{"accessLimitation":{"value":"no limitations to public access","uri":"http://purl.org/coar/access_right/c_abf2"},"authors":[{"honorificPrefix":"Dr","familyName":"Tso","givenName":"C-H.M.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0002-2415-0826","fullName":"Tso, C.M."}],"availability":"Unknown","citation":{"authors":["Tso, C.M."],"bibtex":"https://catalogue.ceh.ac.uk/documents/1de712d3-081e-4b44-b880-b6a1ebf9fcd8/citation?format=bib","day":22,"doi":"10.5285/1de712d3-081e-4b44-b880-b6a1ebf9fcd8","month":4,"publisher":"NERC Environmental Information Data Centre","resourceTypeGeneral":"software","ris":"https://catalogue.ceh.ac.uk/documents/1de712d3-081e-4b44-b880-b6a1ebf9fcd8/citation?format=ris","title":"State tagging application for environmental data quality assurance","url":"https://doi.org/10.5285/1de712d3-081e-4b44-b880-b6a1ebf9fcd8","year":2020},"custodians":[{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"custodian","email":"info@eidc.ac.uk"}],"datasetReferenceDate":{"creationDate":"2020-04-20","publicationDate":"2020-04-22"},"description":"This R application is an implementation of state tagging approach for improved quality assurance of environmental data.  The application returns state-dependent prediction intervals on input data. The states are determined based on clustering of auxiliary inputs (such as meteorological data) made on the same day. The method provides contextual information to assess the quality of observational data and is applicable to any point-based, daily time series observational data. \n\nTo use this application, the user will need to input two separate csv files: one for state variables and the other for observations.\n\nThis work was supported by the Natural Environment Research Council award number NE/R016429/1 as part of the UK-SCAPE programme delivering National Capability.","distributionFormats":[{"name":"R","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":"UK-SCaPE","awardNumber":"NE/R016429/1","awardURI":"https://gtr.ukri.org/projects?ref=NE/R016429/1","orcid":false,"ror":true}],"id":"1de712d3-081e-4b44-b880-b6a1ebf9fcd8","incomingCitationCount":2,"incomingCitations":[{"description":"Tso, C-H. M.; Henrys, P; Rennie, S.;,  Watkins, J. (2020). State tagging for improved earth and environmental data quality assurance. Front. Environ. Sci.","url":"https://doi.org/10.3389/fenvs.2020.00046"},{"description":"Tso, M., Henrys, P., Rennie, S., & Watkins, J. (2020). State tagging for improved earth and environmental data quality assurance.","url":"https://doi.org/10.5194/egusphere-egu2020-4613"}],"infoLinks":[{"url":"https://data-package.ceh.ac.uk/sd/1de712d3-081e-4b44-b880-b6a1ebf9fcd8.zip","name":"Supporting information","description":"Supporting information available to assist in re-use of this dataset","function":"information","type":"OTHER"}],"keywordsOther":[{"value":"cluster analysis"},{"value":"Environmental informatics"},{"value":"Environmental Monitoring"},{"value":"Data science"},{"value":"Quality assurance"},{"value":"Data analytics"},{"value":"R shiny"},{"value":"UK-SCAPE"}],"keywordsTheme":[{"value":"Modelling","uri":"http://onto.nerc.ac.uk/CEHMD/topic/13"}],"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":"This application comprises the source code of a R shiny app (app.R) that implements the method described in https://doi.org/10.3389/fenvs.2020.00046. It can be run on any machine with R and the required packages installed. The clustering is based on the k means function in the {stats} package in R. It has been tested up to R version 3.5.3. More testing info can be found in session_info.txt.","metadataDate":"2026-05-11T18:17:05","notGEMINI":false,"onlineResources":[{"url":"https://data-package.ceh.ac.uk/data/1de712d3-081e-4b44-b880-b6a1ebf9fcd8","name":"Download the data","description":"Download a copy of this data","function":"download","type":"OTHER"},{"url":"https://data-package.ceh.ac.uk/sd/1de712d3-081e-4b44-b880-b6a1ebf9fcd8.zip","name":"Supporting information","description":"Supporting information available to assist in re-use of this dataset","function":"information","type":"OTHER"},{"url":"https://eidc.ceh.ac.uk/images/browsegraphics/statetagging.png","name":"Screenshot","function":"browseGraphic","type":"OTHER"}],"pointsOfContact":[{"honorificPrefix":"Dr","familyName":"Tso","givenName":"Chak-Hau Michael","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"pointOfContact","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0002-2415-0826","address":{"deliveryPoint":"Lancaster Environment Centre, Library Avenue, Bailrigg","city":"Lancaster","administrativeArea":"Lancashire","postalCode":"LA1 4AP","country":"United Kingdom"},"fullName":"Tso, C.M.","pointOfContact":"UK Centre for Ecology & Hydrology"}],"publicationDate":"2020-04-22T00:00:00.000Z","publishers":[{"organisationName":"NERC Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"publisher","email":"info@eidc.ac.uk"}],"resourceIdentifiers":[{"code":"https://catalogue.ceh.ac.uk/id/1de712d3-081e-4b44-b880-b6a1ebf9fcd8"},{"code":"10.5285/1de712d3-081e-4b44-b880-b6a1ebf9fcd8","codeSpace":"doi"}],"resourceType":{"value":"software"},"responsibleParties":[{"honorificPrefix":"Dr","familyName":"Tso","givenName":"Chak-Hau Michael","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"pointOfContact","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0002-2415-0826","address":{"deliveryPoint":"Lancaster Environment Centre, Library Avenue, Bailrigg","city":"Lancaster","administrativeArea":"Lancashire","postalCode":"LA1 4AP","country":"United Kingdom"},"fullName":"Tso, C.M.","pointOfContact":"UK Centre for Ecology & Hydrology"},{"honorificPrefix":"Dr","familyName":"Tso","givenName":"C-H.M.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0002-2415-0826","fullName":"Tso, C.M."},{"organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"rightsHolder","email":"enquiries@ceh.ac.uk"},{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"custodian","email":"info@eidc.ac.uk"},{"organisationName":"NERC Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"publisher","email":"info@eidc.ac.uk"}],"rightsHolders":[{"organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"rightsHolder","email":"enquiries@ceh.ac.uk"}],"title":"State tagging application for environmental data quality assurance","topicCategories":[{"value":"environment","uri":"http://inspire.ec.europa.eu/metadata-codelist/TopicCategory/environment"},{"value":"geoscientificInformation","uri":"http://inspire.ec.europa.eu/metadata-codelist/TopicCategory/geoscientificInformation"}],"topics":["http://onto.nerc.ac.uk/CEHMD/topic/13"],"type":"software","uri":"https://catalogue.ceh.ac.uk/id/1de712d3-081e-4b44-b880-b6a1ebf9fcd8","useConstraints":[{"value":"This resource is available under the terms of the Open Government Licence","code":"license","uri":"https://eidc.ac.uk/licences/ogl/plain"}]}