Changes

View changes from to
On February 27, 2022 at 1:35:12 PM CST, Claire Herbert:
Deleted resource One Beluga, Two Beluga, Three Beluga, Four: How to Count Belugas When You Run Out of Fingers and Toes from Churchill Beluga Boat Drone Imagery
              
    
          
          
        
        
            f 1 { f 1 {
            2   "Creator": "Creator", 2   "Creator": "Creator",
            3   "Date": "2019-08-09", 3   "Date": "2019-08-09",
            4   "IdentifierType": "DOI", 4   "IdentifierType": "DOI",
            5   "PublicationYear": "2022", 5   "PublicationYear": "2022",
            6   "Publisher": "CanWIN", 6   "Publisher": "CanWIN",
            7   "RelatedIdentifierType": "URL", 7   "RelatedIdentifierType": "URL",
            8   "RelationType": "IsSupplementTo", 8   "RelationType": "IsSupplementTo",
            9   "ResourceType": "imagery", 9   "ResourceType": "imagery",
            10   "Rights": "Creative Commons Attribution-NonCommercial-ShareAlike 4.0  10   "Rights": "Creative Commons Attribution-NonCommercial-ShareAlike 4.0 
            11 International", 11 International",
            12   "Version": "1.0", 12   "Version": "1.0",
            13   "accessTerms": "CanWIN datasets are licensed individually, however  13   "accessTerms": "CanWIN datasets are licensed individually, however 
            14 most are licensed under the Creative Commons Attribution 4.0  14 most are licensed under the Creative Commons Attribution 4.0 
            15 International (CC BY 4.0) Public License. Details for the licence  15 International (CC BY 4.0) Public License. Details for the licence 
            16 applied can be found using the Licence URL link provided with each  16 applied can be found using the Licence URL link provided with each 
            17 dataset. \r\nBy using data and information provided on this site you  17 dataset. \r\nBy using data and information provided on this site you 
            18 accept the terms and conditions of the License. Unless otherwise  18 accept the terms and conditions of the License. Unless otherwise 
            19 specified, the license grants the rights to the public to use and  19 specified, the license grants the rights to the public to use and 
            20 share the data and results derived therefrom as long as the proper  20 share the data and results derived therefrom as long as the proper 
            21 acknowledgment is given to the data licensor (citation), that any  21 acknowledgment is given to the data licensor (citation), that any 
            22 alteration to the data is clearly indicated, and that a link to the  22 alteration to the data is clearly indicated, and that a link to the 
            23 original data and the license is made available.", 23 original data and the license is made available.",
            24   "activityCollectionType": "Field Measurement", 24   "activityCollectionType": "Field Measurement",
            25   "analyticalMethodName": "", 25   "analyticalMethodName": "",
            26   "author": null, 26   "author": null,
            27   "author_email": null, 27   "author_email": null,
            28   "campaignEndDate": "2019-08-09", 28   "campaignEndDate": "2019-08-09",
            29   "campaignStartDate": "2019-07-28", 29   "campaignStartDate": "2019-07-28",
            30   "comments": "", 30   "comments": "",
            31   "contributorName": "Chan, Wayne", 31   "contributorName": "Chan, Wayne",
            32   "contributorType": "DataCurator", 32   "contributorType": "DataCurator",
            33   "creatorName": [ 33   "creatorName": [
            34     { 34     {
            35       "author": "Harasyn, Madison", 35       "author": "Harasyn, Madison",
            36       "creatorAffiliation": "Centre for Earth Observation Science -  36       "creatorAffiliation": "Centre for Earth Observation Science - 
            37 University of Manitoba", 37 University of Manitoba",
            38       "creatorEmail": "Madison.harasyn@umanitoba.ca", 38       "creatorEmail": "Madison.harasyn@umanitoba.ca",
            39       "creatorNameIdentifier":  39       "creatorNameIdentifier": 
            40 "https://orcid.org/0000-0002-5741-6766", 40 "https://orcid.org/0000-0002-5741-6766",
            41       "nameIdentifierScheme": "ORCID", 41       "nameIdentifierScheme": "ORCID",
            42       "nameType": "Personal", 42       "nameType": "Personal",
            43       "schemeURI": "http://orcid.org/" 43       "schemeURI": "http://orcid.org/"
            44     }, 44     },
            45     { 45     {
            46       "author": "Barber, David", 46       "author": "Barber, David",
            47       "creatorAffiliation": "Centre for Earth Observation Science -  47       "creatorAffiliation": "Centre for Earth Observation Science - 
            48 University of Manitoba", 48 University of Manitoba",
            49       "creatorEmail": "david.barber@umanitoba.ca", 49       "creatorEmail": "david.barber@umanitoba.ca",
            50       "creatorNameIdentifier": "", 50       "creatorNameIdentifier": "",
            51       "nameType": "Personal" 51       "nameType": "Personal"
            52     } 52     }
            53   ], 53   ],
            54   "creator_user_id": "cde7b848-a882-4fc7-97c9-670417bd6b43", 54   "creator_user_id": "cde7b848-a882-4fc7-97c9-670417bd6b43",
            55   "dataCuratorAffiliation": "Centre for Earth Observation Science -  55   "dataCuratorAffiliation": "Centre for Earth Observation Science - 
            56 University of Manitoba", 56 University of Manitoba",
            57   "dataCuratorEmail": "wayne.chan@umanitoba.ca", 57   "dataCuratorEmail": "wayne.chan@umanitoba.ca",
            58   "datasetCitation": "", 58   "datasetCitation": "",
            59   "datasetLevel": "1.1", 59   "datasetLevel": "1.1",
            60   "datasetPublisher": "CanWIN", 60   "datasetPublisher": "CanWIN",
            61   "dateType": "Updated", 61   "dateType": "Updated",
            62   "descriptionType": "Abstract", 62   "descriptionType": "Abstract",
            63   "eastBoundLongitude": "-94.0706395086", 63   "eastBoundLongitude": "-94.0706395086",
            64   "embargoDate": "", 64   "embargoDate": "",
            65   "endDate": "2019-08-09", 65   "endDate": "2019-08-09",
            66   "endDateType": "Other", 66   "endDateType": "Other",
            67   "frequency": "Not planned", 67   "frequency": "Not planned",
            68   "funderIdentifierType": "", 68   "funderIdentifierType": "",
            69   "funderName": "", 69   "funderName": "",
            70   "funderSchemeURI": "", 70   "funderSchemeURI": "",
            71   "groups": [ 71   "groups": [
            72     { 72     {
            73       "description": "Inland water features, drainage systems and  73       "description": "Inland water features, drainage systems and 
            74 their characteristics. Examples of data you can find here include  74 their characteristics. Examples of data you can find here include 
            75 river and lake data, water quality data. \r\n\r\nIn CEOS, related  75 river and lake data, water quality data. \r\n\r\nIn CEOS, related 
            76 research themes include biogeochemistry, Inland lakes and waters,  76 research themes include biogeochemistry, Inland lakes and waters, 
            77 modelling, remote sensing and technology, trace metals and  77 modelling, remote sensing and technology, trace metals and 
            78 contaminants.", 78 contaminants.",
            79       "display_name": "Freshwater", 79       "display_name": "Freshwater",
            80       "id": "8f8cd877-b037-4b1a-b928-f86d9e093741", 80       "id": "8f8cd877-b037-4b1a-b928-f86d9e093741",
            81       "image_display_url":  81       "image_display_url": 
            82 /data/uploads/group/2021-10-31-211937.658599hyinspirehydrography.svg", 82 /data/uploads/group/2021-10-31-211937.658599hyinspirehydrography.svg",
            83       "name": "freshwater", 83       "name": "freshwater",
            84       "title": "Freshwater" 84       "title": "Freshwater"
            85     }, 85     },
            86     { 86     {
            87       "description": "Image: \"Earth from Space\" by NASA Goddard  87       "description": "Image: \"Earth from Space\" by NASA Goddard 
            88 Photo and Video is licensed under CC BY 2.0", 88 Photo and Video is licensed under CC BY 2.0",
            89       "display_name": "Remote Sensing", 89       "display_name": "Remote Sensing",
            90       "id": "3ec49cbb-4da6-4fe8-8d54-5b6ce03b49d9", 90       "id": "3ec49cbb-4da6-4fe8-8d54-5b6ce03b49d9",
            91       "image_display_url":  91       "image_display_url": 
            92 anitoba.ca/data/uploads/group/2022-02-05-222621.346712earthimage.jpg", 92 anitoba.ca/data/uploads/group/2022-02-05-222621.346712earthimage.jpg",
            93       "name": "remote-sensing", 93       "name": "remote-sensing",
            94       "title": "Remote Sensing" 94       "title": "Remote Sensing"
            95     } 95     }
            96   ], 96   ],
            97   "id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 97   "id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            98   "isopen": false, 98   "isopen": false,
            99   "keywords": "AERIAL PHOTOGRAPHS,Beluga,Churchill estuary,Unmanned  99   "keywords": "AERIAL PHOTOGRAPHS,Beluga,Churchill estuary,Unmanned 
            100 Aerial Vehicle,boat,kayak,video", 100 Aerial Vehicle,boat,kayak,video",
            101   "kvSchemeURI":  101   "kvSchemeURI": 
            102 "https://www.polardata.ca/pdcinput/public/keywordlibrary ;   102 "https://www.polardata.ca/pdcinput/public/keywordlibrary ;  
            103 ps://gcmd.earthdata.nasa.gov/KeywordViewer/scheme/all?gtm_scheme=all", 103 ps://gcmd.earthdata.nasa.gov/KeywordViewer/scheme/all?gtm_scheme=all",
            104   "laboratory": "CEOS", 104   "laboratory": "CEOS",
            105   "licenceShemeURI": "https://spdx.org/licenses", 105   "licenceShemeURI": "https://spdx.org/licenses",
            106   "licenceType": "Open", 106   "licenceType": "Open",
            107   "license_id": null, 107   "license_id": null,
            108   "license_title": null, 108   "license_title": null,
            109   "maintainer": null, 109   "maintainer": null,
            110   "maintainer_email": null, 110   "maintainer_email": null,
            111   "metadata_created": "2022-02-04T19:17:36.940301", 111   "metadata_created": "2022-02-04T19:17:36.940301",
            n 112   "metadata_modified": "2022-02-27T19:33:15.982783", n 112   "metadata_modified": "2022-02-27T19:35:12.217762",
            113   "methodCitation": "", 113   "methodCitation": "",
            114   "methodDescrioption": "", 114   "methodDescrioption": "",
            115   "methodDescriptionType": "Methods", 115   "methodDescriptionType": "Methods",
            116   "methodLink": "", 116   "methodLink": "",
            117   "methodSummary": "", 117   "methodSummary": "",
            118   "methodUrl": "", 118   "methodUrl": "",
            119   "name": "churchill-beluga-boat-drone-imagery", 119   "name": "churchill-beluga-boat-drone-imagery",
            120   "northBoundLatitude": "58.8195795207", 120   "northBoundLatitude": "58.8195795207",
            121   "notes": "Aerial imagery surveys are commonly used in marine mammal  121   "notes": "Aerial imagery surveys are commonly used in marine mammal 
            122 research to determine population size, habitat distribution and  122 research to determine population size, habitat distribution and 
            123 habitat use. Analysis of aerial photos involves hours of manually  123 habitat use. Analysis of aerial photos involves hours of manually 
            124 identifying individuals present in each image and converting raw  124 identifying individuals present in each image and converting raw 
            125 counts into useable biological statistics. Our research proposes the  125 counts into useable biological statistics. Our research proposes the 
            126 use of deep learning algorithms as an assistive technology to increase  126 use of deep learning algorithms as an assistive technology to increase 
            127 the efficiency of the marine mammal research workflow. To test the  127 the efficiency of the marine mammal research workflow. To test the 
            128 feasibility of this proposal, the existing YOLOv4 convolutional neural  128 feasibility of this proposal, the existing YOLOv4 convolutional neural 
            129 network model was trained to detect belugas, kayaks and motorized  129 network model was trained to detect belugas, kayaks and motorized 
            130 boats in unmanned aerial vehicle (UAV) imagery. Computer-based object  130 boats in unmanned aerial vehicle (UAV) imagery. Computer-based object 
            131 detection achieved an average precision of 61.17% for belugas, 98.58%  131 detection achieved an average precision of 61.17% for belugas, 98.58% 
            132 for boats, and 95.97% for kayaks. We then tested the performance of  132 for boats, and 95.97% for kayaks. We then tested the performance of 
            133 computer vision tracking of belugas and manned watercraft in UAV  133 computer vision tracking of belugas and manned watercraft in UAV 
            134 videos using the DeepSORT tracking algorithm, achieving a multiple  134 videos using the DeepSORT tracking algorithm, achieving a multiple 
            135 object tracking accuracy (MOTA) ranging from 37% \u2013 88% and  135 object tracking accuracy (MOTA) ranging from 37% \u2013 88% and 
            136 multiple object tracking precision (MOTP) between 63% \u2013 86%.  136 multiple object tracking precision (MOTP) between 63% \u2013 86%. 
            137 Results from this research indicate that deep learning technology can  137 Results from this research indicate that deep learning technology can 
            138 perform at a similar caliber as human annotators in beluga and  138 perform at a similar caliber as human annotators in beluga and 
            139 watercraft detection and tracking, allowing for larger datasets to be  139 watercraft detection and tracking, allowing for larger datasets to be 
            140 processed within a fraction of the time. ", 140 processed within a fraction of the time. ",
            n 141   "num_resources": 17, n 141   "num_resources": 16,
            142   "num_tags": 7, 142   "num_tags": 7,
            143   "organization": { 143   "organization": {
            144     "approval_status": "approved", 144     "approval_status": "approved",
            145     "created": "2017-07-21T13:15:49.935872", 145     "created": "2017-07-21T13:15:49.935872",
            146     "description": "The Centre for Earth Observation Science (CEOS)  146     "description": "The Centre for Earth Observation Science (CEOS) 
            147 was established in 1994 with a mandate to research, preserve and  147 was established in 1994 with a mandate to research, preserve and 
            148 communicate knowledge of Earth system processes using the technologies  148 communicate knowledge of Earth system processes using the technologies 
            149 of Earth Observation Science. Research is multidisciplinary and  149 of Earth Observation Science. Research is multidisciplinary and 
            150 collaborative seeking to understand the complex interrelationships  150 collaborative seeking to understand the complex interrelationships 
            151 between elements of Earth systems, and how these systems will likely  151 between elements of Earth systems, and how these systems will likely 
            152 respond to climate change. Although researchers have worked in many  152 respond to climate change. Although researchers have worked in many 
            153 regions, the Arctic marine system has always been a unifying focus of  153 regions, the Arctic marine system has always been a unifying focus of 
            154 activity.\r\n\r\nIn 2012, CEOS, along with the Greenland Climate  154 activity.\r\n\r\nIn 2012, CEOS, along with the Greenland Climate 
            155 Research Centre (GCRC, Nuuk, Greenland) and the Arctic Research Centre  155 Research Centre (GCRC, Nuuk, Greenland) and the Arctic Research Centre 
            156 (ARC, Aarhus, Denmark) established the Arctic Science Partnership,  156 (ARC, Aarhus, Denmark) established the Arctic Science Partnership, 
            157 thereby integrating academic and research initiatives.\r\n\r\nAreas of  157 thereby integrating academic and research initiatives.\r\n\r\nAreas of 
            158 existing research activity are divided among key themes:\r\n\r\nArctic  158 existing research activity are divided among key themes:\r\n\r\nArctic 
            159 Anthropology/Paleoclimatology: LiDAR scanning and digital site  159 Anthropology/Paleoclimatology: LiDAR scanning and digital site 
            160 preservation, archaeo-geophysics, permafrost degredation, lithic  160 preservation, archaeo-geophysics, permafrost degredation, lithic 
            161 morphometrics, zooarchaeology, proxy studies, paleodistribution of sea  161 morphometrics, zooarchaeology, proxy studies, paleodistribution of sea 
            162 ice, landscape learning, Paleo-Eskimo culture, Thule Inuit culture,  162 ice, landscape learning, Paleo-Eskimo culture, Thule Inuit culture, 
            163 ethnographic analogy, traditional knowledge, climate change and  163 ethnographic analogy, traditional knowledge, climate change and 
            164 northern heritage resource management.\r\n\r\nAtmospheric  164 northern heritage resource management.\r\n\r\nAtmospheric 
            165 Studies/Meteorology: Boundary layer, precipitation, clouds, storms and  165 Studies/Meteorology: Boundary layer, precipitation, clouds, storms and 
            166 extreme weather, circulation, eddy correlations, polar vortex,  166 extreme weather, circulation, eddy correlations, polar vortex, 
            167 climate, teleconnections, geophysical fluid dynamics, flux and energy  167 climate, teleconnections, geophysical fluid dynamics, flux and energy 
            168 budgets, ocean-sea ice-atmosphere interface, radiative transfer, ice  168 budgets, ocean-sea ice-atmosphere interface, radiative transfer, ice 
            169 albedo feedback, cloud radiative forcing, pCO2.  169 albedo feedback, cloud radiative forcing, pCO2. 
            170 \r\n\r\nBiogeochemistry: Organic carbon, greenhouse gases, bubbles,  170 \r\n\r\nBiogeochemistry: Organic carbon, greenhouse gases, bubbles, 
            171 Ikaite, carbonate chemistry, CO2 fluxes, mercury and other trace  171 Ikaite, carbonate chemistry, CO2 fluxes, mercury and other trace 
            172 metals, minerals, hydrocarbons, brine processes, otolith  172 metals, minerals, hydrocarbons, brine processes, otolith 
            173 microchemistry, sediments, biomarkers. \r\n\r\nContaminants: Mercury,  173 microchemistry, sediments, biomarkers. \r\n\r\nContaminants: Mercury, 
            174 trace metals, PAHs, source, transport, transformation, pathways,  174 trace metals, PAHs, source, transport, transformation, pathways, 
            175 bioaccumulations, marine ecosystems, marine chemistry. \r\nEarth  175 bioaccumulations, marine ecosystems, marine chemistry. \r\nEarth 
            176 Observation Science: Active and passive microwave, LiDAR, EM  176 Observation Science: Active and passive microwave, LiDAR, EM 
            177 induction, spatial-temporal analysis, forward and inverse scattering  177 induction, spatial-temporal analysis, forward and inverse scattering 
            178 models, complex permittivity, ocean colour, ocean surface roughness,  178 models, complex permittivity, ocean colour, ocean surface roughness, 
            179 NIR, TIR, satellite telemetry, GPS. Ice-Associated Biology:  179 NIR, TIR, satellite telemetry, GPS. Ice-Associated Biology: 
            180 Biophysical processes, primary production; ice algae, ice  180 Biophysical processes, primary production; ice algae, ice 
            181 microbiology, bio-optics, under-ice phytoplankton. \r\n\r\nInland  181 microbiology, bio-optics, under-ice phytoplankton. \r\n\r\nInland 
            182 Lakes and Waters: Hydrologic connectivity, watershed systems, sediment  182 Lakes and Waters: Hydrologic connectivity, watershed systems, sediment 
            183 transport, nutrient transport, contaminants, landscape processes,  183 transport, nutrient transport, contaminants, landscape processes, 
            184 remote sensing, freshwater-marine coupling. Marine Mammals: Seals,  184 remote sensing, freshwater-marine coupling. Marine Mammals: Seals, 
            185 whales, habitat, conservation, satellite telemetry, distribution,  185 whales, habitat, conservation, satellite telemetry, distribution, 
            186 population studies, prey behaviour, bioacoustics.\r\n\r\nModelling:  186 population studies, prey behaviour, bioacoustics.\r\n\r\nModelling: 
            187 Simulation of sea ice and oceanic regional processes, Nucleus for  187 Simulation of sea ice and oceanic regional processes, Nucleus for 
            188 European Modelling of the Ocean (NEMO), ice-ocean modelling and  188 European Modelling of the Ocean (NEMO), ice-ocean modelling and 
            189 interactions, hind cast simulations and projections for sea ice state  189 interactions, hind cast simulations and projections for sea ice state 
            190 and ocean variables based on CMIP5 scenarios and MIROC5 forcing,  190 and ocean variables based on CMIP5 scenarios and MIROC5 forcing, 
            191 validation.\r\n\r\nOceanography: Circulation, temperature, in-flow and  191 validation.\r\n\r\nOceanography: Circulation, temperature, in-flow and 
            192 out-flow shelves, water dynamics, microturbulence, Beaufort Gyre, eddy  192 out-flow shelves, water dynamics, microturbulence, Beaufort Gyre, eddy 
            193 correlations.\r\n\r\nSea Ice Geophysics:Thermodynamic and dynamic  193 correlations.\r\n\r\nSea Ice Geophysics:Thermodynamic and dynamic 
            194 processes, extreme ice features and hazards, snow, ridges,  194 processes, extreme ice features and hazards, snow, ridges, 
            195 polynyas.\r\n\r\nTraditional and Local Knowledge: Indigenous cultures,  195 polynyas.\r\n\r\nTraditional and Local Knowledge: Indigenous cultures, 
            196 Inuit, Inuvialuit, oral history, toponomy, mobility and settlement,  196 Inuit, Inuvialuit, oral history, toponomy, mobility and settlement, 
            197 hunting, food security, sea ice use, community-based research,  197 hunting, food security, sea ice use, community-based research, 
            198 community-based monitoring, two ways of knowing.", 198 community-based monitoring, two ways of knowing.",
            199     "id": "9e21f6b6-d13f-4ba2-a379-fd962f507071", 199     "id": "9e21f6b6-d13f-4ba2-a379-fd962f507071",
            200     "image_url": "2021-11-13-003953.952874UMLogoHORZ.jpg", 200     "image_url": "2021-11-13-003953.952874UMLogoHORZ.jpg",
            201     "is_organization": true, 201     "is_organization": true,
            202     "name": "ceos2", 202     "name": "ceos2",
            203     "state": "active", 203     "state": "active",
            204     "title": "CEOS", 204     "title": "CEOS",
            205     "type": "organization" 205     "type": "organization"
            206   }, 206   },
            207   "owner_org": "9e21f6b6-d13f-4ba2-a379-fd962f507071", 207   "owner_org": "9e21f6b6-d13f-4ba2-a379-fd962f507071",
            208   "private": false, 208   "private": false,
            209   "relatedIdentifier": "", 209   "relatedIdentifier": "",
            210   "related_campaigns": "[]", 210   "related_campaigns": "[]",
            211   "related_deployments": "[\"2f3631e0-419d-4565-81b0-24ad63465939\"]", 211   "related_deployments": "[\"2f3631e0-419d-4565-81b0-24ad63465939\"]",
            212   "related_instruments": "[\"f05fb4d8-e2e6-4ab9-b856-09eebd59e510\"]", 212   "related_instruments": "[\"f05fb4d8-e2e6-4ab9-b856-09eebd59e510\"]",
            213   "related_platforms": "[\"75e924c1-f565-4de2-8a1b-51321273bad7\"]", 213   "related_platforms": "[\"75e924c1-f565-4de2-8a1b-51321273bad7\"]",
            214   "related_programs": "[]", 214   "related_programs": "[]",
            215   "related_publications": "[]", 215   "related_publications": "[]",
            216   "relationships_as_object": [], 216   "relationships_as_object": [],
            217   "relationships_as_subject": [], 217   "relationships_as_subject": [],
            218   "resourceTypeGeneral": "Dataset", 218   "resourceTypeGeneral": "Dataset",
            219   "resources": [ 219   "resources": [
            220     { 220     {
            221       "cache_last_updated": null, 221       "cache_last_updated": null,
            222       "cache_url": null, 222       "cache_url": null,
            n 223       "created": "2022-02-14T16:31:55.543198", n 
            224       "datastore_active": false, 
            225       "datastore_contains_all_records_of_source_file": false, 
            226       "description": "**Arctic Science Gets Graphic!**\r\n\r\nWayne  
            227 Chan and Madison Harasyn\r\n\r\nResearchers at CEOS are often asked to  
            228 write a field story about their work, to make their research more  
            229 accessible. We decided to do something a little different for our work  
            230 on applying machine learning to detecting and tracking beluga whales:  
            231 we are presenting it as a comic-book style video!\r\n\r\nComics and  
            232 graphic novels are a very popular genre now and cover a wide range of  
            233 subjects, from traditional  
            234 superheroes](https://en.wikipedia.org/wiki/Batman:_The_Long_Halloween)  
            235 to historical figures like [Louis  
            236 Riel](https://en.wikipedia.org/wiki/Louis_Riel_comics). They have also  
            237 become a novel and emerging way of communicating science. There are  
            238 graphic novels about  
            239 ooks/303/303922/mysteries-of-the-quantum-universe/9780141985176.html),  
            240 //www.larrygonick.com/titles/science/the-cartoon-guide-to-chemistry/),  
            241 biology](https://us.macmillan.com/books/9780809089475/thestuffoflife),  
            242 and [math](https://en.wikipedia.org/wiki/Logicomix), and ones about  
            243 famous scientists, such as [Stephen  
            244 Hawking](https://us.macmillan.com/books/9781626720251/hawking) and  
            245 [Alan  
            246 g](https://www.abramsbooks.com/product/imitation-game_9781419718939/).  
            247 Comics are not only used for science education, however; they are also  
            248 gaining popularity as a means of disseminating new research findings.  
            249 The European Research Council (ERC), for example, recently decided to  
            250 create [comic-book adaptations](https://www.erccomics.com/) of some of  
            251 their funded projects, as an innovative way to showcase  
            252 them.\r\n\r\nThe process of doing scientific research is very visual,  
            253 with researchers often drawing out ideas on a whiteboard or on paper.  
            254 Yet, the end product is usually an academic journal article that is  
            255 mostly text and a few graphs, couched in technical language and  
            256 presented in a formalized structure. \r\n\r\nComics and graphic novels  
            257 can bridge this gap between the textual and visual by combining a  
            258 narrative structure with visual storytelling to bring a story to life.  
            259 And since comics appeal to people of all ages and cultural  
            260 backgrounds, they can engage new groups of people, rather than the  
            261 audiences who typically read research literature. \r\n\r\nJournal  
            262 articles can also wrongly give the impression that the research was a  
            263 straightforward \"royal road\" from hypothesis to conclusion, which is  
            264 seldom the case. The false paths and dead-ends that were explored and  
            265 the obstacles that were encountered are never mentioned. Much like a  
            266 finished building, the scaffolding has been removed, leaving only the  
            267 final result for people to see. Learning about these dead-ends,  
            268 however, can be instructive and reassuring to a student starting out  
            269 in research. A comic can show this type of behind-the-scenes work that  
            270 is rarely discussed in a more formal article.\r\n\r\nWe hope that our  
            271 comic-book video illustrates the research process, with its ups and  
            272 downs, and also shows how people with different backgrounds work  
            273 together on a project. If it motivates people to find out more about  
            274 our work (and read the dry, academic version of it), that's all we can  
            275 ask for!\r\nWithout further ado!", 
            276       "format": "MP4", 
            277       "hash": "", 
            278       "id": "9b92436a-035d-4713-ae8a-4806aa89753d", 
            279       "last_modified": "2022-02-14T16:31:55.465743", 
            280       "metadata_modified": "2022-02-15T22:35:49.948469", 
            281       "mimetype": "video/mp4", 
            282       "mimetype_inner": null, 
            283       "name": "One Beluga, Two Beluga, Three Beluga, Four: How to  
            284 Count Belugas When You Run Out of Fingers and Toes", 
            285       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 
            286       "position": 0, 
            287       "resCategory": "supplemental", 
            288       "resource_type": null, 
            289       "size": 50043411, 
            290       "state": "active", 
            291       "url":  
            292 6a-035d-4713-ae8a-4806aa89753d/download/chan_beluga_graphicnovel.mp4", 
            293       "url_type": "upload" 
            294     }, 
            295     { 
            296       "cache_last_updated": null, 
            297       "cache_url": null, 
            298       "created": "2022-02-09T19:01:26.701129", 223       "created": "2022-02-09T19:01:26.701129",
            299       "datastore_active": false, 224       "datastore_active": false,
            300       "datastore_contains_all_records_of_source_file": false, 225       "datastore_contains_all_records_of_source_file": false,
            301       "description": "Taken on June 13, 2018 in the Churchill Estuary  226       "description": "Taken on June 13, 2018 in the Churchill Estuary 
            302 as part of the Beluga Boat Study.", 227 as part of the Beluga Boat Study.",
            303       "format": "JPEG", 228       "format": "JPEG",
            304       "hash": "", 229       "hash": "",
            305       "id": "e028a59d-284b-4502-acad-4aaf0e1776e1", 230       "id": "e028a59d-284b-4502-acad-4aaf0e1776e1",
            306       "last_modified": "2022-02-09T19:01:26.640457", 231       "last_modified": "2022-02-09T19:01:26.640457",
            307       "metadata_modified": "2022-02-09T19:20:44.954729", 232       "metadata_modified": "2022-02-09T19:20:44.954729",
            308       "mimetype": "image/jpeg", 233       "mimetype": "image/jpeg",
            309       "mimetype_inner": null, 234       "mimetype_inner": null,
            310       "name": "Churchill Estuary - Madison Harasyn, David Barber", 235       "name": "Churchill Estuary - Madison Harasyn, David Barber",
            311       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 236       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 312       "position": 1, n 237       "position": 0,
            313       "resCategory": "raw_data", 238       "resCategory": "raw_data",
            314       "resource_type": null, 239       "resource_type": null,
            315       "size": 632721, 240       "size": 632721,
            316       "state": "active", 241       "state": "active",
            317       "url":  242       "url": 
            318 28a59d-284b-4502-acad-4aaf0e1776e1/download/davidbarber_img_6403.jpg", 243 28a59d-284b-4502-acad-4aaf0e1776e1/download/davidbarber_img_6403.jpg",
            319       "url_type": "upload" 244       "url_type": "upload"
            320     }, 245     },
            321     { 246     {
            322       "cache_last_updated": null, 247       "cache_last_updated": null,
            323       "cache_url": null, 248       "cache_url": null,
            324       "created": "2022-02-09T19:13:40.813192", 249       "created": "2022-02-09T19:13:40.813192",
            325       "datastore_active": false, 250       "datastore_active": false,
            326       "datastore_contains_all_records_of_source_file": false, 251       "datastore_contains_all_records_of_source_file": false,
            327       "description": "Taken on April 24, 2019 in the Churchill Estuary  252       "description": "Taken on April 24, 2019 in the Churchill Estuary 
            328 as part of the Churchill Beluga Boat Study.", 253 as part of the Churchill Beluga Boat Study.",
            329       "format": "JPEG", 254       "format": "JPEG",
            330       "hash": "", 255       "hash": "",
            331       "id": "ad573eed-c8eb-434e-a012-09bf5ba2c43c", 256       "id": "ad573eed-c8eb-434e-a012-09bf5ba2c43c",
            332       "last_modified": "2022-02-09T19:13:40.751515", 257       "last_modified": "2022-02-09T19:13:40.751515",
            333       "metadata_modified": "2022-02-09T19:16:59.974429", 258       "metadata_modified": "2022-02-09T19:16:59.974429",
            334       "mimetype": "image/jpeg", 259       "mimetype": "image/jpeg",
            335       "mimetype_inner": null, 260       "mimetype_inner": null,
            336       "name": "Churchill Estuary", 261       "name": "Churchill Estuary",
            337       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 262       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 338       "position": 2, n 263       "position": 1,
            339       "resCategory": "raw_data", 264       "resCategory": "raw_data",
            340       "resource_type": null, 265       "resource_type": null,
            341       "size": 5351470, 266       "size": 5351470,
            342       "state": "active", 267       "state": "active",
            343       "url":  268       "url": 
            344 /resource/ad573eed-c8eb-434e-a012-09bf5ba2c43c/download/dji_0094.jpg", 269 /resource/ad573eed-c8eb-434e-a012-09bf5ba2c43c/download/dji_0094.jpg",
            345       "url_type": "upload" 270       "url_type": "upload"
            346     }, 271     },
            347     { 272     {
            348       "cache_last_updated": null, 273       "cache_last_updated": null,
            349       "cache_url": null, 274       "cache_url": null,
            350       "created": "2022-02-09T19:16:59.989535", 275       "created": "2022-02-09T19:16:59.989535",
            351       "datastore_active": false, 276       "datastore_active": false,
            352       "datastore_contains_all_records_of_source_file": false, 277       "datastore_contains_all_records_of_source_file": false,
            353       "description": "Taken on June 20, 2018 in the Churchill Estuary  278       "description": "Taken on June 20, 2018 in the Churchill Estuary 
            354 as part of the Churchill Beluga Boat Study.", 279 as part of the Churchill Beluga Boat Study.",
            355       "format": "JPEG", 280       "format": "JPEG",
            356       "hash": "", 281       "hash": "",
            357       "id": "7f84dcd1-13f0-4b3b-889b-6ace985ac927", 282       "id": "7f84dcd1-13f0-4b3b-889b-6ace985ac927",
            358       "last_modified": "2022-02-09T19:16:59.925385", 283       "last_modified": "2022-02-09T19:16:59.925385",
            359       "metadata_modified": "2022-02-09T19:27:32.257151", 284       "metadata_modified": "2022-02-09T19:27:32.257151",
            360       "mimetype": "image/jpeg", 285       "mimetype": "image/jpeg",
            361       "mimetype_inner": null, 286       "mimetype_inner": null,
            362       "name": "Churchill Estuary - Ice Floes 1", 287       "name": "Churchill Estuary - Ice Floes 1",
            363       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 288       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 364       "position": 3, n 289       "position": 2,
            365       "resCategory": "raw_data", 290       "resCategory": "raw_data",
            366       "resource_type": null, 291       "resource_type": null,
            367       "size": 5356188, 292       "size": 5356188,
            368       "state": "active", 293       "state": "active",
            369       "url":  294       "url": 
            370 /resource/7f84dcd1-13f0-4b3b-889b-6ace985ac927/download/dji_0106.jpg", 295 /resource/7f84dcd1-13f0-4b3b-889b-6ace985ac927/download/dji_0106.jpg",
            371       "url_type": "upload" 296       "url_type": "upload"
            372     }, 297     },
            373     { 298     {
            374       "cache_last_updated": null, 299       "cache_last_updated": null,
            375       "cache_url": null, 300       "cache_url": null,
            376       "created": "2022-02-09T19:22:33.652643", 301       "created": "2022-02-09T19:22:33.652643",
            377       "datastore_active": false, 302       "datastore_active": false,
            378       "datastore_contains_all_records_of_source_file": false, 303       "datastore_contains_all_records_of_source_file": false,
            379       "description": "Taken on June 22, 2018 in the Churchill Estuary  304       "description": "Taken on June 22, 2018 in the Churchill Estuary 
            380 as part of the Churchill Beluga Boat Study.", 305 as part of the Churchill Beluga Boat Study.",
            381       "format": "JPEG", 306       "format": "JPEG",
            382       "hash": "", 307       "hash": "",
            383       "id": "3d05131d-1c8c-4cab-be9e-2e12a9807d9e", 308       "id": "3d05131d-1c8c-4cab-be9e-2e12a9807d9e",
            384       "last_modified": "2022-02-09T19:22:33.585433", 309       "last_modified": "2022-02-09T19:22:33.585433",
            385       "metadata_modified": "2022-02-09T19:26:07.599588", 310       "metadata_modified": "2022-02-09T19:26:07.599588",
            386       "mimetype": "image/jpeg", 311       "mimetype": "image/jpeg",
            387       "mimetype_inner": null, 312       "mimetype_inner": null,
            388       "name": "Churchill Estuary - Ice Floes 2", 313       "name": "Churchill Estuary - Ice Floes 2",
            389       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 314       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 390       "position": 4, n 315       "position": 3,
            391       "resCategory": "raw_data", 316       "resCategory": "raw_data",
            392       "resource_type": null, 317       "resource_type": null,
            393       "size": 5237339, 318       "size": 5237339,
            394       "state": "active", 319       "state": "active",
            395       "url":  320       "url": 
            396 /resource/3d05131d-1c8c-4cab-be9e-2e12a9807d9e/download/dji_0202.jpg", 321 /resource/3d05131d-1c8c-4cab-be9e-2e12a9807d9e/download/dji_0202.jpg",
            397       "url_type": "upload" 322       "url_type": "upload"
            398     }, 323     },
            399     { 324     {
            400       "cache_last_updated": null, 325       "cache_last_updated": null,
            401       "cache_url": null, 326       "cache_url": null,
            402       "created": "2022-02-09T19:24:00.635980", 327       "created": "2022-02-09T19:24:00.635980",
            403       "datastore_active": false, 328       "datastore_active": false,
            404       "datastore_contains_all_records_of_source_file": false, 329       "datastore_contains_all_records_of_source_file": false,
            405       "description": "Taken on June 8, 2018 in the Churchill Estuary  330       "description": "Taken on June 8, 2018 in the Churchill Estuary 
            406 as part of the Churchill Beluga Boat Study.", 331 as part of the Churchill Beluga Boat Study.",
            407       "format": "JPEG", 332       "format": "JPEG",
            408       "hash": "", 333       "hash": "",
            409       "id": "075cc222-d7e8-404e-af41-eb986ec8aab3", 334       "id": "075cc222-d7e8-404e-af41-eb986ec8aab3",
            410       "last_modified": "2022-02-09T19:24:00.564258", 335       "last_modified": "2022-02-09T19:24:00.564258",
            411       "metadata_modified": "2022-02-09T19:26:30.381779", 336       "metadata_modified": "2022-02-09T19:26:30.381779",
            412       "mimetype": "image/jpeg", 337       "mimetype": "image/jpeg",
            413       "mimetype_inner": null, 338       "mimetype_inner": null,
            414       "name": "Churchill Estuary - Ice Floes 3", 339       "name": "Churchill Estuary - Ice Floes 3",
            415       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 340       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 416       "position": 5, n 341       "position": 4,
            417       "resCategory": "raw_data", 342       "resCategory": "raw_data",
            418       "resource_type": null, 343       "resource_type": null,
            419       "size": 5371466, 344       "size": 5371466,
            420       "state": "active", 345       "state": "active",
            421       "url":  346       "url": 
            422 /resource/075cc222-d7e8-404e-af41-eb986ec8aab3/download/dji_0340.jpg", 347 /resource/075cc222-d7e8-404e-af41-eb986ec8aab3/download/dji_0340.jpg",
            423       "url_type": "upload" 348       "url_type": "upload"
            424     }, 349     },
            425     { 350     {
            426       "cache_last_updated": null, 351       "cache_last_updated": null,
            427       "cache_url": null, 352       "cache_url": null,
            428       "created": "2022-02-09T19:24:53.368418", 353       "created": "2022-02-09T19:24:53.368418",
            429       "datastore_active": false, 354       "datastore_active": false,
            430       "datastore_contains_all_records_of_source_file": false, 355       "datastore_contains_all_records_of_source_file": false,
            431       "description": "Taken on June 4, 2018 in the Churchill Estuary  356       "description": "Taken on June 4, 2018 in the Churchill Estuary 
            432 as part of the Churchill Beluga Boat Study.", 357 as part of the Churchill Beluga Boat Study.",
            433       "format": "JPEG", 358       "format": "JPEG",
            434       "hash": "", 359       "hash": "",
            435       "id": "26a48e38-9ec9-49a6-95ba-60474e1487dd", 360       "id": "26a48e38-9ec9-49a6-95ba-60474e1487dd",
            436       "last_modified": "2022-02-09T19:24:53.296649", 361       "last_modified": "2022-02-09T19:24:53.296649",
            437       "metadata_modified": "2022-02-09T19:25:39.804576", 362       "metadata_modified": "2022-02-09T19:25:39.804576",
            438       "mimetype": "image/jpeg", 363       "mimetype": "image/jpeg",
            439       "mimetype_inner": null, 364       "mimetype_inner": null,
            440       "name": "Churchill Estuary - Madison Harasyn and Drone ", 365       "name": "Churchill Estuary - Madison Harasyn and Drone ",
            441       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 366       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 442       "position": 6, n 367       "position": 5,
            443       "resCategory": "raw_data", 368       "resCategory": "raw_data",
            444       "resource_type": null, 369       "resource_type": null,
            445       "size": 457700, 370       "size": 457700,
            446       "state": "active", 371       "state": "active",
            447       "url":  372       "url": 
            448 ource/26a48e38-9ec9-49a6-95ba-60474e1487dd/download/maddie_drone.jpg", 373 ource/26a48e38-9ec9-49a6-95ba-60474e1487dd/download/maddie_drone.jpg",
            449       "url_type": "upload" 374       "url_type": "upload"
            450     }, 375     },
            451     { 376     {
            452       "cache_last_updated": null, 377       "cache_last_updated": null,
            453       "cache_url": null, 378       "cache_url": null,
            454       "created": "2022-02-09T19:28:07.999931", 379       "created": "2022-02-09T19:28:07.999931",
            455       "datastore_active": false, 380       "datastore_active": false,
            456       "datastore_contains_all_records_of_source_file": false, 381       "datastore_contains_all_records_of_source_file": false,
            457       "description": "Taken on June 20, 2018 in the Churchill Estuary  382       "description": "Taken on June 20, 2018 in the Churchill Estuary 
            458 as part of the Churchill Beluga Boat Study.", 383 as part of the Churchill Beluga Boat Study.",
            459       "format": "JPEG", 384       "format": "JPEG",
            460       "hash": "", 385       "hash": "",
            461       "id": "d34138b9-6b4b-439d-b95a-712e84709620", 386       "id": "d34138b9-6b4b-439d-b95a-712e84709620",
            462       "last_modified": "2022-02-09T19:28:07.930543", 387       "last_modified": "2022-02-09T19:28:07.930543",
            463       "metadata_modified": "2022-02-09T19:35:31.041459", 388       "metadata_modified": "2022-02-09T19:35:31.041459",
            464       "mimetype": "image/jpeg", 389       "mimetype": "image/jpeg",
            465       "mimetype_inner": null, 390       "mimetype_inner": null,
            466       "name": "Churchill Estuary - Boat ", 391       "name": "Churchill Estuary - Boat ",
            467       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 392       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 468       "position": 7, n 393       "position": 6,
            469       "resCategory": "raw_data", 394       "resCategory": "raw_data",
            470       "resource_type": null, 395       "resource_type": null,
            471       "size": 4940553, 396       "size": 4940553,
            472       "state": "active", 397       "state": "active",
            473       "url":  398       "url": 
            474 /resource/d34138b9-6b4b-439d-b95a-712e84709620/download/dji_0136.jpg", 399 /resource/d34138b9-6b4b-439d-b95a-712e84709620/download/dji_0136.jpg",
            475       "url_type": "upload" 400       "url_type": "upload"
            476     }, 401     },
            477     { 402     {
            478       "cache_last_updated": null, 403       "cache_last_updated": null,
            479       "cache_url": null, 404       "cache_url": null,
            480       "created": "2022-02-09T19:35:31.059950", 405       "created": "2022-02-09T19:35:31.059950",
            481       "datastore_active": false, 406       "datastore_active": false,
            482       "datastore_contains_all_records_of_source_file": false, 407       "datastore_contains_all_records_of_source_file": false,
            483       "description": "Drone footage of beluga whales and boats in the  408       "description": "Drone footage of beluga whales and boats in the 
            484 Churchill Estuary as part of the Churchill Beluga Boat Study.", 409 Churchill Estuary as part of the Churchill Beluga Boat Study.",
            485       "format": "MP4", 410       "format": "MP4",
            486       "hash": "", 411       "hash": "",
            487       "id": "892ac5ec-7895-4892-8cef-df21eb18eda8", 412       "id": "892ac5ec-7895-4892-8cef-df21eb18eda8",
            488       "last_modified": null, 413       "last_modified": null,
            n 489       "metadata_modified": "2022-02-15T22:36:56.401873", n 414       "metadata_modified": "2022-02-27T19:35:12.222486",
            490       "mimetype": "video/mp4", 415       "mimetype": "video/mp4",
            491       "mimetype_inner": null, 416       "mimetype_inner": null,
            492       "name": "Churchill Beluga Boat Study drone video 2019 - 1", 417       "name": "Churchill Beluga Boat Study drone video 2019 - 1",
            493       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 418       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 494       "position": 8, n 419       "position": 7,
            495       "resCategory": "raw_data", 420       "resCategory": "raw_data",
            496       "resource_type": null, 421       "resource_type": null,
            497       "size": null, 422       "size": null,
            498       "state": "active", 423       "state": "active",
            499       "url":  424       "url": 
            500 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga3.mp4", 425 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga3.mp4",
            501       "url_type": null 426       "url_type": null
            502     }, 427     },
            503     { 428     {
            504       "cache_last_updated": null, 429       "cache_last_updated": null,
            505       "cache_url": null, 430       "cache_url": null,
            506       "created": "2022-02-09T19:38:31.543513", 431       "created": "2022-02-09T19:38:31.543513",
            507       "datastore_active": false, 432       "datastore_active": false,
            508       "datastore_contains_all_records_of_source_file": false, 433       "datastore_contains_all_records_of_source_file": false,
            509       "description": "Drone footage of beluga whales and boats in the  434       "description": "Drone footage of beluga whales and boats in the 
            510 Churchill Estuary as part of the Churchill Beluga Boat Study.", 435 Churchill Estuary as part of the Churchill Beluga Boat Study.",
            511       "format": "MP4", 436       "format": "MP4",
            512       "hash": "", 437       "hash": "",
            513       "id": "2c1e382f-d6c3-41b9-9186-cebedb1093ef", 438       "id": "2c1e382f-d6c3-41b9-9186-cebedb1093ef",
            514       "last_modified": null, 439       "last_modified": null,
            515       "metadata_modified": "2022-02-09T19:40:49.960920", 440       "metadata_modified": "2022-02-09T19:40:49.960920",
            516       "mimetype": "video/mp4", 441       "mimetype": "video/mp4",
            517       "mimetype_inner": null, 442       "mimetype_inner": null,
            518       "name": "Churchill Beluga Boat Study drone video 2019 - 2", 443       "name": "Churchill Beluga Boat Study drone video 2019 - 2",
            519       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 444       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 520       "position": 9, n 445       "position": 8,
            521       "resCategory": "raw_data", 446       "resCategory": "raw_data",
            522       "resource_type": null, 447       "resource_type": null,
            523       "size": null, 448       "size": null,
            524       "state": "active", 449       "state": "active",
            525       "url":  450       "url": 
            526 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga5.mp4", 451 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga5.mp4",
            527       "url_type": null 452       "url_type": null
            528     }, 453     },
            529     { 454     {
            530       "cache_last_updated": null, 455       "cache_last_updated": null,
            531       "cache_url": null, 456       "cache_url": null,
            532       "created": "2022-02-09T19:40:49.980046", 457       "created": "2022-02-09T19:40:49.980046",
            533       "datastore_active": false, 458       "datastore_active": false,
            534       "datastore_contains_all_records_of_source_file": false, 459       "datastore_contains_all_records_of_source_file": false,
            535       "description": "Drone footage of beluga whales and boats in the  460       "description": "Drone footage of beluga whales and boats in the 
            536 Churchill Estuary as part of the Churchill Beluga Boat Study.", 461 Churchill Estuary as part of the Churchill Beluga Boat Study.",
            537       "format": "MP4", 462       "format": "MP4",
            538       "hash": "", 463       "hash": "",
            539       "id": "4f4c3223-0b70-4284-bdf3-7eb37599e617", 464       "id": "4f4c3223-0b70-4284-bdf3-7eb37599e617",
            540       "last_modified": null, 465       "last_modified": null,
            541       "metadata_modified": "2022-02-09T19:42:40.009723", 466       "metadata_modified": "2022-02-09T19:42:40.009723",
            542       "mimetype": "video/mp4", 467       "mimetype": "video/mp4",
            543       "mimetype_inner": null, 468       "mimetype_inner": null,
            544       "name": "Churchill Beluga Boat Study drone video 2019 - 3", 469       "name": "Churchill Beluga Boat Study drone video 2019 - 3",
            545       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 470       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 546       "position": 10, n 471       "position": 9,
            547       "resCategory": "raw_data", 472       "resCategory": "raw_data",
            548       "resource_type": null, 473       "resource_type": null,
            549       "size": null, 474       "size": null,
            550       "state": "active", 475       "state": "active",
            551       "url":  476       "url": 
            552 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga6.mp4", 477 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga6.mp4",
            553       "url_type": null 478       "url_type": null
            554     }, 479     },
            555     { 480     {
            556       "cache_last_updated": null, 481       "cache_last_updated": null,
            557       "cache_url": null, 482       "cache_url": null,
            558       "created": "2022-02-09T19:42:40.027959", 483       "created": "2022-02-09T19:42:40.027959",
            559       "datastore_active": false, 484       "datastore_active": false,
            560       "datastore_contains_all_records_of_source_file": false, 485       "datastore_contains_all_records_of_source_file": false,
            561       "description": "Drone footage of beluga whales and boats in the  486       "description": "Drone footage of beluga whales and boats in the 
            562 Churchill Estuary as part of the Churchill Beluga Boat Study.", 487 Churchill Estuary as part of the Churchill Beluga Boat Study.",
            563       "format": "MP4", 488       "format": "MP4",
            564       "hash": "", 489       "hash": "",
            565       "id": "8fece68d-deb2-4c66-86c7-7f19552ea1ef", 490       "id": "8fece68d-deb2-4c66-86c7-7f19552ea1ef",
            566       "last_modified": null, 491       "last_modified": null,
            567       "metadata_modified": "2022-02-09T19:43:38.602180", 492       "metadata_modified": "2022-02-09T19:43:38.602180",
            568       "mimetype": "video/mp4", 493       "mimetype": "video/mp4",
            569       "mimetype_inner": null, 494       "mimetype_inner": null,
            570       "name": "Churchill Beluga Boat Study drone video 2019 - 4", 495       "name": "Churchill Beluga Boat Study drone video 2019 - 4",
            571       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 496       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 572       "position": 11, n 497       "position": 10,
            573       "resCategory": "raw_data", 498       "resCategory": "raw_data",
            574       "resource_type": null, 499       "resource_type": null,
            575       "size": null, 500       "size": null,
            576       "state": "active", 501       "state": "active",
            577       "url":  502       "url": 
            578 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga7.mp4", 503 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga7.mp4",
            579       "url_type": null 504       "url_type": null
            580     }, 505     },
            581     { 506     {
            582       "cache_last_updated": null, 507       "cache_last_updated": null,
            583       "cache_url": null, 508       "cache_url": null,
            584       "created": "2022-02-09T19:43:38.620249", 509       "created": "2022-02-09T19:43:38.620249",
            585       "datastore_active": false, 510       "datastore_active": false,
            586       "datastore_contains_all_records_of_source_file": false, 511       "datastore_contains_all_records_of_source_file": false,
            587       "description": "Drone footage of beluga whales and boats in the  512       "description": "Drone footage of beluga whales and boats in the 
            588 Churchill Estuary as part of the Churchill Beluga Boat Study.", 513 Churchill Estuary as part of the Churchill Beluga Boat Study.",
            589       "format": "MP4", 514       "format": "MP4",
            590       "hash": "", 515       "hash": "",
            591       "id": "34cf2d84-6e1c-4523-abc1-2f37fd76d3dc", 516       "id": "34cf2d84-6e1c-4523-abc1-2f37fd76d3dc",
            592       "last_modified": null, 517       "last_modified": null,
            593       "metadata_modified": "2022-02-09T19:44:56.709992", 518       "metadata_modified": "2022-02-09T19:44:56.709992",
            594       "mimetype": "video/mp4", 519       "mimetype": "video/mp4",
            595       "mimetype_inner": null, 520       "mimetype_inner": null,
            596       "name": "Churchill Beluga Boat Study drone video 2019 - 5", 521       "name": "Churchill Beluga Boat Study drone video 2019 - 5",
            597       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 522       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 598       "position": 12, n 523       "position": 11,
            599       "resCategory": "raw_data", 524       "resCategory": "raw_data",
            600       "resource_type": null, 525       "resource_type": null,
            601       "size": null, 526       "size": null,
            602       "state": "active", 527       "state": "active",
            603       "url":  528       "url": 
            604 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga8.mp4", 529 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga8.mp4",
            605       "url_type": null 530       "url_type": null
            606     }, 531     },
            607     { 532     {
            608       "cache_last_updated": null, 533       "cache_last_updated": null,
            609       "cache_url": null, 534       "cache_url": null,
            610       "created": "2022-02-09T19:44:56.727643", 535       "created": "2022-02-09T19:44:56.727643",
            611       "datastore_active": false, 536       "datastore_active": false,
            612       "datastore_contains_all_records_of_source_file": false, 537       "datastore_contains_all_records_of_source_file": false,
            613       "description": "Drone footage of beluga whales and boats in the  538       "description": "Drone footage of beluga whales and boats in the 
            614 Churchill Estuary as part of the Churchill Beluga Boat Study.", 539 Churchill Estuary as part of the Churchill Beluga Boat Study.",
            615       "format": "MP4", 540       "format": "MP4",
            616       "hash": "", 541       "hash": "",
            617       "id": "c9c54a8c-626a-43eb-b51f-a4d9e8551056", 542       "id": "c9c54a8c-626a-43eb-b51f-a4d9e8551056",
            618       "last_modified": null, 543       "last_modified": null,
            619       "metadata_modified": "2022-02-09T19:45:44.865965", 544       "metadata_modified": "2022-02-09T19:45:44.865965",
            620       "mimetype": "video/mp4", 545       "mimetype": "video/mp4",
            621       "mimetype_inner": null, 546       "mimetype_inner": null,
            622       "name": "Churchill Beluga Boat Study drone video 2019 - 6", 547       "name": "Churchill Beluga Boat Study drone video 2019 - 6",
            623       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 548       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 624       "position": 13, n 549       "position": 12,
            625       "resCategory": "raw_data", 550       "resCategory": "raw_data",
            626       "resource_type": null, 551       "resource_type": null,
            627       "size": null, 552       "size": null,
            628       "state": "active", 553       "state": "active",
            629       "url":  554       "url": 
            630 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga9.mp4", 555 p.ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga9.mp4",
            631       "url_type": null 556       "url_type": null
            632     }, 557     },
            633     { 558     {
            634       "cache_last_updated": null, 559       "cache_last_updated": null,
            635       "cache_url": null, 560       "cache_url": null,
            636       "created": "2022-02-09T19:45:44.886882", 561       "created": "2022-02-09T19:45:44.886882",
            637       "datastore_active": false, 562       "datastore_active": false,
            638       "datastore_contains_all_records_of_source_file": false, 563       "datastore_contains_all_records_of_source_file": false,
            639       "description": "Drone footage of beluga whales and boats in the  564       "description": "Drone footage of beluga whales and boats in the 
            640 Churchill Estuary as part of the Churchill Beluga Boat Study.", 565 Churchill Estuary as part of the Churchill Beluga Boat Study.",
            641       "format": "MP4", 566       "format": "MP4",
            642       "hash": "", 567       "hash": "",
            643       "id": "10e632f0-a063-4527-863a-870a743cd50c", 568       "id": "10e632f0-a063-4527-863a-870a743cd50c",
            644       "last_modified": null, 569       "last_modified": null,
            645       "metadata_modified": "2022-02-09T19:46:27.805362", 570       "metadata_modified": "2022-02-09T19:46:27.805362",
            646       "mimetype": "video/mp4", 571       "mimetype": "video/mp4",
            647       "mimetype_inner": null, 572       "mimetype_inner": null,
            648       "name": "Churchill Beluga Boat Study drone video 2019 - 7", 573       "name": "Churchill Beluga Boat Study drone video 2019 - 7",
            649       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 574       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 650       "position": 14, n 575       "position": 13,
            651       "resCategory": "raw_data", 576       "resCategory": "raw_data",
            652       "resource_type": null, 577       "resource_type": null,
            653       "size": null, 578       "size": null,
            654       "state": "active", 579       "state": "active",
            655       "url":  580       "url": 
            656 .ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga10.mp4", 581 .ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga10.mp4",
            657       "url_type": null 582       "url_type": null
            658     }, 583     },
            659     { 584     {
            660       "cache_last_updated": null, 585       "cache_last_updated": null,
            661       "cache_url": null, 586       "cache_url": null,
            662       "created": "2022-02-09T19:46:27.825256", 587       "created": "2022-02-09T19:46:27.825256",
            663       "datastore_active": false, 588       "datastore_active": false,
            664       "datastore_contains_all_records_of_source_file": false, 589       "datastore_contains_all_records_of_source_file": false,
            665       "description": "Drone footage of beluga whales and boats in the  590       "description": "Drone footage of beluga whales and boats in the 
            666 Churchill Estuary as part of the Churchill Beluga Boat Study.", 591 Churchill Estuary as part of the Churchill Beluga Boat Study.",
            667       "format": "MP4", 592       "format": "MP4",
            668       "hash": "", 593       "hash": "",
            669       "id": "e0d0a749-dbcd-446e-b6ad-c656db508f51", 594       "id": "e0d0a749-dbcd-446e-b6ad-c656db508f51",
            670       "last_modified": null, 595       "last_modified": null,
            671       "metadata_modified": "2022-02-09T19:57:51.743935", 596       "metadata_modified": "2022-02-09T19:57:51.743935",
            672       "mimetype": "video/mp4", 597       "mimetype": "video/mp4",
            673       "mimetype_inner": null, 598       "mimetype_inner": null,
            674       "name": "Churchill Beluga Boat Study drone video 2019 - 8", 599       "name": "Churchill Beluga Boat Study drone video 2019 - 8",
            675       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 600       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            n 676       "position": 15, n 601       "position": 14,
            677       "resCategory": "raw_data", 602       "resCategory": "raw_data",
            678       "resource_type": null, 603       "resource_type": null,
            679       "size": null, 604       "size": null,
            680       "state": "active", 605       "state": "active",
            681       "url":  606       "url": 
            682 .ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga11.mp4", 607 .ad.umanitoba.ca/erddap/files/Drone_Data_588f_21fe_8ff6/beluga11.mp4",
            683       "url_type": null 608       "url_type": null
            684     }, 609     },
            685     { 610     {
            686       "cache_last_updated": null, 611       "cache_last_updated": null,
            687       "cache_url": null, 612       "cache_url": null,
            688       "created": "2022-02-09T19:57:51.773988", 613       "created": "2022-02-09T19:57:51.773988",
            689       "datastore_active": false, 614       "datastore_active": false,
            690       "datastore_contains_all_records_of_source_file": false, 615       "datastore_contains_all_records_of_source_file": false,
            691       "description": "CANWIN metadata templates are filled out for  616       "description": "CANWIN metadata templates are filled out for 
            692 instruments, deployments, datasets, and projects. This template is for  617 instruments, deployments, datasets, and projects. This template is for 
            693 UAV (unmanned aerial vehicle) videos and photos collected during the  618 UAV (unmanned aerial vehicle) videos and photos collected during the 
            694 2019 field season over the Churchill Estuary.", 619 2019 field season over the Churchill Estuary.",
            695       "format": "DOCX", 620       "format": "DOCX",
            696       "hash": "", 621       "hash": "",
            697       "id": "e07866e4-6be1-4720-94f1-5cd27e056e05", 622       "id": "e07866e4-6be1-4720-94f1-5cd27e056e05",
            698       "last_modified": "2022-02-09T19:57:51.663259", 623       "last_modified": "2022-02-09T19:57:51.663259",
            699       "metadata_modified": "2022-02-10T16:11:27.431362", 624       "metadata_modified": "2022-02-10T16:11:27.431362",
            700       "mimetype": null, 625       "mimetype": null,
            701       "mimetype_inner": null, 626       "mimetype_inner": null,
            702       "name": "CANWIN Project Metadata - 2019 Churchill UAV Data", 627       "name": "CANWIN Project Metadata - 2019 Churchill UAV Data",
            703       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", 628       "package_id": "b5f259b4-3ace-4750-bfb0-47c4e794082f",
            t 704       "position": 16, t 629       "position": 15,
            705       "resCategory": "supplemental", 630       "resCategory": "supplemental",
            706       "resource_type": null, 631       "resource_type": null,
            707       "size": 29221, 632       "size": 29221,
            708       "state": "active", 633       "state": "active",
            709       "url":  634       "url": 
            710 /download/canwin_project_metadata_template2019churchill_harasyn.docx", 635 /download/canwin_project_metadata_template2019churchill_harasyn.docx",
            711       "url_type": "upload" 636       "url_type": "upload"
            712     } 637     }
            713   ], 638   ],
            714   "rightsIdentifier": "CC-BY-NC-SA-4.0", 639   "rightsIdentifier": "CC-BY-NC-SA-4.0",
            715   "rightsIdentifierScheme": "SPDX", 640   "rightsIdentifierScheme": "SPDX",
            716   "rightsURI": "https://spdx.org/licenses/CC-BY-NC-SA-4.0.html", 641   "rightsURI": "https://spdx.org/licenses/CC-BY-NC-SA-4.0.html",
            717   "southBoundLatitude": "58.6686784698", 642   "southBoundLatitude": "58.6686784698",
            718   "spatial":  643   "spatial": 
            719 59],[-93.7822780979,58.9622307704],[-93.7839520373,58.5448288885]]]}", 644 59],[-93.7822780979,58.9622307704],[-93.7839520373,58.5448288885]]]}",
            720   "spatial_regions": "churchill", 645   "spatial_regions": "churchill",
            721   "startDate": "2019-07-28", 646   "startDate": "2019-07-28",
            722   "startDateType": "Collected", 647   "startDateType": "Collected",
            723   "state": "active", 648   "state": "active",
            724   "status": "Complete", 649   "status": "Complete",
            725   "subjectScheme": "Polar Data Catalogue,Global Change Master  650   "subjectScheme": "Polar Data Catalogue,Global Change Master 
            726 Directory", 651 Directory",
            727   "tags": [ 652   "tags": [
            728     { 653     {
            729       "display_name": "AERIAL PHOTOGRAPHS", 654       "display_name": "AERIAL PHOTOGRAPHS",
            730       "id": "bafe04c6-e938-4966-a4ab-a8ce5f1b7d04", 655       "id": "bafe04c6-e938-4966-a4ab-a8ce5f1b7d04",
            731       "name": "AERIAL PHOTOGRAPHS", 656       "name": "AERIAL PHOTOGRAPHS",
            732       "state": "active", 657       "state": "active",
            733       "vocabulary_id": null 658       "vocabulary_id": null
            734     }, 659     },
            735     { 660     {
            736       "display_name": "Beluga", 661       "display_name": "Beluga",
            737       "id": "a9f25a89-b0ef-4d4d-993d-73f28e0d702a", 662       "id": "a9f25a89-b0ef-4d4d-993d-73f28e0d702a",
            738       "name": "Beluga", 663       "name": "Beluga",
            739       "state": "active", 664       "state": "active",
            740       "vocabulary_id": null 665       "vocabulary_id": null
            741     }, 666     },
            742     { 667     {
            743       "display_name": "Churchill estuary", 668       "display_name": "Churchill estuary",
            744       "id": "f7d7cb9f-46ae-42af-8055-6ae5b8029c7a", 669       "id": "f7d7cb9f-46ae-42af-8055-6ae5b8029c7a",
            745       "name": "Churchill estuary", 670       "name": "Churchill estuary",
            746       "state": "active", 671       "state": "active",
            747       "vocabulary_id": null 672       "vocabulary_id": null
            748     }, 673     },
            749     { 674     {
            750       "display_name": "Unmanned Aerial Vehicle", 675       "display_name": "Unmanned Aerial Vehicle",
            751       "id": "a6dc9001-e6da-4a84-bfec-2941d3ebce78", 676       "id": "a6dc9001-e6da-4a84-bfec-2941d3ebce78",
            752       "name": "Unmanned Aerial Vehicle", 677       "name": "Unmanned Aerial Vehicle",
            753       "state": "active", 678       "state": "active",
            754       "vocabulary_id": null 679       "vocabulary_id": null
            755     }, 680     },
            756     { 681     {
            757       "display_name": "boat", 682       "display_name": "boat",
            758       "id": "b51f6a38-77f6-4e99-b83e-721cd7a05470", 683       "id": "b51f6a38-77f6-4e99-b83e-721cd7a05470",
            759       "name": "boat", 684       "name": "boat",
            760       "state": "active", 685       "state": "active",
            761       "vocabulary_id": null 686       "vocabulary_id": null
            762     }, 687     },
            763     { 688     {
            764       "display_name": "kayak", 689       "display_name": "kayak",
            765       "id": "8383485f-fb93-42fd-a624-cb309b35ea78", 690       "id": "8383485f-fb93-42fd-a624-cb309b35ea78",
            766       "name": "kayak", 691       "name": "kayak",
            767       "state": "active", 692       "state": "active",
            768       "vocabulary_id": null 693       "vocabulary_id": null
            769     }, 694     },
            770     { 695     {
            771       "display_name": "video", 696       "display_name": "video",
            772       "id": "2d1f3515-7c95-4d63-9ce8-829079ad26e9", 697       "id": "2d1f3515-7c95-4d63-9ce8-829079ad26e9",
            773       "name": "video", 698       "name": "video",
            774       "state": "active", 699       "state": "active",
            775       "vocabulary_id": null 700       "vocabulary_id": null
            776     } 701     }
            777   ], 702   ],
            778   "theme": [ 703   "theme": [
            779     "8f8cd877-b037-4b1a-b928-f86d9e093741", 704     "8f8cd877-b037-4b1a-b928-f86d9e093741",
            780     "98238b1c-5be8-41ad-8c6e-74cdc4f5f369", 705     "98238b1c-5be8-41ad-8c6e-74cdc4f5f369",
            781     "3ec49cbb-4da6-4fe8-8d54-5b6ce03b49d9" 706     "3ec49cbb-4da6-4fe8-8d54-5b6ce03b49d9"
            782   ], 707   ],
            783   "title": "Churchill Beluga Boat Drone Imagery", 708   "title": "Churchill Beluga Boat Drone Imagery",
            784   "titleType": "Alternative Title", 709   "titleType": "Alternative Title",
            785   "type": "dataset", 710   "type": "dataset",
            786   "url": null, 711   "url": null,
            787   "useTerms": "By accessing this data you agree to [CanWIN's Terms of  712   "useTerms": "By accessing this data you agree to [CanWIN's Terms of 
            788 anwin-data-statement/resource/5b942a87-ef4e-466e-8319-f588844e89c0).", 713 anwin-data-statement/resource/5b942a87-ef4e-466e-8319-f588844e89c0).",
            789   "variablesMeasured": "", 714   "variablesMeasured": "",
            790   "version": null, 715   "version": null,
            791   "westBoundLongitude": "-94.3257662171" 716   "westBoundLongitude": "-94.3257662171"
            792 } 717 }