{"accessLimitation":{"value":"noLimitations","availability":"Available","description":"Access to the resource is not subject to any access limitations and is available to all users without restriction.","uri":"http://vocab.nerc.ac.uk/collection/N07/current/UNRS/"},"authors":[{"familyName":"Hooftman","givenName":"D.A.P.","organisationName":"Lactuca: Environmental Data Analyses and Modelling","role":"author","email":"Danny.hooftman@lactuca.nl","nameIdentifier":"https://orcid.org/0000-0001-9835-6897","address":{"country":"The Netherlands"},"fullName":"Hooftman, D.A.P."},{"familyName":"Bullock","givenName":"J.M.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0003-0529-4020","fullName":"Bullock, J.M."},{"familyName":"Jones","givenName":"L.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0002-4379-9006","fullName":"Jones, L."},{"familyName":"Willcock","givenName":"S.","organisationName":"Bangor University","organisationIdentifier":"https://ror.org/006jb1a24","role":"author","email":"s.willcock@bangor.ac.uk","nameIdentifier":"https://orcid.org/0000-0001-6704-3548","fullName":"Willcock, S."}],"availability":"Available","boundingBoxes":[{"westBoundLongitude":-8.648,"eastBoundLongitude":1.768,"southBoundLatitude":49.864,"northBoundLatitude":60.861,"bounds":"{\"type\": \"Feature\",      \"properties\": {},      \"geometry\": {        \"type\": \"Polygon\",        \"coordinates\": [[[-8.648, 49.864], [-8.648, 60.861], [1.768, 60.861], [1.768, 49.864], [-8.648, 49.864]]]      }}","coordinates":"[[[-8.648, 49.864], [-8.648, 60.861], [1.768, 60.861], [1.768, 49.864], [-8.648, 49.864]]]"}],"citation":{"authors":["Hooftman, D.A.P.","Bullock, J.M.","Jones, L.","Willcock, S."],"bibtex":"https://catalogue.ceh.ac.uk/documents/a9ae773d-b742-4d42-ae42-2b594bae5d38/citation?format=bib","day":22,"doi":"10.5285/a9ae773d-b742-4d42-ae42-2b594bae5d38","month":11,"publisher":"NERC EDS Environmental Information Data Centre","resourceTypeGeneral":"dataset","ris":"https://catalogue.ceh.ac.uk/documents/a9ae773d-b742-4d42-ae42-2b594bae5d38/citation?format=ris","title":"Ensemble outputs among contemporary ecosystem service models for water supply and aboveground carbon storage in the UK following 10 different methods","url":"https://doi.org/10.5285/a9ae773d-b742-4d42-ae42-2b594bae5d38","year":2021},"custodians":[{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"custodian","email":"info@eidc.ac.uk"}],"datasetReferenceDate":{"publicationDate":"2021-11-22"},"description":"This data set contains UK-wide maps of ten different among-model ensemble approaches for two services: above ground Carbon stock and water supply. The data for Carbon comes as fourteen TIF maps for above ground carbon storage at a 1-km2 resolution with associated world files:  ten approaches, with a double option for two of those, together with maps of variation among models and among ensembles. For water, the data comes as one shapefile with polygons per watershed, each polygon containing these fourteen estimates. For all maps, 600dpi jpg depictions are added to the supporting information. Directory location independent layer files are included to aid scaling and providing the colour palettes.\n\nEnsemble output maps were calculated with different approaches following the supporting documentation and associated publication. Uncertainty estimates for these services are included as variation among contributing model outputs and among the employed ensemble approaches.\n\nThe work was completed under the ‘EnsemblES - Using ensemble techniques to capture the accuracy and sensitivity of ecosystem service models’ project (NE/T00391X/1) funded by the UKRI Landscape Decisions programme.","distributionFormats":[{"name":"TIFF","type":"image/tiff","version":"unknown"}],"distributorContacts":[{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"distributor","email":"info@eidc.ac.uk"}],"funding":[{"funderName":"Natural Environment Research Council","funderIdentifier":"https://ror.org/02b5d8509","awardTitle":"EnsemblES - Using ensemble techniques to capture the accuracy and sensitivity of ecosystem service models","awardNumber":"NE/T00391X/1","awardURI":"https://gtr.ukri.org/projects?ref=NE/T00391X/1","orcid":false,"ror":true}],"id":"a9ae773d-b742-4d42-ae42-2b594bae5d38","incomingCitationCount":0,"infoLinks":[{"url":"https://data-package.ceh.ac.uk/sd/a9ae773d-b742-4d42-ae42-2b594bae5d38.zip","name":"Supporting information","description":"Supporting information available to assist in re-use of this dataset","function":"information","type":"OTHER"}],"inspireThemes":[{"theme":"Land Cover","uri":"http://inspire.ec.europa.eu/theme/lc"},{"theme":"Hydrography","uri":"http://inspire.ec.europa.eu/theme/hy"}],"keywordsOther":[{"value":"ensemble modelling"},{"value":"weighted averaging"},{"value":"water supply","uri":"http://www.eionet.europa.eu/gemet/concept/9244"},{"value":"sustainable development","uri":"http://www.eionet.europa.eu/gemet/concept/8247"},{"value":"natural capital","uri":"http://www.eionet.europa.eu/gemet/concept/15234"},{"value":"modelling","uri":"http://www.eionet.europa.eu/gemet/concept/5327"},{"value":"ecosystem services","uri":"http://www.eionet.europa.eu/gemet/concept/15138"},{"value":"carbon stock","uri":"http://www.eionet.europa.eu/gemet/concept/15092"}],"keywordsPlace":[{"value":"United Kingdom"}],"licences":[{"value":"This resource is available under the terms of the Open Government Licence","code":"license","uri":"https://eidc.ac.uk/licences/ogl/plain"}],"lineage":"The ensembles, their approach methodology, and their validations are currently under review in Ecosystem Services as Hooftman et al. (2022): Weighted Ensembles Reduce Uncertainty in Ecosystem Service Modelling. Relevant Matlab and Python codes can be found at  github.com/EnsemblesTypes.\n\nAmong model ensembles for above ground standing carbon are provided as 1-km2 gridcells; Water supply ensembles are provided per catchment polygons associated to the 519 selected National River Flow Archive gauging stations in this study. \n\nModel data included outputs from among others: InVest, ARIES, WaterWorld, LUCI, LPJ-GUESS, TEEB, Scholes, Aqueduct, Grid-to-Grid, and DECIPHeR. These data sets are not provided here, but a full list with links to these data sets or software, where applicable, can be found in the supporting documentation. Note that license restrictions could apply. Ensembles approaches include: unweighted (mean and median) approaches, weighted averaging with weights determined following multiple methods (deterministic and iterative), attribute weighted averaging, and trained approaches. Uncertainty is presented by the Standard Error of Mean among contributing model outputs and among ensemble approaches, calculated as the standard deviation corrected with the amount of contributing models/ensembles per cell.\n\nPrior to ensemble calculations: all individual model outputs have been normalised against the lower 2.5% and upper 97.5% percentile. Afterwards, the resulting Ensembles have been identically re-normalised to ensure a 0-1 scale. For all details about the individual model approaches, their synchronisation, ensemble algorithms and their validation we refer to the supporting documentation and associated publication.","metadataDate":"2026-06-29T16:53:12","notGEMINI":false,"onlineResources":[{"url":"https://catalogue.ceh.ac.uk/datastore/eidchub/a9ae773d-b742-4d42-ae42-2b594bae5d38","name":"Download the data","description":"Download a copy of this data","function":"fileAccess","type":"OTHER"},{"url":"https://data-package.ceh.ac.uk/sd/a9ae773d-b742-4d42-ae42-2b594bae5d38.zip","name":"Supporting information","description":"Supporting information available to assist in re-use of this dataset","function":"information","type":"OTHER"}],"pointsOfContact":[{"familyName":"Hooftman","givenName":"D.A.P.","organisationName":"Lactuca: Environmental Data Analyses and Modelling","role":"pointOfContact","email":"Danny.hooftman@lactuca.nl","address":{"country":"The Netherlands"},"fullName":"Hooftman, D.A.P.","pointOfContact":"Lactuca: Environmental Data Analyses and Modelling"}],"publicationDate":"2021-11-22T00:00:00.000Z","publishers":[{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"publisher","email":"info@eidc.ac.uk"}],"relationships":[{"relation":"http://purl.org/dc/terms/relation","target":"11689000-f791-4fdb-8e12-08a7d87ad75f"}],"resourceIdentifiers":[{"code":"https://catalogue.ceh.ac.uk/id/a9ae773d-b742-4d42-ae42-2b594bae5d38"},{"code":"10.5285/a9ae773d-b742-4d42-ae42-2b594bae5d38","codeSpace":"doi"}],"resourceType":{"value":"dataset"},"responsibleParties":[{"familyName":"Hooftman","givenName":"D.A.P.","organisationName":"Lactuca: Environmental Data Analyses and Modelling","role":"author","email":"Danny.hooftman@lactuca.nl","nameIdentifier":"https://orcid.org/0000-0001-9835-6897","address":{"country":"The Netherlands"},"fullName":"Hooftman, D.A.P."},{"familyName":"Bullock","givenName":"J.M.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0003-0529-4020","fullName":"Bullock, J.M."},{"familyName":"Jones","givenName":"L.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0002-4379-9006","fullName":"Jones, L."},{"familyName":"Willcock","givenName":"S.","organisationName":"Bangor University","organisationIdentifier":"https://ror.org/006jb1a24","role":"author","email":"s.willcock@bangor.ac.uk","nameIdentifier":"https://orcid.org/0000-0001-6704-3548","fullName":"Willcock, S."},{"familyName":"Hooftman","givenName":"D.A.P.","organisationName":"Lactuca: Environmental Data Analyses and Modelling","role":"pointOfContact","email":"Danny.hooftman@lactuca.nl","address":{"country":"The Netherlands"},"fullName":"Hooftman, D.A.P.","pointOfContact":"Lactuca: Environmental Data Analyses and Modelling"},{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"custodian","email":"info@eidc.ac.uk"},{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"publisher","email":"info@eidc.ac.uk"},{"organisationName":"Bangor University","organisationIdentifier":"https://ror.org/006jb1a24","role":"rightsHolder"}],"rightsHolders":[{"organisationName":"Bangor University","organisationIdentifier":"https://ror.org/006jb1a24","role":"rightsHolder"}],"spatialReferenceSystems":[{"code":"http://www.opengis.net/def/crs/EPSG/0/27700","title":"OSGB 1936 / British National Grid"}],"spatialRepresentationTypes":["grid"],"spatialResolutions":[{"distance":"25","uom":"urn:ogc:def:uom:EPSG::9001"},{"distance":"10","uom":"urn:ogc:def:uom:EPSG::9001"},{"distance":"5","uom":"urn:ogc:def:uom:EPSG::9001"},{"distance":"20","uom":"urn:ogc:def:uom:EPSG::9001"},{"distance":"46000","uom":"urn:ogc:def:uom:EPSG::9001"},{"distance":"1000","uom":"urn:ogc:def:uom:EPSG::9001"},{"distance":"10000","uom":"urn:ogc:def:uom:EPSG::9001"}],"title":"Ensemble outputs among contemporary ecosystem service models for water supply and aboveground carbon storage in the UK following 10 different methods","topicCategories":[{"value":"inlandWaters","uri":"http://inspire.ec.europa.eu/metadata-codelist/TopicCategory/inlandWaters"},{"value":"biota","uri":"http://inspire.ec.europa.eu/metadata-codelist/TopicCategory/biota"}],"type":"dataset","uri":"https://catalogue.ceh.ac.uk/id/a9ae773d-b742-4d42-ae42-2b594bae5d38","useConstraints":[{"value":"This resource is available under the terms of the Open Government Licence","code":"license","uri":"https://eidc.ac.uk/licences/ogl/plain"}]}