[ {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34",
    "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ],
    "http://www.nanopub.org/nschema#hasAssertion" : [ {
      "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/assertion"
    } ],
    "http://www.nanopub.org/nschema#hasProvenance" : [ {
      "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/provenance"
    } ],
    "http://www.nanopub.org/nschema#hasPublicationInfo" : [ {
      "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/pubinfo"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/Head"
}, {
  "@graph" : [ {
    "@id" : "http://eurovoc.europa.eu/2919",
    "@type" : [ "http://schema.org/DefinedTerm" ],
    "http://schema.org/description" : [ {
      "@value" : ""
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Environmental research"
    } ]
  }, {
    "@id" : "http://eurovoc.europa.eu/6384",
    "@type" : [ "http://schema.org/DefinedTerm" ],
    "http://schema.org/description" : [ {
      "@value" : ""
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Climatology"
    } ]
  }, {
    "@id" : "https://doi.org/10.1038/s41467-021-25257-4",
    "@type" : [ "http://purl.org/dc/terms/BibliographicResource", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://doi.org/10.1038/s41467-021-25257-4"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:18.897063+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:25.788634+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Related publication of the modelling presented in the Jupyter notebook"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Seasonal Arctic sea ice forecasting with probabilistic deep learning"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:18.897063+00:00"
    } ]
  }, {
    "@id" : "https://doi.org/10.5281/zenodo.5516869",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Dataset", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://doi.org/10.5281/zenodo.5516869"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:16.031702+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:25.878555+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Contains input Dataset for IceNet's demo notebook used in the Jupyter notebook of Sea ice forecasting using IceNet"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Input Dataset for IceNet's demo notebook"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:16.031702+00:00"
    } ]
  }, {
    "@id" : "https://doi.org/10.5281/zenodo.6410246",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Dataset", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://doi.org/10.5281/zenodo.6410246"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:17.386248+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:27.062680+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Contains outputs, (table and figures), generated in the Jupyter notebook of Sea ice forecasting using IceNet"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Outputs"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:17.386248+00:00"
    } ]
  }, {
    "@id" : "https://doi.org/10.5285/71820e7d-c628-4e32-969f-464b7efb187c",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Dataset", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://doi.org/10.5285/71820e7d-c628-4e32-969f-464b7efb187c"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:14.669821+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:24.012958+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Contains input Forecasts, neural networks, and results from the paper: 'Seasonal Arctic sea ice forecasting with probabilistic deep learning' used in the Jupyter notebook of Sea ice forecasting using IceNet"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Input Forecasts, neural networks, and results from the paper: 'Seasonal Arctic sea ice forecasting with probabilistic deep learning'"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:14.669821+00:00"
    } ]
  }, {
    "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-linux-64.lock",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-linux-64.lock"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:32.938456+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:25.591794+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Lock conda file for linux-64 OS of the Jupyter notebook hosted by the Environmental Data Science Book"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Lock conda file for linux-64"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:32.938456+00:00"
    } ]
  }, {
    "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-osx-64.lock",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-osx-64.lock"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:34.714518+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:31.124812+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Lock conda file for osx-64 OS of the Jupyter notebook hosted by the Environmental Data Science Book"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Lock conda file for osx-64"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:34.714518+00:00"
    } ]
  }, {
    "@id" : "https://orcid.org/0000-0002-8763-1643",
    "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/email" : [ {
      "@value" : "jeani@uio.no"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Jean Iaquinta"
    } ],
    "https://w3id.org/dingo#orcid" : [ {
      "@value" : "0000-0002-8763-1643"
    } ]
  }, {
    "@id" : "https://raw.githubusercontent.com/Environmental-DS-Book/polar-modelling-icenet/main/.binder/environment.yml",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://raw.githubusercontent.com/Environmental-DS-Book/polar-modelling-icenet/main/.binder/environment.yml"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:36.253117+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:27.178785+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Conda environment when user want to have the same libraries installed without concerns of package versions"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Conda environment"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:36.253117+00:00"
    } ]
  }, {
    "@id" : "https://raw.githubusercontent.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/main/notebook.ipynb",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "http://w3id.org/ro/earth-scienceJupyterNotebook" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://raw.githubusercontent.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/main/notebook.ipynb"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:13.405158+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2023-05-16 17:58:38.982476+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Jupyter Notebook hosted by the Environmental Data Science Book"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Jupyter notebook"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:13.405158+00:00"
    } ],
    "https://schema.org/softwareRequirements" : [ {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/579fe096-4af8-4203-8260-feaf7677c30a"
    } ]
  }, {
    "@id" : "https://ror.org/00vn06n10",
    "@type" : [ "http://schema.org/Organization", "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/email" : [ {
      "@value" : "post@simula.no"
    } ],
    "http://schema.org/identifier" : [ {
      "@value" : "00vn06n10"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Simula Research Laboratory"
    } ]
  }, {
    "@id" : "https://ror.org/01xtthb56",
    "@type" : [ "http://schema.org/Organization", "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/identifier" : [ {
      "@value" : "01xtthb56"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "University of Oslo"
    } ]
  }, {
    "@id" : "https://the-environmental-ds-book.netlify.app/gallery/modelling/polar-modelling-icenet/polar-modelling-icenet.html",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "http://schema.org/publication" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://the-environmental-ds-book.netlify.app/gallery/modelling/polar-modelling-icenet/polar-modelling-icenet.html"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:31.388108+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:27.395338+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Rendered version of the Jupyter Notebook hosted by the Environmental Data Science Book"
    } ],
    "http://schema.org/encodingFormat" : [ {
      "@value" : "text/html"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Online rendered version of the Jupyter notebook"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:31.388108+00:00"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef",
    "@type" : [ "http://purl.org/wf4ever/ro#ResearchObject" ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/",
    "@type" : [ "http://purl.org/wf4ever/ro#ResearchObject", "http://purl.org/wf4ever/roevo#ForkedRO", "http://purl.org/wf4ever/roevo#LiveRO", "http://schema.org/Dataset", "http://w3id.org/ro/earth-scienceExecutableResearchObject", "https://w3id.org/ro/terms/earth-science#ExecutableResearchObject" ],
    "http://purl.org/wf4ever/roevo#forkedAtTime" : [ {
      "@value" : "2022-12-07 14:10:33.478638+00:00"
    } ],
    "http://purl.org/wf4ever/roevo#forkedBy" : [ {
      "@id" : "mailto:annefou@geo.uio.no"
    } ],
    "http://schema.org/about" : [ {
      "@id" : "http://eurovoc.europa.eu/2919"
    }, {
      "@id" : "http://eurovoc.europa.eu/6384"
    } ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:annefou@geo.uio.no"
    }, {
      "@id" : "mailto:https://github.com/acocac"
    } ],
    "http://schema.org/contentSize" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#integer",
      "@value" : "12846411"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://api.rohub.org/api/ros/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/crate/download/"
    } ],
    "http://schema.org/contributor" : [ {
      "@id" : "https://orcid.org/0000-0002-8763-1643"
    }, {
      "@id" : "mailto:https://github.com/nbarlowATI"
    }, {
      "@id" : "mailto:https://github.com/tom-andersson"
    } ],
    "http://schema.org/copyrightHolder" : [ {
      "@id" : "https://ror.org/00vn06n10"
    }, {
      "@id" : "https://ror.org/01xtthb56"
    }, {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:37:45.977506+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2025-10-18 10:49:31.245781+00:00"
    } ],
    "http://schema.org/datePublished" : [ {
      "@value" : "2022-04-03 22:37:45.977506+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "The research object refers to the Sea ice forecasting using IceNet notebook published in the Environmental Data Science book. Modelling approach IceNet is a probabilistic, deep learning sea ice forecasting system. The model, an ensemble of U-Net networks, learns how sea ice changes from climate simulations and observational data to forecast up to 6 months of monthly-averaged sea ice concentration maps at 25 km resolution. IceNet advances the range of accurate sea ice forecasts, outperforming a state-of-the-art dynamical model in seasonal forecasts of summer sea ice, particularly for extreme sea ice events. IceNet was implemented in Python 3.7 using TensorFlow v2.2.0. Further details can be found in the Nature Communications paper Seasonal Arctic sea ice forecasting with probabilistic deep learning."
    } ],
    "http://schema.org/encodingFormat" : [ {
      "@value" : "application/ld+json"
    } ],
    "http://schema.org/hasPart" : [ {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/folders/167faa7b-6378-48fc-a962-1306e7360d1c"
    }, {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/folders/77bbbaca-4982-47aa-8075-63bf40b5b4e4"
    }, {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/folders/8208bf8d-8f1c-4b00-bd05-abec7d4220d6"
    }, {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/folders/8ade6a56-9e01-4ae0-af00-54b63f7e3f32"
    } ],
    "http://schema.org/identifier" : [ {
      "@value" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9"
    } ],
    "http://schema.org/keywords" : [ {
      "@value" : "Environmental Science"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/mainEntity" : [ {
      "@value" : "Jupyter Notebook"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Learn about IceNet, a probabilistic Deep learning for seasonal sea-ice forecasts"
    }, {
      "@value" : "Sea ice forecasting using IceNet (Jupyter Notebook) published in the Environmental Data Science book - fork"
    } ],
    "http://schema.org/publisher" : [ {
      "@id" : "https://ror.org/00vn06n10"
    } ],
    "http://w3id.org/ro-id/rohub/model#community" : [ {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/379a4687-de50-44c7-b7bd-37125ebd4ff7"
    } ],
    "http://w3id.org/ro-id/rohub/model#creation_mode" : [ {
      "@value" : "MANUAL"
    } ],
    "http://w3id.org/ro-id/rohub/model#enrichmentSubject" : [ {
      "@id" : "https://w3id.org/ro-id/enrichment/06ceded6-7b99-488f-8d1f-b33d265f142a"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/127bcd6a-0c64-48dd-a923-f3190bbe8568"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/17fc34a9-15f8-4ede-bbb1-f98a3574da0c"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/226d0542-cabd-4fc3-9cf2-7b947fa542ac"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/25c13a03-c62c-45be-b710-c91f5c054bf6"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/287e6f0d-fcd9-4e6f-8e4a-ab34f442573a"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/2bd485bf-9f56-46c4-b123-5504b8ce562e"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/3a81f62f-62f6-4909-921e-7d3461919569"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/3ac1396a-d055-4660-8fc4-6319f4434ed2"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/461dc6f0-a899-472c-bb3c-c8eb749a40fa"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/49758e1b-802b-4a7a-acee-b3c09560b075"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/5949e00c-1044-46f8-a0cc-28025edd538e"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/676a7fdc-a358-4212-ab1e-b3bde19bcd73"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/6c60ba3a-f802-4f9c-9d92-4a433dc99bc0"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/6ed2c9f7-d6b7-4cad-aee6-1036f84bd5f4"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/7474bad0-4e56-4f01-b07a-f968b50bca54"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/79f2068e-fb81-4e9e-8fb1-7c38e7ee94e0"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/8b39896f-7dc5-44ea-9203-567178437eef"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/8b69bf8e-f9e5-4e14-88b8-9c54ea22bb1b"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/90519e78-e2c4-4e6b-96b7-381b979ea119"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/908e35a7-8fb8-42d0-8b87-49dff30a0aea"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/93961fcb-5df7-4627-835d-9d7f8afa4803"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/99d00521-c312-4d25-a754-4796e6d56337"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/9b6704a6-b0f5-453e-b27c-be54662d6230"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/9f69e528-e705-4083-a5c9-0c36e7a863d0"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/a17f760e-77bf-4c45-a325-586d6eddee49"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/b33a3332-21c5-4b82-bdd0-8db9bf2bbfc0"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/b746c5bb-7e48-4c16-8430-09aea7041bf0"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/c9654059-04b6-46fb-a302-a40076f44cac"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/d5ce92b5-3a5e-4efb-80eb-bbe3a1373642"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/d9659f63-bcc3-4785-b78a-edd25f518c8d"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/f509a921-e28e-471d-af67-d9551ae1e527"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/f9d77fd3-14a8-4a03-a85a-0a62473dbff1"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/fc1fc431-254c-4201-b131-0ebdbb738db3"
    }, {
      "@id" : "https://w3id.org/ro-id/enrichment/fe262906-28cc-4213-9738-8b9610e46f3d"
    } ],
    "http://www.w3.org/ns/prov#wasDerivedFrom" : [ {
      "@id" : "https://w3id.org/ro-id/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef"
    } ],
    "https://www.w3.org/ns/iana/link-relations/relation#cite-as" : [ {
      "@value" : "Alejandro Coca-Castro, Anne Foilloux, Tom Andersson, Nick Barlow, and Jean Iaquinta. \"Learn about IceNet, a probabilistic Deep learning for seasonal sea-ice forecasts.\" ROHub. Apr 03 ,2022. https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9."
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/379a4687-de50-44c7-b7bd-37125ebd4ff7",
    "@type" : [ "http://w3id.org/ro-id/rohub/model#community" ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/folders/167faa7b-6378-48fc-a962-1306e7360d1c",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ],
    "http://schema.org/hasPart" : [ {
      "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-linux-64.lock"
    }, {
      "@id" : "https://github.com/Environmental-DS-Book/polar-modelling-icenet/blob/main/.lock/conda-osx-64.lock"
    }, {
      "@id" : "https://raw.githubusercontent.com/Environmental-DS-Book/polar-modelling-icenet/main/.binder/environment.yml"
    }, {
      "@id" : "https://raw.githubusercontent.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/main/notebook.ipynb"
    }, {
      "@id" : "https://the-environmental-ds-book.netlify.app/gallery/modelling/polar-modelling-icenet/polar-modelling-icenet.html"
    }, {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/dbcef63e-b902-49d4-8e78-d2623962fd74"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "tool"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/folders/77bbbaca-4982-47aa-8075-63bf40b5b4e4",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ],
    "http://schema.org/hasPart" : [ {
      "@id" : "https://doi.org/10.5281/zenodo.6410246"
    }, {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/3b853f3d-6613-4dd1-bcf8-d70e397586a7"
    }, {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/c6c163c4-1098-4532-a1f1-06698d37b17c"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "output"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/folders/8208bf8d-8f1c-4b00-bd05-abec7d4220d6",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ],
    "http://schema.org/hasPart" : [ {
      "@id" : "https://doi.org/10.1038/s41467-021-25257-4"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "biblio"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/folders/8ade6a56-9e01-4ae0-af00-54b63f7e3f32",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ],
    "http://schema.org/hasPart" : [ {
      "@id" : "https://doi.org/10.5281/zenodo.5516869"
    }, {
      "@id" : "https://doi.org/10.5285/71820e7d-c628-4e32-969f-464b7efb187c"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "input"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/3b853f3d-6613-4dd1-bcf8-d70e397586a7",
    "@type" : [ "http://purl.org/wf4ever/roterms#Sketch", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "https://orcid.org/0000-0002-1784-2920"
    } ],
    "http://schema.org/contentSize" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#integer",
      "@value" : "659726"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://api.rohub.org/api/resources/3b853f3d-6613-4dd1-bcf8-d70e397586a7/download/"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "https://orcid.org/0000-0002-1784-2920"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-12-07 15:21:40.547786+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 15:21:42.318330+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Figure showing the 2 meter temperature from ECMWF ERA5 (monthly mean September to November 2019)"
    } ],
    "http://schema.org/encodingFormat" : [ {
      "@value" : "image/png"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "ERA5-T2M"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-12-07 15:21:40.547786+00:00"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/7d605c59-98f0-453c-9371-f44101285bf7",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#File" ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/c4b7c95a-8a30-427d-a616-179a34bef315",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#File" ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/c6c163c4-1098-4532-a1f1-06698d37b17c",
    "@type" : [ "http://purl.org/wf4ever/roterms#Sketch", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ],
    "http://schema.org/author" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/contentSize" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#integer",
      "@value" : "344731"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://api.rohub.org/api/resources/c6c163c4-1098-4532-a1f1-06698d37b17c/download/"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "mailto:environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-04-03 22:38:08.092594+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 14:10:33.107828+00:00"
    } ],
    "http://schema.org/encodingFormat" : [ {
      "@value" : "image/png"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Image showing interactive plot of IceNet seasonal forecasts of Artic sea ice according to four lead times and months in 2020"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-04-03 22:38:08.092594+00:00"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/dbcef63e-b902-49d4-8e78-d2623962fd74",
    "@type" : [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "https://w3id.org/ro/terms/earth-science#JupyterNotebook" ],
    "http://schema.org/author" : [ {
      "@id" : "https://orcid.org/0000-0002-1784-2920"
    } ],
    "http://schema.org/contentSize" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#integer",
      "@value" : "20240021"
    } ],
    "http://schema.org/contentUrl" : [ {
      "@value" : "https://api.rohub.org/api/resources/dbcef63e-b902-49d4-8e78-d2623962fd74/download/"
    } ],
    "http://schema.org/creator" : [ {
      "@id" : "https://orcid.org/0000-0002-1784-2920"
    } ],
    "http://schema.org/dateCreated" : [ {
      "@value" : "2022-12-07 15:23:15.811856+00:00"
    } ],
    "http://schema.org/dateModified" : [ {
      "@value" : "2022-12-07 15:23:18.303106+00:00"
    } ],
    "http://schema.org/description" : [ {
      "@value" : "Derivative work created from forked Research Object. The Jupyter Notebook has been updated"
    } ],
    "http://schema.org/license" : [ {
      "@id" : "https://choosealicense.com/no-permission/"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "icenet derivative work"
    } ],
    "http://schema.org/sdDatePublished" : [ {
      "@value" : "2022-12-07 15:23:15.811856+00:00"
    } ],
    "https://schema.org/softwareRequirements" : [ {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/resources/5012f687-b6e6-4fd2-a55a-4911cff98390"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/ro-crate-metadata.json",
    "@type" : [ "http://schema.org/CreativeWork" ],
    "http://purl.org/dc/terms/conformsTo" : [ {
      "@id" : "https://w3id.org/ro/crate/1.1"
    } ],
    "http://schema.org/about" : [ {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/06ceded6-7b99-488f-8d1f-b33d265f142a",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Sentence" ],
    "http://schema.org/name" : [ {
      "@value" : "Learn about IceNet, a probabilistic Deep learning for seasonal sea-ice forecasts."
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "32.13166144200627"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "20.5"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/127bcd6a-0c64-48dd-a923-f3190bbe8568",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ],
    "http://schema.org/name" : [ {
      "@value" : "the sea"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "9.206349206349206"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "5.8"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/17fc34a9-15f8-4ede-bbb1-f98a3574da0c",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ],
    "http://schema.org/name" : [ {
      "@value" : "forecast"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "17.77777777777778"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "11.2"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/226d0542-cabd-4fc3-9cf2-7b947fa542ac",
    "@type" : [ "https://w3id.org/contentdesc#Domain" ],
    "http://schema.org/name" : [ {
      "@value" : "meteorology"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "46.666666666666664"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "0.7"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/25c13a03-c62c-45be-b710-c91f5c054bf6",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ],
    "http://schema.org/name" : [ {
      "@value" : "notebook"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "5.900621118012422"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "3.8"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/287e6f0d-fcd9-4e6f-8e4a-ab34f442573a",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ],
    "http://schema.org/name" : [ {
      "@value" : "learning"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "6.366459627329191"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "4.1"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/2bd485bf-9f56-46c4-b123-5504b8ce562e",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ],
    "http://schema.org/name" : [ {
      "@value" : "concentration map"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "21.390374331550802"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "12.0"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/3a81f62f-62f6-4909-921e-7d3461919569",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ],
    "http://schema.org/name" : [ {
      "@value" : "Philosophy"
    } ],
    "https://w3id.org/ro/terms/earth-science#path" : [ {
      "@value" : "Science and technology/Social sciences/Philosophy"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/3ac1396a-d055-4660-8fc4-6319f4434ed2",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ],
    "http://schema.org/name" : [ {
      "@value" : "sea ice"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "29.999999999999996"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "18.9"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/461dc6f0-a899-472c-bb3c-c8eb749a40fa",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ],
    "http://schema.org/name" : [ {
      "@value" : "forecasting system"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "28.87700534759358"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "16.2"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/49758e1b-802b-4a7a-acee-b3c09560b075",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ],
    "http://schema.org/name" : [ {
      "@value" : "Literature"
    } ],
    "https://w3id.org/ro/terms/earth-science#path" : [ {
      "@value" : "Arts, culture and entertainment/Arts and entertainment/Literature"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/5949e00c-1044-46f8-a0cc-28025edd538e",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#NASA" ],
    "http://schema.org/name" : [ {
      "@value" : "earth resources and remote sensing"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "100.0"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "0.4388199746608734"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/676a7fdc-a358-4212-ab1e-b3bde19bcd73",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ],
    "http://schema.org/name" : [ {
      "@value" : "forecast"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "32.29813664596273"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "20.8"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/6c60ba3a-f802-4f9c-9d92-4a433dc99bc0",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ],
    "http://schema.org/name" : [ {
      "@value" : "research"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "6.832298136645963"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "4.4"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/6ed2c9f7-d6b7-4cad-aee6-1036f84bd5f4",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ],
    "http://schema.org/name" : [ {
      "@value" : "Book industry"
    } ],
    "https://w3id.org/ro/terms/earth-science#path" : [ {
      "@value" : "Economy, business and finance/Economic sector/Media/Book industry"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/7474bad0-4e56-4f01-b07a-f968b50bca54",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#NASA" ],
    "http://schema.org/name" : [ {
      "@value" : "geosciences"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "100.0"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "0.4388199746608734"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/79f2068e-fb81-4e9e-8fb1-7c38e7ee94e0",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ],
    "http://schema.org/name" : [ {
      "@value" : "ice"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "4.813664596273291"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "3.1"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/8b39896f-7dc5-44ea-9203-567178437eef",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ],
    "http://schema.org/name" : [ {
      "@value" : "modelling approach IceNet"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "19.78609625668449"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "11.1"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/8b69bf8e-f9e5-4e14-88b8-9c54ea22bb1b",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ],
    "http://schema.org/name" : [ {
      "@value" : "Weather forecast"
    } ],
    "https://w3id.org/ro/terms/earth-science#path" : [ {
      "@value" : "Weather/Weather forecast"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/90519e78-e2c4-4e6b-96b7-381b979ea119",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#FieldOfResearch" ],
    "http://schema.org/name" : [ {
      "@value" : "earth sciences"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "100.0"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "0.6858031153678894"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/908e35a7-8fb8-42d0-8b87-49dff30a0aea",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ],
    "http://schema.org/name" : [ {
      "@value" : "research"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "6.666666666666667"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "4.2"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/93961fcb-5df7-4627-835d-9d7f8afa4803",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ],
    "http://schema.org/name" : [ {
      "@value" : "learning"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "6.190476190476191"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "3.9"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/99d00521-c312-4d25-a754-4796e6d56337",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Sentence" ],
    "http://schema.org/name" : [ {
      "@value" : "The research object refers to the Sea ice forecasting using IceNet notebook published in the Environmental Data Science book."
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "31.661442006269596"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "20.2"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/9b6704a6-b0f5-453e-b27c-be54662d6230",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ],
    "http://schema.org/name" : [ {
      "@value" : "sea ice"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "31.36645962732919"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "20.2"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/9f69e528-e705-4083-a5c9-0c36e7a863d0",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ],
    "http://schema.org/name" : [ {
      "@value" : "climate simulation"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "6.349206349206349"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "4.0"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/a17f760e-77bf-4c45-a325-586d6eddee49",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#IPTC" ],
    "http://schema.org/name" : [ {
      "@value" : "Weather"
    } ],
    "https://w3id.org/ro/terms/earth-science#path" : [ {
      "@value" : "Weather"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/b33a3332-21c5-4b82-bdd0-8db9bf2bbfc0",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ],
    "http://schema.org/name" : [ {
      "@value" : "aim"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "5.745341614906832"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "3.7"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/b746c5bb-7e48-4c16-8430-09aea7041bf0",
    "@type" : [ "https://w3id.org/contentdesc#Domain" ],
    "http://schema.org/name" : [ {
      "@value" : "crime"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "53.333333333333336"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "0.8"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/c9654059-04b6-46fb-a302-a40076f44cac",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Sentence" ],
    "http://schema.org/name" : [ {
      "@value" : "IceNet advances the range of accurate sea ice forecasts, outperforming a state-of-the-art dynamical model in seasonal forecasts of summer sea ice, particularly for extreme sea ice events."
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "36.20689655172414"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "23.1"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/d5ce92b5-3a5e-4efb-80eb-bbe3a1373642",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ],
    "http://schema.org/name" : [ {
      "@value" : "sea ice events"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "10.16042780748663"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "5.7"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/d9659f63-bcc3-4785-b78a-edd25f518c8d",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Concept" ],
    "http://schema.org/name" : [ {
      "@value" : "climate simulation"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "6.6770186335403725"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "4.3"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/f509a921-e28e-471d-af67-d9551ae1e527",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#TimeReference" ],
    "http://schema.org/name" : [ {
      "@value" : "6 months"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/f9d77fd3-14a8-4a03-a85a-0a62473dbff1",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Phrase" ],
    "http://schema.org/name" : [ {
      "@value" : "IceNet notebook"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "19.78609625668449"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "11.1"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/fc1fc431-254c-4201-b131-0ebdbb738db3",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#Lemma" ],
    "http://schema.org/name" : [ {
      "@value" : "IceNet"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "23.80952380952381"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "15.0"
    } ]
  }, {
    "@id" : "https://w3id.org/ro-id/enrichment/fe262906-28cc-4213-9738-8b9610e46f3d",
    "@type" : [ "https://w3id.org/ro/terms/earth-science#FieldOfResearch" ],
    "http://schema.org/name" : [ {
      "@value" : "physical geography and environmental geoscience"
    } ],
    "https://w3id.org/ro/terms/earth-science#normScore" : [ {
      "@value" : "100.0"
    } ],
    "https://w3id.org/ro/terms/earth-science#score" : [ {
      "@value" : "0.6858031153678894"
    } ]
  }, {
    "@id" : "mailto:annefou@geo.uio.no",
    "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/affiliation" : [ {
      "@value" : "Nordic e-Infrastructure Collaboration (NeIC)"
    } ],
    "http://schema.org/email" : [ {
      "@value" : "annefou@geo.uio.no"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Anne Fouilloux"
    } ],
    "https://w3id.org/dingo#orcid" : [ {
      "@value" : "0000-0002-1784-2920"
    } ]
  }, {
    "@id" : "mailto:environmental.ds.book@gmail.com",
    "@type" : [ "http://schema.org/Person", "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/email" : [ {
      "@value" : "environmental.ds.book@gmail.com"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Environmental Data Science Book Community"
    } ]
  }, {
    "@id" : "mailto:https://github.com/acocac",
    "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/affiliation" : [ {
      "@value" : "The Alan Turing Institute"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Alejandro Coca-Castro"
    } ]
  }, {
    "@id" : "mailto:https://github.com/nbarlowATI",
    "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/affiliation" : [ {
      "@value" : "The Alan Turing Institute"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Nick Barlow"
    } ]
  }, {
    "@id" : "mailto:https://github.com/tom-andersson",
    "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/affiliation" : [ {
      "@value" : "he British Antarctic Survey"
    } ],
    "http://schema.org/name" : [ {
      "@value" : "Tom Andersson"
    } ]
  }, {
    "@id" : "mailto:rpalma@man.poznan.pl",
    "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/name" : [ {
      "@value" : "Raul Palma"
    } ]
  }, {
    "@id" : "mailto:service-account-enrichment",
    "@type" : [ "http://xmlns.com/foaf/0.1/Agent" ],
    "http://schema.org/name" : [ {
      "@value" : "service-account-enrichment"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/assertion"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/assertion",
    "http://www.w3.org/ns/prov#wasDerivedFrom" : [ {
      "@id" : "https://api.rohub.org/api/ros/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/crate/download/ro-crate-metadata.json"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/provenance"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34",
    "@type" : [ "http://purl.org/nanopub/x/RoCrateNanopub" ],
    "http://purl.org/dc/terms/created" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2025-11-11T16:22:51.221+01:00"
    } ],
    "http://purl.org/nanopub/x/introduces" : [ {
      "@id" : "https://w3id.org/ro-id/b0a8864e-415d-42e3-972f-bb66c6d6a4d9/"
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Learn about IceNet, a probabilistic Deep learning for seasonal sea-ice forecasts"
    } ]
  }, {
    "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/sig",
    "http://purl.org/nanopub/x/hasAlgorithm" : [ {
      "@value" : "RSA"
    } ],
    "http://purl.org/nanopub/x/hasPublicKey" : [ {
      "@value" : "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB"
    } ],
    "http://purl.org/nanopub/x/hasSignature" : [ {
      "@value" : "AVKJLOhjXjyDxNMnoAblQwy9tk38NtzZo4xfkJ1fRfpq6+UR9SOzs6nLsE/T60CFZ0TvyKP4f4pyfAiujeZOSRMbWAuZ+TmkRrIm5wY0inrT+BieIUDFBKFRTTd1vOxrNsk/M17iYPdJiJ/AJcQWhkfbZXwQ0Gath9+n8lyHqpcEDipzc0QYsuuZBfdC3WMfX292Nhfq6D6Ssd2z/3511obtrqGiVLL7srSSmD0rB4Sa0132JRSIpvErqGu4WsBU8E6WzfEFRSNid1oQTS/Jny52R7hAnA/nmZ+0aUVUMN8zBN0FxRCysHOP3cMPbRjsxbHozFE6TliA3cq0JyBBHA=="
    } ],
    "http://purl.org/nanopub/x/hasSignatureTarget" : [ {
      "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34"
    } ],
    "http://purl.org/nanopub/x/signedBy" : [ {
      "@id" : "https://w3id.org/kpxl/gen/terms/RoCrateBot"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RAIc5UVhIIZQ4jv_cOpsJB0Ch9bqdfWkVhj2N0vgu8L34/pubinfo"
} ]