Skip to content

environMAP Dataset

Variable Name Spatial Resolution Neighbourhood (Diameter) [m] Temporal Coverage Units
Grey Spaces: World Settlement Footprint (WSF) 3D 1
Average Building Height 90 m None static with data from 2010–2015 dm
Building Fraction 90 m None static with data from 2010–2015 %
Total Building Area 90 m None static with data from 2010–2015
Total Building Volume 90 m 90 / 1000 / 2000 static with data from 2010–2015
Total Building Volume Variance 90 m 1000 / 2000 static with data from 2010–2015
Total Building Volume Standard Deviation 90 m 1000 / 2000 static with data from 2010–2015
Green Spaces: Tree Cover 2 and NDVI 3
Normalised Difference Vegetation Index (NDVI) 300 m None Every 10 days (2013–2021)
Tree Cover 30 m 30 / 300 / 500 / 1000 / 3000 / 5000 2010 %
Blue Spaces: Distance to Waterbodies 4
Surrounding Waterbodies 30 m 300 / 500 / 1000 / 3000 / 5000 Yearly (1984–2021)
Surrounding Waterbodies Gaussian Filter 30 m 300 / 500 / 1000 / 3000 / 5000 Yearly (1984–2021) %
Light Exposure: Night-time Lights 5 6 and Solar Radiation 7
Night-time Lights (NTL) 1000 m None Yearly (1992-2018) dm
SARAH-2 0.05° None Monthly (2005-2020) W/m2
Solar Radiation 300 m None Weekly (static) W/m²
Elevation: Copernicus Digital Elevation Model (DEM) 8
Elevation 30 m 30/300/500/1000/3000/5000 static with data from 2010-2015, 2019 m
Elevation Range 30 m 30/300/500/1000/3000/5000 static with data from 2010-2015, 2019 m
Elevation Standard Deviation 30 m 30/300/500/1000/3000/5000 static with data from 2010-2015, 2019 m
Slope 30 m 30/300/500/1000/3000/5000/7500 static with data from 2010-2015, 2019 °
Aspect 30 m None static with data from 2010-2015, 2019 °
Terrain Ruggedness Index (TRI) 30 m 90 static with data from 2010-2015, 2019
Roughness 30 m 90 static with data from 2010-2015, 2019
Weather Patterns and Extreme Weather Data 9
Cloud cover (total, high, medium and low clouds) 0.25° None Hourly; Monthly means and standard deviation
Temperature, 2 m 0.25° None Hourly; Diurnal range; Daily and monthly mean, maximum and minimum °C
Temperature, dewpoint 0.25° None Hourly; Daily and monthly diurnal range, mean, maximum and minimum; Monthly diurnal and mean standard deviation °C
Wet-bulb globe temperature (WBGTmax) 0.25° None Daily and monthly mean; Monthly standard deviation °C
Precipitation volume 0.25° None Hourly; Daily and monthly mean; Monthly standard deviation mm/day
Precipitation duration 0.25° None Daily and monthly duration; Monthly standard deviation; Daily duration of maximum events [h] h/day
Total number of wet days (≥1 mm) 0.25° None Monthly total number of wet days (≥1 mm) days
Simple Precipitation Intensity Index (mean on wet days ≥1 mm during the month) 0.25° None Monthly mm/day
TXx: Monthly maximum value of daily maximum temperature 0.25° None Monthly °C
TNx: Monthly maximum value of daily minimum temperature 0.25° None Monthly °C
TNn: Monthly minimum value of daily minimum temperature 0.25° None Monthly °C
TX90p: Percentage of warm days (>90th percentile) 0.25° None Monthly %
TN90p: Percentage of warm nights (>90th percentile) 0.25° None Monthly %
TX10p: Percentage of cold days (<10th percentile) 0.25° None Monthly %
TN10p: Percentage of cold nights (<10th percentile) 0.25° None Monthly %
Warm spell duration index 0.25° None Yearly days
Cold spell duration index 0.25° None Yearly days
WBGTmax90p: Percentage of days with extreme WBGTmax (>90th percentile) 0.25° None Monthly %
CWD: Maximum number of consecutive wet days 0.25° None Monthly days
Rx5D: Monthly highest 5-day precipitation amount 0.25° None Monthly mm
R10mm: Heavy precipitation days (≥10 mm) 0.25° None Monthly days
R20mm: Very heavy precipitation days (≥20 mm) 0.25° None Monthly days
R75pTOT: Moderate wet days per month (≥75th percentile) 0.25° None Monthly days
R95pTOT: Very wet days per month (≥95th percentile) 0.25° None Monthly days
Atmospheric Composition Data: Air Quality and Pollution 10
Sea salt aerosol mixing ratios 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Dust aerosol mixing ratios 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Hydrophilic organic matter aerosol mixing ratio 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Hydrophobic organic matter aerosol mixing ratio 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Hydrophilic black carbon aerosol mixing ratio 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Hydrophobic black carbon aerosol mixing ratio 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Sulphate aerosol mixing ratio 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Nitrogen dioxide mass mixing ratio (NO₂) 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Sulphur dioxide mass mixing ratio (SO₂) 0.75° None 3-hourly; Monthly mean and standard deviation kg/kg-1
Total column carbon monoxide (CO) 0.75° None 3-hourly; Monthly mean and standard deviation kg/m-2
Total column formaldehyde (CH₂O) 0.75° None 3-hourly; Monthly mean and standard deviation kg/m-2
Total column methane (CH₄) 0.75° None 3-hourly; Monthly mean and standard deviation kg/m-2
Total column ozone (O₃) 0.75° None 3-hourly; Monthly mean and standard deviation kg/m-2
Black carbon aerosol optical depth (AOD) at 550 nm 0.75° None 3-hourly; Monthly mean and standard deviation
Dust AOD at 550 nm 0.75° None 3-hourly; Monthly mean and standard deviation
Organic matter AOD at 550 nm 0.75° None 3-hourly; Monthly mean and standard deviation
Sea salt AOD at 550 nm 0.75° None 3-hourly; Monthly mean and standard deviation
Sulphate AOD at 550 nm 0.75° None 3-hourly; Monthly mean and standard deviation
Total AOD at 550 nm 0.75° None 3-hourly; Monthly mean and standard deviation
Particulate matter d < 1 μm (PM₁) 0.75° None 3-hourly; Monthly mean and standard deviation kg/m-3
Particulate matter d < 2.5 μm (PM₂.₅) 0.75° None 3-hourly; Monthly mean and standard deviation kg/m-3
Particulate matter d < 10 μm (PM₁₀) 0.75° None 3-hourly; Monthly mean and standard deviation kg/m-3

  1. Esch T, Brzoska E, Dech S, et al. World Settlement Footprint 3D - A first three-dimensional survey of the global building stock. Remote Sensing of Environment 2022; 270: 112877. https://doi.org/10.1016/j.rse.2021.112877. 

  2. Hansen MC, Potapov PV, Moore R, et al. High-resolution global maps of 21st-century forest cover change. Science 2013; 342: 850–53. https://doi.org/10.1126/science.1244693. 

  3. Sterckx S, Benhadj I, Duhoux G, et al. The PROBA-V mission: image processing and calibration. International Journal of Remote Sensing 2014; 35: 2565–88. https://doi.org/10.1080/01431161.2014.883094&sa=D&source=docs&ust=1715602796580134&usg=AOvVaw1abKuVnr4pQTOPHG90A7aD. 

  4. Pekel J-F, Cottam A, Gorelick N, Belward AS. High-resolution mapping of global surface water and its long-term changes. Nature 2016; 540: 418–22. https://doi.org/10.1038/nature20584. 

  5. Li X, Zhou Y, Zhao M, Zhao X. A harmonized global nighttime light dataset 1992-2018. Sci Data 2020; 7: 168. https://doi.org/10.1038/s41597-020-0510-y. 

  6. Muellejans H, Pavanello D, Sample T, et al. State-of-the-art assessment of solar energy technologies. 1831-9424 2022. https://doi.org/10.2760/735053. 

  7. Solar Radiation Product by Julien Radoux (https://maps.elie.ucl.ac.be/lifewatch/geoviewer.html?tab=sun#). 

  8. European Union, ESA, DLR e.V., Airbus Defence and Space GmbH. Copernicus DEM, 2022. 

  9. Hersbach H, Bell B, Berrisford P, et al. The ERA5 global reanalysis. Quart J Royal Meteoro Soc 2020; 146: 1999–2049. https://doi.org/10.1002/qj.3803. 

  10. Inness A, Ades M, Agustí-Panareda A, et al. The CAMS reanalysis of atmospheric composition. Atmos. Chem. Phys. 2019; 19: 3515–56. https://doi.org/10.5194/acp-19-3515-2019.