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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 rel=icon href=/SaiDhanyaa/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=/SaiDhanyaa/assets/stylesheets/main.35f28582.min.css><link rel=stylesheet href=/SaiDhanyaa/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=/SaiDhanyaa/css/timeago.css><link rel=stylesheet href=/SaiDhanyaa/stylesheets/extra.css><script>__md_scope=new URL("/SaiDhanyaa/",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=/SaiDhanyaa/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> </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 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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 74.262 180.5 74.262m288.25 10.646c-49.845 0-90.245 76.619-90.245 171.095s40.406 171.1 90.251 171.1 90.251-76.619 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13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253"/></svg> </span> <strong>Twitter</strong> </a> </div> <div class=right-content> Support <a rel=me href=https://github.com/sponsors/dhanyapriyas> <span class="twemoji sponsor"> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M16.004 1.25C18.311 1.25 20 3.128 20 5.75c0 2.292-1.23 4.464-3.295 6.485-.481.47-.98.909-1.482 1.31l.265 1.32 1.375 7.5a.75.75 0 0 1-.982.844l-3.512-1.207a.75.75 0 0 0-.488 0L8.37 23.209a.75.75 0 0 1-.982-.844l1.378-7.512.261-1.309c-.5-.4-1-.838-1.481-1.31C5.479 10.215 4.25 8.043 4.25 5.75c0-2.622 1.689-4.5 3.996-4.5 1.55 0 2.947.752 3.832 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class=md-search__scrollwrap tabindex=0 data-md-scrollfix> <div class=md-search-result data-md-component=search-result> <div class=md-search-result__meta> Initializing search </div> <ol class=md-search-result__list role=presentation></ol> </div> </div> </div> </div> </div> <div class=md-header__source> <a href=https://github.com/SaiDhanyaa/awesome-gee-community-datasets title="Go to repository" class=md-source data-md-component=source> <div class="md-source__icon md-icon"> <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="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 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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> <a href=/SaiDhanyaa/. class=md-nav__link> <span class=md-ellipsis> Introduction </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/license/ class=md-nav__link> <span class=md-ellipsis> License </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/code_of_conduct/ class=md-nav__link> <span class=md-ellipsis> Code of Conduct </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/startup/navigation/ class=md-nav__link> <span class=md-ellipsis> Navigating the Catalog </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/blogs/ class=md-nav__link> <span class=md-ellipsis> Blog posts </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/stats/ class=md-nav__link> <span class=md-ellipsis> Catalog Stats </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/changelog/ class=md-nav__link> <span class=md-ellipsis> Changelog </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/landscan.md class=md-nav__link> <span class=md-ellipsis> LandScan Population Data </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/geomorpho90.md class=md-nav__link> <span class=md-ellipsis> Geomorpho90m Geomorphometric Layers </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/soilprop.md class=md-nav__link> <span class=md-ellipsis> Soil Properties 800m </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/mangrove.md class=md-nav__link> <span class=md-ellipsis> Global Mangrove Project </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/projects/rgi.md class=md-nav__link> <span class=md-ellipsis> Randolph Glacial Inventory </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/hydro90.md class=md-nav__link> <span class=md-ellipsis> Hydrography 90m Layers </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/projects/hydrolakes.md class=md-nav__link> <span class=md-ellipsis> HydroLAKES v1.0 </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/projects/hydroatlas.md class=md-nav__link> <span class=md-ellipsis> HydroATLAS v1.0 </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/projects/hydrowaste.md class=md-nav__link> <span class=md-ellipsis> HydroWaste v1.0 </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/shoreline.md class=md-nav__link> <span class=md-ellipsis> Global Shoreline Dataset </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/landfire.md class=md-nav__link> <span class=md-ellipsis> Landfire Mosaics LF </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/harvest.md class=md-nav__link> <span class=md-ellipsis> NASA Harvest Layers </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/srer_drone.md class=md-nav__link> <span class=md-ellipsis> Santa Rita Experimental Range Drone Imagery </span> </a> 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href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/usa_structures.md class=md-nav__link> <span class=md-ellipsis> USA Structures </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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 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locations and power </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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, 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<li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/projects/hrdps.md class=md-nav__link> <span class=md-ellipsis> High Resolution Deterministic Prediction System (HRDPS) 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href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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> 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class=md-nav__link> <span class=md-ellipsis> Global Fire WEather Database (GFWED) </span> </a> </li> <li class=md-nav__item> <a href=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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=/SaiDhanyaa/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 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