. . . . "http://ffoglini.livejournal.com/" . . . . . "data of the hydrodynamic model" . . "bathymetric variable" . . "hydrodynamic data" . . "variable importance" . . "Maxent software" . . "presence data" . . "hydrodynamic variable" . . "Mount Wilson" . . "Shetlands" . . "bathymetric data" . "British Petroleum" . . "Maximilian" . . . "hydrography" . . "Area" . . "water" . . "geography" . . "Shetland Islands" . . "value range" . . "Water" . . "Wilson" . . "trawl" . . "dredges" . . "species" . . "Study" . . "software" . . "resolution" . . "variables" . . "model" . . "north east" . . "Habitat" . . "seabed" . . "mounds" . . "variables" . . "distribution" . . "habitat suitability model" . "Elsevier Science Ltd." . . . "UV mean" . . "corals" . "David" . . . "variable influence" . . . "2016-04-05T13:41:34.053+02:00" . . . "46868119"^^ . "https://api.rohub.org/api/ros/eb7b6b9e-070d-45cc-a3e7-b71c7fe4cb08/crate/download/" . . "2016-04-05 11:16:51.848000+00:00" . "2025-10-20 10:38:37.858001+00:00" . "2016-04-05 11:16:51.848000+00:00" . "In this RO we derive the MSFD indicator 1.5 (Habitat area) to assess the biological diversity descriptor. To do this in deep sea environment, the scientist (user) needs to implement a habitat suitability model." . "application/ld+json" . . . . . "https://w3id.org/ro-id/eb7b6b9e-070d-45cc-a3e7-b71c7fe4cb08" . . "Deep Sea Habitat Suitabilty Model" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://ffoglini.livejournal.com/. \"Deep Sea Habitat Suitabilty Model.\" ROHub. Apr 05 ,2016. https://w3id.org/ro-id/eb7b6b9e-070d-45cc-a3e7-b71c7fe4cb08." . . "Coral Occurences" . . . . . "data" . . . . . . . "documents" . . . . "Env Variables" . . . . "software" . . . "workflows" . . . . "Maxent" . . . . "3799421"^^ . "https://api.rohub.org/api/resources/1df7ce2d-3749-47dc-8420-434a655ea9b3/download/" . . "2016-04-05 11:24:57.936000+00:00" . "2022-03-25 16:30:53.503314+00:00" . "application/vnd.openxmlformats-officedocument.presentationml.presentation" . . "Use of Maxent for predictive habitat mapping of.pptx" . "2016-04-05 11:24:57.936000+00:00" . . . . . "39410367"^^ . "https://api.rohub.org/api/resources/363e66d9-0bc3-4eb8-a662-6e444681c70b/download/" . . "2016-04-05 11:34:54.908000+00:00" . "2022-03-25 16:30:54.486785+00:00" . "application/x-7z-compressed" . . "EnvVariable.7z" . "2016-04-05 11:34:54.908000+00:00" . . . . . "836294"^^ . "https://api.rohub.org/api/resources/520e2bef-bd4d-4792-b735-c1fdd49242d5/download/" . . "2016-04-05 11:27:35.281000+00:00" . "2022-03-25 16:30:55.327005+00:00" . "application/pdf" . . "The-cold-water-coral-Lophelia-pertusa-Scleractinia-and-enigmatic-seabed-mounds-along-the-north-east-Atlantic-margin-are-they-related-_2003_Marine-Poll.pdf" . "2016-04-05 11:27:35.281000+00:00" . . . . . "2479847"^^ . "https://api.rohub.org/api/resources/6e2613b6-b2c1-423a-aa43-3ab544abee94/download/" . . "2016-04-05 11:24:20.214000+00:00" . "2022-03-25 16:30:52.493837+00:00" . "application/vnd.openxmlformats-officedocument.presentationml.presentation" . . "Habitat suitability models for BARI canyon_2.pptx" . "2016-04-05 11:24:20.214000+00:00" . . . . . "13787"^^ . "https://api.rohub.org/api/resources/736bd22b-80ad-4649-97a5-218ec4343dcb/download/" . . "2016-04-05 11:26:11.633000+00:00" . "2022-03-25 16:30:49.505037+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "How_to_use.docx" . "2016-04-05 11:26:11.633000+00:00" . . . . . "5683"^^ . "https://api.rohub.org/api/resources/c6b8c081-fc28-4067-84cd-f9118c4468e8/download/" . . "2016-04-05 11:31:07.091000+00:00" . "2022-03-25 16:30:51.327456+00:00" . "text/csv" . . "CWC_Bari_20m.csv" . "2016-04-05 11:31:07.091000+00:00" . . . . . "638331"^^ . "https://api.rohub.org/api/resources/de10459e-db27-4394-8f0a-09a1c5f0fb75/download/" . . "2016-04-05 11:37:23.476000+00:00" . "2022-03-25 16:30:50.325625+00:00" . "application/zip" . . "maxent.zip" . "2016-04-05 11:37:23.476000+00:00" . . . . . . "oceanography" . . "22.0931087561896" . "0.728894829750061" . "In this RO we derive the MSFD indicator 1.5 (Habitat area) to assess the biological diversity descriptor." . . "44.617299315494705" . "71.7" . "Princeton University" . . . "Bari" . . "3.627942879197221" . "9.4" . "information" . . "9.648784253184099" . "25.0" . "earth sciences" . . "22.0931087561896" . "0.728894829750061" . "raw data" . . "2.7788498649170204" . "7.2" . "sea environment" . . "6.5888240200166805" . "15.8" . "16-Nov-17" . . "variable" . . "5.725376031052887" . "11.8" . "descriptor" . . "5.403319181783095" . "14.0" . "data" . . "12.17855409995148" . "25.1" . "bathymetry" . . "3.3478893740902476" . "6.9" . "hydrodynamic data" . . "2.9190992493744785" . "7.0" . "From Nov-1-2011 to Jun-28-2012" . . "statistics" . . "17.980295566502463" . "7.3" . "row data" . . "5.67139282735613" . "13.6" . "Geography" . . "Science and technology/Social sciences/Geography" . "Tmean" . . "2.37748665696264" . "4.9" . "Bari Bari Canyon" . . "2.793994995829858" . "6.7" . "trade" . . "1.7241379310344827" . "0.7" . "research and support facilities (air)" . . "25.66363931506019" . "0.5196491479873657" . "Bari Canyon system" . . "2.2518765638031693" . "5.4" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "mathematics" . . "10.591133004926109" . "4.3" . "indicator" . . "4.747201852566576" . "12.3" . "Language" . . "Arts, culture and entertainment/Culture/Language" . "MSFD" . . "6.404657933042213" . "13.2" . "Science and technology" . . "Science and technology" . "Raw data : is the bathymetry used for the work, and the adelie observations of the CWC i used." . . "8.400746733042936" . "13.5" . "Textile and clothing" . . "Economy, business and finance/Economic sector/Process industry/Textile and clothing" . "descriptor" . . "6.986899563318778" . "14.4" . "MAxent" . . "3.9786511402231923" . "8.2" . "Annaëlle" . . "4.2212518195050945" . "8.7" . "Exports" . . "Economy, business and finance/Economy/Macro economics/Exports" . "name" . . "3.31918178309533" . "8.6" . "Here are all the data of the BARI Canyon used." . . "7.467330429371499" . "12.0" . "earth sciences" . . "59.16887537665321" . "1.9520968198776245" . "file" . . "2.161327672713238" . "5.6" . "sea habitat Suitabilty model" . . "5.045871559633027" . "12.1" . "Habitat" . . "2.8141678796700633" . "5.8" . "ecology" . . "12.31527093596059" . "5.0" . "distribution" . . "2.4745269286754" . "5.1" . "work" . . "2.35430335777692" . "6.1" . "variable" . . "8.220764183712852" . "21.3" . "AT&T" . . . "bargain Annaelle" . . "6.630525437864887" . "15.9" . "linguistics" . . "2.216748768472906" . "0.9" . "earth sciences" . . "18.73801586715719" . "0.6182037591934204" . "To Feb-14" . . "Biology" . . "Science and technology/Natural science/Biology" . "aeronautics" . . "25.66363931506019" . "0.5196491479873657" . "frequency distribution" . . "3.3577769201080656" . "8.7" . "environment" . . "6.11353711790393" . "12.6" . "scientist" . . "2.1227325357005014" . "5.5" . "database" . . "7.8817733990147785" . "3.2" . "Hydrodynamic data (Davide)\nimplementation of ROMS for ocean currents, coupled with SWAN within the COAWST modelling system" . . "2.7380211574362168" . "4.4" . "computer science" . . "28.32512315270936" . "11.5" . "bathymetric variable" . . "2.1267723102585485" . "5.1" . "ENFA" . . "6.307617661329452" . "13.0" . "CWC occurences" . . "2.335279399499583" . "5.6" . "2008" . . "Bologna" . . . "physics" . . "9.35960591133005" . "3.8" . "Values" . . "Society/Values" . "pdf name" . . "5.713094245204337" . "13.7" . "UVmax" . . "2.4745269286754" . "5.1" . "8 months" . . "diversity" . . "4.129679660362794" . "10.7" . "bargain" . . "2.7171276079573023" . "5.6" . "raw data" . . "2.8141678796700633" . "5.8" . "The pdf name \"methodoly2\" is in french, and not finished yet, but explian step by step how to use the ENFA, MAxent and R, and where to find the programs." . . "7.965152457996266" . "12.8" . "life sciences (general)" . . "74.3363606849398" . "1.505196750164032" . "species occurrence data" . . "2.6271893244370306" . "6.3" . "diversity descriptor" . . "12.677231025854878" . "30.4" . "To do this in deep sea environment, the scientist (user) needs to implement a habitat suitability model." . . "13.378967019290602" . "21.5" . "atmospheric sciences" . . "18.73801586715719" . "0.6182037591934204" . "Habitat area" . . "3.9616346955796495" . "9.5" . "Weather" . . "Weather" . "from Jan-25" . . "ENFA model" . . "7.756463719766472" . "18.6" . "presence data" . . "4.08673894912427" . "9.8" . "environment" . . "4.785796989579312" . "12.4" . "Bari" . . . "geology" . . "59.16887537665321" . "1.9520968198776245" . "biology" . . "7.389162561576354" . "3.0" . "Nov-25-2015" . . "Bargain Annaelle –" . . "4.107031736154324" . "6.6000000000000005" . "Geography" . . "Science and technology/Social sciences/Geography" . "data of the BARI Canyon" . . "4.5037531276063385" . "10.8" . "bathymetry" . . "2.6244693168660747" . "6.8" . "Habitat Suitability model for Bari Canyon with Hydrodynamic variables" . . "2.5513378967019285" . "4.1" . "software" . . "2.216748768472906" . "0.9" . "diversity" . . "5.240174672489083" . "10.8" . "Relate species occurrence data (distribution = biological data) \n\n\nwith environmental predictor variables (EGVs = Ecogeographic variables)" . . "1.9912881144990664" . "3.2" . "habitat suitability" . . "3.056768558951965" . "6.3" . "name" . . "3.5904900533721493" . "7.4" . "CWC distribution" . . "1.9182652210175142" . "4.6" . "life sciences" . . "74.3363606849398" . "1.505196750164032" . "Wireless technology" . . "Economy, business and finance/Economic sector/Computing and information technology/Wireless technology" . "Toulon" . . . "For ENFA, UVmax was not used (eigenvalues too high)\nmarginality (niche position in the ecological space) \nspecificity (niche size) = 1/tolerance" . . "2.6135656502800244" . "4.2" . "data of the hydrodynamic model" . . "1.7514595496246872" . "4.2" . "data" . . "11.925897336935545" . "30.900000000000002" . "winter" . . "Deep Sea Habitat Suitabilty Model." . . "4.16925948973242" . "6.7" . "indicator" . . "6.11353711790393" . "12.6" . "of november to Jun-28" . . "software" . . "2.199922809725974" . "5.7" . "event" . . "3.7051331532226937" . "9.6" . "Economic indicator" . . "Economy, business and finance/Economy/Macro economics/Economic indicator" . "buy" . . "3.7437282902354294" . "9.7" . "habitat suitability model" . . "6.8807339449541285" . "16.5" . "specificity" . . "2.392898494789656" . "6.2" . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:33:51.286+02:00"^^ . . . . . "Deep Sea Habitat Suitabilty Model" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "DokNunFxddnrduzTfGxVUt0B+UK24cOXOo4xMZj9/GAlIFyv1DbaNzhpMKA91vLZ6JEBpql8OjSmI2V7Cy85ad6eTKHPUFsNEfmsOQ+l0I1nIeQLABr4qBmFfPADF3ZDZ6Gs99McQJi8YGyEmjgw6b/fQWmYxycZcZk8Ksfw2CCQ8FOrVhJgNtlAKGRCbfTyMLhtC+Q9ghdkhDNi+KPrqXJtNPPq+ma0yg2kkH97UEU50IlihfMADl/AOFEbSOeCZzvxO0OGw9lYU6vHa/Obyp/jGJ8TOoBa4d8uv5VM7DRk9Mj+ptgq7cvH8qVMQHfC+y6Pz426FRfHjxuHthb29Q==" . . . . . . . "http://emanuele79.livejournal.com/" . . . . . . "107f503d-cf15-4c10-898f-74967aeed82c.rdf" . . . . "change detection" . . "military" . "European Space Agency" . . . "image processing algorithm" . "Pierre Potin" . . . "Synthetic aperture radar" . . "SAR-based technique" . . "Sentinel" . . "Products" . . "French Guiana" . . "Level" . . "MISSION" . . "Date" . . "Reason" . . "Segment" . . "results" . . "image archive" . . "small sample size" . . . "2016-06-28T11:09:08.412+02:00" . . . . "3040650"^^ . "https://api.rohub.org/api/ros/d18e59ae-ff07-4d59-a113-0202d37202aa/crate/download/" . . "2016-03-11 08:32:14.144000+00:00" . "2025-10-20 10:37:57.843580+00:00" . "2016-03-11 08:32:14.144000+00:00" . "The Land Monitoring RO allows to monitor urban, built-up and natural environments in order to identify certain features and anomalies or changes over Areas of Interest." . "application/ld+json" . . . . . . "https://w3id.org/ro-id/d18e59ae-ff07-4d59-a113-0202d37202aa" . . "Land Monitoring Workflow" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://emanuele79.livejournal.com/. \"Land Monitoring Workflow.\" ROHub. Mar 11 ,2016. https://w3id.org/ro-id/d18e59ae-ff07-4d59-a113-0202d37202aa." . . "Documents" . . . . . . "Wokflow" . . . "CalibrationWorkflow.t2flow" . . "7159"^^ . "https://api.rohub.org/api/resources/2d7a787e-aa3b-4f2d-b83a-f7f403927b77/download/" . . "2016-03-11 08:35:13.404000+00:00" . "2022-03-25 16:34:25.931149+00:00" . . "ChangeDetectionWorflow.t2flow" . "2016-03-11 08:35:13.404000+00:00" . . . . . "6670"^^ . "https://api.rohub.org/api/resources/40a547f1-04e8-449a-b8c7-990efe8979d9/download/" . . "2016-03-11 08:34:48.903000+00:00" . "2022-03-25 16:34:26.928335+00:00" . . "CalibrationWorkflow.t2flow" . "2016-03-11 08:34:48.903000+00:00" . . . . "ChangeDetectionWorflow.t2flow" . . "25727"^^ . "https://api.rohub.org/api/resources/8104d943-ea58-49c7-a701-d30d068523e6/download/" . . "2016-03-11 08:34:26.608000+00:00" . "2022-03-25 16:34:23.719861+00:00" . . "LandMonitoringWorkflow.t2flow" . "2016-03-11 08:34:26.608000+00:00" . . . . . "11466"^^ . "https://api.rohub.org/api/resources/8594202e-9f60-4e54-ad9f-d2359d60e835/download/" . . "2016-03-11 11:51:20.645000+00:00" . "2022-03-25 16:34:24.687253+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_conclusions.docx" . "2016-03-11 11:51:20.645000+00:00" . . . . . "3150939"^^ . "https://api.rohub.org/api/resources/b116a635-2cd2-4c3d-babc-a92e87753a67/download/" . . "2016-03-11 08:40:42.045000+00:00" . "2022-03-25 16:34:27.793051+00:00" . "application/pdf" . . "Sentinel-1_User_Handbook.pdf" . "2016-03-11 08:40:42.045000+00:00" . . . . "LandMonitoringWorkflow.t2flow" . . "54130"^^ . "https://api.rohub.org/api/resources/d4a24cd7-4e65-4aeb-b751-51c23837b968/download/" . . "2016-03-11 08:33:08.200000+00:00" . "2022-03-25 16:34:29.627661+00:00" . "image/png" . . "ChangeDetectionWorkflowChain.png" . "2016-03-11 08:33:08.200000+00:00" . . . . . "12037"^^ . "https://api.rohub.org/api/resources/ec23ccfe-ceea-4bc0-b129-75c3238d3d63/download/" . . "2016-03-11 11:48:32.006000+00:00" . "2022-03-25 16:34:28.620739+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_hypothesis.docx" . "2016-03-11 11:48:32.006000+00:00" . . . . . . . "heritage mission" . . "2.585961921000284" . "9.1" . "opposite" . . "1.834862385321101" . "6.2" . "geosciences" . . "13.850684028604018" . "0.31724029779434204" . "atmospheric sciences" . . "78.1177901124589" . "2.0325206220149994" . "sentinel mission data acquisition" . . "2.131287297527707" . "7.5" . "European Space Agency" . . "2.2129570237331624" . "6.9" . "payload" . . "2.1604024859425865" . "7.3" . "size" . . "2.693104468777745" . "9.1" . "life sciences (general)" . . "19.373018192810438" . "0.4437255263328552" . "impact" . . "5.420141116100063" . "16.9" . "Ecosystem" . . "Environment/Nature/Ecosystem" . "anomaly" . . "3.91276459268762" . "12.2" . "mapping capability" . . "4.2057402671213415" . "14.8" . "anomaly" . . "3.1962118970109503" . "10.8" . ". . . . Sentinel Mission Data Acquisition and (NRT) Production .................................................... . . . . Sentinel Collaborative Data Products .................................................................................. . . . . Sentinel Data Product Dissemination and Access ............................................................... . . . . Innovative Tools and Applications ....................................................................................... . . . . Sentinel complimentary Calibration/Validation activities ................." . . "4.057553956834532" . "14.1" . "astronautics" . . "40.98360655737705" . "22.5" . "instrument payload" . . "2.4154589371980677" . "8.5" . "sample size" . . "16.1409491332765" . "56.8" . "The Land Monitoring RO allows to monitor urban, built-up and natural environments in order to identify certain features and anomalies or changes over Areas of Interest." . . "21.8705035971223" . "76.0" . "mission" . . "3.3441846700207165" . "11.3" . "Synthetic aperture radar (SAR) sensors represent an alternative to optical ones for monitoring environments, especially considering change detection analysis." . . "13.640287769784173" . "47.4" . "communications and radar" . . "66.77629777858554" . "1.5294647216796875" . "earth resources and remote sensing" . . "13.850684028604018" . "0.31724029779434204" . "sentinel family" . . "3.752405388069275" . "11.7" . "geology" . . "21.882209887541087" . "0.5693458914756775" . "detection" . . "2.0525978191148173" . "6.4" . "Europe" . . . "Even though the proposed fully automated SAR-based technique overcomes some limitations of previous methods, further technological and methodological improvements are necessary for SAR-based change detection to match the mapping capability of high-quality optical data." . . "5.72661870503597" . "19.9" . "synthetic aperture radar" . . "5.163566388710713" . "16.1" . "Electrical appliance" . . "Economy, business and finance/Economic sector/Manufacturing and engineering/Electrical appliance" . "physics" . . "4.553734061930784" . "2.5" . "tweak the classifier" . . "7.956805910770106" . "28.0" . "change detection analysis" . . "4.688832054560955" . "16.5" . "land Monitoring workflow" . . "23.245240125035522" . "81.8" . "sample" . . "3.9656703166617344" . "13.4" . "SENTINEL USER GUIDE ............................................................................." . . "4.690647482014389" . "16.3" . "sample" . . "4.457985888389993" . "13.9" . "workflow" . . "4.842847979474022" . "15.1" . "Prepared by Sentinel Team" . . "4.575539568345324" . "15.9" . "- Tweaking the classifier has potentially more impact than tweaking the features." . . "11.39568345323741" . "39.6" . "feature" . . "7.783367860313701" . "26.299999999999997" . "French Guiana" . . "1.8940514945250075" . "6.4" . "Monitoring" . . "5.772931366260424" . "18.0" . "conclusion" . . "2.5336754329698525" . "7.9" . "decision" . . "2.693104468777745" . "9.1" . "tweak the feature" . . "3.296391020176187" . "11.6" . "aerospace engineering" . . "31.876138433515482" . "17.5" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "system" . . "10.59485054749926" . "35.8" . "classifier" . . "5.4749926013613495" . "18.5" . "sentinel B" . . "2.7280477408354646" . "9.6" . "Enhanced image processing algorithms and a better exploitation of image archives are required to facilitate the use of microwave remote-sensing data for monitoring change dynamics in specific areas." . . "7.798561151079137" . "27.1" . "sentinel user guide" . . "1.534526854219949" . "5.4" . "sensor" . . "2.020525978191148" . "6.3" . "orbit characteristic" . . "3.353225348110259" . "11.8" . "natural environment" . . "4.6463450725066595" . "15.7" . "European Space Agency" . . "3.9360757620597813" . "13.3" . "earth sciences" . . "21.882209887541087" . "0.5693458914756775" . "workflow" . . "3.9952648712636876" . "13.5" . "Land Monitoring Workflow." . . "6.877697841726619" . "23.9" . "description" . . "2.1808851828094933" . "6.8" . "This is in part related to the small sample size." . . "7.223021582733813" . "25.1" . "sentinel data product dissemination" . . "1.9039499857914182" . "6.7" . "European Space Agency" . . . "Monitoring workflow" . . "1.3356067064506962" . "4.7" . "French Guiana" . . . "baseline" . . "4.746632456703015" . "14.8" . "feature" . . "6.735086593970494" . "21.0" . "Land Monitoring RO" . . "5.965362411802438" . "18.6" . "geophysics" . . "9.65391621129326" . "5.3" . "sentinel mission guide" . . "4.5467462347257745" . "16.0" . "microwave remote-sensing data" . . "2.585961921000284" . "9.1" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "life sciences" . . "19.373018192810438" . "0.4437255263328552" . "computer science" . . "12.932604735883425" . "7.1" . "sentinel satellite" . . "1.953240603728914" . "6.6" . "classifier" . . "6.350224502886466" . "19.8" . "engineering" . . "66.77629777858554" . "1.5294647216796875" . "impact" . . "5.001479727730097" . "16.9" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "country" . . "2.18999704054454" . "7.4" . "technique" . . "3.4316869788325848" . "10.7" . "sar-based technique" . . "2.4154589371980677" . "8.5" . "Conclusions\n\n- The results obtained are better than the baseline, but not statistically significant." . . "10.129496402877699" . "35.2" . "certain feature" . . "2.813299232736573" . "9.9" . "natural environment" . . "5.676715843489416" . "17.7" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "size" . . "2.9185375240538804" . "9.1" . "revision" . . "1.9236460491269607" . "6.5" . "earth sciences" . . "78.1177901124589" . "2.0325206220149994" . "Science and technology" . . "Science and technology" . "The SENTINEL mission comprises a constellation of two polar orbiting satellites, operating day and night performing C \nband synthetic aperture radar imaging, enabling them to acquire imagery regardless of the weather." . . "2.014388489208633" . "7.0" . "image archive" . . "2.188121625461779" . "7.7" . "description" . . "2.3675643681562595" . "8.0" . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:33:02.255+02:00"^^ . . . . . "Land Monitoring Workflow" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "amFRCZ5nB1o3iRgkGLRaW49y5RovfhXhL54nS9URfPMq8RQdZ0SSS3Zz7GTefjmmW3kOBXEVmIFWVym9RSM97Z/xUkD07c+N1xKMNfLnH+65o5QymR9QgYQRpDFGvsAflIB+AmRnDSZiCY7i2kP+whvz8kySrHBCBTHgT1yejvp3PL2UW2n2Mw1fz/SYHf8JmjwVGttdtUXpbV/BrYWmEZg3dXmHSh5OtfQu4kR0ScfM9P7K4I0mlzVouXkG0I0I8EiDeQD2pSzgTCMEw/d76JKANNCGtb18D/nwe1h+9EBOCwmqc32N6MajCwM4J+belJYHrPPlYKf5wPcB/PlKYA==" . . . . . . . "http://emanuele79.livejournal.com/" . . . . . . "change detection" . . "military" . "European Space Agency" . . . "image processing algorithm" . "Pierre Potin" . . . "Synthetic aperture radar" . . "SAR-based technique" . . "Sentinel" . . "Products" . . "French Guiana" . . "Level" . . "MISSION" . . "Date" . . "Reason" . . "Segment" . . "results" . . "image archive" . . "small sample size" . . . "2016-03-11T15:06:25.156+01:00" . . . . "3040404"^^ . "https://api.rohub.org/api/ros/45a828a4-2697-44b1-aca4-c3a1a168cbeb/crate/download/" . . "2016-03-11 08:32:14.144000+00:00" . "2025-10-20 10:37:26.631769+00:00" . "2016-03-11 08:32:14.144000+00:00" . "The Land Monitoring RO refers to the monitoring of urban, built-up and natural environments to identify certain features and anomalies or changes over areas of interest." . "application/ld+json" . . . . . . "https://w3id.org/ro-id/45a828a4-2697-44b1-aca4-c3a1a168cbeb" . . "Land Monitoring Workflow" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://emanuele79.livejournal.com/. \"Land Monitoring Workflow.\" ROHub. Mar 11 ,2016. https://w3id.org/ro-id/45a828a4-2697-44b1-aca4-c3a1a168cbeb." . . . . "Wokflow" . . . . "Documents" . . . . "12037"^^ . "https://api.rohub.org/api/resources/2b953713-279f-4544-a0b9-5a2e7d86d617/download/" . . "2016-03-11 11:48:32.006000+00:00" . "2022-03-25 16:35:39.887280+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_hypothesis.docx" . "2016-03-11 11:48:32.006000+00:00" . . . . . "3150939"^^ . "https://api.rohub.org/api/resources/2cb0f945-b4b1-4f64-b377-e98bad06e041/download/" . . "2016-03-11 08:40:42.045000+00:00" . "2022-03-25 16:35:39.039269+00:00" . "application/pdf" . . "Sentinel-1_User_Handbook.pdf" . "2016-03-11 08:40:42.045000+00:00" . . . . "LandMonitoringWorkflow.t2flow" . . "54130"^^ . "https://api.rohub.org/api/resources/3ba6a55b-31b4-460c-969d-f6967dc2d87e/download/" . . "2016-03-11 08:33:08.200000+00:00" . "2022-03-25 16:35:40.908680+00:00" . "image/png" . . "ChangeDetectionWorkflowChain.png" . "2016-03-11 08:33:08.200000+00:00" . . . . . "6670"^^ . "https://api.rohub.org/api/resources/46cde01b-d938-49a1-8265-1b11fd60f2fb/download/" . . "2016-03-11 08:34:48.903000+00:00" . "2022-03-25 16:35:38.213623+00:00" . . "CalibrationWorkflow.t2flow" . "2016-03-11 08:34:48.903000+00:00" . . . . "ChangeDetectionWorflow.t2flow" . . "25727"^^ . "https://api.rohub.org/api/resources/b3cb42e0-6429-43f5-9591-318d9833e424/download/" . . "2016-03-11 08:34:26.608000+00:00" . "2022-03-25 16:35:35.197940+00:00" . . "LandMonitoringWorkflow.t2flow" . "2016-03-11 08:34:26.608000+00:00" . . . . "CalibrationWorkflow.t2flow" . . "7159"^^ . "https://api.rohub.org/api/resources/dfa63ba7-6079-4610-b293-5752af50b5eb/download/" . . "2016-03-11 08:35:13.404000+00:00" . "2022-03-25 16:35:37.108974+00:00" . . "ChangeDetectionWorflow.t2flow" . "2016-03-11 08:35:13.404000+00:00" . . . . . "11466"^^ . "https://api.rohub.org/api/resources/e4451f7f-50fd-4585-96b5-4e01bd8319cc/download/" . . "2016-03-11 11:51:20.645000+00:00" . "2022-03-25 16:35:36.267868+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_conclusions.docx" . "2016-03-11 11:51:20.645000+00:00" . . . . . . . "Enhanced image processing algorithms and a better exploitation of image archives are required to facilitate the use of microwave remote-sensing data for monitoring change dynamics in specific areas." . . "7.798561151079137" . "27.1" . "workflow" . . "3.6689169357205755" . "12.5" . "technique" . . "3.4250960307298337" . "10.7" . "Conclusions\n\n- The results obtained are better than the baseline, but not statistically significant." . . "10.129496402877699" . "35.2" . "sample size" . . "16.1409491332765" . "56.8" . "synthetic aperture radar" . . "5.1536491677336755" . "16.1" . "baseline" . . "4.737516005121639" . "14.8" . "natural environment" . . "3.713188220230474" . "11.6" . "Land Monitoring Workflow." . . "6.474820143884892" . "22.5" . "anomaly" . . "4.0653008962868125" . "12.7" . "microwave remote-sensing data" . . "2.585961921000284" . "9.1" . "land Monitoring workflow" . . "22.165387894288152" . "78.0" . "European Space Agency" . . "2.2087067861715752" . "6.9" . "sentinel satellite" . . "1.9371881420604637" . "6.6" . "certain feature" . . "3.097470872406934" . "10.9" . "size" . . "2.670971529204579" . "9.1" . "sentinel B" . . "2.7280477408354646" . "9.6" . "French Guiana" . . . "Land Monitoring RO" . . "5.56978233034571" . "17.4" . ". . . . Sentinel Mission Data Acquisition and (NRT) Production .................................................... . . . . Sentinel Collaborative Data Products .................................................................................. . . . . Sentinel Data Product Dissemination and Access ............................................................... . . . . Innovative Tools and Applications ....................................................................................... . . . . Sentinel complimentary Calibration/Validation activities ................." . . "4.057553956834532" . "14.1" . "sentinel data product dissemination" . . "1.9039499857914182" . "6.7" . "natural environment" . . "3.0818902260052834" . "10.5" . "sentinel user guide" . . "1.534526854219949" . "5.4" . "country" . . "1.995890813031993" . "6.8" . "atmospheric sciences" . . "78.1177901124589" . "2.0325206220149994" . "European Space Agency" . . . "physics" . . "4.553734061930784" . "2.5" . "classifier" . . "6.338028169014085" . "19.8" . "mapping capability" . . "4.2057402671213415" . "14.8" . "Ecosystem" . . "Environment/Nature/Ecosystem" . "aerospace engineering" . . "31.876138433515482" . "17.5" . "tweak the feature" . . "3.296391020176187" . "11.6" . "earth resources and remote sensing" . . "13.850684028604018" . "0.31724029779434204" . "mission" . . "3.3167009098914" . "11.3" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "revision" . . "1.9078368065746991" . "6.5" . "sentinel family" . . "3.745198463508323" . "11.7" . "Even though the proposed fully automated SAR-based technique overcomes some limitations of previous methods, further technological and methodological improvements are necessary for SAR-based change detection to match the mapping capability of high-quality optical data." . . "5.72661870503597" . "19.9" . "instrument payload" . . "2.4154589371980677" . "8.5" . "Monitoring workflow" . . "1.278772378516624" . "4.5" . "heritage mission" . . "2.585961921000284" . "9.1" . "feature" . . "7.866157910184913" . "26.799999999999997" . "sample" . . "4.449423815620999" . "13.9" . "European Space Agency" . . "3.903727619606692" . "13.3" . "sar-based technique" . . "2.4154589371980677" . "8.5" . "feature" . . "6.850192061459667" . "21.4" . "geosciences" . . "13.850684028604018" . "0.31724029779434204" . "anomaly" . . "3.3167009098914" . "11.3" . "astronautics" . . "40.98360655737705" . "22.5" . "change detection analysis" . . "4.688832054560955" . "16.5" . "earth sciences" . . "21.882209887541087" . "0.5693458914756775" . "monitoring" . . "3.1690140845070425" . "9.9" . "Prepared by Sentinel Team" . . "4.575539568345324" . "15.9" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "image archive" . . "2.188121625461779" . "7.7" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "description" . . "2.348106838861168" . "8.0" . "monitoring" . . "2.6122688582330498" . "8.9" . "description" . . "2.176696542893726" . "6.8" . "Synthetic aperture radar (SAR) sensors represent an alternative to optical ones for monitoring environments, especially considering change detection analysis." . . "13.640287769784173" . "47.4" . "- Tweaking the classifier has potentially more impact than tweaking the features." . . "11.39568345323741" . "39.6" . "impact" . . "5.409731113956465" . "16.9" . "tweak the classifier" . . "7.956805910770106" . "28.0" . "size" . . "2.9129321382842512" . "9.1" . "life sciences (general)" . . "19.373018192810438" . "0.4437255263328552" . "workflow" . . "4.449423815620999" . "13.9" . "communications and radar" . . "66.77629777858554" . "1.5294647216796875" . "sample" . . "3.9330789550924568" . "13.4" . "engineering" . . "66.77629777858554" . "1.5294647216796875" . "sentinel mission data acquisition" . . "2.131287297527707" . "7.5" . "geology" . . "21.882209887541087" . "0.5693458914756775" . "sentinel mission guide" . . "4.5467462347257745" . "16.0" . "The SENTINEL mission comprises a constellation of two polar orbiting satellites, operating day and night performing C \nband synthetic aperture radar imaging, enabling them to acquire imagery regardless of the weather." . . "2.014388489208633" . "7.0" . "The Land Monitoring RO refers to the monitoring of urban, built-up and natural environments to identify certain features and anomalies or changes over areas of interest." . . "22.273381294964032" . "77.4" . "earth sciences" . . "78.1177901124589" . "2.0325206220149994" . "life sciences" . . "19.373018192810438" . "0.4437255263328552" . "orbit characteristic" . . "3.353225348110259" . "11.8" . "computer science" . . "12.932604735883425" . "7.1" . "impact" . . "4.960375697094217" . "16.9" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "detection" . . "2.0486555697823303" . "6.4" . "geophysics" . . "9.65391621129326" . "5.3" . "decision" . . "2.670971529204579" . "9.1" . "This is in part related to the small sample size." . . "7.223021582733813" . "25.1" . "SENTINEL USER GUIDE ............................................................................." . . "4.690647482014389" . "16.3" . "conclusion" . . "2.528809218950064" . "7.9" . "system" . . "10.507778103903727" . "35.8" . "Europe" . . . "classifier" . . "5.429997064866452" . "18.5" . "Electrical appliance" . . "Economy, business and finance/Economic sector/Manufacturing and engineering/Electrical appliance" . "payload" . . "2.142647490460816" . "7.3" . "Monitoring" . . "5.217669654289373" . "16.3" . "Science and technology" . . "Science and technology" . "French Guiana" . . "1.8784854710889347" . "6.4" . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:32:28.197+02:00"^^ . . . . . "Land Monitoring Workflow" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "qZPMUc/Zs6WNWnP1JEJMMX3mX0OuLJWlAdil0q3utlwPk6QF3YSuoLM8BHqNxl+EprTr+y5Bvkx2Nr6j96qsLccrukaORYZMJzMlEr+gQMEF2j6WHzDG3TA2lEI+L3+Gr3C3vI1ptq7bx2xQOkDEmw4r+XvxpSEs5cX2RPu8Do3nVfRIV/IjEbQqiS9XzfJwog8evXRVw/kfZzUpX8ftloBDIqRFG2ydqznPF5Ftku+D3zEYx6tIYWEpQNTP0ZYJOhIOLDgQfcLwYHErO5pI1ul5VJY3BVxkSseDXBSkI551pL5Gym2ZaAK/zLjnJ52EnW0V9SPr4/+sQPfYHE1B5g==" . . . . . . . "http://emanuele79.livejournal.com/" . . . . . "sentinel user guide" . . "military" . . "sentinel mission data acquisition" . . "sentinel satellite" . . "title sentinel user handbook" . "European Space Agency" . . "Pierre Potin" . . . "Sentinel" . . "Products" . . "payload data ground segment" . . "French Guiana" . . "Level" . . "MISSION" . . "Date" . . "Reason" . . "Segment" . . "Document" . . "satellite description" . . . "2016-03-11T15:04:44.660+01:00" . . . "3040289"^^ . "https://api.rohub.org/api/ros/4d228be1-e395-4a7c-a8e4-a704a3556090/crate/download/" . . "2016-03-11 08:32:14.144000+00:00" . "2025-10-20 10:37:11.409929+00:00" . "2016-03-11 08:32:14.144000+00:00" . "The Land Monitoring RO refers to the monitoring of urban, built-up and natural environments to identify certain features and anomalies or changes over areas of interest." . "application/ld+json" . . . . . . "https://w3id.org/ro-id/4d228be1-e395-4a7c-a8e4-a704a3556090" . . "Land Monitoring Workflow" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://emanuele79.livejournal.com/. \"Land Monitoring Workflow.\" ROHub. Mar 11 ,2016. https://w3id.org/ro-id/4d228be1-e395-4a7c-a8e4-a704a3556090." . . "Documents" . . . . . . "Wokflow" . . . . "11466"^^ . "https://api.rohub.org/api/resources/2e9a5183-8f61-4912-95c0-26abd64ede42/download/" . . "2016-03-11 11:51:20.645000+00:00" . "2022-03-25 16:36:11.744201+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_conclusions.docx" . "2016-03-11 11:51:20.645000+00:00" . . . . . "3150939"^^ . "https://api.rohub.org/api/resources/45fad927-133c-4479-91e6-c40125a6efbc/download/" . . "2016-03-11 08:40:42.045000+00:00" . "2022-03-25 16:36:14.782702+00:00" . "application/pdf" . . "Sentinel-1_User_Handbook.pdf" . "2016-03-11 08:40:42.045000+00:00" . . . . . "6670"^^ . "https://api.rohub.org/api/resources/629578b9-b937-461c-9e1b-3c010f2a2a9b/download/" . . "2016-03-11 08:34:48.903000+00:00" . "2022-03-25 16:36:13.489008+00:00" . . "CalibrationWorkflow.t2flow" . "2016-03-11 08:34:48.903000+00:00" . . . . "ChangeDetectionWorflow.t2flow" . . "25727"^^ . "https://api.rohub.org/api/resources/b53c9c8e-4083-47e2-ab85-594d539e2b0c/download/" . . "2016-03-11 08:34:26.608000+00:00" . "2022-03-25 16:36:10.820683+00:00" . . "LandMonitoringWorkflow.t2flow" . "2016-03-11 08:34:26.608000+00:00" . . . . "CalibrationWorkflow.t2flow" . . "7159"^^ . "https://api.rohub.org/api/resources/c864feb8-469d-4c9b-8692-1b17fb9aba05/download/" . . "2016-03-11 08:35:13.404000+00:00" . "2022-03-25 16:36:12.582734+00:00" . . "ChangeDetectionWorflow.t2flow" . "2016-03-11 08:35:13.404000+00:00" . . . . "LandMonitoringWorkflow.t2flow" . . "54130"^^ . "https://api.rohub.org/api/resources/c9eb5034-4ce2-478e-959c-5cdaf2d900bd/download/" . . "2016-03-11 08:33:08.200000+00:00" . "2022-03-25 16:36:16.617160+00:00" . "image/png" . . "ChangeDetectionWorkflowChain.png" . "2016-03-11 08:33:08.200000+00:00" . . . . . "12037"^^ . "https://api.rohub.org/api/resources/e8f36e30-98e2-43d9-a79e-941831722ac9/download/" . . "2016-03-11 11:48:32.006000+00:00" . "2022-03-25 16:36:15.616142+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land_Monitoring_Workflow_hypothesis.docx" . "2016-03-11 11:48:32.006000+00:00" . . . . . . . "aerospace engineering" . . "31.876138433515482" . "17.5" . "size" . . "2.9129321382842512" . "9.1" . "tweak the feature" . . "3.296391020176187" . "11.6" . "sar-based technique" . . "2.4154589371980677" . "8.5" . "geosciences" . . "13.850684028604018" . "0.31724029779434204" . "computer science" . . "12.932604735883425" . "7.1" . "system" . . "10.507778103903727" . "35.8" . "European Space Agency" . . . "description" . . "2.348106838861168" . "8.0" . "sentinel user guide" . . "1.534526854219949" . "5.4" . "country" . . "1.995890813031993" . "6.8" . "sample" . . "4.449423815620999" . "13.9" . "sentinel B" . . "2.7280477408354646" . "9.6" . "- Tweaking the classifier has potentially more impact than tweaking the features." . . "11.39568345323741" . "39.6" . "sentinel mission data acquisition" . . "2.131287297527707" . "7.5" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "classifier" . . "5.429997064866452" . "18.5" . "conclusion" . . "2.528809218950064" . "7.9" . "heritage mission" . . "2.585961921000284" . "9.1" . "sample size" . . "16.1409491332765" . "56.8" . "microwave remote-sensing data" . . "2.585961921000284" . "9.1" . "earth sciences" . . "21.882209887541087" . "0.5693458914756775" . "sentinel family" . . "3.745198463508323" . "11.7" . "change detection analysis" . . "4.688832054560955" . "16.5" . "French Guiana" . . "1.8784854710889347" . "6.4" . "life sciences (general)" . . "19.373018192810438" . "0.4437255263328552" . "physics" . . "4.553734061930784" . "2.5" . "description" . . "2.176696542893726" . "6.8" . "The SENTINEL mission comprises a constellation of two polar orbiting satellites, operating day and night performing C \nband synthetic aperture radar imaging, enabling them to acquire imagery regardless of the weather." . . "2.014388489208633" . "7.0" . "classifier" . . "6.338028169014085" . "19.8" . "Land Monitoring RO" . . "5.56978233034571" . "17.4" . "land Monitoring workflow" . . "22.165387894288152" . "78.0" . "sample" . . "3.9330789550924568" . "13.4" . "orbit characteristic" . . "3.353225348110259" . "11.8" . "engineering" . . "66.77629777858554" . "1.5294647216796875" . "technique" . . "3.4250960307298337" . "10.7" . "tweak the classifier" . . "7.956805910770106" . "28.0" . "Conclusions\n\n- The results obtained are better than the baseline, but not statistically significant." . . "10.129496402877699" . "35.2" . "geology" . . "21.882209887541087" . "0.5693458914756775" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "baseline" . . "4.737516005121639" . "14.8" . "The Land Monitoring RO refers to the monitoring of urban, built-up and natural environments to identify certain features and anomalies or changes over areas of interest." . . "22.273381294964032" . "77.4" . "SENTINEL USER GUIDE ............................................................................." . . "4.690647482014389" . "16.3" . "Monitoring" . . "5.217669654289373" . "16.3" . "This is in part related to the small sample size." . . "7.223021582733813" . "25.1" . "impact" . . "4.960375697094217" . "16.9" . "revision" . . "1.9078368065746991" . "6.5" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "communications and radar" . . "66.77629777858554" . "1.5294647216796875" . "certain feature" . . "3.097470872406934" . "10.9" . "Even though the proposed fully automated SAR-based technique overcomes some limitations of previous methods, further technological and methodological improvements are necessary for SAR-based change detection to match the mapping capability of high-quality optical data." . . "5.72661870503597" . "19.9" . "Ecosystem" . . "Environment/Nature/Ecosystem" . "Electrical appliance" . . "Economy, business and finance/Economic sector/Manufacturing and engineering/Electrical appliance" . "French Guiana" . . . "Monitoring workflow" . . "1.278772378516624" . "4.5" . "workflow" . . "3.6689169357205755" . "12.5" . "European Space Agency" . . "2.2087067861715752" . "6.9" . "Science and technology" . . "Science and technology" . "anomaly" . . "3.3167009098914" . "11.3" . "Prepared by Sentinel Team" . . "4.575539568345324" . "15.9" . "earth sciences" . . "78.1177901124589" . "2.0325206220149994" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "earth resources and remote sensing" . . "13.850684028604018" . "0.31724029779434204" . "European Space Agency" . . "3.903727619606692" . "13.3" . "feature" . . "6.850192061459667" . "21.4" . "natural environment" . . "3.713188220230474" . "11.6" . "life sciences" . . "19.373018192810438" . "0.4437255263328552" . "atmospheric sciences" . . "78.1177901124589" . "2.0325206220149994" . ". . . . Sentinel Mission Data Acquisition and (NRT) Production .................................................... . . . . Sentinel Collaborative Data Products .................................................................................. . . . . Sentinel Data Product Dissemination and Access ............................................................... . . . . Innovative Tools and Applications ....................................................................................... . . . . Sentinel complimentary Calibration/Validation activities ................." . . "4.057553956834532" . "14.1" . "instrument payload" . . "2.4154589371980677" . "8.5" . "sentinel satellite" . . "1.9371881420604637" . "6.6" . "sentinel mission guide" . . "4.5467462347257745" . "16.0" . "mission" . . "3.3167009098914" . "11.3" . "Europe" . . . "Enhanced image processing algorithms and a better exploitation of image archives are required to facilitate the use of microwave remote-sensing data for monitoring change dynamics in specific areas." . . "7.798561151079137" . "27.1" . "feature" . . "7.866157910184913" . "26.799999999999997" . "Land Monitoring Workflow." . . "6.474820143884892" . "22.5" . "decision" . . "2.670971529204579" . "9.1" . "astronautics" . . "40.98360655737705" . "22.5" . "mapping capability" . . "4.2057402671213415" . "14.8" . "synthetic aperture radar" . . "5.1536491677336755" . "16.1" . "geophysics" . . "9.65391621129326" . "5.3" . "natural environment" . . "3.0818902260052834" . "10.5" . "sentinel data product dissemination" . . "1.9039499857914182" . "6.7" . "detection" . . "2.0486555697823303" . "6.4" . "monitoring" . . "3.1690140845070425" . "9.9" . "impact" . . "5.409731113956465" . "16.9" . "anomaly" . . "4.0653008962868125" . "12.7" . "payload" . . "2.142647490460816" . "7.3" . "workflow" . . "4.449423815620999" . "13.9" . "Synthetic aperture radar (SAR) sensors represent an alternative to optical ones for monitoring environments, especially considering change detection analysis." . . "13.640287769784173" . "47.4" . "size" . . "2.670971529204579" . "9.1" . "monitoring" . . "2.6122688582330498" . "8.9" . "image archive" . . "2.188121625461779" . "7.7" . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:32:10.736+02:00"^^ . . . . . "Land Monitoring Workflow" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "VypXF3aNXibD4z3js+saTRLSkFlZ944L7NBaHtoZvws1YhSUbPD0lQ4yoanizy55Y4ayj91KRpV4nY5hOAN1N+BU0DxNzNHrgaND60vbt/7jIQjpkw27/ONCbYykBFdWaokHT2h2Pa19qXVQR8GNiWYbgI6mVyu6LMAx40PRzTQA1rSJWsIn4cXuLGM5Ea34pVN/Q24DKkigqkIJo105BD3/pciGKpTiuFuOYU6AV8sdptI0c2jbKXCq6JootxWP/DF4Vo4mWHviR8UP35l++TabDCMmr4nc5qg6nBeWyii/8yglN2884bZibteEq9Le0+FCeEuN25J4Tyu+GAQz0w==" . . . . . . . "http://emanuele79.livejournal.com/" . . . . . . . . . . "65e769be-d0b2-401e-996b-c5a4afb49cb6.rdf" . . . "annotations/572dfc14-5d3d-4245-bc9b-87e2209cf271" . . . "RO samples" . . . . . . . "military" . . "data selection" . "SatCen" . . . "service information" . . "social media information" . . "archived data" . . "programming" . . "building industry" . . "Sentinel" . . "data provenance" . "Elizabeth" . . . "use" . . "user" . . "user" . . "sensing" . . "analysis" . . "Everest" . . "Monitoring" . . "communities" . . "LAND" . . "land monitoring data" . . "case" . . "changes" . . "data privacy" . . "information" . . "techniques" . . . "2016-02-24T17:27:21.745+01:00" . . . . "3410577"^^ . "https://api.rohub.org/api/ros/81063ed1-cac7-4ef6-9e3b-21a2e134ebd2/crate/download/" . . "2016-02-24 16:08:48.221000+00:00" . "2025-10-18 11:56:40.477819+00:00" . "2016-02-24 16:08:48.221000+00:00" . "This is a RO created for Land Monitoring Activities" . "application/ld+json" . . . . . . . . . "https://w3id.org/ro-id/81063ed1-cac7-4ef6-9e3b-21a2e134ebd2" . . "Land Monitoring RO" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://emanuele79.livejournal.com/. \"Land Monitoring RO.\" ROHub. Feb 24 ,2016. https://w3id.org/ro-id/81063ed1-cac7-4ef6-9e3b-21a2e134ebd2." . . "manuals" . . . "datasets" . . . "biblio" . . . "workflows" . . . "RO samples" . . . . "3150939"^^ . "https://api.rohub.org/api/resources/48b045b1-6e8b-40d6-906a-eae9b700f7ca/download/" . . "2016-02-24 16:13:07.590000+00:00" . "2022-03-25 16:36:47.758876+00:00" . "application/pdf" . . "Sentinel 1 Handbook" . "2016-02-24 16:13:07.590000+00:00" . . . . . "11466"^^ . "https://api.rohub.org/api/resources/885aee33-f35b-4958-a83c-1a3895f951d6/download/" . . "2016-02-24 16:23:47.807000+00:00" . "2022-03-25 16:36:44.706586+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land Monitoring - conclusions.docx" . "2016-02-24 16:23:47.807000+00:00" . . . . . "450219"^^ . "https://api.rohub.org/api/resources/c9c7726b-6070-44c4-a40b-402912c646fe/download/" . . "2016-02-24 16:21:45.123000+00:00" . "2022-03-25 16:36:45.642194+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "LAND MONITORING-hypotesis.docx" . "2016-02-24 16:21:45.123000+00:00" . . . . . "24968"^^ . "https://api.rohub.org/api/resources/ddc168b8-216d-4eb4-b997-111b8f998f5f/download/" . . "2016-02-24 16:09:17.223000+00:00" . "2022-03-25 16:36:43.842776+00:00" . "image/png" . . "imgTest.png" . "2016-02-24 16:09:17.223000+00:00" . . . . . . . "2020" . . "computer science" . . "41.54929577464788" . "47.2" . "description" . . "1.6202049082678105" . "6.8" . "land monitoring use case" . . "1.0309278350515463" . "3.4" . "heritage mission" . . "2.7592480291085506" . "9.1" . "baseline" . . "3.526328329759352" . "14.8" . "European Union" . . . "engineering" . . "44.81040662436906" . "1.1378629207611084" . "data" . . "2.7710257656781723" . "11.4" . "Sentinel user handbook" . . "1.3341419041843543" . "4.4" . "activity" . . "3.0384054448225575" . "12.5" . "environmental science and management" . . "57.03765932858587" . "1.9248507618904114" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "classifier" . . "4.496840058337384" . "18.5" . "SENTINEL USER GUIDE ............................................................................." . . "4.520244037714919" . "16.3" . "Monitoring activity" . . "2.031534263189812" . "6.7" . "French Guiana" . . . "Monitoring RO." . . "1.0006064281382656" . "3.3" . "Science and technology" . . "Science and technology" . "Monitoring" . . "11.26995472956874" . "47.3" . "earth resources and remote sensing" . . "37.71514992396501" . "0.9576942920684814" . "impact" . . "4.1079241614000965" . "16.9" . "sentinel mission data acquisition" . . "2.274105518496058" . "7.5" . "Land Monitoring RO. This is a RO created for Land Monitoring Activities" . . "27.73155851358846" . "100.0" . "operational scenario" . . "8.02954491303312" . "33.7" . "in 2006 and 2010" . . "politics" . . "2.288732394366197" . "2.6" . "feature" . . "3.9863879436071947" . "16.4" . "methodology" . . "6.123421491541578" . "25.7" . "Ro" . . "5.493437044239184" . "22.6" . "land Monitoring activity" . . "10.491206791995149" . "34.6" . "in Feb-2016" . . "country" . . "6.0281964025279535" . "24.8" . "small sample size" . . "1.0309278350515463" . "3.4" . "communications and radar" . . "44.81040662436906" . "1.1378629207611084" . "activity" . . "3.454848701453419" . "14.5" . "sentinel family" . . "3.8598999285203717" . "16.2" . "land Monitoring RO." . . "16.73741661613099" . "55.2" . "aerospace engineering" . . "15.404929577464788" . "17.5" . "Prepared by Sentinel Team" . . "4.409317803660565" . "15.9" . "atmospheric sciences" . . "42.96234067141413" . "1.4498507678508759" . "to create and access data/text mining tools as well as of automatic tools for processing high volumes of data;" . . "1.0537992235163616" . "3.8" . "sentinel data product dissemination" . . "2.031534263189812" . "6.7" . "instrument payload" . . "2.5773195876288657" . "8.5" . "orbit characteristic" . . "3.5779260157671313" . "11.8" . "output" . . "1.701507049100632" . "7.0" . "mission" . . "1.4772456516559447" . "6.2" . "software" . . "8.098591549295772" . "9.2" . "Language" . . "Arts, culture and entertainment/Culture/Language" . "mission" . . "2.746718522119592" . "11.3" . "feature" . . "2.382654276864427" . "10.0" . "sentinel mission guide" . . "4.851425106124924" . "16.0" . "Ro" . . "6.766738146294973" . "28.4" . "life sciences (general)" . . "17.474443451665934" . "0.4437255263328552" . "Europe" . . . "decision" . . "2.2119591638308216" . "9.1" . "classifier" . . "4.717655468191565" . "19.8" . "size" . . "2.2119591638308216" . "9.1" . "workflow" . . "9.64974982130093" . "40.5" . "geosciences" . . "37.71514992396501" . "0.9576942920684814" . "sentinel B" . . "2.9108550636749544" . "9.6" . "tweak the feature" . . "3.51728320194057" . "11.6" . "sample" . . "3.3118894448415537" . "13.9" . "information" . . "2.527953330092368" . "10.4" . "Conclusions\n\n- The results obtained are better than the baseline, but not statistically significant." . . "9.76150859678314" . "35.2" . "system" . . "3.2085561497326207" . "13.2" . "data" . . "1.5963783654991661" . "6.7" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "earth sciences" . . "42.96234067141413" . "1.4498507678508759" . "European Space Agency" . . . "tweak the classifier" . . "8.489993935718617" . "28.0" . "land" . . "2.12056230640934" . "8.9" . "size" . . "2.1682153919466285" . "9.1" . "workflow" . . "12.129314535731648" . "49.9" . "sample" . . "3.2571706368497813" . "13.4" . "Everest" . . . "payload" . . "1.7744287797763734" . "7.3" . ". . . . Sentinel Mission Data Acquisition and (NRT) Production .................................................... . . . . Sentinel Collaborative Data Products .................................................................................. . . . . Sentinel Data Product Dissemination and Access ............................................................... . . . . Innovative Tools and Applications ....................................................................................... . . . . Sentinel complimentary Calibration/Validation activities ................." . . "3.910149750415973" . "14.1" . "conclusion" . . "1.8822968787228973" . "7.9" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "law" . . "12.852112676056336" . "14.6" . "description" . . "1.9445794846864366" . "8.0" . "European Space Agency" . . "3.232863393291201" . "13.3" . "With respect to the use of open data, dedicated satellites under the Copernicus[footnoteRef:1] programme can guarantee open and up-to-date information through a set of services dedicated to environmental and security issues." . . "0.9983361064891846" . "3.6" . "sample size" . . "17.22255912674348" . "56.8" . "This is in part related to the small sample size." . . "6.9606211869107035" . "25.1" . "astronautics" . . "19.806338028169012" . "22.5" . "The SENTINEL mission comprises a constellation of two polar orbiting satellites, operating day and night performing C \nband synthetic aperture radar imaging, enabling them to acquire imagery regardless of the weather." . . "1.9412090959511923" . "7.0" . "life sciences" . . "17.474443451665934" . "0.4437255263328552" . "- Tweaking the classifier has potentially more impact than tweaking the features." . . "10.98169717138103" . "39.6" . "sentinel mode" . . "0.9702850212249848" . "3.2" . "impact" . . "4.026685727900881" . "16.9" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "sentinel user guide" . . "1.6373559733171619" . "5.4" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "Land monitoring is a issue common to a number of user communities; the main aim is to provide useful information to those entities that have to make informed decisions to address environmental, scientific, humanitarian, health, political and security issues as well as to adopt sustainable management practices." . . "27.73155851358846" . "100.0" . "environmental sciences" . . "57.03765932858587" . "1.9248507618904114" . "European Space Agency" . . "1.6440314510364546" . "6.9" . "community" . . "1.8473505104521148" . "7.6" . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:31:52.707+02:00"^^ . . . . . "Land Monitoring RO" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "hHIwFRwUzpUwIv10WuHCzu0+043/FsOqzymSvji2Ws0aZmb1N5Q0tOs3rRIUv3O0S/V2UD+AeLmtVDa3F3nGQ+PB8w4SzA4ECORUzQBJgW6IbnTVoGZxuGxlD4PpBPzdJ7hkUOpjO2vlIKDfe25Wpa1/YKoW8tYmJNqeSVrKkxY0nbVNy+EpQ4LaWtKreeIr9U2PFFcGE6gBkq8Xr1lU1G5zHejt3+2KXk8+0OieOz5HvNkHP8Nqv04x5W/ea0G+aLNHszA/GA0iF8ShxOQIGwKrqLnQmWy0rV7nZX4Jw9ftTcJhDEOiE8Ezh5RwfFQyzhsbAhT/GdU8r617k2ELiA==" . . . . . . . "http://emanuele79.livejournal.com/" . . . . . . . . . . "65e769be-d0b2-401e-996b-c5a4afb49cb6.rdf" . . . "annotations/572dfc14-5d3d-4245-bc9b-87e2209cf271" . . . "RO samples" . . . . . . . "military" . . "data selection" . "SatCen" . . . "service information" . . "social media information" . . "archived data" . . "programming" . . "building industry" . . "Sentinel" . . "data provenance" . "Elizabeth" . . . "use" . . "user" . . "user" . . "sensing" . . "analysis" . . "Everest" . . "Monitoring" . . "communities" . . "LAND" . . "land monitoring data" . . "case" . . "changes" . . "data privacy" . . "information" . . "techniques" . . . "2016-02-24T17:27:21.745+01:00" . . . . "3410623"^^ . "https://api.rohub.org/api/ros/2d50b9a1-5eb8-46b2-a135-04c0db5da7e6/crate/download/" . . "2016-02-24 16:08:48.221000+00:00" . "2025-10-18 11:56:27.862244+00:00" . "2016-02-24 16:08:48.221000+00:00" . "This is a RO created for Land Monitoring Activities" . "application/ld+json" . . . . . . . . . "https://w3id.org/ro-id/2d50b9a1-5eb8-46b2-a135-04c0db5da7e6" . . "Land Monitoring RO" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://emanuele79.livejournal.com/. \"Land Monitoring RO.\" ROHub. Feb 24 ,2016. https://w3id.org/ro-id/2d50b9a1-5eb8-46b2-a135-04c0db5da7e6." . "datasets" . . . "RO samples" . . . . "manuals" . . . "workflows" . . . "biblio" . . . . "450219"^^ . "https://api.rohub.org/api/resources/0182cb87-8d24-4b3a-afcc-2299d138cd6f/download/" . . "2016-02-24 16:21:45.123000+00:00" . "2022-03-25 16:37:16.304854+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "LAND MONITORING-hypotesis.docx" . "2016-02-24 16:21:45.123000+00:00" . . . . . "24968"^^ . "https://api.rohub.org/api/resources/370f3a5d-aa2a-4a02-af8e-87ac453eee55/download/" . . "2016-02-24 16:09:17.223000+00:00" . "2022-03-25 16:37:14.517159+00:00" . "image/png" . . "imgTest.png" . "2016-02-24 16:09:17.223000+00:00" . . . . . "3150939"^^ . "https://api.rohub.org/api/resources/b68deac2-deac-47ac-8af0-0c9bd19d3f58/download/" . . "2016-02-24 16:13:07.590000+00:00" . "2022-03-25 16:37:18.681313+00:00" . "application/pdf" . . "Sentinel 1 Handbook" . "2016-02-24 16:13:07.590000+00:00" . . . . . "11466"^^ . "https://api.rohub.org/api/resources/d5501788-252c-4c8d-b4d0-070356a92b91/download/" . . "2016-02-24 16:23:47.807000+00:00" . "2022-03-25 16:37:15.403789+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land Monitoring - conclusions.docx" . "2016-02-24 16:23:47.807000+00:00" . . . . . . . "size" . . "2.2119591638308216" . "9.1" . "environmental sciences" . . "57.03765932858587" . "1.9248507618904114" . "European Space Agency" . . "3.232863393291201" . "13.3" . "description" . . "1.9445794846864366" . "8.0" . "tweak the feature" . . "3.51728320194057" . "11.6" . "Europe" . . . "operational scenario" . . "8.02954491303312" . "33.7" . "Monitoring RO." . . "1.0006064281382656" . "3.3" . "sentinel data product dissemination" . . "2.031534263189812" . "6.7" . "impact" . . "4.1079241614000965" . "16.9" . "small sample size" . . "1.0309278350515463" . "3.4" . "software" . . "8.098591549295772" . "9.2" . "land Monitoring RO." . . "16.73741661613099" . "55.2" . "European Union" . . . "size" . . "2.1682153919466285" . "9.1" . "sentinel user guide" . . "1.6373559733171619" . "5.4" . "Conclusions\n\n- The results obtained are better than the baseline, but not statistically significant." . . "9.76150859678314" . "35.2" . "classifier" . . "4.496840058337384" . "18.5" . "environmental science and management" . . "57.03765932858587" . "1.9248507618904114" . "in Feb-2016" . . "Everest" . . . "engineering" . . "44.81040662436906" . "1.1378629207611084" . "geosciences" . . "37.71514992396501" . "0.9576942920684814" . "life sciences (general)" . . "17.474443451665934" . "0.4437255263328552" . "classifier" . . "4.717655468191565" . "19.8" . "orbit characteristic" . . "3.5779260157671313" . "11.8" . "Ro" . . "5.493437044239184" . "22.6" . "system" . . "3.2085561497326207" . "13.2" . "The SENTINEL mission comprises a constellation of two polar orbiting satellites, operating day and night performing C \nband synthetic aperture radar imaging, enabling them to acquire imagery regardless of the weather." . . "1.9412090959511923" . "7.0" . "conclusion" . . "1.8822968787228973" . "7.9" . "sentinel family" . . "3.8598999285203717" . "16.2" . "sentinel mode" . . "0.9702850212249848" . "3.2" . "SENTINEL USER GUIDE ............................................................................." . . "4.520244037714919" . "16.3" . "Prepared by Sentinel Team" . . "4.409317803660565" . "15.9" . "land" . . "2.12056230640934" . "8.9" . "Land Monitoring RO. This is a RO created for Land Monitoring Activities" . . "27.73155851358846" . "100.0" . "Sentinel user handbook" . . "1.3341419041843543" . "4.4" . "Ro" . . "6.766738146294973" . "28.4" . "decision" . . "2.2119591638308216" . "9.1" . "Science and technology" . . "Science and technology" . "to create and access data/text mining tools as well as of automatic tools for processing high volumes of data;" . . "1.0537992235163616" . "3.8" . "impact" . . "4.026685727900881" . "16.9" . "feature" . . "2.382654276864427" . "10.0" . "tweak the classifier" . . "8.489993935718617" . "28.0" . "land monitoring use case" . . "1.0309278350515463" . "3.4" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "French Guiana" . . . "mission" . . "1.4772456516559447" . "6.2" . "output" . . "1.701507049100632" . "7.0" . "Language" . . "Arts, culture and entertainment/Culture/Language" . "2020" . . "sample size" . . "17.22255912674348" . "56.8" . "data" . . "1.5963783654991661" . "6.7" . "sentinel mission data acquisition" . . "2.274105518496058" . "7.5" . "life sciences" . . "17.474443451665934" . "0.4437255263328552" . "sample" . . "3.3118894448415537" . "13.9" . "activity" . . "3.454848701453419" . "14.5" . "methodology" . . "6.123421491541578" . "25.7" . "in 2006 and 2010" . . "feature" . . "3.9863879436071947" . "16.4" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "With respect to the use of open data, dedicated satellites under the Copernicus[footnoteRef:1] programme can guarantee open and up-to-date information through a set of services dedicated to environmental and security issues." . . "0.9983361064891846" . "3.6" . "- Tweaking the classifier has potentially more impact than tweaking the features." . . "10.98169717138103" . "39.6" . "country" . . "6.0281964025279535" . "24.8" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "payload" . . "1.7744287797763734" . "7.3" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "This is in part related to the small sample size." . . "6.9606211869107035" . "25.1" . "earth resources and remote sensing" . . "37.71514992396501" . "0.9576942920684814" . "instrument payload" . . "2.5773195876288657" . "8.5" . "atmospheric sciences" . . "42.96234067141413" . "1.4498507678508759" . "Land monitoring is a issue common to a number of user communities; the main aim is to provide useful information to those entities that have to make informed decisions to address environmental, scientific, humanitarian, health, political and security issues as well as to adopt sustainable management practices." . . "27.73155851358846" . "100.0" . "aerospace engineering" . . "15.404929577464788" . "17.5" . "politics" . . "2.288732394366197" . "2.6" . "sentinel B" . . "2.9108550636749544" . "9.6" . "workflow" . . "12.129314535731648" . "49.9" . "sentinel mission guide" . . "4.851425106124924" . "16.0" . "European Space Agency" . . "1.6440314510364546" . "6.9" . "workflow" . . "9.64974982130093" . "40.5" . "community" . . "1.8473505104521148" . "7.6" . "law" . . "12.852112676056336" . "14.6" . "Monitoring" . . "11.26995472956874" . "47.3" . "description" . . "1.6202049082678105" . "6.8" . ". . . . Sentinel Mission Data Acquisition and (NRT) Production .................................................... . . . . Sentinel Collaborative Data Products .................................................................................. . . . . Sentinel Data Product Dissemination and Access ............................................................... . . . . Innovative Tools and Applications ....................................................................................... . . . . Sentinel complimentary Calibration/Validation activities ................." . . "3.910149750415973" . "14.1" . "information" . . "2.527953330092368" . "10.4" . "data" . . "2.7710257656781723" . "11.4" . "baseline" . . "3.526328329759352" . "14.8" . "computer science" . . "41.54929577464788" . "47.2" . "activity" . . "3.0384054448225575" . "12.5" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "land Monitoring activity" . . "10.491206791995149" . "34.6" . "mission" . . "2.746718522119592" . "11.3" . "Monitoring activity" . . "2.031534263189812" . "6.7" . "earth sciences" . . "42.96234067141413" . "1.4498507678508759" . "sample" . . "3.2571706368497813" . "13.4" . "astronautics" . . "19.806338028169012" . "22.5" . "heritage mission" . . "2.7592480291085506" . "9.1" . "European Space Agency" . . . "communications and radar" . . "44.81040662436906" . "1.1378629207611084" . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:31:37.793+02:00"^^ . . . . . "Land Monitoring RO" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "RyYP016gQ890CI0h6zPnM5XyYuMV8H3F3E0JZo8TMffHUVZ8uIFU1/PoYriVG6N1EJPzj/sNzkFkGz1VHuvsYgjSV43k88vrdYQm898COJ4PpedI6gG8h/pMR6Rp++Q0UI8KyRdlQQqo7IRlYfnacCL3Fyj3wuEFQ35JHu1TZichBkJVIqDkGQ5EELNYGbtM07nni848zP0WDO1BjG0hHyso3SlNzkcf0nZzWWo13Z/MBj1RrHb3BXNVSmYtIr1KDvZE37Tquy6s3Js3/RRUR88HtLU7pnR4ONe0La17GdsgnRoiPup4/MH8XS8JSarLklljpU+JqY0UqlogJH3tGg==" . . . . . . . "http://emanuele79.livejournal.com/" . . . . . "military" . . "data selection" . "SatCen" . . . "service information" . . "social media information" . . "archived data" . . "programming" . . "building industry" . . "Sentinel" . . "data provenance" . "Elizabeth" . . . "use" . . "user" . . "user" . . "sensing" . . "analysis" . . "Everest" . . "Monitoring" . . "communities" . . "LAND" . . "land monitoring data" . . "case" . . "changes" . . "data privacy" . . "information" . . "techniques" . . . "2016-02-24T17:25:00.127+01:00" . . . "3409372"^^ . "https://api.rohub.org/api/ros/94f3ec01-2fc1-4d36-9d33-df988345c96b/crate/download/" . . "2016-02-24 16:08:48.221000+00:00" . "2025-10-18 11:56:15.168592+00:00" . "2016-02-24 16:08:48.221000+00:00" . "This is a RO created for Land Monitoring Activities" . "application/ld+json" . . . . . . . . "https://w3id.org/ro-id/94f3ec01-2fc1-4d36-9d33-df988345c96b" . . "Land Monitoring RO" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://emanuele79.livejournal.com/. \"Land Monitoring RO.\" ROHub. Feb 24 ,2016. https://w3id.org/ro-id/94f3ec01-2fc1-4d36-9d33-df988345c96b." . "workflows" . . . "datasets" . . . . "manuals" . . . "biblio" . . . . "24968"^^ . "https://api.rohub.org/api/resources/7064747c-169d-40fb-9756-15d56b9e574b/download/" . . "2016-02-24 16:09:17.223000+00:00" . "2022-03-25 16:37:45.006847+00:00" . "image/png" . . "imgTest.png" . "2016-02-24 16:09:17.223000+00:00" . . . . . "450219"^^ . "https://api.rohub.org/api/resources/770a0193-5dc6-4eec-b278-e392994716e0/download/" . . "2016-02-24 16:21:45.123000+00:00" . "2022-03-25 16:37:46.854978+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "LAND MONITORING-hypotesis.docx" . "2016-02-24 16:21:45.123000+00:00" . . . . . "11466"^^ . "https://api.rohub.org/api/resources/87037202-5ae1-4bfb-8303-a24c0d520357/download/" . . "2016-02-24 16:23:47.807000+00:00" . "2022-03-25 16:37:45.836419+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "Land Monitoring - conclusions.docx" . "2016-02-24 16:23:47.807000+00:00" . . . . . "3150939"^^ . "https://api.rohub.org/api/resources/9afe342c-ac1d-4c8c-89b0-0e9492b685be/download/" . . "2016-02-24 16:13:07.590000+00:00" . "2022-03-25 16:37:48.918998+00:00" . "application/pdf" . . "Sentinel 1 Handbook" . "2016-02-24 16:13:07.590000+00:00" . . . . . . . "sentinel user guide" . . "1.6373559733171619" . "5.4" . "mission" . . "2.746718522119592" . "11.3" . "in 2006 and 2010" . . "impact" . . "4.026685727900881" . "16.9" . "software" . . "8.098591549295772" . "9.2" . "Conclusions\n\n- The results obtained are better than the baseline, but not statistically significant." . . "9.76150859678314" . "35.2" . "European Space Agency" . . "3.232863393291201" . "13.3" . "Europe" . . . "environmental science and management" . . "57.03765932858587" . "1.9248507618904114" . "- Tweaking the classifier has potentially more impact than tweaking the features." . . "10.98169717138103" . "39.6" . "sentinel family" . . "3.8598999285203717" . "16.2" . "Monitoring RO." . . "1.0006064281382656" . "3.3" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "2020" . . "conclusion" . . "1.8822968787228973" . "7.9" . "law" . . "12.852112676056336" . "14.6" . "environmental sciences" . . "57.03765932858587" . "1.9248507618904114" . "activity" . . "3.454848701453419" . "14.5" . "European Space Agency" . . . "land Monitoring activity" . . "10.491206791995149" . "34.6" . "system" . . "3.2085561497326207" . "13.2" . "SENTINEL USER GUIDE ............................................................................." . . "4.520244037714919" . "16.3" . "sample size" . . "17.22255912674348" . "56.8" . "sentinel mode" . . "0.9702850212249848" . "3.2" . "earth resources and remote sensing" . . "37.71514992396501" . "0.9576942920684814" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "Sentinel user handbook" . . "1.3341419041843543" . "4.4" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "instrument payload" . . "2.5773195876288657" . "8.5" . "information" . . "2.527953330092368" . "10.4" . "operational scenario" . . "8.02954491303312" . "33.7" . "The SENTINEL mission comprises a constellation of two polar orbiting satellites, operating day and night performing C \nband synthetic aperture radar imaging, enabling them to acquire imagery regardless of the weather." . . "1.9412090959511923" . "7.0" . "Land monitoring is a issue common to a number of user communities; the main aim is to provide useful information to those entities that have to make informed decisions to address environmental, scientific, humanitarian, health, political and security issues as well as to adopt sustainable management practices." . . "27.73155851358846" . "100.0" . "computer science" . . "41.54929577464788" . "47.2" . "sample" . . "3.3118894448415537" . "13.9" . "land Monitoring RO." . . "16.73741661613099" . "55.2" . "size" . . "2.2119591638308216" . "9.1" . "Monitoring" . . "11.26995472956874" . "47.3" . "astronautics" . . "19.806338028169012" . "22.5" . "small sample size" . . "1.0309278350515463" . "3.4" . "tweak the classifier" . . "8.489993935718617" . "28.0" . "to create and access data/text mining tools as well as of automatic tools for processing high volumes of data;" . . "1.0537992235163616" . "3.8" . "data" . . "1.5963783654991661" . "6.7" . "aerospace engineering" . . "15.404929577464788" . "17.5" . "community" . . "1.8473505104521148" . "7.6" . "Ro" . . "5.493437044239184" . "22.6" . "classifier" . . "4.496840058337384" . "18.5" . "geosciences" . . "37.71514992396501" . "0.9576942920684814" . "data" . . "2.7710257656781723" . "11.4" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "This is in part related to the small sample size." . . "6.9606211869107035" . "25.1" . "Land Monitoring RO. This is a RO created for Land Monitoring Activities" . . "27.73155851358846" . "100.0" . "land monitoring use case" . . "1.0309278350515463" . "3.4" . "earth sciences" . . "42.96234067141413" . "1.4498507678508759" . "French Guiana" . . . "methodology" . . "6.123421491541578" . "25.7" . "Language" . . "Arts, culture and entertainment/Culture/Language" . "country" . . "6.0281964025279535" . "24.8" . "life sciences" . . "17.474443451665934" . "0.4437255263328552" . ". . . . Sentinel Mission Data Acquisition and (NRT) Production .................................................... . . . . Sentinel Collaborative Data Products .................................................................................. . . . . Sentinel Data Product Dissemination and Access ............................................................... . . . . Innovative Tools and Applications ....................................................................................... . . . . Sentinel complimentary Calibration/Validation activities ................." . . "3.910149750415973" . "14.1" . "impact" . . "4.1079241614000965" . "16.9" . "land" . . "2.12056230640934" . "8.9" . "decision" . . "2.2119591638308216" . "9.1" . "Science and technology" . . "Science and technology" . "in Feb-2016" . . "output" . . "1.701507049100632" . "7.0" . "Ro" . . "6.766738146294973" . "28.4" . "size" . . "2.1682153919466285" . "9.1" . "sentinel B" . . "2.9108550636749544" . "9.6" . "workflow" . . "12.129314535731648" . "49.9" . "communications and radar" . . "44.81040662436906" . "1.1378629207611084" . "baseline" . . "3.526328329759352" . "14.8" . "politics" . . "2.288732394366197" . "2.6" . "workflow" . . "9.64974982130093" . "40.5" . "Monitoring activity" . . "2.031534263189812" . "6.7" . "sentinel data product dissemination" . . "2.031534263189812" . "6.7" . "description" . . "1.9445794846864366" . "8.0" . "life sciences (general)" . . "17.474443451665934" . "0.4437255263328552" . "sample" . . "3.2571706368497813" . "13.4" . "mission" . . "1.4772456516559447" . "6.2" . "description" . . "1.6202049082678105" . "6.8" . "European Union" . . . "activity" . . "3.0384054448225575" . "12.5" . "With respect to the use of open data, dedicated satellites under the Copernicus[footnoteRef:1] programme can guarantee open and up-to-date information through a set of services dedicated to environmental and security issues." . . "0.9983361064891846" . "3.6" . "Prepared by Sentinel Team" . . "4.409317803660565" . "15.9" . "engineering" . . "44.81040662436906" . "1.1378629207611084" . "sentinel mission data acquisition" . . "2.274105518496058" . "7.5" . "European Space Agency" . . "1.6440314510364546" . "6.9" . "sentinel mission guide" . . "4.851425106124924" . "16.0" . "orbit characteristic" . . "3.5779260157671313" . "11.8" . "payload" . . "1.7744287797763734" . "7.3" . "heritage mission" . . "2.7592480291085506" . "9.1" . "feature" . . "2.382654276864427" . "10.0" . "feature" . . "3.9863879436071947" . "16.4" . "Armed forces" . . "Politics/Government/Defence/Armed forces" . "Everest" . . . "atmospheric sciences" . . "42.96234067141413" . "1.4498507678508759" . "classifier" . . "4.717655468191565" . "19.8" . "tweak the feature" . . "3.51728320194057" . "11.6" . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:31:19.757+02:00"^^ . . . . . "Land Monitoring RO" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . 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"Language" . . "Arts, culture and entertainment/Culture/Language" . "hazard impact modelling context" . . "4.628890662410216" . "5.8" . "computer science" . . "17.801047120418847" . "3.4" . "data" . . "3.6041189931350113" . "6.3" . "guidance" . . "3.432494279176201" . "6.0" . "Hazard Impact Model Development" . . "15.35688536409517" . "21.3" . "ensemble surface runoff forecast" . . "2.5538707102952913" . "3.2" . "early warning system" . . "10.011441647597254" . "17.5" . "GIS database" . . "2.633679169992019" . "3.3" . "software" . . "25.13089005235602" . "4.8" . "workflow" . . "4.3258832011535695" . "6.0" . "development of early warning systems" . . "13.248204309656826" . "16.6" . "Datasets specific to hazard footprints e.g. MetOffice observed rainfall data and ensemble forecast rainfall (GIS gridded raster data)" . . "6.910246227164415" . "8.7" . "ensemble" . . "6.350114416475973" . "11.100000000000001" . "hazard" . . "13.482335976928624" . "18.7" . "dataset" . . "9.153318077803203" . "16.0" . "impact" . . "13.501144164759724" . "23.6" . "Hardware" . . "Economy, business and finance/Economic sector/Computing and information technology/Hardware" . "impact" . . "13.554434030281184" . "18.8" . "geosciences" . . "100.0" . "0.8209701478481293" . "earth sciences" . . "38.97441210741846" . "0.6053743362426758" . "chance" . . "10.583524027459953" . "18.5" . "workflow" . . "4.519450800915331" . "7.9" . "geographic information system" . . "3.832951945080091" . "6.7" . "early warning system" . . "13.266041816870944" . "18.4" . "Weather" . . "Weather" . "RO. Ro" . . "3.5913806863527533" . "4.5" . "United Kingdom" . . "15.42898341744773" . "21.4" . "system" . . "5.892448512585812" . "10.3" . "United Kingdom" . . . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "footprint" . . "5.3775743707093815" . "9.4" . "element" . . "3.4607065609228553" . "4.8" . "Description of datasets and primary purpose in hazard impact modelling context e.g. ensemble rainfall forecast input to G2G to yield ensemble surface runoff forecasts" . . "8.498808578236696" . "10.7" . "workflow description" . . "3.750997605746209" . "4.7" . "hazard impact modelling workflow" . . "2.3942537909018355" . "3.0" . "Hazard Impact Model Development RO. Ro" . . "47.88507581803671" . "60.0" . "earth resources and remote sensing" . . "100.0" . "0.8209701478481293" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "GIS" . . "3.6770007209805335" . "5.1" . "database" . . "57.06806282722513" . "10.9" . "database" . . "2.6315789473684204" . "4.6" . "dataset" . . "4.974765681326605" . "6.9" . "impacts within the UK" . . "5.107741420590583" . "6.4" . "method" . . "3.893294881038212" . "5.4" . "Hazard Impact Model Development RO. RO to facilitate development of early warning systems for natural hazards and their impacts within the UK." . . "79.42811755361397" . "100.0" . "natural hazard" . . "9.577015163607342" . "12.0" . "geophysics" . . "38.97441210741846" . "0.6053743362426758" . "description" . . "3.4607065609228553" . "4.8" . "United Kingdom" . . "11.899313501144164" . "20.8" . "environmental science and management" . . "61.02558789258154" . "0.9478866457939148" . . . "2016-02-02T13:43:52.345+01:00" . . . "38304"^^ . "https://api.rohub.org/api/ros/fb83ce4a-bcbd-4708-984a-c67bdbc10bdd/crate/download/" . . "2016-01-25 15:51:30.922000+00:00" . "2025-10-18 11:56:03.731636+00:00" . "2016-01-25 15:51:30.922000+00:00" . "RO to facilitate development of early warning systems for natural hazards and their impacts within the UK." . "application/ld+json" . . . . . . . "https://w3id.org/ro-id/fb83ce4a-bcbd-4708-984a-c67bdbc10bdd" . . "Hazard Impact Model Development RO" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://tahsl.livejournal.com/. \"Hazard Impact Model Development RO.\" ROHub. Jan 25 ,2016. https://w3id.org/ro-id/fb83ce4a-bcbd-4708-984a-c67bdbc10bdd." . "input data" . . . "method notes" . . . "definitions" . . . . . . "framework" . . . "workflow" . . . "publications" . . . "case study" . . . "validation" . . . "risk" . . . "rainfall observed" . . . "software" . . . "generic datasets" . . . "standards" . . . "rainfall forecast" . . . "hazards" . . . . "processing" . . . "intermediary" . . . "input" . . . "used" . . . . . . "documentation" . . . "impacts" . . . . . . . . . "data" . . . "produced" . . . "methodology guidance" . . . "user guides" . . . "impact library" . . . "output" . . . . "20825"^^ . "https://api.rohub.org/api/resources/d23349d6-dd05-4568-9b79-f78022de0693/download/" . . "2016-01-25 17:35:00.034000+00:00" . "2022-03-25 16:40:24.570337+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "NHP Research Object Hackathon v2.docx" . "2016-01-25 17:35:00.034000+00:00" . . . . . . . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:31:02.239+02:00"^^ . . . . . "Hazard Impact Model Development RO" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "fu4vFMpLQaHIvBgBF4QyWAzPAtxkq0wjxk+dBNFRDQ7gduPgZKJ1ZAvQ0dETVd5CDGYlV0Mt2a89Ikq7eCLSlCIvzoICF3mPH9qBBBgluU3pqBg1TruZKN0yVuGo2V4a9WG5bzpv9qNip/onpCsDV6KLzCQINLCUWto5FHbXJWyIO3Ad2XNzOEc8Pe57s8mOQQkGCy8i43KdlsVAqpX6l65ZpjdOEuwpMuvKVVhUDHWKi8fNROwzaoT3Qnp7dV+N/D0zAxIc61XJ+/21+PqoABZ27HkUcutk7FldXolFNfAKZOdZ+QpDJ5QSp7g2JhWfzf7Nx14z3IY/3EoqDoDMTg==" . . . . . . . "http://rapw3k.livejournal.com/" . . . . . "input data Multitemporal InSAR image data" . . "SBAS InSAR data processing" . . "processing method" . . "SBAS method" . . "programming" . . "velocities" . . "GPS" . . "telecommunications" . . "file" . . "residuals" . . "ground" . . . "2016-01-22T14:47:35.818+01:00" . . . "749686"^^ . "https://api.rohub.org/api/ros/85dd9dc0-7231-454e-b3c6-ca619c8d4df2/crate/download/" . . "2016-01-22 11:43:56.224000+00:00" . "2025-10-18 11:55:41.598421+00:00" . "2016-01-22 11:43:56.224000+00:00" . "Ground deformation mapping is a typical use case for this VRC. It may be carried out by different researchers on different volcanoes or even on the same volcano" . "application/ld+json" . . . . . . "https://w3id.org/ro-id/85dd9dc0-7231-454e-b3c6-ca619c8d4df2" . . "Volcano deformation mapping" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Please make sure that this workflow is executable" . "http://rapw3k.livejournal.com/. \"Volcano deformation mapping.\" ROHub. Jan 22 ,2016. https://w3id.org/ro-id/85dd9dc0-7231-454e-b3c6-ca619c8d4df2." . . "output" . . . . . . "data" . . . "figures" . . . "used" . . . . "connected" . . . "figures" . . . "produced" . . . "web services" . . . "compilers" . . . "software" . . . "manuals" . . . "publications" . . . . . "documentation" . . . "configuration files" . . . . "main" . . . . . . "processing" . . . . . "workflows" . . . "annotations" . . . "scripts" . . . "input" . . . "consumption" . . . . "13779"^^ . "https://api.rohub.org/api/resources/0640ba54-ab25-47fb-a73a-2bf3762217f6/download/" . . "2016-01-22 12:00:03.236000+00:00" . "2022-03-25 16:41:49.808434+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . . "SBAS InSAR data processing using SarScape.docx" . "2016-01-22 12:00:03.236000+00:00" . . . . . "13665"^^ . "https://api.rohub.org/api/resources/38cea6c2-1621-41d2-8eb5-5c028f5dddf4/download/" . . "2016-01-22 12:17:20.473000+00:00" . "2022-03-25 16:41:47.859397+00:00" . "image/jpeg" . . "volano-def.jpg" . "2016-01-22 12:17:20.473000+00:00" . . . . . "12804"^^ . "https://api.rohub.org/api/resources/52c75270-985b-4705-80ee-053bb3eff72e/download/" . . "2016-01-22 12:02:23.324000+00:00" . "2022-03-25 16:41:48.903620+00:00" . "application/vnd.openxmlformats-officedocument.wordprocessingml.document" . "CC-BY-NC4" . "Validation of ground velocities using InSAR ground deformation and GPS.docx" . "2016-01-22 12:02:23.324000+00:00" . . . . . "702905"^^ . "https://api.rohub.org/api/resources/61d312ce-035d-4006-9ce0-98afffda9b5d/download/" . . "2016-01-22 12:23:54.578000+00:00" . "2022-03-25 16:41:45.477209+00:00" . "application/zip" . . "vel_masked2.zip" . "2016-01-22 12:23:54.578000+00:00" . . . "This is a compressed file of all the output results" . . . . "script" . . "3.0653266331658293" . "6.1" . "ground velocity file" . . "7.529055078322385" . "14.9" . "SarScape software interface" . . "8.388074785245074" . "16.6" . "It may be carried out by different researchers on different volcanoes or even on the same volcano" . . "7.288765088207985" . "15.7" . "geosciences" . . "100.0" . "0.8578767776489258" . "soil" . . "3.558576569372251" . "8.9" . "Volcanic eruption" . . "Disaster, accident and emergency incident/Disaster/Natural disasters/Volcanic eruption" . "geology" . . "100.0" . "0.9990125894546509" . "use case" . . "3.6683417085427137" . "7.3" . "SBAS method" . . "5.305709954522486" . "10.5" . "IT-computer sciences" . . "Science and technology/Technology and engineering/IT-computer sciences" . "software interface" . . "3.0653266331658293" . "6.1" . "mapping" . . "12.11515393842463" . "30.3" . "same volcano" . . "1.5159171298635674" . "3.0" . "Ground deformation mapping is a typical use case for this VRC." . . "25.580315691736303" . "55.1" . "global positioning system" . . "4.998000799680128" . "12.5" . "processing SW SarScape" . . "6.2152602324406265" . "12.3" . "SarScape" . . "5.8291457286432165" . "11.6" . "Natural disasters" . . "Disaster, accident and emergency incident/Disaster/Natural disasters" . "data" . . "4.278288684526189" . "10.7" . "volcano" . . "4.398240703718512" . "11.0" . "processing" . . "2.3990403838464616" . "6.0" . "telecommunications" . . "6.578947368421052" . "2.5" . "Activities\tOpens ArcMap interface\tLoad ground velocity file to validate and test files (they should have the same Line of Sight \tRun scripts to compare two raster ground velocity files and calculate the statistics of residuals." . . "10.53853296193129" . "22.7" . "result" . . "2.4390243902439024" . "6.1" . "input data" . . "4.321608040201005" . "8.6" . "different researcher" . . "0.8590197069226883" . "1.7" . "ground deformation mapping" . . "31.985851440121273" . "63.3" . "earth sciences" . . "100.0" . "0.9990125894546509" . "ground" . . "8.190954773869347" . "16.3" . "line of sight run script" . . "2.2233451237998993" . "4.4" . "velocity" . . "5.728643216080402" . "11.4" . "ground" . . "4.358256697321072" . "10.9" . "WF steps\tUser selects the appropriate InSAR and DEM data for the processing." . . "4.8282265552460535" . "10.4" . "volcano" . . "5.678391959798995" . "11.3" . "mapping" . . "15.477386934673367" . "30.8" . "volcano deformation mapping" . . "13.996968165740272" . "27.7" . "input data Multitemporal InSAR image data" . . "6.06366851945427" . "12.0" . "vertical redundancy check" . . "2.5589764094362257" . "6.4" . "validation" . . "2.3115577889447234" . "4.6" . "Science and technology" . . "Science and technology" . "data" . . "4.623115577889447" . "9.2" . "law" . . "8.157894736842104" . "3.1" . "computer programming" . . "9.210526315789474" . "3.5" . "processing" . . "2.613065326633166" . "5.2" . "VRC" . . "3.3165829145728645" . "6.6" . "The user runs the SarScape software interface and displays one or more menus and graphic windows to select the input data, the processing method (SBAS) and parameters." . . "9.006499535747444" . "19.4" . "velocity" . . "5.557776889244303" . "13.9" . "programming interface" . . "2.7988804478208715" . "7.0" . "raster" . . "2.7189124350259894" . "6.8" . "Discrimination" . . "Society/Discrimination" . "Computer crime" . . "Crime, law and justice/Crime/Computer crime" . "researcher" . . "4.42211055276382" . "8.8" . "computer science" . . "40.26315789473684" . "15.3" . "GPS" . . "5.226130653266332" . "10.4" . "GPS site velocity" . . "5.811015664477009" . "11.5" . "Workflow Title: \tSBAS InSAR data processing using SarScape" . . "7.98514391829155" . "17.2" . "Workflow Title: \tValidation of ground velocities using InSAR ground deformation and GPS" . . "12.070566388115134" . "26.0" . "input file" . . "3.9184326269492207" . "9.8" . "raster" . . "2.814070351758794" . "5.6" . "deformation" . . "11.959798994974875" . "23.8" . "Volcano deformation mapping." . . "13.50974930362117" . "29.1" . "statistics" . . "2.279088364654138" . "5.7" . "InSAR ground deformation" . . "4.143506821627084" . "8.2" . "user" . . "2.9588164734106357" . "7.4" . "deformation" . . "9.636145541783288" . "24.1" . "SBAS InSAR" . . "2.71356783919598" . "5.4" . "different volcano" . . "1.010611419909045" . "2.0" . "rule" . . "2.279088364654138" . "5.7" . "Input data\tGround velocity file in raster format \tGround velocity file(s) resulting from different analysis methods (e.g. PS, SBAS, mixed), different time periods, or different datasets (e.g. Sentinel-1, ALOS 2, GPS, optical levelling)" . . "9.192200557103064" . "19.8" . "processing method" . . "3.1328954017180393" . "6.2" . "geophysics" . . "100.0" . "0.8578767776489258" . "Capital punishment" . . "Crime, law and justice/Law enforcement/Punishment (criminal)/Capital punishment" . "script" . . "2.838864454218313" . "7.1" . "digital elevation model" . . "2.663316582914573" . "5.3" . "velocity file" . . "1.819100555836281" . "3.6" . "researcher" . . "3.358656537385046" . "8.4" . "software" . . "35.78947368421053" . "13.6" . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:30:34.826+02:00"^^ . . . . . "Volcano deformation mapping" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "FowSIqZybOzxZO75eM61V3fl27MQgxGYKOEdhxlPOq4a7w9T1paMbN3CxhhE4M2J0reqAH3PdnydST+8es4YYsueUyV1jdIEZfsXyA0Yq69StzzashPx9y6MxjUGlNXmf5RJxY4Leyy9DXUjzU7s87deXCJfjv0I8i3FA0CiMZtRUPL+cm4CGm5GJy5Uu5/0yXWEm9kcUEI0+tvQVge39g82enzDeslRcZDO7ivxqHk+GT7KKMaxe3/9hnPlGlZvO6vrfwH3T+uV77H5SoKALsTXryLzDjnyMaYpbu2zOAZH95XI8YXF7HBrqek5DZpEuIKleOgLniI1ZVay76L+0g==" . . . . . . . . . "memory" . . "deregulate in HD" . . "HD" . . "participate in epigenetic processes" . . "genetics" . . "research" . . "have an epigenetic role" . "aim" . . "3.7729318103149883" . "10.9" . "gene deregulation" . . "1.8138261464750172" . "5.3" . "genes involved in HD gene deregulation have an epigenetic role" . . "33.34444814938313" . "100.0" . "participate in epigenetic process" . . "0.20533880903490762" . "0.6" . "web service" . . "4.084458290065767" . "11.8" . "have an epigenetic role" . . "0.06844626967830253" . "0.2" . "life sciences" . . "100.0" . "2.662090003490448" . "chromatin" . . "5.430210325047801" . "14.2" . "HD chromatin analysis" . . "10.095824777549623" . "29.5" . "http" . . "3.530633437175493" . "10.2" . "deregulation" . . "11.586998087954111" . "30.3" . "analysis" . . "2.076843198338526" . "6.0" . "http" . . "4.053537284894838" . "10.6" . "chromatin data interpretation" . . "9.68514715947981" . "28.3" . "HD gene deregulation" . . "25.735797399041754" . "75.2" . "deregulate in HD" . . "16.1533196440794" . "47.2" . "earth sciences" . . "67.21141059758304" . "1.1682264804840088" . "epigenetic role" . . "6.536618754277893" . "19.1" . "research object" . . "5.6125941136208075" . "16.4" . "Animal" . . "Human interest/Animal" . "geochemistry" . . "32.78858940241696" . "0.5699106454849243" . "Genoa" . . "20.976116303219108" . "60.6" . "epigenetic" . . "2.942194530979578" . "8.5" . "chromatin" . . "4.7767393561786085" . "13.8" . "workflow" . . "3.6711281070745696" . "9.6" . "chromatin data interpretation." . . "4.268089363121041" . "12.8" . "geology" . . "67.21141059758304" . "1.1682264804840088" . "role" . . "5.469020422291451" . "15.8" . "information" . . "2.872966424368294" . "8.3" . "system" . . "3.703703703703704" . "10.7" . "web service" . . "4.7036328871892925" . "12.3" . "earth sciences" . . "32.78858940241696" . "0.5699106454849243" . "research" . . "4.091778202676864" . "10.7" . "research" . . "4.534440983039114" . "13.1" . "HD" . . "12.313575525812622" . "32.2" . "role" . . "5.621414913957935" . "14.7" . "chromatin analysis" . . "1.0609171800136894" . "3.1" . "object" . . "4.130019120458891" . "10.8" . "workflow" . . "3.0806507442021465" . "8.9" . "interpretation" . . "2.492211838006231" . "7.2" . "Science and technology" . . "Science and technology" . "life sciences (general)" . . "100.0" . "2.662090003490448" . "epigenetic process" . . "17.796030116358658" . "52.0" . "anni web services" . . "5.236139630390144" . "15.3" . "HD" . . "12.253374870197302" . "35.4" . "Genes deregulated in HD, are participating in epigenetic processes" . . "33.34444814938313" . "100.0" . "Genoa" . . "26.080305927342256" . "68.2" . "gene" . . "14.952198852772467" . "39.1" . "deregulation" . . "10.107303565247491" . "29.2" . "

This research object, was created in order to further analyse and interpret the results from the research object http://sandbox.rohub.org/rodl/ROs/HD_chromatin_analysis/  (HD chromatin analysis). The workflows in this research object are using the anni web services, implemented by the Biosemantics group.

" . . "29.043014338112705" . "87.1" . "data" . . "3.365200764818356" . "8.8" . "Economic policy" . . "Economy, business and finance/Economy/Economic policy" . "gene" . . "13.326410522672205" . "38.5" . . . "2014-02-26T14:16:20.355+01:00" . . . "81201"^^ . "https://api.rohub.org/api/ros/f84d00ef-47b2-40b3-af26-099ed7e82f5b/crate/download/" . . "2014-02-21 13:36:32.163000+00:00" . "2025-10-18 11:54:49.104646+00:00" . "2014-02-21 13:36:32.163000+00:00" . "

This research object, was created in order to further analyse and interpret the results from the research object http://sandbox.rohub.org/rodl/ROs/HD_chromatin_analysis/  (HD chromatin analysis). The workflows in this research object are using the anni web services, implemented by the Biosemantics group.

" . "application/ld+json" . . . . . "https://w3id.org/ro-id/f84d00ef-47b2-40b3-af26-099ed7e82f5b" . . "chromatin data interpretation" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Eleni Mina. \"chromatin data interpretation.\" ROHub. Feb 21 ,2014. https://w3id.org/ro-id/f84d00ef-47b2-40b3-af26-099ed7e82f5b." . . . . . . "data_interpretation" . . . . "30787"^^ . "https://api.rohub.org/api/resources/2ea2f7b6-1c15-454f-b62a-e7656bb81db4/download/" . . "2014-02-25 16:10:46.463000+00:00" . "2022-03-25 16:50:57.659485+00:00" . "This workflow lists all IDs and descriptions of the predefined concept set" . . "List Predefined Concept Sets" . "2014-02-25 16:10:46.463000+00:00" . . . . . "69369"^^ . "https://api.rohub.org/api/resources/473e57ab-4056-427a-a8d9-b2c62e9b34d4/download/" . . "2014-02-26 13:14:06.663000+00:00" . "2022-03-25 16:51:01.271983+00:00" . "This workflow takes two concept ids as input and returns the top ranking \"B\" concepts according to Swanson's ABC model of discovery, where the relationships AB and BC are known and reported in the literature, and the implicit relationship AC is a putative new discovery. It might also be the case that AC is already known. In that case AC does not represent a new discovery but will still be returned (see workflow example values). The B concepts are returned sorted on the percentage of the contributions of the individual concepts to the coherence score (the average of the inner product scores of all possible concept pairs within the group).\r\nThis workflow can be used together with other workflows in this pack: http://www.myexperiment.org/packs/282 for functional gene and SNP annotation and knowledge discovery." . . "Explain concept scores" . "2014-02-26 13:14:06.663000+00:00" . . . . . "63"^^ . "https://api.rohub.org/api/resources/5b168f58-186e-4335-8079-2c917c3173e3/download/" . . "2014-02-25 16:03:44.993000+00:00" . "2022-03-25 16:50:58.525827+00:00" . "text/plain" . . "hypothesis.txt" . "2014-02-25 16:03:44.993000+00:00" . . . . . "203555"^^ . "https://api.rohub.org/api/resources/7f5b48a1-083d-4891-b311-b4627ceaa7ab/download/" . . "2014-02-25 16:06:54.756000+00:00" . "2022-03-25 16:51:00.400167+00:00" . "This workflow annotates a comma separated gene list with a predefined concept set as for example Biological processes or Disease/syndrome. To obtain the particular id for each concept set (e.g. \"5\" for Biological processes), the workflow listPredefinedConceptSets needs to run first. The workflow is using the anni web services" . . "Annotate a gene list with Biological processes" . "2014-02-25 16:06:54.756000+00:00" . . . . . "188023"^^ . "https://api.rohub.org/api/resources/840546e9-eecd-455e-b3f7-b1893b29e083/download/" . . "2014-02-25 16:12:14.228000+00:00" . "2022-03-25 16:50:56.779303+00:00" . "This workflow can prioritize genes that are related to a specific concept, e.g. HTT. In order to obtain the concept id of the term that is going to be matched against the gene list, the workflow Get concept suggestions from term, needs to run first. matchConceptProfileList: the gene list we want to match (order) against a particular concept queryConceptProfileList: the concept (or gene list) we want to match the query against" . . "Prioritize gene list related to a concept /list of concepts" . "2014-02-25 16:12:14.228000+00:00" . . . . . "39476"^^ . "https://api.rohub.org/api/resources/cb796e52-689f-4e9e-8842-09612588af02/download/" . . "2014-02-25 16:04:13.823000+00:00" . "2022-03-25 16:50:55.921582+00:00" . "Sketch of the workflows and their explanation, for data interpretation, plus the connection to the output from the RO for chromatin analysis" . "image/png" . . "workflow sketch data interpretation" . "2014-02-25 16:04:13.823000+00:00" . . . . . "41692"^^ . "https://api.rohub.org/api/resources/ccd9b022-3e2d-422b-a5c5-1e12af73b5c7/download/" . . "2014-02-25 16:09:23.429000+00:00" . "2022-03-25 16:50:59.349734+00:00" . "This workflow suggests concept ids that match the query term. The user can run this workflow with any term of interest as for example \"human\", \"htt\", \"Transcription\" etc, and will get suggestions for concept ids together with descriptions. Then can choose the concept id that matches the best to her/his needs and use it to the rest of the CPA workflows" . . "Get concept suggestions from term" . "2014-02-25 16:09:23.429000+00:00" . . . . . "67"^^ . "https://api.rohub.org/api/resources/f97e8e56-b0de-4fda-9e37-352412aa2d3c/download/" . . "2014-02-25 16:03:12.283000+00:00" . "2022-03-25 16:50:54.643219+00:00" . "text/plain" . . "conclusions.txt" . "2014-02-25 16:03:12.283000+00:00" . . . . . . . "Eleni Mina" . . "Eleni Mina" . . "service-account-enrichment" . . "service-account-generation-service" . . . "2026-05-11T16:29:16.776+02:00"^^ . . . . . "chromatin data interpretation" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "Up6Z9JXEKPW2tLTt0yVcSHICXk3noZ5QS/+om3Okdz6+6XiYdmS6sKLCr/4VkXYdgn8gu/AL7cCtRZ3Uvej4g5k5h2bpAi9jbAabGP347O5lWSK/VfF8XZsHjzL7NTxcfbNEToeiMeEBofSYu+l4jLIzVzbTz2qbdfkkVy6dAE1gUKXL75Skua5KUl8wDGN8Kgm7Y53hadCM+v5FJUPwBiVNDsaBCqraDcWujDqafDEXkZSKijd8Vgb3zeLR7iwaiRl1Jcs7QZVxh9whQWdGTTpw+JChcKQBmKxVuImPStKK5LOcr665SUoE/uiv6eBV67ptTqvW6WPetkOVpKvGSA==" . . . . . . . "" . "Earth sciences" . . "environmental monitoring" . . "11.420612813370472" . "8.2" . "environmental monitoring from space" . . "11.598746081504702" . "11.1" . "service-account-enrichment" . . "False" . "https://w3id.org/ro-id/d0694eaf-a561-4c9f-9a70-17c296da2140" . "2022-03-29 07:03:12.340483+00:00" . "https://orcid.org/0000-0002-2736-0052" . . . "533964"^^ . "https://api.rohub.org/api/ros/15e9432f-53ee-4ea8-b1a3-6fdcaca7cf9e/crate/download/" . . "2021-12-14 10:41:17.716553+00:00" . "2024-03-05 12:16:56.530781+00:00" . "2021-12-14 10:41:17.716553+00:00" . "Collection and analysis of satellite data to monitor the effects of COVID-19 lockdown on water clarity in the north Adriatic Sea" . "application/ld+json" . . . . . "https://w3id.org/ro-id/15e9432f-53ee-4ea8-b1a3-6fdcaca7cf9e" . . "Analysis from satellite data – Environmental monitoring from space - snapshot" . "Analysis from satellite data – Environmental monitoring from space" . "MANUAL" . . . . "https://w3id.org/ro-id/81696625-5dc7-413b-a2c5-0815dee8dc2a" . "https://w3id.org/ro-id/08e10088-5d06-4d9a-a7a0-7a6bf4a0d199" . "https://w3id.org/ro-id/4266cc91-2256-44f6-b790-90445838a46e" . "https://w3id.org/ro-id/5549dbaf-583c-4c8c-8dfa-a39ad54b848e" . "https://w3id.org/ro-id/6c915ada-20b3-43cf-a69c-8773c78a0eaa" . "https://w3id.org/ro-id/6f7e5fac-e969-4048-9f37-c6b31a3c612e" . "https://w3id.org/ro-id/70d4f966-c4d0-48f5-9fa5-811f884e7b1e" . "https://w3id.org/ro-id/97bb139d-ef31-4724-96c5-ea9425fc7c37" . "https://w3id.org/ro-id/d2a7c5cc-1102-43cd-8f62-288373b07b06" . "https://w3id.org/ro-id/f3594549-487e-496f-9517-0860ce40f088" . "https://w3id.org/ro-id/74dd5244-227a-4a04-b482-735a591fd8c1" . "https://w3id.org/ro-id/b72312be-71d7-47a7-b84c-4bfe2e2e23dd" . "https://w3id.org/ro-id/7b96142d-d1dc-4dd2-9f96-5dd9fb851416" . "https://w3id.org/ro-id/32c4e511-07a6-4aed-8e1e-484785703c49" . "https://w3id.org/ro-id/3ee3f89c-1f32-41b6-a676-baa8abd9d56f" . "https://w3id.org/ro-id/63bbaf66-12ba-4747-88a4-b84d914c3b7e" . "https://w3id.org/ro-id/ac96b0ba-720f-47cb-a2fe-a19e3e7e7713" . "https://w3id.org/ro-id/c922ffbe-2d7f-4489-aaa7-b1aae735efc5" . "https://w3id.org/ro-id/cf67ee27-302a-48bc-a5ee-904c4e50fa3e" . "https://w3id.org/ro-id/d6fe7e21-0924-4201-b407-8df494f726ed" . "https://w3id.org/ro-id/5b45c2e1-bd6d-494f-8f0b-71842e9ff0c6" . "https://w3id.org/ro-id/aa125d6d-2a3d-4e86-a386-fca35f89cfff" . "https://w3id.org/ro-id/14db60f4-ba75-4054-8b25-9588535e5441" . "https://w3id.org/ro-id/3a19afd2-96fe-46f3-a8ff-a00267cec7a9" . "https://w3id.org/ro-id/3bea0d90-d8aa-4e43-9a10-49f192c86cf9" . "https://w3id.org/ro-id/99a7f0a1-d957-45a2-b2db-21a5a4d52bee" . "https://w3id.org/ro-id/ecb76892-a19f-4944-bdbc-7859c36c5de9" . "https://w3id.org/ro-id/6b907ad3-41f5-4c92-a60a-fa30c01895d6" . "https://w3id.org/ro-id/d95b93a0-106a-483a-af39-2d4e03335ad7" . "https://w3id.org/ro-id/f5db11a5-bf5a-4f0e-8924-4cef9408845f" . "Castellan, Giorgio. \"Analysis from satellite data – Environmental monitoring from space.\" ROHub. Dec 14 ,2021. https://doi.org/10.5281/zenodo.6392772." . "Discover, subset, download and visualize satellite data stored in a Data Cube from the ADAM Platform" . . "Method" . . . "Results" . . . "Results" . . . "Satellite data on Chl-a and Kd490" . . "Satellite_data" . . . . "70005"^^ . "https://api.rohub.org/api/resources/190680da-e8f0-45d9-91e0-504523674f2a/download/" . . "2021-12-14 14:33:06.849172+00:00" . "2022-03-29 07:03:09.363944+00:00" . "image/png" . . "Diffuse attenuation coefficient at 490 nm (Kd490) in 2018 in the north Adriatic Sea" . "2021-12-14 14:33:06.849172+00:00" . . . . . "449579"^^ . "https://api.rohub.org/api/resources/34811ef9-67ba-4917-a0f5-a601d5d4f582/download/" . . "2021-12-14 14:38:21.837867+00:00" . "2022-03-29 07:03:07.276437+00:00" . "image/jpeg" . . "Analysis from satellite data – Environmental monitoring from space during COVID-19 lockdown" . "2021-12-14 14:38:21.837867+00:00" . . . . . "https://w3id.org/ro-id/894d3a33-8340-497d-beaf-5b9d85c9bfc7" . . "2021-12-14 10:44:17.433059+00:00" . "2022-03-29 07:03:12.216426+00:00" . "Satellite data on water clarity in the Venice Lagoon during the COVID 19 lockdown" . . "Satellite data on water clarity in the Venice Lagoon during the COVID 19 lockdown" . "2021-12-14 10:44:17.433059+00:00" . . . . . "https://w3id.org/ro-id/34d648b3-0014-4a19-8469-40b9380ca4c3" . . "2021-12-14 10:44:48.894463+00:00" . "2022-03-29 07:03:08.528464+00:00" . "Discover and subset satellite data from the ADAM Platform" . . "Discover and subset satellite data from the ADAM Platform" . "2021-12-14 10:44:48.894463+00:00" . . . . . "68452"^^ . "https://api.rohub.org/api/resources/d1404599-300c-4572-971f-90a3a6a5e72a/download/" . . "2021-12-14 14:32:01.240770+00:00" . "2022-03-29 07:03:10.497073+00:00" . "image/png" . . "Diffuse attenuation coefficient at 490 nm (Kd490) in 2018 in the north Adriatic Sea" . "2021-12-14 14:32:01.240770+00:00" . . . . . . . "environmental monitoring" . . "11.413748378728926" . "8.8" . "effects of COVID-19 lockdown" . . "15.256008359456635" . "14.6" . "water clarity" . . "30.407523510971785" . "29.1" . "collection" . . "11.932555123216602" . "9.2" . "analysis" . . "14.902506963788301" . "10.7" . "water" . . "11.142061281337048" . "8.0" . "geosciences" . . "100.0" . "0.4130299687385559" . "analysis" . . "13.618677042801558" . "10.5" . "Collection and analysis of satellite data to monitor the effects of COVID-19 lockdown on water clarity in the north Adriatic Sea" . . "69.26926926926926" . "69.2" . "collection" . . "13.091922005571032" . "9.4" . "space" . . "5.153203342618385" . "3.7" . "Adriatic Sea" . . "11.142061281337048" . "8.0" . "earth sciences" . . "100.0" . "0.8256934881210327" . "Satellite technology" . . "Economy, business and finance/Economic sector/Computing and information technology/Satellite technology" . "Adriatic Sea" . . "https://www.wikidata.org/wiki/Q13924" . "clarity" . . "12.95264623955432" . "9.3" . "analysis from satellite data" . . "17.03239289446186" . "16.3" . "geophysics" . . "100.0" . "0.4130299687385559" . "satellite data" . . "23.47600518806745" . "18.1" . "geology" . . "100.0" . "0.8256934881210327" . "clarity" . . "12.5810635538262" . "9.7" . "lockdown" . . "14.785992217898833" . "11.4" . . "result" . . "4.735376044568246" . "3.4" . "covid 19" . . "12.191958495460442" . "9.4" . "Analysis from satellite data –" . . "22.02202202202202" . "22.0" . "analysis of satellite data" . . "25.705329153605014" . "24.6" . "lockdown" . . "15.459610027855154" . "11.1" . "Environmental monitoring from space." . . "8.708708708708707" . "8.7" . . "2026-05-11T16:28:46.564+02:00"^^ . . . . . "Analysis from satellite data – Environmental monitoring from space - snapshot" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "fRhWD7PbTZjOLGc3A9PehLrYput7IGZL2BZCSIAnWR2EMwLHTIFZhRoW8EyC9FVz2w28NCtwKzC7Zf8GPMDH/F163ZY3jxNMo5fglMMeKqhBy7+qtuRK3wtAaGgBRZJxiqSV4Vb5zZNiPZIsa6ORCRjEr6Yg4ANyEJNUhkZ7DDnm7Z8M1hAu7wxCt3wmDt2NWxKzu+h4aIC2EKF0P3WcsnfQJcvYdrGQ5gL1qU33MspW/+rE7UUkzM5xIHm0gG7HKPDOGvZLf6QU1l4fsSt93oHZ2fgGfV4M2YwZAqViHVBeSKqgZ53jUJLyNkQ6yve17nHxz29LY65kd1C5p1r77A==" . . . . . . . "" . "Applied sciences" . . "" . "Climatology" . . "10.13039/501100000781" . "European Commission" . . . "https://doi.org/10.5281/zenodo.4543739" . . "2022-03-28 14:18:39.324751+00:00" . "2022-03-29 18:08:07.800368+00:00" . "By deploying JupyterLab with PANGEO, CESM and ESMValTool conda environments as a new Climate Galaxy interactive tool, we are aiming at bridging the gap between climate scientists and non-climate specialists.\n\nGalaxy is an open, web-based platform for accessible, reproducible, and transparent computational research. One of the strength of Galaxy is that it does not require programming experience and allow researchers to easily upload data, run complex tools and workflows in a reproducible manner, and visualize results. Galaxy Climate is quite new and aims at offering tools to everyone interested in Climate Science so that they can analyse and visualize climate data produced by climate scientists. However, climate scientists and in particular climate modellers have very different working practices: they often like to use command lines for running climate models and thanks to the PANGEO community (a community platform for Big Data geoscience) the Jupyter ecosystem has become very popular with several deployments of JupyterHubs dedicated to climate data analysis. By deploying JupyterLab with PANGEO, CESM and ESMValTool conda environments as a new Climate Galaxy interactive tool (https://live.usegalaxy.eu/?tool_id=interactive_tool_climate_notebook), we are aiming at bridging the gap between climate scientists and non-climate specialists. On this poster, we will show typical use cases both for research (https://nordicesmhub.github.io/eosc-nordic-climate-demonstrator/02-use-cases/) and for teaching (https://nordicesmhub.github.io/NEGI-Abisko-2019/intro)." . . "Climate JupyterLab as an interactive tool in Galaxy" . "2022-03-28 14:18:39.324751+00:00" . . . . . "https://doi.org/10.5281/zenodo.6394185" . . "2022-03-29 17:55:05.034625+00:00" . "2022-03-29 18:08:05.535928+00:00" . "This is a tarball for the Docker climate-JupyterLab image - Version 2021-03-18.\n\nTo use it:\n\ndownload the image file docker-climate-notebook-2021-03-18.tar\nload it with docker with the command: docker load --input docker-climate-notebook-2021-03-18.tar\nlaunch the Docker container binding of your data folder (on the local machine) with the /import folder i(inside the container) with the command: docker run -v my_data_folder:/import -p 7777:8888 quay.io/nordicesmhub/docker-climate-notebook:2021-03-18\nstart your favorite web browser and go to: http://localhost:7777/ipython/\nSee https://github.com/NordicESMhub/docker-climate-notebook for more details" . . "Docker climate-JupyterLab image Version 2021-03-18" . "2022-03-29 17:55:05.034625+00:00" . . . . . "https://github.com/NordicESMhub/docker-climate-notebook" . . "2022-03-29 12:01:31.834492+00:00" . "2022-03-29 18:08:06.488065+00:00" . "This github repository contains all the sources required for building the docker containers that are made available in Quay Container Registry." . . "Source code for building the docker container (github repository)" . "2022-03-29 12:01:31.834492+00:00" . . . . . "https://jupyterlab.readthedocs.io/en/stable/" . . "2022-03-28 14:14:45.648769+00:00" . "2022-03-29 18:08:02.576584+00:00" . "Link to the online JupyterLab documentation." . . "JupyterLab Documentation" . "2022-03-28 14:14:45.648769+00:00" . . . . "University of Freiburg, Freiburg (Germany)" . "bjoern.gruening@gmail.com" . "Björn Grüning" . . "0000-0002-3079-6586" . . "https://quay.io/repository/nordicesmhub/docker-climate-notebook" . . "2022-03-29 11:58:28.213223+00:00" . "2022-03-29 18:08:06.281346+00:00" . "These docker images (different tags) correspond to the docker images built for Galaxy Climate JupyterLab.\nThe docker images can be used within Galaxy and as standalone docker images.\nYou can use the same images we use in Galaxy on your local computer or any other platform:\n\n1. Pull an existing image locally\n\ndocker pull quay.io/nordicesmhub/docker-climate-notebook\n\n2. Run a pre-build image from docker registry\n\n3. To start your JupyterLab:\n\ndocker run -p 7777:8888 quay.io/nordicesmhub/docker-climate-notebook\n\nand you will top open a new terminal and start your favorite web browser.\n\nyour running Jupyter Notebook instance on http://localhost:7777/ipython/.\n\nRemark: for reproducibility purpose, we suggest you use a specific tag e.g.\n\ndocker pull quay.io/nordicesmhub/docker-climate-notebook:2021-03-18\n\nThen use the same tag when starting your JupyterLab application:\n\ndocker run -p 7777:8888 quay.io/nordicesmhub/docker-climate-notebook:2021-03-18" . . "Docker images for Galaxy Climate JupyterLab (Quay Container Registry)" . "2022-03-29 11:58:28.213223+00:00" . . . . . "https://raw.githubusercontent.com/NordicESMhub/docker-climate-notebook/ie2/climate-jupyter-galaxy_web.gif" . . "2022-03-29 11:41:30.552728+00:00" . "2022-03-29 18:08:02.662870+00:00" . "This is a gif animated image showing how to start the Galaxy Climate JupyterLab in Galaxy Europe" . "image/gif" . . "How to start Galaxy Climate JupyterLab (gif animated)" . "2022-03-29 11:41:30.552728+00:00" . . . . . "https://raw.githubusercontent.com/NordicESMhub/docker-climate-notebook/ie2/map_vis_Galaxy.gif" . . "2022-03-29 11:43:11.075459+00:00" . "2022-03-29 18:08:03.597880+00:00" . "This is a gif animated image showing some of the functionalities of the Galaxy Climate JupyterLab" . "image/gif" . . "Demo of some of the functionalities of the Galaxy Climate JupyterLab (gif animated)" . "2022-03-29 11:43:11.075459+00:00" . . . . "01xtthb56" . "University of Oslo" . . . "04jcwf484" . "Nordic e-Infrastructure Collaboration" . . . . "857652" . "EOSC-Nordic" . "EOSC-Nordic" . . . "01840e60-5480-4d82-a6e0-ba8713e1ccc8" . "POINT (7.8337097307667145 48.01044395569975)" . . "10.766601562500002" . "59.921531172441085" . "POINT (10.766601562500002 59.921531172441085)" . . "7.8337097307667145" . "48.01044395569975" . "POINT (7.8337097307667145 48.01044395569975)" . . . "900c168d-9825-4521-a718-87b8ac6bf711" . "POINT (10.766601562500002 59.921531172441085)" . . "False" . . "2022-03-29 18:08:11.857053+00:00" . . . . . . . "30283"^^ . "https://api.rohub.org/api/ros/cb869c7a-7a89-49dd-9038-b8a05a91dc6e/crate/download/" . . . . "2022-03-26 09:45:54.364171+00:00" . "2025-10-18 11:54:14.993216+00:00" . "2022-03-26 09:45:54.364171+00:00" . "🐳 🔬 📚 Jupyter running in a docker container. This image can be used to integrate Jupyter into Galaxy. This Jupyter Docker container is used by the Galaxy Project and can be installed from the quay.io index (https://quay.io/repository/nordicesmhub/docker-climate-notebook)." . "application/ld+json" . . . . . . . "https://w3id.org/ro-id/cb869c7a-7a89-49dd-9038-b8a05a91dc6e" . "cesm" . "climate" . "docker" . "esmvaltool" . "jupyterlab" . "pangeo" . . "Docker Climate Analysis Jupyter Container - snapshot" . "Docker Climate Analysis Jupyter Container Version 2021-03-18" . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Anne Foilloux, and Björn Grüning. \"Docker Climate Analysis Jupyter Container Version 2021-03-18.\" ROHub. Mar 26 ,2022. https://doi.org/10.24424/6mwg-cq92." . "POINT (7.8337097307667145 48.01044395569975)" . . . "POINT (10.766601562500002 59.921531172441085)" . . . . "input" . . . . . . . "tool" . . . . . . "biblio" . . . . . "output" . . . . "1729"^^ . "https://api.rohub.org/api/resources/a5017748-4c4f-4546-b555-4b1323fce016/download/" . . "2022-03-29 12:08:38.781608+00:00" . "2022-03-29 18:08:11.623739+00:00" . "Default Jupyter Notebook used when starting Galaxy Climate JupyterLab if no other Jupyter Notebook is passed by the user." . . "Default Jupyter Notebook for Galaxy Climate JupyterLab" . "2022-03-29 12:08:38.781608+00:00" . . . . . "6716"^^ . "https://api.rohub.org/api/resources/c8a9d642-c401-43c4-9436-58f866edb277/download/" . . "2022-03-29 12:06:48.073820+00:00" . "2022-03-29 18:08:09.556008+00:00" . "This is the Galaxy Climate JupyterLab tool wrapper used by Galaxy to start the Galaxy Climate JupyterLab on a Galaxy instance." . "application/xml" . . "Galaxy Climate JupyterLab Tool wrapper (xml)" . "2022-03-29 12:06:48.073820+00:00" . . . . . "29705"^^ . "https://api.rohub.org/api/resources/f974c6a2-5fb5-45ae-b19f-03968d55060f/download/" . . "2022-03-29 12:16:49.457762+00:00" . "2022-03-29 18:08:08.669861+00:00" . 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"Oskar Landgren" . . "0000-0002-6264-8502" . "UiO" . "jeani@uio.no" . "Jean Iaquinta" . . "0000-0002-8763-1643" . "Finnish Meteorological Institute (Finland)" . "risto.makkonen@fmi.fi" . "Risto Makkonen" . . "0000-0002-8961-3393" . "04jcwf484" . "Nordic e-Infrastructure Collaboration" . . . . "200505" . "NeIC-NICEST2" . "NICEST2" . . . "12.555999755859377" . "55.67835873246176" . "POINT (12.555999755859377 55.67835873246176)" . . . "289e88e4-f8e2-49f6-ac86-37a26b1d5b72" . "POINT (12.555999755859377 55.67835873246176)" . . . "3262c094-1e9d-47ac-a8a0-64865036b931" . "POINT (16.18921279907227 58.59026697919618)" . . . "525c39e3-74d2-4c7a-ad46-833cb95d16d2" . "POINT (10.72265625 59.94400716933027)" . . "16.18921279907227" . "58.59026697919618" . "POINT (16.18921279907227 58.59026697919618)" . . . "85b27ae2-c22f-4adf-b0fa-a6669981ea9a" . "POINT (24.672546386718754 60.203663175350826)" . . . "983db612-43b3-482c-b2b6-82b92da71eca" . "POINT (5.328369140625001 60.413852350464936)" . . 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It builds on previous efforts within NICEST (a 3-year NeIC project as of 2017-01) and NordicESM (3-year NordForsk funded project from 2014-12).\n\nNICEST2 activities include: 1) Enhance the performance and optimize and homogenize workflows used, so climate models (like EC-EARTH and NorESM) can be run in an efficient way on future computing resources (like EuroHPC); 2) Widen the usage and expertise on evaluating Earth System Models and develop new diagnostic modules for the Nordic region within the ESMValTool; 3)Create a roadmap for FAIRification of Nordic climate model data." . "application/ld+json" . . . . . . . . "https://w3id.org/ro-id/ed4e6aa2-9db8-452d-9301-ba1606361034" . "EC-EARTH" . "HPC" . "NorESM" . "Nordic" . "climate" . "earth system modelling" . "esm" . . "NeIC NICEST2 Project - snapshot" . "NeIC NICEST2 Project" . . 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"application/pdf" . . "NICEST2 Collaboration Agreement" . "2022-04-01 14:26:58.230734+00:00" . . . . . "1182910"^^ . "https://api.rohub.org/api/resources/9ea437fd-1af0-4a1d-bc68-7af1c3bed34a/download/" . . "2022-04-01 15:18:04.647336+00:00" . "2022-04-01 15:20:30.258581+00:00" . "Achievements of the NeIC NICEST2 project at the beginning of January 2022. This slide is part of a presentation that has been shown during the NeIC AHM22." . "image/png" . . "NICEST2 project outcomes (24th January 2022)" . "2022-04-01 15:18:04.647336+00:00" . . . . . "191598"^^ . "https://api.rohub.org/api/resources/a51d3ea3-89a6-443b-8d22-06f4c3ec71ee/download/" . . "2022-04-01 14:27:49.687557+00:00" . "2022-04-01 15:21:09.531085+00:00" . "Business Case for the NICEST2 project." . "application/pdf" . . "NICEST2 Business Case" . "2022-04-01 14:27:49.687557+00:00" . . . . . "610336"^^ . "https://api.rohub.org/api/resources/cc821096-f0f1-4a81-afd2-e311c899250c/download/" . . "2022-04-01 14:25:00.118897+00:00" . 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"earth sciences" . . "40.744573414005764" . "1.9525277018547058" . "NeIC NICEST2 Project" . . "2.8652138821630344" . "7.1" . "climate model" . . "5.059084194977843" . "27.400000000000002" . "Esgf system" . . "1.9542772861356934" . "5.3" . "climate model data" . . "4.793510324483776" . "13.0" . "agreement" . . "3.452732644017725" . "18.7" . "If not defined otherwise in the project description the project \nowner does not require the right to conclude a contract on behalf of the other partners through this \ncollaboration agreement." . . "2.023298589822195" . "3.3" . "Commercial contract" . . "Economy, business and finance/Business information/Strategy and marketing/Commercial contract" . "European Community" . . "4.062038404726735" . "22.0" . "NICEST2 activities include: 1) Enhance the performance and optimize and homogenize workflows used, so climate models (like EC-EARTH and NorESM) can be run in an efficient way on future computing resources (like EuroHPC); 2) Widen the usage and expertise on evaluating Earth System Models and develop new diagnostic modules for the Nordic region within the ESMValTool; 3)Create a roadmap for FAIRification of Nordic climate model data." . . "12.875536480686696" . "21.0" . "NORCE (Norway)" . "algu@norceresearch.no" . "Alok Kumar Gupta" . . "Nordic e-Infrastructure Collaboration (NeIC)" . "annefou@geo.uio.no" . "Anne Fouilloux" . . "0000-0002-1784-2920" . "CSC (Finland)" . "elina.miinalainen@csc.fi" . "Elina Miinalainen" . . "USIT, University of Oslo (Norway)" . "j.h.nordmoen@usit.uio.no" . "Jørgen Halvorsen Nordmoen" . . "CSC (Finland)" . "kimmo.ervasti@csc.fi" . "Kimmo Ervasti" . . "USIT, University of Oslo (Norway)" . "maikenp@usit.uio.no" . "Maiken Pedersen" . . "Norwegian Meteorological Institute (Norway)" . "oyvind.seland@met.no" . "Øyvind Seland" . . "NSC (Sweden)" . "pchengi@nsc.liu.se" . "Prashanth Dwarakanath" . . "service-account-enrichment" . . "NORCE (Norway)" . "tylo@norceresearch.no" . "Tyge Løvseth" . . . "2026-05-11T16:27:54.863+02:00"^^ . . . . . "NeIC NICEST2 Project" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "pO2o2SEEEXgDZ7E6aDCFm0YuGU4Nq9j5efwn2iLp3uEM7+ioIn8TAVPUqmTFpHNi/4SUjziLL5TFySFyiIO5OTkUjW5JQPi+pwnqjHFwCxIVz1ZLYYL2GJaEeg1lIdnIHPm38cWYxi62nAYYO/2tAEgp+CdtOiXs6cRe9j9rp2F0LtU6dTnK9jpGD4zlwjyButBOtFnbzJ6yYGdGB7CqQBHDoMT4JP2rJko7cr5Xw0gUBcqSzRd559zqbOrliSFzKhsZZz0LRzQoTsEwOSEq9QlhePpA4m0aZ83m1uI0L4nGP8WvVZP80KvFn2c8tvuKbBIOtUEFP0JIIAyVlB3Fgg==" . . . . . . . "" . "Applied sciences" . . "" . "Earth sciences" . . "" . "Earth observation" . . "10.13039/501100000781" . "European Commission" . . "10.24424/DXFH-X940" . . "https://doi.org/10.24424/dxfh-x940" . . "2022-04-07 19:22:56.289678+00:00" . "2022-04-10 17:18:00.927096+00:00" . "Application of VSM to the M7.1 Van Earthquake (Turkey) of 2011" . . "M 7.1 Van Earthquake (Turkey) 2011" . "2022-04-07 19:22:56.289678+00:00" . . . . "10.24424/WESR-P505" . . "https://doi.org/10.24424/wesr-p505" . . "2022-04-07 13:26:39.214963+00:00" . "2022-04-10 17:18:32.214160+00:00" . "Data modelling related to the 2021 eruption at Nyiragongo volcano (DR Congo) using VSM" . . "Nyiragongo volcano (DR Congo) 22 May 2021 eruption" . "2022-04-07 13:26:39.214963+00:00" . . . . . "https://github.com/EliTras/VSM" . . "2022-04-07 13:56:11.176692+00:00" . "2022-04-10 17:18:11.929153+00:00" . "Link to the GitHub repository with the VSM code" . . "VSM code in GitHub" . "2022-04-07 13:56:11.176692+00:00" . . . . . "https://github.com/EliTras/VSM_test" . . "2022-04-07 13:59:08.278250+00:00" . "2022-04-10 17:18:01.227419+00:00" . "Tests of VSM in GitHub using InSAR and GNSS data at Campi Flegrei caldera (Italy)" . . "VSM tests in GitHub using InSAR and GNSS data at Campi Flegrei caldera (Italy)" . "2022-04-07 13:59:08.278250+00:00" . . . . . "101017502" . "Reliance" . "RESEARCH LIFECYCLE MANAGEMENT FOR EARTH SCIENCE COMMUNITIES AND COPERNICUS USERS" . . . "https://w3id.org/ro-id/a25c47c7-f4dd-44d2-be2c-ab74b6a99070" . . "2022-04-07 14:32:55.665484+00:00" . "2022-04-10 17:18:06.415001+00:00" . "Modelling of the 2011-2012 unrest at Santorini (Greece)." . . "Santorini (Greece) 2011-2012 unrest" . "2022-04-07 14:32:55.665484+00:00" . . . . . "False" . . "2022-04-10 17:18:34.475111+00:00" . . . . . . "503834"^^ . "https://api.rohub.org/api/ros/e97e6ada-276b-4406-b2ee-d3ec36e096c3/crate/download/" . . "2022-04-07 13:12:37.521036+00:00" . "2025-10-18 11:49:47.795813+00:00" . "2022-04-07 13:12:37.521036+00:00" . "Volcanic and Seismic source Modelling (VSM) is an open source Python tool to model ground deformation detected by satellite and terrestrial geodetic techniques. The VSM tool allows the user to choose one or more geometrical sources as forward model among sphere, spheroid, ellipsoid, fault, and sill. It supports multiple datasets from most satellite and terrestrial geodetic techniques: interferometric SAR, GNSS, levelling, Electro-optical Distance Measuring, tiltmeters and strainmeters. Two sampling algorithms are available, one is a global optimization algorithm based on the Voronoi cells and the second follows a probabilistic approach to parameters estimation based on the Bayes theorem. VSM can be executed as Python script, in Jupyter Notebook environments or by its Graphical User Interface.\nVersion 1.0 April 2022.\nFor any inquires, please write to elisa.trasatti@ingv.it" . "application/ld+json" . . . . . . "https://w3id.org/ro-id/e97e6ada-276b-4406-b2ee-d3ec36e096c3" . "SAR data" . "deformation modelling" . "geodetic data inversion" . "open science" . "seismic cycle" . "volcanic activity" . . "Volcanic and Seismic source Modelling (VSM). The Python toolkit for modelling geodetic data - snapshot" . "Volcanic and Seismic source Modelling (VSM). The Python toolkit for modelling geodetic data" . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Trasatti, Elisa. \"Volcanic and Seismic source Modelling (VSM). The Python toolkit for modelling geodetic data.\" ROHub. Apr 07 ,2022. https://doi.org/10.24424/t83f-5t97." . . . "Figures" . . . . . . . . "Examples" . . . . . "VSM_src" . . . . "9282"^^ . "https://api.rohub.org/api/resources/42037fe1-50cc-4751-9e39-4ee003202c34/download/" . . "2022-04-07 13:23:18.481402+00:00" . "2022-04-10 17:18:08.362148+00:00" . "image/gif" . . "VSM logo" . "2022-04-07 13:23:18.481402+00:00" . . . . . "3243"^^ . "https://api.rohub.org/api/resources/d159c0a2-bb4c-4e9b-b558-4f8334993357/download/" . . "2022-04-07 14:03:09.752317+00:00" . "2022-04-10 17:18:33.705787+00:00" . "License of use of VSM" . . "License of use of VSM" . "2022-04-07 14:03:09.752317+00:00" . . . . . "492577"^^ . "https://api.rohub.org/api/resources/d480c9fe-ccdd-492a-a0c4-609fe30bd217/download/" . . "2022-04-07 13:15:18.286359+00:00" . "2022-04-10 17:18:09.966348+00:00" . "image/png" . . "figure2.png" . "2022-04-07 13:15:18.286359+00:00" . . . . . . . "sampling" . . "6.392045454545455" . "4.5" . "computer operations and hardware" . . "100.0" . "0.5582033395767212" . "Software" . . "Economy, business and finance/Economic sector/Computing and information technology/Software" . "Language" . . "Arts, culture and entertainment/Culture/Language" . "algorithm" . . "13.443830570902394" . "7.3" . "VSM tool" . . "28.545119705340703" . "15.5" . "deformation" . . "9.208103130755065" . "5.0" . "earth sciences" . . "100.0" . "0.76500004529953" . "software" . . "27.699530516431924" . "5.9" . "computer programming" . . "38.49765258215962" . "8.2" . "algorithm" . . "12.357954545454545" . "8.7" . "Volcanic and Seismic source Modelling (VSM) is an open source Python tool to model ground deformation detected by satellite and terrestrial geodetic techniques." . . "59.339080459770116" . "41.3" . "Python toolkit" . . "20.626151012891345" . "11.2" . "environment" . . "6.818181818181819" . "4.8" . "VSM" . . "22.467771639042358" . "12.2" . "geophysics" . . "100.0" . "0.76500004529953" . "geology" . . "16.901408450704224" . "3.6" . "source Modelling" . . "14.917127071823206" . "8.1" . "open source Python tool" . . "21.17863720073665" . "11.5" . "Volcanic and Seismic source Modelling (VSM). The Python toolkit for modelling geodetic data." . . "22.55747126436782" . "15.7" . "toolkit" . . "10.497237569060774" . "5.7" . "optimisation" . . "5.823863636363637" . "4.1" . "computer science" . . "16.901408450704224" . "3.6" . "1.0 Apr-2022" . . "soil" . . "5.6818181818181825" . "4.0" . "Modelling" . . "16.75874769797422" . "9.1" . "The VSM tool allows the user to choose one or more geometrical sources as forward model among sphere, spheroid, ellipsoid, fault, and sill." . . "18.10344827586207" . "12.6" . "satellite" . . "9.801136363636365" . "6.9" . "toolchain" . . "10.085227272727273" . "7.1" . "dataset" . . "5.823863636363637" . "4.1" . "mathematical and computer sciences" . . "100.0" . "0.5582033395767212" . "spheroid" . . "5.965909090909092" . "4.2" . "ellipsoid" . . "5.823863636363637" . "4.1" . "Python" . . "16.619318181818183" . "11.7" . "optimization algorithm" . . "14.732965009208105" . "8.0" . "satellite" . . "10.128913443830571" . "5.5" . "Python" . . "17.495395948434624" . "9.5" . "deformation" . . "8.806818181818183" . "6.2" . . "https://w3id.org/ro-id/f60c5109-024f-434a-b724-8aea3091e134" . . "2022-04-07 13:25:22.921145+00:00" . "2022-04-10 17:17:58.948454+00:00" . "Modelling of InSAR and GNSS data at Campi Flegrei by VSM" . . "Campi Flegrei Caldera (Italy) 2011-2013 unrest" . "2022-04-07 13:25:22.921145+00:00" . . . . "service-account-enrichment" . . . "2026-05-11T16:26:28.900+02:00"^^ . . . . . "Volcanic and Seismic source Modelling (VSM). The Python toolkit for modelling geodetic data - snapshot" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "JzGm3sQ4i5sC3M6gknvlQOUhY5GM1ZNyTKL5hrcuhh2qIzcHzgxMNcskjLwiMzrgIAEh3tqayb96fDZ7Un/fw9lQq31hucodkkuNzqGe7K4kNMgt8je4TsGymyR/NlSkJ8t0i3yOtcXahYNvB8ohozt37fZGv1YJC5zxeLEE5z/mfTDpjqGxP11nYTJZ/+F3Pk282smMqeGDmDU5Ns6JQ/MPSKC23rgRtk20kjtecZaxaXqi2H6FpCdM49sq/j3VxGZmj4w6hioKBirLXahtokRJnFDh4WxJ9hmySGSPbx3ZMT3nmz92H5UPn7djmWKBgJYx8uI5t3bAR4EWowElzg==" . . . . . . . "" . "Earth sciences" . . "10.13039/501100000781" . "European Commission" . . . "https://datahub.egi.eu/api/v3/onezone/shares/data/00000000007EDEE6736861726547756964236335616136613735373432353332343532623632653533653738663732373439636834366632233732356634616233366362323664306662666330633132346337373565666565636865653439233435386236633362393566303966653363323935373631346461373539666330636839376163/content" . . "2022-05-01 20:18:43.754840+00:00" . "2023-05-16 18:07:35.516891+00:00" . "Jupyter Notebook for discovering, accessing and processing RELIANCE data cube, and creating a Research Object with results, and finally publish it in Zenodo" . . "Jupyter Notebook of CAMS European air quality analysis from Copernicus Atmosphere Monitoring with RELIANCE services - Applied over Spain and variable Nitrogen Dioxide" . "2022-05-01 20:18:43.754840+00:00" . . . . . "https://datahub.egi.eu/share/00d23664c695cb6ce4c3f0438b1778f5ch5ad3" . . "2022-05-01 20:18:45.772814+00:00" . "2022-05-01 20:23:03.244378+00:00" . "Monthly average maps of CAMS Nitrogen Dioxide [µg m-3] over Spain in 2019, 2020 and 2021" . . "Nitrogen Dioxide [µg m-3] over Spain for March 2019, 2020 and 2021" . "2022-05-01 20:18:45.772814+00:00" . . . . . "https://datahub.egi.eu/share/2a9a7f334fe6e73f55bf83595d9aef84ch59d8" . . "2022-05-01 20:18:36.927892+00:00" . "2022-05-01 20:22:56.674576+00:00" . "This dataset is a data-Cube retrieved from the ADAM platform over Spain in March 2019" . . "Data-Cube from ADAM platform over Spain in March 2019" . "2022-05-01 20:18:36.927892+00:00" . . . . . "https://datahub.egi.eu/share/35c15202651e9a56b5791ddd9897fb33chd796" . . "2022-05-01 20:18:50.139193+00:00" . "2022-05-01 20:23:06.486372+00:00" . "netCDF data corresponding to daily average of CAMS Nitrogen Dioxide [µg m-3] over Spain for March 2019, March 2020 and March 2021" . . "netCDF data for daily NO2over Spain in March 2019, 2020 and 2021" . "2022-05-01 20:18:50.139193+00:00" . . . . . "https://datahub.egi.eu/share/50b107f60f369ff2414e679f6e411575ch4e1a" . . "2022-05-01 20:18:47.735278+00:00" . "2022-05-01 20:23:06.803802+00:00" . "Daily average maps of CAMS Nitrogen Dioxideµg m-3] over Spain on March 15, 2021" . . "Nitrogen Dioxide [µg m-3] over Spain on March 15, 2021" . "2022-05-01 20:18:47.735278+00:00" . . . . . "https://datahub.egi.eu/share/d7fb646b024a1d1f8b285f4ad9f313f6che876" . . "2022-05-01 20:18:39.077503+00:00" . "2022-05-01 20:22:59.301409+00:00" . "This dataset is a data-Cube retrieved from the ADAM platform over Spain in March 2020" . . "Data-Cube from ADAM platform over Spain in March 2020" . "2022-05-01 20:18:39.077503+00:00" . . . . . "https://datahub.egi.eu/share/f79280441b0944a05a60c79f4cc3ef22che4a8" . . "2022-05-01 20:18:41.097182+00:00" . "2022-05-01 20:22:59.545655+00:00" . "This dataset is a data-Cube retrieved from the ADAM platform over Spain in March 2021" . . "Data-Cube from ADAM platform over Spain in March 2021" . 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"Sound Pressure Levels Post Processing within the Soundscape project - snapshot" . "Sound Pressure Levels Post Processing within the Soundscape project" . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Petrizzo, Antonio, Fantina Madricardo, Marta Picciulin, and Michol Ghezzo. \"Sound Pressure Levels Post Processing within the Soundscape project.\" ROHub. Dec 13 ,2021. https://doi.org/10.24424/tkqc-zr42." . "data input" . . . "input" . . . "Jupyter notebooks here" . . . "notebook" . . . "Here some information" . . . . "metadata" . . . "Here some results" . . "results" . . . . "5833087"^^ . "https://api.rohub.org/api/resources/63076219-d95a-4ffa-be04-e8c9ead051b7/download/" . . "2022-07-06 10:25:59.163869+00:00" . "2022-07-06 15:27:12.295310+00:00" . "Jupyter notebook for processing SPL data." . "application/zip" . . "Jupyter notebook for processing SPL data." . "2022-07-06 10:25:59.163869+00:00" . . . . . "1095417"^^ . "https://api.rohub.org/api/resources/7cdcd447-39c2-4d6c-8982-4e3b30a4e216/download/" . . "2022-07-06 15:07:05.061088+00:00" . "2022-07-06 15:27:00.351667+00:00" . "image/png" . . "workflowPostProcessing.png" . "2022-07-06 15:07:05.061088+00:00" . . . . . "4863608"^^ . "https://api.rohub.org/api/resources/912d02f1-4c08-46ce-8d75-ea2f16520385/download/" . . "2022-07-05 12:05:48.435779+00:00" . "2022-07-06 15:27:14.989305+00:00" . "Example of SPL input file. HDF5 format, according to to ICES (International Council for the Exploration of the Sea) continuous noise data portal specification (https://www.ices.dk/data/data-portals/Pages/Continuous-Noise.aspx)." . . "Example of SPL input file" . "2022-07-05 12:05:48.435779+00:00" . . . . . "1628249"^^ . "https://api.rohub.org/api/resources/a124318c-b696-4515-a1a1-6b37818b6db0/download/" . . "2022-07-05 12:44:30.318843+00:00" . "2022-07-06 15:27:04.720891+00:00" . "Map of stations with their coordinates" . "image/png" . . "Stations map" . 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"https://w3id.org/ro-id/8a601645-bf32-41f8-ba0b-8f5088ae98d7" . "https://w3id.org/ro-id/8b97edf8-9184-470f-a217-139b627ac0c4" . "https://w3id.org/ro-id/9dbb1e94-def8-46d4-93ff-64c7f658a846" . "https://w3id.org/ro-id/cfab1009-c09b-408e-a2da-21ddec1c7420" . "https://w3id.org/ro-id/02883e7a-524e-416c-a57f-03e2da0abb84" . "https://w3id.org/ro-id/42175ea1-a69f-4998-9c5e-befe2f67e957" . "https://w3id.org/ro-id/59cc453b-500e-46c3-a1ad-eb6fed8553bc" . "https://w3id.org/ro-id/6399ae04-6087-4733-9659-8a01c869d227" . "https://w3id.org/ro-id/63bd591d-0977-4cd1-a22b-8083ac1d8f9a" . "https://w3id.org/ro-id/702efeac-a634-4c7c-8330-a0c9fd21794a" . "https://w3id.org/ro-id/7038c51a-d9ac-49aa-92a3-05383cd9073a" . "https://w3id.org/ro-id/72644ac9-6da8-4ed2-a175-89931b27b1d9" . "https://w3id.org/ro-id/73dc398e-7644-4e5c-839d-1ea943dea33b" . "https://w3id.org/ro-id/74e45610-a4f4-4f22-92ef-9a02ab11e804" . "https://w3id.org/ro-id/7aa67da6-fa7f-4ecd-b154-2aa1eafa8455" . "https://w3id.org/ro-id/7bc748c3-54d1-4916-a598-4446500b3683" . "https://w3id.org/ro-id/8660aa0a-e578-4076-89a3-75a745b12774" . "https://w3id.org/ro-id/b8905408-cdeb-4b15-a9e6-cdc18bbb4ad7" . "https://w3id.org/ro-id/bc8370b9-4232-4f93-880f-525ce4ba1924" . "https://w3id.org/ro-id/cab94b47-01a7-4523-92d5-d31c5ebb2e2f" . "https://w3id.org/ro-id/de1202e6-fef8-40d8-b70c-b5ed6ccc6baf" . "https://w3id.org/ro-id/e593338d-ab22-47ae-8d56-eb8c909e2e43" . "https://w3id.org/ro-id/e5d3809e-08ea-4fe5-a96c-003aa5fe77bf" . "https://w3id.org/ro-id/1dce6c51-6e53-4110-8f85-7ab5b694f80d" . "https://w3id.org/ro-id/31a6ed78-c6c3-4f9a-b3c6-4c96e9cb8eb0" . "https://w3id.org/ro-id/6820ba72-9f8f-479f-9206-4d8500274ce9" . "https://w3id.org/ro-id/7f306457-62d2-4dd4-8930-11c3b9129c1d" . "https://w3id.org/ro-id/818b2c20-be83-4c6f-9191-2aab81b47d9b" . "https://w3id.org/ro-id/856d187d-c96a-4da1-8743-3c477106be9b" . "https://w3id.org/ro-id/b05ec41f-e5e5-45d5-8957-17891e714f81" . "https://w3id.org/ro-id/bc1a37b6-03ee-4000-9f8a-8966cf1f5924" . "https://w3id.org/ro-id/c050e1ee-d288-4cea-bab6-26c978ade3a3" . "https://w3id.org/ro-id/d7842191-ae53-44bd-996c-6a56e6dc663c" . "https://w3id.org/ro-id/d9f3778f-9f3d-43e6-9e5a-36b75a4b96ac" . "https://w3id.org/ro-id/45b83962-460b-40a8-8bcb-de6e2ff1294a" . "https://w3id.org/ro-id/64ca15de-e2eb-465e-8469-0c28a6df89ef" . "Petrizzo, Antonio, Valentina Grande, Vanessa Moschino, and Fantina Madricardo. \"Automatic detection of MLs targets from the bathymetry.\" ROHub. May 09 ,2022. https://doi.org/10.24424/w5qx-b223." . "POLYGON ((12.308206558227539 45.42613630538257, 12.307777404785156 45.42538332041329, 12.315845489501953 45.42345563312358, 12.32764720916748 45.42216043125598, 12.32764720916748 45.42327490906539, 12.323012351989746 45.423425512487384, 12.316746711730955 45.425835112600126, 12.31241226196289 45.424901404761854, 12.308206558227539 45.42613630538257))" . . . "Here some results" . . . . . "Results" . . . "Related documents and resources" . . . . . . . "Document" . . . "Data input" . . . "Input" . . . "It contains Jupyter notebook" . . . "Notebooks" . . . . "1747374"^^ . "https://api.rohub.org/api/resources/09e78055-8aad-4a02-8c5d-2574c53c6011/download/" . . "2022-05-09 10:57:07.579893+00:00" . "2022-08-30 14:29:55.484341+00:00" . "application/pdf" . . "EASME/EMFF/2017/1.2.1.12/S2/05/SI2.789314 MarGnet official document with description of the application of the tool." . "2022-05-09 10:57:07.579893+00:00" . . . . . "4845062"^^ . "https://api.rohub.org/api/resources/13faac2d-213a-45de-8936-09c728df7396/download/" . . "2022-05-09 10:55:40.290485+00:00" . "2022-08-30 14:30:06.537698+00:00" . "image/png" . . "Marine Litter Identification from Bathymetry" . "2022-05-09 10:55:40.290485+00:00" . . . . . "726695"^^ . "https://api.rohub.org/api/resources/20119b4f-da6f-4723-8c5c-0f3367af1ec6/download/" . . "2022-05-09 10:57:14.645946+00:00" . "2022-08-30 14:29:53.745052+00:00" . "application/pdf" . . "EASME/EMFF/2017/1.2.1.12/S2/05/SI2.789314 MarGnet official document with description of ROs developed within MarGnet Project." . "2022-05-09 10:57:14.645946+00:00" . . . . . "http://gismarcloud.myqnapcloud.com:8080/share.cgi?ssid=d0c16040872e4a47aee5b6664873057f" . . "2022-08-29 09:49:06.931474+00:00" . "2022-08-30 14:29:48.715389+00:00" . "Shape file with targets detected from bathymetry" . . "Arcgis workflow output" . "2022-08-29 09:49:06.931474+00:00" . . . . . "3737442"^^ . "https://api.rohub.org/api/resources/2fcce231-9d47-4ec7-98d0-f11ce56703b4/download/" . . "2022-05-09 10:57:00.318622+00:00" . "2022-08-30 14:29:57.372213+00:00" . "application/pdf" . . "EASME/EMFF/2017/1.2.1.12/S2/05/SI2.789314 MarGnet official document with description of the tool." . "2022-05-09 10:57:00.318622+00:00" . . . . . "1361042"^^ . "https://api.rohub.org/api/resources/410ea324-cdcb-42ba-b086-b7ccf0b585a1/download/" . . "2022-05-09 10:55:56.304257+00:00" . "2022-08-30 14:30:08.149000+00:00" . "image/png" . . "ArcGis workflow scheme" . "2022-05-09 10:55:56.304257+00:00" . . . . . "9034979"^^ . "https://api.rohub.org/api/resources/7c020821-7dd4-443a-abb7-e4d578bf91a7/download/" . . "2022-05-09 10:56:09.722854+00:00" . "2022-08-30 14:30:03.652469+00:00" . "image/png" . . "Example of targets detection from bathymetry" . "2022-05-09 10:56:09.722854+00:00" . . . . . "10597825"^^ . "https://api.rohub.org/api/resources/aa1513e8-fb5d-4e6d-a1a3-2d3eed682878/download/" . . "2022-05-09 10:56:21.011021+00:00" . "2022-08-30 14:30:00.441795+00:00" . "image/png" . . "Example of targets detection from bathymetry (zoom)" . "2022-05-09 10:56:21.011021+00:00" . . . . . "https://doi.org/10.3997/1873-0604.2012018" . . "2022-05-09 10:57:24.554269+00:00" . "2022-08-30 14:29:49.853481+00:00" . "This paper presents a semi-automated method to recognize, spatially delineate and characterise morphometrically pockmarks at the seabed" . . "Semi-automated characterisation of seabed pockmarks in the central North Sea" . "2022-05-09 10:57:24.554269+00:00" . . . . . "https://notebooks.egi.eu/user/da47d3640f619a02cb075c15d288fc09e053bf46b90d26ec335392acdfae866b@egi.eu/doc/tree/datahub/Reliance/MarGnet_ML/arcWorkflow.ipynb" . . "2022-05-09 10:55:53.416434+00:00" . "2022-08-30 14:29:46.615503+00:00" . "This Notebook provides a workflow of ArcGis toolboxes to identify ML targets from bathynetry." . . "Marine Litter Targets Identification" . "2022-05-09 10:55:53.416434+00:00" . . . . . "http://libeccio.bo.ismar.cnr.it:8080/geonetwork/srv/eng/catalog.search#/metadata/dd465b46-0217-426a-ba81-4acadf0d12b9" . . "2022-05-31 11:56:50.978305+00:00" . "2022-08-30 14:29:46.697417+00:00" . "Bathymetry metadata description" . . "Sacca Fisola, Venice, 2021 metadata description" . "2022-05-31 11:56:50.978305+00:00" . . . . . "https://reliance.rohub.org/overview?7bc38514-796e-47e6-81cb-b8f91247a854&activetab=overview" . . "2022-05-09 10:57:20.433002+00:00" . "2022-08-30 14:29:49.671093+00:00" . "Track of a net from water coloumn data" . . "RO created wihin EASME/EMFF/2017/1.2.1.12/S2/05/SI2.789314 MarGnet" . "2022-05-09 10:57:20.433002+00:00" . . . . . "http://libeccio.bo.ismar.cnr.it:8080/geonetwork/srv/eng/catalog.search#/metadata/b9f63328-264e-4d28-94b7-397e50cf2dad" . . "2022-05-31 16:19:48.804055+00:00" . "2022-08-30 14:29:41.142106+00:00" . "ArcGis workflow output metadata" . . "ArcGis workflow output description" . "2022-05-31 16:19:48.804055+00:00" . . . . . "http://gismarcloud.myqnapcloud.com:8080/share.cgi?ssid=ccf2ae1e2ec14a848b8607fc268d8bea" . . "2022-08-29 09:41:27.976951+00:00" . "2022-08-30 14:29:47.792135+00:00" . "Bathymetric data from Sacca Fisola 2021 survey" . . "Sacca Fisola, Venice, 2021 data" . "2022-08-29 09:41:27.976951+00:00" . . . . . "https://reliance.rohub.org/overview?f8a252e5-47da-410b-9096-526bc50d19a3&activetab=overview" . . "2022-05-09 10:57:22.558491+00:00" . "2022-08-30 14:29:41.054228+00:00" . "calculates the sink velocity of a net floating in water starting from water column data" . . "RO created wihin EASME/EMFF/2017/1.2.1.12/S2/05/SI2.789314 MarGnet" . "2022-05-09 10:57:22.558491+00:00" . . . . . . . "workflow in ArcGIS" . . "11.502347417840376" . "19.6" . "The methodology proposed by the marGnet project is to use acoustic and video remote sensing on a large scale to map ML on the seafloor and to model the ML hotspot through modelling." . . "5.3500660501981505" . "8.1" . "bathymetry data" . . "2.288732394366197" . "3.9" . "Moreover, the deliverable provides a comparison with the data and efficiency of other seafloor survey methods." . . "2.708058124174372" . "4.1" . "output file" . . "2.7875680871515534" . "8.7" . "technical terminology" . . "3.7974683544303796" . "3.0" . "experiment" . . "4.2099192618223755" . "7.3" . "Fishing" . . "Lifestyle and leisure/Leisure/Recreational activities/Fishing" . "experiment data" . . "2.112676056338028" . "3.6" . "information" . . "2.1147068247356615" . "6.6" . "geosciences" . . "27.830249979278406" . "0.6449216604232788" . "Synthetic and plastic chemicals" . . "Economy, business and finance/Economic sector/Chemicals/Synthetic and plastic chemicals" . "Library and museum" . . "Arts, culture and entertainment/Culture/Library and museum" . "marine litter" . . "5.4209919261822375" . "9.4" . "MBES" . . "2.306805074971165" . "4.0" . "The first operation block (Execute code) creates the work directory, downloads and extracts the input file, downloads and executes the Matlab code (vel) and finally compresses the output file in only one.zip file." . . "4.425363276089828" . "6.7" . "The so created Research Object is composed by two inputs (Workflow input ports in Fig.) two operation blocks (in light blue in Fig.) and one output (Workflow output ports in Fig.)" . . "3.4346103038309113" . "5.2" . "software" . . "4.177215189873418" . "3.3" . "Matlab code" . . "2.0539906103286385" . "3.5" . "data" . . "3.9215686274509802" . "6.8" . "experiment location" . . "1.9953051643192488" . "3.4" . "detection of ml" . . "10.856807511737088" . "18.5" . "study" . . "2.3389939122076258" . "7.3" . "Venice" . . "https://www.wikidata.org/wiki/Q641" . "detection" . . "7.439446366782007" . "12.9" . "earth sciences" . . "16.368849689426614" . "0.4702737629413605" . "computer science" . . "12.151898734177216" . "9.6" . "oceanography" . . "33.72539860988673" . "0.9689239263534546" . "bathymetry" . . "2.7681660899653977" . "4.8" . "CNR ISMAR Venice" . "antonio.petrizzo@ve.ismar.cnr.it" . "Antonio Petrizzo" . . "direttore@ismar.cnr.it" . "CNR-ISMAR" . . "CNR ISMAR" . "fantina.madricardo@ve.ismar.cnr.it" . "Fantina Madricardo" . . "CNR ISMAR Venice" . "vanessa.moschino@ve.ismar.cnr.it" . "Vanessa Moschino" . . . "2026-05-11T16:19:32.095+02:00"^^ . . . . . "Automatic detection of MLs targets from the bathymetry" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "PLJnbPG4CQOfW+nZ00IUfgC8sQ5Ygc+b/noHcdcX3h0m5R3ua/ECM+ZtOO5A+W2VAesHJ9YfZct1/O940A8pdQc+eLNfO/Bu4vjq8nmp05hNV5mSZrhIanQOgO0+WF6o645sRkUqNLGpjnOXaQb3UYAB1KQoIWGWVncWh1JbhND3aSWUQRkuhW2/itrIJ34AYCo8XZ0GtHLWRFJ68tTRATcsRGFaLTO4lqYTHB7c3yYTtsz4P1K0P08sAt0miKM1ay1CIEl5dISaJ1r4jsShOmUB3saAhPCc6Sd0JfzsVekuiyMS3hBz1BIj6RbgnxF6u2yxSqg+Nzi0np2RPTCJwg==" . . . . . . . "" . "Chemistry" . . . "service-account-enrichment" . . "10.24424/mgch-7b29" . "False" . "https://w3id.org/ro-id/72dc783e-9ce2-474c-99c0-3969c014c523" . "2022-09-20 12:43:22.456882+00:00" . "https://orcid.org/0000-0003-2388-0744" . . . "5871"^^ . "https://api.rohub.org/api/ros/b90bc0b8-2d26-4e0c-b255-c2399b52d45d/crate/download/" . . "2022-01-19 19:48:03.265688+00:00" . "2024-03-05 12:17:12.449514+00:00" . "2022-01-19 19:48:03.265688+00:00" . "A carboxylic acid is an organic acid that contains a carboxyl group (C(=O)OH) attached to an R-group. The general formula of a carboxylic acid is R−COOH or R−CO2H, with R referring to the alkyl, alkenyl, aryl, or other group. Carboxylic acids occur widely. Important examples include the amino acids and fatty acids. Deprotonation of a carboxylic acid gives a carboxylate anion." . "application/ld+json" . . "https://w3id.org/ro-id/b90bc0b8-2d26-4e0c-b255-c2399b52d45d" . . "Carboxylic acids - snapshot" . "Carboxylic acids" . "MANUAL" . "alkyl" . "amino acid" . "anion" . "carboxyl" . "carboxylate" . "carboxylic acid" . "chemical formula" . "fatty acid" . "free radical" . "organic acid" . "protonation" . "earth sciences" . "Chemistry" . "Organic chemical" . "amino acid" . "anion" . "carboxyl group" . "carboxylic acid" . "fatty acid" . "group" . "organic acid" . "chemistry and materials" . "carboxylate anion" . "contain a carboxyl group" . "formula of a carboxylic acid" . "include the amino acids" . "protonation of a carboxylic acid" . "A carboxylic acid is an organic acid that contains a carboxyl group (C(O)OH) attached to an R-group." . "Deprotonation of a carboxylic acid gives a carboxylate anion." . "The general formula of a carboxylic acid is R?" . . . . "chemistry" . "organic chemistry" . "Wolniewicz, Małgorzata. \"Carboxylic acids.\" ROHub. Jan 19 ,2022. https://doi.org/10.24424/mgch-7b29." . . . . "Pictures" . . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/8/87/Carboxyl-3D-space-filling-labelled.png/300px-Carboxyl-3D-space-filling-labelled.png" . . "2022-01-19 19:49:57.141598+00:00" . "2022-09-20 12:43:21.522882+00:00" . "image/png" . . "300px-Carboxyl-3D-space-filling-labelled.png" . "2022-01-19 19:49:57.141598+00:00" . . . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/b/b5/Carboxylic-acid.svg/300px-Carboxylic-acid.svg.png" . . "2022-01-19 19:49:17.752475+00:00" . "2022-09-20 12:43:20.971265+00:00" . "image/png" . . "300px-Carboxylic-acid.svg.png" . "2022-01-19 19:49:17.752475+00:00" . . . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/8/8e/Carboxylate-resonance-hybrid.png/300px-Carboxylate-resonance-hybrid.png" . . "2022-01-19 19:49:42.590787+00:00" . "2022-09-20 12:43:21.378826+00:00" . "image/png" . . "300px-Carboxylate-resonance-hybrid.png" . "2022-01-19 19:49:42.590787+00:00" . . . . . . . . "2026-05-11T16:18:48.750+02:00"^^ . . . . . "Carboxylic acids" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "BKXfzG9K8h1PL/OmxMYiAxLXkpWd884hxOtqNLvcf8hb/GT5AfLl4yPHuk6nq5p3WY+OeRgJtzvxL11Z5VPaHRKZ+d1bsv+aVHEfotNTILiFRh3vxNygat/jvbLemP0dW9QFXOs0GWc0lqOx/SHtNNE5uSK/YTQTvqx7D96S7KP0rhERI89FrsW22QjDUa0hVQQgO4Sty91yL+tl1T50XrKlCcR87NRhKu9fNJQvv+nRokYF3nwO5uzh3dpB8AOHBzRI3PImoP4y1GYQTKDITEmTDUsWvJ0fvDs5VsWmnnF8N4e5TXmSxNAn5E1/phKWJN1nSBDQoQJ+3NcLzOAazg==" . . . . . . . "" . "Chemistry" . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/8/87/Carboxyl-3D-space-filling-labelled.png/300px-Carboxyl-3D-space-filling-labelled.png" . . "2022-01-19 19:49:57.141598+00:00" . "2022-09-21 19:34:48.406794+00:00" . "image/png" . . "300px-Carboxyl-3D-space-filling-labelled.png" . "2022-01-19 19:49:57.141598+00:00" . . . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/8/8e/Carboxylate-resonance-hybrid.png/300px-Carboxylate-resonance-hybrid.png" . . "2022-01-19 19:49:42.590787+00:00" . "2022-09-21 19:34:47.123191+00:00" . "image/png" . . "300px-Carboxylate-resonance-hybrid.png" . "2022-01-19 19:49:42.590787+00:00" . . . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/b/b5/Carboxylic-acid.svg/300px-Carboxylic-acid.svg.png" . . "2022-01-19 19:49:17.752475+00:00" . "2022-09-21 19:34:44.510173+00:00" . "image/png" . . "300px-Carboxylic-acid.svg.png" . "2022-01-19 19:49:17.752475+00:00" . . . . "2022-10-29 10:59:49.415347+00:00" . . . . . . "https://doi.org/10.24424/sc7x-ha64" . . "False" . . "2022-09-21 19:35:01.092825+00:00" . . . . "11900"^^ . "https://api.rohub.org/api/ros/6aa4b4a0-c7dc-4762-aee1-e8dc94a1705c/crate/download/" . . . "2022-01-19 19:48:03.265688+00:00" . "2025-10-18 11:21:10.990436+00:00" . "2022-01-19 19:48:03.265688+00:00" . "A carboxylic acid is an organic acid that contains a carboxyl group (C(=O)OH) attached to an R-group. The general formula of a carboxylic acid is R−COOH or R−CO2H, with R referring to the alkyl, alkenyl, aryl, or other group. Carboxylic acids occur widely. Important examples include the amino acids and fatty acids. Deprotonation of a carboxylic acid gives a carboxylate anion." . "application/ld+json" . . "https://w3id.org/ro-id/6aa4b4a0-c7dc-4762-aee1-e8dc94a1705c" . . "Carboxylic acids" . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Wolniewicz, Małgorzata, and Paweł Babalski. \"Carboxylic acids.\" ROHub. Jan 19 ,2022. https://doi.org/10.24424/sc7x-ha64." . . . . "Pictures" . . . . . . . "organic acid" . . "16.073781291172594" . "12.2" . "chemistry and materials" . . "100.0" . "0.7690860033035278" . "Organic chemical" . . "Economy, business and finance/Economic sector/Chemicals/Organic chemical" . "carboxyl group" . . "9.617918313570486" . "7.3" . "geochemistry" . . "100.0" . "0.9274783134460449" . "protonation of a carboxylic acid" . . "30.099228224917308" . "27.3" . "chemistry and materials (general)" . . "100.0" . "0.7690860033035278" . "carboxylate anion" . . "44.65270121278942" . "40.5" . "fatty acid" . . "12.012644889357217" . "11.4" . "Chemistry" . . "Science and technology/Natural science/Chemistry" . "carboxylate" . . "4.636459430979979" . "4.4" . "chemistry" . . "66.81749622926094" . "44.3" . "anion" . . "5.690200210748156" . "5.4" . "include the amino acids" . . "2.976846747519294" . "2.7" . "amino acid" . . "9.16754478398314" . "8.7" . "fatty acid" . . "14.756258234519104" . "11.2" . "group" . . "8.827404479578393" . "6.7" . "free radical" . . "7.79768177028451" . "7.4" . "The general formula of a carboxylic acid is R−" . . "18.96551724137931" . "12.1" . "Deprotonation of a carboxylic acid gives a carboxylate anion." . . "26.175548589341695" . "16.7" . "organic chemistry" . . "33.18250377073907" . "22.0" . "alkyl" . . "3.898840885142255" . "3.7" . "amino acid" . . "11.462450592885373" . "8.7" . "A carboxylic acid is an organic acid that contains a carboxyl group (C(=O)OH) attached to an R-group." . . "54.858934169278996" . "35.0" . "earth sciences" . . "100.0" . "0.9274783134460449" . "contain a carboxyl group" . . "2.976846747519294" . "2.7" . "carboxyl" . . "7.270811380400421" . "6.9" . "anion" . . "7.246376811594202" . "5.5" . "protonation" . . "5.163329820864067" . "4.9" . "organic acid" . . "12.750263435194942" . "12.1" . "chemical formula" . . "5.5848261327713375" . "5.3" . "formula of a carboxylic acid" . . "19.294377067254686" . "17.5" . "carboxylic acid" . . "26.027397260273972" . "24.7" . "carboxylic acid" . . "32.01581027667984" . "24.3" . "Paweł Babalski" . . "service-account-enrichment" . . . "2026-05-11T16:18:48.439+02:00"^^ . . . . . "Carboxylic acids" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "PXl76cTMl1I7BiJ47QCmIcy/lyWyVbB479qzjmEmby99AdePakUWSEu/5430hzWLwzRD267nWUwlZEQdiWvwN3MfwGj9ZYRvNNbUTRQeVYZwTPSDmF5/IRn8gWk9OQH7oeMVbutbHYDSwislBnP1R5CKGVRq31s+6O7Mb/JUnv2ClJarrfRia7DPcbrWFayTmIQdayl1YjuDxDyU2zWEyO7Gpod202wkzy0qzojqB6KYWWR2vUJgOdTwmq2d40+7pI+7Bdcy0lSFPmbUU3EvdEMek9CoKCBBlFUR98gQ0L4J4uLaPi5h3XfeutRm0Uyu/z/sDg3S0knSRXsHx0nJQQ==" . . . . . . . "" . "Chemistry" . . "chemistry and materials" . . "100.0" . "0.7690860033035278" . "fatty acid" . . "12.012644889357217" . "11.4" . "service-account-enrichment" . . 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"https://w3id.org/ro-id/3250ea92-c99b-4cba-8ba4-f8e4a48ef737" . "https://w3id.org/ro-id/62521849-feb2-4b0b-9456-85d697be1afe" . "https://w3id.org/ro-id/049e52e8-b766-4e5f-ad02-b2363d3dea6a" . "https://w3id.org/ro-id/2ce15c8f-ad5f-4200-9238-2905b84cbfa0" . "https://w3id.org/ro-id/380db561-5ac9-4a85-a908-3aed3e5a6dc6" . "https://w3id.org/ro-id/61f7a284-38fd-4a4d-8f16-3e1b2e4772c3" . "https://w3id.org/ro-id/7ea4f9e6-fb61-4e45-a05e-e66118a8172e" . "https://w3id.org/ro-id/96bbad8b-b913-4009-add7-292d921daba2" . "https://w3id.org/ro-id/977a7f7a-bb8f-41ae-a367-6e949ac2544e" . "https://w3id.org/ro-id/c3fa043f-d1ef-4842-9243-3a50e0c83c6b" . "https://w3id.org/ro-id/e1245df8-7fd7-4f45-9a95-ee1416387a03" . "https://w3id.org/ro-id/e3bd229c-f5b6-47e0-a691-05aa38855b6c" . "https://w3id.org/ro-id/f2062f98-e3a4-4338-9ca6-4af2f70f2041" . "https://w3id.org/ro-id/df8a7871-3966-4e5f-88d2-a299095de34f" . "https://w3id.org/ro-id/e6226e3c-5527-45eb-a70a-366c1817782b" . "https://w3id.org/ro-id/23f1c7b5-75a2-4d33-86e4-57cda4b5da50" . "https://w3id.org/ro-id/be27129c-cee8-4082-b624-9e1f58322850" . "https://w3id.org/ro-id/30a6fb45-fb09-4222-a3d6-29ab5eb8b8e1" . "https://w3id.org/ro-id/334da04f-4a6d-4cda-820d-b885b15232bb" . "https://w3id.org/ro-id/4552d3a0-8964-496b-86fe-022ce1fe9930" . "https://w3id.org/ro-id/4a7043f6-a428-412f-aa8b-652c3e488cd8" . "https://w3id.org/ro-id/604f1eb4-aa92-44cd-8e18-d4e78e0887c5" . "https://w3id.org/ro-id/e006c931-08f9-497d-b8f0-a6c8e2656015" . "https://w3id.org/ro-id/f85b3b50-8049-409d-a0b9-f24f94040d1e" . "https://w3id.org/ro-id/01978f65-0163-44c7-abd7-31ac90bd9192" . "https://w3id.org/ro-id/54ba604e-a315-4848-818c-92637a3da799" . "https://w3id.org/ro-id/0a4adb15-1148-4e64-b29a-3c1bdf878c51" . "https://w3id.org/ro-id/40ca46c9-c5e0-466c-af9d-c67ca4831b14" . "https://w3id.org/ro-id/491506bb-7cf8-4bc1-97d2-1629b82d2878" . "https://w3id.org/ro-id/86e0cffa-a582-4525-ae70-7ef53ea49699" . "https://w3id.org/ro-id/a902fdde-e9df-45ab-a3f1-4846073a6f92" . "https://w3id.org/ro-id/98b7de0b-9ce9-4e62-a400-285cd9ac45b7" . "https://w3id.org/ro-id/ac60b015-30e4-426d-86b4-c398b1224099" . "https://w3id.org/ro-id/ed0104f9-06e4-4856-961f-eebc89694f76" . "Wolniewicz, Małgorzata. \"Carboxylic acids.\" ROHub. Jan 19 ,2022. https://doi.org/10.24424/k5t9-z972." . . . . "Pictures" . . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/b/b5/Carboxylic-acid.svg/300px-Carboxylic-acid.svg.png" . . "2022-01-19 19:49:17.752475+00:00" . "2022-09-21 19:38:00.155957+00:00" . "image/png" . . "300px-Carboxylic-acid.svg.png" . "2022-01-19 19:49:17.752475+00:00" . . . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/8/87/Carboxyl-3D-space-filling-labelled.png/300px-Carboxyl-3D-space-filling-labelled.png" . . "2022-01-19 19:49:57.141598+00:00" . "2022-09-21 19:38:03.215000+00:00" . "image/png" . . "300px-Carboxyl-3D-space-filling-labelled.png" . "2022-01-19 19:49:57.141598+00:00" . . . . . "https://upload.wikimedia.org/wikipedia/commons/thumb/8/8e/Carboxylate-resonance-hybrid.png/300px-Carboxylate-resonance-hybrid.png" . . "2022-01-19 19:49:42.590787+00:00" . "2022-09-21 19:38:02.473015+00:00" . "image/png" . . "300px-Carboxylate-resonance-hybrid.png" . "2022-01-19 19:49:42.590787+00:00" . . . . . . . "include the amino acids" . . "2.976846747519294" . "2.7" . "Chemistry" . . "Science and technology/Natural science/Chemistry" . "free radical" . . "7.79768177028451" . "7.4" . "carboxyl group" . . "9.617918313570486" . "7.3" . "chemistry" . . "66.81749622926094" . "44.3" . "carboxylic acid" . . "32.01581027667984" . "24.3" . "carboxylate" . . "4.636459430979979" . "4.4" . "formula of a carboxylic acid" . . "19.294377067254686" . "17.5" . "organic acid" . . "16.073781291172594" . "12.2" . "protonation of a carboxylic acid" . . "30.099228224917308" . "27.3" . "anion" . . "7.246376811594202" . "5.5" . 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"TEGEI7u2fj1sOAbzt7pb4SE1TuD7ByVKO3U6QzTlQ40/OgVW6vru6C+xsshkxflLFNJTleLc4m0TwSP0vbwOw7nxuHoaZS+zrYRPtpfOwzcKXhOUcwvANDS7hRA3PBYJ9qIfuR9VsoFQ63RxLq/Jd805mYJASUSZFfWTDxIL9RiAK1dzuRosHO8qTLiqqN9vJ4bQGSFFLsbazUIoc/P6g1NPpnUxTxeWqTlOWfC5ZFiIkMZJKNsspg5MzG6v6zLyfguLhUZRSw66rY0lQoHJ7oQnLYi7oWhauNFFDlRRtq1BsKe0OLSiT3bQmRvUbA7APC71QL0Z4+1N43rFK85gpA==" . . . . . . . "" . "Applied sciences" . . "" . "Earth sciences" . . . "https://discourse.pangeo.io/t/september-1-2022-handling-large-geo-data-with-julia/2656" . . "2022-09-02 19:15:52.939627+00:00" . "2022-10-05 11:05:10.738946+00:00" . "You will find here all the information published to advertise the Pangeo Show & Tell Talk frm Felix Cremer on \"Handling large geo data with Julia \"." . . "Pangeo discourse post announcing 1st September Show & Tell by Felix Cremer." . "2022-09-02 19:15:52.939627+00:00" . . . . . "https://github.com/JuliaDataCubes/ESDLTutorials" . . "2022-09-02 19:36:28.455672+00:00" . "2022-10-05 11:05:08.571565+00:00" . "This will become a selection of tutorials on the use of ESDL.jl and YAXArrays.jl julia packages for the handling of large scale out-of-core geospatial datasets." . "github" . . "ESDLtutorial Github repository." . "2022-09-02 19:36:28.455672+00:00" . . . . . "https://github.com/JuliaDataCubes/ESDLTutorials/raw/main/data/ne_50m_admin_0_countries.dbf" . . "2022-09-02 19:27:25.914754+00:00" . "2022-10-05 11:04:59.380562+00:00" . "Part of ne_50m_admin_0_countries shapefile." . . "ne_50m_admin_0_countries.dbf" . "2022-09-02 19:27:25.914754+00:00" . . . . . "https://github.com/JuliaDataCubes/ESDLTutorials/raw/main/data/ne_50m_admin_0_countries.shp" . . "2022-09-02 19:28:35.477795+00:00" . "2022-10-05 11:05:01.072396+00:00" . "Part of ne_50m_admin_0_countries shapefile." . "application/x-qgis" . . "ne_50m_admin_0_countries.shp" . "2022-09-02 19:28:35.477795+00:00" . . . . . "https://github.com/JuliaDataCubes/ESDLTutorials/raw/main/data/ne_50m_admin_0_countries.shx" . . "2022-09-02 19:29:06.833916+00:00" . "2022-10-05 11:05:08.283815+00:00" . "Part of ne_50m_admin_0_countries shapefile." . "application/x-qgis" . . "ne_50m_admin_0_countries.shx" . "2022-09-02 19:29:06.833916+00:00" . . . . . "https://hackmd.io/@pangeo/showandtell" . . "2022-09-20 12:05:09.775445+00:00" . "2022-10-05 11:05:12.569218+00:00" . "This is the shared document we use for all the Pangeo Show and Tell. We collect information, Q&A and feedback.\nEach Show and Tell has its own sub-section." . . "HackMD Pangeo Show and Tell" . "2022-09-20 12:05:09.775445+00:00" . . . . . "https://juliadatacubes.github.io/YAXArrays.jl/dev/" . . "2022-09-02 19:18:10.607898+00:00" . "2022-10-05 11:05:10.000002+00:00" . "YAXArrays.jl is another xarray-like Julia package.\n\nA package for operating on out-of-core labeled arrays, based on stores like NetCDF, Zarr or GDAL.\n\nPackage Features:\n\n- open datasets from a variety of sources (NetCDF, Zarr, ArchGDAL)\n- interoperability with other named axis packages through YAXArrayBase\n- efficient mapslices(x) operations on huge multiple arrays, optimized for high-latency data access (object storage, compressed datasets)" . . "YAXArrays.jl Documentation" . "2022-09-02 19:18:10.607898+00:00" . . . . . "https://raw.githubusercontent.com/JuliaDataCubes/ESDLTutorials/main/data/ne_50m_admin_0_countries.README.html" . . "2022-09-02 19:23:40.734491+00:00" . "2022-10-05 11:05:10.091697+00:00" . "Admin 0 & Countries | Natural Earth" . "text/html" . . "ne_50m_admin_0_countries.README.html" . "2022-09-02 19:23:40.734491+00:00" . . . . . "https://raw.githubusercontent.com/JuliaDataCubes/ESDLTutorials/main/data/ne_50m_admin_0_countries.VERSION.txt" . . "2022-09-02 19:24:56.813174+00:00" . "2022-10-05 11:05:08.830771+00:00" . "Version" . "text/plain" . . "ne_50m_admin_0_countries.VERSION.txt" . "2022-09-02 19:24:56.813174+00:00" . . . . . "https://raw.githubusercontent.com/JuliaDataCubes/ESDLTutorials/main/data/ne_50m_admin_0_countries.cpg" . . "2022-09-02 19:26:00.758390+00:00" . "2022-10-05 11:05:10.411799+00:00" . "cpg file from shapefile dataset." . . "ne_50m_admin_0_countries.cpg" . "2022-09-02 19:26:00.758390+00:00" . . . . . "https://raw.githubusercontent.com/JuliaDataCubes/ESDLTutorials/main/data/ne_50m_admin_0_countries.prj" . . "2022-09-02 19:27:59.472971+00:00" . "2022-10-05 11:05:12.806251+00:00" . "Part of ne_50m_admin_0_countries shapefile (projection information)." . . "ne_50m_admin_0_countries.prj" . "2022-09-02 19:27:59.472971+00:00" . . . . . "https://raw.githubusercontent.com/JuliaDataCubes/ESDLTutorials/main/overallintro.ipynb" . . "2022-09-02 19:19:48.682613+00:00" . "2022-10-05 11:05:09.458760+00:00" . "Jupyter Notebook used by Felix during the Pangeo Show & Tell to demonstrate how to use EarthDataLab.jl to do large scale computations.\n\nTo execute this Jupyter Notebook, data contained in the \"input folder\" is needed (please create a folder called \"data\" in the folder where you have stored the notebook)." . . "How to use EarthDataLab.jl to do large scale computations (Jupyter Notebook)" . "2022-09-02 19:19:48.682613+00:00" . . . . "04jcwf484" . "Nordic e-Infrastructure Collaboration" . . . "POLYGON ((6.152342408895493 36.11420992771953, 6.152342408895493 46.14432008685165, 19.042966514825824 46.14432008685165, 19.042966514825824 36.11420992771953, 6.152342408895493 36.11420992771953))" . "6.152342408895493 36.11420992771953, 6.152342408895493 46.14432008685165, 19.042966514825824 46.14432008685165, 19.042966514825824 36.11420992771953, 6.152342408895493 36.11420992771953" . . . "c23c13de-3616-4fe4-9df0-64c0c303b28b" . "POLYGON ((6.152342408895493 36.11420992771953, 6.152342408895493 46.14432008685165, 19.042966514825824 46.14432008685165, 19.042966514825824 36.11420992771953, 6.152342408895493 36.11420992771953))" . . "10.24424/2byf-7r07" . "False" . . "2022-10-05 11:05:15.777066+00:00" . . . . . . "163759"^^ . "https://api.rohub.org/api/ros/77a61d94-3318-4d33-a3c0-4730e7026fdb/crate/download/" . . . "2022-09-02 19:02:01.731061+00:00" . "2024-03-05 12:18:33.627372+00:00" . "2022-09-02 19:02:01.731061+00:00" . "This talk is part of the Pangeo Show & Tell series and was given on September 1st 2022 by Felix Cremer.\n\nBio\nFelix Cremer received his diploma in mathematics from the University of Leipzig in 2014. In 2016 he started his PhD study on time series analysis of hypertemporal Sentinel-1 radar data. He currently works at the Max-Planck-Institute for Biogeochemistry on the development of the JuliaDataCubes ecosystem in the scope of the NFDI4Earth 5 project.\n\nAbstract\nThe Earth Data Lab (EDL) is a data cube framework in Julia for the efficient handling of raster data. It is based on the YAXArrays.jl package. YAXArrays.jl provides functionality to deal with labelled arrays, similar to the xarray python package and it also provides efficient and easy multithreading and distributed computation of user defined functions along arbitrary slices of the data.\nEarthDataLab.jl uses DiskArrays.jl in the backend to deal with out of memory datasets. In this Show-and-Tell Felix is going to give a short introduction into the EarthDataLab.jl package for raster data handling in Julia." . "application/ld+json" . . . . . "https://w3id.org/ro-id/77a61d94-3318-4d33-a3c0-4730e7026fdb" . "geodata" . "julia" . . "Video" . "Handling large geo data with Julia - snapshot" . "Handling large geo data with Julia" . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Felix Cremer, and Pangeo Europe. \"Handling large geo data with Julia.\" ROHub. Sep 02 ,2022. https://doi.org/10.24424/2byf-7r07." . "POLYGON ((6.152342408895493 36.11420992771953, 6.152342408895493 46.14432008685165, 19.042966514825824 46.14432008685165, 19.042966514825824 36.11420992771953, 6.152342408895493 36.11420992771953))" . . . . . . "output" . . . . . "tool" . . . . . "biblio" . . . . . . . . . . "input" . . . . "138593"^^ . "https://api.rohub.org/api/resources/9b5c569a-f9bd-4147-9844-4d856bd858db/download/" . . "2022-09-02 19:30:37.195378+00:00" . "2022-10-05 11:05:15.216316+00:00" . "Plot from the Julia Jupyter notebook." . "image/png" . . "plot_italy_julia_pangeo_ST.png" . "2022-09-02 19:30:37.195378+00:00" . . . . . . . . "A community platform for Big Data geoscience" . "pangeo-europe@gmail.com" . "Pangeo" . "https://pangeo.io/" . . 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"series analysis" . . "15.044247787610619" . "6.8" . . "https://youtu.be/18_e8wmI9Os" . . "2022-09-02 19:13:04.311770+00:00" . "2022-10-05 11:05:08.693363+00:00" . "This is the recorded talk from Felix Cremer during the Pangeo Show & Tell in September 1st, 2022. Felix is going through his Julia Notebook and explain us about handling large geo data with Julia." . . "Youtube video \"Handling large geo data with julia by Felix Cremer.\"" . "2022-09-02 19:13:04.311770+00:00" . . . . "Max-Planck-Institute (Germany)" . "fcremer@bgc-jena.mpg.de" . "Felix Cremer" . . "pangeo.europe@gmail.com" . "Pangeo Europe" . . . "2026-05-11T16:18:13.034+02:00"^^ . . . . . "Handling large geo data with Julia - snapshot" . "RSA" . 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"2022-10-25 15:48:28.199436+00:00" . "Discussion from Pangeo Discourse on DGGS use with Pangeo." . "discussion" . . "Pangeo discourse on \"Discrete Global Grid Systems (DGGS) use with Pangeo\"" . "2022-10-07 12:57:56.628114+00:00" . . . . . "https://discourse.pangeo.io/t/october-6-2022-dggs-and-their-potential-impact-in-geoscience-and-geospatial-communities/2759" . . "2022-10-25 15:45:23.831383+00:00" . "2022-10-25 15:48:40.680580+00:00" . "Pangeo discourse announcement." . "discourse" . . "Pangeo discourse announcement Show & Tell on \n\"October 6, 2022: DGGS and their potential impact in Geoscience and Geospatial communities\"" . "2022-10-25 15:45:23.831383+00:00" . . . . . "https://github.com/allixender/pangeo_dggs_2022" . . "2022-10-07 12:51:00.692996+00:00" . "2022-10-25 15:48:26.907094+00:00" . "Github repository with examples used during the Pangeo Show and Tell - 06. Oct., 2022 on \"DGGS and their potential impact in Geoscience and Geospatial\" by Alexander Kmoch (Landscape Geoinformatics Lab, University of Tartu, Estonia).\n\nTwitter:\n\n@Lgeoinformatics │ @allixender" . "jupyter notebook" . . "Pangeo Show and Tell : DGGS play ground" . "2022-10-07 12:51:00.692996+00:00" . . . . . "https://hackmd.io/@pangeo/showandtell" . . "2022-10-25 07:27:19.067533+00:00" . "2022-10-25 15:48:28.394740+00:00" . "This is the shared document we use for all the Pangeo Show and Tell. We collect information, Q&A and feedback.\nEach Show and Tell has its own sub-section." . "hackmd" . . "HackMD Pangeo Show and Tell" . "2022-10-25 07:27:19.067533+00:00" . . . . "University of Tartu, Estonia" . "alexander.kmoch@ut.ee" . "Alexander Kmoch" . . "0000-0003-4386-4450" . . "https://raw.githubusercontent.com/allixender/pangeo_dggs_2022/main/environment.yml" . . "2022-10-17 14:04:26.842481+00:00" . "2022-10-25 15:48:24.056839+00:00" . "Conda environment for running DGGS notebook examples." . "environment" . . "environment.yml" . "2022-10-17 14:04:26.842481+00:00" . . . . . "https://raw.githubusercontent.com/allixender/pangeo_dggs_2022/main/h3_intro.ipynb" . . "2022-10-17 14:07:52.027331+00:00" . "2022-10-25 15:48:40.921243+00:00" . "Jupyter Notebook demonstrating how to perform Spatial Data Analysis with H3." . "H3" . . "h3_intro.ipynb" . "2022-10-17 14:07:52.027331+00:00" . . . . . "post@simula.no" . "00vn06n10" . "Simula Research Laboratory" . . . . "A community platform for Big Data geoscience" . "pangeo-europe@gmail.com" . "Pangeo" . "https://pangeo.io/" . . "POLYGON ((-175.78125000000003 -80.21861403809504, -175.78125000000003 84.00379284323029, 191.25002145767215 84.00379284323029, 191.25002145767215 -80.21861403809504, -175.78125000000003 -80.21861403809504))" . "-175.78125000000003 -80.21861403809504, -175.78125000000003 84.00379284323029, 191.25002145767215 84.00379284323029, 191.25002145767215 -80.21861403809504, -175.78125000000003 -80.21861403809504" . . . "c0cb3d9d-0b6e-46b0-8a78-c03449698c8d" . "POLYGON ((-175.78125000000003 -80.21861403809504, -175.78125000000003 84.00379284323029, 191.25002145767215 84.00379284323029, 191.25002145767215 -80.21861403809504, -175.78125000000003 -80.21861403809504))" . . "https://doi.org/10.24424/tg01-kv33" . "False" . . "2022-10-25 15:48:48.641529+00:00" . . . . . . . "10306143"^^ . "https://api.rohub.org/api/ros/d1f369cd-25a2-4fc6-b418-b2e7feed7cde/crate/download/" . . . "2022-10-04 09:22:53.114240+00:00" . "2024-03-05 12:17:36.266464+00:00" . "2022-10-04 09:22:53.114240+00:00" . "A Discrete Global Grid Systems (DGGS) is a unique type of spatial\nreference system comprising of a hierarchy of uniquely identifiable\ndiscrete grid cells that span the globe at multiple resolutions. A DGGS\ncan support efficient management, storage, integration, exploration,\nmining, and visualisation of large geospatial datasets, and several\nsystems of tesselation and indexing schemes exist.\n\nThe main topic of this session is to introduce the audience to the\ntheoretical background of Discrete Global Grid Systems (DGGS), current\nreal-world implementations and exemplary use cases. This includes grid\ngeneration, data indexing and sampling with DGGRID, and some spatial\nanalysis with with H3 and rHealPix." . "application/ld+json" . . . . . "https://w3id.org/ro-id/d1f369cd-25a2-4fc6-b418-b2e7feed7cde" . "DGGS" . "OGC" . "grid" . . "DGGS and their potential impact in Geoscience and Geospatial communities - snapshot" . "DGGS and their potential impact in Geoscience and Geospatial communities" . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://w3id.org/ro/earth-science#ExecutableResearchObjectTemplate" . . . . . . . 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"https://api.rohub.org/api/resources/99ff71ac-bc69-4810-ba18-fe48605b11d6/download/" . . "2022-10-07 13:02:09.118273+00:00" . "2022-10-25 15:48:47.461184+00:00" . "A Discrete Global Grid System is a spatial reference system that uses a hierarchical tessellation of cells to partition and address the globe.\r\n\r\nOGC Abstract Specification, 2017" . "image/png" . . "Discrete Global Grid System (DGGS)" . "2022-10-07 13:02:09.118273+00:00" . . . . . . . "globe" . . "4.4609665427509295" . "3.6" . "cell" . . "11.834319526627219" . "6.0" . "A Discrete Global Grid Systems (DGGS) is a unique type of spatial\nreference system comprising of a hierarchy of uniquely identifiable\ndiscrete grid cells that span the globe at multiple resolutions." . . "59.37873357228196" . "49.7" . "Medical procedure-test" . . "Health/Health treatment/Medical procedure-test" . "grid generation" . . "21.013412816691506" . "14.1" . "issue" . . "6.195786864931846" . "5.0" . 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"https://w3id.org/ro-id/00c3b3c8-ab4a-40a9-b538-8285c4343b04" . "https://w3id.org/ro-id/152f28a8-049e-497d-845b-e63bfdda9d3f" . "https://w3id.org/ro-id/194db50a-ca8b-41b2-a506-1200e7765271" . "https://w3id.org/ro-id/1a365d97-9c22-4084-9a8f-388a41ee2613" . "https://w3id.org/ro-id/4d737ce9-ae9c-44ea-a919-782fd4fbe5a1" . "https://w3id.org/ro-id/da197f41-c78b-4813-8ded-7c21d8778109" . "Anne Foilloux, Federica Foglini, and Elisa Trasatti. \"FDO Conference 2022: FAIR Research Objects for realizing Open Science with RELIANCE EOSC project.\" ROHub. Oct 23 ,2022. https://doi.org/10.24424/nz65-v565." . "POINT (4.491577134467661 52.16031415158596)" . . . . . . "biblio" . . . . "https://youtu.be/TR47NYd5_yw?t=6255" . . "2022-10-29 16:58:18.851294+00:00" . "2022-11-05 10:31:46.057686+00:00" . "Presentation given by Anne Fouilloux during the FDO 2022 Conference at Leiden." . "youtube" . . "Youtube Video: FAIR Research Objects for realising Open Science with RELIANCE EOSC Project" . 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"2022-10-29 17:06:30.777253+00:00" . . . . . "https://doi.org/10.3897/rio.8.e93940" . . "2022-10-23 19:38:58.377108+00:00" . "2022-11-05 10:31:35.850483+00:00" . "Conference Paper for the 1st International Conference on FAIR Digital Objects, 26-28 October 2022, Leiden (Nederlands)." . "Open Science" . . "Conference Abstract: FAIR Research Objects for realizing Open Science with RELIANCE EOSC project" . "2022-10-23 19:38:58.377108+00:00" . . . . . "https://www.fdo2022.org" . . "2022-10-24 12:26:18.895297+00:00" . "2022-11-05 10:31:33.153072+00:00" . "Website for the 1st International Conference on FAIR Digital Objects." . "WebSite" . . "1st International Conference on FAIR Digital Objects" . "2022-10-24 12:26:18.895297+00:00" . . . . . "https://www.fdo2022.org/programme/leiden-declaration" . . "2022-10-29 17:11:06.766028+00:00" . "2022-11-05 10:31:36.622775+00:00" . "FDO2022 will conclude with the formal signing and publication of the ‘Leiden Declaration on FAIR Digital Objects’, which text you can see below. While the signing will take place at the end of the conference, in Leiden, we would like to invite you to add your name to the movement initiated by FDO2022 by signing the declaration online. It is an opportunity for all of us working in research, technology, policy and beyond to support an unprecedented effort to further develop FAIR digital objects, open standards and protocols, and increased reliability and trustworthiness of data. In short, a new environment that works as a truly meaningful data space. \nYou can sign the declaration using the button at the end of the page. Join us!" . . "Leiden Declaration on FAIR Digital Objects" . "2022-10-29 17:11:06.766028+00:00" . . . . . "12891281"^^ . "https://api.rohub.org/api/resources/96a6be58-73e9-4cce-9d01-f3448a9fdb3d/download/" . . "2022-10-29 17:07:24.417771+00:00" . 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And the ADAM platform is a datacube service that enables efficient access to large amount of Earth Observation data such as Copernicus Satellite observations." . . "Introduction to the 3 RELIANCE services" . "2022-10-23 20:53:49.501941+00:00" . . . . . . . "geology" . . "28.959329138533363" . "0.405443400144577" . "entourage" . . "3.8173652694610776" . "5.1" . "Science and technology" . . "Science and technology" . "research work" . . "6.9297401347449465" . "7.2" . "metadata" . . "6.062874251497006" . "8.1" . "exploitation" . . "3.9670658682634734" . "5.3" . "metadata extraction" . . "7.8922040423484106" . "8.2" . "s capability" . . "9.81713185755534" . "10.2" . "research object management platform" . . "24.157844080846967" . "25.1" . "The project has delivered 3 complementary technologies: Research Objects (ROs) Data Cubes and AI-based Text Mining." . . "19.955156950672645" . "17.8" . "European Union" . . "https://www.wikidata.org/wiki/Q458" . "geology" . . "71.04067086146664" . 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The presentation and demo were given during the pan-europeans digital assets supporting research communities.\n\nAgenda of the event:\nOn 5-6 December 2022, EOSC Future and the INFRAEOSC-07 projects (C-SCALE, DICE, EGI-ACE, OpenAIRE Nexus, Reliance) are hosting an online use case showcase. Check out the agenda and register for this online interactive event by 4 December, 23.59 CET.\n\nOver 2 half-day webinars, actual EOSC users will present how their research communities are using EOSC digital assets to address scientific and societal challenges related to 3 UN Sustainable Development Goals (SDGs):\n\n• Climate action (SDG 13)\n• Industry, Innovation & infrastructure (SDG 9)\n• Good health & well-being (SDG 3)\n\nThere will also be a session with use cases related to Open Science more broadly.\n\nWhy ‘use cases’?\n\nThe demonstrative, first-hand format of the event will enable real research communities to show how\ntheir work can be leveraged by EOSC.\n\nResearchers, disciplinary groups and anyone interested to learn about both EOSC-related tools and\nservices for data sharing and discoverability as well as discipline-related solutions are invited to the\nwebinar. Attendees will also hear first-hand accounts from early-adopter communities that have\nintegrated some of these core EOSC services.\n\n1 programme, 2 days\n\nCheck out the agenda to get a glimpse of the cases in the programme, in addition to a at the users,\nEU and UN officials who will be weighing in on discussions.\n\nDay 1 – 5 December\n• 09.30-11.00: Digital assets supporting SDG 13: Climate action\n• 11.15-12.00: Digital assets supporting SDG 3: Good health and well-being\n• 12:15-13:00: Discovering services for open science\n\nDay 2 – 6 December\n• 09.00-09.45: Digital assets supporting SDG 9 Industry, innovation and infrastructure\n• 10.00-10.45: Experiences from Early Adopters approaching EOSC: the RELIANCE Open\nchallenge\n• 11.00-12.00: Lessons Learnt from use cases and Looking forward" . "application/ld+json" . . . . . . . . . "https://w3id.org/ro-id/107487d2-a9d5-4224-8b00-b321e133b6c8" . "deep learning" . "forecasting" . "sea-ice" . . "Presentation" . "Pan-European digital assets supporting research communities – Climate Change with RELIANCE & EOSC - snapshot" . "Pan-European digital assets supporting research communities – Climate Change with RELIANCE & EOSC" . . "MANUAL" . "https://w3id.org/ro-id/107487d2-a9d5-4224-8b00-b321e133b6c8/1c144684-1ea3-4cb5-93e6-8cffecf3b849" . . . . "Anne Foilloux, Jean Iaquinta, and Alejandro Coca-Castro. \"Pan-European digital assets supporting research communities – Climate Change with RELIANCE & EOSC.\" ROHub. Dec 05 ,2022. https://doi.org/10.24424/xnz3-m908." . "POINT (10.678710937500002 60.057529736844224)" . . . . . "14231483"^^ . "https://api.rohub.org/api/resources/35f2e92c-4366-4f23-bd50-2080645e81dd/download/" . . "2022-12-10 21:40:02.993477+00:00" . "2022-12-10 21:40:04.312065+00:00" . "video/mp4" . . "EOSC-Webinar.mp4" . "2022-12-10 21:40:02.993477+00:00" . . . . "378820"^^ . "https://api.rohub.org/api/resources/584a2c4a-1226-4298-b3ea-12d8b7f05b19/download/" . . 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This demo goes with the presentation (slides) and show how the original work was published s a paper in nature communications. The code and data were available and Alejandro Coca-Castro re-used it to create an executable Research Object with a Jupyter Notebook. This Jupyter Notebook examplifies the use of IceNet (probabilistic deep learning to forecast sea-ice). This executable Research Object was forked and deviated work was created e.g. the Jupyter notebook was updated to make it more accessible to people that are not from the Climate community. We use B2DROP to store the new Jupyter notebook and the results to share while doing. Whenever we update the notebook or add figures, the corresponding Research Object is updated live on RoHub. We are now getting close to Open Science e.g. sharing while doing." . "video/mp4" . "mp4" . . "Demo showing the usage of RELIANCE service for seasonal sea-ice forecasting." . "2022-12-05 12:33:43.590961+00:00" . . . . . 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"https://api.rohub.org/api/resources/5c0b4dc8-8ddc-4377-8e10-88022bd34ddf/download/" . . "2022-11-21 14:44:35.309807+00:00" . "2022-12-11 18:55:08.476244+00:00" . "Slides for Anne Fouilloux's presentation at UiO Data Manager Meeting on EOSC in practise." . "application/pdf" . . "My experience with EOSC (Slides, pdf)" . "2022-11-21 14:44:35.309807+00:00" . . . . . "79367"^^ . "https://api.rohub.org/api/resources/99001ed6-eafc-4363-ad93-b3da218a7187/download/" . . "2022-11-21 14:42:56.411912+00:00" . "2022-12-11 18:55:07.733198+00:00" . "Timeline with Anne Fouilloux's EOSC journey." . "image/png" . . "EOSC-journey.png" . "2022-11-21 14:42:56.411912+00:00" . . . . . "https://youtu.be/tz0OqxHvnbw" . . "2022-11-21 14:52:01.754759+00:00" . "2022-12-11 18:54:52.704491+00:00" . "Demo for EOSC-Future: Turning FAIR and Open Science into Reality. The example shown is about the \"impact of the Covid-19 Lockdown on Air quality over Europe using Copernicus and EOSC project services\"." . "youtube" . . "Turning FAIR and Open Science into Reality (demo, video)" . "2022-11-21 14:52:01.754759+00:00" . . . . . "https://eoscfuture.eu/newsfuture/answering-research-questions-with-eosc/" . . "2022-11-21 15:36:19.837234+00:00" . "2022-12-11 18:54:52.850465+00:00" . "Answering research questions with EOSC,\nMarch 10, 2022.\n\nClimate Data Scientist Anne Fouilloux and her team were faced with a research question: In France, have there been changes in air quality over the course of the COVID-19 pandemic?\n\nWith the help of compute services available through EOSC, Anne was able to search for European air quality data analysis.\n\nNAVIGATING EOSC\n\nCheck our infographic and follow Anne as she:\n\n- searches for European air quality data via OpenAIRE|Explore;\n- selects a software (an EOSC Jupyter notebook);\n- orders the notebook on the EOSC marketplace;\n- accesses and aggregates research from the RELIANCE project;\n- performs data analysis with air quality data in France;\n- shares a new research object (via a B2Drop folder)." . . "Anne Fouilloux is answering research questions with EOSC." . "2022-11-21 15:36:19.837234+00:00" . . . . . . . "speaker" . . "13.01482701812191" . "7.9" . "on Tue, Nov-22-2022" . . "earth sciences" . . "100.0" . 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"service-account-enrichment" . . "10.24424/hrhm-8849" . "False" . "https://w3id.org/ro-id/2f352829-b3e1-45f3-99f2-786c52587485" . "2022-12-22 10:56:38.063437+00:00" . "mailto:antonio.petrizzo@ve.ismar.cnr.it" . . . . . . . . "16469215"^^ . "https://api.rohub.org/api/ros/4691cb04-70c5-4c7b-aa76-65850ddd509c/crate/download/" . . "2022-12-22 09:40:51.679517+00:00" . "2024-03-05 12:23:34.560913+00:00" . "2022-12-22 09:40:51.679517+00:00" . "This RO provides the Jupyter notebook used to post process the Sound Pressure Levels (SPLs) data obtained within the Soundscape Project - SOUNDSCAPES IN THE NORTH ADRIATIC SEA AND THEIR IMPACT ON MARINE BIOLOGICAL RESOURCES (https://www.italy-croatia.eu/web/soundscape) where more of 1 year of continuos underwater noise data (march 2020 - june 2021) were recorded." . "application/ld+json" . . . . . "https://w3id.org/ro-id/4691cb04-70c5-4c7b-aa76-65850ddd509c" . "SPLs" . "Soundscape" . "Underwater Noise" . . "Soundscape project: Sound Pressure Levels Post Processing - snapshot" . "Soundscape project: Sound Pressure Levels Post Processing" . . "MANUAL" . "https://w3id.org/ro-id/4691cb04-70c5-4c7b-aa76-65850ddd509c/2365ba84-88fd-4071-8f99-cc7b9abd7116" . . . . . "https://w3id.org/ro-id/09305b61-efc5-4373-9a25-3c3a49c63e6c" . "https://w3id.org/ro-id/52d27a97-4e3c-4de0-b478-0a20a6d19630" . "https://w3id.org/ro-id/a8294502-720a-4e7a-bc84-9f313a244dfb" . "https://w3id.org/ro-id/179abe10-923b-4fe6-8eeb-6ecfe59203bf" . "https://w3id.org/ro-id/112323c2-023b-4fce-84a3-354c82d09e8f" . "https://w3id.org/ro-id/2c295fb1-fb33-4946-acbd-1484c02c0db5" . "https://w3id.org/ro-id/3f0448ff-eca6-43c2-960e-92281402a652" . "https://w3id.org/ro-id/5171a40a-91dc-4322-8fa7-3df5c31724ee" . "https://w3id.org/ro-id/60ac92c4-ddb1-4105-b385-ab05d8e62987" . "https://w3id.org/ro-id/624b5e15-55ec-4832-9014-057ba4c3494b" . "https://w3id.org/ro-id/781ccd8f-ec48-4bb0-8041-8a13afc0a215" . 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"PETRIZZO, ANTONIO, Fantina Madricardo, Marta Picciulin, and Michol Ghezzo. \"Soundscape project: Sound Pressure Levels Post Processing.\" ROHub. Dec 22 ,2022. https://doi.org/10.24424/hrhm-8849." . 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"workflows" . . . . . . "biblio" . . . . . "datasets" . . . . "results" . . . . . "inputs" . . . . "https://notebooks.egi.eu/user/da47d3640f619a02cb075c15d288fc09e053bf46b90d26ec335392acdfae866b@egi.eu/doc/tree/datahub/Reliance/Soundscape/SPL_PostProcessing_HDF5.ipynb" . . "2022-12-22 10:33:02.338126+00:00" . "2022-12-22 10:56:26.537631+00:00" . "Link to open the file in Notebooks, an environment based on Jupyter and the EGI cloud service: It allows to post process SPLs data and to create graphs/tables. A valid EGI account is required." . . "Jupyter notebook for SPLs processing" . "2022-12-22 10:33:02.338126+00:00" . . . . . "1111721"^^ . "https://api.rohub.org/api/resources/240112e9-d3e7-4221-8ea9-fd98ea4a092a/download/" . . "2022-12-22 09:46:43.417490+00:00" . "2022-12-22 10:56:32.759217+00:00" . "image/png" . . "sketches.png" . "2022-12-22 09:46:43.417490+00:00" . . . . . "9146360"^^ . "https://api.rohub.org/api/resources/2b2bbff5-3a54-42f5-9889-123bacb66828/download/" . . "2022-12-22 10:00:20.583758+00:00" . "2022-12-22 10:56:34.505368+00:00" . "Example of SPLs input file. HDF5 format, according to to ICES (International Council for the Exploration of the Sea) continuous noise data portal specification (https://www.ices.dk/data/data-portals/Pages/Continuous-Noise.aspx)." . . "Example of SPLs input file" . "2022-12-22 10:00:20.583758+00:00" . . . . . "3034992"^^ . "https://api.rohub.org/api/resources/551e4e13-b14a-42fe-b654-788dd2fa2220/download/" . . "2022-12-22 10:04:21.100557+00:00" . "2022-12-22 10:56:35.519720+00:00" . "Some examples of output files" . "application/zip" . . "Some examples of output files" . "2022-12-22 10:04:21.100557+00:00" . . . . . "912578"^^ . "https://api.rohub.org/api/resources/9424b92f-ac08-4c1d-b702-49f33508a9ca/download/" . . "2022-12-22 10:07:51.947557+00:00" . "2022-12-22 10:56:36.131713+00:00" . "Map of stations with their coordinates" . "image/png" . . "Stations map" . "2022-12-22 10:07:51.947557+00:00" . . . . . "5832938"^^ . "https://api.rohub.org/api/resources/94c1d183-c6a0-44db-8ec7-262cb699e822/download/" . . "2022-12-22 10:24:50.681134+00:00" . "2022-12-22 10:56:37.830882+00:00" . "The Jupyter notebook used to post process SPLs data and to create graphs/tables." . "application/zip" . . "Jupyter notebook for processing SPLs data." . "2022-12-22 10:24:50.681134+00:00" . . . . . "https://doi.org/10.5281/zenodo.7472152" . . "2022-12-22 09:55:32.356553+00:00" . "2022-12-22 10:56:21.474116+00:00" . "20 and 60 seconds SPLs dataset" . . "Full SPLs dataset" . "2022-12-22 09:55:32.356553+00:00" . . . . . "https://underwaternoise.ices.dk/continuous" . . "2022-12-22 10:06:10.843847+00:00" . "2022-12-22 10:56:25.348517+00:00" . "Continuous Noise Database (https://underwaternoise.ices.dk/continuous), 2022. ICES, Copenhagen" . . "Format of input file" . "2022-12-22 10:06:10.843847+00:00" . . . . . "https://www.italy-croatia.eu/web/soundscape" . . "2022-12-22 10:07:12.320583+00:00" . 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"Jupyter notebook" . . "16.104294478527606" . "10.5" . "atmospheric sciences" . . "100.0" . "0.41819459199905396" . "Ro" . . "9.517241379310345" . "6.9" . "Adriatic Sea" . . "15.184049079754601" . "9.9" . "SPL" . . "11.963190184049079" . "7.8" . "AND" . . "10.482758620689655" . "7.6" . "sound pressure levels" . . "17.53607103218646" . "15.8" . "Hardware" . . "Economy, business and finance/Economic sector/Computing and information technology/Hardware" . "soundscape" . . "19.32515337423313" . "12.6" . "data" . . "13.957055214723926" . "9.1" . "information" . . "11.448275862068968" . "8.3" . "Newspaper" . . "Arts, culture and entertainment/Mass media/Newspaper" . "antonio.petrizzo@cnr.it" . "ANTONIO PETRIZZO" . . "direttore@ismar.cnr.it" . "CNR-ISMAR" . . "CNR ISMAR" . "fantina.madricardo@ve.ismar.cnr.it" . "Fantina Madricardo" . . "CNR ISMAR" . "marta.picciulin@ve.ismar.cnr.it" . "Marta Picciulin" . . "CNR ISMAR" . "michol.ghezzo@ve.ismar.cnr.it" . "Michol Ghezzo" . . . "2026-05-11T16:15:29.430+02:00"^^ . . . . . "Soundscape project: Sound Pressure Levels Post Processing - snapshot" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "oEevJMOJOYFqCOCgzmgVXivN5c0qevmWsk7KSaOZfD++PmX9KlCjtsiXuwEAxgmENLwg7WRzG7ot7f5reEMz/YtE7VuDipD6LHtmquVu82xGoXsboXtxVkEiGEPqB7QF7WmEqTzO25hwAmPxgn1kz054cGg/dhKXySgm4nuR0nP+BA+//QyKOIhnPJBzCAGDpl1uLcxSDyVXGGJx2XRDN6xL5+zA52fzSGSbf1CUD4cVNAdLS+7pAN/Hb3tOHDEuVZjDHtaZltg/Ly7CwKHJ9l+faKgHnPTcGAJ6QXUznq8d7Nvy9P3Un2Hfa8cSt+MbhLVacPu93xWnUPlsYKKd9A==" . . . . . . . "" . "Environmental research" . . "" . "Applied sciences" . . . "https://agu.confex.com/agu/fm22/meetingapp.cgi/Session/165616" . . "2022-12-09 18:50:29.467565+00:00" . "2022-12-23 17:57:00.777346+00:00" . "Open science communities are pushing the boundaries of how we approach scientific research. With advancements in computing, software, and data management, the tools are available to transform science into a truly open, collaborative, and inclusive space. By following open science practices, we can increase accessibility of scientific research and findings, improve collaboration, and facilitate high quality, reproducible science.\nThis session will showcase success stories in the Earth and space sciences and highlight a range of open science platforms, datasets, and computational tools. Join this session for real-world examples of how open science practices have empowered and enabled scientists across disciplines to carry out successful research projects." . "session" . . "ED16B - Open Science Practices and Success Stories Across the Earth, Space, and Environmental Sciences IV Oral" . "2022-12-09 18:50:29.467565+00:00" . . . . "jeani@uio.no" . "Jean Iaquinta" . . "0000-0002-8763-1643" . "post@simula.no" . "00vn06n10" . "Simula Research Laboratory" . . . . "https://w3id.org/ro-id/18269477-c1b8-4aa8-9b0e-372c7bb6b65c" . . "2022-12-08 08:54:10.991302+00:00" . "2022-12-23 17:56:59.163701+00:00" . "This research object is a fork from RO examplifying Sea ice forecasting using IceNet notebook published in the Environmental Data Science book. Its main purpose is to show how to make derivative work and keep all the history of contributions and contributors." . . "Sea ice forecasting using IceNet (Jupyter Notebook) forked from the Environmental Data Science book" . "2022-12-08 08:54:10.991302+00:00" . . . . "-87.62586593977177" . "41.875270331922245" . "POINT (-87.62586593977177 41.875270331922245)" . . . "c3b434f0-a692-4b20-ae64-5076d995fca8" . "POINT (-87.62586593977177 41.875270331922245)" . . "https://doi.org/10.24424/qkna-rz18" . "False" . . "2022-12-23 17:57:11.722765+00:00" . . . . . . . . "28405593"^^ . "https://api.rohub.org/api/ros/871a1786-bc6a-4e60-a160-3f57e3869d35/crate/download/" . . . . . . . . "2022-12-08 08:34:52.580430+00:00" . "2024-03-05 12:16:52.989585+00:00" . "2022-12-08 08:34:52.580430+00:00" . "This Research Object aggregates all the different Research Objects and resources used for presenting the Environmental Data Science Book at AGU 2022. \n\nThe Environmental Data Science book is a living, open and community-driven online resource to showcase and support the publication of data, research and open-source tools for collaborative, reproducible and transparent Environmental Data Science.\n\nThe Environmental Data Science is:\n\na book\na community\na global collaboration\nWe target to make sense of:\n\nenvironmental systems\nenvironmental data and sensors\ninnovative research in Environmental Data Science\nopen-source tools for Environmental Data Science\nWe hope you find the content in the resource helpful.\n\nThe resource and executable notebooks are free under a CC-BY licence and OSI-approved MIT license, respectively." . "application/ld+json" . . . . . . . . "https://w3id.org/ro-id/871a1786-bc6a-4e60-a160-3f57e3869d35" . "open science" . "reproducible" . "sea-ice" . . "Video" . "AGU 2022 - Environmental Data Science Book: a community-driven resource showcasing open-source Environmental science - snapshot" . "AGU 2022 - Environmental Data Science Book: a community-driven resource showcasing open-source Environmental science" . . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Anne Foilloux, Alejandro Coca-Castro, Environmental Data Science Book Community, Jean Iaquinta, Tom Andersson, Nick Barlow, and . Scott Hosking. \"AGU 2022 - Environmental Data Science Book: a community-driven resource showcasing open-source Environmental science.\" ROHub. Dec 08 ,2022. https://doi.org/10.24424/qkna-rz18." . "POINT (-87.62586593977177 41.875270331922245)" . . . . . . "150689"^^ . "https://api.rohub.org/api/resources/71b9b61c-81d7-4da7-bb03-72fbec48e993/download/" . . "2023-01-17 14:37:57.030511+00:00" . "2023-01-17 14:37:58.189501+00:00" . "image/png" . . "agu22-presentation_EnvDSBook-2.png" . "2023-01-17 14:37:57.030511+00:00" . . . . . "150689"^^ . "https://api.rohub.org/api/resources/7a88f5ae-4de7-438f-8f10-25ba9f3736a2/download/" . . "2022-12-22 16:28:38.705015+00:00" . "2022-12-23 17:57:10.622032+00:00" . "image/png" . . "agu22-presentation_EnvDSBook-2.png" . "2022-12-22 16:28:38.705015+00:00" . . . . . . "29440246"^^ . "https://api.rohub.org/api/resources/89f226c9-2b9b-4921-a3a5-e9f24bf82b64/download/" . . "2022-12-22 16:33:09.605035+00:00" . "2022-12-23 17:57:11.424898+00:00" . "Recording of the presentation given at AGU2022." . "video/mp4" . "mp4" . . "AGU presentation (recorded video)" . "2022-12-22 16:33:09.605035+00:00" . . . . . "29440246"^^ . "https://api.rohub.org/api/resources/bd41569e-528c-4c05-b870-b405f2f30f9b/download/" . . "2023-01-17 14:37:58.375885+00:00" . "2023-01-17 14:37:59.850179+00:00" . "video/mp4" . . "DSEnvBook-AGU2022.mp4" . "2023-01-17 14:37:58.375885+00:00" . . . . . . . . "https://w3id.org/ro-id/ac327c3a-5264-40a2-8c6e-1e8d7c4b37ef" . . "2022-12-08 08:42:58.948034+00:00" . "2022-12-23 17:57:01.031243+00:00" . "Research Object demonstrating sea ice forecasting using IceNet. The corresponding Jupyter Notebook has been published in the Environmental Data Science book." . "jupyter book" . . "Sea ice forecasting using IceNet (Jupyter Notebook) published in the Environmental Data Science book" . "2022-12-08 08:42:58.948034+00:00" . . . . "Computational notebooks community focused on Environmental Data Science" . "environmental.ds.book@gmail.com" . "Environmental Data Science Book Community" . "https://github.com/alan-turing-institute/environmental-ds-book/issues/new/choose" . . "software" . . "12.612612612612613" . "1.4" . "research in Environmental Data Science" . . "15.866084425036389" . "10.9" . "MIT license" . . "17.903930131004365" . "12.3" . "community-driven resource" . . "11.353711790393012" . "7.8" . "research" . . "15.39855072463768" . "8.5" . "environmental science and management" . . "100.0" . "0.9688456058502197" . "resource" . . "15.191740412979351" . "10.3" . "executable notebook" . . "31.732168850072778" . "21.8" . "computer science" . . "87.38738738738738" . "9.7" . "resource" . . "10.507246376811594" . "5.8" . "notebook" . . "7.669616519174042" . "5.2" . "tool" . . "10.914454277286136" . "7.4" . "publication of data" . . "23.14410480349345" . "15.9" . "documentation and information science" . . "100.0" . "0.30886638164520264" . "surface" . . "6.48967551622419" . "4.4" . "book" . . "10.471976401179942" . "7.1" . "Biology" . . "Science and technology/Natural science/Biology" . "data" . . "9.734513274336283" . "6.6" . "notebook" . . "9.420289855072463" . "5.2" . "This Research Object aggregates all the different Research Objects and resources used for presenting the Environmental Data Science Book at AGU 2022." . . "41.69230769230769" . "27.1" . "aim" . . "7.079646017699115" . "4.8" . "Research Object" . . "13.22463768115942" . "7.3" . "license" . . "7.374631268436579" . "5.0" . "Book industry" . . "Economy, business and finance/Economic sector/Media/Book industry" . "tool" . . "13.22463768115942" . "7.3" . "research" . . "17.84660766961652" . "12.1" . "data" . . "12.13768115942029" . "6.7" . "publication" . . "7.227138643067848" . "4.9" . "Environmental Data Science" . . "26.08695652173913" . "14.4" . "The Environmental Data Science book is a living, open and community-driven online resource to showcase and support the publication of data, research and open-source tools for collaborative, reproducible and transparent Environmental Data Science." . . "23.692307692307693" . "15.4" . "We target to make sense of:\n\nenvironmental systems\nenvironmental data and sensors\ninnovative research in Environmental Data Science\nopen-source tools for Environmental Data Science" . . "34.61538461538461" . "22.5" . "social and information sciences" . . "100.0" . "0.30886638164520264" . "environmental sciences" . . "100.0" . "0.9688456058502197" . "Environment" . . "Environment" . "The Alan Turing Institute" . "acoca@turing.ac.uk" . "Alejandro Coca-Castro" . . "Nordic e-Infrastructure Collaboration (NeIC)" . "annefou@geo.uio.no" . "Anne Fouilloux" . . "0000-0002-1784-2920" . "Global" . "environmental.ds.book@gmail.com" . "Environmental Data Science Book Community" . . . "The Alan Turing Institute" . "Nick Barlow" . . "he British Antarctic Survey" . "Tom Andersson" . . "jask@bas.ac.uk" . ". Scott Hosking" . . "service-account-enrichment" . . . "2026-05-11T16:15:29.088+02:00"^^ . . . . . "AGU 2022 - Environmental Data Science Book: a community-driven resource showcasing open-source Environmental science - snapshot" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "nT+8yeKgOajGrlHaCdLoBlm4zA2KHEA+/nWSbTf+2Tay1LL2HtRphyFm6CGK5RNSRqHOPcL0QBbtATsOk6q97lYgqftS+oNBqY3Weppo7TWw2koVc3LIKQ5QVQBBD27DnPXh+eHK69uI7dIsSwnblytwOVjQ7CuxuBq6ygLu0MgqR/kNog6koODCNi0YJIdSdLVaO/FrwycdBoZUmfX0ehqLY0pLuECFjqk3F63omaFvrDOkQI7bjERm88Q+q2nmKAEnsbPzIw2DVjcjK09IP1B/YCJSGeteYE6423vp87tJq3MnyepnGCTLsZ2sdRpugQgLSEkvF19ZqmgRZnqiTQ==" . . . . . . . "" . "Applied sciences" . . . "https://docs.google.com/presentation/d/1jxxwEGLiyuqYRJlH5VswekPJVoe5oxjlxVQrEiOojfI/edit?usp=sharing" . . "2023-01-08 20:47:05.281382+00:00" . "2023-02-19 13:17:27.238629+00:00" . "Poster on experiences from the NICEST2 project for NeIC All hands meeting 2023." . "google-doc" . . "Poster on our experiences from the NICEST2 project" . "2023-01-08 20:47:05.281382+00:00" . . . . . "https://doi.org/10.5281/zenodo.4749515" . . "2023-01-08 21:06:32.125399+00:00" . "2023-02-19 13:17:19.315916+00:00" . "Report on the bottlenecks that would hinder the efficient usage of Nordic ESMs on EuroHPC and possible remediation actions (I/Os, adding GPU support, etc.) with clear information on costs in terms of manpower.\n\n\nESMs used in the Nordic countries are clearly not ready for EuroHPC and very little dedicated funding from the scientific community is used for porting existing codes to future architectures. Providers have hired several specialists to support the scientific community but the commitment from the scientific community is not there.\nExchange of knowledge of involved staff (scientists, RSEs, technical support) would be very helpful. For instance, being able to organize meetings/hackathons (online or face to face) with both experts from NorESM and EC-EARTH has been highlighted as an important requirements by those involved in the GPU hackathon.\nCode refactoring and best software practices are the most important component for efficient usage of new architecture, including EuroHPC." . . "NICEST2 - D4.5: First report on the identified bottlenecks for an efficient usage of Nordic ESMs on EuroHPC" . "2023-01-08 21:06:32.125399+00:00" . . . . . "https://doi.org/10.5281/zenodo.4944686" . . "2023-01-08 21:03:28.636733+00:00" . "2023-02-19 13:17:22.369015+00:00" . "This report summarizes the first NICEST2 hackathon with FAIR experts and Earth System Model specialists to understand what needs to be done to make climate data FAIR. It will help us to define our roadmap for FAIR Climate in the Nordics." . . "NICEST2 - D3.3: Report on NICEST2 FAIR climate data hackathon" . "2023-01-08 21:03:28.636733+00:00" . . . . . "https://doi.org/10.5281/zenodo.5571344" . . "2023-01-08 21:08:01.968412+00:00" . "2023-02-19 13:17:27.394767+00:00" . "The Earth System Model Evaluation Tool (ESMValTool) is a community diagnostics and performance metrics tool for the evaluation of Earth system Models (ESMs) that is not widely used in the Nordics yet. A hackathon/workshop was held on March 12, 2021 as a joint event between the INES, NICEST2 and IS-ENES3 projects. During this hackathon, we identified the needs for specific diagnostics for the Nordics that could help researchers to diagnose strengths and deficiencies of current ESMs. We also discussed how to better organize access to data and share resources within the Nordics." . . "NICEST2 - D2.1: Short report from the Nordic ESM diagnostics hackathon" . "2023-01-08 21:08:01.968412+00:00" . . . . . "https://doi.org/10.5281/zenodo.5571416" . . "2023-01-08 21:10:14.737755+00:00" . "2023-02-19 13:17:27.065885+00:00" . "The Nordic climate modeling community consists of research groups at universities, national meteorological institutes and research institutes, and holds demonstrable world class excellence in the field. Several of these groups contribute to the development of both global and regional climate models (GCMs and RCMs,respectively) in international projects with collaborations within Europe and the US. However, many users, including PhDs and postdocs, are developing and/or running Earth System Models (ESMs) for more fundamental scientific research and sensitivity studies, and/or cross-disciplinary research (economy & climate, biodiversity, etc.) and they do not always benefit from the advances, technologies or resources leveraged by these large projects/consortiums. One concrete example is IS-ENES project (https://is.enes.org/) where only one university, namely Linköpings Universitet (not part of the NICEST2 consortium) from the Nordics is involved; Nordic contributions are mostly from Meteorological services and Research Institutes. From a practical point of view this translates in a lot of time/energy wasted “reinventing the wheel”, repeated simulations, lack of transparency, suboptimal use of the infrastructures, etc. In this context, supporting these researchers and realizing the benefits of Open Science and EOSC are our priorities within NICEST2 and WP4." . . "NICEST2 - D4.1: Identification of the Nordic ESM community needs for ESM workflows" . "2023-01-08 21:10:14.737755+00:00" . . . . . "https://nordicesmhub.github.io/NorESM_user_workshop_2021/intro.html" . . "2023-01-08 20:50:23.537300+00:00" . "2023-02-19 13:17:27.609612+00:00" . "Training material on containers for ESM. This training material uses the Norwegian Earth System Model (NorESM) and has been delivered in 2021 as part of the NorESM user meeting." . "text/html" . "training" . . "Running NorESM in a container" . "2023-01-08 20:50:23.537300+00:00" . . . . . "https://nordicesmhub.github.io/nicest2-fair-hackathon/" . . "2023-01-08 20:52:04.176203+00:00" . "2023-02-19 13:17:18.829914+00:00" . "First NICEST2 hackathon to understand the FAIR concept and how they can apply to the Nordic Earth System Modelling Community." . . "NICEST2 hackathon on FAIR climate data" . "2023-01-08 20:52:04.176203+00:00" . . . . . "https://nordicesmhub.github.io/nicest2/2020/05/04/plan.html" . . "2023-01-09 08:28:36.495799+00:00" . "2023-02-19 13:17:20.174631+00:00" . "Link to the NICEST2 project plan." . "text/html" . . "Project plan" . "2023-01-09 08:28:36.495799+00:00" . . . . "Finnish Meteorological Institute (Finland)" . "antti-ilari.partanen@fmi.fi" . "Antti-Ilari Partanen" . . "0000-0002-0883-8161" . "Simula Research Laboratory" . "annef@simula.no" . "Anne Fouilloux" . . "0000-0002-1784-2920" . "NSC (Sweden)" . "struthers@nsc.liu.se" . "Hamish Struthers" . . "0000-0002-4214-2213" . "NERSC (Norway)" . "yanchun.he@nersc.no" . "Yanchun He" . . "0000-0002-5932-3627" . "Finnish Meteorological Institute (Finland)" . "tommi.bergman@fmi.fi" . "Tommi Bergman" . . "0000-0002-6133-2231" . "Norwegian Meteorological Institute (Norway)" . "oskaral@met.no" . "Oskar Landgren" . . "0000-0002-6264-8502" . "jeani@uio.no" . "Jean Iaquinta" . . "0000-0002-8763-1643" . "Finnish Meteorological Institute (Finland)" . "risto.makkonen@fmi.fi" . "Risto Makkonen" . . "0000-0002-8961-3393" . "post@simula.no" . "00vn06n10" . "Simula Research Laboratory" . . . "04jcwf484" . "Nordic e-Infrastructure Collaboration" . . . . "8fc9a20e-fa82-43a8-93f4-cd4cc4a45ac8" . "POINT (10.138547627793743 61.47037998202813)" . . "10.138547627793743" . "61.47037998202813" . "POINT (10.138547627793743 61.47037998202813)" . . 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"Iaquinta, Jean, Oskar Landgren, Alok Kumar Gupta, Prashanth Dwarakanath, Anne Fouilloux, Tommi Bergman, Tyge Løvseth, et al. \"Experience from the NeIC NICEST2 project - NeIC All-Hands meeting (23–26 Jan 2023).\" ROHub. Jan 08 ,2023. https://doi.org/10.24424/9y3x-hg89." . "POINT (10.138547627793743 61.47037998202813)" . . . "This folder contains NICEST2 deliverables." . . . . . "deliverables" . . . "Folder containing training material developed and delivered within the NICEST2 projects (either as training or hackathons)." . . . "training" . . . . "771062"^^ . "https://api.rohub.org/api/resources/565cfd17-f309-4a85-9bdd-c0161f486c55/download/" . . "2023-01-08 20:45:29.648781+00:00" . "2023-02-19 13:17:29.630057+00:00" . "Overall view of the NICEST2 poster for the NeIC all-hands meeting. It is mostly used for the sketch." . "image/png" . . "NICEST2 poster for NeIC AHM2023.png" . "2023-01-08 20:45:29.648781+00:00" . . . . . . "771062"^^ . "https://api.rohub.org/api/resources/bcfaae33-8fd4-4978-ad7a-e88940436d2d/download/" . . "2023-02-23 21:50:55.971537+00:00" . "2023-02-23 21:50:58.608624+00:00" . "image/png" . . "NICEST2 poster for NeIC AHM2023.png" . "2023-02-23 21:50:55.971537+00:00" . . . . "771062"^^ . "https://api.rohub.org/api/resources/f43ff13a-adb1-4dae-8d5d-7de044a923d6/download/" . . "2023-01-17 14:38:23.066910+00:00" . "2023-02-19 13:17:30.657154+00:00" . "image/png" . . "NICEST2 poster for NeIC AHM2023.png" . "2023-01-17 14:38:23.066910+00:00" . . . . . . . "NICEST-2 - the second phase of the Nordic Collaboration on e-Infrastructures for Earth System Modeling focuses on strengthening the Nordic position within climate modeling by leveraging, reinforcing and complementing ongoing initiatives." . "Nordic Collaboration on e-Infrastructures for Earth System Modeling Tools" . "https://w3id.org/ro-id/ed4e6aa2-9db8-452d-9301-ba1606361034" . . . "experience" . . "10.18735362997658" . "8.7" . "success" . . "14.528593508500773" . "9.4" . "26 Jan 2023). Overview of the NICEST2 project and reflection on the successes, failures and possible improvements for follow-up projects." . . "56.35635635635635" . "56.3" . "NeIC All-Hands meeting" . . "59.22920892494929" . "58.4" . "Experience from the NeIC NICEST2 project - NeIC All-Hands meeting (23–" . . "43.64364364364364" . "43.6" . "follow-up" . . "9.484777517564401" . "8.1" . "fail" . . "6.0278207109737245" . "3.9" . "experience" . . "12.519319938176197" . "8.1" . "improvement" . . "10.655737704918032" . "9.1" . "reflection" . . "5.4095826893353935" . "3.5" . "project" . . "17.330210772833723" . "14.8" . "NeIC NICEST2 project" . . "25.354969574036513" . "25.0" . "geosciences" . . "100.0" . "0.22873644530773163" . "overview of the NICEST2 project" . . "1.5212981744421907" . "1.5" . "follow-up project" . . "12.373225152129818" . "12.2" . "oceanography" . . "100.0" . "0.6324363350868225" . "follow-up" . . "11.5919629057187" . "7.5" . "earth resources and remote sensing" . . "100.0" . "0.22873644530773163" . "Accomplishment" . . "Human interest/Accomplishment" . "NeIC All-Hands" . . "16.15925058548009" . "13.8" . "earth sciences" . . "100.0" . "0.6324363350868225" . "improvement" . . "13.44667697063369" . "8.7" . "Jan-26-2023" . . "success" . . "11.592505854800937" . "9.9" . "project" . . "24.884080370942815" . "16.1" . "meeting" . . "11.5919629057187" . "7.5" . "NeIC NICEST2" . . "24.59016393442623" . "21.0" . "improvements for follow-up project" . . "1.5212981744421907" . "1.5" . "NORCE (Norway)" . "algu@norceresearch.no" . "Alok Kumar Gupta" . . "CSC (Finland)" . "elina.miinalainen@csc.fi" . "Elina Miinalainen" . . "CSC (Finland)" . "kimmo.ervasti@csc.fi" . "Kimmo Ervasti" . . "USIT, University of Oslo (Norway)" . "maikenp@usit.uio.no" . "Maiken Pedersen" . . "Norwegian Meteorological Institute (Norway)" . "oyvind.seland@met.no" . "Øyvind Seland" . . "NSC (Sweden)" . "pchengi@nsc.liu.se" . "Prashanth Dwarakanath" . . "service-account-enrichment" . . "NORCE (Norway)" . "tylo@norceresearch.no" . "Tyge Løvseth" . . . "2026-05-11T16:13:21.212+02:00"^^ . . . . . "Experience from the NeIC NICEST2 project - snapshot" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "Fkc8XbGDD6EEQ+8Tpcf4aZwskXH4hRjfxqRFiVdKKSDzTnbZvDvKIA4AT8KOlwNWdl0ZiCfGE9X6dyvAr9o6f2oV6hX4DafQZ/JjhQGwjaHhj71oaSooCVkGwUlmck9CCQ8dwU6txiVIrxAL8jN780TUZByMWYDecE0nkShY+j6Yxr88bxSGBllsQ6ry542saD4kgjkEn8r8RQ2xc5EyDe68MgAN2eLFuJwW3ljClp1ydRmdJQ6jdYTRooHUpxYf0NB6wRsvoZlIrsPxe+S6/GqHB80IETK+p6w+rFdMTTdauYstJ00ex2A4xMnMsh+VRFcpOL8bVJRMOS+gRsH7Rw==" . . . . . . . "" . "Environmental research" . . "" . "Applied sciences" . . "" . "Earth sciences" . . . "https://datahub.egi.eu/api/v3/onezone/shares/data/00000000007E46B7736861726547756964236161643239616133666234633734356464393231356539663536613733616366636836643138233732356634616233366362323664306662666330633132346337373565666565636865653439236361386634383464346533366532646439643230336131383431616362656563636834393661/content" . . "2023-01-08 19:37:15.986538+00:00" . "2023-02-19 13:22:45.129102+00:00" . "Data at the Acqua Alta oceanographic tower is a collection of physical and biogeochemical observation in the northern Adriatic Sea https://www.comune.venezia.it/it/content/3-piattaforma-ismar-cnr http://www.ismar.cnr.it/infrastrutture/piattaforma-acqua-alta" . . "PTF dataset(2009-2020) Piattaforma acqua allta" . "2023-01-08 19:37:15.986538+00:00" . . . . . "https://doi.org/10.1016%2Fj.marpolbul.2021.112124" . . "2023-01-08 19:24:00.526730+00:00" . "2023-02-19 13:22:53.090742+00:00" . "Reduction in the impact of human-induced factors is capable of enhancing the environmental health. In view of COVID-19 pandemic, lockdowns were imposed in India. Travel, fishing, tourism and religious activities were halted, while domestic and industrial activities were restricted. Comparison of the pre- and post-lockdown data shows that water parameters such as turbidity, nutrient concentration and microbial levels have come down from pre- to post-lockdown period, and parameters such as dissolved oxygen levels, phytoplankton and fish densities have improved. The concentration of macroplastics has also dropped from the range of 138 ± 4.12 and 616 ± 12.48 items/100 m2 to 63 ± 3.92 and 347 ± 8.06 items/100 m2. Fish density in the reef areas has increased from 406 no. 250 m−2 to 510 no. 250 m−2. The study allows an insight into the benefits of effective enforcement of various eco-protection regulations and proper management of the marine ecosystems to revive their health for biodiversity conservation and sustainable utilization." . "Reef fish" . "covid-19" . "environmental health" . "plastic pollution" . . "COVID-19 lockdown improved the health of coastal environment and enhanced the population of reef-fish" . "2023-01-08 19:24:00.526730+00:00" . . . . . "https://earthobservatory.nasa.gov/images/83394/parting-the-sea-to-save-venice" . . "2023-01-08 19:58:47.516622+00:00" . "2023-02-19 13:22:55.402245+00:00" . "The natural-color Landsat images above show some of the MOSE engineering efforts that are visible above the water line near the Lido Inlet. The top image was acquired on June 20, 2000, by the Enhanced Thematic Mapper+ on Landsat 7. The second image, from the Operational Land Imager on Landsat 8, was collected on September 4, 2013. Turn on the image comparison tool to make the changes easier to see. (Note that Landsat 8 has a greater dynamic range than Landsat 7, so the Landsat 8 image is crisper the Landsat 7 image.)" . . "Parting the Sea to Save Venice" . "2023-01-08 19:58:47.516622+00:00" . . . . "giorgio.castellan@bo.ismar.cnr.it" . "Giorgio Castellan" . . "0000-0001-6084-1504" . "Simula Research Laboratory" . "annef@simula.no" . "Anne Fouilloux" . . "0000-0002-1784-2920" . "federica.foglini@ismar.cnr.it" . "Federica Foglini" . . "0000-0002-2736-0052" . "jeani@uio.no" . "Jean Iaquinta" . . "0000-0002-8763-1643" . "CNR-ISMAR" . "malek.belgacem@ve.ismar.cnr.it" . "Malek Belgacem" . . "0000-0003-0745-4155" . "Małgorzata Wolniewicz" . . . . "https://reliance.adamplatform.eu/?dataset=69623:EU_CAMS_SURFACE_NO2_G" . . "2023-01-08 19:40:14.176174+00:00" . "2023-02-19 13:22:52.387115+00:00" . "CAMS NITROGEN DIOXIDE" . "2022-12-27T23:00:00Z" . "NO2" . . "CAMS European air quality forecasts: NO2" . "2023-01-08 19:40:14.176174+00:00" . "2018-07-12T00:00:00Z" . . . . . "Float32" . "mailto:govoni@meeo.it" . "[1.354510459350422e-07]" . "[0.0]" . . . "https://reliance.adamplatform.eu/?dataset=69625:EU_CAMS_SURFACE_O3_G" . . "2023-01-08 19:41:17.789149+00:00" . "2023-02-19 13:22:49.529744+00:00" . "CAMS OZONE" . "2022-12-27T23:00:00Z" . "O3" . . "CAMS European air quality forecasts: O3" . "2023-01-08 19:41:17.789149+00:00" . "2018-07-12T00:00:00Z" . . . . . "Float32" . "mailto:govoni@meeo.it" . "[2.2007016298175586e-07]" . "[0.0]" . . . "https://reliance.adamplatform.eu/?dataset=69627:EU_CAMS_SURFACE_PM25_G" . . "2023-01-08 19:42:25.690080+00:00" . "2023-02-19 13:22:51.053690+00:00" . "CAMS SURFACE PARTICULATE METTER D<2.5" . "2022-12-27T23:00:00Z" . "PM2.5" . . "CAMS European air quality forecasts: PM25" . "2023-01-08 19:42:25.690080+00:00" . "2018-07-12T00:00:00Z" . . . . . "Float32" . "mailto:govoni@meeo.it" . "[709.8012084960938]" . "[0.0]" . "post@simula.no" . "00vn06n10" . "Simula Research Laboratory" . . . . "https://w3id.org/ro-id/0869e396-3733-4aff-8fb2-94c8937b28aa" . . "2023-01-08 19:15:20.212877+00:00" . "2023-02-19 13:22:55.556680+00:00" . "This is a case study of snapshot project http://snapshot.cnr.it/ to investigate the lockdown impact on the water quality at a selected site in the northern Adriatic Sea, precisely in Northern Adriatic Sea, the case of the Gulf of Venice using Machine Learning model." . . "Snapshot 2021 study case: Lockdown impacts on the Northern Adriatic Sea at selected site: AcquaAlta Platform Water quality" . "2023-01-08 19:15:20.212877+00:00" . . . . . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1" . . "2023-01-08 19:14:03.311972+00:00" . "2023-02-19 13:22:50.947789+00:00" . "The COVID-19 pandemic has led to significant reductions in economic activity, especially during lockdowns. Several studies has shown that the concentration of nitrogen dioxyde and particulate matter levels have reduced during lockdown events. Reductions in transportation sector emissions are most likely largely responsible for the NO2 anomalies. In this study, we analyze the impact of lockdown events on the air quality using data from Copernicus Atmosphere Monitoring Service over Europe and at selected locations." . . "Impact of the Covid-19 Lockdown on Air quality over Europe" . "2023-01-08 19:14:03.311972+00:00" . . . . . "https://w3id.org/ro-id/53aa90bf-c593-4e6d-923f-d4711ac4b0e1/resources/2a2b6f01-be2e-414e-af08-d882aa995a71" . . "2023-01-08 19:21:48.221333+00:00" . "2023-02-19 13:22:50.794426+00:00" . "In order to fight against the spread of COVID-19, the most hard-hit countries in the spring of 2020 implemented different lockdown strategies. To assess the impact of the COVID-19 pandemic lockdown on air quality worldwide, Air Quality Index (AQI) data was used to estimate the change in air quality in 20 major cities on six continents. Our results show significant declines of AQI in NO2, SO2, CO, PM2.5 and PM10 in most cities, mainly due to the reduction of transportation, industry and commercial activities during lockdown. This work shows the reduction of primary pollutants, especially NO2, is mainly due to lockdown policies. However, preexisting local environmental policy regulations also contributed to declining NO2, SO2 and PM2.5 emissions, especially in Asian countries. In addition, higher rainfall during the lockdown period could cause decline of PM2.5, especially in Johannesburg. By contrast, the changes of AQI in ground-level O3 were not significant in most of cities, as meteorological variability and ratio of VOC/NOx are key factors in ground-level O3 formation." . . "Impact of the COVID-19 Pandemic Lockdown on Air Quality Pollution in 20 Major cities around the World" . "2023-01-08 19:21:48.221333+00:00" . . . . . . "https://w3id.org/ro-id/c2c64bf9-7625-4442-9ca9-dcd978b1d38b" . . "2023-01-08 19:19:35.675216+00:00" . "2023-02-19 13:22:48.215320+00:00" . "Integration of data on Air and Water quality in the Venice Lagoon to assess the impact of the Covid-19 Lockdown" . . "Impact of the Covid-19 Lockdown on Air and Water quality in the Venice Lagoon" . "2023-01-08 19:19:35.675216+00:00" . . . . "The main interest is upon marine litter pollution and in particular ranging from marco to mirco and nano size. In encompasses data from citizen science monitoring and sampling activities in cooperation with research-educational institute and centers." . "segreteria@plasticfreevenice.org" . "Marine Litter and plastics pollution" . . 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"In this study, we focusing on understanding changes in air and water quality during the Covid-19 lockdown in the Venice Lagoon. We are re-using existing Research Objects, and in particular Jupyter Notebooks that were created in previous studies." . "application/ld+json" . . . . . . "https://w3id.org/ro-id/eec6faaa-e133-47d4-b377-44f7d06a9654" . "air" . "water" . . "Jupyter Notebook" . "Changes in air and water quality during the Covid-19 Lockdown in the Venice Lagoon - snapshot" . "Changes in air and water quality during the Covid-19 Lockdown in the Venice Lagoon" . . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "https://w3id.org/ro/terms/earth-science#ExecutableResearchObjectTemplate" . "Fouilloux, Anne, Federica Foglini, Giorgio Castellan, Malek Belgacem, Jean Iaquinta, and Simone Mantovani. \"Changes in air and water quality during the Covid-19 Lockdown in the Venice Lagoon.\" ROHub. Jan 08 ,2023. https://doi.org/10.24424/656f-rf51." . "POLYGON ((12.094116155058147 45.146856282945706, 12.094116155058147 45.62908481204897, 12.816467229276897 45.62908481204897, 12.816467229276897 45.146856282945706, 12.094116155058147 45.146856282945706))" . . . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . . "POLYGON ((-25.000012 29.999997, 44.999988 29.999997, 44.999988 71.999997, -25.000012 71.999997, -25.000012 29.999997))" . . . "tool" . . . . . . "output" . . . . . . . . . . . "input" . . . . . . "biblio" . . . . . . . . "147673"^^ . "https://api.rohub.org/api/resources/4ac2a84f-ecf7-4e52-acbc-b0502cc29f6a/download/" . . "2023-05-24 19:00:14.547814+00:00" . "2023-05-24 19:00:16.737992+00:00" . "image/png" . . "figure.png" . "2023-05-24 19:00:14.547814+00:00" . . . . . "39986"^^ . "https://api.rohub.org/api/resources/7719f92a-5ad6-4314-b8ac-6645255a835f/download/" . . "2023-01-08 20:25:23.565475+00:00" . "2023-02-19 13:23:06.902211+00:00" . "The goal is to compare values of NO2 water quality before and during the covid-19 lockdown." . "water" . . "NO2 water quality in the Venice lagoon between March-June 2019 and 2020." . "2023-01-08 20:25:23.565475+00:00" . . . . . . . "63516"^^ . "https://api.rohub.org/api/resources/875fafc1-3eb1-4273-8380-da3e51d5399e/download/" . . "2023-01-08 20:22:56.960407+00:00" . "2023-02-19 13:23:06.267913+00:00" . "Bar plot showing NO2 averaged between March and June for 2019 and 2020. The goal is to compare values before and during the covid-19 lockdown." . "NO2" . . "NO2 Copernicus Air Quality forecasts for March-June 2019-2020" . "2023-01-08 20:22:56.960407+00:00" . . . . . . "46709"^^ . "https://api.rohub.org/api/resources/8fb0d0f3-cfc3-4b09-8920-7837cbe3964d/download/" . . "2023-01-08 19:35:05.569853+00:00" . "2023-02-19 13:23:04.921504+00:00" . "Dataset shows monthly values and error bars." . "image/png" . . "Water quality in the Venice Lagoon between 2010 and 2020." . "2023-01-08 19:35:05.569853+00:00" . . . . . . . . . . . . . "object" . . "6.428098078197481" . "9.7" . "Russia" . . . "Tehran Iran Mar Apr TotalShops" . . "2.185430463576159" . "3.3" . "Mexico City" . . . "covid" . . "2.253147779986746" . "3.4" . "Japan" . . . "Australia" . . . "São Paulo" . . . "Madrid" . . . "software" . . "8.673469387755102" . "1.7" . "New York" . . . "Environmental pollution" . . "Environment/Environmental pollution" . "covid pandemic lockdown" . . "1.8543046357615893" . "2.8" . "Moscow" . . . "lockdown" . . "2.6507620941020544" . "4.0" . 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"1.5231788079470197" . "2.3" . "lockdown lockdown Policy" . . "2.052980132450331" . "3.1" . "Istanbul" . . . "United States of America" . . . "geosciences" . . "31.414624500637366" . "0.3014121949672699" . "study" . . "5.699138502319417" . "8.6" . "earth sciences" . . "45.36202199682951" . "0.8256614208221436" . "Madrid Spain Mar May TotalOutdoorphysicalexercise" . . "3.576158940397351" . "5.4" . "In this study, we focusing on understanding changes in air and water quality during the Covid-19 lockdown in the Venice Lagoon." . . "43.46733668341708" . "51.9" . "South Africa" . . . "Brazil" . . . "Mexico City Mexico Mar" . . "3.1788079470198674" . "4.8" . "lockdown" . . "7.289393278044522" . "16.7" . "February" . . "2.3134002618943694" . "5.3" . "pollution" . . "2.6625927542557837" . "6.1" . "New York" . . "3.4482758620689657" . "7.9" . "Claremont" . . . "March" . . "5.674378000872982" . "13.0" . "Weather" . . "Weather" . "Peru" . . . "Sydney" . . . "atmospheric sciences" . . 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"2023-02-19 13:45:14.242980+00:00" . "This paper is from Gisela H. Govaart, Simon M. Hofmann, Evelyn Medawar.\n\nEver-increasing anthropogenic greenhouse gas emissions narrow the timeframe for humanity to mitigate the climate crisis. Scientific research activities are resource demanding and, consequently, contribute to climate change; at the same time, scientists have a central role in advancing knowledge, also on climate-related topics. In this opinion piece, we discuss (1) how open science – adopted on an individual as well as on a systemic level – can contribute to making research more environmentally friendly, and (2) how open science practices can make research activities more efficient and thereby foster scientific progress and solutions to the climate crisis. While many building blocks are already at hand, systemic changes are necessary in order to create academic environments that support open science practices and encourage scientists from all fields to become more carbon-conscious, ultimately contributing to a sustainable future." . "climate crisis" . "open science" . "sustainability" . . "The Sustainability Argument for Open Science" . "2022-10-14 12:43:21.299002+00:00" . . . . . "https://doi.org/10.5281/zenodo.6589624" . . "2022-10-14 13:44:35.094465+00:00" . "2023-02-19 13:45:14.339103+00:00" . "Sharan, Malvika\n\nIn this talk, I discuss open science as a framework to ensure that all our research components can be easily accessed, openly examined and built upon by others. I will introduce The Turing Way - an open source, open collaboration and community-driven guide to reproducible, ethical and inclusive data science and research. Drawing insights from the project, I will share best practices that researchers should integrate to ensure the highest reproducible and ethical standards from the start of their projects so that their research work is easy to reuse and reproduce at all stages of the development. All attendees will leave the talk understanding the many dimensions of openness and how they can participate in an inclusive, kind and inspiring open source ecosystem as they collaboratively seek to improve research culture. All questions and contributions are welcome at the GitHub repository: https://github.com/alan-turing-institute/the-turing-way.\n\nHome page: https://malvikasharan.github.io/\n\nThis was a closing keynote at Concordia University in Montreal on 27 May 2022." . . "Open science for enabling reproducible, ethical and collaborative research: Insights from The Turing Way" . "2022-10-14 13:44:35.094465+00:00" . . . . . "https://en.wikipedia.org/wiki/Climate_justice" . . "2022-10-15 08:03:53.413292+00:00" . "2023-02-19 13:45:22.058293+00:00" . "Definition of Climate Justice from Wikipedia." . "wikipedia" . . "Climate Justice (Wikipedia)" . "2022-10-15 08:03:53.413292+00:00" . . . . . "https://en.wikipedia.org/wiki/Environmental_justice" . . "2022-10-15 08:02:56.218937+00:00" . "2023-02-19 13:45:11.910714+00:00" . "Definition of Environmental Justice from Wikipedia" . "wikipedia" . . "Environmental Justice (Wikipedia)" . "2022-10-15 08:02:56.218937+00:00" . . . . "Simula Research Laboratory" . "annef@simula.no" . "Anne Fouilloux" . . "0000-0002-1784-2920" . "jeani@uio.no" . "Jean Iaquinta" . . "0000-0002-8763-1643" . "post@simula.no" . "00vn06n10" . "Simula Research Laboratory" . . . . "POLYGON ((-170.15625 -81.09321385260837, -170.15625 84.67351256610525, 191.25000000000003 84.67351256610525, 191.25000000000003 -81.09321385260837, -170.15625 -81.09321385260837))" . 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Why are they embracing open science practices in their current research workflows? How are they using the resources provided in the European Open Science Cloud (EOSC)? Is open access enabling researchers to contribute better to Climate Change solutions? If you’re curious about these innovative initiatives by the research communities, make sure you attend!\n\nSpeakers:\nAnne Fouilloux (RELIANCE)\nAnabela de Oliveira (EGI-ACE)\nBjorn Backeberg (C-SCALE)\nProf Spyridon Rapsomanikis, Athena RC, NEANIAS" . "application/ld+json" . . . . . . . . "https://w3id.org/ro-id/0e6ee388-ce22-4237-bf54-74336d1215ce" . "climate change" . "climate justice" . "open science" . . "Presentation" . "OpenAIRE OAWeek: Open for Climate Justice - snapshot" . "OpenAIRE OAWeek: Open for Climate Justice" . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "http://w3id.org/ro/earth-science#BibliographyCentricResearchObjectTemplate" . . . . . . . "Fouilloux, Anne, Jean Iaquinta, and Pangeo Europe. \"OpenAIRE OAWeek: Open for Climate Justice.\" ROHub. Oct 14 ,2022. https://doi.org/10.24424/pm9w-vq46." . "POLYGON ((-170.15625 -81.09321385260837, -170.15625 84.67351256610525, 191.25000000000003 84.67351256610525, 191.25000000000003 -81.09321385260837, -170.15625 -81.09321385260837))" . . . . . . . . . "biblio" . . . . "1543707"^^ . "https://api.rohub.org/api/resources/093aba46-6cbf-4187-8b44-a7c8223f742f/download/" . . "2023-02-23 21:51:14.126358+00:00" . "2023-02-23 21:51:15.102954+00:00" . "image/jpeg" . . "one_world_markus_spiske.jpg" . "2023-02-23 21:51:14.126358+00:00" . . . . "4398668"^^ . "https://api.rohub.org/api/resources/4e3a662f-08a9-4e2c-93e9-03cafc7e9d6d/download/" . . "2023-02-23 21:51:15.334939+00:00" . "2023-02-23 21:51:16.814390+00:00" . "application/pdf" . . "OpenAireWeek-20221025-AnneFouilloux.pdf" . "2023-02-23 21:51:15.334939+00:00" . . . . "1543707"^^ . "https://api.rohub.org/api/resources/55af9559-4bd0-42a3-9ec5-77d834e21c8a/download/" . . "2022-10-16 07:52:27.418362+00:00" . "2023-02-19 13:45:24.055864+00:00" . "Photo by Markus Spiske on Unsplash." . "image/jpeg" . "unsplash license" . . "one_world_markus_spiske.jpg" . "2022-10-16 07:52:27.418362+00:00" . . . . . "4398668"^^ . "https://api.rohub.org/api/resources/588ede06-712e-48c6-81bf-8f1403ae8d34/download/" . . "2022-10-29 17:26:41.955553+00:00" . "2023-02-19 13:45:24.738142+00:00" . "Slides used by Anne Fouilloux to present her work on Open Science and the link to Climate Justice." . "application/pdf" . "slides" . . "Open Science & Climate Justice: every little helps" . "2022-10-29 17:26:41.955553+00:00" . . . . . . "4398668"^^ . "https://api.rohub.org/api/resources/b7425822-3e95-4f71-9461-321ddfcd0410/download/" . . "2022-10-29 17:27:25.676240+00:00" . "2023-02-19 13:45:25.555431+00:00" . "application/pdf" . . "OpenAireWeek-20221025-AnneFouilloux.pdf" . "2022-10-29 17:27:25.676240+00:00" . . . . . . "Computational notebooks community focused on Environmental Data Science" . "environmental.ds.book@gmail.com" . "Environmental Data Science Book Community" . "https://github.com/alan-turing-institute/environmental-ds-book/issues/new/choose" . . "scientific discipline" . . "9.994051160023796" . "16.8" . "deposit research work" . . "6.99248120300752" . "9.3" . "reproducibility" . . "6.763285024154589" . "7.0" . "climate" . . "5.889351576442594" . "9.9" . "Search, Find & Access Reproducibility & Reuse Be cited" . . "8.340807174887894" . "9.3" . "climate Justice" . . "7.293233082706766" . "9.7" . "Research Lifecycle Management technologies for Earth Science Communities and Copernicus users in EOSC" . . "10.672645739910314" . "11.9" . "infrastructure" . . "3.1528851873884594" . "5.3" . "reuse" . . "5.893719806763285" . "6.1" . "social and information sciences" . . "45.285806773764904" . "0.6795470118522644" . "http" . . "3.688280785246877" . "6.2" . "expert researcher" . . "8.270676691729323" . "11.0" . "description" . . "4.927536231884058" . "5.1" . "work" . . "2.617489589530042" . "4.4" . "European Union" . . . "research community" . . "10.827067669172932" . "14.4" . "meteorology and climatology" . . "54.714193226235096" . "0.8210269212722778" . "computer science" . . "23.469387755102037" . "2.3" . "C scale" . . "2.498512790005949" . "4.2" . "practice" . . "7.4396135265700485" . "7.7" . "Lifecycle" . . "5.990338164251208" . "6.2" . "How are they using the resources provided in the European Open Science Cloud (EOSC)? Is open access enabling researchers to contribute better to Climate Change solutions?" . . "15.426008968609866" . "17.2" . "This project has received funding from the European research infrastructures (including e Infrastructures) under the European Union s Horizon research and innovation programme under grant agreement No" . . "26.18834080717489" . "29.2" . "European Open Science Cloud" . . "6.183574879227053" . "6.4" . "meteorology" . . "32.6530612244898" . "3.2" . "research infrastructure" . . "6.240601503759399" . "8.3" . "technology" . . "6.666666666666667" . "6.9" . "session" . . "5.024154589371981" . "5.2" . "environmental science and management" . . "60.634430589016254" . "0.9501588940620422" . "reproducibility" . . "4.521118381915526" . "7.6" . "open access" . . "4.586466165413534" . "6.1" . "plan" . . "3.1528851873884594" . "5.3" . "geosciences" . . "54.714193226235096" . "0.8210269212722778" . "Science and technology" . . "Science and technology" . "OpenAIRE OAWeek - Research communities & climate action; being open to drive change" . . "22.062780269058297" . "24.6" . "session" . . "3.509815585960738" . "5.9" . "European Union s Horizon research" . . "5.864661654135339" . "7.8" . "climate justice" . . "6.99248120300752" . "9.3" . "practice" . . "5.0565139797739445" . "8.5" . "Science and technology" . . "Science and technology" . "atmospheric sciences" . . "39.365569410983746" . "0.6168697476387024" . "reuse Be" . . "14.81203007518797" . "19.7" . "reuse" . . "3.9262343842950624" . "6.6" . "climate action" . . "24.210526315789476" . "32.2" . "science" . . "14.879227053140095" . "15.399999999999999" . "research" . . "16.038647342995173" . "16.6" . "research" . . "12.433075550267699" . "20.9" . "researcher" . . "7.971445568114218" . "13.4" . "climate" . . "8.695652173913043" . "9.0" . "environmental sciences" . . "60.634430589016254" . "0.9501588940620422" . "kind" . . "3.4503271861986913" . "5.8" . "management" . . "3.747769185008923" . "6.3" . "Weather" . . "Weather" . "This session will invite expert researchers to discuss their scientific impact in climate related topics." . . "17.309417040358746" . "19.3" . "earth sciences" . . "39.365569410983746" . "0.6168697476387024" . "open access" . . "2.914931588340274" . "4.9" . "researcher" . . "11.497584541062801" . "11.9" . "objects portal http" . . "3.9097744360902253" . "5.2" . "mood" . . "3.8667459845330163" . "6.5" . "technology" . . "4.580606781677573" . "7.7" . "information technology" . . "43.87755102040816" . "4.3" . "beryllium" . . "3.747769185008923" . "6.3" . "Climate change" . . "Environment/Climate change" . "documentation and information science" . . "45.285806773764904" . "0.6795470118522644" . . "https://www.earthdata.nasa.gov/learn/backgrounders/environmental-justice" . . "2022-10-25 15:36:55.221574+00:00" . "2023-02-19 13:45:21.937342+00:00" . "NASA data are being used to support environmental and climate justice efforts as highlighted in several use cases showing how scientists and decision-makers are applying a wide combination of datasets to assess the vulnerability and exposure of communities to environmental challenges." . "climate change" . "climate justice" . . "Environmental Justice at NASA" . "2022-10-25 15:36:55.221574+00:00" . . . . . "https://www.openaire.eu/oaweek2022" . . "2022-10-25 19:28:42.371901+00:00" . "2023-02-19 13:45:22.163052+00:00" . "OpenAIRE participates in the International Open Access Week - Open for Climate Justice\n24 - 30 October 2022" . "announcement" . "programme" . . "OpenAIRE participates in the International Open Access Week - Open for Climate Justice" . "2022-10-25 19:28:42.371901+00:00" . . . . . "https://youtu.be/oHE0aD2JQ-k" . . "2022-10-14 12:35:41.182975+00:00" . "2023-02-19 13:45:14.008945+00:00" . "This session on \"Justice and Climate Change\" has been held online during the CESM Workshop 2022. \n\nAgenda:\n- Jola Ajibade: \"Understanding the complexity of Climate justice and Climate Change\";\n- Laura Landrum: \"SEARCH - Study of Environmental Arctic Change Program\";\n- Yifan Cheng: \"Informing Climate and Land Surface Model Decisions with Indigenous Guidance\";\n- Panel discussion with speakers." . "discussion" . . "Justice and Climate Change Cross Working Group - 2022 CESM Workshop Day 2" . "2022-10-14 12:35:41.182975+00:00" . . . . "pangeo.europe@gmail.com" . "Pangeo Europe" . . "service-account-enrichment" . . . "2026-05-11T16:13:20.127+02:00"^^ . . . . . "OpenAIRE OAWeek: Open for Climate Justice - snapshot" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "S9nCjt9kNp+uY39Ofe6xHsiVP/iT+zA2b3xXe101fDw5gkJKueSr32qezkq3gPHvow6MfSJsyEDWnsG0lfCkVAyTKqq8IHSPQBico/BdLlC1Ykv1Hz+HBXi60SpmiBS4W/wXesn9yy3sR/NZa0NUXsD5RcTHoWGZijnNLqUxaFf5DYTCSp7bpR+HGmIWphXVNckKrX+1yUIL/5whkdHmUrJJbR6ksfZcUsbwG4Jw8dIl/SHSFSniyat9lNpdlXu+FjAkUkQKRtEYJorTXe3fIvI/uy2a73JK7bmAYQ1gXz2Ctz+Veanw1ors+9AhA5Pis9R2vVEwEiyPnvGQQusPgg==" . . . . . . . "" . "Applied sciences" . . "" . "Climatology" . . "Anne Fouilloux" . . "University of Freiburg, Freiburg (Germany)" . "bjoern.gruening@gmail.com" . "Björn Grüning" . . "0000-0002-3079-6586" . "01xtthb56" . "University of Oslo" . . . "04jcwf484" . "Nordic e-Infrastructure Collaboration" . . . "Docker for Galaxy Pangeo notebook from official Pangeo image." . . "27.555110220440877" . "27.5" . "container" . . "11.246612466124663" . "8.3" . "It is based on Pangeo notebook docker image (https://github.com/pangeo-data/pangeo-docker-images) and contained a few additional packages required for Galaxy (to exchange data, etc." . . "47.29458917835671" . "47.2" . "docker for Galaxy Pangeo" . . "12.179487179487179" . "11.4" . "package" . . "11.655011655011656" . "10.0" . "container" . . "9.906759906759907" . "8.5" . "Wireless technology" . . "Economy, business and finance/Economic sector/Computing and information technology/Wireless technology" . "Waterway and maritime transport" . . "Economy, business and finance/Economic sector/Transport/Waterway and maritime transport" . "Samsung Galaxy" . . "19.11421911421911" . "16.4" . "Galaxy Pangeo" . . "11.538461538461538" . "9.9" . "Hardware" . . "Economy, business and finance/Economic sector/Computing and information technology/Hardware" . "computer operations and hardware" . . "100.0" . "0.3924674689769745" . "Jupyter Docker container" . . "5.662393162393162" . "5.3" . "laptop" . . "21.138211382113823" . "15.6" . "Samsung Galaxy" . . "22.086720867208673" . "16.3" . "This Jupyter Docker container is used by the Galaxy Project." . . "25.150300601202403" . "25.1" . "notebook" . . "17.832167832167833" . "15.3" . "Occupations" . . "Labour/Employment/Occupations" . . "telephony" . . "26.143790849673202" . "4.0" . "trade" . . "45.09803921568627" . "6.9" . "7.8337097307667145" . "48.01044395569975" . "POINT (7.8337097307667145 48.01044395569975)" . . . "8cc84709-2433-4b00-847e-1308908d7540" . "POINT (10.766601562500002 59.921531172441085)" . . . "9ae0349f-cdf5-41c5-affe-112558010b6f" . "POINT (7.8337097307667145 48.01044395569975)" . . "10.766601562500002" . "59.921531172441085" . "POINT (10.766601562500002 59.921531172441085)" . . "service-account-enrichment" . . "10.24424/f0q9-8e35" . "False" . "https://w3id.org/ro-id/9c3bfd43-7e4f-4073-8735-f280ad4ab419" . "2023-02-19 13:50:03.527457+00:00" . "https://orcid.org/0000-0002-1784-2920" . . . . . . "30344647"^^ . "https://api.rohub.org/api/ros/aae72e1c-6d73-4c25-a565-f855cfb434b6/crate/download/" . . . . "2022-03-26 09:45:54.364171+00:00" . "2024-03-05 12:17:38.126280+00:00" . "2022-03-26 09:45:54.364171+00:00" . "This Jupyter Docker container is used by the Galaxy Project. It is based on Pangeo notebook docker image (https://github.com/pangeo-data/pangeo-docker-images) and contained a few additional packages required for Galaxy (to exchange data, etc.)." . "application/ld+json" . . . . . "https://w3id.org/ro-id/aae72e1c-6d73-4c25-a565-f855cfb434b6" . "climate" . "docker" . "jupyterlab" . "pangeo" . . "Docker for Galaxy Pangeo notebook from official Pangeo image - snapshot" . "Docker for Galaxy Pangeo notebook from official Pangeo image" . . . "MANUAL" . "https://w3id.org/ro-id/aae72e1c-6d73-4c25-a565-f855cfb434b6/86cab475-53ae-4125-83e1-9dd3a547930b" . "https://w3id.org/ro-id/aae72e1c-6d73-4c25-a565-f855cfb434b6/f6498540-63ee-43e1-8d91-8e4d97334303" . . . . . . "https://w3id.org/ro-id/9fd724fe-0d31-435a-b75e-9cfcf7bbccc2" . "https://w3id.org/ro-id/a87e33d8-b70b-4cf6-8b72-3dee82615895" . "https://w3id.org/ro-id/fd35cbe6-e70a-412a-8055-94aaa578dd50" . "https://w3id.org/ro-id/12ae8cb8-4092-427a-a9ba-8c03e9f0590e" . "https://w3id.org/ro-id/7433fb0b-eb3f-4076-81f3-b0a44708a4ac" . "https://w3id.org/ro-id/7c1460a9-da75-4d3f-a839-63a560aaad51" . "https://w3id.org/ro-id/d6105912-7106-4535-9457-05df4096f9cb" . "https://w3id.org/ro-id/dcaf0198-96ff-4855-8f6b-1745268706e0" . "https://w3id.org/ro-id/f25a0333-ddfa-4b10-9c25-f16d15af27ab" . "https://w3id.org/ro-id/f846bc80-92c4-479a-9b9a-127a607d991f" . "https://w3id.org/ro-id/e8963fee-30fb-4350-b1df-f6dd7ebbb912" . "https://w3id.org/ro-id/f67e34d4-deab-43d1-ab2b-20774975c008" . "https://w3id.org/ro-id/2196186a-0b35-41b2-9501-f8a6905c3c5a" . "https://w3id.org/ro-id/2bab2488-2a51-457d-aa15-4c96db989619" . "https://w3id.org/ro-id/4216aa29-660e-488f-b893-da1497bef654" . "https://w3id.org/ro-id/99ef22eb-89c2-473c-ab03-cdbfa636c3f3" . "https://w3id.org/ro-id/20a3f70d-6e2a-442f-8dd5-a447ad4f2234" . "https://w3id.org/ro-id/2115a1fe-16ee-4970-8dc5-74193ff55bcc" . "https://w3id.org/ro-id/2dae6bac-92e0-4a99-b59a-d9d458a9ed0f" . "https://w3id.org/ro-id/3e6ce287-2571-4e9f-b9c6-cd94b5c6c096" . "https://w3id.org/ro-id/7f39499c-3756-44c3-9333-9d5b5385b9ef" . "https://w3id.org/ro-id/e0e88b93-a9b8-488c-bd68-8e7d51420967" . "https://w3id.org/ro-id/f902e007-6806-4840-8ed4-a2a551507167" . "https://w3id.org/ro-id/6294f69c-90ba-498f-978c-dbfc0c4c892b" . "https://w3id.org/ro-id/e6eba9c8-2cb8-4961-9efa-7af29b8976fd" . "https://w3id.org/ro-id/1c1a6e13-cb41-4df0-9433-1c28b1f37465" . "https://w3id.org/ro-id/63d64882-ce72-4b2f-9757-cdbcf1c59220" . "https://w3id.org/ro-id/d3e5d393-6031-4fcc-a274-a96434e702f0" . "https://w3id.org/ro-id/dd8e6ffa-5376-4422-837d-4d7c0e282b28" . "https://w3id.org/ro-id/f4e2398b-a248-4cfb-b5fb-0b73451ddd5b" . "https://w3id.org/ro-id/02bfef89-7027-4dcc-953b-a4f052f6e20a" . "https://w3id.org/ro-id/15f2cc18-2e58-4e28-a043-b60d6a5807c9" . "https://w3id.org/ro-id/7e31fcef-0c36-4f11-b7ca-456fd84b7d8d" . "Anne Foilloux, and Björn Grüning. \"Docker for Galaxy Pangeo notebook from official Pangeo image.\" ROHub. Mar 26 ,2022. https://doi.org/10.24424/f0q9-8e35." . "POINT (7.8337097307667145 48.01044395569975)" . . . "POINT (10.766601562500002 59.921531172441085)" . . . . . "output" . . . . . "input" . . . . . . "biblio" . . . . . . "tool" . . . . "448436"^^ . "https://api.rohub.org/api/resources/039f0e1f-ddb5-4a6b-8047-094aeb37b259/download/" . . "2022-03-30 16:49:24.424570+00:00" . "2023-02-19 13:50:03.407487+00:00" . "Copernicus Atmosphere Monitoring Service PM2.5, 2 day forecasts, 24th December 2021 at 12:00 UTC" . "image/png" . . "CAMS PM2.5, 2 day forecasts, 24th December 2021 at 12:00 UTC" . "2022-03-30 16:49:24.424570+00:00" . . . . . . "https://training.galaxyproject.org/training-material/topics/climate/tutorials/pangeo-notebook/tutorial.html" . . "2022-03-30 15:59:56.246391+00:00" . "2023-02-19 13:49:56.427998+00:00" . "Training material (hands-on) where Pangeo Notebook is used to learn Xarray. This training is part of the Galaxy Training Network (GTN).\n\nIn this tutorial, we will learn about Xarray, one of the most used Python library from the Pangeo ecosystem.\n\nWe will be using data from Copernicus Atmosphere Monitoring Service and more precisely PM2.5 (Particle Matter < 2.5 μm) 4 days forecast from December, 22 2021. Parallel data analysis with Pangeo is not covered in this tutorial." . "text/html" . . "Pangeo Notebook in Galaxy - Introduction to Xarray (GTN)" . "2022-03-30 15:59:56.246391+00:00" . . . . . "https://quay.io/repository/nordicesmhub/docker-pangeo-notebook" . . "2022-03-29 11:58:28.213223+00:00" . "2023-02-19 13:49:55.588074+00:00" . "These docker images (different tags) correspond to the docker images built for Galaxy Pangeo JupyterLab.\nThe docker images can be used within Galaxy and as standalone docker images.\nYou can use the same images we use in Galaxy on your local computer or any other platform:\n\n1. Pull an existing image locally\n\ndocker pull quay.io/nordicesmhub/docker-pangeo-notebook\n\n2. Run a pre-build image from docker registry\n\n3. To start your JupyterLab:\n\ndocker run -p 7777:8888 quay.io/nordicesmhub/docker-pangeo-notebook\n\nand you will top open a new terminal and start your favorite web browser.\n\nyour running Jupyter Notebook instance on http://localhost:7777/ipython/.\n\nRemark: for reproducibility purpose, we suggest you use a specific tag e.g.\n\ndocker pull quay.io/nordicesmhub/docker-pangeo-notebook:1c0f66b\n\nThen use the same tag when starting your JupyterLab application:\n\ndocker run -p 7777:8888 quay.io/nordicesmhub/docker-pangeo-notebook:1c0f66b" . . "Docker images for Galaxy Pangeo JupyterLab (Quay Container Registry)" . "2022-03-29 11:58:28.213223+00:00" . . . . . "https://doi.org/10.5281/zenodo.5805953" . . "2022-03-30 16:52:19.796786+00:00" . "2023-02-19 13:49:55.345103+00:00" . "Dataset used in the Galaxy Pangeo tutorials on Xarray.\n\nData is in netCDF format and is from Copernicus Air Monitoring Service and more precisely PM2.5 (Particle Matter < 2.5 μm) 4 days forecast from December, 22 2021. This dataset is very small and there is no need to parallelize our data analysis. Parallel data analysis with Pangeo is not covered in this tutorial and will make use of another dataset." . . "netCDF input file PM2.5 4 days forecast from December, 22 2020" . "2022-03-30 16:52:19.796786+00:00" . . . . "10.5281/zenodo.6394185" . . "https://doi.org/10.5281/zenodo.6399102" . . "2022-03-29 17:55:05.034625+00:00" . "2023-02-19 13:49:56.124648+00:00" . "This is a tarball for the Docker Galaxy pangeo-JupyterLab image - Version 1c0f66b.\n\nTo use it:\n\ndownload the image file docker-pangeo-notebook-1c0f66b.tar\nload it with docker with the command: docker load --input docker-pangeo-notebook-1c0f66b.tar\nlaunch the Docker container binding of your data folder (on the local machine) with the /import folder i(inside the container) with the command: docker run -v my_data_folder:/import -p 7777:8888 quay.io/nordicesmhub/docker-pangeo-notebook:1c0f66b\nstart your favorite web browser and go to: http://localhost:7777/ipython/\nSee https://github.com/NordicESMhub/docker-pangeo-notebook for more details" . . "Docker Galaxy pangeo-JupyterLab image Version 1c0f66b" . "2022-03-29 17:55:05.034625+00:00" . . . . . "1729"^^ . "https://api.rohub.org/api/resources/56c7c29c-badc-45ad-bb41-75ba492064e2/download/" . . "2022-03-29 12:08:38.781608+00:00" . "2023-02-19 13:49:59.656812+00:00" . "Default Jupyter Notebook used when starting Galaxy Climate JupyterLab if no other Jupyter Notebook is passed by the user." . . "Default Jupyter Notebook for Galaxy Climate JupyterLab" . "2022-03-29 12:08:38.781608+00:00" . . . . . "29899819"^^ . "https://api.rohub.org/api/resources/9663df26-3adb-40ed-b68e-391c2023ec0b/download/" . . "2022-03-30 16:44:58.679622+00:00" . "2023-02-19 13:50:02.589260+00:00" . "This is a gif animated image showing how to start the Galaxy Pangeo JupyterLab in Galaxy Europe. In this video, we pass an input file (this file will be imported in the Jupyter Notebook /import folder)." . "image/gif" . . "How to start Galaxy Pangeo JupyterLab (gif animated)" . "2022-03-30 16:44:58.679622+00:00" . . . . . "5306"^^ . "https://api.rohub.org/api/resources/a3f045c3-42e7-4896-a4b7-bef646dade6b/download/" . . "2022-03-30 16:14:11.257847+00:00" . "2023-02-19 13:49:59.932314+00:00" . "This is the Galaxy Pangeo JupyterLab tool wrapper used by Galaxy to start the Galaxy Pangeo JupyterLab on a Galaxy instance." . "application/xml" . . "Galaxy Pangeo JupyterLab Tool wrapper (xml)" . "2022-03-30 16:14:11.257847+00:00" . . . . . "https://github.com/NordicESMhub/docker-pangeo-notebook" . . "2022-03-29 12:01:31.834492+00:00" . "2023-02-19 13:49:54.422945+00:00" . "This github repository contains all the sources required for building the docker containers that are made available in Quay Container Registry." . . "Source code for building the docker container (github repository)" . "2022-03-29 12:01:31.834492+00:00" . . . . . "https://jupyterlab.readthedocs.io/en/stable/" . . "2022-03-28 14:14:45.648769+00:00" . "2023-02-19 13:49:56.297137+00:00" . "Link to the online JupyterLab documentation." . . "JupyterLab Documentation" . "2022-03-28 14:14:45.648769+00:00" . . . . . . . "notebook from official Pangeo image" . . "5.982905982905982" . "5.6" . "http" . . 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"Contains outputs, (regridded data and figures), generated in the Jupyter notebook of Met Office UKV high-resolution atmosphere model data" . . "Outputs" . "2022-02-06 17:02:59.243925+00:00" . . . . . "https://edsbook.org/gallery/exploration/urban-exploration-climate_ukv/urban-exploration-climate_ukv.html" . . "2022-02-06 17:04:55.919176+00:00" . "2023-03-15 15:29:08.799869+00:00" . "Rendered version of the Jupyter Notebook hosted by the Environmental Data Science Book" . "text/html" . . "Online rendered version of the Jupyter notebook" . "2022-02-06 17:04:55.919176+00:00" . . . . . "https://github.com/eds-book-gallery/urban-exploration-climate_ukv/blob/main/.lock/conda-linux-64.lock" . . "2022-02-06 17:06:19.473817+00:00" . "2023-03-15 15:29:11.899466+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" . "2022-02-06 17:06:19.473817+00:00" . . . . 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"Related publication of the sensors presented in the Jupyter notebook" . . "Met office and partners offer data and compute platform for covid-19 researchers" . "2022-02-06 17:03:00.565055+00:00" . . . . . "https://metdatasa.blob.core.windows.net/covid19-response-non-commercial/metoffice_ukv_daily/t1o5m_mean/ukv_daily_t1o5m_mean_20150801.nc" . . "2022-02-06 17:02:56.603984+00:00" . "2023-03-15 15:29:19.254219+00:00" . "Contains input gridded data used in the Jupyter notebook of Met Office UKV high-resolution atmosphere model data" . "application/x-netcdf" . . "Input gridded data" . "2022-02-06 17:02:56.603984+00:00" . . . . . "https://raw.githubusercontent.com/eds-book-gallery/urban-exploration-climate_ukv/main/.binder/environment.yml" . . "2022-02-06 17:07:13.909210+00:00" . "2023-03-15 15:29:17.826463+00:00" . "Conda environment when user want to have the same libraries installed without concerns of package versions" . . "Conda environment" . "2022-02-06 17:07:13.909210+00:00" . . . 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"Tree crown delineation using detectreeRGB (Jupyter Notebook) published in the Environmental Data Science book - snapshot" . "Tree crown delineation using detectreeRGB (Jupyter Notebook) published in the Environmental Data Science book" . . . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Sebastian H. M. Hickman, and Alejandro Coca-Castro. \"Tree crown delineation using detectreeRGB (Jupyter Notebook) published in the Environmental Data Science book.\" ROHub. Mar 27 ,2022. https://doi.org/10.24424/2h9y-jn41." . "POLYGON ((117.92697350565953 5.848843550463238, 117.92697558937621 5.850108970913337, 117.92571197152036 5.850111056410533, 117.92570989064315 5.848845635506301, 117.92697350565953 5.848843550463238))" . . . . "input" . . . . . . . . . "tool" . . . . . "output" . . . . "biblio" . . . . "845896"^^ . "https://api.rohub.org/api/resources/c6779dc1-968b-4124-b22e-dcc3de3ac43e/download/" . . "2022-03-27 19:35:54.932203+00:00" . "2023-03-20 17:57:09.562018+00:00" . "image/png" . . "Image showing interactive plot of detectreeRGB model predictions of tree crown over a sample drone image in Sepilok, Sabah, Malaysia" . "2022-03-27 19:35:54.932203+00:00" . . .