F-2025-02150 UNCLASSIFIED FOR OFFICIAL USE ONLY A-00000867291 UNCLASSIFIED 516 2025 INR Climate Change Databases and Dashboards This commentary provides a compendium of some of the often-cited open-source databases and dashboards focused on climate change and climate-related issues This compendium is a resource for analysts and policymakers who conduct data-driven research or use data to underpin their assumptions The below data sources are organized into 1 I broad categories though some data sources referenced in one catego y may overlap with the subject of another therefore users should use a keyword search Ctrl fJ to quickly find all relevant information We assess that these data sources are thought to be reputable however TNR cannot guarantee their accuracy These databases do not necessarily reflect the views of INR or the U S government Datasets and Repositories General AidData The College of William Mary rhttps www aiddata org datasets AidData is a research lab at William Mary's Global Research Institute AidData equips policymakers and practitioners with evidence to improve how sustainable development investments are targeted monitored and evaluated AidData uses rigorous methods cutting-edge tools and granular data to answer the question who is doing what where for whom and to what effect Climate Change Knowledge Portal World Bank https climateknowledgeportal worldbank org about The World Bank created the Climate Change Knowledge Portal CCKP to erve as a hub for climate-related information data and tools The Portal provide an online platform for access to comprehensive global regional and country data related to climate change and development Climate Change Performance Index German Watch https germanwatch org en CCPI Published annually since 2005 the Climate Change Performance Index CCPI tracks countries' efforts to combat climate change As an independent monitoring tool it aims to enhance transparency in international climate politics and enables comparison of climate protection efforts and progress made by individual countries Climate Transparency Report https www climate-transparency org g20-climate-performance the-climatetransparency-report-2020# l 531904263 7 l 3-04b62b8d-e708 The Climate Transparency Report previously known as Brown to Green Report is a comprehensive annual review of G20 countries ' climate action and their transition to a net-zero emissions economy The review is based on 100 indicators for adaptation mitigation and finance and aims to make good practices and gaps transparent The summary report and 20 country profiles allow the report to be a reference tool for users Climate Watch Slide Desk WRI https www wri org data climate-watch-slide-deck The Climate Watch Slide Deck is a PowerPoint deck of 27 curated slides providing answers to the most common climate change questions with data visualizations and explanations WRI updates the slides every two weeks as of summer 2021 and more frequently if major countries change their commitments In the Notes section of each slide WRI includes source links and additional information to help you better interpret the data for messaging CORVI Understanding and Measming Climate Risk The Stimson Center https www stimson org 2020 corviunderstanding-and-measuring-climate-risk l Stimson Center developed the Climate and Ocean Risk Vulnerability Index CORVI a decision support tool which compares a diverse range of ecological financial and political risks connected to climate change to produce a coastal city risk profile Thi information can identify and categorize risk across sectors aid in the design of integrated policy solutions and access climate investment to build resilient coastal cities U CLASSIFIED FOR OFFICIAL USE ONLY October 21 2021 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1 INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 Earth Timelapse Videos Google Earth Engine https developers google com earth-engine tirnelapse videos Earth Timelapse is a global zoomable video that lets users see how our planet has changed since 1984 On this website there is a curated selection of videos that highlight different types of planetary change including urban expansion mining impacts river meandering the growth of megacities deforestation and agricultural expansion GeoPlatform gov Federal Geographic Data Committee https www geoplatform gov search The Geospatial Platform is a cross-agency collaborative effort and Shared Service that embodies the principles and spirit of Open Government emphasizing government-to-citizen communication accountability and transparency In 2020 GeoPlatform gov operating under the authority of the Geospatial Data Act of 2018 transformed to establish its primary role of discove1ing geospatial data assets with special emphasis as the authorized source for aJI the official National Geospatial Data Assets NGDAs across 17 Data themes as guided by the U S Federal Geographic Data Committee FGDC GIS for Climate HUB ESRD https climate-arcgis-content hub arcgis com l Hub ofESRI's climate-related open data and visualizations See also ESRI's GIS for Climate Change webinars GitHub Climate Datasets Open Climate Data https openclimatedata net J A repository of GitHub climate datasets Global Climate Risk Index Germanwatch paid content https bit ly 3B HUbxH The Global Climate Risk Index identifies the extent to which countries have been affected by extreme weather events These can be meteorological events such as tropical storms or tornados hydrological events such as storm surges or flash floods or climatological events such as wildfires or droughts Global Risk Dashboard GRiD Verisk Maplecroft paid content https www maplecroft com riskindices global-risk-dashboard-grid Private paid-for content which evaluates risks to key global markets International Renewable Energy Agency Country Profiles IRENA fhttps www irena org StatisticsNiew-Databy-Topic Renewable-Energy-Balances Country-Profiles This dashboard provides an overview on the renewable energy balances for a selected nwnber of countries IPCC WG I Interactive Atlas Regional information lPCC https interactive-atlas ipcc ch The Interactive Atlas regional information supports the assessment done in the AR6-WGI chapters the Technical Summary TS and the Summary for Policymakers SPM allowing for flexible temporal and spatial analyses of trends and changes in key atmospheric and oceanic variables extreme indices and climatic impact-drivers CIDs as obtained from several global and regional observational and model simulated datasets used in the report A description of the tool is provided in Section Atlas 2 and technical information and resources are available in the GitHub repository NASA Cl imate Change Database NASA https climate nasa gov evidence Web portal with easily digestible explanations of the evidence causes and effects of climate change NASA Eaith Observing System Data and Information System EarthData Search NASA https search earthdata nasa gov search Earth Observing System Data and Information System EOSDIS is a core capability in NASA's Earth Science Data Systems Program for archiving and distributing Earth science data from multiple missions to users Earthdata Search provides easy-to-use access to EOSDIS services for Eaith science data discovery filtering visualization and access UNCLASSIFIED FOR OFHCIAL USE ONLY 2 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1 INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 ND-GAIN Country Index University of Notre Dame fhttps gain nd edu our-work country-index rankings The ND-GAIN Country Index summarizes a country's vulnerability to climate change and other global challenges in combination with its readiness to improve resilience A country's ND-GAIN index score is composed of a vulnerability score and a readiness score • Vulnerability Index https gain nd edu our-work country-index rankings o Vulnerability measures a country's exposure sensitivity and ability to adapt to the negative impact of climate change ND-GAIN measures the overall vulnerability by considering vulnerability in six lifesupporting sectors- food water health ecosystem service human habitat and infrastructure • Readiness Index https gain nd edu our-work country-index rankings l o Readiness measw·es a country's ability to leverage investments and convert them to adaptation actions ND-GAIN measures overall readiness by considering three components-economic readiness governance readiness and social readiness The Opportunity Project Census Bureau fhttps opportunity census gov data Issue-specific data recommended by government experts and tested by teams working to solve the nation's biggest challenges Includes Climate-Smart Communities Natural Environment and Built Environment datasets Our World in Data Biodiversity Our World in Data https ourworldindata org biodiversity Various dashboards showing how the distribution and population of mammals birds fish coral reefs and more have changed over time as well as information on extinctions in the wildlife trade U S Global Change Research Program USGCRP https www globalchange gov browse The U S Global Change Research Program USGCRP is a federal program mandated by Congress to coordinate federal research and investments in understanding the forces shaping the global environment both human and natural and their impacts on society USGCRP facilitates collaboration and cooperation across its 13 federal member agencies to advance understanding of the changing Earth system and maximize efficiencies in federal global change research U S National Center for Atmospheric Research Data Hub NCAR https climatedataguide ucar edu climatedata The Climate Data Guide provides concise and reliable information on the strengths and limitations of the key observational data sets tools and methods used to evaluate Earth system models and to understand the climate system Citable expert commentaries are authored by experienced data users and developers enabling scientists to multiply the impacts of their work and the diverse user community to access and understand the essential data • Te1TaClimate Global High-Resolution Gridded Temperature Precipitation and Other Water Balance V ariables https cli matedatagui de ucar ed u climate-data te1Taclimate-global-h igh-resol u ti on-griddedtemperature-preci pi tat ion-and-other-water o TerraClimate is a global gridded dataset of meteorological and water balance variables for 1958-present available on a monthly timestep Its relatively fine spatial resolution global extent and long length are a unique combination that fills a void in climate data In addition to maximum and minimum temperatures and precipitation Te1TaClimate provides derived variables including reference evapotranspiration vapor pressure deficit and PDSI Read more here UNCLASSIFIED FOR OFHCIAL USE ONLY 3 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 GHG Emissions Carbon Mapper Carbon Mapper Inc paid content in beta testing https carbonmapper org data Carbon Mapper will make methane and CO2 data available to the public on an ongoing basis through a global open data portal Visit the prototype as of fall 2021 data portal to explore multi-scale methane data for California and stay tuned for updates as Carbon Mapper expands coverage to other regions Climate Watch WRI http cait wri org Climate Watch is an online platform designed to empower policymakers researchers media and other stakeholders with the climate data visualizations and resources they need to gather insights on national and global progress on climate change Climate Watch brings together dozens of datasets for the first time to let users analyze and compare national climate pledges under the Paris Agreement access historical greenhouse gas GHG emissions data discover how climate objectives can help achieve sustainable development goals understand vulnerabilities and readiness to climate impacts and use models to map new pathways to a lowercarbon future o Historical GHG Emission https www climatewatchdata org ghgemissions end_year 20 l 8 start_year 1990 • Data and visuals of historical emissions by country sector and type of gas o Emission Pathways https www climatewatchdata org ghg-emissions end_yeai 20 l 8 start_yea r 1990 • Data and visuals of emissions scenario pathways for major emitting countries and sectors derived from a growing library of models o Key Visualizations https www climatewatchdata org key-visualizations • Infographics and slide decks o Climate Watch Data Methodology http cait wri org docs CAIT2 0_CountryGHG_Methods pdt ■ This document accompanies the CAJT Climate Data Explorer - Historical Emissions - Country GHG Emissions dataset Copernicus Open Access Hub European Space Agency Q1ttps scihub copernicus eu The Copernicus Open Access Hub previously known as Sentinels Scientific Data Hub provides complete free and open access to Sentinel-I Sentinel-2 Sentinel-3 and Sentinel-SP user products starting from the In-Orbit Commissioning Review IOCR Earth Observing Laboratory Data Archive National Center for Atmospheric Research https data eol ucar edu The Earth Observing Laboratory EOL data archive contains atmospheric meteorological and other geophysical datasets from operational sow-ces and the scientific research programs and projects for which NCAR EOL has provided data management support The project list may be sorted by selecting the header keys and full project descriptions and dataset lists are available by selecting the project title may search for projects with the form below or also search for datasets by keyword or space and time Emissions Database for Global Atmospheric Research EDGAR fhttps edgar jrc ec europa eu EDGAR is a multipurpose independent global database of anthropogenic emissions of greenhouse gases and air pollution on Earth EDGAR provides independent emission estimates compared to what reported by European Member States or by Parties under the United Nations Framework Conventio n o n Climate Change UNFCCC using international statistics and a consistent IPCC methodology EDGAR provides both emissions as national totals and grid maps at O l x 0 1 degree resolution at global level with yearly monthly and up to hourly data Fossil Fuel Assimilation System Professors from the Universities of Melbourne and North Arizona https ffdas rc nau edu Data html The fossil fuel data assimilation system FFDAS estimates global high-resolution fossil fuel CO2 emissions Current results cover the years 1997 to 2015 at a spatial resolution of 0 1 ° UNCLASSIFIED FOR OFHCIAL USE ONLY 4 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1 INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 Global Emissions InitiAtive GEIA Scientific Steering Committee rhttp www geiacenter org analysis newpapers-reportsl GETA is a community effort dedicated to emissions information exchange and competence building was created in 1990 under the International Geosphere-Biosphere Programme IGBP and is now an IGAC activity GEIA maintains an extensive network of emissions experts covering most source types and world regions builds emissions data access and analysis platforms and communicates with the emissions community through online resources and in-person meetings The GEIA web site is the initiative's virtual communications center NASA Emissions Data NASA https climate nasa gov vital-signs carbon-dioxide Download carbon dioxide data Ocean Carbon Data System NOAA https www ncei noaa gov access ocean-carbon-data-system OCADS is responsible for hosting and providing access for ocean carbon data collected from around the world as previously performed by the Oceans component of the Carbon Dioxide Information Analysis Center CDIACOceans at the Oak Ridge National Laboratory OECD Annual Emissions by Countiy OECD https stats oecd org lndex aspx DataSetCode AIR_GHG OECD Stat is the statistical online platfo1m of the OECD where users can search and access OECD's statistical databases Our World in Data CO2 and Greenhouse Gas Emissions Our World in Data https ourworldindata org co2and-other-greenhouse-gas-emissions Contains 207 country profiles allowing users to explore the statistics for every country in the world Each profile includes interactive visualizations explanations of the presented metrics and the details on sources of the data PULSE GHGSat rhttps pulse ghgsat com A free-to-use high-resolution map of methane around the world Total Carbon Column Observing Nelwork TCCON http www tccon caltech edu TCCON is a network of ground-based Fourier Transform Spectrometers recording direct solar spectra in the nearinfrared spectral region From these spectra accurate and precise column-averaged abundance of CO2 CHi N2O HF CO H2O and HDO are retrieved TCCON provides an essential validation resource for the Orbiting Carbon Observatory-2 OCO-2 OCO-3 the Greenhouse Gases Observing Satellites GOSAT and GOSAT-2 the Sentinel SP instrument TROPOMI TanSat and other missions UNFCCC Datahub UNFCCC https di unfccc int ghg_profile_annexl Repository of mostly Annex I GHG profiles and detailed data comparisons Annex I Parties include the industrialized countries that were members of the OECD in I 992 plus countries with economies in transition the EIT Parties including the Russian Federation the Baltic States and several Central and Eastern European States Annex II Parties consist of the OECD members of Annex I but not the EIT Parties They are required to provide financial resources to enable developing countries to undertake emissions reduction activities under the Convention and to help them adapt to adverse effects of climate change Nationally Determined Contributions NDCs Climate Action Tracker Dashboard Climate Action Tracker https climateactiontracker org climate-targetupdate-tracker The Climate Action Tracker CAT tracks and reports on NDC updates NDC Enhancement Tracker WRI fhttps www climatewatchdata org 2020-ndc-tracker search I Track which countiies are submitting their national climate commitments in the lead up to COP26 To compare countries' submissions side-by-side click here UNCLASSIFIED FOR OFHCIAL USE ONLY 5 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 NDC IPCC Registry IPCC https www4 unfccc int sites ndcstaging Pages LatestSubmissions aspx IPCC official registry of NDCs NDC Partnership Hosted by WRI and UNFCCC https ndcpartnership org countries-map Use this site to explore national-level snapshots of climate progress and information This site also provides an overview of NDC Partnership country members countries where the NDC Partnership is actively engaged and countries with validated NDC Partnership Plans with country pages providing specific information on processes and results as well as relevant news resources and data Temperature and Water Ag ueduct WRl https www wri org aqueduct Aqueduct's tools maps water risks such as floods droughts and stress using open-source peer reviewed data Beyond the tools the Aqueduct team works with companies governments and research partners to help advance best practices in water resources management and enable sustainable growth in a water-constrained world ESRI Temperature and Water Data ESRl • ESRI Total Annual Precipitation https hub arcgis com maps a727a4f6d5ab4fc5b1683d32dee45f54 explore location 6 963250%2Cl 48 496 400%2C2 75 • ESRI Drought Data https climate-arcgis-content hub arcgis com search q drought • ESRT Drought Tracker https www arcgis com home item html id 57 l 4b85eb la34 lcb8cdt207178449709 Global High-Resolution Soil-Water Balance CGIAR Consortium for Spatial Information https c giarcsi community data global-high-reso1uti on-soiI-water-balance The Global High-Resolution Soil-Water Balance dataset provides hydrological raster data ESRI Grid format describing actual evapotranspiration and soil water deficit with the resolution of 30 arc seconds -920 m at the equator This Soil-Water Balance utilizes the WorldClim and Global-PET database as primary input Global Surface Water Explorer European Commission https global-surface-water appspot com #features The European Commission's Joint Research Centre developed this water dataset in the framework of the Copernicus Programme This maps the location and temporal distribution of water surfaces at the global scale over the past 3 7 decades and provides statistics on the extent and change of those water surfaces The dataset is produced from Landsat imagery Global Temperature and Precipitation Maps NOAA https www ncdc noaa gov temp-and-precip ghcn-griddedproducts maps#gl obal-maps-selectl Global Temperature Precipitation and Weather Event maps from January 1880 to near present Select a year and month season from the options below and click Submit to view the selection Hydrological data md maps based on SHuttle Elevation Derivatives at mulliple Scales World Wildlife Fund https www hydrosheds org page overview HydroSHEDS provides hydrographic information in a consistent and comprehensive format for regional and global-scale applications HydroSHEDS offers a suite of geo-referenced data sets in raster and vector format including stream networks watershed boundaries drainage directions and ancillary data layers such as flow accumulations distances and river topology information MODIS Optical Global W Ater Intelligence NGA and Anny Corps of Engineers https umip erdc dren mil apps dort The MODIS Optical Global WAter Intelligence MOGWAI platform is a near real-time remote sensing-based lake reservoir swface area monitoring system created and maintained by the National Geospatial-Intelligence UNCLASSIFIED FOR OFHCIAL USE ONLY 6 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 Agency and U S Army Corps of Engineers The surface area estimates are based on an implementation of the D ynamic Surface Water Extent DSWE algorithm that was adapted to use 8-day composites of surface reflectance data from NASA's MODIS Moderate Resolution Imaging Spectroradiometer sensor Surface area is monitored for all large water bodies 10 km2 south of 60N that are included in the WWF's HydroLakes database For more information or to recommend new water bodies for monitoring please contact MOGW Al@ne a mil MOGW AI is available via the USACE Model Interface Platform with access available via CAC PIV or Login Password at https umip erdc dren mil apps dort NASA Arctic Sea Ice Minimum Data NASA https climate nasa gov vital-signs arctic-sea-ice Downloadable annual Arctic sea ice minimum data in Excel format NASA Global Precipitation Measurement Data Directory NASA https gpm nasa gov data directory Various NASA precipitation datasets and infonnation about them A few select datasets sites are below • Global Precipitation Measurement Mission GPM NASA https gpm nasa gov o GPM uses satellites to measure Earth's rain and snowfal l Launched by NASA and JAXA on Feb 27th 2014 GPM is an international mission that sets the standard for spaceborne precipitation measurements Using a network of satellites united by the GPM Core Observatory GPM expands on the legacy of the Tropical Rainfall Measuring Mission TRMM by providing hlgh q uality estimates of Earth's rain and snowfall every 30 minutes • IMERG Integrated Multi-satellitE Retrievals for GPM NASA https gpm nasa gov data imerg o There are several sources for downloading and viewing data which allows sub-setting the data to only include specific parameters and or geographic locations These include the GES DISC Giovanni and STORM In Giovanni data is available for a specific country U S state or watershed by using the Show Shapes optio n in the Select Region pane NASA Global Temperature Data NASA https climate nasa gov vital-signs global-temperature D ownloadable annual temperature data Requires free Earthdata account login NASA Sea-Level Rise Data NASA https climate nasa gov vital-signs sea-level Downloadable annual sea-level rise data Requires free Em·thdata account login NOAA Gridded Climate Data NOAA https psl noaa gov data gridded Various datasets from NOAA' s Physical Sciences Laboratory PSL PSL's mission is to cond uct scientific research to observe understand model predict and forecast weather water and climate extremes and their impacts Fact Sheet Paleo Data Search NOAA https www ncdc noaa gov paleo-search dataTypeld 12 National Centers for Environmental Information NCEI offers search and download of Paleoclimatic proxy data and Paleoclimate Reconstructions from the N OAA World Data Service for Paleoclimatology archives Over 10 000 data sets are available derived from natmal sources such as tree rings ice cores corals and ocean and lake sediments Use the General search box or Advanced search to improve filtering by investigators locations keywords and time periods Data files for the entire result set or a subset of it can be downloaded as a single compressed file A web service also is provided for use to get Paleo studies' meta data in JSON format See the API help page for details Water Management and Conflict Database Oregon State University https transboundarywaters science oregonstate edu content transboundary-freshwater-disputedatabase The Transboundary Freshwater Dispute Database is developed and maintained by the OSU College of Earth Ocean and Atmospheric Sciences in collaboration with the Northwest Alliance for Computational Science and Engineering There are six main components of the database UNCLASSIFIED FOR OFHCIAL USE ONLY 7 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 o Data https transboundarywaters science oregonstate edu content data-and-datasets contains both global and regional information in searchable tabular and spatial datasets treaty and compact libraries and GIS shapefiles available for download o Research and Projects https transboundarywaters science oregonstate edu content research-andprojects includes completed and ongoing projects and links to projects either conducted at or collaborated with Oregon State University faculty and students o Bibliographies and Digital Collections http www transboundarywaters orst edu database iodex html contains the Water Conflict and Cooperation Bibliography and the Middle East Water Collection of scholarly papers ranging from the historic perspective to the present day o Publications https transboundarywaters science oregonstate edu content publications-tfdd-and-relatedworks includes papers and books related to water conflict and or cooperation with links to download o Map and Image Gallery https transboundarywaters science oregonstate edu gallery-collections galleries features maps and images for download created by current and former students and faculty and collaborating partners o Useful Resources and External Links https transboundarywaters science oregonstate edu content usefulresources-and-external-links is a list of related water conflict and cooperation websites Water Point Viewer Overview USGS and USAID https earlywarning usgs gov fews software-tools 21 The water point map viewer part of FEWS NET monitors 234 water points from Mali to Somalia Climate and Weather NOAA Climate Prediction Center NOAA fhttps www cpc ncep noaa gov The Climate Prediction Center CPC delivers real-time products and information that predict and describe climate variations on timescales from weeks to years thereby promoting effective management of climate risk and a climate-resilient society Royal Dutch Meteorological Institute KNMI Climate Explorer World Metrological Organization http climexp knmi nl start cgi The KNMI Climate Explorer is a tool to investigate the climate Start by selecting a class of climate data from the right-hand menu After you have selected the time series or fields of interest you will be able to investigate it correlate it to other data and generate derived data from it U S Billion-Dollar Weather and Climate Disasters Overview NOAA https www ncdc noaa gov billions Comparative data on severe weather event's cost impacts and deaths over time in the US WorldClim Database WorldClim https worldclim org data iodex html WorldClim is a database of high spatial resolution global weather and climate data These data can be used for mapping and spatial modeling The data are provided for use in research and related activities and some specialized skill and knowledge is needed to use them here is some help More easily available data for the general public will soon be available here Air Pollution AirNow U S Department of State and U S EPA https www airnow gov intemational us-embassies-andconsulates AirNow collects Air Quality Monitoring data from U S embassies and consulates around the world to inform U S personnel and citizens overseas Ow· World in Data Air Pollution Our World in Data fhttps ourwo rldindata org air-poll ution Interactive visualizations and linked data-sources that look in detail at the data and research on the health impacts of Indoor Air Pollution and Outdoor Air Pollution attributed deaths and its causes across tJ1e world UNCLASSIFIED FOR OFHCIAL USE ONLY 8 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1 INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 Agriculture and Food Famine Early Warning Systems Network USGS and USAID https earlywarning usgs gov fews The Famine Early Warning Systems Network FEWS NET is a leading provider of early warning and analysis on acute food insecurity around the world Created in 1985 by the United States Agency for International Development USAID in response to devastating famines in East and West Africa FEWS NET provides unbiased evidence-based analysis to governments and relief agencies who plan for and respond to humanitarian crises FEWS NET analyses support resilience and development programming as well FAO Food Price Index Food and Agriculture Organization of the United Nations http www fao org worldfoodsituation foodpricesindex en The FAO Food Price Index FFPI is a measure of the monthly change in international prices of a basket of food commodities It consists of the average of five commodity group price indices weighted by the average export shares of each of the groups over 2014-2016 Global Assessment of Human-induced Soil Degradation GLASOD https data isric org geonetwork srv eng catalog search# metadata Global%20Assessment%20of%2 0Human-induced%20Soi1%20Degradation%20 GLASOD -cb46-45e2-9126-l ca38bd5cd22 The GLASOD project 1987-1990 carried out for UNEP has produced a world map of human-induced soil degradation Data were compiled in cooperation with soil scientists throughout the world using uniform Guidelines and international correlation The status of soil degradation was mapped within loosely defined physiographic units polygons based on expert judgement The type extent degree rate and main causes of degradation have been printed on a global map scale of 1 10 million and documented in a downloadable database Information about the areal extent of human-induced soil degradation is in an explanatory note Global Food Security Index The Economist Intelligence Un it https foodsecurityindex eiu com The Global Food Security Index GFSI considers the issues of food affordability availability quality and safety and natural resources and resilience across a set of 113 countries The index is a dynamic quantitative and qualitative benchmarking model constructed from 59 unique indicators that measure the drivers of food security across both developing and developed cow1tries Integrated Food Security Phase Classification IPC http www ipcinfo org The Integrated Food Security Phase Classification IPC is a multi-partner initiative for improving food security and nutrition analysis and decision-making Measures and reports on the severity and magnitude of acute and chronic food insecurity and acute malnutrition situations in a country International Soil Reference and Information Cenu-e ISRIC https data isric org geonetwork srv eng catalog search# home Our World in Data Environmental Impacts of Food Production Our World in Data https ourworldindata org environmental-impacts-of-food Interactive visualizations and linked data sources exploring the environmental impacts of food and agriculture Infrastructure Europe Gas Tracker Global Energy Monitor https globalenergymonitor org projects europe-gas-tracker The Ew-ope Gas Tracker provides a comprehensive picture and data set for fossil gas infrastructure across the European Union with some components covered in non-EU countries The tracker includes gas pipelines LNG terminals gas-fired power plants and gas extraction sites Each project has a wiki page that provides more detail on the project such as the project's status capacity and owner UNCLASSIFIED FOR OFHCIAL USE ONLY 9 _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 Global Coal Mine Tracker Global Energy Monitor https globalenergymonjtor org projects global-coal-minetracker The Global Coal Mine Tracker GCMT provides information on the world's major coal mines every operating mine producing 3 million tonnes per annum mtpa or greater and every proposed mine with a capacity of 1 mtpa or greater The map and underlying data are updated bi-annually in January and July With each update coverage is expanded to include smaller mines By January 2022 GCMT will have cataloged every coal mine producing 1 mtpa or greater Each mine included in the tracker is linked to a wiki page on GEM wiki which provides additional details Global Coal Plant Tracker Global Energy Monitor https globalenergymonitor org projects global-coal-planttracker The Global Coal Plant Tracker GCPT provides information on coal-fired power units from around the world generating 30 megawatts and above The GCPT catalogues every operating coal-fired generating unit every new unit proposed since 2010 and every unit retired since 2000 Units often consist of a boiler and turbine and several units may make up one coal-fired power station The map and underlying data are updated bi-annually in January and July Each plant included in the tracker is linked to a wiki page on GEM wiki which provides additional details Global Fossil Infrastructure Tracker Global Energy Monitor nttps globalenergymonitor org projects globalfossil-infrastructure-tracker The Global Fossil Infrastructure Tracker aggregates information from wiki pages on oil and gas projects such as pipelines and terminals Summaries of GFIT data are released twice a year and posted at Global Gas Oil Network Global Steel Plant Tracker Global Energy Monitor https globalenergymonitor org projects global-steel-planttracker The Global Steel Plant Tracker GSPT provides information on global crude steel production plants and includes information on every plant cunently operating at a capacity of one million tonnes per year mtpa or more of crude steel The GSPT cunently is being expanded to include all plants meeting the one mtpa threshold that have been proposed since 2017 or retired or mothballed since 2020 Steel plants consist of multiple units depending on the iron and steel production method used Crude steel typically is produced through coal-based methods blast furnace and basic oxygen furnace or open-hearth furnace or electricity-based production electric arc furnace charged with scrap metal pig iron direct reduced iron or a combination The GSPT map and underlying data are updated annually in January Each plant included in the tracker is linked to a wiki page on GEM wiki which provides additional details Economic China's Global Energy Finance Dashboard The Global Development Policy Center https www bu edu cgef # all EnergySource GasLNG The China's Global Energy Finance Database is an interactive data project that exhibits financing for global energy projects by China's two global policy banks-the China D evelopment Bank CDB and the Export-Import Bank of China CHEXI Global Coal Exit List Urgewald https coalexit org finance-data The Global Coal Exit List GCEL is a database that identifies all companies which play a significant role in the thermal coal value chain It includes not only coal miners and coal power producers but also companies involved in coal exploration processing trading logistics coal equipment manufacturing coal-related operations management and EPC services coal-to-liquids and coal-to-gas production It lists 935 parent companies and over 1 800 subsidiaries and joint ventures UNCLASSIFIED FOR OFHCIAL USE ONLY _ _ _ _ _ _ _ _ _ _ _ _ zo 25 oz1ao UNCLASSIFIED FOR OFFICIAL USE ONLY 1 INCJ A SSIF IEC iJ6i -- - - - - - - - - - - - - - - - - A·0000P i u 1 Green Climate Fund Funding Data Green Climate Fund https www greenclimate fund about resourcemobi1isation irm Tracking data for Green Climate Fund GCF contributions agreements projects and programs OECD Environment Data OECD https data oecd org environment htm#profile-Air%20and%20climate Hub of OECD environment data Minerals Critical Minerals Mapping Initiative CMMI Portal USGS Geoscience Australia the Geological Survey of Canada https portal ga gov au persona cmmi The Critical Minerals Mapping Initiative CMMI Portal is a free interactive mapping tool designed to share outputs from the geoscientific collaboration between Geoscience Australia GA the Geological Survey of Canada GSC and the United States Geological Survey USGS European Mineral Resources European Geological Data Infrastructure http www europe-geology eu rni neralresources mineral-resources-map EGDI is EuroGeoSurveys' European Geological Data Infrastructure It provides access to Pan-European and national geological datasets and services from the Geological Survey Organisations of Europe Through EGDI data from a number of European data harmonization projects are accessible EGDI was launched in June 2016 in a Version I and has since then been extended to include more data sets USGS Global Mineral Resources Map USGS rhttps mrdata usgs gov general map-global html Interactive maps and downloadable data for regional and global Geology Geochemistry Geophysics and Mineral Resources Humanitarian Emergency Events Database Centre for Research on the Epidemiology of Disasters requires registration here https www emdat be The Emergency Events Database EM-DAT was created with the initial support of the World Health Organization WHO and the Belgian Government EM-DAT contains data on the occurrence and effects of over 22 000 mass disasters from 1900 to the present day The database is compiled from various sources including UN agencies non-governmental organizations insurance companies research institutes and press agencies Humanitarian Data Exchange UN Office for the Coordination of Humanitarian Affairs https data humdata org search q climate change The Humanitarian Data Exchange HDX is an open platform for sharing data across crises and organizations Launched in July 2014 the goal of HDX is to make humanitarian data easy to find and use for analysis HDX is managed by OCHA's Centre for Humanitarian Data OCHA is part of the United Nations Secretariat and is responsible for bringing together humanitarian actors to ensure a coherent response to emergencies This link leads to climate change databases listed on HDX Recent Internal Displacement from Conflict Natw-al Disasters and Development Internal Displacement Monitoring Centre https resourcewatch org data explore soc062c-Jnternal-Displacement-NRT This dataset tracks the number of people who have been internally displaced recently due to conflict natural disasters or development projects worldwide and is updated daily This link leads to a WRl portal to preview and download this data UN World Population Data UN Department of Economic and Social Affairs https population un org wpp Maps World population data UNCLASSIFIED FOR OFHCIAL USE ONLY 11 UNCLASSIFIED FOR OFFICIAL USE ONLY - - - - - - - - - - - - - - Z0 25·0Z11 iO A·0000P i u 1 1INCJ A SSIF IEC iJ6 1 -- - - - - - - - - - - - - - - - - - - INR GGJ prepared this Commentary Notice Sharing or disclosing Commentary information with any non-U S Government organization entity or person except for FVEYs requires advance approval from JNR Commentaries shall not be publicly posted or disseminated without INR permission Requests may be submitted at the sharing request link accessed via INR 's Tempo Home Page site USG Executive Branch Departments and Agencies and FVEY partners may post or publish Commentaries for internal use only on U FOUO USG-controlled or equivalent sites not accessible to the public UNCLASSIFIED FOR OFHCIAL USE ONLY 12