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      <ows:Title>2021-2022 Average year temperature change since previous decade (2011-2020)</ows:Title>
      <ows:Abstract>Average year temperature anomalies in °C across the period 2021-2022 calculated over the average temperature per year in the period 2011-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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        <ows:UpperCorner>180.0 90.0</ows:UpperCorner>
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      <ows:Title>Difference in projected timing of annual severe bleaching between SSP5-8.5 and SSP2-4.5</ows:Title>
      <ows:Abstract>The data and complementary report have two purposes, and are intended for use by the global coral reef scientific and management community, which had these 2 objectives. 

Objective 1. To present projections of coral bleaching conditions (i.e., exposure to the primary climate threat to coral reefs) and potential adaptation at a spatial scale that enables use of the data in management and conservation planning and in support of other decisions influencing coral reefs and reef use.

Objective 2. To evaluate the implications of the Paris Agreement as well as failure to achieve its goal, by comparing the projected timing of annual severe bleaching between Shared Socioeconomic Pathways SSP5-8.5 and SSP2-4.5.

Data source used: Intergovernmental Panel on Climate Change (IPCC) Coupled Model Interpolation Project Phase 6 (CMIP6) model outputs for sea surface temperature (https://www.ipcc-data.org/), combined with United States National Oceanic and Atmospheric Administration (NOAA) CoralTemp data from NOAA Coral Reef Watch (https://www.coralreefwatch.noaa.gov/product/5km/index_5km_sst.php).</ows:Abstract>
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      <ows:Title>Evapotranspiration Autumn 2020 (USGS)</ows:Title>
      <ows:Abstract>The original data is from the USGS FEWS Data Downloads (https://earlywarning.usgs.gov/fews/datadownloads/Global/PET).
The present raster in the average monthly evapotranspiration for autumn 2020. It in the average 
of the various evapotranspiration files available in autumn 2020 (September 2020, October 2020 and November 2020).

On vegetated landscapes, Evapotranspiration (ET) can be simplified as the combination of evaporation from soil and transpiration from vegetation. Actual ET (ETa) is produced using the Operational Simplified Surface Energy Balance (SSEBop) model (Senay et al., 2013) for 2003 to present using data stream from the Aqua satellite. The SSEBop setup is based on the original Simplified Surface Energy Balance (SSEB) approach (Senay et al., 2007, 2011) with unique and improved parameterizations for operational applications. It combines ET fractions generated from remotely sensed MODIS thermal imagery, summarized every 10 days (dekadal), with reference ET, generated from weather data fields using the Penman-Monteith Equation. The unique feature of the SSEBop parameterization is that it uses a pre-defined, seasonally dynamic surface psychrometer constant parameter that helps define the hot/dry and cold/wet reference limits, unique to each pixel. Furthermore, the cold/wet limit is determined using the daily maximum air temperature (Ta) using the c factor parameter which relates Ta to land surface temperature at well-vegetated/well-watered surfaces. The original SSEB model was formulated based on an adaptation of the hot and cold pixel principles of SEBAL (Bastiaanssen et al., 1998) and METRIC (Allen et al., 2007) models. NoData pixels are indicated as NoDATA in ArcGIS. However, other software (e.g., ERDAS imagine) show nodata as -32768.00. ETa data and anomaly products (current vs. 2003 &amp;#8211; 2015 median), produced at 1 km resolution, are available at: https://earlywarning.usgs.gov/fews.</ows:Abstract>
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      <ows:Title>Annual Precipitation [mm/year] (2041-2060) RCP8.5 - CIMP5</ows:Title>
      <ows:Abstract>Accumulated precipitation amount over 1 year [mm/year] for the period 2041-2060 based on RCP8.5.

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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Yamazaki D., D. Ikeshima, J. Sosa, P.D. Bates, G.H. Allen, T.M. Pavelsky
MERIT Hydro: A high-resolution global hydrography map based on latest topography datasets
Water Resources Research, vol.55, pp.5053-5073, 2019, doi: 10.1029/2019WR024873</ows:Abstract>
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      <ows:Title>Forest Biodiversity Intactness</ows:Title>
      <ows:Abstract>&lt;span style=&quot;font-size:1em&quot;&gt;
  This newly produced layer assesses the impacts of forest management on biodiversity intactness across the globe. This layer focuses on the forested regions of the planet (natural and non-natural) and estimates biodiversity intactness by using information on forest management based on the layer that has been produced under the umbrella of the Nature Map project (Lesiv et al., 2020) and biodiversity intactness from models derived from the PREDICTS database (Hudson et al., 2017). The Biodiversity Intactness Index (BII) describes the average abundance of a taxonomically and ecologically broad set of species in an area, relative to their abundances in an intact reference ecosystem (Scholes &amp; Biggs, 2005). Demonstrating the relevance of the index, BII has recently been included as a core indicator by IPBES and as an Essential Biodiversity Variable by GEO BON.
  &lt;br&gt;
  &lt;br&gt;
  &lt;u&gt;References:&lt;/u&gt;
  &lt;ul&gt;
    &lt;li&gt;
      Hill, S.L.L. et al. (2018) Worldwide Impacts of Past and Projected Future Land-Use Change on Local Species Richness and the Biodiversity Intactness Index. BioRxiv, May 1, 2018, 311787. &lt;a href=&quot;https://doi.org/10.1101/311787&quot; target=&quot;_blank&quot;&gt;doi.org/10.1101/311787&lt;/a&gt;.
    &lt;/li&gt;
    &lt;li&gt;Hudson, L.N., et al. (2017) The Database of the PREDICTS (Projecting Responses of Ecological Diversity In Changing Terrestrial Systems) Project. Ecology and Evolution 7, no. 1: 145–88. &lt;a href=&quot;https://doi.org/10.1002/ece3.2579&quot; target=&quot;_blank&quot;&gt;doi.org/10.1002/ece3.2579&lt;/a&gt;.
    &lt;/li&gt;
    &lt;li&gt;Lesiv, M., et al. (2020) Methodology for Generating a Global Forest Management Layer. Zenodo, July 7, 2020. &lt;a href=&quot;https://doi.org/10.5281/zenodo.3933966&quot; target=&quot;_blank&quot;&gt;doi.org/10.5281/zenodo.3933966&lt;/a&gt;.
    &lt;/li&gt;
    &lt;li&gt;Newbold, T.  et al. (2016) Has Land Use Pushed Terrestrial Biodiversity beyond the Planetary Boundary? A Global Assessment. Science 353, no. 6296: 288–91.&lt;a href=&quot;https://doi.org/10.1126/science.aaf2201&quot; target=&quot;_blank&quot;&gt;doi.org/10.1126/science.aaf2201.&lt;/a&gt;
    &lt;/li&gt;
    &lt;li&gt;Scholes, R. J. et al. (2005) A Biodiversity Intactness Index. Nature 434, no. 7029: 45–49.&lt;a href=&quot; https://doi.org/10.1038/nature03289.&quot; target=&quot;_blank&quot;&gt;doi.org/10.1038/nature03289.&lt;/a&gt;
    &lt;/li&gt;
    &lt;li&gt;Steffen, W. et al. (2015) Planetary Boundaries: Guiding Human Development on a Changing Planet. Science 347, no. 6223.&lt;a href=&quot;https://doi.org/10.1126/science.1259855.&quot;&gt; doi.org/10.1126/science.1259855.&lt;/a&gt;
    &lt;/li&gt;
  &lt;/ul&gt;
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    <Layer>
      <ows:Title>Average year precipitations anomalies (2021-2022) against 1901-1920</ows:Title>
      <ows:Abstract>Average year precipitations anomalies in mm across the period 2021-2022 calculated over the average precipitations per year in the period 1901-1920 (as close as possible to the pre-industrial era).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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    <Layer>
      <ows:Title>1991-2000 Average year temperature change since previous decade (1981-1990)</ows:Title>
      <ows:Abstract>Average year temperature anomalies in °C across the period 1991-2000calculated over the average temperature per year in the period 1981-1990.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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    <Layer>
      <ows:Title>aggregate_consumption_per_year_Mt</ows:Title>
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    <Layer>
      <ows:Title>Precipitation change trend (1991-2022)</ows:Title>
      <ows:Abstract>Trend of year precipitations in &apos;mm per year&apos; across the period 1991-2022.
Calculated at UNEP/GRID-Geneva in R using linear regression model&apos;s slope based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Metadata for the file:
Crezee_2022_Median_Carbon_density_2000runs.tif

This is the file used to create Figure 4a of the paper:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This is a raster file representing modelled peat carbon density (in Mg C per ha)
across the central Congo Basin peatland complex. 

For each pixel, the median value of 2,000 carbon density estimates is provided. The 
2,000 carbon density estimates were obtained by multiplying 100 Random Forest peat thickness 
estimates with 20 bootstrapped peat thickness-carbon density regressions (ED Fig. 7), which
were normally distributed arond the best-fitting peat thickness-carbon density regression.

The peat thickness-carbon density regression is based on 80 peat cores sampled in the field.

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Abstract>This data layer shows the ocean-based pollution from stressor data after adjusting for habitat/pressure vulnerability.
This data layer combines estimates of pollution coming from commercial shipping and from ports. As such, it is a combination of the shipping and port volume data layers, with the port volume data plumed to estimate pollution from commercial ports (with exponential decline in intensity from the port). Ocean-based pollution is assumed to derive from commercial and recreational ship activity. No data on global recreational ship activity currently exist, and therefore we modelled this driver to oceans using a combination of the commercial shipping traffic data and port data. The shipping data provide an estimate of the occurrence of ships at a particular location, and therefore an estimate of the amount of pollution they produce (via fuel leaks, oil discharge, waste disposal, etc.) that is unique from their contribution to ship strikes, etc. described above. We recognize that ocean currents can disperse this pollution into untraveled regions, but small-scale oceanography is known for only a few select locations around the world, and pollutants are likely to be most concentrated in high traffic areas. The dispersal of port-derived pollution was modelled as a diffusive plume with a maximum distance of 100 km. These plumes were not clipped to shallow regions as was done for Invasive Species.
Pressure data was calculated for each stressor by: (1) multiplying the rescaled stressor (rescaled using only the 2013 data) by each habitat layer and the corresponding stressor/habitat vulnerability score (for each stressor this generates: 20 rasters); (2) summing the resulting stressor/habitat/vulnerability rasters (generates 1 raster for each stressor); (3) dividing by the number of habitats found in each raster cell layer.

Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: pressure and cumulative impacts data (2013, all pressures). Knowledge Network for Biocomplexity. doi:10.5063/F15718ZN.</ows:Abstract>
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      <ows:Title>Annual Precipitation - Anomaly [%] (2041-2060 vs 1979-2013) RCP4.5 - CIMP5</ows:Title>
      <ows:Abstract>Anomaly [%] for the period 2041-2060 compared to climatological data (1979-2013) on the accumulated precipitation amount over 1 year based on RCP4.5. The layer is calculated at UNEP/GRID-Geneva from the layers on annual precipitation [mm/year] provided in the products CHELSA V1.2 and CHELSA-[CMIP5].

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Abstract>Global Emissions EDGAR v4.3.1 (January 2016)

In EDGARv4.3.1 emissions are calculated for gaseous and particulate air pollutants per sector and country. For the energy related sectors the activity data are mainly based on the energy balance statistics of IEA (2014)

Emission gridmaps are expressed in ton substance / 0.1degree x 0.1degree / year</ows:Abstract>
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      <ows:Title>Disappearing Climates 2050 SRES A2</ows:Title>
      <ows:Abstract>This is the disappearing climate risk dataset -  measure of dissimilarity between a pixel’s late 20th century climate and its closest matching pixel in the global set of 21st-century climatesThis dataset contains two metrics for climate change exposure using downscaled climate projections with the SRES A2 emissions scenario (Tabor and Williams, 2007).
&lt;br&gt;
This dataset contains two metrics for climate change exposure using downscaled climate projections with the SRES A2 emissions scenario (Tabor and Williams, 2007).The metrics represent dissimilarity measurements of the squared Euclidean distance between seasonal (June–August and December–February) temperature and precipitation variables in the 20th century climate and mid-21st century climate. (1) disappearing climate risk - measure of dissimilarity between a pixel’s late 20th century climate and its closest matching pixel in the global set of 21st-century climates (2) novel climate risk - measure of dissimilarity between a pixel’s future climate and its closest matching pixel in the global set of late 20th-century climates.
&lt;br&gt;
John W. Williams, Karyn Tabor. (2018). Novel and Disappearing Climates 2050 SRES A2 (Version 1) [Data set]. Zenodo. http://doi.org/10.5281/zenodo.1559299
John W. Williams, Karyn Tabor. (2018). Novel and Disappearing Climates 2050 SRES A2 (Version 1) [Data set]. Zenodo. http://doi.org/10.5281/zenodo.1559299 
&lt;br&gt;
Support for this project was provided by Conservation International, the Land Tenure Center at the University of Wisconsin, the Center for Climatic Research at the University of Wisconsin, and the Environment Program at the University of Wisconsin–Madison. This research has been funded in part by the Walton Family Foundation, the Gordon and Betty Moore Foundation, and a gift from Betty and Gordon Moore.</ows:Abstract>
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      <ows:Title>Annual Mean Temperature - Anomaly [°C] (2041-2060 vs 1979-2013) RCP4.5 - CIMP5</ows:Title>
      <ows:Abstract>Anomaly [°C] for the period 2041-2060 compared to climatological data (1979-2013) on the mean annual daily mean air temperatures averaged over 1 year for the period 2041-2060 based on RCP4.5. The layer is calculated at UNEP/GRID-Geneva from the layers on annual precipitation [mm/year] provided in the products CHELSA V1.2 and CHELSA-[CMIP5].

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Abstract>The soil Erodibility (K-Factor) is one of the input layers used in the Global Soil Erosion map (GeoTIFF format) at 25km resolution is available for free download in the European Soil Data Centre (ESDAC). This is based on the Verion 1.1 of the JRC/ UniBasel &quot;RUSLE-based Global Soil Erosion Modelling platform (GloSEM)&quot;.

In addition to the K-factor, GloSEM provides the other 25km resolution resampled input datasets:
* R-factor (the original one at 1km can be downloaded from https://esdac.jrc.ec.europa.eu/content/global-rainfall-erosivity
* C-factor
* LS-factor

and the RUSLE outputs:
- RUSLE Soil loss in 2012 (25km resolution)
- RUSLE Soil loss in 2001 (25km resolution)

Note: In case you use the data for applications in European Union, we recommend the European Soil Erosion dataset and the relevant K, LS, C, R, P factors.

References
Borrelli P., Robinson D.A., Fleischer L.R., Lugato E., Ballabio C., Alewell C., Meusburger K., Modugno, S., Schutt, B. Ferro, V. Bagarello, V. Van Oost, K., Montanarella, L., Panagos P. 2017. An assessment of the global impact of 21st century land use change on soil erosion.  Nature Communications, 8 (1): art. no. 2013</ows:Abstract>
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      <ows:Title>Average year temperature anomalies (2001-2010) over 1991-2020 climatology</ows:Title>
      <ows:Abstract>Average year temperature anomalies in °Celsius across the period 2001-2010 calculated over the average temperatures per year in the period 1991-2020 (climatology).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Date 2014-06-16.
Edited in Grass GIS 7.2.2.
Editings:
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- i.landsat.toar for DN to kind of reflectance transformation in order to later perform supervised classification of the imageries.
- RGB raster map from bands 5-3-1.

Image downloaded from www.earthexplorer.usgs.gov.</ows:Abstract>
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Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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      <ows:Abstract>Average year precipitations in mm across the period 2011-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 1961-1970 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 1961 to 1970 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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The forest integrrity index is derived by overlaying the human footprint (Venter et al. 2016) on the forest structural condition. The name is consistent with the concept of ecological integrity. Ecological integrity has been defined as, “the system’s capacity to maintain structure and ecosystem functions using processes and elements characteristic for its ecoregion.” (Parks Canada 2008).  This capacity is a result of the climate, soil, topography, biota and other biophysical properties of the ecoregion and the extent to which these properties are not altered by modern human pressures. Consistent with this definition, the forest integrity index is based on on the structural complexity of a stand relative to the natural potential of the ecoregion and level of human pressure. Thus, forest of high integrity are relatively tall, high in canopy cover, older, and with relatively low human pressure.  An increasing number of studies have shown that human pressure in various forms can have negative effects on native species.  Thus, high integrity forests may be uniquely important for conservation because they support species and processes that are require well-developed forests and are sensitive to human activities.  Such forests often also have high economic value and have likely been preferentially converted to more intense human land uses.  Thus, identifying remaining areas of high forest integrity is important for conservation planning.&lt;br&gt;&lt;br&gt;Data is provided by Montana State University.&lt;br/&gt;&lt;br&gt;License information: &lt;a href &quot;https://creativecommons.org/licenses/by/4.0/&quot;&gt;CC-4.0 Attribution&lt;/a&gt;.&lt;br/&gt;</ows:Abstract>
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      <ows:Abstract>Non-point source inorganic pollution was modelled with global 1 km2 impervious surface area data (http://www.ngdc.noaa.gov/dmsp/) under the assumption that most of this pollution comes from urban runoff. These data will not capture point-sources of pollution or nonpoint sources where paved roads do not exist (e.g., select places in developing countries). These values were then aggregated to the watershed and distributed to the pour point (i.e., stream and river mouths) for the watershed with raster statistics (i.e., aggregation by watershed). Finally, spread of the driver values into coastal waters at each pour point was modelled with a cost-path surface  on the basis of a decay function that assigns a fixed amount of the driver (0.5% of the value in the previous cell) in the initial cell and then evenly distributes the remaining amount of driver in all adjacent and ‘unvisited’ cells, repeated until a minimum threshold (0.05% of global maximum) is reached. This approach to modelling river plumes is diffusive and so allows drivers to wrap around headlands and islands.
Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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&lt;br&gt;&lt;br&gt;
Data sourced from &lt;a href=&quot;http://fews.net/fews-data/335&quot;target=_blank&gt;FEWS NET Data Center&lt;/a&gt;.</ows:Abstract>
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      <ows:Title>Yearly emissions of CH4 - 1980 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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Data derived from: Hansen, M.C., et al. 2013. High-Resolution Global Maps of 21st-Century Forest Cover Change. Science 342, 850–853. 10.1126/science.1244693 

Created as part of the GEF-funded Global Support to Sixth National Report Project in collaboration with the NASA-funded Forest Integrity Project.</ows:Abstract>
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      <ows:Title>Yearly emissions of N2O - 1980 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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Credits:
https://cds.climate.copernicus.eu/cdsapp#!/dataset/ecv-for-climate-change?tab=overview</ows:Abstract>
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      <ows:Abstract>Anomaly [°C] for the period 2041-2060 compared to climatological data (1979-2013) on the mean annual daily mean air temperatures averaged over 1 year for the period 2041-2060 based on RCP8.5. The layer is calculated at UNEP/GRID-Geneva from the layers on annual precipitation [mm/year] provided in the products CHELSA V1.2 and CHELSA-[CMIP5].

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Title>Average year temperature (2021-2022)</ows:Title>
      <ows:Abstract>Average year temperature in °Celsius across the period 2021-2022.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Source: The map is published on UNEP&apos;s South Sudan: First State of Environment and Outlook Report 2018 with a source identified as University of Maryland, 2018, no date indicated. The UNEP&apos;s report could be found &lt;a href=&quot;https://www.unenvironment.org/resources/report/south-sudan-first-state-environment-and-outlook-report-2018&quot; target=&quot;_blank&quot;&gt; here &lt;/a&gt; &lt;br&gt;&lt;br&gt;There are no reliable data on the extent of forests in South Sudan, since a detailed forest survey and inventory has never been carried out. Analyses based on remote sensing exist, which provide different estimates, but they have not been verified on the ground, so the accuracy of such products is unknown. The map is a satellite image that suggests the total area of tree cover in South Sudan is almost 20,000,000 ha (19,166,700 ha or 191,667 km2), which represents about 30 per cent of the country’s total land area (&lt;a href=&quot;https://www.cbd.int/doc/world/ss/ss-nr-05-en.pdf&quot; target=&quot;_blank&quot;&gt; MOE, 2015 &lt;/a&gt;). This includes natural forests and woodlands, tropical moist forests on the hills, in the mountains and in the Nile-Congo watershed, and forests in National Parks and game reserves.</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2014 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2014 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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    <Layer>
      <ows:Title>Yearly emissions of CO2 (short cycle organic Carbon) - 2000 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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Each pixel contains the estimated number of inhabitants living within a 100 m × 100 m cell. This gridded representation allows the analysis of population patterns and supports the derivation of population density values at different spatial scales.

This layer serves as an input for the project, supporting the identification of areas where higher population concentrations may increase the susceptibility of illegal dumping sites.</ows:Abstract>
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      <ows:Title>Average temperature of the 3 hottest months (1991-2020)</ows:Title>
      <ows:Abstract>Average temperature of the 3 hottest months per pixel in °Celsius across the period 1991-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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John W. Williams, Karyn Tabor. (2018). Novel and Disappearing Climates 2050 SRES A2 (Version 1) [Data set]. Zenodo. http://doi.org/10.5281/zenodo.1559299

Support for this project was provided by Conservation International, the Land Tenure Center at the University of Wisconsin, the Center for Climatic Research at the University of Wisconsin, and the Environment Program at the University of Wisconsin–Madison. This research has been funded in part by the Walton Family Foundation, the Gordon and Betty Moore Foundation, and a gift from Betty and Gordon Moore.</ows:Abstract>
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    <Layer>
      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2011-2020 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 2011 to 2020 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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    <Layer>
      <ows:Title>Yearly emissions of CH4 - 1970 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Title>Yearly emissions of CO2 (excluding short cycle organic Carbon) - 2010 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Abstract>This dataset show general agricultural suitability at a spatial resolution of 30 arc-second (~1km), considering rainfed conditions and irrigation on currently irrigated areas. The agricultural suitability represents for each pixel the maximum suitability value of considered 16 plants, including: We show a subset of the data that covers three time periods (1981-2010, 2011-2040, 2071-2100), as well as changes in agricultural suitability over the same periods.&lt;br&gt;&lt;br&gt;For futher details see: &lt;a href=&quot;http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0107522&quot;&gt;Zabel F., Putzenlechner B., Mauser W. (2014): Global agricultural land resources – a high resolution suitability evaluation and its perspectives until 2100 under climate change conditions&lt;/a&gt;&lt;br/&gt;&lt;br&gt;Data can also be downloaded from &lt;a href=&quot;http://geoportal-glues.ufz.de/stories/globalsuitability.html&quot;&gt;here&lt;/a&gt;.&lt;br/&gt;</ows:Abstract>
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      <ows:Title>Annual Precipitation [mm/year] (2041-2060) RCP4.5 - CIMP5</ows:Title>
      <ows:Abstract>Accumulated precipitation amount over 1 year [mm/year] for the period 2041-2060 based on RCP4.5.

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Abstract>Average year precipitations anomalies in mm across the period 2011-2020 calculated over the average precipitations per year in the period 1901-1920 (as close as possible to the pre-industrial era).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Date 2009-03-14.
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- i.landsat.toar for DN to kind of reflectance transformation in order to later perform supervised classification of the imageries.
- RGB raster map from bands 5-3-1.

Image downloaded from www.earthexplorer.usgs.gov.</ows:Abstract>
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      <ows:Title>Temperature Seasonality [standard deviation] (2041-2060) RCP4.5 - CIMP5</ows:Title>
      <ows:Abstract>Standard deviation of the monthly mean temperatures [standard deviation] for the period 2041-2060 based on RCP4.5.

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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    <Layer>
      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2015 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2015 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

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      <ows:Abstract>Average year temperature anomalies in °C across the period 2011-2020 calculated over the average temperature per year in the period 2001-2010.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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The Soil Adjusted Vegetation Index (SAVI) was calculated using the red and near-infrared bands of Sentinel-2, applying a soil brightness correction factor (L = 0.5).

Vegetation appears on the map starting from SAVI values of 0.26, representing low vegetation cover, and gradually increases up to 0.95, representing dense vegetation (dark green).

This layer serves as an input for the project, providing baseline information on vegetation cover to support the susceptibility assessment of illegal dumping sites.</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 1990-1999 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 1990 to 1999 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that covers the time interval from 1901 to 2018. Original data were subset and processed using QGIS at UNEP/GRID-Geneva. &lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
The dataset has been updated each year using newer versions of CRU TS input data, currently to the end of 2018 using a preliminary version of CRU TS 4.03 (0.5° resolution).

&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;
(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;
(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;
(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;
(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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    This map is the result of a global joint optimization of valuable biodiversity and carbon storage. This analysis collated distribution data for over 180000 terrestrial vertebrate and plant species globally, removing unsuitable areas using information on species&apos; habitat preferences and species&apos; known altitudinal limits or, where unknown, by removing anthropogenically modified land.
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   Given existing biases in taxonomic coverage for plant species, we calculated 10 representative sets of species, containing approximately 10% of species of each taxonomic group. For carbon we used the combined amount of above-ground and below-ground biomass carbon density and vulnerable soil organic carbon density. We then determined those areas globally that jointly contributed the most to biodiversity and carbon conservation if up to 10%, 20%, or 100% of the Earth were to be protected.
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    &lt;u&gt;References:&lt;/u&gt;
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    &lt;dt&gt;
      Jung, M., et al. (2020). Areas of global importance for terrestrial biodiversity, carbon, and water. BioRxiv. &lt;a href=&quot;https://www.biorxiv.org/content/10.1101/2020.04.16.021444v1&quot; target=&quot;_blank&quot;&gt;biorxiv.org/content/10.1101/2020.04.16.021444v1&lt;/a&gt;.
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      <ows:Title>Yearly emissions of N2O - 2018 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Abstract>&lt;span style=&quot;font-size:0.95em&quot;&gt;&lt;span style=&quot;font-size:1.1em&quot;&gt;&lt;b&gt;Description&lt;/b&gt;&lt;/span&gt; Rarity weighted richness is a measure that combines endemism and species richness of amphibians, birds, mammals, reptiles and a representative set of plant taxa in each 10 km cell. This index lowers the contribution of wide ranging species to overall species richness and highlights the areas that have a relatively high proportion of narrow‐range species. Species ranges were rasterised at 1 km resolution from polygon maps from the IUCN Red List (IUCN Red List of Threatened Species (2019) Version 2019.2. http://www.iucnredlist.org), the Global Assessment of Reptile Distributions (GARD) (Roll et al. (2017), Version 1.5, https://datadryad.org/stash/dataset/doi:10.5061/dryad.83s7k) and the Botanical Information and Ecology Network (BIEN) database (Enquist et al. 2019 and Maitner et al. 2017, version 4.1. http://bien.nceas.ucsb.edu/bien/biendata/). Additional vascular plant species ranges were created from point data from the IUCN Red List (IUCN Red List of Threatened Species (2019) Version 2019.2. http://www.iucnredlist.org), Botanic Gardens Conservation International (BGCI) (https://www.bgci.org/) and the Global Biodiversity Information Facility (GBIF) (https://www.gbif.org/). Species range maps were refined, when possible, by removing unsuitable areas using information on species’ habitat preferences and species&apos; known altitudinal limits. Habitats distributions were obtained from the global map of terrestrial habitat types (Jung et al. in prep), while altitudinal data was obtained from the Global Multi-resolution Terrain Elevation Data (GMTED2010) (USGS). This refinement process produced Areas of Habitat (AOH) maps for each species (Brooks et al. 2019).&lt;br&gt;&lt;br&gt;Each grid cell of the species’ AOH was then scored for range-size rarity (the proportion of the species’ AOH the cell represents; i.e. size of grid cell/AOH). The total score for each cell was calculated by summing scores across all the species whose AOH intersected with it. Higher values occur in cells with more species that have smaller ranges (i.e. both the number of species and the degree to which their ranges are restricted contribute to the range rarity score).&lt;br&gt;&lt;br&gt;NatureMap is currently soliciting feedback on the validity of this map at the national and sub-national levels. Please submit any comments via the &lt;a href=&quot;https://explorer.naturemap.earth/&quot; target=&quot;_blank&quot;&gt;Nature Map Explorer&lt;/a&gt;.&lt;br&gt;&lt;br&gt;&lt;b&gt;References&lt;/b&gt;&lt;br&gt;&lt;/&lt;span&gt;Brooks, T. M. et al. (2019). Measuring Terrestrial Area of Habitat (AOH) and Its Utility for the IUCN Red List. Trends in Ecology &amp; Evolution 34:977–986. &lt;a href=&quot;https://doi.org/10.1016/j.tree.2019.06.009&quot; target=&quot;_blank&quot;&gt;doi.org/10.1016/j.tree.2019.06.009&lt;/a&gt;.&lt;br&gt;&lt;br&gt;BGCI (2019). ThreatSearch online database. &lt;a href=&quot;www.bgci.org/threat_search.php&quot; target=&quot;_blank&quot;&gt;www.bgci.org/threat_search.php&lt;/a&gt;.&lt;br&gt;&lt;br&gt;Enquist, B.J. et al. (in prep.). Botanical big data shows that plant diversity in the New World is driven by climatic-linked differences in evolutionary rates and biotic exclusion.&lt;br&gt;&lt;br&gt;Jung, M. et al. (in prep). A global map of species terrestrial habitat types.&lt;br&gt;&lt;br&gt;Maitner, B.S. et al. (2017). The BIEN R package: A tool to access the Botanical Information and Ecology Network (BIEN) database. Methods in Ecology and Evolution; 9:373–379. &lt;a href=&quot;https://besjournals.onlinelibrary.wiley.com/doi/10.1111/2041-210X.12861&quot; target=&quot;_blank&quot;&gt;doi/10.1111/2041-210X.12861&lt;/a&gt;.&lt;br&gt;&lt;br&gt;Roll, U. et al. (2017), The global distribution of tetrapods reveals a need for targeted reptile conservation, Nature Ecology &amp; Evolution, 1: 1677–1682, &lt;a href=&quot;https://doi.org/10.1038/s41559-017-0332-2&quot; target=&quot;_blank&quot;&gt;doi.org/10.1038/s41559-017-0332-2&lt;/a&gt;.&lt;/span&gt;</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2022 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2022 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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The hydrological model used is the Continuum model (Silvestro et al. 2013 and 2015). It is a continuous, distributed and physically based hydrological model able to reproduce the spatial-temporal evolution of soil moisture, energy fluxes, surface soil temperature, evapotranspiration and discharge. Climate dataset used for the simulation of basin response are the W5E5 Global Meteorological dataset for present climate, and the ISIMIP3b Global Meteorological reanalysis dataset for the futurE climate. In order to generate flood hazard maps, resulting discharge estimates are input to an hydraulic model based on the Manning equation that compute channel uniform flow depth. This simplified approach fits to determine flood maps on large areas.</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2000-2009 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 2000 to 2010 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901 to 2018. Original data were subset and processed using QGIS at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
The dataset has been updated each year using newer versions of CRU TS input data, currently to the end of 2018 using a preliminary version of CRU TS 4.03 (0.5° resolution).

&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;
(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;
(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;
(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;
(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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&lt;br&gt;
More information on &lt;a href= &quot;http://trends.earth/docs/en/&quot; target=&quot;_blank&quot;&gt;Trends.Earth&lt;/a&gt;.
&lt;br&gt;
More information on &lt;a href=&quot;https://knowledge.unccd.int/topics/sustainable-development-goals-sdgs/sdg-indicator-1531&quot; target= &quot;_blank&quot;&gt;Land Degradation&lt;/a&gt;.
&lt;br&gt;
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&lt;br&gt; &lt;br&gt; 
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Direct Link to download:http://biodiversitymapping.org/wordpress/index.php/download/</ows:Abstract>
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      <ows:Title>Crops yield 2010 (FAO)</ows:Title>
      <ows:Abstract>The production yield for the main crops for the year 2010 is derived from the sub-theme &apos;Area, Yield and Production&apos; of the theme 5: &apos;Actual Yields and Production&apos; of GAEZ v4 of the FAO.

The sub-theme presents maps of the spatial distribution of harvested areas (1000 ha), production (1000 tons) and yield (t/ha) for 26 major crops/crop groups for 3-year averages of 1999-2001 (representing year 2000) and 2009–2011 (representing 2010). Together, these 26 crop commodities account for all recorded crop production of each delineated spatial allocation unit (i.e., a country) for which crop statistics were assembled. Yield and production are provided in fresh/harvested weight.</ows:Abstract>
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ocean, among other chemical properties of seawater, and as ASS levels drop the ability of
calcifying species such as corals and shelled invertebrates to create calcium carbonate
structures declines (S22). The global distribution of ASS values has been modeled at 1-
degree resolution for pre-industrial (circa 1870) and modern times (2000-2009) (S23).
KNB used the difference between these values as an estimate of the human-derived driver of
changes in ocean acidification. Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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    <Layer>
      <ows:Title>Average year temperature anomalies (2021-2022) over 1991-2020 climatology</ows:Title>
      <ows:Abstract>Average year temperature anomalies in °Celsius across the period 2021-2022 calculated over the average temperatures per year in the period 1991-2020 (climatology).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Objective 1. To present projections of coral bleaching conditions (i.e., exposure to the primary climate threat to coral reefs) and potential adaptation at a spatial scale that enables use of the data in management and conservation planning and in support of other decisions influencing coral reefs and reef use.

Objective 2. To evaluate the implications of the Paris Agreement as well as failure to achieve its goal, by comparing the projected timing of annual severe bleaching between Shared Socioeconomic Pathways SSP5-8.5 and SSP2-4.5.

Data source used: Intergovernmental Panel on Climate Change (IPCC) Coupled Model Interpolation Project Phase 6 (CMIP6) model outputs for sea surface temperature (https://www.ipcc-data.org/), combined with United States National Oceanic and Atmospheric Administration (NOAA) CoralTemp data from NOAA Coral Reef Watch (https://www.coralreefwatch.noaa.gov/product/5km/index_5km_sst.php).</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 1991-2000 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 1991 to 2000 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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Combination of climate related / environmental variables:
- Elevation;
- Coastal slope;
- Land roughness;
- Distance from the shoreline;
- Ecosystem health.

Area: Morocco
Child Project: SCCF

Source: GEF-MedProgramme</ows:Abstract>
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      <ows:Title>Areas of Global Significance for Biodiversity Conservation, Carbon Storage, and Water Provision</ows:Title>
      <ows:Abstract>&lt;span style=&quot;font-size:1em&quot;&gt;
This map is the result of a global joint optimization of valuable biodiversity, carbon storage and water regulation. This analysis collated distribution data for over 180000 terrestrial vertebrate and plant species globally, removing unsuitable areas using information on species&apos; habitat preferences and species&apos; known altitudinal limits or, where unknown, by removing anthropogenically modified land.
&lt;br /&gt;
&lt;br /&gt;
Given existing biases in taxonomic coverage for plant species, we calculated 10 representative sets of species, containing approximately 10% of species of each taxonomic group. For carbon we used the combined amount of above-ground and below-ground biomass carbon density and vulnerable soil organic carbon density. For water we took potential water regulation outputs from the WaterWorld model normalized by water basin. We then determined those areas globally that jointly contributed the most to biodiversity, carbon and water conservation if up to 10%, 20%, or 100% of the Earth were to be protected.
&lt;br&gt;
&lt;br&gt;
&lt;u&gt;References:&lt;/u&gt;
&lt;ul&gt;
&lt;li&gt;
Jung, M., et al. (2020). Areas of global importance for terrestrial biodiversity, carbon, and water. BioRxiv. &lt;a href=&quot;https://www.biorxiv.org/content/10.1101/2020.04.16.021444v1&quot; target=&quot;_blank&quot;&gt;biorxiv.org/content/10.1101/2020.04.16.021444v1&lt;/a&gt;.
&lt;/li&gt;
&lt;/ul&gt;
&lt;/span&gt;</ows:Abstract>
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      <ows:Title>Central Congo Basin non-peat-forming forest probability (2022)</ows:Title>
      <ows:Abstract>Metadata for files in the zip archive:
Crezee_2022_Central_Congo_Peat_Probability_Layers.zip

This folder contains 5 probability layers, the output of 1000 classification
runs using a random 2/3 subset of training data, that was used to produce the 
peatland extent estimates and probability map (Figure 1b) in:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This folder contains 5 layers:
	- Probability_2022_HardwoodDominatedPeatSwamp.tif
	- Probability_2022_PalmDominatedPeatSwamp.tif
	- Probability_2022_NonPeatFormingForest.tif
	- Probability_2022_Savanna.tif
	- Probability_2022_Water.tif

Each layer has pixel values from 0-1000, representing the number of times that class
was given as the most likely class for that pixel in 1000 Maximum Likelihood classifications
using a random 2/3 subset of the training data.

For example, a value of 995 in the Probability_2022_Water.tif file means that in 995 of the 1000
runs this pixel was mapped as &apos;water&apos;. Conversely, a value of 4 in the Probability_2022_Savanna.tif
would mean that that pixel was only mapped as savanna 4 times in the 1000 runs.

As an approximation, dividing these values by 1000 gives the probability that that pixel
contains a majority of vegetation of that class.

Total peat swamp forest probability is obtained by summing the probabilities of the hardwood and 
palm-dominated peat swamp forest files.

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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&lt;div class=&quot;p1&quot;&gt;&lt;p&gt;This map provides area-based estimates of at least 75 habitat types at ~100m resolution, placing it among some of the most comprehensive global maps of habitats that can be used for biodiversity assessments.The map follows the thematic legend of habitat classes as defined by the IUCN habitat classification system and maps as many terrestrial, freshwater and marine habitats as possible at global scale.&lt;/p&gt;&lt;p&gt;To create the habitat type map we used land-cover data from the Copernicus land-cover product as well as the most recent data for the world&apos;s climatic zones based on the global Köppen-geiger climate classification system and the distribution of biomes. We relied on ancillary datasets describing the global distribution of mountains, wetlands, intertidal zones or mangroves as well as currently best available global datasets on human pressures.&lt;/p&gt;&lt;p&gt;&lt;u&gt;See:&lt;/u&gt;&lt;ul&gt;&lt;li&gt;Jung, M., Dahal, P.R., Butchart, S.H.M., Donald, P.F., De Lamo, X., Lesiv, M., Kapos, V., Rondinini, C., Visconti, P., (2020). A global map of terrestrial habitat types. Sci. Data 7, 256. &lt;a href=&quot;https://www.nature.com/articles/s41597-020-00599-8&quot; target=&quot;_blank&quot;&gt;www.nature.com/articles/s41597-020-00599-8.&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/p&gt;&lt;/div&gt;</ows:Abstract>
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      <ows:Abstract>Average year temperature anomalies in °Celsius across the period 2001-2010 calculated over the average temperatures per year in the period 1901-1920 (as close as possible to the pre-industrial era).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>This analysis of 35 years’ worth of satellite data (at approximately 25 square kilometer resolution at the equator) provides a comprehensive record of global land-change dynamics during the period 1982–2016. Contrary to the prevailing view that forest area has declined globally — tree cover has increased by 2.24 million km2 (+7.1% relative to the 1982 level), largely the result of a net loss in the tropics being outweighed by a net gain in the extratropics. Global bare ground cover has decreased by 1.16 million km2 (−3.1%), most notably in agricultural regions in Asia. Of all land changes, 60% are associated with direct human activities and 40% with indirect drivers such as climate change. Land-use change exhibits regional dominance, including tropical deforestation and agricultural expansion, temperate reforestation or afforestation, cropland intensification and urbanization. Consistently across all climate domains, montane systems have gained tree cover and many arid and semi-arid ecosystems have lost vegetation cover.&lt;br&gt;&lt;br&gt;For full details see: &lt;a href=&quot;https://doi.org/10.1038/s41586-018-0411-9&quot;&gt;Song, X.-P., Hansen, M.C., Stehman, S.V., Potapov, P.V., Tyukavina, A., Vermote, E.F., Townshend, J.R., 2018. Global land change from 1982 to 2016. Nature 1&lt;/a&gt;&lt;br/&gt;.</ows:Abstract>
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      <ows:Abstract>This digitial elevation model (DEM) is derived from CGIAR-CSI SRTM v4.1 and ASTER GDEM v2 data products, and has been processed and mergedm inculding void-filling and smoothing of irregularities, to provide continuous coverage of ~91% of the globe.&lt;br&gt;&lt;br&gt;For full processing and merging methodology see: &lt;a href=&quot;https://www.sciencedirect.com/science/article/abs/pii/S0924271613002360&quot;target=&quot;_blank&quot;&gt;Robinson et al. (2014)&lt;/a&gt;.&lt;br/&gt;&lt;br&gt;Data can also be downloaded from &lt;a href=&quot;http://www.earthenv.org/DEM&quot;target=&quot;_blank&quot;&gt;EarthEnv&lt;/a&gt;.&lt;br/&gt;&lt;br&gt;This data available under a &lt;a href=&quot;https://creativecommons.org/licenses/by/4.0/&quot;target=&quot;_blank&quot;&gt;Creative Commons Attribution 4.0 International License&lt;/a&gt; and is provided without any warranty of any kind whatsoever, either express or implied, including warranties of merchantability and fitness for a particular purpose. The creators of the product shall not be liable for incidental, consequential, or special damages arising out of the use of any data.&lt;br/&gt;</ows:Abstract>
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Data are provided by the Montana State University for South America, Africa and Asia separately, and have been merged into a single dataset here.

License information: CC-4.0 Attribution.</ows:Abstract>
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Source:
Food and Agricultural Organization of The United Nations (FAO)

Data Source:
http://www.fao.org/global-soil-partnership/pillars-action/4-information-and-data/global-soil-organic-carbon-gsoc-map/en/</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 1960-1969 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 1960 to 1969 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901 to 2018. Original data were subset and processed using QGIS at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
The dataset has been updated each year using newer versions of CRU TS input data, currently to the end of 2018 using a preliminary version of CRU TS 4.03 (0.5° resolution).

&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;
(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;
(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;
(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;
(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Metadata for the file:
Crezee_2022_Smoothed_7x7_Classification_Most_likely_class.tif

This file is a simplified version of the map presented in Figure 1b of 
the paper:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This raster file is a smoothed version of the landcover classification map.
 
For each pixel, the most likely class is displayed, based on the highest probability 
obtained from the 5 landcover classes presented in the 
Crezee_2022_Central_Congo_Peat_Probability_Layers.zip archive.

The class values are:
	0. No data
	1. Open water
	2. Savanna
	3. Non-peat forming forest (Terra firme and seasonally inundated forest)
	4. Palm-dominated peat swamp forest
	5. Hardwood-dominated peat swamp forest

Only class 4 and 5 are associated with the presence of peat. 
Total peatland area extent is obtained by summing class 4 and 5 areas.

The speckle inherent in the classification was reduced through the use of a 7x7 
majority filter, whereby the central pixel in a moving 7x7 window was replaced by the 
most common pixel type found in that window. 

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Title>Annual Mean Temperature - Climatology (1979-2013) [°C/10]</ows:Title>
      <ows:Abstract>Mean annual daily mean air temperatures averaged over 1 year [°C/10].

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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Direct Link to download:http://biodiversitymapping.org/wordpress/index.php/download/</ows:Abstract>
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The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

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      <ows:Title>Selyaninov&apos;s Hydrothermic Coefficient (1979-2013) - CHELSA</ows:Title>
      <ows:Abstract>Unit=(kg/m^2/10)/Celsius 

The Selyaninov&apos;s Hydrothermic Coefficient (shc) describes moistening conditions. Unlike precipitation measurements, shc takes into account temperature-related vaporability. shc is calculated using the following formula: the amount of precipitation during the period in which air temperatures are above + 5°C is divided by the sum of average daily temperatures for the same period reduced to its tenth part (Selyaninov, 1937). On the whole, shc values over 1 are typical of normal or excessive moistening, while those less than 1 are typical of moistening insufficient for basic cultivated crops. 

This dataset is provided by CHELSA.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Title>Average year temperature (2001-2010)</ows:Title>
      <ows:Abstract>Average year temperature in °Celsius across the period 2001-2010.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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Downscaled Future Climate Scenarios 2.5-minute resolution, 2009. This is a product of Conservation International based on techniques developed in collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin. Additional support provided by the National Center of Ecological Analysis and Synthesis. http://futureclimates.conservation.org (accessed: 06/03/19)</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2021-2022 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 2021 to 2022 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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      <ows:Title>Climate Exposure</ows:Title>
      <ows:Abstract>The map displays total exposure to climate at province level scale using the first administrative division polygon files from the Global Administrative Areas database version 2.8. 
The map retains the five exposure categories of low to high exposure (1 to 5) based on the k-median clustering algorithm. The median climate exposure score for each administrative division is determined with spatial analysis in ArcGIS. These median scores are then clustered into five categories of low to high exposure using the k-median algorithm contained in Stata.

The climate exposure portion of this study aims to identify places most likely vulnerable to a combination of climate hazards. Geographic location makes some countries more susceptible to climate hazards. Within countries, some areas, such as the coasts, have more exposure to certain kinds of climate hazards. This study assesses climate hazard exposure using historical data on the frequency and magnitude of six hazards, including cyclones, flood events, wildfire events, rainfall anomalies, and chronic aridity. The sixth hazard is a measure of low-elevation coastal zones, which may be susceptible to storm surges and future sea-level rise.
The goal is to identify places that in the recent historical record have faced high exposure to climaterelated hazards. This seeks to get a snapshot of places of chronic  concern over a long enough time period to say that these are places that have been historically affected by climate-related hazards. The indicators included here use the most recent data available. Some of these indicators, like cyclones, have longerterm data available, while others like floods have data for fewer years. In all cases, this project uses the most recent and broadest set of years for which global data are available to get the best snapshot of climate exposure in the recent past, as close as possible to the present.

This &lt;a href=&quot;https://pdf.usaid.gov/pdf_docs/PA00TBFH.pdf&quot;target=_blank&gt;document&lt;/a&gt; outlines the process of mapping individual climate hazards, the rationale for including particular indicators, and the process of calculating total climate exposure.</ows:Abstract>
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      <ows:Abstract>This is the cumulative human impact based on raw stressors for the year 2013 (Halpern et al. 2015. Spatial and temporal changes in cumulative human impacts on the world&apos;s ocean.). The cumulative human impact for the year 2013 is the sum of all normalized stressor data adjusted for habitat/pressure vulnerability. List of stressor data: artisanal_fishing, demersal_destructive_fishing, demersal_nondest_high_bycatch, demersal_nondest_low_bycatch, inorganic, invasives, night_lights, ocean_acidification, ocean_pollution, oil_rigs, pelagic_high_bycatch, pelagic_low_bycatch, plumes_fert, plumes_pest, population, shipping, slr, sst, uv.

Cumulative human impact from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: pressure and cumulative impacts data (2013, all pressures). Knowledge Network for Biocomplexity. doi:10.5063/F15718ZN.&quot;</ows:Abstract>
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      <ows:Title>Temperature change trend (2001-2010)</ows:Title>
      <ows:Abstract>Trend of year temperatures change in &apos;°C per year&apos; across the period 2001-2010.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Human pressures</ows:Title>
      <ows:Abstract>&lt;span style=&quot;font-size:1em&quot;&gt;
  This maps shows the spatial distribution of combined pressures on biodiversity, water provisioning services, and carbon (in biomass and soils) at a global scale. We selected a number of existing datasets which best represented pressures on these 3 components, including:
  &lt;ul&gt;
    &lt;li&gt;
    The Human Footprint (HFP)(Venter et al. 2009);
    &lt;/li&gt;
    &lt;li&gt;
      Data derived from the top five weighted water security risk factors obtained from Vörösmarty et al. (2010), aggregated within HydroBASINS (level 5) catchments (Lehner and Grill, 2013);
    &lt;/li&gt;    
    &lt;li&gt;
      Data on the number and intensity of active fires (MODIS), and climate change risk, based on the estimated difference between average annual future temperature for the reference year 2050 and mean annual historic temperature (1970 – present)(Karger et al. 2017).
    &lt;/li&gt;
  &lt;/ul&gt;
  These three layers are combined to illustrate broad scale patterns of cumulative human pressures and ascertain where the intrinsic values of nature are most at risk.
  &lt;br /&gt;
  &lt;br /&gt;
  &lt;u&gt;See:&lt;/u&gt;
  &lt;ul&gt;
    &lt;li&gt;
      UNEP-WCMC (2020). Human pressures on biodiversity, water and carbon. Cambridge, UK.
    &lt;/li&gt;
  &lt;/ul&gt;
  &lt;u&gt;Other References:&lt;/u&gt;
  &lt;ul&gt;
    &lt;li&gt;
    Karger, D.N. et al. (2017) Climatologies at high resolution for the earth&apos;s land surface areas. Scientific Data 4, 170122. &lt;a href=&quot;https://doi.org/10.1038/sdata.2017.122.&quot; target=&quot;_blank&quot;&gt;doi.org/10.1038/sdata.2017.122.&lt;/a&gt;
    &lt;/li&gt;
    &lt;li&gt;
      Lehner, B. and Grill G. (2013): Global river hydrography and network routing: baseline data and new approaches to study the world&apos;s large river systems. Hydrological Processes, 27(15): 2171–2186. Data is available at &lt;a href=&quot;www.hydrosheds.org&quot;&gt;www.hydrosheds.org.&lt;/a&gt;
    &lt;/li&gt;
    &lt;li&gt;
      Venter, O., Sanderson, E. W., Magrach, A., et al. (2016). Global terrestrial Human Footprint maps for 1993 and 2009. Scientific Data, 3, 160067. &lt;a href=&quot;https://doi.org/10.1038/sdata.2016.67.&quot; target=&quot;_blank&quot;&gt;doi.org/10.1038/sdata.2016.67.&lt;/a&gt;
    &lt;/li&gt;
    &lt;li&gt;
      Vörösmarty, C., McIntyre, P., Gessner, M. et al. (2010). Global threats to human water security and river biodiversity. Nature, 467(7315), 555–561. &lt;a href=&quot;https://doi.org/10.1038/nature09440.&quot; target=&quot;_blank&quot;&gt;doi.org/10.1038/nature09440.&lt;/a&gt;
    &lt;/li&gt;
  &lt;/ul&gt;
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      <ows:Title>Precipitation seasonality - Climatology (1973-2013) [coefficient of variation]</ows:Title>
      <ows:Abstract>The Coefficient of Variation is the standard deviation of the monthly precipitation estimates expressed as a percentage of the mean of those estimates (i.e. the annual mean).

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Abstract>Future climate projections from the World Climate Research Programme&apos;s (WCRP&apos;s) CMIP3 multi-model dataset downscaled using the Worldclim 2.5-minute 20th century climate dataset. The CMIP3 multi-model datasets were used for the IPCC 4th Assessment Report. The B1 scenario assumes the most ecologically friendly future. The A1B scenario assumes future energy sources will be balanced between fossil-intensive and non-fossil energy sources. The A2 scenario is characterized by a future world still heavily dependent on fossil fuel consumption. All models are historical and future climate simulations collected from leading modeling centers around the world. The original model simulations are collected and achieved by the Program for Climate Model Diagnosis and Intercomparison (PCMDI) to create the World Climate Research Programme&apos;s (WCRP&apos;s) phase 3 of the Coupled Model Intercomparison Project (CMIP3) multi-model dataset. The downscaled data were produced by Conservation International through collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin and support from the National Center of Ecological Analysis and Synthesis.
&lt;br&gt;
Downscaled Future Climate Scenarios 2.5-minute resolution, 2009. This is a product of Conservation International based on techniques developed in collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin. Additional support provided by the National Center of Ecological Analysis and Synthesis. http://futureclimates.conservation.org (accessed: 06/03/19)</ows:Abstract>
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&lt;div class=&quot;p1&quot;&gt;&lt;p&gt;This dataset provides a spatially explicit estimation of above- and below-ground terrestrial live biomass carbon density. The map was produced by combining the most reliable publicly-available datasets on biomass carbon. These datasets were selected based on a literature review of existing datasets on biomass carbon in terrestrial ecosystems, and evaluated against a criteria based on resolution, accuracy, biomass definition and reference date. The selected datasets were then overlaid with the Copernicus land cover dataset (Buchhorn et al. 2019) assigning to each grid cell the corresponding above-ground biomass value from the biomass map that was most appropriate for the grid cell&apos;s land cover type. Below-ground biomass was added by using root-to-shoot ratios from the 2006 IPCC guidelines for National Greenhouse Gas Inventories. The values of the resulting map (in tonnes of dry organic matter per hectare) were multiplied by 0.5 to convert to carbon, following the guidelines established in the IPCC Good Practice Guidance for Land Use, Land-Use Change and Forestry (Penman et al. 2003).&lt;/p&gt;&lt;p&gt;&lt;u&gt;See:&lt;/u&gt;&lt;ul&gt;&lt;li&gt;García-Rangel, S. et al. (In prep.) Global distribution of natural carbon stocks potentially vulnerable to land use changes References.&lt;/li&gt;&lt;/ul&gt;&lt;/p&gt;&lt;p&gt;&lt;u&gt;Other References:&lt;/u&gt;&lt;ul&gt;&lt;li&gt;Buchhorn, M. ; Smets, B. ; Bertels, L. ; De Roo, B. ; Lesiv, M. ; Tsendbazar, N. - E. ; Herold, M. ; Fritz, S. Copernicus Global Land Service: Land Cover 100m: collection 3: epoch 2015: Globe 2020. DOI 10.5281/zenodo.3939038.&lt;/li&gt;&lt;li&gt;Penman J et al. (2003) Good practice guidance for land use, land-use change and forestry. Kanagawa Prefecture: Institute for Global Environmental Strategies.&lt;/li&gt;&lt;/ul&gt;&lt;/p&gt;&lt;/div&gt;</ows:Abstract>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Abstract>Key Biodiversity Areas (KBA) are &apos;sites contributing significantly to the global persistence of biodiversity’, in terrestrial, freshwater and marine ecosystems. 
&lt;br&gt;
The Global Standard for the Identification of Key Biodiversity Areas (IUCN 2016) sets out globally agreed criteria for the identification of KBAs worldwide. The KBA Standard establishes a consultative, science-based process for KBA identification, founded on the consistent application of global criteria with quantitative thresholds that have been developed through an extensive consultation exercise spanning several years. The Standard is also available in French and Spanish.
&lt;br&gt;
Sites qualify as global KBAs if they meet one or more of 11 criteria, clustered into five categories: threatened biodiversity; geographically restricted biodiversity; ecological integrity; biological processes; and, irreplaceability. The KBA criteria can be applied to species and ecosystems in terrestrial, inland water and marine environments. Although not all KBA criteria may be relevant to all elements of biodiversity, the thresholds associated with each of the criteria may be applied across all taxonomic groups (other than micro-organisms) and ecosystems.
&lt;br&gt;
The KBA identification process is a highly inclusive, consultative and bottom-up exercise. Although anyone with appropriate scientific data may propose a site to qualify as a KBA, consultation with stakeholders at the national level (both non-governmental and governmental organizations) is required during the proposal process. KBA identification should build off the existing network of KBAs (including Important Bird and Biodiversity Areas and Alliance for Zero Extinction sites) and new data should seek to strengthen and expand the network of these sites. Any site proposal must undergo independent scientific review. This is followed by the official site nomination with full documentation meeting the Documentation Standards for KBAs. Sites confirmed by the KBA Secretariat to qualify as KBAs then appear on this website.
&lt;br&gt;
The consultation process to develop A Global Standard for the Identification of Key Biodiversity Areas was led by the IUCN WCPA-SSC Joint Task Force on Biodiversity and Protected Areas. It involved a Framing workshop; technical workshops on Criteria and Delineation, quantitative Thresholds, and Governance of the process to identify KBAs; a second Governance meeting; 14 separate regional consultations held around the world; and interviews with end users of KBA data. A first public consultation draft was posted in 2014, generating more than 1200 comments and responses. The second consultation draft on the Standard was posted in 2015, generating an additional 600 comments and responses. More information on the consultation process to develop the KBA Standard can be found on the Joint Task Force website.</ows:Abstract>
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      <ows:Abstract>Metadata for files in the zip archive:
Crezee_2022_Central_Congo_Peat_Probability_Layers.zip

This folder contains 5 probability layers, the output of 1000 classification
runs using a random 2/3 subset of training data, that was used to produce the 
peatland extent estimates and probability map (Figure 1b) in:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

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This folder contains 5 layers:
	- Probability_2022_HardwoodDominatedPeatSwamp.tif
	- Probability_2022_PalmDominatedPeatSwamp.tif
	- Probability_2022_NonPeatFormingForest.tif
	- Probability_2022_Savanna.tif
	- Probability_2022_Water.tif

Each layer has pixel values from 0-1000, representing the number of times that class
was given as the most likely class for that pixel in 1000 Maximum Likelihood classifications
using a random 2/3 subset of the training data.

For example, a value of 995 in the Probability_2022_Water.tif file means that in 995 of the 1000
runs this pixel was mapped as &apos;water&apos;. Conversely, a value of 4 in the Probability_2022_Savanna.tif
would mean that that pixel was only mapped as savanna 4 times in the 1000 runs.

As an approximation, dividing these values by 1000 gives the probability that that pixel
contains a majority of vegetation of that class.

Total peat swamp forest probability is obtained by summing the probabilities of the hardwood and 
palm-dominated peat swamp forest files.

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Abstract>The Coefficient of Variation is the standard deviation of the monthly precipitation estimates expressed as a percentage of the mean of those estimates (i.e. the annual mean) for the period 2041-2060 based on RCP4.5.

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Title>Central Congo Basin palm-dominated peat swamp forest probability (2022)</ows:Title>
      <ows:Abstract>Metadata for files in the zip archive:
Crezee_2022_Central_Congo_Peat_Probability_Layers.zip

This folder contains 5 probability layers, the output of 1000 classification
runs using a random 2/3 subset of training data, that was used to produce the 
peatland extent estimates and probability map (Figure 1b) in:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This folder contains 5 layers:
	- Probability_2022_HardwoodDominatedPeatSwamp.tif
	- Probability_2022_PalmDominatedPeatSwamp.tif
	- Probability_2022_NonPeatFormingForest.tif
	- Probability_2022_Savanna.tif
	- Probability_2022_Water.tif

Each layer has pixel values from 0-1000, representing the number of times that class
was given as the most likely class for that pixel in 1000 Maximum Likelihood classifications
using a random 2/3 subset of the training data.

For example, a value of 995 in the Probability_2022_Water.tif file means that in 995 of the 1000
runs this pixel was mapped as &apos;water&apos;. Conversely, a value of 4 in the Probability_2022_Savanna.tif
would mean that that pixel was only mapped as savanna 4 times in the 1000 runs.

As an approximation, dividing these values by 1000 gives the probability that that pixel
contains a majority of vegetation of that class.

Total peat swamp forest probability is obtained by summing the probabilities of the hardwood and 
palm-dominated peat swamp forest files.

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Abstract>The Biodiversity Intactness Index is the modeled average abundance of originally-present species, relative to their abundance in an intact ecosystem.
Please refer to Newbold et al. (2016) for all details.

Citations:
Article:
Newbold T, Hudson LN, Arnell AP, Contu S, De Palma A, Ferrier S, Hill SL, Hoskins AJ, Lysenko I, Phillips HR, Burton VJ, Chng CW, Emerson S, Gao D, Pask-Hale G, Hutton J, Jung M, Sanchez-Ortiz K, Simmons BI, Whitmee S, Zhang H, Scharlemann JP, Purvis A. Has land use pushed terrestrial biodiversity beyond the planetary boundary? A global assessment. Science. 2016 Jul 15;353(6296):288-91. doi: 10.1126/science.aaf2201. PMID: 27418509.
Dataset
Tim Newbold; Lawrence Hudson; Andy Arnell; Sara Contu et al. (2016). Global map of the Biodiversity Intactness Index, from Newbold et al. (2016) Science [Data set]. Natural History Museum. https://doi.org/10.5519/0009936</ows:Abstract>
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      <ows:Abstract>Please visit bit.ly/1lMJ9zj for full information before downloading.
These data is one version of the GIS global mangrove database (MFW). The database is 30 m pixel with global coverage annually for 2000 to 2014. This layer shows the information concerning the year 2000. Data are mangrove loss in the mangrove biome since 2000 as defined by MFW.

CGMFC-21 provides high resolution local, regional, national, and global estimates of annual mangrove forest levels using continuous data from 2000 through to 2012 with the goal of driving mangrove research questions pertaining to biodiversity, climate change, food security, livelihoods, fisheries support, and conservation that have been hindered until now by a lack of suitable data. CGMFC-21 provides the required spatiotemporal resolutions to not only set REDD baseline measures globally in a systematic manner, but also to account for forest degradation as well as deforestation on an annual basis. Countries showing relatively high levels of 21st Century mangrove loss include Myanmar, Guatemala, Malaysia, Cambodia, and Indonesia. Many nations that have reported mangrove deforestation in earlier periods such as Ecuador, Bangladesh and Nigeria, have stabilized their mangrove levels during this period. Indonesia remains by far the largest mangrove holding nation containing between 26.16% and 28.50% of the global mangrove area with a deforestation rate of between 0.26% and 0.63% annually. Global mangrove deforestation continues but at a much reduced rate of between 0.16% and 0.39% annually. Annual mangrove deforestation is now close to zero in the Americas, Africa, and Australia as well as in selected Ramsar sites and protected areas. The global mangrove deforestation pattern during the 21st Century is one of decreasing rates of deforestation, with many nations essentially stable, with the exception of the largest mangrove holding region of Southeast Asia.

(2015-09-01)

Hamilton, S. E., &amp; Casey, D. (2016). Creation of a high spatio-temporal resolution global database of continuous mangrove forest cover for the 21st century (CGMFC-21). Global Ecology and Biogeography, 25(6), 729-738. doi:10.1111/geb.1244. doi: 10.1111/geb.1244</ows:Abstract>
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      <ows:Abstract>Metadata for the file:
Crezee_2022_Uncertainty_Peat_thickness_RF_100runs.tif

This is the file used to create Figure 3b of the paper:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This is a raster file representing relative uncertainty (in %) around the median peat 
thickness estimate (Fig. 3a of the paper). 

For each pixel, the width of the 95% confidence interval was calculated from 100 peat
thickness estimates by substracting the 2.5th from the 97.5th percentile. Relative
uncertainty was then calculated as Â± half the width of the 95% confidence interval, 
expressed as percentage of the median peat thickness estimate. 


----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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Credit: GIS processing International Centre for Geohazards (NGI).</ows:Abstract>
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      <ows:Title>Illegal Dumping Susceptibility in Keur Massar Senegal in 2025 (weighted)</ows:Title>
      <ows:Abstract>This map shows the weighted illegal dumping susceptibility across the three communes of Keur Massar (Malika, Keur Massar, and Yeumbeul Nord) in Dakar, Senegal. The map was produced in 2025 as part of a research project using multi-criteria analysis at UNEP/GRID Geneva.

The map represents a weighted combination of several positively correlated criteria with illegal dumping: proximity to water edges, vegetation areas, bare soil areas, population density (2025), land surface temperature, market areas, areas around PRNs, and a social perception criterion derived from a survey of students living in the three communes. Waste collection routes, which are negatively correlated with illegal dumping, are also included.

Weights for each criterion were determined using the Analytic Hierarchy Process (AHP). The relative importance of the criteria was established based on the student surveys and scientific literature. A pairwise comparison matrix was then created to calculate the weights. Each criterion raster was multiplied by its corresponding weight, and the weighted rasters were summed to produce the final map.

All criteria were rasterized when necessary and normalized before weighting. The Focal Statistics tool was applied with a radius of 7 pixels to smooth the results and reduce local noise.

The susceptibility levels are visualized using a color scale: dark green (very low, ≤ 0.19), light green (low, ≤ 0.24), beige (medium, ≤ 0.27), orange (high, ≤ 0.31), and red (very high, ≤ 0.42). This output provides a comprehensive overview of spatial susceptibility patterns for illegal dumping, supporting targeted interventions and planning.</ows:Abstract>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

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      <ows:Abstract>This layer shows the average values over the 1971 to 1980 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2013 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2013 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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The original dataset has been generated using the Trends.Earth model to asses Land Degradation according to the UN Metadata Guideline for SDG.
&lt;br&gt;&lt;br&gt;
More information on &lt;a href= &quot;http://trends.earth/docs/en/&quot; target=&quot;_blank&quot;&gt;Trends.Earth&lt;/a&gt;.
&lt;br&gt;
More information on &lt;a href=&quot;https://knowledge.unccd.int/topics/sustainable-development-goals-sdgs/sdg-indicator-1531&quot; target= &quot;_blank&quot;&gt;Land Degradation&lt;/a&gt;.
&lt;br&gt;
More information on &lt;a href=&quot;https://unstats.un.org/sdgs/metadata/files/Metadata-15-03-01.pdf&quot; target=&quot;_blank&quot;&gt;SDG15.3.1&lt;/a&gt;.
&lt;br&gt; &lt;br&gt; 
Generated using the GEOEssential VLab</ows:Abstract>
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      <ows:Abstract>Global Emissions CO 1990 - EDGARD


Global Emissions EDGAR v4.3.1 (January 2016)

In EDGARv4.3.1 emissions are calculated for gaseous and particulate air pollutants per sector and country. For the energy related sectors the activity data are mainly based on the energy balance statistics of IEA (2014)

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Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Livestock distribution data contained in GAEZ v4 were provided by the 30 arc-second resolution raster maps of the Gridded Livestock of the World database (GLW 2.01; released in May 2014). The GLW includes separate layers with the number of cattle, sheep, goats, pigs and poultry. The example included in the portal refers to ruminant (cattle, sheep, goats) livestock density and can, for instance, be used to compute land requirements for grazing livestock and to estimate the amount of grass/shrub land that may be available for other uses.</ows:Abstract>
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      <ows:Title>Yearly emissions of CH4 - 1990 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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      <ows:Title>Average year temperature anomalies (1991-2000) against 1901-1920</ows:Title>
      <ows:Abstract>Average year temperature anomalies in °Celsius across the period 1991-2000 calculated over the average temperatures per year in the period 1901-1920 (as close as possible to the pre-industrial era).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Albedo Autumn 2019 (Copernicus)</ows:Title>
      <ows:Abstract>Unit: ratio of the solar radiation reflected by a surface to the total incoming solar radiation, usually measured between 0 (all incident radiation absorbed) and 1 (all incident radiation refleted).
Surface albedo quantifies the fraction of the sunlight reflected by the surface of the Earth. The present layer represents the black-sky albedo (directional albedo), which is considered as an Essential Climate Variable by the Global Climate Observing System (GCOS). Surface albedo is a sensitive indicator of environmental vulnerability making it a key element required by climate, biogeochemical, hydrological, and weather forecast models. 
It has a spatial resolution of 1km and is available from the Copernicus Global Land Service (https://land.copernicus.eu/global/products/sa) as netCDF files (technical documentation available at https://land.copernicus.eu/global/sites/cgls.vito.be/files/products/CGLOPS1_PUM_SA1km-V1_I1.40.pdf. The present raster is the broadband directional albedo over full spectrum [0.3-4µm]. It is the average of the various albedo files available in autumn 2019 (3 September 2019, 13 September 2019, 23 September 2019, 3 October 2019, 13 October 2019, 24 October 2019, 3 November 2019, 13 November 2019 and 23 November 2019), then transformed into a geotiff in order to display and example of albedo reflectance in autumn.</ows:Abstract>
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Credits: Pesaresi M., Politis P. (2023): GHS-BUILT-S R2023A - GHS built-up surface grid, derived from Sentinel2 composite and Landsat, multitemporal (1975-2030)European Commission, Joint Research Centre (JRC)
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      <ows:Abstract>Average year temperature anomalies in °Celsius across the period 1991-2000 calculated over the average temperatures per year in the period 1991-2020 (climatology).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Credit: GIS processing International Centre for Geohazards (NGI).</ows:Abstract>
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Data derived from: Hansen, M.C., et al. 2013. High-Resolution Global Maps of 21st-Century Forest Cover Change. Science 342, 850–853. 10.1126/science.1244693 

Created as part of the GEF-funded Global Support to Sixth National Report Project in collaboration with the NASA-funded Forest Integrity Project.</ows:Abstract>
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      <ows:Title>Population density map 2018 based on HRSL, GSHL and the World Population Prospect 2019</ows:Title>
      <ows:Abstract>Population density map for 2018 at 30arcsec resolution. 
&lt;br&gt;&lt;br&gt;
The layer integrates data from the High Resolution Settlement Layer (HRSL) - META (originally Facebook), the Global Human Settlement Layer (GHSL) - JRC, and the national population count for 2018 reported on the World Population Prospects 2019.
&lt;br&gt;&lt;br&gt;
Using the country borders (level 0) of the UN Cartographic Section 2020 (BNDA_CTY), countries with full data coverage from HRSL use it. Countries with missing or partial coverage from HRSL use GHSL.
&lt;br&gt;
Both the original layers of HRSL and GHSL were, first, recalculated at 30arcsec resolution (~1km) through an aggregation process (sum) and, then, integrated in Google Earth Engine.
Pixel counts were then recalculated for 2018 based on the country population data reported for 2018 by the World Population Prospects 2019.
&lt;br&gt;&lt;br&gt;
List of GIDs of polygons of the BNDA_CTY layer of the UNMap2020 at level 0 that uses population data from GSHL:
[6, 203, 228, 111, 250, 203, 65, 22, 234, 146, 208, 77, 223, 157, 273, 81, 221, 116, 2, 51, 156, 191, 20, 101, 47, 266, 61, 62, 26, 286, 119, 197, 277, 189, 195, 213, 215, 214, 212, 35, 145, 232, 84, 56, 175, 239, 38, 222, 19, 27, 28, 196, 207, 206, 265, 274, 275, 276, 278, 279, 280, 281, 282, 283, 284, 285]
&lt;br&gt;&lt;br&gt;
Source of data:
&lt;br&gt;
GHSL: GHS_POP_E2015_GLOBE_R2019A_4326_30SS_V1_0 (downloaded from &lt;a href=&quot;https://ghsl.jrc.ec.europa.eu/download.php?ds=pop at 30arcsec resolution&quot;target=_blank&gt;JRC&lt;/a&gt;)&lt;br&gt;
Dataset:&lt;br&gt;
Schiavina, Marcello; Freire, Sergio; MacManus, Kytt (2019): GHS population grid multitemporal (1975, 1990, 2000, 2015) R2019A. European Commission, Joint Research Centre (JRC) DOI: &lt;a href=&quot;http://data.europa.eu/89h/0c6b9751-a71f-4062-830b-43c9f432370f&quot;target=_blank&gt;10.2905/42E8BE89-54FF-464E-BE7B-BF9E64DA5218&lt;/a&gt;
&lt;br&gt;
Concept &amp; Methodology:
Freire, Sergio; MacManus, Kytt; Pesaresi, Martino; Doxsey-Whitfield, Erin; Mills, Jane (2016): Development of new open and free multi-temporal global population grids at 250 m resolution. Geospatial Data in a Changing World; Association of Geographic Information Laboratories in Europe (AGILE). AGILE 2016.
&lt;br&gt;&lt;br&gt;HRSL: ee.ImageCollection(&quot;projects/sat-io/open-datasets/hrsl/hrslpop&quot;) on Google Earth Engine at 30m resolution.
&lt;br&gt;
Facebook Connectivity Lab and Center for International Earth Science Information Network - CIESIN - Columbia University. 2016. High Resolution Settlement Layer (HRSL). Source imagery for HRSL © 2016 DigitalGlobe. 
&lt;br&gt;&lt;br&gt;&lt;a href=&quot;https://population.un.org/wpp/&quot;target=_blank&gt;World Population Prospects 2019 (UN)&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;</ows:Abstract>
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      <ows:Abstract>Aridity is usually expressed as a generalized function of precipitation, temperature and reference evapo-transpiration (ET0). An Aridity Index (UNEP, 1997) can be used to quantify precipitation availability over atmospheric water demand. The Global-Aridity_ET0 surface shows moisture availability for potential growth of reference vegetation excluding the impact of soil mediating water runoff events. Aridity Index values increase for more humid conditions, and decrease with more arid conditions. 

Global-Aridity_ET0 is available as one grid layer representing the annual average over the 1970-2000 period. 
The Aridity Index values reported within the Global Aridity Index_ET0 geodataset have been multiplied by a factor of 10,000 to derive and distribute the data as integers (with 4 decimal accuracy).

Generalized climate classification scheme for Aridity Index values (UNEP 1997).

Aridity Index Value | Climate Class
&lt; 0.03 | Hyper Arid
0.03 – 0.2 | Arid
0.2 – 0.5 | Semi-Arid
0.5 – 0.65 | Dry sub-humid
&gt; 0.65 | Humid

The Global Aridity Index (Global-Aridity_ET0) dataset provide high-resolution (30 arc-seconds) global raster climate data for the 1970-2000 period, related to evapo-transpiration processes and rainfall deficit for potential vegetative growth, based upon implementation of a Penman Montieth Reference Evapotranspiration (ET0) equation.
The geo-spatial datasets has been produced by Antonio Trabucco and Robert Zomer, with the support of the CGIAR-CSI (funding from IFPRI Project No. 203008.000.002 515-01-01). These datasets have been downloaded and are available from the CGIAR-CSI GeoPortal (https://cgiarcsi.community). The Consortium for Spatial Information (CGIAR-CSI) is an initiative of the Consultative Group for International Agriculture Research (CGIAR), linking the international science, research and development communities, with CGIAR scientists, national and international partners, and others working to apply and advance geospatial science for sustainable development, conservation, and poverty alleviation in developing countries.
The Global-Aridity_ET0 and Global-ET0 datasets are provided for non-commercial use in standard GeoTiff format, at 30 arc seconds or ~ 1km at the equator, to support studies contributing to sustainable development, biodiversity and environmental conservation, poverty alleviation, and adaption to climate change globally, and in particular in developing countries. Comments, feedback, suggestions or bug reports regarding downloading of the Global-ET0 and Global-Aridity datasets should be sent to: csi@cgiar.org. Technical questions regarding the Global-ET0 and Global-Aridity_ET0 datasets can be directed to Antonio Trabucco: antoniotrabucco@cmcc.it .

Correct Citation: Trabucco, A., and Zomer, R.J. 2018. Global Aridity Index and Potential Evapo-Transpiration (ET0) Climate Database v2. CGIAR Consortium for Spatial Information (CGIAR-CSI). Published online, available from the CGIAR-CSI GeoPortal at https://cgiarcsi.community</ows:Abstract>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Title>Economical Exposition To Landslides Triggered By Earthquakes</ows:Title>
      <ows:Abstract>This dataset includes an estimate of the annual economical exposition of landslide triggered by earthquakes. It depends on the combination of trigger and susceptibility defined by six parameters: slope factor, lithological (or geological) conditions, soil moisture condition, vegetation cover, precipitation and seismic conditions. A Global Domestic Product grid for the year 2010, provided by the World Bank, has also been used. Unit is expected average annual GDP (2010 as the year of reference) exposed in (US $, year 2000 equivalent). This product was designed by International Centre for Geohazards (NGI) for the Global Assessment Report on Risk Reduction (GAR). It was modeled using global data.
Credit: GIS processing International Centre for Geohazards (NGI).</ows:Abstract>
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      <ows:Title>UN Country Polygons 2018</ows:Title>
      <ows:Abstract>United Nations map (known as UNmap) is a worldwide geospatial database consisting of country and geographic name information on a global scale.  The data is designed for the production of  cartographic  documents  and  maps,  including  their  dissemination  via public  electronic  networks,  for  the Secretariat  of  the  United Nations.The United Nations maintains the Data as a courtesy to those who may choose to access the Data. The Data is provided “as is”, without warranty of any kind, either express or implied, including, without limitation, warranties of merchantability, fitness for a particular purpose and non-infringement.

Disclaimers: 
- The  boundaries  and  names  shown and  the  designations  used  on  this  map  do  not  imply official endorsement or acceptance by the United Nations. 
- The designations employed and the presentation of material on this map do not imply the expression of any opinion  whatsoever  on  the part of  the Secretariat of  the United Nations  concerning  the legal  status  of  any country, territory, city or area or of its authorities, or concerning the delimitation of its frontiers or boundaries. 
- Dotted line represents approximately the Line of Control in Jammu and Kashmir agreed upon by India and Pakistan. 
- The final status of Jammu and Kashmir has not yet been agreed upon by the parties. 
- Final boundary between the Republic of Sudan and the Republic of South Sudan has not yet been determined. 
- Final status of the Abyei area is not yet determined. 
- A dispute exists between the Governments of Argentina and the United Kingdom of Great Britain and Northern Ireland concerning sovereignty over the Falkland Islands (Malvinas).

Generalization parametrisation for the data is developed based on the work of Douglas and Peucker (1973), Wang (1996)  and the  Polynomial Approximation  with  Exponential  Kernel  algorithm.The adequate generalized data should   be   used   for   the   intended dissemination scale   and   not   rely   on   software   or   platform-automated generalization as some specific geographic features are removed at scales. For instance, the region of Abyei is not included at the scale of 1:25 million but is included at lower scales.

Maps produced using this layer should be featured with the appropriate disclaimer depending on the shown area.

Source: United Nations International and Administrative Boundaries Resources</ows:Abstract>
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      <ows:Abstract>Potential Evapo-Transpiration (PET) is a measure of the ability of the atmosphere to remove water through Evapo-Transpiration (ET) processes. Among several equations to estimate PET, a FAO application of the Penman-Monteith equation (Allen et al. 1998), here referred as FAOPM, is currently widely considered as a standard method (Walter et al. 2000). The FAO introduced the definition of PET as the ET of a reference crop (ET0) under optimal conditions, having the characteristics of well-watered grass with an assumed height of 12 centimeters, a fixed surface resistance of 70 seconds per meter and an albedo of 0.23 (Allen et al. 1998). The FAO-PM is a predominately physically based approach, which can be used globally because it does not require estimations of additional site-specific parameters. However, a major drawback of the FAO-PM method is its relatively high need for specific data for a variety of parameters (i.e. windspeed, relative humidity, solar radiation, etc.).

The Global Reference Evapo-Transpiration (Global-ET0) dataset provide high-resolution (30 arc-seconds) global raster climate data for the 1970-2000 period, related to evapo-transpiration processes and rainfall deficit for potential vegetative growth, based upon implementation of a Penman Montieth Reference Evapotranspiration (ET0) equation.
The geo-spatial datasets has been produced by Antonio Trabucco and Robert Zomer, with the support of the CGIAR-CSI (funding from IFPRI Project No. 203008.000.002 515-01-01). These datasets have been downloaded and are available from the CGIAR-CSI GeoPortal (https://cgiarcsi.community). The Consortium for Spatial Information (CGIAR-CSI) is an initiative of the Consultative Group for International Agriculture Research (CGIAR), linking the international science, research and development communities, with CGIAR scientists, national and international partners, and others working to apply and advance geospatial science for sustainable development, conservation, and poverty alleviation in developing countries.
The Global-Aridity_ET0 and Global-ET0 datasets are provided for non-commercial use in standard GeoTiff format, at 30 arc seconds or ~ 1km at the equator, to support studies contributing to sustainable development, biodiversity and environmental conservation, poverty alleviation, and adaption to climate change globally, and in particular in developing countries. Comments, feedback, suggestions or bug reports regarding downloading of the Global-ET0 and Global-Aridity datasets should be sent to: csi@cgiar.org. Technical questions regarding the Global-ET0 and Global-Aridity_ET0 datasets can be directed to Antonio Trabucco: antoniotrabucco@cmcc.it .

Trabucco, A., and Zomer, R.J. 2018. Global Aridity Index and Potential Evapo-Transpiration (ET0) Climate Database v2. CGIAR Consortium for Spatial Information (CGIAR-CSI). Published online, available from the CGIAR-CSI GeoPortal at &lt;a href=&quot;https://cgiarcsi.community&quot;target=&quot;_blank&quot;&gt;https://cgiarcsi.community&lt;/a&gt;</ows:Abstract>
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Credits: Pesaresi M., Politis P. (2023): GHS-BUILT-S R2023A - GHS built-up surface grid, derived from Sentinel2 composite and Landsat, multitemporal (1975-2030)European Commission, Joint Research Centre (JRC)
PID: http://data.europa.eu/89h/9f06f36f-4b11-47ec-abb0-4f8b7b1d72ea, doi:10.2905/9F06F36F-4B11-47EC-ABB0-4F8B7B1D72EA</ows:Abstract>
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      <ows:Abstract>Vessel identity and location information was obtained using two approaches. (1) Over the past 20 years, 10-20% of the vessel fleet has voluntarily participated in collecting meteorological data for the open ocean, which includes location at the time of measurement, as part of the Volunteer Observing System (VOS). (2) In order to improve maritime safety, in 2002 the International Maritime Organization SOLAS agreement required all vessels over 300 gross tonnage (GT) and vessels carrying passengers to equip Automatic Identification System (AIS) transceivers, which use the Global Positioning System (GPS) to precisely locate vessels. Eight broad classes of vessels were taken into account separately: authority, cargo, fishing, high-speed, passenger, pleasure, support, tanker and an ‘other’ class. The vessel classes which move globally (cargo, tanker, and passenger) are required to carry AIS transceivers, and in these three classes 60-70% of the total vessel fleet was observed using AIS. The resulting data layer is primarily composed of these vessel classes in both the AIS and VOS data sources, and is almost exclusively these ship types in the open ocean. We used a simple linear average of the two data sources, producing a final model resolved for the whole ocean at a resolution of 0.1 decimal degrees (~11km). Data have limited observation frequency, leading to gaps that when directly interpolated with geodesic paths, create invalid routes which cross land masses. Routing model was used to create a visibility graph of the oceans, creating valid potential movement paths. These movement paths are based on the assumption that mariners will prefer great circle distances when possible.

Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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      <ows:Title>Average year temperature (1991-2000)</ows:Title>
      <ows:Abstract>Average year temperature in °Celsius across the period 1991-2000.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Peak Ground Acceleration PGA 1500 Years (cm/s2)</ows:Title>
      <ows:Abstract>For the GAR Atlas, a fully probabilistic seismic hazard analysis at global level was developed by CIMNE and INGENIAR Ltda. This hazard model is a continuation and improvement of the one developed in the framework of GAR13 where a set of tectonic provinces were identified and characterized by means of a set of parameters that describe the future seismic activity on each of them based on historical records together with relationships to obtain hazard intensities as a function of magnitude and distance. The hazard analysis was performed using the program CRISIS2014, a state-of-the-art tool for these kinds of tasks and widely known and acknowledged by experts in the field across the world. The chosen hazard intensity measure for this case was spectral acceleration and to guarantee a good connection between the hazard and the exposure characteristics, results for several ordinates beteween 0.0 and 2.3 seconds were computed. More details about the probabilistic seismic hazard analysis can be found in Cardona et al. (2015).</ows:Abstract>
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      <ows:Abstract>The distribution of forest biomass vertically and horizontally is an important predictor of biodiversity, disturbance risk, carbon storage, and hydrological flows. Human activities may alter the influence of forest structure on biodiversity through hunting, introducing non-native species, and altering disturbance regimes.  The authors introduce two new remotely sensed indices describing forest structure and human pressure in tropical forests. The Forest Structural Condition Index (SCI) uses best existing global forest data sets to represent a gradient from low to high forest structure development.  Remotely sensed estimates of canopy height, tree cover, and time since disturbance comprise inputs of the index. The index distinguishes short, open-canopy, or recently disturbed stands such as those recently deforested from tall, closed-canopy, older stands typical of primary of late secondary forest.  The SCI was validated against estimates of foliage height diversity derived from airborne lidar and estimates of aboveground biomass derived from forest inventory plots. The Forest Integrity Index overlays an index of human pressure, the Human Footprint, on SCI to identify structurally complex forests with low human pressure that are likely to be most valuable for biodiversity and ecosystem services.  The SCI and Forest Integrity Index are being used to assess progress for countries in reaching the 2020 forest fragmentation and connectivity targets under the Convention on Biodiversity. Broader potential applications include using the SCI and Forest Integrity as predictors of habitat quality, community richness, carbon storage, hydrological yield, and restoration of secondary forest.&lt;br&gt;&lt;br&gt;This dataset is provided from the University of Montana through a partnerhsip  with the NASA Biodiversity and Ecological Forecasting Program.&lt;br/&gt;&lt;br&gt;License information: &lt;a href &quot;https://creativecommons.org/licenses/by/4.0/&quot; target=&quot;_blank&quot;&gt;CC-4.0 Attribution&lt;/a&gt;.&lt;br/&gt;To download a subset of the FII data clipped to your country please click &lt;a href=&quot;https://app.box.com/s/380mxwzhuqece2v9fy8ovhcv3s5cb82g/folder/71324508781&quot;target=&quot;_blank&quot;&gt;here&lt;/a&gt;.&lt;br/&gt;</ows:Abstract>
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      <ows:Title>GHS built-up volume grid (2020)</ows:Title>
      <ows:Abstract>The GHS-BUILT-V dataset depicts the distribution of the built-up (BU) volume estimates between 1975 and 2030 in 5 years intervals and two functional use components a) the total BU volume and b) the non-residential (NRES) BU volume. The data is made by projection of the assessment of the average building height in the year 2018 (GHS_BUILT_H_ANBH_E2018_GLOBE_R2023A_54009_100_V1_0) assumed as constant in the 100m resolution cell, to the multitemporal built-up surface estimates (GHS-BUILT-S_GLOBE_R2023A, GHS-BUILT-S_NRES_GLOBE_R2023A).

The complete information about the GHSL main products can be found in the GHSL Data Package 2023 report.

Publication:
Schiavina, Marcello; Freire, Sergio; Alessandra Carioli; MacManus, Kytt (2023): GHS-POP R2023A - GHS population grid multitemporal (1975-2030). European Commission, Joint Research Centre (JRC) [Dataset] doi: 10.2905/2FF68A52-5B5B-4A22-8F40-C41DA8332CFE PID: http://data.europa.eu/89h/2ff68a52-5b5b-4a22-8f40-c41da8332cfe

Concept &amp; Methodology:
Freire S., MacManus K., Pesaresi M., Doxsey-Whitfield E., Mills J. (2016) Development of new open and free multi-temporal global population grids at 250 m resolution. Geospatial Data in a Changing World; Association of Geographic Information Laboratories in Europe (AGILE), AGILE 2016</ows:Abstract>
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      <ows:Title>Average year precipitations (1991-2022)</ows:Title>
      <ows:Abstract>Average year precipitations in mm across the period 1991-2022.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Average year precipitations anomalies (1991-2000) against 1901-1920</ows:Title>
      <ows:Abstract>Average year precipitations anomalies in mm across the period 1991-2000 calculated over the average precipitations per year in the period 1901-1920 (as close as possible to the pre-industrial era).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Precipitation seasonality [coefficient of variation] (2041-2060) RCP8.5 - CIMP5</ows:Title>
      <ows:Abstract>The Coefficient of Variation is the standard deviation of the monthly precipitation estimates expressed as a percentage of the mean of those estimates (i.e. the annual mean) for the period 2041-2060 based on RCP8.5.

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Abstract>The map displays total fragility data at province level scale using the first administrative division polygon files from the Global Administrative Areas database version 2.8. 
The map retains the five fragility categories seen in the total fragility measure, classifying areas as having low, some, moderate, high, or highest fragility.

To help achieve this study’s goal of identifying the intersection of fragility and climate risks globally, this study develops a new fragility measure. Developing a new measure specifically for this purpose provides a comprehensive fragility measure while avoiding use of existing fragility measures that include environmental indicators and thus should not be overlaid on climate hazards. This study uses open-source data to create a measure of state fragility that is similar in composition and outcome to USAID’s internal methods and framework for analyzing fragility.11 Like USAID’s internal measure, the new measure assesses fragility in state effectiveness and legitimacy in four key spheres:
political, security, economic, and social. This is based on an understanding of fragility as being rooted in poor state capacity and poor state-society relationships, both of which can contribute to instability. Poor state capacity and state-society relationships can lead to and perpetuate other forms of overt instability, including conflict or an inability to address and mitigate stresses such as a changing environment, difficult global financial situations, or conflict in neighboring states. 

This  &lt;a href=&quot;https://pdf.usaid.gov/pdf_docs/PA00TBFH.pdf&quot;target=_blank&gt;document&lt;/a&gt; outlines the indicators, data sources, and process used to assess countries’ relative state capacity and state-society relationship on a global scale.</ows:Abstract>
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Source:
Avitabile, V., Herold, M., Heuvelink, G. B. M., Lewis, S. L., Phillips, O. L., Asner, G. P., Armston, J., Ashton, P. S., Banin, L., Bayol, N., Berry, N. J., Boeckx, P., de Jong, B. H. J., DeVries, B., Girardin, C. A. J., Kearsley, E., Lindsell, J. A., Lopez-Gonzalez, G., Lucas, R., Malhi, Y., Morel, A., Mitchard, E. T. A., Nagy, L., Qie, L., Quinones, M. J., Ryan, C. M., Ferry, S. J. W., Sunderland, T., Laurin, G. V., Gatti, R. C., Valentini, R., Verbeeck, H., Wijaya, A. and Willcock, S. (2016), An integrated pan-tropical biomass map using multiple reference datasets. Glob Change Biol, 22: 1406–1420. doi:10.1111/gcb.13139</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2018 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2018 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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&lt;br&gt;
Downscaled Future Climate Scenarios 2.5-minute resolution, 2009. This is a product of Conservation International based on techniques developed in collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin. Additional support provided by the National Center of Ecological Analysis and Synthesis. http://futureclimates.conservation.org (accessed: 06/03/19)</ows:Abstract>
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      <ows:Title>Average year temperature (1991-2020)</ows:Title>
      <ows:Abstract>Average year temperature in °Celsius across the period 1991-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Average annual temperature for current climate (1970-2000) from WorldClim V2</ows:Title>
      <ows:Abstract>Average annual temperature from current monthly temperature rasters.
&lt;br&gt;
WorldClim version 2 has average monthly climate data for minimum, mean, and maximum temperature and for precipitation for 1970-2000. You can download the variables (minimum temperature (°C), maximum temperature (°C), average temperature (°C), precipitation (mm), solar radiation (kJ m-2 day-1), wind speed (m s-1) and water vapor pressure (kPa)) for different spatial resolutions, from 30 seconds (~1 km2) to 10 minutes (~340 km2). Each download is a &quot;zip&quot; file containing 12 GeoTiff (.tif) files, one for each month of the year (January is 1; December is 12).
&lt;br&gt;
Fick, S.E. and R.J. Hijmans, 2017. Worldclim 2: New 1-km spatial resolution climate surfaces for global land areas. International Journal of Climatology.</ows:Abstract>
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      <ows:Title>Degraded Areas - PERU</ows:Title>
      <ows:Abstract>National map of degraded areas of Peru.

Source: http://geoservidor.minam.gob.pe/informacion-institucional/intercambio-de-datos/
Methodology: http://geoservidor.minam.gob.pe/wp-content/uploads/2017/06/Estudio-Identificaci%C3%B3n-de-%C3%81reas-Degradadas.pdf
Wallmap: http://geoservidor.minam.gob.pe/wp-content/uploads/2017/06/Mapa-Nacional-de-Areas-Degradadas.pdf</ows:Abstract>
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      <ows:Title>Comparison of central Congo Basin peatland maps (2022 and 2017)</ows:Title>
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Crezee_2022_Map_comparison.tif

This is the file used to create Figure 2 of the paper:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This is a raster file comparing peatland predictions from Crezee et al. (2022) and Dargie et al. (2017). 

For each study, a binary peat/non-peat map was created, based on a 50% peat probability threshold. In both maps, each pixel was classified as peat if it had &gt;500 hardwood- or palm-dominated peat swamp forests predictions out of 1,000 model runs. A comparison was then made by overlaying the resulting maps. 

The class values are:
	0. Neither study predicted peat swamp forest
	1. Only Dargie et al. (2017) predicted peat swamp forest
	2. Only Crezee et al. (2022) predicted peat swamp forest
	3. Both studies predited peat swamp forest

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Title>Accessibility To Cities 2015</ows:Title>
      <ows:Abstract>This global accessibility map enumerates land-based travel time to the nearest densely-populated area for all areas between 85 degrees north and 60 degrees south for a nominal year 2015. Densely-populated areas are defined as contiguous areas with 1,500 or more inhabitants per square kilometre or a majority of built-up land cover types coincident with a population centre of at least 50,000 inhabitants. This map was produced through a collaboration between MAP (University of Oxford), Google, the European Union Joint Research Centre (JRC), and the University of Twente, Netherlands.The underlying datasets used to produce the map include roads (comprising the first ever global-scale use of Open Street Map and Google roads datasets), railways, rivers, lakes, oceans, topographic conditions (slope and elevation), landcover types, and national borders. These datasets were each allocated a speed or speeds of travel in terms of time to cross each pixel of that type. The datasets were then combined to produce a &quot;friction surface&quot;; a map where every pixel is allocated a nominal overall speed of travel based on the types occurring within that pixel. Least-cost-path algorithms (running in Google Earth Engine and, for high-latitude areas, in R) were used in conjunction with this friction surface to calculate the time of travel from all locations to the nearest (in time) city. The cities dataset used is the high-density-cover product created by the Global Human Settlement Project. Each pixel in the resultant accessibility map thus represents the modelled shortest time from that location to a city.
Authors:
D.J. Weiss, A. Nelson, H.S. Gibson, W. Temperley, S. Peedell, A. Lieber, M. Hancher, E. Poyart, S. Belchior, N. Fullman, B. Mappin, U. Dalrymple, J. Rozier, T.C.D. Lucas, R.E. Howes, L.S. Tusting, S.Y. Kang, E. Cameron, D. Bisanzio, K.E. Battle, S. Bhatt, and P.W. Gething. A global map of travel time to cities to assess inequalities in accessibility in 2015. (2018). Nature. doi:10.1038/nature25181

Processing notes:
Data were processed from numerous sources including OpenStreetMap, Google Maps, Land Cover mapping, and others, to generate a global friction surface of average land-based travel speed. This accessibility surface was then derived from that friction surface via a least-cost-path algorithm finding at each location the closest point from global databases of population centres and densely-populated areas. Please see the associated publication for full details of the processing.

Source:
https://map.ox.ac.uk/research-project/accessibility_to_cities/</ows:Abstract>
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      <ows:Title>2001-2010 Average year precipitations change since previous decade (1991-2000)</ows:Title>
      <ows:Abstract>Average year precipitations anomalies in mm across the period 2001-2010 calculated over the average precipitations per year in the period 1991-2000.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Average annual temperature for future climate using SRES A2 Scenario (2041 - 2060) from CCSR/NIES/FRCGC, Japan, MIROC3.2, medium resolution</ows:Title>
      <ows:Abstract>Future climate projections from the World Climate Research Programme&apos;s (WCRP&apos;s) CMIP3 multi-model dataset downscaled using the Worldclim 2.5-minute 20th century climate dataset. The CMIP3 multi-model datasets were used for the IPCC 4th Assessment Report. The B1 scenario assumes the most ecologically friendly future. The A1B scenario assumes future energy sources will be balanced between fossil-intensive and non-fossil energy sources. The A2 scenario is characterized by a future world still heavily dependent on fossil fuel consumption. All models are historical and future climate simulations collected from leading modeling centers around the world. The original model simulations are collected and achieved by the Program for Climate Model Diagnosis and Intercomparison (PCMDI) to create the World Climate Research Programme&apos;s (WCRP&apos;s) phase 3 of the Coupled Model Intercomparison Project (CMIP3) multi-model dataset. The downscaled data were produced by Conservation International through collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin and support from the National Center of Ecological Analysis and Synthesis.
&lt;br&gt;
Downscaled Future Climate Scenarios 2.5-minute resolution, 2009. This is a product of Conservation International based on techniques developed in collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin. Additional support provided by the National Center of Ecological Analysis and Synthesis. http://futureclimates.conservation.org (accessed: 06/03/19)</ows:Abstract>
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      <ows:Abstract>Detailed global datasets for 1990, 2015, and 2017 for land use modification of terrestrial lands (excluding Antarctica) are provided here. These data were calculated using the degree of human modification approach that combines the proportion of a pixel of a given stressor (i.e. footprint) times the intensity of that stressor (ranging from 0 to 1.0). Our novel datasets are detailed (~300m resolution), temporally consistent (for 1990-2015), comprehensive (11 change stressors, 14 current), robust (using an established framework and incorporating classification errors and parameter uncertainty), and strongly validated. A dataset for ~2017 is also provide, that is derived from 14 stressors, for an even more comprehensive dataset, but it should not be used to calculate change with the other datasets (1990-2015). 

Theobald, D. M., Kennedy, C., Chen, B., Oakleaf, J., Baruch-Mordo, S., and Kiesecker, J.: Earth transformed: detailed mapping of global human modification from 1990 to 2017, Earth Syst. Sci. Data., https://doi.org/10.5194/essd-2019-252, 2020

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Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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    <Layer>
      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2001-2010 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 2001 to 2010 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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These predictions are clipped to have values that fall within 0 and 1.
					
These estimates are centered such that the population-weighted average of the 0.01 x 0.01 degree tile HDI estimates matches the ADM1 data from Smits and Permanyer (https://globaldatalab.org/shdi).
					   
Population weights come from the Global Human Settlement Data (GHS-POP) (https://ghsl.jrc.ec.europa.eu/download.php?ds=pop).
					  
Note that we only release estimates where human settlements are known to exist.</ows:Abstract>
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      <ows:Title>Yearly emissions of CO2 (excluding short cycle organic Carbon) - 2018 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Title>Yearly emissions of CO2 (excluding short cycle organic Carbon) - 1990 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Title>2021-2022 Average year precipitations change since previous decade (2011-2020)</ows:Title>
      <ows:Abstract>Average year precipitations anomalies in mm across the period 2021-2022 calculated over the average precipitations per year in the period 2011-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Data are provided by the Montana State University for South America, Africa and Asia separately, and have been merged into a single dataset here.

License information: CC-4.0 Attribution.</ows:Abstract>
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      <ows:Abstract>Assessment of global soil erosion for 2012 based on Global Soil Erosion Modelling platform (GloSEM). 
We used the 250m original data to re-sample at 25km.  In this study 202 countries are included with more than 125 millionKm2. The total soil loss has been estimated to 35 Pg yr-1 of soil eroded in 2001. The estimates are lower compared to past studies in 2012, 35.9 Pg yr-1 - Increase of 2.5% in soil erosion globally (due to land use change).
Spatial coverage: World (125 million Km2 - c.a 84% of the earht surface)
Pixel size: 25km.
Measurement Unit: t ha-1 yr-1
Projection: GCS_WGS_1984
Temporal coverage:  2012 a
More information: Global Soil Erosion https://esdac.jrc.ec.europa.eu/taxonomy/term/4756</ows:Abstract>
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      <ows:Title>Global Rainfall Erosivity (R factor) - ESDAC - JRC</ows:Title>
      <ows:Abstract>The new global erosivity map is a critical input to global and continental assessments of soil erosion by water, flood risk and natural hazard prevention. Current global estimates of soil erosion by water are very uncertain, ranging over one order of magnitude (from around 20 to over 200 Pg per year). More accurate global predictions of rill and interrill soil erosion rates can only be achieved when the rainfall erosivity factor is thoroughly computed. The global erosivity map is publicly available and can be used by other research groups to perform national, continental and global soil erosion modelling.

This map provides a complete rainfall erosivity dataset for the whole World based on 3,625 precipitation stations and around 60,000 years of rainfall records at high temporal resolution (1 to 60 minutes). Gaussian Process Regression(GPR) model was used to interpolate the rainfall erosivity values of single stations and to generate the R-factor map.
Spatial coverage: World
Pixel size: 30 arc-seconds (~1 km at the Equator).
Measurement Unit: MJ mm ha-1 h-1 yr-1
Temporal coverage: 30-40 years - Predominant in the last decade: 2000 - 2010

References:

A complete description of the methodology and the application in World is described in the paper:
Panagos P., Borrelli P., Meusburger K., Yu B., Klik A., Lim K.J., Yang J.E, Ni J., Miao C., Chattopadhyay N., Sadeghi S.H., Hazbavi Z., Zabihi M., Larionov G.A., Krasnov S.F., Garobets A., Levi Y., Erpul G., Birkel C., Hoyos N., Naipal V., Oliveira P.T.S., Bonilla C.A., Meddi M., Nel W., Dashti H., Boni M., Diodato N., Van Oost K., Nearing M.A., Ballabio C., 2017. Global rainfall erosivity assessment based on high-temporal resolution rainfall records.  Scientific Reports 7: 4175. DOI: 10.1038/s41598-017-04282-8.</ows:Abstract>
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      <ows:Abstract>Unit: ratio of the solar radiation reflected by a surface to the total incoming solar radiation, usually measured between 0 (all incident radiation absorbed) and 1 (all incident radiation refleted).
Surface albedo quantifies the fraction of the sunlight reflected by the surface of the Earth. The present layer represents the black-sky albedo (directional albedo), which is considered as an Essential Climate Variable by the Global Climate Observing System (GCOS). Surface albedo is a sensitive indicator of environmental vulnerability making it a key element required by climate, biogeochemical, hydrological, and weather forecast models. 
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      <ows:Abstract>Detailed global datasets for 1990, 2015, and 2017 for land use modification of terrestrial lands (excluding Antarctica) are provided here. These data were calculated using the degree of human modification approach that combines the proportion of a pixel of a given stressor (i.e. footprint) times the intensity of that stressor (ranging from 0 to 1.0). Our novel datasets are detailed (~300m resolution), temporally consistent (for 1990-2015), comprehensive (11 change stressors, 14 current), robust (using an established framework and incorporating classification errors and parameter uncertainty), and strongly validated. A dataset for ~2017 is also provide, that is derived from 14 stressors, for an even more comprehensive dataset, but it should not be used to calculate change with the other datasets (1990-2015). 

Theobald, D. M., Kennedy, C., Chen, B., Oakleaf, J., Baruch-Mordo, S., and Kiesecker, J.: Earth transformed: detailed mapping of global human modification from 1990 to 2017, Earth Syst. Sci. Data., https://doi.org/10.5194/essd-2019-252, 2020

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      <ows:Title>Average year precipitations anomalies (1991-2000) over 1991-2020 climatology</ows:Title>
      <ows:Abstract>Average year precipitations anomalies in mm across the period 1991-2000 calculated over the average precipitations per year in the period 1991-2020 (climatology).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Combination of:
- Sea Level Rise;
- Significant wave height;
- Soil Aridity;
- Extreme precipitations;
- Population Growth;
- Tourism trend

Area: Morocco
Child Project: SCCF

Source: GEF-MedProgramme</ows:Abstract>
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      <ows:Abstract>The original data is from the USGS FEWS Data Downloads (https://earlywarning.usgs.gov/fews/datadownloads/Global/PET).
The present raster in the average monthly evapotranspiration for summer 2020. It in the average 
of the various evapotranspiration files available in summer 2020 (June 2020, July 2020 and August 2020).

On vegetated landscapes, Evapotranspiration (ET) can be simplified as the combination of evaporation from soil and transpiration from vegetation. Actual ET (ETa) is produced using the Operational Simplified Surface Energy Balance (SSEBop) model (Senay et al., 2013) for 2003 to present using data stream from the Aqua satellite. The SSEBop setup is based on the original Simplified Surface Energy Balance (SSEB) approach (Senay et al., 2007, 2011) with unique and improved parameterizations for operational applications. It combines ET fractions generated from remotely sensed MODIS thermal imagery, summarized every 10 days (dekadal), with reference ET, generated from weather data fields using the Penman-Monteith Equation. The unique feature of the SSEBop parameterization is that it uses a pre-defined, seasonally dynamic surface psychrometer constant parameter that helps define the hot/dry and cold/wet reference limits, unique to each pixel. Furthermore, the cold/wet limit is determined using the daily maximum air temperature (Ta) using the c factor parameter which relates Ta to land surface temperature at well-vegetated/well-watered surfaces. The original SSEB model was formulated based on an adaptation of the hot and cold pixel principles of SEBAL (Bastiaanssen et al., 1998) and METRIC (Allen et al., 2007) models. NoData pixels are indicated as NoDATA in ArcGIS. However, other software (e.g., ERDAS imagine) show nodata as -32768.00. ETa data and anomaly products (current vs. 2003 &amp;#8211; 2015 median), produced at 1 km resolution, are available at: https://earlywarning.usgs.gov/fews.</ows:Abstract>
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&lt;br&gt;

Disclaimers: &lt;br&gt;
- The  boundaries  and  names  shown and  the  designations  used  on  this  map  do  not  imply official endorsement or acceptance by the United Nations. &lt;br&gt;
- The designations employed and the presentation of material on this map do not imply the expression of any opinion  whatsoever  on  the part of  the Secretariat of  the United Nations  concerning  the legal  status  of  any country, territory, city or area or of its authorities, or concerning the delimitation of its frontiers or boundaries. &lt;br&gt;
- Dotted line represents approximately the Line of Control in Jammu and Kashmir agreed upon by India and Pakistan. &lt;br&gt;
- The final status of Jammu and Kashmir has not yet been agreed upon by the parties. &lt;br&gt;
- Final boundary between the Republic of Sudan and the Republic of South Sudan has not yet been determined. &lt;br&gt;
- Final status of the Abyei area is not yet determined. &lt;br&gt;
- A dispute exists between the Governments of Argentina and the United Kingdom of Great Britain and Northern Ireland concerning sovereignty over the Falkland Islands (Malvinas).&lt;br&gt;
&lt;br&gt;
Generalization parametrisation for the data is developed based on the work of Douglas and Peucker (1973), Wang (1996)  and the  Polynomial Approximation  with  Exponential  Kernel  algorithm.The adequate generalized data should   be   used   for   the   intended dissemination scale   and   not   rely   on   software   or   platform-automated generalization as some specific geographic features are removed at scales. For instance, the region of Abyei is not included at the scale of 1:25 million but is included at lower scales.&lt;br&gt;
&lt;br&gt;
Maps produced using this layer should be featured with the appropriate disclaimer depending on the shown area.&lt;br&gt;&lt;br&gt;
Source: United Nations International and Administrative Boundaries Resources</ows:Abstract>
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Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Data produced in the frame of the project &quot;Assessing deforestation and forest degradation trends and associated current and historical direct drivers in the six CAFI partner countries&quot;.

Credits: CAFI. Central African Forest Initiative</ows:Abstract>
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    <Layer>
      <ows:Title>Temperature Seasonality - Climatology (1979-2013) [standard deviation]</ows:Title>
      <ows:Abstract>Standard deviation of the monthly mean temperatures [standard deviation].

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

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    <Layer>
      <ows:Title>1991-2000 Average year precipitations change since previous decade (1981-1900)</ows:Title>
      <ows:Abstract>Average year precipitations anomalies in mm across the period 1991-2000 calculated over the average precipitations per year in the period 1981-1990.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Evapotranspiration Spring 2020 (USGS)</ows:Title>
      <ows:Abstract>The original data is from the USGS FEWS Data Downloads (https://earlywarning.usgs.gov/fews/datadownloads/Global/PET).
The present raster in the average monthly evapotranspiration for spring 2020. It in the average 
of the various evapotranspiration files available in spring 2020 (March 2020, April 2020 and May 2020).

On vegetated landscapes, Evapotranspiration (ET) can be simplified as the combination of evaporation from soil and transpiration from vegetation. Actual ET (ETa) is produced using the Operational Simplified Surface Energy Balance (SSEBop) model (Senay et al., 2013) for 2003 to present using data stream from the Aqua satellite. The SSEBop setup is based on the original Simplified Surface Energy Balance (SSEB) approach (Senay et al., 2007, 2011) with unique and improved parameterizations for operational applications. It combines ET fractions generated from remotely sensed MODIS thermal imagery, summarized every 10 days (dekadal), with reference ET, generated from weather data fields using the Penman-Monteith Equation. The unique feature of the SSEBop parameterization is that it uses a pre-defined, seasonally dynamic surface psychrometer constant parameter that helps define the hot/dry and cold/wet reference limits, unique to each pixel. Furthermore, the cold/wet limit is determined using the daily maximum air temperature (Ta) using the c factor parameter which relates Ta to land surface temperature at well-vegetated/well-watered surfaces. The original SSEB model was formulated based on an adaptation of the hot and cold pixel principles of SEBAL (Bastiaanssen et al., 1998) and METRIC (Allen et al., 2007) models. NoData pixels are indicated as NoDATA in ArcGIS. However, other software (e.g., ERDAS imagine) show nodata as -32768.00. ETa data and anomaly products (current vs. 2003 &amp;#8211; 2015 median), produced at 1 km resolution, are available at: https://earlywarning.usgs.gov/fews.</ows:Abstract>
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&lt;br&gt;
Disclaimers: &lt;br&gt;
- The boundaries and names shown and the designations used on this map do not imply official endorsement or acceptance by the United Nations. &lt;br&gt;
- The designations employed and the presentation of material on this map do not imply the expression of any opinion whatsoever on the part of the Secretariat of the United Nations concerning the legal status of any country, territory, city or area or of its authorities, or concerning the delimitation of its frontiers or boundaries.&lt;br&gt;
- Dotted line represents approximately the Line of Control in Jammu and Kashmir agreed upon by India and Pakistan. The final status of Jammu and Kashmir has not yet been agreed upon by the parties. &lt;br&gt;
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- Final status of the Abyei area is not yet determined. &lt;br&gt;
- A dispute exists between the Governments of Argentina and the United Kingdom of Great Britain and Northern Ireland concerning sovereignty over the Falkland Islands (Malvinas).&lt;br&gt;
&lt;br&gt;
Generalization parametrization for the Data is developed based on the work of Douglas and Peucker (1973), Wang (1996) and the Polynomial Approximation with Exponential Kernel algorithm. The adequate generalized Data should be used for the intended dissemination scale and not rely on software or platform-automated generalization as some specific geographic features are removed at scales. For example, the region of Abyei is not included at the scale of 1:25 million but is included at larger scales.&lt;br&gt;
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 1970-1979 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 1970 to 1979 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901 to 2018. Original data were subset and processed using QGIS at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
The dataset has been updated each year using newer versions of CRU TS input data, currently to the end of 2018 using a preliminary version of CRU TS 4.03 (0.5° resolution).

&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;
(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;
(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;
(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;
(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Metadata for the file:
Crezee_2022_Unsmoothed_Classification_Most_likely_class.tif

This file is a simplified version of the map presented in Figure 1b of 
the paper:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This raster file is an unsmoothed version of the landcover classification map. 

For each pixel, the most likely class is displayed, based on the highest probability 
obtained from the 5 landcover classes presented in the 
Crezee_2022_Central_Congo_Peat_Probability_Layers.zip archive.

The class values are:
	0. No data
	1. Open water
	2. Savanna
	3. Non-peat forming forest (Terra firme and seasonally inundated forest)
	4. Palm-dominated peat swamp forest
	5. Hardwood-dominated peat swamp forest

Only class 4 and 5 are associated with the presence of peat. 
Total peatland area extent is obtained by summing class 4 and 5 areas.

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Title>Annual Precipitation - Anomaly [%] (2041-2060 vs 1979-2013) RCP8.5 - CIMP5</ows:Title>
      <ows:Abstract>Anomaly [%] for the period 2041-2060 compared to climatological data (1979-2013) on the accumulated precipitation amount over 1 year based on RCP8.5. The layer is calculated at UNEP/GRID-Geneva from the layers on annual precipitation [mm/year] provided in the products CHELSA V1.2 and CHELSA-[CMIP5].

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2017 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2017 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>This dataset show general agricultural suitability at a spatial resolution of 30 arc-second (~1km), considering rainfed conditions and irrigation on currently irrigated areas. The agricultural suitability represents for each pixel the maximum suitability value of considered 16 plants, including: We show a subset of the data that covers three time periods (1981-2010, 2011-2040, 2071-2100), as well as changes in agricultural suitability over the same periods.&lt;br&gt;&lt;br&gt;For futher details see: &lt;a href=&quot;http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0107522&quot;&gt;Zabel F., Putzenlechner B., Mauser W. (2014): Global agricultural land resources – a high resolution suitability evaluation and its perspectives until 2100 under climate change conditions&lt;/a&gt;&lt;br/&gt;&lt;br&gt;Data can also be downloaded from &lt;a href=&quot;http://geoportal-glues.ufz.de/stories/globalsuitability.html&quot;&gt;here&lt;/a&gt;.&lt;br/&gt;</ows:Abstract>
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The following link has information on the methodology used to produce the national land use cover map. https://www.minam.gob.pe/patrimonio-natural/wp-content/uploads/sites/6/2013/10/MAPA-NACIONAL-DE-COBERTURA-VEGETAL-FINAL.compressed.pdf
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Abstract>Average year precipitations anomalies in mm across the period 2001-2010 calculated over the average precipitations per year in the period 1991-2020 (climatology).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Data modified for visualisation purpose from the original: World Climate Regions Data in World Ecosystem Data.
Originally downloded from https://esri.maps.arcgis.com/home/item.html?id=3bfa1aa4cd9844d5a0922540210da25b 
Sayre et al. 2020.  An assessment of the representation of ecosystems in global protected areas using new maps of World Climate Regions and World Ecosystems - Global Ecology and Conservation. 
More information at: https://www.sciencedirect.com/science/article/pii/S2351989419307231?via%3Dihub

Data reclassified based on the following schema:
Existing classes from &quot;Temp_Moist&quot; -&gt; New classes

Boreal Desert, Boreal Dry, Boreal Moist, Polar Desert, Polar Dry, Polar Moist -&gt; Boreal/Polar
Cool Temperate Moist -&gt; Cool Temperate Moist
Cool Temperate Dry and Desert -&gt; Cool Temperate Dry &amp; Desert
Warm Temperate Moist -&gt;	Warm Temperate Moist
Warm Temperate Moist, Warm Temperate Desert -&gt; Warm Temperate Dry &amp; Desert
Tropical Desert, Sub Tropical Desert -&gt; Tropical &amp; Sub Tropical Desert
Tropical Dry, Sub Tropical Dry -&gt; Tropical &amp; Sub Tropical Dry
Tropical Moist, Sub Tropical Moist -&gt; Tropical &amp; Sub Tropical Moist</ows:Abstract>
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&lt;br&gt;
The Global Standard for the Identification of Key Biodiversity Areas (IUCN 2016) sets out globally agreed criteria for the identification of KBAs worldwide. The KBA Standard establishes a consultative, science-based process for KBA identification, founded on the consistent application of global criteria with quantitative thresholds that have been developed through an extensive consultation exercise spanning several years. The Standard is also available in French and Spanish.
&lt;br&gt;
Sites qualify as global KBAs if they meet one or more of 11 criteria, clustered into five categories: threatened biodiversity; geographically restricted biodiversity; ecological integrity; biological processes; and, irreplaceability. The KBA criteria can be applied to species and ecosystems in terrestrial, inland water and marine environments. Although not all KBA criteria may be relevant to all elements of biodiversity, the thresholds associated with each of the criteria may be applied across all taxonomic groups (other than micro-organisms) and ecosystems.
&lt;br&gt;
The KBA identification process is a highly inclusive, consultative and bottom-up exercise. Although anyone with appropriate scientific data may propose a site to qualify as a KBA, consultation with stakeholders at the national level (both non-governmental and governmental organizations) is required during the proposal process. KBA identification should build off the existing network of KBAs (including Important Bird and Biodiversity Areas and Alliance for Zero Extinction sites) and new data should seek to strengthen and expand the network of these sites. Any site proposal must undergo independent scientific review. This is followed by the official site nomination with full documentation meeting the Documentation Standards for KBAs. Sites confirmed by the KBA Secretariat to qualify as KBAs then appear on this website.
&lt;br&gt;
The consultation process to develop A Global Standard for the Identification of Key Biodiversity Areas was led by the IUCN WCPA-SSC Joint Task Force on Biodiversity and Protected Areas. It involved a Framing workshop; technical workshops on Criteria and Delineation, quantitative Thresholds, and Governance of the process to identify KBAs; a second Governance meeting; 14 separate regional consultations held around the world; and interviews with end users of KBA data. A first public consultation draft was posted in 2014, generating more than 1200 comments and responses. The second consultation draft on the Standard was posted in 2015, generating an additional 600 comments and responses. More information on the consultation process to develop the KBA Standard can be found on the Joint Task Force website.</ows:Abstract>
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      <ows:Title>Satellite Mogadisho Urban Growth 2016</ows:Title>
      <ows:Abstract>Landsat tm7 sensor.
RGB raster map using bands 5-3-1. 
Date 2016-02-14.
Edited in Grass GIS 7.2.2.
Editings:
- gdal_fillnodata for the satellite images from 2003 to 2018.
- i.landsat.toar for DN to kind of reflectance transformation in order to later perform supervised classification of the imageries.
- RGB raster map from bands 5-3-1.

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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2020 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2020 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Future climate projections from the World Climate Research Programme&apos;s (WCRP&apos;s) CMIP3 multi-model dataset downscaled using the Worldclim 2.5-minute 20th century climate dataset. The CMIP3 multi-model datasets were used for the IPCC 4th Assessment Report. The B1 scenario assumes the most ecologically friendly future. The A1B scenario assumes future energy sources will be balanced between fossil-intensive and non-fossil energy sources. The A2 scenario is characterized by a future world still heavily dependent on fossil fuel consumption. All models are historical and future climate simulations collected from leading modeling centers around the world. The original model simulations are collected and achieved by the Program for Climate Model Diagnosis and Intercomparison (PCMDI) to create the World Climate Research Programme&apos;s (WCRP&apos;s) phase 3 of the Coupled Model Intercomparison Project (CMIP3) multi-model dataset. The downscaled data were produced by Conservation International through collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin and support from the National Center of Ecological Analysis and Synthesis.
&lt;br&gt;
Downscaled Future Climate Scenarios 2.5-minute resolution, 2009. This is a product of Conservation International based on techniques developed in collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin. Additional support provided by the National Center of Ecological Analysis and Synthesis. http://futureclimates.conservation.org (accessed: 06/03/19)</ows:Abstract>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Abstract>This analysis of 35 years’ worth of satellite data (at approximately 25 square kilometer resolution at the equator) provides a comprehensive record of global land-change dynamics during the period 1982–2016. Contrary to the prevailing view that forest area has declined globally — tree cover has increased by 2.24 million km2 (+7.1% relative to the 1982 level), largely the result of a net loss in the tropics being outweighed by a net gain in the extratropics. Global bare ground cover has decreased by 1.16 million km2 (−3.1%), most notably in agricultural regions in Asia. Of all land changes, 60% are associated with direct human activities and 40% with indirect drivers such as climate change. Land-use change exhibits regional dominance, including tropical deforestation and agricultural expansion, temperate reforestation or afforestation, cropland intensification and urbanization. Consistently across all climate domains, montane systems have gained tree cover and many arid and semi-arid ecosystems have lost vegetation cover.&lt;br&gt;&lt;br&gt;For full details see: &lt;a href=&quot;https://doi.org/10.1038/s41586-018-0411-9&quot;&gt;Song, X.-P., Hansen, M.C., Stehman, S.V., Potapov, P.V., Tyukavina, A., Vermote, E.F., Townshend, J.R., 2018. Global land change from 1982 to 2016. Nature 1&lt;/a&gt;&lt;br/&gt;.</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 1980-1989 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 1980 to 1989 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901 to 2018. Original data were subset and processed using QGIS at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
The dataset has been updated each year using newer versions of CRU TS input data, currently to the end of 2018 using a preliminary version of CRU TS 4.03 (0.5° resolution).

&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;
(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;
(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;
(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;
(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Population Based Global Carbon Emissions Dataset in 0.1°Resolution (2014)</ows:Title>
      <ows:Abstract>Since mid of 20th century, anthropogenic greenhouse gas emissions have increased, it is very possible of being driven largely by economic and population growth, and causing the global warming. Based on the global carbon emissions data of 2014 in each country from CDIAC (Carbon Dioxide Information Analysis Center) and population density data in 2015 from SEDAC (Socioeconomic Data and Applications Center), the population based global carbon emissions dataset in 0.1° resolution (2014) was developed by the model of integrating population density as an economic-population composite indicator to weighted carbon emissions. The result shows the main carbon emission areas are located in the eastern United States, eastern China, Japan, Korea, India, Southeast Asia and Europe, and there are spatial differences in each region. The result can reflect spatial distribution of the current global carbon emissions and provide basic data for global change research. The dataset was archived in .tif data format with the data size of 22.7 MB (3.92MB in compressed file).

Foundation Item：
Ministry of Science and Technology of P. R. China (2016YFA0602704)
Data Citation：
FAN Zhixin,SU Yun*,FANG Xiuqi.2017.Population Based Global Carbon Emissions Dataset in 0.1°Resolution (2014) ( GlobalPopCarbonEmis2014 ) ,Global Change Research Data Publishing &amp; Repository,DOI:10.3974/geodb.2017.03.12.V1</ows:Abstract>
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For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2019 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2019 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

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      <ows:Abstract>The GHS-POP depicts the distribution of human population, expressed as the number of people per cell. Residential population are derived from the raw global census data harmonized by CIESIN for the Gridded Population of the World, version 4.11 (GPWv4.11) at polygon level, and disaggregated from census or administrative units to grid cells, informed by the distribution, classification and density of built-up as mapped in the GHSL global layers. More information at JRC: Global Human Settlement Layer (GHSL) – original source: GHS_POP_E2020_GLOBE_R2022A_54009_1000_V1_0.

Dataset:
Schiavina M., Freire S., MacManus K. (2022):
GHS-POP R2022A - GHS population grid multitemporal (1975-2030).European Commission, Joint Research Centre (JRC) PID: http://data.europa.eu/89h/d6d86a90-4351-4508-99c1-cb074b022c4a, doi:10.2905/D6D86A90-4351-4508-99C1-CB074B022C4A

Concept &amp; Methodology:
Freire S., MacManus K., Pesaresi M., Doxsey-Whitfield E., Mills J. (2016) Development of new open and free multi-temporal global population grids at 250 m resolution. Geospatial Data in a Changing World; Association of Geographic Information Laboratories in Europe (AGILE), AGILE 2016</ows:Abstract>
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      <ows:Abstract>The Generalized Normalised Difference Vegetation Index (GNDVI) is a modification of the Normalised Difference Vegetation Index (NDVI), which has been proposed by Weicheng Wu (2014) for the assessment of dryland environments due to the inadequacy of the NDVI in these areas. The Generalised Normalised Difference Vegetation Index (GNDVI) of 2000 shows the trends and patterns of vegetation health and degradation in the area. The data further shows the elements contributing to the fast approaching dessertification of the area. The data further sets the baseline analysis and the amount of cost-benefit analysis that must be triggered in view of the fast approaching dessertification and looming large-scale mining in the Northwest Region of Ghana</ows:Abstract>
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      <ows:Title>Ksat-based Soil Erodibility</ows:Title>
      <ows:Abstract>The modified global soil erodibility map (Kksat factor) where the measured Ksat values were incorporated into the Wischmeier and Smith (1978) soil texture-based K factor equation.

This dataset encompasses global soil erodibility (K) factor maps, with the K factor being estimated through the Wischmeier and Smith (1978) method. The equation incorporates permeability information crudely and indirectly, mainly relying on soil texture details, potentially overlooking factors like vegetation, biopores, and clay minerals. To address this limitation, we integrated measured Ksat values, representing soil hydraulic properties, into the Wischmeier and Smith (1978) soil texture-based K factor equation (referred to as KWischmeier factor) to formulate the Ksat-based soil erodibility (Kksat factor).

Credits: 
Gupta, S., Borrelli, P., Panagos, P., Alewell, C., 2024. An advanced global soil erodibility (K) assessment including the effects of saturated hydraulic conductivity. Science of The Total Environment 908, 168249. https://doi.org/10.1016/j.scitotenv.2023.168249</ows:Abstract>
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      <ows:Abstract>Metadata for the file:
Crezee_2022_Uncertainty_Carbon_density_2000runs.tif

This is the file used to create Figure 4b of the paper:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This is a raster file representing relative uncertainty (in %) around the median 
carbon density estimate (Fig. 4a of the paper). 

For each pixel, the width of the 95% confidence interval was calculated from 2,000
carbon density estimates by substracting the 2.5th from the 97.5th percentile. 
Relative uncertainty was then calculated as Â± half the width of the 95% confidence 
interval, expressed as percentage of the median carbon density estimate. 


----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Abstract>Average year temperature anomalies in °Celsius across the period 2021-2022 calculated over the average temperatures per year in the period 1901-1920 (as close as possible to the pre-industrial era).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
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- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Central Congo Basin hardwood-dominated peat swamp forest probability (2022)</ows:Title>
      <ows:Abstract>Metadata for files in the zip archive:
Crezee_2022_Central_Congo_Peat_Probability_Layers.zip

This folder contains 5 probability layers, the output of 1000 classification
runs using a random 2/3 subset of training data, that was used to produce the 
peatland extent estimates and probability map (Figure 1b) in:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This folder contains 5 layers:
	- Probability_2022_HardwoodDominatedPeatSwamp.tif
	- Probability_2022_PalmDominatedPeatSwamp.tif
	- Probability_2022_NonPeatFormingForest.tif
	- Probability_2022_Savanna.tif
	- Probability_2022_Water.tif

Each layer has pixel values from 0-1000, representing the number of times that class
was given as the most likely class for that pixel in 1000 Maximum Likelihood classifications
using a random 2/3 subset of the training data.

For example, a value of 995 in the Probability_2022_Water.tif file means that in 995 of the 1000
runs this pixel was mapped as &apos;water&apos;. Conversely, a value of 4 in the Probability_2022_Savanna.tif
would mean that that pixel was only mapped as savanna 4 times in the 1000 runs.

As an approximation, dividing these values by 1000 gives the probability that that pixel
contains a majority of vegetation of that class.

Total peat swamp forest probability is obtained by summing the probabilities of the hardwood and 
palm-dominated peat swamp forest files.

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Title>Annual Precipitation - Climatology (1979-2013) [mm/year]</ows:Title>
      <ows:Abstract>Accumulated precipitation amount over 1 year [mm/year].

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Title>Human Pressures in Protected Areas (2018)</ows:Title>
      <ows:Abstract>In an era of massive biodiversity loss, the greatest conservation success story has been the growth of protected land globally. Protected areas are the primary defense against biodiversity loss, but extensive human activity within their boundaries can undermine this. Using the most comprehensive global map of human pressure, we show that 6 million square kilometers (32.8%) of protected land is under intense human pressure. For protected areas designated before the Convention on Biological Diversity was ratified in 1992, 55% have since experienced human pressure increases. These increases were lowest in large, strict protected areas, showing that they are potentially effective, at least in some nations. Transparent reporting on human pressure within protected areas is now critical, as are global targets aimed at efforts required to halt biodiversity loss.

One-third of global protected land is under intense human pressure
Kendall R. Jones1,2,*, Oscar Venter3, Richard A. Fuller2,4, James R. Allan1,2, Sean L. Maxwell1,2, Pablo Jose Negret1,2, James E. M. Watson1,2,5
 See all authors and affiliations

Science  18 May 2018:
Vol. 360, Issue 6390, pp. 788-791
DOI: 10.1126/science.aap9565</ows:Abstract>
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The sources of data include: Ground measurements from 6 003 monitoring locations around the world, satellite remote sensing; population estimates; topography; and information on local monitoring networks and measures of specific contributors of air pollution from chemical transport models. The DIMAQ model calibrates data from these sources with ground measurements. This model has provided produced estimates of air quality, expressed in terms of median concentrations of PM2.5, for all regions of the world, including areas in which PM2.5 monitoring is not available.</ows:Abstract>
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      <ows:Abstract>Human pressures on the ocean are thought to be increasing globally, yet we know little about their patterns of cumulative change, which pressures are most responsible for change, and which places are experiencing the greatest increases. Managers and policymakers require such information to make strategic decisions and monitor progress towards management objectives. Here we calculate and map recent change over 5 years in cumulative impacts to marine ecosystems globally from fishing, climate change, and ocean- and land-based stressors. Nearly 66% of the ocean and 77% of national jurisdictions show increased human impact, driven mostly by climate change pressures. Five percent of the ocean is heavily impacted with increasing pressures, requiring management attention. Ten percent has very low impact with decreasing pressures. Our results provide large-scale guidance about where to prioritize management efforts and affirm the importance of addressing climate change to maintain and improve the condition of marine ecosystems.

Authors:
Halpern, B. S. et al. Spatial and temporal changes in cumulative human impacts on the world’s ocean. Nat. Commun. 6:7615 doi: 10.1038/ncomms8615 (2015).

Source:
https://www.nature.com/articles/ncomms8615#s1</ows:Abstract>
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      <ows:Title>Areas of Global Significance for Biodiversity Conservation and Water Provision</ows:Title>
      <ows:Abstract>&lt;span style=&quot;font-size:1em&quot;&gt;
  This map is the result of a global joint optimization of valuable biodiversity and water regulation. This analysis collated distribution data for over 180000 terrestrial vertebrate and plant species globally, removing unsuitable areas using information on species&apos; habitat preferences and species&apos; known altitudinal limits or, where unknown, by removing anthropogenically modified land.
  &lt;br /&gt;
  &lt;br /&gt;
   Given existing biases in taxonomic coverage for plant species, we calculated 10 representative sets of species, containing approximately 10% of species of each taxonomic group. For water we took potential water regulation outputs from the WaterWorld model normalized by water basin. We then determined those areas globally that jointly contributed the most to biodiversity and water conservation if up to 10%, 20%, or 100% of the Earth were to be protected.
  &lt;br&gt;
  &lt;br&gt;
  &lt;u&gt;References:&lt;/u&gt;
  &lt;ul&gt;
    &lt;li&gt;
      Jung, M., et al. (2020). Areas of global importance for terrestrial biodiversity, carbon, and water. BioRxiv. &lt;a href=&quot;https://www.biorxiv.org/content/10.1101/2020.04.16.021444v1&quot; target=&quot;_blank&quot;&gt;biorxiv.org/content/10.1101/2020.04.16.021444v1&lt;/a&gt;.
    &lt;/li&gt;
  &lt;/ul&gt;
&lt;/span&gt;</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2012 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2012 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Title>2011-2020 Average year precipitations change since previous decade (2001-2010)</ows:Title>
      <ows:Abstract>Average year precipitations anomalies in mm across the period 2011-2020 calculated over the average precipitations per year in the period 2001-2010.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Gridded Livestock of the World – Sheep</ows:Title>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Abstract>Detailed global datasets for 1990, 2015, and 2017 for land use modification of terrestrial lands (excluding Antarctica) are provided here. These data were calculated using the degree of human modification approach that combines the proportion of a pixel of a given stressor (i.e. footprint) times the intensity of that stressor (ranging from 0 to 1.0). Our novel datasets are detailed (~300m resolution), temporally consistent (for 1990-2015), comprehensive (11 change stressors, 14 current), robust (using an established framework and incorporating classification errors and parameter uncertainty), and strongly validated. A dataset for ~2017 is also provide, that is derived from 14 stressors, for an even more comprehensive dataset, but it should not be used to calculate change with the other datasets (1990-2015). 

Theobald, D. M., Kennedy, C., Chen, B., Oakleaf, J., Baruch-Mordo, S., and Kiesecker, J.: Earth transformed: detailed mapping of global human modification from 1990 to 2017, Earth Syst. Sci. Data., https://doi.org/10.5194/essd-2019-252, 2020

Source: https://zenodo.org/record/3963013#.X5ChM0JKjUI</ows:Abstract>
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      <ows:Title>Temperature Seasonality [standard deviation] (2041-2060) RCP8.5 - CIMP5</ows:Title>
      <ows:Abstract>Standard deviation of the monthly mean temperatures [standard deviation] for the period 2041-2060 based on RCP8.5.

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Title>Central Congo Basin Savanna probability (2022)</ows:Title>
      <ows:Abstract>Metadata for files in the zip archive:
Crezee_2022_Central_Congo_Peat_Probability_Layers.zip

This folder contains 5 probability layers, the output of 1000 classification
runs using a random 2/3 subset of training data, that was used to produce the 
peatland extent estimates and probability map (Figure 1b) in:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This folder contains 5 layers:
	- Probability_2022_HardwoodDominatedPeatSwamp.tif
	- Probability_2022_PalmDominatedPeatSwamp.tif
	- Probability_2022_NonPeatFormingForest.tif
	- Probability_2022_Savanna.tif
	- Probability_2022_Water.tif

Each layer has pixel values from 0-1000, representing the number of times that class
was given as the most likely class for that pixel in 1000 Maximum Likelihood classifications
using a random 2/3 subset of the training data.

For example, a value of 995 in the Probability_2022_Water.tif file means that in 995 of the 1000
runs this pixel was mapped as &apos;water&apos;. Conversely, a value of 4 in the Probability_2022_Savanna.tif
would mean that that pixel was only mapped as savanna 4 times in the 1000 runs.

As an approximation, dividing these values by 1000 gives the probability that that pixel
contains a majority of vegetation of that class.

Total peat swamp forest probability is obtained by summing the probabilities of the hardwood and 
palm-dominated peat swamp forest files.

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 1981-1990 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 1981 to 1990 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Average year precipitations anomalies in mm across the period 2001-2010 calculated over the average precipitations per year in the period 1901-1920 (as close as possible to the pre-industrial era).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Forest Connectivity (2013) (NASA)</ows:Title>
      <ows:Abstract>Forest connectivity identifies key areas between Intact Forest Landscapes (IFLs) in 2013. IFLs are large areas (greater than or equal to 500 square kilometres) of forest and other natural vegetation that show no remotely detected signs of human disturbance.

Data Sources: Hansen, M.C., et al. 2013. High-Resolution Global Maps of 21st-Century Forest Cover Change. Science 342, 850–853. DOI: &lt;a href=&quot;https://doi.org/10.1126/science.1244693&quot; target=&quot;_blank&quot;&gt;10.1126/science.1244693&lt;/a&gt;

Potapov, P., et al., 2017. The last frontiers of wilderness: Tracking loss of intact forest landscapes from 2000 to 2013. Science Advances 3, e1600821. &lt;a href=&quot;https://doi.org/10.1126/sciadv.1600821&quot; target=&quot;_blank&quot;&gt;10.1126/sciadv.1600821&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>The original data is from the USGS FEWS Data Downloads (https://earlywarning.usgs.gov/fews/datadownloads/Global/PET).
The present raster in the average monthly evapotranspiration for winter 2019-2020. It in the average of the various evapotranspiration files available in winter 2019-2020 (December 2019, January 2020 and February 2020).

On vegetated landscapes, Evapotranspiration (ET) can be simplified as the combination of evaporation from soil and transpiration from vegetation. Actual ET (ETa) is produced using the Operational Simplified Surface Energy Balance (SSEBop) model (Senay et al., 2013) for 2003 to present using data stream from the Aqua satellite. The SSEBop setup is based on the original Simplified Surface Energy Balance (SSEB) approach (Senay et al., 2007, 2011) with unique and improved parameterizations for operational applications. It combines ET fractions generated from remotely sensed MODIS thermal imagery, summarized every 10 days (dekadal), with reference ET, generated from weather data fields using the Penman-Monteith Equation. The unique feature of the SSEBop parameterization is that it uses a pre-defined, seasonally dynamic surface psychrometer constant parameter that helps define the hot/dry and cold/wet reference limits, unique to each pixel. Furthermore, the cold/wet limit is determined using the daily maximum air temperature (Ta) using the c factor parameter which relates Ta to land surface temperature at well-vegetated/well-watered surfaces. The original SSEB model was formulated based on an adaptation of the hot and cold pixel principles of SEBAL (Bastiaanssen et al., 1998) and METRIC (Allen et al., 2007) models. NoData pixels are indicated as NoDATA in ArcGIS. However, other software (e.g., ERDAS imagine) show nodata as -32768.00. ETa data and anomaly products (current vs. 2003 &amp;#8211; 2015 median), produced at 1 km resolution, are available at: https://earlywarning.usgs.gov/fews.</ows:Abstract>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Abstract>This file provides the global biomass map produced with the EU FP7 GEOCARBON project (www.geocarbon.net) and presented by Avitabile et al. (2014) at the Global Vegetation Monitoring and Modeling, 3-7 February 2014, Avignon (France). The map is obtained by combining and harmonizing the pan-tropical biomass map by Avitabile et al. (2016) with the boreal forest biomass map by Santoro et al. (2015). The map covers only forest areas, where forest are defined as areas with dominance of tree cover in the GLC2000 map (Bartholomé and Belward, 2005). For a proper use and description of this dataset, please refer to the mentioned articles.


Source:
Avitabile, V., Herold, M., Lewis, S.L., Phillips, O.L., Aguilar-Amuchastegui, N., Asner, G. P., Brienen, R.J.W., DeVries, B., Cazzolla Gatti, R., Feldpausch, T.R., Girardin, C., de Jong, B., Kearsley, E., Klop, E., Lin, X., Lindsell, J., Lopez-Gonzalez, G., Lucas, R., Malhi, Y., Morel, A.,  Mitchard, E., Pandey, D., Piao, S., Ryan, C., Sales, M., Santoro, M., Vaglio Laurin, G., Valentini, R., Verbeeck, H., Wijaya, A., Willcock, S., 2014. Comparative analysis and fusion for improved global biomass mapping.  Global Vegetation Monitoring and Modeling, 3 – 7 February 2014, Avignon (France) (https://colloque.inra.fr/gv2m)

Based on data from:
Avitabile, V., Herold, M., Heuvelink, G. B. M., Lewis, S. L., Phillips, O. L., Asner, G. P., Armston, J., Ashton, P. S., Banin, L., Bayol, N., Berry, N. J., Boeckx, P., de Jong, B. H. J., DeVries, B., Girardin, C. A. J., Kearsley, E., Lindsell, J. A., Lopez-Gonzalez, G., Lucas, R., Malhi, Y., Morel, A., Mitchard, E. T. A., Nagy, L., Qie, L., Quinones, M. J., Ryan, C. M., Ferry, S. J. W., Sunderland, T., Laurin, G. V., Gatti, R. C., Valentini, R., Verbeeck, H., Wijaya, A. and Willcock, S. (2016), An integrated pan-tropical biomass map using multiple reference datasets. Glob Change Biol, 22: 1406–1420. doi:10.1111/gcb.13139

Santoro, M., Beaudoin, A., Beer, C., Cartus, O., Fransson, J.E.S., Hall, R.J., Pathe, C., Schmullius, C., Schepaschenko, D., Shvidenko, A., Thurner, M. and Wegmüller, U. (2015). Forest growing stock volume of the northern hemisphere: Spatially explicit estimates for 2010 derived from Envisat ASAR. Remote Sensing of Environment, Vol. 168, pag. 316-334


Source:
Avitabile V, Herold M, Heuvelink G, Lewis SL, Phillips OL, Asner GP et al. (2016). An integrated pan-tropical biomass maps using multiple reference datasets. Global Change Biology, 22: 1406–1420. doi:10.1111/gcb.13139.

Data Source:
https://www.wur.nl/en/Expertise-Services/Chair-groups/Environmental-Sciences/Laboratory-of-Geo-information-Science-and-Remote-Sensing/Research/Integrated-land-monitoring/Forest_Biomass/Forest-Biomass-downloads.htm</ows:Abstract>
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      <ows:Title>GHS population grid (2020)</ows:Title>
      <ows:Abstract>The GHS-POP depicts the distribution of residential population, expressed as the number of people per cell.
Residential population estimates between 1975 and 2020 in 5 years intervals and projections to 2025 and 2030 derived from CIESIN GPWv4.11 were disaggregated from census or administrative units to grid cells, informed by the distribution, density, and classification of built-up as mapped in the Global Human Settlement Layer (GHSL) global layer per corresponding epoch.
This dataset is an update of the product released in 2022. Major improvements are the following: use of built-up volume maps (GHS-BUILT-V R2022A); use of more recent and detailed population estimates derived from GPWv4.11 integrating both UN World Population Prospects 2022 country population data and World Urbanisation Prospects 2018 data on Cities; revision of GPWv4.11 population growthrates by convergence to upper administrative level growthrates; systematic improvement of census coastlines; systematic revision of census units declared as unpopulated; integration of non-residential built-up volume information (GHS-BUILT-V_NRES R2023A); spatial resolution of 100m Mollweide (and 3 arcseconds in WGS84); projections to 2030.

The complete information about the GHSL main products can be found in the GHSL Data Package 2023 report.

Publication:
Schiavina, Marcello; Freire, Sergio; Alessandra Carioli; MacManus, Kytt (2023): GHS-POP R2023A - GHS population grid multitemporal (1975-2030). European Commission, Joint Research Centre (JRC) [Dataset] doi: 10.2905/2FF68A52-5B5B-4A22-8F40-C41DA8332CFE PID: http://data.europa.eu/89h/2ff68a52-5b5b-4a22-8f40-c41da8332cfe

Concept &amp; Methodology:
Freire S., MacManus K., Pesaresi M., Doxsey-Whitfield E., Mills J. (2016) Development of new open and free multi-temporal global population grids at 250 m resolution. Geospatial Data in a Changing World; Association of Geographic Information Laboratories in Europe (AGILE), AGILE 2016</ows:Abstract>
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      <ows:Abstract>&lt;span style=&quot;font-size:1em&quot;&gt;
  This dataset shows the total potential supply of clean water available to users in m&lt;sup&gt;3&lt;/sup&gt;. Water quantity in each pixel is calculated as the water balance (rainfall minus actual evapotranspiration) cumulated downstream. See Mulligan et al. (2013) for a description of the global water balance dataset. Potential water provisioning services for each cell are first calculated as the volume of clean water available from upstream. The volume of water is calculated as the downstream cumulated water balance based on (rainfall+fog+snowmelt)-actual evapotranspiration.
  &lt;br&gt;
  &lt;br&gt;
  &lt;u&gt;References:&lt;/u&gt;
  &lt;ul&gt;
    &lt;li&gt;
      Mulligan, M. (2013) WaterWorld: a self-parameterising, physically based model for application in data-poor but problem-rich environments globally. Hydrology research 44, 5; 748-769.
    &lt;/li&gt;
  &lt;/ul&gt;
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2021 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values for 2021 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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Each pixel contains the estimated number of inhabitants living within a 100 m × 100 m cell. This gridded representation allows the analysis of population patterns and supports the derivation of population density values at different spatial scales.

This layer serves as an input for the project, supporting the identification of areas where higher population concentrations may increase the susceptibility of illegal dumping sites.</ows:Abstract>
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Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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Data Sources: Hansen, M.C., et al. 2013. High-Resolution Global Maps of 21st-Century Forest Cover Change. Science 342, 850–853. DOI: &lt;a href=&quot;https://doi.org/10.1126/science.1244693&quot; target=&quot;_blank&quot;&gt;10.1126/science.1244693&lt;/a&gt;

Potapov, P., et al., 2017. The last frontiers of wilderness: Tracking loss of intact forest landscapes from 2000 to 2013. Science Advances 3, e1600821. &lt;a href=&quot;https://doi.org/10.1126/sciadv.1600821&quot; target=&quot;_blank&quot;&gt;10.1126/sciadv.1600821&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>The tropical cyclonic strong wind and storm surge hazard model uses information from 2594 historical tropical cyclones besides data on topography, terrain roughness, and bathymetry. The historical tropical cyclones used in the cyclone wind and storm surge hazard model for the GAR Atlas cover the five different oceanic basins: Northeast Pacific, Northwest Pacific, South Pacific, North Indian, South Indian and North Atlantic. In all cases, the data associated to each track were obtained from the IBTrACS database (Knapp et al., 2010). Topography data from the Shuttle Radar Topography Mission (SRTM) of NASA, which provides terrain elevation grids at a 90 meters resolution, delivered by quadrants over the world was used and, additionally, to account for surface roughness, polygons of urban areas worldwide were obtained from the Socioeconomic Data and Applications Centre, SEDAC (CIESIN et al., 2011). A digital bathymetry model, with a spatial resolution of 30 arc-seconds, from the GEBCO_08 (General Bathymetric Chart of the Oceans) Grid Database of the British Oceanographic Data Centre (2009) was used. More information about the cyclone wind and storm surge hazard model can be found in Cardona et al., 2015. Hazard analysis was performed using the software CAPRA Team Tropical Cyclones Hazard Modeler (Bernal, 2014).</ows:Abstract>
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      <ows:Abstract>This analysis of 35 years’ worth of satellite data (at approximately 25 square kilometer resolution at the equator) provides a comprehensive record of global land-change dynamics during the period 1982–2016. Contrary to the prevailing view that forest area has declined globally — tree cover has increased by 2.24 million km2 (+7.1% relative to the 1982 level), largely the result of a net loss in the tropics being outweighed by a net gain in the extratropics. Global bare ground cover has decreased by 1.16 million km2 (−3.1%), most notably in agricultural regions in Asia. Of all land changes, 60% are associated with direct human activities and 40% with indirect drivers such as climate change. Land-use change exhibits regional dominance, including tropical deforestation and agricultural expansion, temperate reforestation or afforestation, cropland intensification and urbanization. Consistently across all climate domains, montane systems have gained tree cover and many arid and semi-arid ecosystems have lost vegetation cover.&lt;br&gt;&lt;br&gt;For full details see: &lt;a href=&quot;https://doi.org/10.1038/s41586-018-0411-9&quot;&gt;Song, X.-P., Hansen, M.C., Stehman, S.V., Potapov, P.V., Tyukavina, A., Vermote, E.F., Townshend, J.R., 2018. Global land change from 1982 to 2016. Nature 1&lt;/a&gt;&lt;br/&gt;.</ows:Abstract>
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Date 2004-09-24.
Edited in Grass GIS 7.2.2.
Editings:
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- i.landsat.toar for DN to kind of reflectance transformation in order to later perform supervised classification of the imageries.
- RGB raster map from bands 5-3-1.

Image downloaded from www.earthexplorer.usgs.gov.</ows:Abstract>
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Downscaled Future Climate Scenarios 2.5-minute resolution, 2009. This is a product of Conservation International based on techniques developed in collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin. Additional support provided by the National Center of Ecological Analysis and Synthesis. http://futureclimates.conservation.org (accessed: 06/03/19)</ows:Abstract>
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      <ows:Title>Average year precipitations (1991-2020)</ows:Title>
      <ows:Abstract>Average year precipitations in mm across the period 1991-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Average year precipitations (2021-2022)</ows:Title>
      <ows:Abstract>Average year precipitations in mm across the period 2021-2022.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Combination of climate related / environmental variables:
- Elevation;
- Coastal slope;
- Land roughness;
- Distance from the shoreline;
- Ecosystem health
and gender-related variables:
- Education;
- Labour market;
- Health status and quality of life;
- Socio-economic status.

Area: Morocco
Child Project: SCCF

Source: GEF-MedProgramme</ows:Abstract>
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      <ows:Title>Temperature change trend (2011-2020)</ows:Title>
      <ows:Abstract>Trend of year temperatures change in &apos;°C per year&apos; across the period 2011-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Unit: ratio of the solar radiation reflected by a surface to the total incoming solar radiation, usually measured between 0 (all incident radiation absorbed) and 1 (all incident radiation refleted).
Surface albedo quantifies the fraction of the sunlight reflected by the surface of the Earth. The present layer represents the black-sky albedo (directional albedo), which is considered as an Essential Climate Variable by the Global Climate Observing System (GCOS). Surface albedo is a sensitive indicator of environmental vulnerability making it a key element required by climate, biogeochemical, hydrological, and weather forecast models. 
It has a spatial resolution of 1km and is available from the Copernicus Global Land Service (https://land.copernicus.eu/global/products/sa) as netCDF files (technical documentation available at https://land.copernicus.eu/global/sites/cgls.vito.be/files/products/CGLOPS1_PUM_SA1km-V1_I1.40.pdf. The present raster is the broadband directional albedo over full spectrum [0.3-4µm]. It is the average of the various albedo files available in winter 2019-2020 (3 December 2019, 13 December 2019, 24 December 2020, 3 January 2020, 13 January 2020, 24 January 2020, 3 February 2020, 13 February 2020 et 22 February 2020), then transformed into a geotiff in order to display and example of albedo reflectance in winter.</ows:Abstract>
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      <ows:Title>Self-calibrating Palmer Drought Severity Index (scPDSI) 2010-2018 (CRU)</ows:Title>
      <ows:Abstract>This layer shows the average values over the 2010 to 2018 decade of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901 to 2018. Original data were subset and processed using QGIS at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
The dataset has been updated each year using newer versions of CRU TS input data, currently to the end of 2018 using a preliminary version of CRU TS 4.03 (0.5° resolution).
&lt;br&gt; Please read &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/scpdsi.global2018.readme.txt&quot;target=_blank&gt;this document&lt;/a&gt; for more information.

&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;
(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;
(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;
(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;
(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>Average year temperature anomalies in °Celsius across the period 2011-2020 calculated over the average temperatures per year in the period 1901-1920 (as close as possible to the pre-industrial era).
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>The Global Grid of Probabilities of Urban Expansion to 2030 presents spatially explicit probabilistic forecasts of global urban land cover change from 2000 to 2030 at a 2.5 arc-minute resolution. For each grid cell that is non-urban in 2000, a Monte-Carlo model assigned a probability of becoming urban by the year 2030. The authors first extracted urban extent circa 2000 from the NASA MODIS Land Cover Type Product Version 5, which provides a conservative estimate of global urban land cover. The authors then used population densities from the Global Rural-Urban Mapping Project, Version 1 (GRUMPv1) to create the population density driver map. They estimated the amount of new urban land in each United Nations region by 2030 in a Monte-Carlo fashion based on present empirical distribution of regional urban population densities and probability density functions of projected regional population and GDP values for 2030. To facilitate integration with other data products, CIESIN reprojected the data from Goode&apos;s Homolosine to Geographic WGS84 projection. We recommend using the Goode Homolosine equal area projection for data analysis.

NOTES CONCERNING THE DATA

Although regions were not excluded in the creation of these data some small urban areas, such as Tromso and Norilsk, are missing. This is a result of resampling the input land-cover data from 463 meters to 5 kilometers as described in the documentation.


ACCESSING THE DATA

The data may be downloaded via the World Wide Web at http://sedac.ciesin.columbia.edu/data/set/lulc-global-grid-prob-urban-expansion-2030.

The data are available in a compressed zipfile of GeoTIFF format. The downloaded files need to be uncompressed in a single folder using either WinZip (Windows file compression utility) or a similar application before it can be accessed by your GIS software package.


DATA FORMAT

Two files containing probability of urban expansion grids in GeoTIFF format are available in the download.

The WGS84 archive is in geographic coordinates of decimal degrees based on the World Geodetic System spheroid of 1984.

The Goode Homolosine archive is in projected coordinates based on the pseudocylindrical, equal-area, composite map, Goode Homolosine projection.

File naming convention:

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      <ows:Title>Yearly emissions of CO2 (excluding short cycle organic Carbon) - 1980 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ResourceURL format="application/json" resourceType="FeatureInfo" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/wesr_climat:v60_CO2_excl_short-cycle_org_C_1980_opt/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}/{J}/{I}?format=application/json"/>
      <ResourceURL format="application/json" resourceType="TileJSON" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/wesr_climat:v60_CO2_excl_short-cycle_org_C_1980_opt/{style}/tilejson/png?format=application/json"/>
      <ResourceURL format="application/json" resourceType="TileJSON" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/wesr_climat:v60_CO2_excl_short-cycle_org_C_1980_opt/{style}/tilejson/jpeg-png?format=application/json"/>
      <ResourceURL format="application/json" resourceType="TileJSON" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/wesr_climat:v60_CO2_excl_short-cycle_org_C_1980_opt/{style}/tilejson/jpeg?format=application/json"/>
      <ResourceURL format="application/json" resourceType="TileJSON" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/wesr_climat:v60_CO2_excl_short-cycle_org_C_1980_opt/{style}/tilejson/png8?format=application/json"/>
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    <Layer>
      <ows:Title>Title example 2</ows:Title>
      <ows:Abstract>Abstract example 2</ows:Abstract>
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        <ows:UpperCorner>180.0 90.0</ows:UpperCorner>
      </ows:WGS84BoundingBox>
      <ows:Identifier>testing:name_rewritten_2</ows:Identifier>
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        <ows:Identifier>testing:script_example_2</ows:Identifier>
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      <Format>image/vnd.jpeg-png</Format>
      <Format>image/jpeg</Format>
      <Format>image/png8</Format>
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        <TileMatrixSet>EPSG:3857</TileMatrixSet>
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      <TileMatrixSetLink>
        <TileMatrixSet>EPSG:4326</TileMatrixSet>
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      <TileMatrixSetLink>
        <TileMatrixSet>EPSG:900913</TileMatrixSet>
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      <TileMatrixSetLink>
        <TileMatrixSet>EPSG:3857_512</TileMatrixSet>
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      <ResourceURL format="image/vnd.jpeg-png" resourceType="tile" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}?format=image/vnd.jpeg-png"/>
      <ResourceURL format="image/jpeg" resourceType="tile" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}?format=image/jpeg"/>
      <ResourceURL format="image/png8" resourceType="tile" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}?format=image/png8"/>
      <ResourceURL format="text/plain" resourceType="FeatureInfo" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}/{J}/{I}?format=text/plain"/>
      <ResourceURL format="application/vnd.ogc.gml" resourceType="FeatureInfo" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}/{J}/{I}?format=application/vnd.ogc.gml"/>
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      <ResourceURL format="application/vnd.ogc.gml/3.1.1" resourceType="FeatureInfo" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}/{J}/{I}?format=application/vnd.ogc.gml/3.1.1"/>
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      <ResourceURL format="text/html" resourceType="FeatureInfo" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}/{J}/{I}?format=text/html"/>
      <ResourceURL format="application/json" resourceType="FeatureInfo" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/{TileMatrixSet}/{TileMatrix}/{TileRow}/{TileCol}/{J}/{I}?format=application/json"/>
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      <ResourceURL format="application/json" resourceType="TileJSON" template="https://datacore.unepgrid.ch/geoserver/gwc/service/wmts/rest/testing:name_rewritten_2/{style}/tilejson/png8?format=application/json"/>
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    <Layer>
      <ows:Title>Title example_3</ows:Title>
      <ows:Abstract>Abstract example</ows:Abstract>
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        <ows:UpperCorner>179.25000000033162 77.49166664241338</ows:UpperCorner>
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      <ows:Identifier>testing:name_rewritten_3</ows:Identifier>
      <Style isDefault="true">
        <ows:Identifier>testing:script_example</ows:Identifier>
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      </Style>
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      <Format>image/vnd.jpeg-png</Format>
      <Format>image/jpeg</Format>
      <Format>image/png8</Format>
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      <ows:Title>Average year precipitations (1991-2000)</ows:Title>
      <ows:Abstract>Average year precipitations in mm across the period 1991-2000.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/pre/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Novel Climate Risk</ows:Title>
      <ows:Abstract>This is the novel climate risk dataset - measure of dissimilarity between a pixel’s future climate and its closest matching pixel in the global set of late 20th-century climates. 
&lt;br&gt;
This dataset contains two metrics for climate change exposure using downscaled climate projections with the SRES A2 emissions scenario (Tabor and Williams, 2007).The metrics represent dissimilarity measurements of the squared Euclidean distance between seasonal (June–August and December–February) temperature and precipitation variables in the 20th century climate and mid-21st century climate. (1) disappearing climate risk - measure of dissimilarity between a pixel’s late 20th century climate and its closest matching pixel in the global set of 21st-century climates (2) novel climate risk - measure of dissimilarity between a pixel’s future climate and its closest matching pixel in the global set of late 20th-century climates.
&lt;br&gt;
John W. Williams, Karyn Tabor. (2018). Novel and Disappearing Climates 2050 SRES A2 (Version 1) [Data set]. Zenodo. http://doi.org/10.5281/zenodo.1559299
John W. Williams, Karyn Tabor. (2018). Novel and Disappearing Climates 2050 SRES A2 (Version 1) [Data set]. Zenodo. http://doi.org/10.5281/zenodo.1559299</ows:Abstract>
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      <ows:Title>Illegal Dumping Susceptibility in Keur Massar Senegal in 2025 (unweighted)</ows:Title>
      <ows:Abstract>This map shows the non-weighted illegal dumping susceptibility across the three communes of Keur Massar (Malika, Keur Massar, and Yeumbeul Nord) in Dakar, Senegal. The map was produced in 2025 as part of a research project using multi-criteria analysis at UNEP/GRID Geneva.

The map represents the mean of several positively correlated criteria with illegal dumping: proximity to water edges, vegetation areas, bare soil areas, population density (2025), land surface temperature, market areas, and areas around PRNs, as well as a social perception criterion derived from a survey of students living in the three communes. Waste collection routes, which are negatively correlated with illegal dumping, are also included.

All criteria were rasterized when necessary and normalized before averaging to produce the final map. The Focal Statistics tool was applied with a radius of 7 pixels to smooth the results and reduce local noise.

The susceptibility levels are visualized using a color scale: dark green (very low, ≤ 0.19), light green (low, ≤ 0.24), beige (medium, ≤ 0.27), orange (high, ≤ 0.31), and red (very high, ≤ 0.42). This output provides an integrated overview of spatial susceptibility patterns for illegal dumping, supporting targeted interventions and planning.</ows:Abstract>
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      <ows:Title>Population density map 2018 based on GSHL and the World Population Prospect 2019</ows:Title>
      <ows:Abstract>Population density map for 2018 at 30arcsec resolution. 
&lt;br&gt;&lt;br&gt;
The layer uses the Global Human Settlement Layer (GHSL) - JRC and the national population count for 2018 reported on the World Population Prospects 2019.
&lt;br&gt;&lt;br&gt;
The original GHSL layer was recalculated at 30arcsec resolution (~1km) through an aggregation process (sum) in Google Earth Engine.
Pixel counts were then recalculated for 2018 based on the country population data reported for 2018 by the World Population Prospects 2019.
&lt;br&gt;&lt;br&gt;

Source of data:
&lt;br&gt;
GHSL: GHS_POP_E2015_GLOBE_R2019A_4326_30SS_V1_0 (downloaded from &lt;a href=&quot;https://ghsl.jrc.ec.europa.eu/download.php?ds=pop at 30arcsec resolution&quot;target=_blank&gt;JRC&lt;/a&gt;)&lt;br&gt;
Dataset:&lt;br&gt;
Schiavina, Marcello; Freire, Sergio; MacManus, Kytt (2019): GHS population grid multitemporal (1975, 1990, 2000, 2015) R2019A. European Commission, Joint Research Centre (JRC) DOI: &lt;a href=&quot;http://data.europa.eu/89h/0c6b9751-a71f-4062-830b-43c9f432370f&quot;target=_blank&gt;10.2905/42E8BE89-54FF-464E-BE7B-BF9E64DA5218&lt;/a&gt;
&lt;br&gt;
Concept &amp; Methodology:
Freire, Sergio; MacManus, Kytt; Pesaresi, Martino; Doxsey-Whitfield, Erin; Mills, Jane (2016): Development of new open and free multi-temporal global population grids at 250 m resolution. Geospatial Data in a Changing World; Association of Geographic Information Laboratories in Europe (AGILE). AGILE 2016.

&lt;br&gt;&lt;br&gt;&lt;a href=&quot;https://population.un.org/wpp/&quot;target=_blank&gt;World Population Prospects 2019 (UN)&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;</ows:Abstract>
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Edited in Grass GIS 7.2.2.
Editings:
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- i.landsat.toar for DN to kind of reflectance transformation in order to later perform supervised classification of the imageries.
- RGB raster map from bands 5-3-1.

Image downloaded from www.earthexplorer.usgs.gov.</ows:Abstract>
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RGB raster map using bands 5-3-1. 
Date 2003-12-27.
Edited in Grass GIS 7.2.2.
Editings:
- gdal_fillnodata for the satellite images from 2003 to 2018.
- i.landsat.toar for DN to kind of reflectance transformation in order to later perform supervised classification of the imageries.
- RGB raster map from bands 5-3-1.

Image downloaded from www.earthexplorer.usgs.gov.</ows:Abstract>
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The map’s uncertainty levels vary depending on the region. The data primarily originates from scientific publications on soil and peatland research, as well as from other ‘external’ sources such as national agencies and online repositories. For more information see Global Peatland Map

This dataset was used for map production, statistics and analysis in the Global Peatland Assessment 2022.
The dataset was compiled by the Greifswald Mire Centre with data of the Global Peatland Database.

UNEP (2022). Global Peatlands Assessment – The State of the World’s Peatlands: Evidence for action toward the conservation, restoration, and sustainable management of peatlands. Main Report. Global Peatlands Initiative. United Nations Environment Programme, Nairobi.

Greifswald Mire Centre (2022) Global Peatland Map 2.0. Underlying dataset of the UNEP Global Peatland Assessment - The State of the World’s Peatlands: Evidence for action toward the conservation, restoration, and sustainable management of peatlands, Global Peatlands Initiative, United Nations Environment Programme, Nairobi.</ows:Abstract>
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Raw stressor data from &quot;Benjamin Halpern, Melanie Frazier, John Potapenko, Kenneth Casey, Kellee Koenig, et al. 2015. Cumulative human impacts: raw stressor data (2008 and 2013). Knowledge Network for Biocomplexity. doi:10.5063/F1S180FS.&quot;</ows:Abstract>
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Data are provided by the Montana State University for South America, Africa and Asia separately, and have been merged into a single dataset here.

License information: CC-4.0 Attribution.</ows:Abstract>
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      <ows:Abstract>This layer was produced by UNEP/GRID-Geneva in December 2023.</ows:Abstract>
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      <ows:Title>USAID_CMM_bivariate_ClimateExp_TotalFrag</ows:Title>
      <ows:Abstract>The first mechanism of compound risk assessment—a bivariate map—integrates the fragility and climate data before they are mapped to show the intersection of fragility and climate risks at the first administrative division level for all countries for which data are available. This approach allows comparison of countries across all fragility categories on a single map. However, it loses some granularity in the subnational climate exposure data, which must be aggregated to the first administrative division to be cross-tabulated with the fragility data.
The bivariate map uses the total climate exposure data and total fragility data. It is created using the first administrative division polygon files from the Global Administrative Areas database version 2.8. In this map, each country’s national-level fragility category is applied to all administrative divisions in the country. The bivariate map thus retains the five fragility categories seen in the total fragility measure, classifying areas as having low, some, moderate, high, or highest fragility.
The climate exposure category is based on a k-median clustering algorithm. The median climate exposure score for each administrative division is determined with spatial analysis in ArcGIS. These median scores are then clustered into five categories of low to high exposure using the k-median algorithm contained in Stata.15.
The cross-tabulation of the five fragility categories and the five climate exposure categories are represented on the final bivariate map.


The total exposure to climate retain the five exposure categories of low to high exposure (1 to 5) based on the k-median clustering algorithm. The median climate exposure score for each administrative division is determined with spatial analysis in ArcGIS. These median scores are then clustered into five categories of low to high exposure using the k-median algorithm contained in Stata.
The climate exposure portion of this study aims to identify places most likely vulnerable to a combination of climate hazards. Geographic location makes some countries more susceptible to climate hazards. Within countries, some areas, such as the coasts, have more exposure to certain kinds of climate hazards. This study assesses climate hazard exposure using historical data on the frequency and magnitude of six hazards, including cyclones, flood events, wildfire events, rainfall anomalies, and chronic aridity. The sixth hazard is a measure of low-elevation coastal zones, which may be susceptible to storm surges and future sea-level rise.
The goal is to identify places that in the recent historical record have faced high exposure to climaterelated hazards. This seeks to get a snapshot of places of chronic  concern over a long enough time period to say that these are places that have been historically affected by climate-related hazards. The indicators included here use the most recent data available. Some of these indicators, like cyclones, have longerterm data available, while others like floods have data for fewer years. In all cases, this project uses the most recent and broadest set of years for which global data are available to get the best snapshot of climate exposure in the recent past, as close as possible to the present.

The total fragility data retain the five fragility categories seen in the total fragility measure, classifying areas as having low, some, moderate, high, or highest fragility.
To help achieve this study’s goal of identifying the intersection of fragility and climate risks globally, this study develops a new fragility measure. Developing a new measure specifically for this purpose provides a comprehensive fragility measure while avoiding use of existing fragility measures that include environmental indicators and thus should not be overlaid on climate hazards. This study uses open-source data to create a measure of state fragility that is similar in composition and outcome to USAID’s internal methods and framework for analyzing fragility.11 Like USAID’s internal measure, the new measure assesses fragility in state effectiveness and legitimacy in four key spheres:
political, security, economic, and social. This is based on an understanding of fragility as being rooted in poor state capacity and poor state-society relationships, both of which can contribute to instability. Poor state capacity and state-society relationships can lead to and perpetuate other forms of overt instability, including conflict or an inability to address and mitigate stresses such as a changing environment, difficult global financial situations, or conflict in neighboring states. 

This  &lt;a href=&quot;https://pdf.usaid.gov/pdf_docs/PA00TBFH.pdf&quot;target=_blank&gt;document&lt;/a&gt; provide a detailed approach on the generation of this bivariate map and its attributes.</ows:Abstract>
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      <ows:Title>Realised Clean Water Provision</ows:Title>
      <ows:Abstract>&lt;span style=&quot;font-size:1em&quot;&gt;
  This dataset consists of a globally normalized map (from 0 to 1) of pixels ranked for their relative importance in delivering clean water to downstream beneficiaries. Water pollution is estimated based on the Human Footprint on Water Quality (HFWQ) index. The HFWQ is a measure of the extent to which water runoff is drawn from contaminating human land uses, both point (urban, roads, mining, oil and gas) and non-point (unprotected cropland, unprotected pasture) sources. The HFWQ is calculated relative to all runoff by cumulating the downstream runoff from polluting and non-polluting land uses and expressing the former runoff as a proportion of the total runoff.
  &lt;br&gt;
  &lt;br&gt;
  Realised provisioning is high where the prevailing climate and land use generate high volumes of clean water which can be used (and reused) by large numbers of downstream users. The greater the downstream population, number of dams and actual water available, the greater the service provided. If there is plenty of water, but no people or dams, then there is no realised service. In this way, not all water provides a direct service, only that water that is accessed and used.
  &lt;br&gt;
  &lt;br&gt;
  All analyses were carried out using the WaterWorld (Mulligan 2013) and Co$ting Nature (Mulligan et al. 2010) ecosystem services assessment tools (&lt;a href=&quot;https://www.policysupport.org&quot; target=&quot;_blank&quot;&gt;www.policysupport.org&lt;/a&gt;).
  &lt;br&gt;
  &lt;br&gt;
  &lt;u&gt;References:&lt;/u&gt;
  &lt;ul&gt;
    &lt;li&gt;
      Mulligan, M. (2013). WaterWorld: a self-parameterising, physically based model for application in data-poor but problem-rich environments globally. Hydrology research 44, 5; 748-769.
    &lt;/li&gt;
    &lt;li&gt;
      Mulligan, M.A. Guerry, K. Arkema, K. Bagstad and F. Villa (2010) Capturing and quantifying the flow of ecosystem services in Silvestri S., Kershaw F., (eds.). Framing the flow: Innovative Approaches to Understand, Protect and Value Ecosystem Services Across Linked Habitats. UN Environment Programme World Conservation Monitoring Centre, Cambridge, UK. ISBN 978-92-807-3065-4.
    &lt;/li&gt;
  &lt;/ul&gt;
&lt;/span&gt;</ows:Abstract>
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    <Layer>
      <ows:Title>Yearly emissions of CH4 - 2018 (EDGAR v6.0)</ows:Title>
      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Abstract>Metadata for the file:
Crezee_2022_Median_Peat_thickness_RF_100runs.tif

This is the file used to create Figure 3a of the paper:

Crezee et al. (2022). Nature Geoscience. Mapping peat thickness and carbon stocks of the central Congo Basin using field data. 

-------------------------------------------------------------------------------------
This is a raster file representing modelled peat thickness (in m below the surface)
across the central Congo Basin peatland complex. 

For each pixel, the median value of 100 Random Forest (RF) regressions is provided. 
Each RF regression was trained on 463 peat thickness measurements in the field, and
using 4 predictor variables: 
- distance from the peatland margin, 
- precipitation seasonality, 
- climatic water balance (precipitation minus potential evapotranspiration), 
- distance from the nearest drainage point. 
 
For each of the 100 regressions, a different input map of distance from the peatland
margin was constructed, by randomly selecting (with replacement) a minimum peat 
probability threshold &gt; 0 and &lt; 100 % and generating a binary peat/non-peat map from 
the peat probability map (combined hardwood + palm dominated peat swamp probabilities).
This binary map was then used to calculate the shortest distance to a non-peat pixel. 

----------------------------------------------------------------------------------------
Projection and file details:

The file is a GeoTIFF in a lat/long WGS-84 projection and a pixel size of 0.00044444 degrees (c. 50 m).

---------------------------------------------------------------------------------------
You are free to use these data for any purpose provided you cite the original paper.

The file was created by Bart Crezee and Edward Mitchard.
For questions about these data layers please contact Edward Mitchard 
at edward.mitchard@ed.ac.uk</ows:Abstract>
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      <ows:Abstract>Average year temperature in °Celsius across the period 2011-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Average year temperature (1991-2022)</ows:Title>
      <ows:Abstract>Average year temperature in °Celsius across the period 1991-2022.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Credit: GIS processing International Centre for Geohazards (NGI)</ows:Abstract>
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      <ows:Abstract>The layer shows the tree cover expressed as a percentage of ground cover per pixel.
It is sourced from the Copernicus Global Land Service: Land Cover 100m: collection 3: epoch 2019: Globe (https://zenodo.org/record/3939050#.X33YymgzaUk). 
Please visit https://land.copernicus.eu/global/products/lc for more information.

Credits:
Buchhorn, M.; Smets, B.; Bertels, L.; Lesiv, M.; Tsendbazar, N.-E.; Masiliunas, D.; Linlin, L.; Herold, M.; Fritz, S. (2020). Copernicus Global Land Service: Land Cover 100m: Collection 3: epoch &lt;2019&gt;: Globe (Version V3.0.1) [Data set]. Zenodo. DOI: 10.5281/zenodo.3939050</ows:Abstract>
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      <ows:Abstract>Average temperature of the 3 coldest months per pixel in °Celsius across the period 1991-2020.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Forest Fragmentation (2000) 1000m</ows:Title>
      <ows:Abstract>The fragmentation dataset classifies forested areas into several fragmentation classes using spatial pattern analysis, and includes effects of both deforestation and regrowth on forest fragmentation. Multiple variations of this dataset are available for the years 2000 and 2012, each making different assumptions about: the distance that fragmentation effects extend into forests (500 metres or 1000 metres); the canopy cover (%) that defines forest area (25 or 50%); and the minimum area (in hectares) of a fragment to be be considered a forest fragment (0, 1 or 5 ha). The map presented here shows effects extending 500 metres into forest interiors. This dataset has a 30-metre spatial resolution.

Data derived from: Hansen, M.C., et al. 2013. High-Resolution Global Maps of 21st-Century Forest Cover Change. Science 342, 850–853. 10.1126/science.1244693 

Created as part of the GEF-funded Global Support to Sixth National Report Project in collaboration with the NASA-funded Forest Integrity Project.</ows:Abstract>
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Baccini, A., W. Walker, L. Carvalho, M. Farina, D. Sulla-Menashe, R.A. Houghton. 2017. Tropical forests are a  net carbon source based on aboveground measurements of gain and loss. Science 2017 Vol. 358, Issue 6360, pp. 230-234 DOI:10.1126/science.aam5962.  Data available online from www.thecarbonsource.org.</ows:Abstract>
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      <ows:Abstract>The fragmentation dataset classifies forested areas into several fragmentation classes using spatial pattern analysis, and includes effects of both deforestation and regrowth on forest fragmentation. Multiple variations of this dataset are available for the years 2000 and 2012, each making different assumptions about: the distance that fragmentation effects extend into forests (500 metres or 1000 metres); the canopy cover (%) that defines forest area (25 or 50%); and the minimum area (in hectares) of a fragment to be be considered a forest fragment (0, 1 or 5 ha). The map presented here shows effects extending 500 metres into forest interiors. This dataset has a 30-metre spatial resolution.

Data derived from: Hansen, M.C., et al. 2013. High-Resolution Global Maps of 21st-Century Forest Cover Change. Science 342, 850–853. 10.1126/science.1244693 

Created as part of the GEF-funded Global Support to Sixth National Report Project in collaboration with the NASA-funded Forest Integrity Project.</ows:Abstract>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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      <ows:Title>Annual Mean Temperature [°C/10] (2041-2060) RCP4.5 - CIMP5</ows:Title>
      <ows:Abstract>Mean annual daily mean air temperatures averaged over 1 year [°C/10] for the period 2041-2060 based on RCP4.5.

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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      <ows:Title>Areas of Global Significance for Restoration</ows:Title>
      <ows:Abstract>&lt;span style=&quot;font-size:1em&quot;&gt;
  This map shows the results of a global prioritization analysis for the restoration of habitats for terrestrial species and carbon sequestering. Species data used in the analysis consisted in fine-scale distributions maps of more than 20,000 mammals, birds, amphibians, and a geographically-unbiased sample of over 14,000 plant species. The carbon-related benefit was measured by the amount of carbon dioxide sequestered following restoration up to a reference ecosystem structure in each geographical zone, considering above and below-ground biomass and soil carbon.
  &lt;br&gt;
  &lt;br&gt;
  &lt;u&gt;References:&lt;/u&gt;
  &lt;ul&gt;
    &lt;li&gt;
      Dinerstein, E., et al. (2017). An ecoregion-based approach to protecting half the terrestrial realm. Bioscience 67:534-545.
    &lt;/li&gt;
    &lt;li&gt;
      Erb, K.H., et al.(2018). Unexpectedly large impact of forest management and grazing on global vegetation biomass. Nature 553:73-76.
    &lt;/li&gt;
    &lt;li&gt;
      Erb, K.-H., V. Gaube, F. Krausmann, C. Plutzar, A. Bondeau, and H. Haberl. 2007. A comprehensive global 5 min resolution land-use data set for the year 2000 consistent with national census data. Journal of Land Use Science 2:191-224.
    &lt;/li&gt;
    &lt;li&gt;
      IUCN (International Union for Conservation of Nature) 2019. The IUCN Red List of Threatened Species. Version 2019-1. &lt;a href=&quot;http://www.iucnredlist.org&quot; target=&quot;_blank&quot;&gt;www.iucnredlist.org&lt;/a&gt;. Downloaded on July 2019.
    &lt;/li&gt;
    &lt;li&gt;
      Roll U, Feldman A, Novosolov M, Allison A, Bauer A, Bernard R, et al. (2017) The global distribution of tetrapods reveals a need for targeted reptile conservation. Nature Ecology and Evolution; 1, 1677–1682.
    &lt;/li&gt;
    &lt;li&gt;Sanderman, J., T. Hengl, and G. J. Fiske. 2017. Soil carbon debt of 12,000 years of human land use. Proceedings of the National Academy of Sciences 115.
    &lt;/li&gt;
  &lt;/&lt;ul&gt;
&lt;/span&gt;</ows:Abstract>
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Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Title>Temperature change trend (1991-2000)</ows:Title>
      <ows:Abstract>Trend of year temperatures change in &apos;°C per year&apos; across the period 1991-2000.
Calculated at UNEP/GRID-Geneva in R based on CRU TS 4.07 data available &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/cruts.2304141047.v4.07/tmp/&quot;target=_blank&gt;here&lt;/a&gt;
&lt;br&gt;
Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
Credits: &lt;br&gt;
- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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Downscaled Future Climate Scenarios 2.5-minute resolution, 2009. This is a product of Conservation International based on techniques developed in collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin. Additional support provided by the National Center of Ecological Analysis and Synthesis. http://futureclimates.conservation.org (accessed: 06/03/19)</ows:Abstract>
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      <ows:Abstract>The intertidal environment is one of the last remaining unmapped coastal ecosystems on Earth. Here we present an analysis of over 700,000 satellite images that maps the global extent of and change in tidal flats over the course of 33 years (1984–2016). About 70% of the global extent of tidal flats is found in three continents (Asia (44% of total), North America (15.5% of total) and South America (11% of total)), with 49.2% being concentrated in just eight countries (Indonesia, China, Australia, the United States, Canada, India, Brazil and Myanmar). For regions with sufficient data to develop a consistent multi-decadal time series—which included East Asia, the Middle East and North America—we estimate that 16.02% (15.62–16.47%, 95% confidence interval) of tidal flats were lost between 1984 and 2016. Extensive degradation from coastal development, reduced sediment delivery from major rivers, sinking of riverine deltas, increased coastal erosion and sea-level rise signal a continuing negative trajectory for tidal flat ecosystems around the world.&lt;br&gt;&lt;br&gt; For complete information please see: &lt;a href=&quot;http://dx.doi.org/10.1038/s41586-018-0805-8&quot;target=&quot;_blank&quot;&gt;Murray N. J., Phinn S. R., DeWitt M., Ferrari R., Johnston R., Lyons M. B., Clinton N., Thau D. &amp; Fuller R. A. (2019) The global distribution and trajectory of tidal flats. Nature. 565:222-225&lt;/a&gt;&lt;br/&gt;&lt;br&gt;or visit the&lt;br/&gt;&lt;br&gt;&lt;a href=&quot;https://www.intertidal.app/home&quot;target=&quot;_blank&quot;&gt;Global Intertidal Change&lt;/a&gt; website&gt;.&lt;br/&gt;</ows:Abstract>
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      <ows:Abstract>The GDP data includes 175 countries (or regions). It also provides electricity consumption data for 134 countries (or regions). As such, the research scope covers over 70% of the global land area, and over 90% of the GDP and electricity consumption.
It is provided as millions of 2017 US dollars.

&quot;We employed nighttime light data to revise the real GDP growth rate. In particular, the real GDP growth rate was estimated using Eq:
		y∗i,t=ρyi,t+(1−ρ)y′i,t
where y∗i,t is the ith country’s real GDP growth in period t; yi,t is the official GDP growth of the ith country in period t; y′i,t presents the ith country’s predicted GDP growth based on the night-time light data in period t; and (1−ρ) is the optimal weight of predicted growth based on the night-time light data.&quot;

&quot;Next, based on the gridded real GDP growth rate during 1993–2019, the gridded GDP data in 1992 or 2019 were estimated as basic values to obtain the gridded real GDP data in other years. Since the DN values in newly built-up areas were zero in 1992, these areas’ basic GDP values in 1992 were also zero, thereby leading to values of zero in subsequent years. Thus, the gridded GDP data in 2019 was selected as the basic value, which was calculated based on the top-down method.

Finally, the gridded real GDP based on the real growth rate can be calculated.&quot;

Credits: Global 1km×1km gridded revised real gross domestic product and electricity consumption during 1992–2019 based on calibrated nighttime light data (Chen et al., 2022)
https://www.nature.com/articles/s41597-022-01322-5

Download from: https://figshare.com/articles/dataset/Global_1_km_1_km_gridded_revised_real_gross_domestic_product_and_electricity_consumption_during_1992-2019_based_on_calibrated_nighttime_light_data/17004523/1</ows:Abstract>
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      <ows:Abstract>EDGARv6.0 provides emissions of the three main greenhouse gases (CO2, CH4, N2O) and fluorinated gases (coming soon) per sector and country.

CO2 emissions are provided separately for CO2_excl_short-cycle_org_C and CO2_short-cycle_org_C. Emissions of CO2_excl_short-cycle_org_C include all fossil CO2 sources, such as fossil fuel combustion, non-metallic mineral processes (e.g. cement production), metal (ferrous and non-ferrous) production processes, urea production, agricultural liming and solvents use. Large scale biomass burning with Savannah burning, forest fires, and sources and sinks from land-use, land-use change and forestry (LULUCF) are excluded.

For the energy related sectors the activity data are primarily based on IEA data from IEA (2019) World Energy Balances, (Internet: link), All rights reserved, as modified by Joint Research Centre, European Commission, whereas the activity data for the agricultural sectors originate primarily from FAO (2020) (Internet: link). United States Geological Survey (USGS), International Fertiliser Association (IFA), Gas Flaring Reduction Partnership (GGFR)/U.S. National Oceanic and Atmospheric Administration (NOAA), UNFCCC and World Steel Association (worldsteel) recent statistics are also used for activity data. Additional information can be found in Crippa et al. (2021).

Compared to EDGARv5.0 the following updates have been included:
updates of all activity data up to 2018; 
inclusion of CO2 emissions from coal mining based on the IPCC 2019 refinements; 
new international shipping proxies and monthly profiles (Jalkanen et al. (2012), Johansson et al. (2017)). 

Reference: 
Crippa, Monica; Guizzardi, Diego; Muntean, Marilena; Schaaf, Edwin; Lo Vullo, Eleonora; Solazzo, Efisio; Monforti-Ferrario, Fabio; Olivier, Jos; Vignati, Elisabetta (2021):  EDGAR v6.0 Greenhouse Gas Emissions. European Commission, Joint Research Centre (JRC) [Dataset] PID: http://data.europa.eu/89h/97a67d67-c62e-4826-b873-9d972c4f670b

https://edgar.jrc.ec.europa.eu/dataset_ghg60</ows:Abstract>
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Downscaled Future Climate Scenarios 2.5-minute resolution, 2009. This is a product of Conservation International based on techniques developed in collaboration with the Department of Geography, Center of Climatic Research, and Land Tenure Center at the University of Wisconsin. Additional support provided by the National Center of Ecological Analysis and Synthesis. http://futureclimates.conservation.org (accessed: 06/03/19)</ows:Abstract>
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      <ows:Abstract>This digitial elevation model (DEM) is derived from CGIAR-CSI SRTM v4.1 and ASTER GDEM v2 data products, and has been processed and mergedm inculding void-filling and smoothing of irregularities, to provide continuous coverage of ~91% of the globe.&lt;br&gt;&lt;br&gt;For full processing and merging methodology see: &lt;a href=&quot;https://www.sciencedirect.com/science/article/abs/pii/S0924271613002360&quot;target=&quot;_blank&quot;&gt;Robinson et al. (2014)&lt;/a&gt;.&lt;br/&gt;&lt;br&gt;Data can also be downloaded from &lt;a href=&quot;http://www.earthenv.org/DEM&quot;target=&quot;_blank&quot;&gt;EarthEnv&lt;/a&gt;.
This specific layer is the cropped version by the South Sudan administrative boundaries of the global layer that is available at &lt;a href=&quot;https://app.mapx.org?project=MX-XNI-RMZ-KKL-FMS-DVH&amp;views=MX-AYR3I-HH9EC-LDLGC&quot; target=&quot;_blank&quot;&gt; DEM90 - UnBiodiversityLab&lt;/a&gt;.
&lt;br/&gt;&lt;br&gt;
&lt;br/&gt;&lt;br&gt;This data available under a &lt;a href=&quot;https://creativecommons.org/licenses/by/4.0/&quot;target=&quot;_blank&quot;&gt;Creative Commons Attribution 4.0 International License&lt;/a&gt; and is provided without any warranty of any kind whatsoever, either express or implied, including warranties of merchantability and fitness for a particular purpose. The creators of the product shall not be liable for incidental, consequential, or special damages arising out of the use of any data.&lt;br/&gt;</ows:Abstract>
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Read release notes of CRU TS 4.07 at &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.07/Release_Notes_CRU_TS_4.07.txt&quot;target=_blank&gt;this link&lt;/a&gt; 
&lt;br&gt;&lt;br&gt;
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- &lt;a href=&quot;https://sites.uea.ac.uk/cru/&quot;target=_blank&gt;Climatic Research Unit (University of East Anglia) and Met Office&lt;/a&gt;&lt;br&gt;
- &lt;a href=&quot;https://doi.org/10.1038/s41597-020-0453-3&quot;target=_blank&gt;Harris, I., Osborn, T.J., Jones, P. et al. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset.Sci Data 7, 109 (2020).&lt;/a&gt;</ows:Abstract>
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      <ows:Abstract>This layer shows the distribution of bare soil in Keur Massar (Dakar, Senegal) derived from Sentinel-2 imagery at 10 m spatial resolution. The satellite images were collected from Copernicus Browser (open access) on the 16th of April 2025.

The Bare Soil Index (BSI) was calculated using the blue, red, near-infrared, and shortwave-infrared bands of Sentinel-2.

Bare soil appears on the map starting from BSI values of 0.14, representing low bare soil presence, and gradually increases up to 0.3, representing high bare soil presence.

This layer serves as an input for the project, providing baseline information on bare soil distribution to support the susceptibility assessment of illegal dumping sites.</ows:Abstract>
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The Normalized Difference Water Index (NDWI) was calculated using the green and near-infrared bands of Sentinel-2.

Water appears on the map starting from NDWI values of 0.01 (light blue), gradually increasing up to 0.38 (dark blue), representing areas with higher water presence.

This layer serves as an input for a broader project, providing baseline information on water distribution to support the susceptibility assessment of illegal dumping sites.</ows:Abstract>
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Surface albedo quantifies the fraction of the sunlight reflected by the surface of the Earth. The present layer represents the black-sky albedo (directional albedo), which is considered as an Essential Climate Variable by the Global Climate Observing System (GCOS). Surface albedo is a sensitive indicator of environmental vulnerability making it a key element required by climate, biogeochemical, hydrological, and weather forecast models. 
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      <ows:Title>Annual Mean Temperature [°C/10] (2041-2060) RCP8.5 - CIMP5</ows:Title>
      <ows:Abstract>Mean annual daily mean air temperatures averaged over 1 year [°C/10] for the period 2041-2060 based on RCP8.5.

CHELSA-[CMIP5] is a delta change climatological dataset for the years 2041-2060 and 2061- 2080 for mean monthly maximum temperatures, mean monthly minimum temperatures, monthly precipitation amounts, and several derived parameters. We use the delta change method by B-spline interpolation of anomalies (deltas) of the respective CMIP5 GCM dataset. Anomalies were interpolated between all CMIP5 grid cells and are then added (for temperature variables) or multiplied (in case of precipitation) to high resolution climate data from CHELSA V1.2. This method has the assumption that climate only varies on the scale of the coarser (CMIP5) dataset, and the spatial pattern (from CHELSA) is consistent over time. CHELSA- [CMIP5] does not take changing wind patterns, or temperature lapse rates into account, but rather expects them to be constant over time, and similar to the long term averages.

CHELSA V1.2 (http://chelsa-climate.org/) is a high resolution (30 arc sec, ~1 km) climate data set for the earth land surface areas. It includes monthly and annual mean temperature and precipitation patterns for the time period 1979-2013. Methods are described in http://chelsa-climate.org/wp-admin/download-page/CHELSA_tech_specification.pdf.

CHELSA Version 1.2 is licensed under a Creative Commons Attribution 4.0 International License.

Specifications:
High resolution (30 arcsec, ~1 km)
Precipitation &amp; Temperature
Climatologies for the years 1979 – 2013
Incorporation of topoclimate (e.g. orographic rainfall &amp; wind fields). 

All products of CHELSA are in a geographic coordinate system referenced to the WGS 84 horizontal datum, with the horizontal coordinates expressed in decimal degrees. The CHELSA layer extents (minimum and maximum latitude and longitude) are a result of the coordinate system inherited from the 1-arc-second GMTED2010 data which itself inherited the grid extent from the 1-arc-second SRTM data.

Note that because of the pixel center referencing of the input GMTED2010 data the full extent of each CHELSA grid as defined by the outside  edges of the pixels differs from an integer value of latitude or  longitude by 0.000138888888 degree (or 1/2 arc-second). Users of products based on the legacy GTOPO30 product should note that the coordinate referencing of CHELSA (and GMTED2010) and GTOPO30 are not the same. In GTOPO30, the integer lines of latitude and longitude fall directly on the edges of a 30-arc-second pixel. Thus, when overlaying CHELSA with products based on GTOPO30 a slight shift of 1/2 arc-second will be observed between the edges of corresponding 30-arc-second pixels.

To redistribute the data, please cite the following peer reviewed articles:
&lt;a href=&quot;https://www.nature.com/articles/sdata2017122&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P. &amp; Kessler, M. (2017) Climatologies at high resolution for the earth’s land surface areas. Scientific Data 4, 170122.&lt;/a&gt;
&lt;a href=&quot;https://doi.org/10.5061/dryad.kd1d4&quot;target=_blank&gt;Karger, D.N., Conrad, O., Böhner, J., Kawohl, T., Kreft, H., Soria-Auza, R.W., Zimmermann, N.E., Linder, H.P., Kessler, M. (2017) Data from: Climatologies at high resolution for the earth’s land surface areas. Dryad Digital Repository. &lt;/a&gt;

CHELSA – Climatologies at high resolution for the Earth land surface areas. Version 1.2</ows:Abstract>
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Land degradation is the long-term loss of ecosystem function and services, caused by disturbances from which the system cannot recover unaided.
he following link has information on the methodology used to produce the national map pf degradation. https://geoservidor.minam.gob.pe/wp-content/uploads/2017/06/Estudio-Identificaci%C3%B3n-de-%C3%81reas-Degradadas.pdf
SDG Goal 15. Protect, restore and promote sustainable use of terrestrial ecosystems, sustainably manage forests, combat desertification, and halt and reverse land degradation and halt biodiversity loss.</ows:Abstract>
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      <ows:Abstract>This layer shows the average values for 2011 of the Self-calibrating Palmer Drought Severity Index (scPDSI), based on the scPDSI dataset provided by the Climatic Research Unit (CRU) that cover the time interval from 1901. Original data were subset and processed using R at UNEP/GRID-Geneva.&lt;br&gt;&lt;br&gt;
The scPSDI indicates the degree of drought severity (negative values means higher severity) based on climatic and environmental parameters. The scPDSI metric was introduced by Wells et al. (2004), who give detailed information about its calculation. The scPDSI is a variant on the original PDSI of Palmer (1965), with the aim to make results from different climate regimes more comparable. As with the PDSI, the scPDSI is calculated from time series of precipitation and temperature, together with fixed parameters related to the soil/surface characteristics at each location.
&lt;br&gt;&lt;br&gt;
Version: preliminary CRU TS 4.07, 0.5° lat-lon resolution
&lt;br&gt;&lt;br&gt;
(Dataset method) van der Schrier G, Barichivich J, Briffa KR and Jones PD (2013) A scPDSI-based global data set of dry and wet spells for 1901-2009. J. Geophys. Res. Atmos. 118, 4025-4048 (10.1002/jgrd.50355).&lt;br&gt;

(1901-2021 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2022) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in “State of the Climate in 2021“]. Bull. Amer. Meteor. Soc., 103 (8), S31–S33, (https://doi.org/10.1175/BAMS-D-22-0092.1).&lt;br&gt;

(1901-2020 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2021) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2020&quot; eds. Dunn RJH, Aldred F, Gobron N, Miller JB &amp; Willett KM]. Bulletin of the American Meteorological Society 102, S68-S70. (https://doi.org/10.1175/BAMS-D-21-0098.1)&lt;br&gt;

(1901-2019 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2020) Drought [in &quot;State of the Climate in 2019&quot;]. Bulletin of the American Meteorological Society 101, S1-S429. (doi:10.1175/2020BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2018 update) Barichivich J, Osborn TJ, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2018&quot;]. Bulletin of the American Meteorological Society under review.&lt;br&gt;

(1901-2017 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2018) Drought [in &quot;State of the Climate in 2017&quot;]. Bulletin of the American Meteorological Society 99, S36-S37. (doi:10.1175/2018BAMSStateoftheClimate.1)&lt;br&gt;

(1901-2016 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2017) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2016&quot;]. Bulletin of the American Meteorological Society 98, S32-S33 (doi:10.1175/2017BAMSStateoftheClimate.1) (available here).&lt;br&gt;

(1901-2015 update) Osborn TJ, Barichivich J, Harris I, van der Schrier G and Jones PD (2016) Monitoring global drought using the self-calibrating Palmer Drought Severity Index [in &quot;State of the Climate in 2015&quot;]. Bulletin of the American Meteorological Society 97, S32-S36 (available here).
&lt;br&gt;&lt;br&gt;

Data were downloaded from &lt;a href=&quot;https://crudata.uea.ac.uk/cru/data/drought/&quot;target=_blank&gt;CRUDATA/Drought&lt;/a&gt;</ows:Abstract>
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