. . . . "" . "Environmental research" . . "" . "Climatology" . . . "https://doi.org/10.1038/s41467-021-25257-4" . . "2022-04-03 22:38:18.897063+00:00" . "2022-04-03 22:38:19.368652+00:00" . "Related publication of the modelling presented in the Jupyter notebook" . . "Seasonal Arctic sea ice forecasting with probabilistic deep learning" . "2022-04-03 22:38:18.897063+00:00" . . . . . "https://doi.org/10.5281/zenodo.5516869" . . "2022-04-03 22:38:16.031702+00:00" . "2022-04-03 22:38:16.381912+00:00" . "Contains input Dataset for IceNet's demo notebook used in the Jupyter notebook of Sea ice forecasting using IceNet" . . "Input Dataset for IceNet's demo notebook" . "2022-04-03 22:38:16.031702+00:00" . . . . . "https://doi.org/10.5281/zenodo.6410246" . . "2022-04-03 22:38:17.386248+00:00" . "2022-04-03 22:38:17.886319+00:00" . "Contains outputs, (table and figures), generated in the Jupyter notebook of Sea ice forecasting using IceNet" . . "Outputs" . "2022-04-03 22:38:17.386248+00:00" . . . . . "https://doi.org/10.5285/71820e7d-c628-4e32-969f-464b7efb187c" . . "2022-04-03 22:38:14.669821+00:00" . "2022-04-03 22:38:15.064256+00:00" . "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" . . "Input Forecasts, neural networks, and results from the paper: 'Seasonal Arctic sea ice forecasting with probabilistic deep learning'" . "2022-04-03 22:38:14.669821+00:00" . . . . . "https://edsbook.org/notebooks/gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/notebook.html" . . "2022-04-03 22:38:31.388108+00:00" . "2023-03-20 18:02:14.634061+00:00" . "Rendered version of the Jupyter Notebook hosted by the Environmental Data Science Book" . "text/html" . . "Online rendered version of the Jupyter notebook" . "2022-04-03 22:38:31.388108+00:00" . . . . . "https://github.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/blob/main/.lock/conda-linux-64.lock" . . "2022-04-03 22:38:32.938456+00:00" . "2023-03-20 18:01:00.467061+00:00" . "Lock conda file for linux-64 OS of the Jupyter notebook hosted by the Environmental Data Science Book" . . "Lock conda file for linux-64" . "2022-04-03 22:38:32.938456+00:00" . . . . "https://github.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/blob/main/.lock/conda-osx-64.lock" . . "2022-04-03 22:38:34.714518+00:00" . "2023-03-20 18:02:26.979336+00:00" . "Lock conda file for osx-64 OS of the Jupyter notebook hosted by the Environmental Data Science Book" . . "Lock conda file for osx-64" . "2022-04-03 22:38:34.714518+00:00" . . . . "https://raw.githubusercontent.com/Environmental-DS-Book/polar-modelling-icenet/main/.binder/environment.yml" . . "2022-04-03 22:38:36.253117+00:00" . "2022-12-06 21:59:00.743319+00:00" . "Conda environment when user want to have the same libraries installed without concerns of package versions" . . "Conda environment" . "2022-04-03 22:38:36.253117+00:00" . . . . "https://raw.githubusercontent.com/eds-book-gallery/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/main/notebook.ipynb" . . "2022-04-03 22:38:13.405158+00:00" . "2023-03-20 18:01:44.437802+00:00" . "Jupyter Notebook hosted by the Environmental Data Science Book" . . "Jupyter notebook" . "2022-04-03 22:38:13.405158+00:00" . . . . . "2022-11-25 20:15:55.175101+00:00" . . . . . . "2023-05-12 13:23:32.541552+00:00" . . . . . . "2023-05-10 19:04:48.228801+00:00" . . . . . . "2023-05-03 08:27:05.537066+00:00" . . . . . . "2022-12-04 16:14:04.466265+00:00" . . . . . . "2022-12-04 15:20:01.314059+00:00" . . . . . . "False" . . "2023-03-20 18:05:06.388049+00:00" . . . . . . . . . . . . . . . . . . "357267"^^ . "https://api.rohub.org/api/ros/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef/crate/download/" . . . . . "2022-04-03 22:37:45.977506+00:00" . "2025-10-18 11:50:21.644221+00:00" . "2022-04-03 22:37:45.977506+00:00" . "The research object refers to the Sea ice forecasting using IceNet notebook published in the Environmental Data Science book." . "application/ld+json" . . . . . "https://w3id.org/ro-id/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef" . "Environmental Science" . . "Jupyter Notebook" . "Sea ice forecasting using IceNet (Jupyter Notebook) published in the Environmental Data Science book" . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Alejandro Coca-Castro, Tom Andersson, and Nick Barlow. \"Sea ice forecasting using IceNet (Jupyter Notebook) published in the Environmental Data Science book.\" ROHub. Apr 03 ,2022. https://w3id.org/ro-id/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef." . . . . "input" . . . . . "output" . . . . . . . . "tool" . . . . "biblio" . . . . "344731"^^ . "https://api.rohub.org/api/resources/82cd71df-6257-4231-b249-5bdad43df512/download/" . . "2022-04-03 22:38:08.092594+00:00" . "2022-04-03 22:38:10.914695+00:00" . "image/png" . . "Image showing interactive plot of IceNet seasonal forecasts of Artic sea ice according to four lead times and months in 2020" . "2022-04-03 22:38:08.092594+00:00" . . . . . . . "2022-12-07 14:10:33.478638+00:00" . . . . . . "2023-05-03 14:27:06.640359+00:00" . . . . . . "2023-05-03 07:35:29.826577+00:00" . . . . . . "2022-12-04 16:18:29.843217+00:00" . . . . . . "research" . . "15.015974440894569" . "9.4" . "research" . . "13.397790055248617" . "9.7" . "ice forecasting" . . "1.7471736896197327" . "1.7" . "notebook" . . "13.418530351437699" . "8.4" . "book" . . "10.91160220994475" . "7.9" . "forecast" . . "21.405750798722043" . "13.4" . "Environmental Data Science book" . . "13.052415210688592" . "12.7" . "research object" . . "26.721479958890033" . "26.0" . "Language" . . "Arts, culture and entertainment/Culture/Language" . "Literature" . . "Arts, culture and entertainment/Arts and entertainment/Literature" . "IceNet notebook" . . "28.571428571428573" . "27.8" . "earth sciences" . . "100.0" . "0.779520571231842" . "IceNet" . . "16.850828729281766" . "12.2" . "aim" . . "11.34185303514377" . "7.1" . "ice" . . "10.91160220994475" . "7.9" . "book" . . "16.61341853035144" . "10.4" . "geophysics" . . "100.0" . "0.39970773458480835" . "geosciences" . . "100.0" . "0.39970773458480835" . "notebook" . . "12.016574585635357" . "8.7" . "forecasting" . . "19.198895027624307" . "13.9" . "Environmental Data Science" . . "16.71270718232044" . "12.1" . "sea ice" . . "9.904153354632587" . "6.2" . "Sea ice forecasting using IceNet (Jupyter Notebook) published in the Environmental Data Science book." . . "40.84084084084083" . "40.8" . "ice" . . "12.300319488817891" . "7.7" . "sea ice forecasting" . . "29.907502569373072" . "29.1" . "physical geography and environmental geoscience" . . "100.0" . "0.779520571231842" . "The research object refers to the Sea ice forecasting using IceNet notebook published in the Environmental Data Science book." . . "59.15915915915915" . "59.1" . "publishing" . . "100.0" . "6.1" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "Anne Fouilloux" . . "environmental.ds.book@gmail.com" . "Environmental Data Science Book Community" . "The Environmental Data Science Community" . . . "The Alan Turing Institute" . "Alejandro Coca-Castro" . . "The Alan Turing Institute" . "Nick Barlow" . . "he British Antarctic Survey" . "Tom Andersson" . . "service-account-enrichment" . . . "2025-11-11T16:42:07.692+01:00"^^ . . . "Sea ice forecasting using IceNet (Jupyter Notebook) published in the Environmental Data Science book" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB" . "wyVxuKqcD8Xno2sCgcAfWYgmQO7zgfFkGqg2Fa7jBd9gLrF8F8/Ffc/DydeDEmLdTnzkF+mHNBGiy9SA4ElND84G9iScyQt0qv4VHwFtyo+BqEJIrDCZXATZ80aMfPYB3w25RpRKAVCufYzVqx7PNGZ0aaIPaL5o7ieEt7d4N9CZ82vq00zASg8TdnXBou1t9SQh7NkFUcV+D5IwsRp8/q6x8zaFGMfn+TLq2nkVhKyV+JJUEieWioA2yRMsdWBTRLevRTaC9y9fYxdQcdwQ6o4XG4tCPSMoXopq9l4oyno2jX+u57dFKWiyNm6MPfpqElu8LeRDWkaQazNLBmCCHw==" . . .