[ { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/assertion", "@graph": [ { "@id": "http://eurovoc.europa.eu/2919", "http://schema.org/description": [ { "@value": "" } ], "http://schema.org/name": [ { "@value": "Environmental research" } ], "@type": [ "http://schema.org/DefinedTerm" ] }, { "@id": "https://orcid.org/0000-0001-9830-7032", "http://schema.org/affiliation": [ { "@value": "University of Göttingen" } ], "http://schema.org/email": [ { "@value": "viktor.domazetoski@hotmail.com" } ], "http://schema.org/name": [ { "@value": "Viktor Domazetoski" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ], "https://w3id.org/dingo#orcid": [ { "@value": "0000-0001-9830-7032" } ] }, { "@id": "https://w3id.org/ro-id/080cecf5-6c86-46f9-a958-244718115e05", "http://schema.org/name": [ { "@value": "publishing" } ], "@type": [ "https://w3id.org/contentdesc#Domain" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "4.6" } ] }, { "@id": "https://w3id.org/ro-id/0b3eb0dd-b5c9-41c6-a1cc-5d534b6192eb", "http://schema.org/name": [ { "@value": "climate change" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "24.937655860349125" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "20.0" } ] }, { "@id": "https://w3id.org/ro-id/15552ece-c1c9-4824-bae0-0650f050568f", "http://schema.org/name": [ { "@value": "Language" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "https://w3id.org/ro/terms/earth-science#path": [ { "@value": "Arts, culture and entertainment/Culture/Language" } ] }, { "@id": "https://w3id.org/ro-id/1b8899cd-ed9c-4983-b10a-7bc44c2b1489", "http://schema.org/name": [ { "@value": "Book industry" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "https://w3id.org/ro/terms/earth-science#path": [ { "@value": "Economy, business and finance/Economic sector/Media/Book industry" } ] }, { "@id": "https://w3id.org/ro-id/2571ab91-74be-4f85-88d0-aeffc046467b", "http://schema.org/name": [ { "@value": "notebook" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "11.69853768278965" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "10.4" } ] }, { "@id": "https://w3id.org/ro-id/33a73da9-6a0a-4434-95b2-4a605092ec7c", "http://schema.org/name": [ { "@value": "atmospheric sciences" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#FieldOfResearch" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "0.7003440856933594" } ] }, { "@id": "https://w3id.org/ro-id/4c632b16-e3b3-406e-99e5-059583b9f392", "http://schema.org/name": [ { "@value": "learning" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "11.596009975062346" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "9.3" } ] }, { "@id": "https://w3id.org/ro-id/56fb6925-e05c-49d7-ba6f-3357c9b83583", "http://schema.org/name": [ { "@value": "book" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "15.087281795511222" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "12.1" } ] }, { "@id": "https://w3id.org/ro-id/6d64adcf-f70b-42b4-9ec3-7a36b82694b7", "http://schema.org/name": [ { "@value": "book" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "12.035995500562429" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "10.7" } ] }, { "@id": "https://w3id.org/ro-id/757d1fe3-316a-467c-935b-7e264984abcc", "http://schema.org/name": [ { "@value": "mathematical and computer sciences" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#NASA" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "0.3563534915447235" } ] }, { "@id": "https://w3id.org/ro-id/79c8a2ee-edbf-440d-8580-b8887d99a0e8", "http://schema.org/name": [ { "@value": "inversion" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "6.234413965087281" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "5.0" } ] }, { "@id": "https://w3id.org/ro-id/7ac7e154-8647-448e-9433-e38b99c909e0", "http://schema.org/name": [ { "@value": "object" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "11.473565804274463" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "10.2" } ] }, { "@id": "https://w3id.org/ro-id/8cee87cc-4433-479b-8af0-765af1157b37", "http://schema.org/name": [ { "@value": "The research object refers to the Deep learning and variational inversion to quantify and attribute climate change (CIRC23) notebook published in the Environmental Data Science book." } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Sentence" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "59.75975975975976" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "59.7" } ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/#enrichment_service-account-enrichment", "http://schema.org/name": [ { "@value": "service-account-enrichment" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/", "http://schema.org/about": [ { "@id": "http://eurovoc.europa.eu/2919" } ], "http://schema.org/author": [ { "@id": "https://orcid.org/0000-0001-9830-7032" }, { "@id": "mailto:acz25@cam.ac.uk" }, { "@id": "mailto:oa322@cam.ac.uk" } ], "http://schema.org/contentSize": [ { "@value": "116964", "@type": "http://www.w3.org/2001/XMLSchema#integer" } ], "http://schema.org/contentUrl": [ { "@value": "https://api.rohub.org/api/ros/91046403-e0b7-41d3-8d60-4b540219ffa7/crate/download/" } ], "http://schema.org/contributor": [ { "@id": "mailto:Nick.Homer@ed.ac.uk" }, { "@id": "mailto:d.bhattacharya@ed.ac.uk" }, { "@id": "mailto:masthana@turing.ac.uk" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:00.565702+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2025-03-05 00:50:10.072911+00:00" } ], "http://schema.org/datePublished": [ { "@value": "2023-08-30 13:22:00.565702+00:00" } ], "http://schema.org/description": [ { "@value": "The research object refers to the Deep learning and variational inversion to quantify and attribute climate change (CIRC23) notebook published in the Environmental Data Science book." } ], "http://schema.org/encodingFormat": [ { "@value": "application/ld+json" } ], "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/folders/0d82b9c3-6ce8-486d-8de0-90d70572ec9a" }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/folders/2e46a5a5-4e15-411d-a75f-4be121eb7e57" }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/folders/43bd5973-30e4-4ad7-9548-b1cd3e39c514" }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/folders/f00bdba6-9d6d-48c7-affa-b677454e418b" } ], "http://schema.org/identifier": [ { "@value": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "Deep learning and variational inversion to quantify and attribute climate change (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book" } ], "http://w3id.org/ro-id/rohub/model#community": [ { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/379a4687-de50-44c7-b7bd-37125ebd4ff7" } ], "http://w3id.org/ro-id/rohub/model#creation_mode": [ { "@value": "MANUAL" } ], "@type": [ "http://purl.org/wf4ever/ro#ResearchObject", "http://purl.org/wf4ever/roevo#LiveRO", "http://schema.org/Dataset", "https://w3id.org/ro/terms/earth-science#ExecutableResearchObject" ], "https://w3id.org/contentdesc#Domain": [ { "@value": "https://w3id.org/ro-id/080cecf5-6c86-46f9-a958-244718115e05" } ], "https://w3id.org/ro/terms/earth-science#Concept": [ { "@value": "https://w3id.org/ro-id/0b3eb0dd-b5c9-41c6-a1cc-5d534b6192eb" }, { "@value": "https://w3id.org/ro-id/4c632b16-e3b3-406e-99e5-059583b9f392" }, { "@value": "https://w3id.org/ro-id/56fb6925-e05c-49d7-ba6f-3357c9b83583" }, { "@value": "https://w3id.org/ro-id/79c8a2ee-edbf-440d-8580-b8887d99a0e8" }, { "@value": "https://w3id.org/ro-id/f051a324-9802-4374-93de-b9e5fb718368" }, { "@value": "https://w3id.org/ro-id/f79c5760-76a7-4737-a240-83203cfb9a51" }, { "@value": "https://w3id.org/ro-id/fc951ac9-3b56-4a2e-8624-f1d32415e9d4" } ], "https://w3id.org/ro/terms/earth-science#FieldOfResearch": [ { "@value": "https://w3id.org/ro-id/33a73da9-6a0a-4434-95b2-4a605092ec7c" }, { "@value": "https://w3id.org/ro-id/ca9b062c-2b85-4044-8516-21351192ed3f" } ], "https://w3id.org/ro/terms/earth-science#IPTC": [ { "@value": "https://w3id.org/ro-id/15552ece-c1c9-4824-bae0-0650f050568f" }, { "@value": "https://w3id.org/ro-id/1b8899cd-ed9c-4983-b10a-7bc44c2b1489" }, { "@value": "https://w3id.org/ro-id/91276cbc-b529-41fb-84d0-37286037f677" }, { "@value": "https://w3id.org/ro-id/fc660229-669c-4bac-84bf-e9ba7061795c" } ], "https://w3id.org/ro/terms/earth-science#Lemma": [ { "@value": "https://w3id.org/ro-id/2571ab91-74be-4f85-88d0-aeffc046467b" }, { "@value": "https://w3id.org/ro-id/6d64adcf-f70b-42b4-9ec3-7a36b82694b7" }, { "@value": "https://w3id.org/ro-id/7ac7e154-8647-448e-9433-e38b99c909e0" }, { "@value": "https://w3id.org/ro-id/94840786-92bb-4d1d-b322-c0ba63bc6e69" }, { "@value": "https://w3id.org/ro-id/ce53552c-2c39-4fcb-952c-88909fb40d6e" }, { "@value": "https://w3id.org/ro-id/f1ec67fe-e0ff-487d-8c7e-52184c5da74f" }, { "@value": "https://w3id.org/ro-id/fa9a9e85-0276-4af4-a827-cb618deea66e" } ], "https://w3id.org/ro/terms/earth-science#NASA": [ { "@value": "https://w3id.org/ro-id/757d1fe3-316a-467c-935b-7e264984abcc" }, { "@value": "https://w3id.org/ro-id/c109de2a-11c1-4589-9c62-b7a2c54e2a6a" } ], "https://w3id.org/ro/terms/earth-science#Phrase": [ { "@value": "https://w3id.org/ro-id/94637936-a8a9-487f-aef0-922083ebd29d" }, { "@value": "https://w3id.org/ro-id/9aedff92-feb9-465d-8d4a-7112510fad15" }, { "@value": "https://w3id.org/ro-id/ecda526c-10cb-4d14-9336-ee1e63de74ef" }, { "@value": "https://w3id.org/ro-id/f3aed4ab-0349-4cb5-96cc-9df083391a4d" }, { "@value": "https://w3id.org/ro-id/fdfc6099-f4d4-47c4-b270-cff55e55ef71" } ], "https://w3id.org/ro/terms/earth-science#Sentence": [ { "@value": "https://w3id.org/ro-id/8cee87cc-4433-479b-8af0-765af1157b37" }, { "@value": "https://w3id.org/ro-id/c4aea68d-65bf-43f4-a09d-a9c33738608f" } ], "https://w3id.org/ro/terms/earth-science#template": [ { "@value": "https://w3id.org/ro/terms/earth-science#ExecutableResearchObjectTemplate" } ], "https://www.w3.org/ns/iana/link-relations/relation#cite-as": [ { "@value": "Viktor Domazetoski, Andrés Zúñiga-González, Owen Allemang, Meghna Asthana, Nick Homer, and Devanjan Bhattacharya. \"Deep learning and variational inversion to quantify and attribute climate change (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book.\" ROHub. Aug 30 ,2023. https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7." } ] }, { "@id": "mailto:acz25@cam.ac.uk", "http://schema.org/affiliation": [ { "@value": "University of Cambridge" } ], "http://schema.org/email": [ { "@value": "acz25@cam.ac.uk" } ], "http://schema.org/name": [ { "@value": "Andrés Zúñiga-González" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "mailto:oa322@cam.ac.uk", "http://schema.org/affiliation": [ { "@value": "University of Cambridge" } ], "http://schema.org/email": [ { "@value": "oa322@cam.ac.uk" } ], "http://schema.org/name": [ { "@value": "Owen Allemang" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "mailto:Nick.Homer@ed.ac.uk", "http://schema.org/affiliation": [ { "@value": "University of Edinburgh" } ], "http://schema.org/email": [ { "@value": "Nick.Homer@ed.ac.uk" } ], "http://schema.org/name": [ { "@value": "Nick Homer" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "mailto:d.bhattacharya@ed.ac.uk", "http://schema.org/affiliation": [ { "@value": "The University of Edinburgh" } ], "http://schema.org/email": [ { "@value": "d.bhattacharya@ed.ac.uk" } ], "http://schema.org/name": [ { "@value": "Devanjan Bhattacharya" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "mailto:masthana@turing.ac.uk", "http://schema.org/affiliation": [ { "@value": "The Alan Turing Institute" } ], "http://schema.org/email": [ { "@value": "masthana@turing.ac.uk" } ], "http://schema.org/name": [ { "@value": "Meghna Asthana" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "mailto:environmental.ds.book@gmail.com", "http://schema.org/name": [ { "@value": "Environmental Data Science Book Community" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/folders/0d82b9c3-6ce8-486d-8de0-90d70572ec9a", "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/8930ebd1-3c8e-4592-b5ef-f69759d6826f" } ], "http://schema.org/name": [ { "@value": "biblio" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/folders/2e46a5a5-4e15-411d-a75f-4be121eb7e57", "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/33b2913e-3372-48ac-8cea-12d962e14259" }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/6a4cc43b-8ed5-4439-963f-d3b9dda90747" }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/7364b800-97c3-45a5-aca7-fde930cbe460" }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/75411860-412a-4e54-b840-d71630afb179" } ], "http://schema.org/name": [ { "@value": "tool" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/folders/43bd5973-30e4-4ad7-9548-b1cd3e39c514", "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/03b385c8-ded5-4683-99bf-90ffb6e82f92" } ], "http://schema.org/name": [ { "@value": "input" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/folders/f00bdba6-9d6d-48c7-affa-b677454e418b", "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/00edc3e3-399b-476e-b14e-38655237586d" }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/055ff8b9-abff-4e58-9cd8-a1637c6858c0" } ], "http://schema.org/name": [ { "@value": "output" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/379a4687-de50-44c7-b7bd-37125ebd4ff7", "@type": [ "http://w3id.org/ro-id/rohub/model#community" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/8930ebd1-3c8e-4592-b5ef-f69759d6826f", "http://schema.org/author": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl": [ { "@value": "http://doi.org/10.1017/eds.2022.17" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:30.233890+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-08-30 13:22:31.039611+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": "Detection and attribution of climate change: A deep learning and variational approach" } ], "http://schema.org/sdDatePublished": [ { "@value": "2023-08-30 13:22:30.233890+00:00" } ], "@type": [ "http://purl.org/dc/terms/BibliographicResource", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/33b2913e-3372-48ac-8cea-12d962e14259", "http://schema.org/author": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl": [ { "@value": "https://edsbook.org/notebooks/gallery/93463cac-471a-469d-ad52-0514fd9b67f2/notebook.html" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:38.338230+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-08-30 13:22:39.108728+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": "2023-08-30 13:22:38.338230+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/Publication" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/6a4cc43b-8ed5-4439-963f-d3b9dda90747", "http://schema.org/author": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl": [ { "@value": "https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/tree/main/.binder/environment.yml" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:35.651201+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-08-30 13:22:36.496720+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": "2023-08-30 13:22:35.651201+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/7364b800-97c3-45a5-aca7-fde930cbe460", "http://schema.org/author": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl": [ { "@value": "https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/blob/main/notebook.ipynb" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:22.329347+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-08-30 13:22:23.164058+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": "2023-08-30 13:22:22.329347+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "https://w3id.org/ro/terms/earth-science#JupyterNotebook" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/75411860-412a-4e54-b840-d71630afb179", "http://schema.org/author": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl": [ { "@value": "https://github.com/eds-book-gallery/93463cac-471a-469d-ad52-0514fd9b67f2/tree/main/.lock/conda-lock.yml" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:32.839202+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-08-30 13:22:33.698396+00:00" } ], "http://schema.org/description": [ { "@value": "Lock conda file 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" } ], "http://schema.org/sdDatePublished": [ { "@value": "2023-08-30 13:22:32.839202+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/03b385c8-ded5-4683-99bf-90ffb6e82f92", "http://schema.org/author": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl": [ { "@value": "https://gitlab.com/ConstantinBone/detection-and-attribution-of-climate-change-a-deep-learning-and-variational-approach/-/raw/main/data_pre_ind_2.zip" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:25.004449+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-08-30 13:22:25.897047+00:00" } ], "http://schema.org/description": [ { "@value": "Contains input Input dataset for paper used in the Jupyter notebook of Deep learning and variational inversion to quantify and attribute climate change (CIRC23)" } ], "http://schema.org/encodingFormat": [ { "@value": "application/zip" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "Input Input dataset for paper" } ], "http://schema.org/sdDatePublished": [ { "@value": "2023-08-30 13:22:25.004449+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Dataset", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/00edc3e3-399b-476e-b14e-38655237586d", "http://schema.org/author": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentSize": [ { "@value": "102468", "@type": "http://www.w3.org/2001/XMLSchema#integer" } ], "http://schema.org/contentUrl": [ { "@value": "https://api.rohub.org/api/resources/00edc3e3-399b-476e-b14e-38655237586d/download/" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:18.169151+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-08-30 13:22:19.359427+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 mean and standard deviation of the simulations of 12 climate models" } ], "http://schema.org/sdDatePublished": [ { "@value": "2023-08-30 13:22:18.169151+00:00" } ], "@type": [ "http://purl.org/wf4ever/roterms#Sketch", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/resources/055ff8b9-abff-4e58-9cd8-a1637c6858c0", "http://schema.org/author": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/contentUrl": [ { "@value": "https://doi.org/10.5281/zenodo.8279574" } ], "http://schema.org/creator": [ { "@id": "mailto:environmental.ds.book@gmail.com" } ], "http://schema.org/dateCreated": [ { "@value": "2023-08-30 13:22:27.672644+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-08-30 13:22:28.460841+00:00" } ], "http://schema.org/description": [ { "@value": "Contains outputs, (figures, models and results), generated in the Jupyter notebook of Deep learning and variational inversion to quantify and attribute climate change (CIRC23)" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "Outputs" } ], "http://schema.org/sdDatePublished": [ { "@value": "2023-08-30 13:22:27.672644+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Dataset", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/ro-crate-metadata.json", "http://purl.org/dc/terms/conformsTo": [ { "@id": "https://w3id.org/ro/crate/1.1" } ], "http://schema.org/about": [ { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/" } ], "@type": [ "http://schema.org/CreativeWork" ] }, { "@id": "https://w3id.org/ro-id/91276cbc-b529-41fb-84d0-37286037f677", "http://schema.org/name": [ { "@value": "Weather" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "https://w3id.org/ro/terms/earth-science#path": [ { "@value": "Weather" } ] }, { "@id": "https://w3id.org/ro-id/94637936-a8a9-487f-aef0-922083ebd29d", "http://schema.org/name": [ { "@value": "attribute climate change" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "5.120481927710843" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "5.1" } ] }, { "@id": "https://w3id.org/ro-id/94840786-92bb-4d1d-b322-c0ba63bc6e69", "http://schema.org/name": [ { "@value": "climate change" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "23.05961754780652" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "20.5" } ] }, { "@id": "https://w3id.org/ro-id/9aedff92-feb9-465d-8d4a-7112510fad15", "http://schema.org/name": [ { "@value": "variational inversion" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "7.83132530120482" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "7.8" } ] }, { "@id": "https://w3id.org/ro-id/c109de2a-11c1-4589-9c62-b7a2c54e2a6a", "http://schema.org/name": [ { "@value": "computer operations and hardware" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#NASA" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "0.3563534915447235" } ] }, { "@id": "https://w3id.org/ro-id/c4aea68d-65bf-43f4-a09d-a9c33738608f", "http://schema.org/name": [ { "@value": "Deep learning and variational inversion to quantify and attribute climate change (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book." } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Sentence" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "40.24024024024024" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "40.2" } ] }, { "@id": "https://w3id.org/ro-id/ca9b062c-2b85-4044-8516-21351192ed3f", "http://schema.org/name": [ { "@value": "earth sciences" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#FieldOfResearch" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "0.7003440856933594" } ] }, { "@id": "https://w3id.org/ro-id/ce53552c-2c39-4fcb-952c-88909fb40d6e", "http://schema.org/name": [ { "@value": "learning" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "10.46119235095613" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "9.3" } ] }, { "@id": "https://w3id.org/ro-id/ecda526c-10cb-4d14-9336-ee1e63de74ef", "http://schema.org/name": [ { "@value": "Environmental Data Science book" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "22.389558232931726" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "22.3" } ] }, { "@id": "https://w3id.org/ro-id/f051a324-9802-4374-93de-b9e5fb718368", "http://schema.org/name": [ { "@value": "notebook" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "12.59351620947631" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "10.1" } ] }, { "@id": "https://w3id.org/ro-id/f1ec67fe-e0ff-487d-8c7e-52184c5da74f", "http://schema.org/name": [ { "@value": "Environmental Data Science" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "15.635545556805399" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "13.9" } ] }, { "@id": "https://w3id.org/ro-id/f3aed4ab-0349-4cb5-96cc-9df083391a4d", "http://schema.org/name": [ { "@value": "research object" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "58.53413654618474" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "58.3" } ] }, { "@id": "https://w3id.org/ro-id/f79c5760-76a7-4737-a240-83203cfb9a51", "http://schema.org/name": [ { "@value": "aim" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "12.468827930174562" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "10.0" } ] }, { "@id": "https://w3id.org/ro-id/fa9a9e85-0276-4af4-a827-cb618deea66e", "http://schema.org/name": [ { "@value": "research" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "15.635545556805399" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "13.9" } ] }, { "@id": "https://w3id.org/ro-id/fc660229-669c-4bac-84bf-e9ba7061795c", "http://schema.org/name": [ { "@value": "Climate change" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "https://w3id.org/ro/terms/earth-science#path": [ { "@value": "Environment/Climate change" } ] }, { "@id": "https://w3id.org/ro-id/fc951ac9-3b56-4a2e-8624-f1d32415e9d4", "http://schema.org/name": [ { "@value": "research" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "17.08229426433915" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "13.7" } ] }, { "@id": "https://w3id.org/ro-id/fdfc6099-f4d4-47c4-b270-cff55e55ef71", "http://schema.org/name": [ { "@value": "deep learning" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "6.124497991967872" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "6.1" } ] } ] }, { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/Head", "@graph": [ { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU", "http://purl.org/dc/terms/created": [ { "@value": "2025-11-11T16:09:37.892+01:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://purl.org/nanopub/x/introduces": [ { "@id": "https://w3id.org/ro-id/91046403-e0b7-41d3-8d60-4b540219ffa7/" } ], "@type": [ "http://purl.org/nanopub/x/RoCrateNanopub" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Deep learning and variational inversion to quantify and attribute climate change (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book" } ] }, { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/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": "4IubafXsVC/hDYKoCKqBqK6zJ+fkHTgPvi303sx4e+5QRgaQjVMmPOBLJkZnAEMcprklz6lXOdQVeDrHye9GCTRXaZvzSz/W634GPblBuuDjKfB2w01PVwg7uO5fg0yeJPD23RRFQyMp1G7k7qZX7RCV+f7fHl6c0EoDNzjbefsdTOh0tBUPB5N8vtdQD+0LQ3QCbz5nI8tNLet5TmUXM6VdclSqw5u+KD0RYzeS4o3T/vgf3XgOz+LsVFWPhDr62jWkGT4yuWFLswPD1QtOIAir6obWa37zSibRatpqZgukvyAOZ39YBqvZy5vpXSgRN2g4z1CLNwGYjADoBlIp7Q==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://w3id.org/kpxl/gen/terms/RoCrateBot" } ] } ] }, { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/provenance", "@graph": [ { "@id": "https://w3id.org/np/RA-P2Xq4u1zlPlJkd4SUr6g019C19XuRxbSAbmbwclqTU/assertion", "http://www.w3.org/ns/prov#wasDerivedFrom": [ { "@id": "https://api.rohub.org/api/ros/91046403-e0b7-41d3-8d60-4b540219ffa7/crate/download/ro-crate-metadata.json" } ] } ] } ]