@prefix this: . @prefix sub: . @prefix np: . @prefix dct: . @prefix xsd: . @prefix rdfs: . @prefix prov: . @prefix npx: . sub:Head { this: np:hasAssertion sub:assertion; np:hasProvenance sub:provenance; np:hasPublicationInfo sub:pubinfo; a np:Nanopublication . } sub:assertion { ""; "Environmental research"; a . "Underlying Physics of a simulation model"; a ; "19.959058341862846"; "19.5" . "earth sciences"; a ; "100.0"; "0.9151304364204407" . "notebook"; a ; "28.60411899313501"; "12.5" . "oceanography"; a ; "100.0"; "0.49702557921409607" . "The research object refers to the Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) notebook published in the Environmental Data Science book."; a ; "42.24224224224224"; "42.2" . "Education"; a ; "Education" . "Language"; a ; "Arts, culture and entertainment/Culture/Language" . "learn the Underlying Physics"; a ; "2.5588536335721597"; "2.5" . "Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book."; a ; "57.75775775775775"; "57.7" . "geosciences"; a ; "100.0"; "0.49702557921409607" . "publishing"; a ; "100.0"; "4.3" . "Environmental Data Science"; a ; "16.033254156769594"; "13.5" . "the ocean"; a ; "16.389548693586697"; "13.8" . "aim"; a ; "20.13729977116705"; "8.8" . "object"; a ; "10.807600950118765"; "9.1" . "research object"; a ; "46.571136131013304"; "45.5" . "research"; a ; "24.713958810068647"; "10.8" . "service-account-enrichment"; a . ; , , ; "82587"^^xsd:integer; "https://api.rohub.org/api/ros/b078ae9c-2ae3-4c10-8a86-673b55d2b274/crate/download/"; , , ; ; ; "2023-08-29 10:59:09.030042+00:00"; "2025-03-05 01:01:20.012138+00:00"; "2023-08-29 10:59:09.030042+00:00"; "The research object refers to the Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) notebook published in the Environmental Data Science book."; "application/ld+json"; , , , ; "https://w3id.org/ro-id/b078ae9c-2ae3-4c10-8a86-673b55d2b274"; ; "Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book"; ; ; "MANUAL"; a , , , ; "https://w3id.org/ro-id/78423b5e-1ca9-49aa-a8bd-6cac4cac46bd"; "https://w3id.org/ro-id/1c997936-4cc9-4b7f-b515-dfb44f833cc1", "https://w3id.org/ro-id/8d2c98f7-b90d-410d-afa5-286c5a9f79b6", "https://w3id.org/ro-id/9dbc6fb2-a555-4ce1-85a5-c094f592fe49", "https://w3id.org/ro-id/ba771c58-920d-4f94-81b0-3851cbefb6e1"; "https://w3id.org/ro-id/0d2f7991-6816-4fd1-bb84-05c209633575", "https://w3id.org/ro-id/b58af766-d8e1-459d-8f65-bb1fd3476a29"; "https://w3id.org/ro-id/3e70ee7a-4d53-4c6f-bba4-cf3c6098bb59", "https://w3id.org/ro-id/471a19f4-4a65-401f-92e3-baab90cf7bf6", "https://w3id.org/ro-id/b2dcd265-39bf-4126-bc97-d1c67889a982", "https://w3id.org/ro-id/d83ad851-e72f-453d-866e-b0af75934e92"; "https://w3id.org/ro-id/789dd458-745e-41ca-a4d8-c21b43f62e5e", "https://w3id.org/ro-id/859e8844-beba-4368-8cd7-32f7d4046da1", "https://w3id.org/ro-id/9639461c-2c87-47a8-a178-355473e529cf", "https://w3id.org/ro-id/c51bcb8b-2708-4b39-ace4-e0e59e0ca9ea", "https://w3id.org/ro-id/e330cb7f-bbeb-46d2-9b13-e46bd22b1ae9", "https://w3id.org/ro-id/f3eb0e17-e7a4-4ccc-9e87-a9e1f9ab7039", "https://w3id.org/ro-id/f9d4b7a2-2387-4c96-99cc-5ca29fdbc723"; "https://w3id.org/ro-id/3167c31b-fda9-4c3b-8e11-c976943a871c", "https://w3id.org/ro-id/76c277e0-99af-43e3-b53d-a139272f1406"; "https://w3id.org/ro-id/0ab53c65-ae36-4c4a-8b05-3763de4daf51", "https://w3id.org/ro-id/5479a138-d4eb-4a1d-a603-d61ad01b5312", "https://w3id.org/ro-id/96b3c44c-780d-47cb-8526-d51e84e125d6", "https://w3id.org/ro-id/cdcf9d81-b9a9-45f8-a01d-a854be23736c", "https://w3id.org/ro-id/dc437fb5-f536-4fc5-be6e-320db90cd61a"; "https://w3id.org/ro-id/353ef546-b495-43d3-8277-c8cb75970f1a", "https://w3id.org/ro-id/6dbe23f7-84eb-4375-acde-10b0d53cabec"; "https://w3id.org/ro/terms/earth-science#ExecutableResearchObjectTemplate"; "Garima Malhotra, Daniela Pinto Veizaga, Jorge Eduardo Peña Velasco, Rachel Furner, Oscar Bautista, and Ricardo Barros Lourenço. \"Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book.\" ROHub. Aug 29 ,2023. https://w3id.org/ro-id/b078ae9c-2ae3-4c10-8a86-673b55d2b274." . a . ; "biblio"; a , . , , , ; "tool"; a , . , ; "input"; a , . , ; "output"; a , . ; "71086"^^xsd:integer; "https://api.rohub.org/api/resources/0f890526-d412-4087-bc37-79955a487a0c/download/"; ; "2023-08-29 10:59:32.025579+00:00"; "2023-08-29 10:59:33.321188+00:00"; "image/png"; ; "Image showing spatially averaged errors from the model trained with only a 2D neighborhood of inputs"; "2023-08-29 10:59:32.025579+00:00"; a , , . ; "https://doi.org/10.5281/zenodo.7919172"; ; "2023-08-29 10:59:38.640927+00:00"; "2023-08-29 10:59:39.749245+00:00"; "Contains input MITgcm Dataset for paper: Sensitivity analysis of a data-driven model of ocean temperature (v1.1) used in the Jupyter notebook of Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23)"; ; "Input MITgcm Dataset for paper: Sensitivity analysis of a data-driven model of ocean temperature (v1.1)"; "2023-08-29 10:59:38.640927+00:00"; a , , . ; "https://github.com/eds-book-gallery/3286b92f-4fae-4cc6-a29e-e408bc844542/tree/main/.binder/environment.yml"; ; "2023-08-29 10:59:52.876705+00:00"; "2023-08-29 10:59:53.725111+00:00"; "Conda environment when user want to have the same libraries installed without concerns of package versions"; ; "Conda environment"; "2023-08-29 10:59:52.876705+00:00"; a , . ; "http://doi.org/10.1017/eds.2022.10"; ; "2023-08-29 10:59:46.964607+00:00"; "2023-08-29 10:59:47.790718+00:00"; "Related publication of the modelling presented in the Jupyter notebook"; ; "A sensitivity analysis of a regression model of ocean temperature"; "2023-08-29 10:59:46.964607+00:00"; a dct:BibliographicResource, , . ; "https://doi.org/10.5281/zenodo.7954232"; ; "2023-08-29 10:59:41.574300+00:00"; "2023-08-29 10:59:42.414185+00:00"; "Contains input Reproducible Challenge - Team 3 - Sensitivity analysis- Models used in the Jupyter notebook of Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23)"; ; "Input Reproducible Challenge - Team 3 - Sensitivity analysis- Models"; "2023-08-29 10:59:41.574300+00:00"; a , , . ; "https://edsbook.org/notebooks/gallery/3286b92f-4fae-4cc6-a29e-e408bc844542/notebook.html"; ; "2023-08-29 10:59:55.612652+00:00"; "2023-08-29 10:59:56.444980+00:00"; "Rendered version of the Jupyter Notebook hosted by the Environmental Data Science Book"; "text/html"; ; "Online rendered version of the Jupyter notebook"; "2023-08-29 10:59:55.612652+00:00"; a , , . ; "https://github.com/eds-book-gallery/3286b92f-4fae-4cc6-a29e-e408bc844542/tree/main/.lock/conda-lock.yml"; ; "2023-08-29 10:59:50.162197+00:00"; "2023-08-29 10:59:51.052567+00:00"; "Lock conda file of the Jupyter notebook hosted by the Environmental Data Science Book"; ; "Lock conda file"; "2023-08-29 10:59:50.162197+00:00"; a , . ; "https://github.com/eds-book-gallery/3286b92f-4fae-4cc6-a29e-e408bc844542/blob/main/notebook.ipynb"; ; "2023-08-29 10:59:35.218001+00:00"; "2023-08-29 10:59:36.119497+00:00"; "Jupyter Notebook hosted by the Environmental Data Science Book"; ; "Jupyter notebook"; "2023-08-29 10:59:35.218001+00:00"; a , , . ; "https://doi.org/10.5281/zenodo.8271978"; ; "2023-08-29 10:59:44.271823+00:00"; "2023-08-29 10:59:45.150207+00:00"; "Contains outputs, (figures), generated in the Jupyter notebook of Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23)"; ; "Outputs"; "2023-08-29 10:59:44.271823+00:00"; a , , . dct:conformsTo ; ; a . "Book industry"; a ; "Economy, business and finance/Economic sector/Media/Book industry" . "oceanography"; a ; "100.0"; "0.9151304364204407" . "book"; a ; "26.54462242562929"; "11.6" . "book"; a ; "11.401425178147267"; "9.6" . "the ocean's Temperature"; a ; "8.597748208802455"; "8.4" . "Literature"; a ; "Arts, culture and entertainment/Arts and entertainment/Literature" . "Environmental Data Science book"; a ; "22.313203684749233"; "21.8" . "research"; a ; "13.064133016627078"; "11.0" . "notebook"; a ; "15.439429928741092"; "13.0" . "Underlying Physics"; a ; "16.8646080760095"; "14.2" . "McMaster University"; "barroslr@mcmaster.ca"; "Ricardo Barros Lourenço"; a . "University of California, Berkeley"; "daniela.pinto@berkeley.edu"; "Daniela Pinto Veizaga"; a . "environmental.ds.book@gmail.com"; "Environmental Data Science Book Community"; a , . "University of Colorado Boulder"; "garima.malhotra@colorado.edu"; "Garima Malhotra"; a . "Claremont McKenna College"; "jorge_eduardo2894@hotmail.com"; "Jorge Eduardo Peña Velasco"; a . "World Food Programme"; "ovbautistac@unal.edu.co"; "Oscar Bautista"; a . "University of Cambridge"; "raf59@damtp.cam.ac.uk"; "Rachel Furner"; a . } sub:provenance { sub:assertion prov:wasDerivedFrom . } sub:pubinfo { this: dct:created "2025-11-11T16:09:38.445+01:00"^^xsd:dateTime; npx:introduces ; a npx:RoCrateNanopub; rdfs:label "Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book" . sub:sig npx:hasAlgorithm "RSA"; npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB"; npx:hasSignature "WkRL76LI0TcolfuAAC45tpu+VhPDe0LQlkvweFsI39lkJPA4nF+ElbF1Q5fQYRGTFsBJfGqs8DcBFaE5E4ktR6G3++IIoOKO1Ysfl/4u7/rVxoMuKJIfIlBCirMSDXQvYpC82s+VIWAqcnveToSetju1OFPDxD+lbD6WAxQJ04VgOHgg+i/qW7gIMNC+kFitcjaxHPhHj9HvzOpfmeapnFED5Nz9uh6f+CvpBvhJxb6cBhmTztJ6lnvNOR2YqOl3DD+xBmRVSLt8p269aen+6ViG9tgPChNrmtrAfSN+rTX0KBUT1jNxdzw8Y3WUpYemLAFB4uJ9jdTSs/M7sr4+Mw=="; npx:hasSignatureTarget this:; npx:signedBy . }