{"accessLimitation":{"value":"no limitations to public access","uri":"http://inspire.ec.europa.eu/metadata-codelist/LimitationsOnPublicAccess/noLimitations"},"authors":[{"familyName":"Magee","givenName":"E.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","fullName":"Magee, E."},{"familyName":"Huxley","givenName":"D.","organisationName":"University of Manchester","role":"author","email":"davidphuxley@gmail.com","fullName":"Huxley, D."},{"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","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":["Magee, E.","Huxley, D.","Tso, C.-.M."],"bibtex":"https://catalogue.ceh.ac.uk/documents/ba208b6c-6f1a-43b1-867d-bc1adaff6445/citation?format=bib","day":5,"doi":"10.5285/ba208b6c-6f1a-43b1-867d-bc1adaff6445","month":9,"publisher":"NERC EDS Environmental Information Data Centre","resourceTypeGeneral":"model","ris":"https://catalogue.ceh.ac.uk/documents/ba208b6c-6f1a-43b1-867d-bc1adaff6445/citation?format=ris","title":"Random forest model to predict long-term seasonal nitrate and orthophosphate concentrations in British river reaches","url":"https://doi.org/10.5285/ba208b6c-6f1a-43b1-867d-bc1adaff6445","year":2023},"custodians":[{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"custodian","email":"info@eidc.ac.uk"}],"datasetReferenceDate":{"publicationDate":"2023-09-05"},"description":"This resource comprises two Jupyter notebooks that includes the model code in python to train a random forest model to predict long-term seasonal nitrate and orthophosphate concentrations at each river reach in Great Britain. 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This is because the underlying river network is separately licensed (https://catalogue.ceh.ac.uk/documents/7d5e42b6-7729-46c8-99e9-f9e4efddde1d). 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