landsat-derived forest age for Canada's forested ecosystems </span> </a> </li> <li class=md-nav__item> <a href=projects/us_ftype_fgroup.md class=md-nav__link> <span class=md-ellipsis> US National Forest Type and Groups </span> </a> </li> <li class=md-nav__item> <a href=projects/csb.md class=md-nav__link> <span class=md-ellipsis> USDA Crop Sequence Boundaries 2015-2022 </span> </a> </li> <li class=md-nav__item> <a href=projects/cci_agb.md class=md-nav__link> <span class=md-ellipsis> ESA CCI Global Forest Above Ground Biomass </span> </a> </li> <li class=md-nav__item> <a href=projects/gee_sebal.md class=md-nav__link> <span class=md-ellipsis> geeSEBAL-MODIS Continental scale ET for South America </span> </a> </li> <li class=md-nav__item> <a href=projects/global_fungi.md class=md-nav__link> <span class=md-ellipsis> Global Fungi Database </span> </a> </li> <li class=md-nav__item> <a href=projects/gfch.md class=md-nav__link> <span class=md-ellipsis> Global Forest Canopy Height from GEDI & Landsat </span> </a> </li> <li class=md-nav__item> <a href=projects/gfm_100.md class=md-nav__link> <span class=md-ellipsis> Global Forest Management dataset 2015 </span> </a> </li> <li class=md-nav__item> <a href=projects/global_tcc.md class=md-nav__link> <span class=md-ellipsis> Global 30m Landsat Tree Canopy Cover v4 </span> </a> </li> <li class=md-nav__item> <a href=projects/tallo.md class=md-nav__link> <span class=md-ellipsis> Global tree allometry and crown architecture (Tallo) database </span> </a> </li> <li class=md-nav__item> <a href=projects/ltrait.md class=md-nav__link> <span class=md-ellipsis> Global Leaf trait estimates for land modelling </span> </a> </li> <li class=md-nav__item> <a href=projects/vodca.md class=md-nav__link> <span class=md-ellipsis> Global Long-term Microwave Vegetation Optical Depth Climate Archive (VODCA) </span> </a> </li> <li class=md-nav__item> <a href=projects/shd_sun_gpp.md class=md-nav__link> <span class=md-ellipsis> Global Sunlit and Shaded GPP for vegetation canopies (1992-2020) </span> </a> </li> <li class=md-nav__item> <a href=projects/monoculture.md class=md-nav__link> <span class=md-ellipsis> Aboveground carbon accumulation in global monoculture plantation forests </span> </a> </li> <li class=md-nav__item> <a href=projects/rap.md class=md-nav__link> <span class=md-ellipsis> Rangeland Analysis Platform layers </span> </a> </li> <li class=md-nav__item> <a href=projects/harvest.md class=md-nav__link> <span class=md-ellipsis> NASA Harvest Layers </span> </a> </li> <li class=md-nav__item> <a href=projects/aces_bhutan.md class=md-nav__link> <span class=md-ellipsis> ACES-Enhanced Rice Crop Maps for Bhutan (2016-2022) </span> </a> </li> <li class=md-nav__item> <a href=projects/secondary_forest.md class=md-nav__link> <span class=md-ellipsis> Benchmark maps Secondary Forest Brazil </span> </a> </li> <li class=md-nav__item> <a href=projects/nafd.md class=md-nav__link> <span class=md-ellipsis> NAFD Forest Disturbance History 1986-2010 </span> </a> </li> <li class=md-nav__item> <a href=projects/dea_croplands.md class=md-nav__link> <span class=md-ellipsis> Digital Earth Africa's cropland extent map Africa 2019 </span> </a> </li> <li class=md-nav__item> <a href=projects/gcep30.md class=md-nav__link> <span class=md-ellipsis> GFSAD Global Cropland Extent Product (GCEP) </span> </a> </li> <li class=md-nav__item> <a href=projects/af_cmask.md class=md-nav__link> <span class=md-ellipsis> Ensemble Source Africa Cropland Mask 2016 </span> </a> </li> <li class=md-nav__item> <a href=projects/lgrip30.md class=md-nav__link> <span class=md-ellipsis> GFSAD Landsat-Derived Global Rainfed and Irrigated-Cropland Product (LGRIP) </span> </a> </li> <li class=md-nav__item> <a href=projects/global_irrigation.md class=md-nav__link> <span class=md-ellipsis> Global irrigation areas (2001 to 2015) </span> </a> </li> <li class=md-nav__item> <a href=projects/tile.md class=md-nav__link> <span class=md-ellipsis> Tile Drained Croplands (30m) </span> </a> </li> <li class=md-nav__item> <a href=projects/tillage.md class=md-nav__link> <span class=md-ellipsis> Global crop production tillage practices </span> </a> </li> <li class=md-nav__item> <a href=projects/global_fertilizer.md class=md-nav__link> <span class=md-ellipsis> Global Fertilizer usage by crop & country </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_23> <label class=md-nav__link for=__nav_23 id=__nav_23_label tabindex=0> <span class=md-ellipsis> Analysis Ready Data </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_23_label aria-expanded=false> <label class=md-nav__title for=__nav_23> <span class="md-nav__icon md-icon"></span> Analysis Ready Data </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/histarfm.md class=md-nav__link> <span class=md-ellipsis> Highly Scalable Temporal Adaptive Reflectance Fusion Model (HISTARFM) database </span> </a> </li> <li class=md-nav__item> <a href=projects/oam.md class=md-nav__link> <span class=md-ellipsis> Open Aerial Map Subset </span> </a> </li> <li class=md-nav__item> <a href=projects/hyspecnet.md class=md-nav__link> <span class=md-ellipsis> HySpecNet-11K Hyperspectral Benchmark dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/srer_drone.md class=md-nav__link> <span class=md-ellipsis> Santa Rita Experimental Range Drone Imagery </span> </a> </li> <li class=md-nav__item> <a href=projects/usgs_topo.md class=md-nav__link> <span class=md-ellipsis> USGS Historical Topo Maps </span> </a> </li> <li class=md-nav__item> <a href=projects/historical_us.md class=md-nav__link> <span class=md-ellipsis> USGS Historical Imagery Western US </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_24> <label class=md-nav__link for=__nav_24 id=__nav_24_label tabindex=0> <span class=md-ellipsis> Global Utilities, Assets and Amenities Layers </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_24_label aria-expanded=false> <label class=md-nav__title for=__nav_24> <span class="md-nav__icon md-icon"></span> Global Utilities, Assets and Amenities Layers </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/global_power.md class=md-nav__link> <span class=md-ellipsis> Global Power </span> </a> </li> <li class=md-nav__item> <a href=projects/electric_grid.md class=md-nav__link> <span class=md-ellipsis> Facebook Electrical Distribution Grid Maps </span> </a> </li> <li class=md-nav__item> <a href=projects/hntl.md class=md-nav__link> <span class=md-ellipsis> Harmonized Global Night Time Lights (1992-2021) </span> </a> </li> <li class=md-nav__item> <a href=projects/climate_trace.md class=md-nav__link> <span class=md-ellipsis> Climate Trace Global Emissions Data </span> </a> </li> <li class=md-nav__item> <a href=projects/ogim.md class=md-nav__link> <span class=md-ellipsis> Oil and Gas Infrastructure Mapping (OGIM) database </span> </a> </li> <li class=md-nav__item> <a href=projects/npp_viirs_ntl.md class=md-nav__link> <span class=md-ellipsis> Global NPP-VIIRS-like nighttime light (2000-2022) </span> </a> </li> <li class=md-nav__item> <a href=projects/grip.md class=md-nav__link> <span class=md-ellipsis> Global Roads Inventory Project </span> </a> </li> <li class=md-nav__item> <a href=projects/global-mining.md class=md-nav__link> <span class=md-ellipsis> Global Highres Mining Footprints </span> </a> </li> <li class=md-nav__item> <a href=projects/msbuildings.md class=md-nav__link> <span class=md-ellipsis> Global ML Building Footprints </span> </a> </li> <li class=md-nav__item> <a href=projects/global_buildings.md class=md-nav__link> <span class=md-ellipsis> Global Google-Microsoft Open Buildings Dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/usa_structures.md class=md-nav__link> <span class=md-ellipsis> USA Structures </span> </a> </li> <li class=md-nav__item> <a href=projects/elc_gdp.md class=md-nav__link> <span class=md-ellipsis> Global Electric Consumption revised GDP </span> </a> </li> <li class=md-nav__item> <a href=projects/global_mining.md class=md-nav__link> <span class=md-ellipsis> Global Mining Areas and Validation Datasets </span> </a> </li> <li class=md-nav__item> <a href=projects/health_sites.md class=md-nav__link> <span class=md-ellipsis> Global Healthsites Mapping Project </span> </a> </li> <li class=md-nav__item> <a href=projects/speedtest.md class=md-nav__link> <span class=md-ellipsis> Global fixed broadband and mobile (cellular) network performance </span> </a> </li> <li class=md-nav__item> <a href=projects/pwplants.md class=md-nav__link> <span class=md-ellipsis> Global Power Plant Database </span> </a> </li> <li class=md-nav__item> <a href=projects/gowt.md class=md-nav__link> <span class=md-ellipsis> Global offshore wind turbine dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/energy_farms.md class=md-nav__link> <span class=md-ellipsis> Harmonised global datasets of wind and solar farm locations and power </span> </a> </li> <li class=md-nav__item> <a href=projects/gcd.md class=md-nav__link> <span class=md-ellipsis> Global Database of Cement Production Assets </span> </a> </li> <li class=md-nav__item> <a href=projects/gcd_assets.md class=md-nav__link> <span class=md-ellipsis> Global database of cement production assets and upstream suppliers </span> </a> </li> <li class=md-nav__item> <a href=projects/gid.md class=md-nav__link> <span class=md-ellipsis> Global Database of Iron and Steel Production Assets </span> </a> </li> <li class=md-nav__item> <a href=projects/global_pv.md class=md-nav__link> <span class=md-ellipsis> Global Photovoltaics Inventory (2016-2018) </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_25> <label class=md-nav__link for=__nav_25 id=__nav_25_label tabindex=0> <span class=md-ellipsis> Biodiversity, Ecosystems & Habitat Layers </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_25_label aria-expanded=false> <label class=md-nav__title for=__nav_25> <span class="md-nav__icon md-icon"></span> Biodiversity, Ecosystems & Habitat Layers </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/bii.md class=md-nav__link> <span class=md-ellipsis> Biodiversity Intactness Index(BII) </span> </a> </li> <li class=md-nav__item> <a href=projects/gcl.md class=md-nav__link> <span class=md-ellipsis> Global Consensus Landcover </span> </a> </li> <li class=md-nav__item> <a href=projects/gfv.md class=md-nav__link> <span class=md-ellipsis> Global Freshwater Variables </span> </a> </li> <li class=md-nav__item> <a href=projects/ghh.md class=md-nav__link> <span class=md-ellipsis> Global Habitat Heterogeneity </span> </a> </li> <li class=md-nav__item> <a href=projects/gcc.md class=md-nav__link> <span class=md-ellipsis> Global 1-km Cloud Cover </span> </a> </li> <li class=md-nav__item> <a href=projects/gci.md class=md-nav__link> <span class=md-ellipsis> Areas of global conservation value </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_26> <label class=md-nav__link for=__nav_26 id=__nav_26_label tabindex=0> <span class=md-ellipsis> Weather and Climate Layers </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_26_label aria-expanded=false> <label class=md-nav__title for=__nav_26> <span class="md-nav__icon md-icon"></span> Weather and Climate Layers </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/et0.md class=md-nav__link> <span class=md-ellipsis> Global Reference Evapotranspiration Layers </span> </a> </li> <li class=md-nav__item> <a href=projects/ai0.md class=md-nav__link> <span class=md-ellipsis> Global Aridity Index </span> </a> </li> <li class=md-nav__item> <a href=projects/gwa.md class=md-nav__link> <span class=md-ellipsis> Global Wind Atlas Datasets </span> </a> </li> <li class=md-nav__item> <a href=projects/gsa.md class=md-nav__link> <span class=md-ellipsis> Global Solar Atlas Datasets </span> </a> </li> <li class=md-nav__item> <a href=projects/heat-hazard.md class=md-nav__link> <span class=md-ellipsis> Global Extreme Heat Hazard </span> </a> </li> <li class=md-nav__item> <a href=projects/br_dwgd.md class=md-nav__link> <span class=md-ellipsis> Brazilian Daily Weather Gridded Data(BR-DWGD) 1961-2020 </span> </a> </li> <li class=md-nav__item> <a href=projects/isccp_hxg.md class=md-nav__link> <span class=md-ellipsis> International Satellite Cloud Climatology Project HXG Cloud Cover </span> </a> </li> <li class=md-nav__item> <a href=projects/aogcm_cmip6.md class=md-nav__link> <span class=md-ellipsis> Current and projected climate data for North America (CMIP6 scenarios) </span> </a> </li> <li class=md-nav__item> <a href=projects/terraclim.md class=md-nav__link> <span class=md-ellipsis> Terraclimate Individual years for +2C and +4C climate futures </span> </a> </li> <li class=md-nav__item> <a href=projects/snow_cover.md class=md-nav__link> <span class=md-ellipsis> Global MODIS-based snow cover monthly values (2000-2020) </span> </a> </li> <li class=md-nav__item> <a href=projects/modis_8day_snow.md class=md-nav__link> <span class=md-ellipsis> MOD10A2061 Snow Cover 8-Day L3 Global 500m </span> </a> </li> <li class=md-nav__item> <a href=projects/daily_lst.md class=md-nav__link> <span class=md-ellipsis> MODIS Gap filled Long-term Land Surface Temperature Daily (2003-2020) </span> </a> </li> <li class=md-nav__item> <a href=projects/gshtd.md class=md-nav__link> <span class=md-ellipsis> Global Seamless High-resolution Temperature Dataset (GSHTD) </span> </a> </li> <li class=md-nav__item> <a href=projects/airtemp.md class=md-nav__link> <span class=md-ellipsis> Global Daily near-surface air temperature (2003-2020) </span> </a> </li> <li class=md-nav__item> <a href=projects/snodas.md class=md-nav__link> <span class=md-ellipsis> Snow Data Assimilation System (SNODAS) </span> </a> </li> <li class=md-nav__item> <a href=projects/usdm.md class=md-nav__link> <span class=md-ellipsis> United States Drought Monitor Layers </span> </a> </li> <li class=md-nav__item> <a href=projects/nadm.md class=md-nav__link> <span class=md-ellipsis> North American Drought Monitor (NADM) </span> </a> </li> <li class=md-nav__item> <a href=projects/can_drought_outlook.md class=md-nav__link> <span class=md-ellipsis> Canadian Drought Outlook </span> </a> </li> <li class=md-nav__item> <a href=projects/ussdo.md class=md-nav__link> <span class=md-ellipsis> United States Seasonal Drought Outlook </span> </a> </li> <li class=md-nav__item> <a href=projects/gpm.md class=md-nav__link> <span class=md-ellipsis> Global Precipitation Measurement (GPM) </span> </a> </li> <li class=md-nav__item> <a href=projects/anusplin.md class=md-nav__link> <span class=md-ellipsis> ANUSPLIN Gridded Climate Dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/agera5_datasets.md class=md-nav__link> <span class=md-ellipsis> AgERA5 (ECMWF) dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/hrdpa.md class=md-nav__link> <span class=md-ellipsis> High Resolution Deterministic Precipitation Analysis (HRDPA) </span> </a> </li> <li class=md-nav__item> <a href=projects/hrdps.md class=md-nav__link> <span class=md-ellipsis> High Resolution Deterministic Prediction System (HRDPS) </span> </a> </li> <li class=md-nav__item> <a href=projects/rdpa.md class=md-nav__link> <span class=md-ellipsis> Regional Deterministic Precipitation Analysis (RDPA) </span> </a> </li> <li class=md-nav__item> <a href=projects/rdps.md class=md-nav__link> <span class=md-ellipsis> Regional Deterministic Prediction System (RDPS) </span> </a> </li> <li class=md-nav__item> <a href=projects/cpc_morph.md class=md-nav__link> <span class=md-ellipsis> Climate Prediction Center (CPC) Morphing Technique (MORPH) </span> </a> </li> <li class=md-nav__item> <a href=projects/merrav2.md class=md-nav__link> <span class=md-ellipsis> Modern-Era Retrospective analysis for Research and Applications, Version 2 (MERRA2) </span> </a> </li> <li class=md-nav__item> <a href=projects/noaa_acis.md class=md-nav__link> <span class=md-ellipsis> Applied Climate Information System (ACIS) NRCC NN </span> </a> </li> <li class=md-nav__item> <a href=projects/chirps_prelim.md class=md-nav__link> <span class=md-ellipsis> Climate Hazards Group InfraRed Precipitation with Station Data-Prelim (CHIRPS-Prelim) </span> </a> </li> <li class=md-nav__item> <a href=projects/nclim_grid.md class=md-nav__link> <span class=md-ellipsis> NOAA Monthly U.S. Climate Gridded Dataset (NClimGrid) </span> </a> </li> <li class=md-nav__item> <a href=projects/hitisae.md class=md-nav__link> <span class=md-ellipsis> High-spatial-resolution Thermal-stress Indices over South and East Asia (HiTiSAE) </span> </a> </li> <li class=md-nav__item> <a href=projects/lghap.md class=md-nav__link> <span class=md-ellipsis> Long-term Gap-free High-resolution Air Pollutants (LGHAP) </span> </a> </li> <li class=md-nav__item> <a href=projects/piscoeo.md class=md-nav__link> <span class=md-ellipsis> Reference ET gridded database based on FAO Penman-Monteith for Peru (PISCOeo_pm) </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_27> <label class=md-nav__link for=__nav_27 id=__nav_27_label tabindex=0> <span class=md-ellipsis> Global Events Layers </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_27_label aria-expanded=false> <label class=md-nav__title for=__nav_27> <span class="md-nav__icon md-icon"></span> Global Events Layers </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/flood.md class=md-nav__link> <span class=md-ellipsis> Global large flood events (1985-2016) </span> </a> </li> <li class=md-nav__item> <a href=projects/landslide.md class=md-nav__link> <span class=md-ellipsis> Global Landslide Catalog (1970-2019) </span> </a> </li> <li class=md-nav__item> <a href=projects/maxar_opendata.md class=md-nav__link> <span class=md-ellipsis> MAXAR Open Data Events </span> </a> </li> <li class=md-nav__item> <a href=projects/umbra_opendata.md class=md-nav__link> <span class=md-ellipsis> Umbra SAR Open Data </span> </a> </li> <li class=md-nav__item> <a href=projects/radd.md class=md-nav__link> <span class=md-ellipsis> RADD Forest Disturbance Alert </span> </a> </li> <li class=md-nav__item> <a href=projects/gdis.md class=md-nav__link> <span class=md-ellipsis> Geocoded Disasters (GDIS) Dataset (1960 – 2018) </span> </a> </li> <li class=md-nav__item> <a href=projects/global_earthquakes.md class=md-nav__link> <span class=md-ellipsis> USGS Global Earthquake dataset </span> </a> </li> <li class=md-nav__item> <a href=projects/japan_eq2024.md class=md-nav__link> <span class=md-ellipsis> Emergency Observation Data for the 2024 Sea of Japan Earthquake </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_28> <label class=md-nav__link for=__nav_28 id=__nav_28_label tabindex=0> <span class=md-ellipsis> Fire Monitoring and Analysis </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_28_label aria-expanded=false> <label class=md-nav__title for=__nav_28> <span class="md-nav__icon md-icon"></span> Fire Monitoring and Analysis </label> <ul class=md-nav__list data-md-scrollfix> <li class=md-nav__item> <a href=projects/cems_fire.md class=md-nav__link> <span class=md-ellipsis> CEMS Fire Danger Indices </span> </a> </li> <li class=md-nav__item> <a href=projects/nbac.md class=md-nav__link> <span class=md-ellipsis> Canada National Burned Area Composite (NBAC) </span> </a> </li> <li class=md-nav__item> <a href=projects/wrc.md class=md-nav__link> <span class=md-ellipsis> Wildfire Risk to Communities (WRC) </span> </a> </li> <li class=md-nav__item> <a href=projects/gfwed.md class=md-nav__link> <span class=md-ellipsis> Global Fire WEather Database (GFWED) </span> </a> </li> <li class=md-nav__item> <a href=projects/gfa.md class=md-nav__link> <span class=md-ellipsis> Global Fire Atlas (2003-2016) </span> </a> </li> <li class=md-nav__item> <a href=projects/firms_vector.md class=md-nav__link> <span class=md-ellipsis> Archival NRT FIRMS Global VIIRS and MODIS vector data </span> </a> </li> <li class=md-nav__item> <a href=projects/mtbs.md class=md-nav__link> <span class=md-ellipsis> Monitoring Trends in Burn Severity (MTBS) 1984-2019 </span> </a> </li> <li class=md-nav__item> <a href=projects/gabam.md class=md-nav__link> <span class=md-ellipsis> 30m Global Annual Burned Area Maps (GABAM) </span> </a> </li> <li class=md-nav__item> <a href=projects/ca_forest_fire.md class=md-nav__link> <span class=md-ellipsis> Canada Landsat Derived Wildfire disturbance & Magnitude 1985-2020 </span> </a> </li> <li class=md-nav__item> <a href=projects/avhrr-ltdr.md class=md-nav__link> <span class=md-ellipsis> ESA Fire Disturbance Climate Change Initiative (CCI) </span> </a> </li> </ul> </nav> </li> </ul> </nav> </div> </div> </div> <div class="md-sidebar md-sidebar--secondary" data-md-component=sidebar data-md-type=toc> <div class=md-sidebar__scrollwrap> <div class=md-sidebar__inner> <nav class="md-nav md-nav--secondary" aria-label="Table of contents"> <label class=md-nav__title for=__toc> <span class="md-nav__icon md-icon"></span> Table of contents </label> <ul class=md-nav__list data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#browse-the-catalog class=md-nav__link> <span class=md-ellipsis> Browse the Catalog </span> </a> <nav class=md-nav aria-label="Browse the Catalog"> <ul class=md-nav__list> <li class=md-nav__item> <a href=#citation class=md-nav__link> <span class=md-ellipsis> Citation </span> </a> </li> </ul> </nav> </li> </ul> </nav> </div> </div> </div> <div class=md-content data-md-component=content> <article class="md-content__inner md-typeset"> <a href=https://github.com/SaiDhanyaa/awesome-gee-community-datasets/edit/master/docs/index.md title="Edit this page" class="md-content__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M10 20H6V4h7v5h5v3.1l2-2V8l-6-6H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h4zm10.2-7c.1 0 .3.1.4.2l1.3 1.3c.2.2.2.6 0 .8l-1 1-2.1-2.1 1-1c.1-.1.2-.2.4-.2m0 3.9L14.1 23H12v-2.1l6.1-6.1z"/></svg> </a> <a href=https://github.com/SaiDhanyaa/awesome-gee-community-datasets/raw/master/docs/index.md title="View source of this page" class="md-content__button md-icon"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M17 18c.56 0 1 .44 1 1s-.44 1-1 1-1-.44-1-1 .44-1 1-1m0-3c-2.73 0-5.06 1.66-6 4 .94 2.34 3.27 4 6 4s5.06-1.66 6-4c-.94-2.34-3.27-4-6-4m0 6.5a2.5 2.5 0 0 1-2.5-2.5 2.5 2.5 0 0 1 2.5-2.5 2.5 2.5 0 0 1 2.5 2.5 2.5 2.5 0 0 1-2.5 2.5M9.27 20H6V4h7v5h5v4.07c.7.08 1.36.25 2 .49V8l-6-6H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h4.5a8.2 8.2 0 0 1-1.23-2"/></svg> </a> <h1 id=awesome-gee-community-datasets><a href=https://gee-community-catalog.org/ >awesome-gee-community-datasets</a><a class=headerlink href=#awesome-gee-community-datasets title="Permanent link">¶</a></h1> <p><a href=https://www.linkedin.com/in/dhanyapriya-somasundaram/ ><img alt=LinkedIn src="https://img.shields.io/badge/LinkedIn-0077B5?style=plastic&logo=linkedin&logoColor=white"></a> <a href=https://medium.com/@dhanyapriyas><img alt=Medium src="https://img.shields.io/badge/Medium-12100E?style=flat&logo=medium&logoColor=white"></a> <a href=https://twitter.com/dhanyapriyas><img alt="Twitter URL" src="https://img.shields.io/twitter/follow/dhanyapriyas?style=social"></a> <a href=https://github.com/sindresorhus/awesome><img alt=Awesome src=https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg></a> <img alt="GEE Community Datasets" src="https://img.shields.io/endpoint?url=https://gist.githubusercontent.com/samapriya/34bc0c1280d475d3a69e3b60a706226e/raw/community.json"> <a href=https://jetstream-cloud.org/ ><img alt=Jetstream2 src=https://img.shields.io/badge/Supported%20by-Jetstream2-brightgreen></a> <a href=https://doi.org/10.5281/zenodo.10913399><img alt=DOI src=https://zenodo.org/badge/DOI/10.5281/zenodo.10913399.svg></a> <a href=https://www.buymeacoffee.com/dhanyapriyas><img alt=Donate src=https://img.shields.io/badge/Donate-Buy%20me%20a%20Coffee-teal></a> <a href=https://github.com/sponsors/SaiDhanyaa><img alt src="https://img.shields.io/static/v1?label=Sponsor&message=%E2%9D%A4&logo=GitHub&color=%23fe8e86"></a></p> <p>The awesome-gee-community-datasets are community-sourced geospatial datasets made available for use by the larger Google Earth Engine community and shared publicly as Earth Engine assets. The project was started with the idea that a lot of research datasets are often unavailable for direct use and require preprocessing before use. This catalog lives and serves alongside the <a href=https://developers.google.com/earth-engine/datasets/catalog>Google Earth Engine data catalog</a> and also houses datasets that are often requested by the community and under a variety of open license.</p> <p>You can read about the history and more in the <a href=https://medium.com/geospatial-processing-at-scale/community-datasets-data-commons-in-google-earth-engine-8585d8baef1f>Medium Post article here</a></p> <p>Find details on how to navigate the catalog in the <a href=https://samapriyaroy.medium.com/awesome-google-earth-engine-community-catalog-bd86d0ba63b8>Medium Post article here</a></p> <h2 id=browse-the-catalog><a href=https://gee-community-catalog.org/ >Browse the Catalog</a><a class=headerlink href=#browse-the-catalog title="Permanent link">¶</a></h2> <p><a href=https://gee-community-catalog.org/ >https://gee-community-catalog.org/</a></p> <p><strong>Like, share and support the Github project. And you can now cite it too</strong></p> <h4 id=citation>Citation<a class=headerlink href=#citation title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code>Samapriya Roy, Alec L. Robitaille, Swetnam, T., & Somasundaram, D. (2024). samapriya/awesome-gee-community-datasets: Community Catalog (2.5.0).
Zenodo. https://doi.org/10.5281/zenodo.10913399
</code></pre></div> <aside class=md-source-file> <span class=md-source-file__fact> <span class=md-icon title="Last update"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2z"/></svg> </span> <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-timeago"><span class=timeago datetime=2024-04-10T02:07:49+00:00 locale=en></span></span><span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2024-04-10</span> </span> <span class=md-source-file__fact> <span class=md-icon title=Created> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3z"/></svg> </span> <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-timeago"><span class=timeago datetime=2021-04-16T04:25:11+00:00 locale=en></span></span><span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-iso_date">2021-04-16</span> </span> </aside> </article> </div> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> </main> <footer class=md-footer> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <div class=md-copyright> <div class=md-copyright__highlight> Copyright © 2020 - 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