Changes
On February 14, 2022 at 11:02:48 AM CST, Claire Herbert:
-
Changed value of field
contributors
to[{'affiliation': 'Centre for Earth Observation Science - University of Manitoba', 'contributorName': 'Harasyn, Madison', 'contributorType': 'DataCollector', 'email': 'Madison.harasyn@umanitoba.ca', 'nameIdentifier': 'https://orcid.org/0000-0002-5741-6766', 'nameIdentifierScheme': 'ORCID', 'schemeURI': 'http://orcid.org/'}, {'affiliation': 'Centre for Earth Observation Science - University of Manitoba', 'contributorName': 'Chan, Wayne', 'contributorType': 'Researcher', 'email': 'wayne.chan@umanitoba.ca', 'nameIdentifier': ''}]
in 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 | "contributors": [ | 33 | "contributors": [ | ||
34 | { | 34 | { | ||
35 | "affiliation": "Centre for Earth Observation Science - | 35 | "affiliation": "Centre for Earth Observation Science - | ||
36 | University of Manitoba", | 36 | University of Manitoba", | ||
37 | "contributorName": "Harasyn, Madison", | 37 | "contributorName": "Harasyn, Madison", | ||
38 | "contributorType": "DataCollector", | 38 | "contributorType": "DataCollector", | ||
39 | "email": "Madison.harasyn@umanitoba.ca", | 39 | "email": "Madison.harasyn@umanitoba.ca", | ||
40 | "nameIdentifier": "https://orcid.org/0000-0002-5741-6766", | 40 | "nameIdentifier": "https://orcid.org/0000-0002-5741-6766", | ||
41 | "nameIdentifierScheme": "ORCID", | 41 | "nameIdentifierScheme": "ORCID", | ||
42 | "schemeURI": "http://orcid.org/" | 42 | "schemeURI": "http://orcid.org/" | ||
n | n | 43 | }, | ||
44 | { | ||||
45 | "affiliation": "Centre for Earth Observation Science - | ||||
46 | University of Manitoba", | ||||
47 | "contributorName": "Chan, Wayne", | ||||
48 | "contributorType": "Researcher", | ||||
49 | "email": "wayne.chan@umanitoba.ca", | ||||
50 | "nameIdentifier": "" | ||||
43 | } | 51 | } | ||
44 | ], | 52 | ], | ||
45 | "creatorName": [ | 53 | "creatorName": [ | ||
46 | { | 54 | { | ||
47 | "author": "Barber, David", | 55 | "author": "Barber, David", | ||
48 | "creatorAffiliation": "Centre for Earth Observation Science - | 56 | "creatorAffiliation": "Centre for Earth Observation Science - | ||
49 | University of Manitoba", | 57 | University of Manitoba", | ||
50 | "creatorEmail": "david.barber@umanitoba.ca", | 58 | "creatorEmail": "david.barber@umanitoba.ca", | ||
51 | "creatorNameIdentifier": "", | 59 | "creatorNameIdentifier": "", | ||
52 | "nameType": "Personal" | 60 | "nameType": "Personal" | ||
53 | } | 61 | } | ||
54 | ], | 62 | ], | ||
55 | "creator_user_id": "cde7b848-a882-4fc7-97c9-670417bd6b43", | 63 | "creator_user_id": "cde7b848-a882-4fc7-97c9-670417bd6b43", | ||
56 | "dataCuratorAffiliation": "Centre for Earth Observation Science - | 64 | "dataCuratorAffiliation": "Centre for Earth Observation Science - | ||
57 | University of Manitoba", | 65 | University of Manitoba", | ||
58 | "dataCuratorEmail": "wayne.chan@umanitoba.ca", | 66 | "dataCuratorEmail": "wayne.chan@umanitoba.ca", | ||
59 | "datasetCitation": "Harasyn, Madison; Barber, David, May 2021, | 67 | "datasetCitation": "Harasyn, Madison; Barber, David, May 2021, | ||
60 | \u201c2019 Churchill UAV Data\u201d, (N/A)", | 68 | \u201c2019 Churchill UAV Data\u201d, (N/A)", | ||
61 | "datasetLevel": "1.1", | 69 | "datasetLevel": "1.1", | ||
62 | "datasetPublisher": "CanWIN", | 70 | "datasetPublisher": "CanWIN", | ||
63 | "dateType": "Updated", | 71 | "dateType": "Updated", | ||
64 | "descriptionType": "Abstract", | 72 | "descriptionType": "Abstract", | ||
65 | "eastBoundLongitude": "-94.0706395086", | 73 | "eastBoundLongitude": "-94.0706395086", | ||
66 | "embargoDate": "", | 74 | "embargoDate": "", | ||
67 | "endDate": "2019-08-09", | 75 | "endDate": "2019-08-09", | ||
68 | "endDateType": "Other", | 76 | "endDateType": "Other", | ||
69 | "frequency": "Not planned", | 77 | "frequency": "Not planned", | ||
70 | "funderIdentifierType": "", | 78 | "funderIdentifierType": "", | ||
71 | "funderName": "", | 79 | "funderName": "", | ||
72 | "funderSchemeURI": "", | 80 | "funderSchemeURI": "", | ||
73 | "groups": [ | 81 | "groups": [ | ||
74 | { | 82 | { | ||
n | 75 | "description": "Inland water features, drainage systems and | n | 83 | "description": "Image: \"Earth from Space\" by NASA Goddard |
76 | their characteristics. Examples of data you can find here include | 84 | Photo and Video is licensed under CC BY 2.0", | ||
77 | river and lake data, water quality data. \r\n\r\nIn CEOS, related | ||||
78 | research themes include biogeochemistry, Inland lakes and waters, | ||||
79 | modelling, remote sensing and technology, trace metals and | ||||
80 | contaminants.", | ||||
81 | "display_name": "Freshwater", | 85 | "display_name": "Remote Sensing", | ||
82 | "id": "8f8cd877-b037-4b1a-b928-f86d9e093741", | 86 | "id": "3ec49cbb-4da6-4fe8-8d54-5b6ce03b49d9", | ||
83 | "image_display_url": | 87 | "image_display_url": | ||
n | 84 | /data/uploads/group/2021-10-31-211937.658599hyinspirehydrography.svg", | n | 88 | anitoba.ca/data/uploads/group/2022-02-05-222621.346712earthimage.jpg", |
85 | "name": "freshwater", | 89 | "name": "remote-sensing", | ||
86 | "title": "Freshwater" | 90 | "title": "Remote Sensing" | ||
87 | }, | ||||
88 | { | ||||
89 | "description": "Features and characteristics of salt water | ||||
90 | bodies.\r\n\r\nIn CEOS, related research themes include | ||||
91 | biogeochemistry, modelling, marine mammals, oil spill response, | ||||
92 | physical oceanography, remote sensing and technology and trace metals | ||||
93 | and contaminants", | ||||
94 | "display_name": "Marine", | ||||
95 | "id": "98238b1c-5be8-41ad-8c6e-74cdc4f5f369", | ||||
96 | "image_display_url": | ||||
97 | ata/uploads/group/2021-10-31-211516.365746ofinspireoceanographic.svg", | ||||
98 | "name": "marine", | ||||
99 | "title": "Marine" | ||||
100 | } | 91 | } | ||
101 | ], | 92 | ], | ||
102 | "id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", | 93 | "id": "b5f259b4-3ace-4750-bfb0-47c4e794082f", | ||
103 | "isopen": false, | 94 | "isopen": false, | ||
104 | "keywords": "Churchill estuary,UAV,aerial | 95 | "keywords": "Churchill estuary,UAV,aerial | ||
105 | photos,beluga,boat,kayak,video", | 96 | photos,beluga,boat,kayak,video", | ||
106 | "kvSchemeURI": "", | 97 | "kvSchemeURI": "", | ||
107 | "laboratory": "CEOS", | 98 | "laboratory": "CEOS", | ||
108 | "licenceShemeURI": "https://spdx.org/licenses", | 99 | "licenceShemeURI": "https://spdx.org/licenses", | ||
109 | "licenceType": "Open", | 100 | "licenceType": "Open", | ||
110 | "license_id": null, | 101 | "license_id": null, | ||
111 | "license_title": null, | 102 | "license_title": null, | ||
112 | "maintainer": null, | 103 | "maintainer": null, | ||
113 | "maintainer_email": null, | 104 | "maintainer_email": null, | ||
114 | "metadata_created": "2022-02-04T19:17:36.940301", | 105 | "metadata_created": "2022-02-04T19:17:36.940301", | ||
t | 115 | "metadata_modified": "2022-02-14T16:39:47.574630", | t | 106 | "metadata_modified": "2022-02-14T17:02:48.659072", |
116 | "methodCitation": "", | 107 | "methodCitation": "", | ||
117 | "methodDescrioption": "", | 108 | "methodDescrioption": "", | ||
118 | "methodDescriptionType": "Methods", | 109 | "methodDescriptionType": "Methods", | ||
119 | "methodLink": "", | 110 | "methodLink": "", | ||
120 | "methodSummary": "", | 111 | "methodSummary": "", | ||
121 | "methodUrl": "", | 112 | "methodUrl": "", | ||
122 | "name": "churchill-beluga-boat-drone-imagery", | 113 | "name": "churchill-beluga-boat-drone-imagery", | ||
123 | "northBoundLatitude": "58.8195795207", | 114 | "northBoundLatitude": "58.8195795207", | ||
124 | "notes": "Aerial imagery surveys are commonly used in marine mammal | 115 | "notes": "Aerial imagery surveys are commonly used in marine mammal | ||
125 | research to determine population size, habitat distribution and | 116 | research to determine population size, habitat distribution and | ||
126 | habitat use. Analysis of aerial photos involves hours of manually | 117 | habitat use. Analysis of aerial photos involves hours of manually | ||
127 | identifying individuals present in each image and converting raw | 118 | identifying individuals present in each image and converting raw | ||
128 | counts into useable biological statistics. Our research proposes the | 119 | counts into useable biological statistics. Our research proposes the | ||
129 | use of deep learning algorithms as an assistive technology to increase | 120 | use of deep learning algorithms as an assistive technology to increase | ||
130 | the efficiency of the marine mammal research workflow. To test the | 121 | the efficiency of the marine mammal research workflow. To test the | ||
131 | feasibility of this proposal, the existing YOLOv4 convolutional neural | 122 | feasibility of this proposal, the existing YOLOv4 convolutional neural | ||
132 | network model was trained to detect belugas, kayaks and motorized | 123 | network model was trained to detect belugas, kayaks and motorized | ||
133 | boats in unmanned aerial vehicle (UAV) imagery. Computer-based object | 124 | boats in unmanned aerial vehicle (UAV) imagery. Computer-based object | ||
134 | detection achieved an average precision of 61.17% for belugas, 98.58% | 125 | detection achieved an average precision of 61.17% for belugas, 98.58% | ||
135 | for boats, and 95.97% for kayaks. We then tested the performance of | 126 | for boats, and 95.97% for kayaks. We then tested the performance of | ||
136 | computer vision tracking of belugas and manned watercraft in UAV | 127 | computer vision tracking of belugas and manned watercraft in UAV | ||
137 | videos using the DeepSORT tracking algorithm, achieving a multiple | 128 | videos using the DeepSORT tracking algorithm, achieving a multiple | ||
138 | object tracking accuracy (MOTA) ranging from 37% \u2013 88% and | 129 | object tracking accuracy (MOTA) ranging from 37% \u2013 88% and | ||
139 | multiple object tracking precision (MOTP) between 63% \u2013 86%. | 130 | multiple object tracking precision (MOTP) between 63% \u2013 86%. | ||
140 | Results from this research indicate that deep learning technology can | 131 | Results from this research indicate that deep learning technology can | ||
141 | perform at a similar caliber as human annotators in beluga and | 132 | perform at a similar caliber as human annotators in beluga and | ||
142 | watercraft detection and tracking, allowing for larger datasets to be | 133 | watercraft detection and tracking, allowing for larger datasets to be | ||
143 | processed within a fraction of the time. ", | 134 | processed within a fraction of the time. ", | ||
144 | "num_resources": 17, | 135 | "num_resources": 17, | ||
145 | "num_tags": 7, | 136 | "num_tags": 7, | ||
146 | "organization": { | 137 | "organization": { | ||
147 | "approval_status": "approved", | 138 | "approval_status": "approved", | ||
148 | "created": "2017-07-21T13:15:49.935872", | 139 | "created": "2017-07-21T13:15:49.935872", | ||
149 | "description": "The Centre for Earth Observation Science (CEOS) | 140 | "description": "The Centre for Earth Observation Science (CEOS) | ||
150 | was established in 1994 with a mandate to research, preserve and | 141 | was established in 1994 with a mandate to research, preserve and | ||
151 | communicate knowledge of Earth system processes using the technologies | 142 | communicate knowledge of Earth system processes using the technologies | ||
152 | of Earth Observation Science. Research is multidisciplinary and | 143 | of Earth Observation Science. Research is multidisciplinary and | ||
153 | collaborative seeking to understand the complex interrelationships | 144 | collaborative seeking to understand the complex interrelationships | ||
154 | between elements of Earth systems, and how these systems will likely | 145 | between elements of Earth systems, and how these systems will likely | ||
155 | respond to climate change. Although researchers have worked in many | 146 | respond to climate change. Although researchers have worked in many | ||
156 | regions, the Arctic marine system has always been a unifying focus of | 147 | regions, the Arctic marine system has always been a unifying focus of | ||
157 | activity.\r\n\r\nIn 2012, CEOS, along with the Greenland Climate | 148 | activity.\r\n\r\nIn 2012, CEOS, along with the Greenland Climate | ||
158 | Research Centre (GCRC, Nuuk, Greenland) and the Arctic Research Centre | 149 | Research Centre (GCRC, Nuuk, Greenland) and the Arctic Research Centre | ||
159 | (ARC, Aarhus, Denmark) established the Arctic Science Partnership, | 150 | (ARC, Aarhus, Denmark) established the Arctic Science Partnership, | ||
160 | thereby integrating academic and research initiatives.\r\n\r\nAreas of | 151 | thereby integrating academic and research initiatives.\r\n\r\nAreas of | ||
161 | existing research activity are divided among key themes:\r\n\r\nArctic | 152 | existing research activity are divided among key themes:\r\n\r\nArctic | ||
162 | Anthropology/Paleoclimatology: LiDAR scanning and digital site | 153 | Anthropology/Paleoclimatology: LiDAR scanning and digital site | ||
163 | preservation, archaeo-geophysics, permafrost degredation, lithic | 154 | preservation, archaeo-geophysics, permafrost degredation, lithic | ||
164 | morphometrics, zooarchaeology, proxy studies, paleodistribution of sea | 155 | morphometrics, zooarchaeology, proxy studies, paleodistribution of sea | ||
165 | ice, landscape learning, Paleo-Eskimo culture, Thule Inuit culture, | 156 | ice, landscape learning, Paleo-Eskimo culture, Thule Inuit culture, | ||
166 | ethnographic analogy, traditional knowledge, climate change and | 157 | ethnographic analogy, traditional knowledge, climate change and | ||
167 | northern heritage resource management.\r\n\r\nAtmospheric | 158 | northern heritage resource management.\r\n\r\nAtmospheric | ||
168 | Studies/Meteorology: Boundary layer, precipitation, clouds, storms and | 159 | Studies/Meteorology: Boundary layer, precipitation, clouds, storms and | ||
169 | extreme weather, circulation, eddy correlations, polar vortex, | 160 | extreme weather, circulation, eddy correlations, polar vortex, | ||
170 | climate, teleconnections, geophysical fluid dynamics, flux and energy | 161 | climate, teleconnections, geophysical fluid dynamics, flux and energy | ||
171 | budgets, ocean-sea ice-atmosphere interface, radiative transfer, ice | 162 | budgets, ocean-sea ice-atmosphere interface, radiative transfer, ice | ||
172 | albedo feedback, cloud radiative forcing, pCO2. | 163 | albedo feedback, cloud radiative forcing, pCO2. | ||
173 | \r\n\r\nBiogeochemistry: Organic carbon, greenhouse gases, bubbles, | 164 | \r\n\r\nBiogeochemistry: Organic carbon, greenhouse gases, bubbles, | ||
174 | Ikaite, carbonate chemistry, CO2 fluxes, mercury and other trace | 165 | Ikaite, carbonate chemistry, CO2 fluxes, mercury and other trace | ||
175 | metals, minerals, hydrocarbons, brine processes, otolith | 166 | metals, minerals, hydrocarbons, brine processes, otolith | ||
176 | microchemistry, sediments, biomarkers. \r\n\r\nContaminants: Mercury, | 167 | microchemistry, sediments, biomarkers. \r\n\r\nContaminants: Mercury, | ||
177 | trace metals, PAHs, source, transport, transformation, pathways, | 168 | trace metals, PAHs, source, transport, transformation, pathways, | ||
178 | bioaccumulations, marine ecosystems, marine chemistry. \r\nEarth | 169 | bioaccumulations, marine ecosystems, marine chemistry. \r\nEarth | ||
179 | Observation Science: Active and passive microwave, LiDAR, EM | 170 | Observation Science: Active and passive microwave, LiDAR, EM | ||
180 | induction, spatial-temporal analysis, forward and inverse scattering | 171 | induction, spatial-temporal analysis, forward and inverse scattering | ||
181 | models, complex permittivity, ocean colour, ocean surface roughness, | 172 | models, complex permittivity, ocean colour, ocean surface roughness, | ||
182 | NIR, TIR, satellite telemetry, GPS. Ice-Associated Biology: | 173 | NIR, TIR, satellite telemetry, GPS. Ice-Associated Biology: | ||
183 | Biophysical processes, primary production; ice algae, ice | 174 | Biophysical processes, primary production; ice algae, ice | ||
184 | microbiology, bio-optics, under-ice phytoplankton. \r\n\r\nInland | 175 | microbiology, bio-optics, under-ice phytoplankton. \r\n\r\nInland | ||
185 | Lakes and Waters: Hydrologic connectivity, watershed systems, sediment | 176 | Lakes and Waters: Hydrologic connectivity, watershed systems, sediment | ||
186 | transport, nutrient transport, contaminants, landscape processes, | 177 | transport, nutrient transport, contaminants, landscape processes, | ||
187 | remote sensing, freshwater-marine coupling. Marine Mammals: Seals, | 178 | remote sensing, freshwater-marine coupling. Marine Mammals: Seals, | ||
188 | whales, habitat, conservation, satellite telemetry, distribution, | 179 | whales, habitat, conservation, satellite telemetry, distribution, | ||
189 | population studies, prey behaviour, bioacoustics.\r\n\r\nModelling: | 180 | population studies, prey behaviour, bioacoustics.\r\n\r\nModelling: | ||
190 | Simulation of sea ice and oceanic regional processes, Nucleus for | 181 | Simulation of sea ice and oceanic regional processes, Nucleus for | ||
191 | European Modelling of the Ocean (NEMO), ice-ocean modelling and | 182 | European Modelling of the Ocean (NEMO), ice-ocean modelling and | ||
192 | interactions, hind cast simulations and projections for sea ice state | 183 | interactions, hind cast simulations and projections for sea ice state | ||
193 | and ocean variables based on CMIP5 scenarios and MIROC5 forcing, | 184 | and ocean variables based on CMIP5 scenarios and MIROC5 forcing, | ||
194 | validation.\r\n\r\nOceanography: Circulation, temperature, in-flow and | 185 | validation.\r\n\r\nOceanography: Circulation, temperature, in-flow and | ||
195 | out-flow shelves, water dynamics, microturbulence, Beaufort Gyre, eddy | 186 | out-flow shelves, water dynamics, microturbulence, Beaufort Gyre, eddy | ||
196 | correlations.\r\n\r\nSea Ice Geophysics:Thermodynamic and dynamic | 187 | correlations.\r\n\r\nSea Ice Geophysics:Thermodynamic and dynamic | ||
197 | processes, extreme ice features and hazards, snow, ridges, | 188 | processes, extreme ice features and hazards, snow, ridges, | ||
198 | polynyas.\r\n\r\nTraditional and Local Knowledge: Indigenous cultures, | 189 | polynyas.\r\n\r\nTraditional and Local Knowledge: Indigenous cultures, | ||
199 | Inuit, Inuvialuit, oral history, toponomy, mobility and settlement, | 190 | Inuit, Inuvialuit, oral history, toponomy, mobility and settlement, | ||
200 | hunting, food security, sea ice use, community-based research, | 191 | hunting, food security, sea ice use, community-based research, | ||
201 | community-based monitoring, two ways of knowing.", | 192 | community-based monitoring, two ways of knowing.", | ||
202 | "id": "9e21f6b6-d13f-4ba2-a379-fd962f507071", | 193 | "id": "9e21f6b6-d13f-4ba2-a379-fd962f507071", | ||
203 | "image_url": "2021-11-13-003953.952874UMLogoHORZ.jpg", | 194 | "image_url": "2021-11-13-003953.952874UMLogoHORZ.jpg", | ||
204 | "is_organization": true, | 195 | "is_organization": true, | ||
205 | "name": "ceos2", | 196 | "name": "ceos2", | ||
206 | "state": "active", | 197 | "state": "active", | ||
207 | "title": "CEOS", | 198 | "title": "CEOS", | ||
208 | "type": "organization" | 199 | "type": "organization" | ||
209 | }, | 200 | }, | ||
210 | "owner_org": "9e21f6b6-d13f-4ba2-a379-fd962f507071", | 201 | "owner_org": "9e21f6b6-d13f-4ba2-a379-fd962f507071", | ||
211 | "private": false, | 202 | "private": false, | ||
212 | "relatedIdentifier": "", | 203 | "relatedIdentifier": "", | ||
213 | "related_campaigns": "[]", | 204 | "related_campaigns": "[]", | ||
214 | "related_deployments": "[\"3872aa90-6752-4229-8cc4-062ce87dc3f1\"]", | 205 | "related_deployments": "[\"3872aa90-6752-4229-8cc4-062ce87dc3f1\"]", | ||
215 | "related_instruments": "[\"f05fb4d8-e2e6-4ab9-b856-09eebd59e510\"]", | 206 | "related_instruments": "[\"f05fb4d8-e2e6-4ab9-b856-09eebd59e510\"]", | ||
216 | "related_platforms": "[]", | 207 | "related_platforms": "[]", | ||
217 | "related_programs": "[]", | 208 | "related_programs": "[]", | ||
218 | "related_publications": "[]", | 209 | "related_publications": "[]", | ||
219 | "relationships_as_object": [], | 210 | "relationships_as_object": [], | ||
220 | "relationships_as_subject": [], | 211 | "relationships_as_subject": [], | ||
221 | "resourceTypeGeneral": "Dataset", | 212 | "resourceTypeGeneral": "Dataset", | ||
222 | "resources": [ | 213 | "resources": [ | ||
223 | { | 214 | { | ||
224 | "cache_last_updated": null, | 215 | "cache_last_updated": null, | ||
225 | "cache_url": null, | 216 | "cache_url": null, | ||
226 | "created": "2022-02-14T16:31:55.543198", | 217 | "created": "2022-02-14T16:31:55.543198", | ||
227 | "datastore_active": false, | 218 | "datastore_active": false, | ||
228 | "datastore_contains_all_records_of_source_file": false, | 219 | "datastore_contains_all_records_of_source_file": false, | ||
229 | "description": "Researchers at CEOS are often asked to write a | 220 | "description": "Researchers at CEOS are often asked to write a | ||
230 | field story about their work, to make their research more accessible. | 221 | field story about their work, to make their research more accessible. | ||
231 | We decided to do something a little different for our work on applying | 222 | We decided to do something a little different for our work on applying | ||
232 | machine learning to detecting and tracking beluga whales: we are | 223 | machine learning to detecting and tracking beluga whales: we are | ||
233 | presenting it as a comic-book style video!\r\n\r\nComics and graphic | 224 | presenting it as a comic-book style video!\r\n\r\nComics and graphic | ||
234 | novels are a very popular genre now and cover a wide range of | 225 | novels are a very popular genre now and cover a wide range of | ||
235 | subjects, from traditional | 226 | subjects, from traditional | ||
236 | superheroes](https://en.wikipedia.org/wiki/Batman:_The_Long_Halloween) | 227 | superheroes](https://en.wikipedia.org/wiki/Batman:_The_Long_Halloween) | ||
237 | to historical figures like [Louis | 228 | to historical figures like [Louis | ||
238 | Riel](https://en.wikipedia.org/wiki/Louis_Riel_comics). They have also | 229 | Riel](https://en.wikipedia.org/wiki/Louis_Riel_comics). They have also | ||
239 | become a novel and emerging way of communicating science. There are | 230 | become a novel and emerging way of communicating science. There are | ||
240 | graphic novels about | 231 | graphic novels about | ||
241 | ooks/303/303922/mysteries-of-the-quantum-universe/9780141985176.html), | 232 | ooks/303/303922/mysteries-of-the-quantum-universe/9780141985176.html), | ||
242 | //www.larrygonick.com/titles/science/the-cartoon-guide-to-chemistry/), | 233 | //www.larrygonick.com/titles/science/the-cartoon-guide-to-chemistry/), | ||
243 | biology](https://us.macmillan.com/books/9780809089475/thestuffoflife), | 234 | biology](https://us.macmillan.com/books/9780809089475/thestuffoflife), | ||
244 | and [math](https://en.wikipedia.org/wiki/Logicomix), and ones about | 235 | and [math](https://en.wikipedia.org/wiki/Logicomix), and ones about | ||
245 | famous scientists, such as [Stephen | 236 | famous scientists, such as [Stephen | ||
246 | Hawking](https://us.macmillan.com/books/9781626720251/hawking) and | 237 | Hawking](https://us.macmillan.com/books/9781626720251/hawking) and | ||
247 | [Alan | 238 | [Alan | ||
248 | g](https://www.abramsbooks.com/product/imitation-game_9781419718939/). | 239 | g](https://www.abramsbooks.com/product/imitation-game_9781419718939/). | ||
249 | Comics are not only used for science education, however; they are also | 240 | Comics are not only used for science education, however; they are also | ||
250 | gaining popularity as a means of disseminating new research findings. | 241 | gaining popularity as a means of disseminating new research findings. | ||
251 | The European Research Council (ERC), for example, recently decided to | 242 | The European Research Council (ERC), for example, recently decided to | ||
252 | create [comic-book adaptations](https://www.erccomics.com/) of some of | 243 | create [comic-book adaptations](https://www.erccomics.com/) of some of | ||
253 | their funded projects, as an innovative way to showcase | 244 | their funded projects, as an innovative way to showcase | ||
254 | them.\r\n\r\nThe process of doing scientific research is very visual, | 245 | them.\r\n\r\nThe process of doing scientific research is very visual, | ||
255 | with researchers often drawing out ideas on a whiteboard or on paper. | 246 | with researchers often drawing out ideas on a whiteboard or on paper. | ||
256 | Yet, the end product is usually an academic journal article that is | 247 | Yet, the end product is usually an academic journal article that is | ||
257 | mostly text and a few graphs, couched in technical language and | 248 | mostly text and a few graphs, couched in technical language and | ||
258 | presented in a formalized structure. \r\n\r\nComics and graphic novels | 249 | presented in a formalized structure. \r\n\r\nComics and graphic novels | ||
259 | can bridge this gap between the textual and visual by combining a | 250 | can bridge this gap between the textual and visual by combining a | ||
260 | narrative structure with visual storytelling to bring a story to life. | 251 | narrative structure with visual storytelling to bring a story to life. | ||
261 | And since comics appeal to people of all ages and cultural | 252 | And since comics appeal to people of all ages and cultural | ||
262 | backgrounds, they can engage new groups of people, rather than the | 253 | backgrounds, they can engage new groups of people, rather than the | ||
263 | audiences who typically read research literature. \r\n\r\nJournal | 254 | audiences who typically read research literature. \r\n\r\nJournal | ||
264 | articles can also wrongly give the impression that the research was a | 255 | articles can also wrongly give the impression that the research was a | ||
265 | straightforward \"royal road\" from hypothesis to conclusion, which is | 256 | straightforward \"royal road\" from hypothesis to conclusion, which is | ||
266 | seldom the case. The false paths and dead-ends that were explored and | 257 | seldom the case. The false paths and dead-ends that were explored and | ||
267 | the obstacles that were encountered are never mentioned. Much like a | 258 | the obstacles that were encountered are never mentioned. Much like a | ||
268 | finished building, the scaffolding has been removed, leaving only the | 259 | finished building, the scaffolding has been removed, leaving only the | ||
269 | final result for people to see. Learning about these dead-ends, | 260 | final result for people to see. Learning about these dead-ends, | ||
270 | however, can be instructive and reassuring to a student starting out | 261 | however, can be instructive and reassuring to a student starting out | ||
271 | in research. A comic can show this type of behind-the-scenes work that | 262 | in research. A comic can show this type of behind-the-scenes work that | ||
272 | is rarely discussed in a more formal article.\r\n\r\nWe hope that our | 263 | is rarely discussed in a more formal article.\r\n\r\nWe hope that our | ||
273 | comic-book video illustrates the research process, with its ups and | 264 | comic-book video illustrates the research process, with its ups and | ||
274 | downs, and also shows how people with different backgrounds work | 265 | downs, and also shows how people with different backgrounds work | ||
275 | together on a project. If it motivates people to find out more about | 266 | together on a project. If it motivates people to find out more about | ||
276 | our work (and read the dry, academic version of it), that's all we can | 267 | our work (and read the dry, academic version of it), that's all we can | ||
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718 | "rightsURI": "https://spdx.org/licenses/CC-BY-NC-SA-4.0.html", | 709 | "rightsURI": "https://spdx.org/licenses/CC-BY-NC-SA-4.0.html", | ||
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720 | "spatial": | 711 | "spatial": | ||
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722 | "spatial_regions": "churchill", | 713 | "spatial_regions": "churchill", | ||
723 | "startDate": "2019-07-28", | 714 | "startDate": "2019-07-28", | ||
724 | "startDateType": "Collected", | 715 | "startDateType": "Collected", | ||
725 | "state": "active", | 716 | "state": "active", | ||
726 | "status": "Complete", | 717 | "status": "Complete", | ||
727 | "subjectScheme": "", | 718 | "subjectScheme": "", | ||
728 | "tags": [ | 719 | "tags": [ | ||
729 | { | 720 | { | ||
730 | "display_name": "Churchill estuary", | 721 | "display_name": "Churchill estuary", | ||
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735 | }, | 726 | }, | ||
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740 | "state": "active", | 731 | "state": "active", | ||
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752 | "id": "286b2f82-a071-41cc-bc3b-7ea986233649", | 743 | "id": "286b2f82-a071-41cc-bc3b-7ea986233649", | ||
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754 | "state": "active", | 745 | "state": "active", | ||
755 | "vocabulary_id": null | 746 | "vocabulary_id": null | ||
756 | }, | 747 | }, | ||
757 | { | 748 | { | ||
758 | "display_name": "boat", | 749 | "display_name": "boat", | ||
759 | "id": "b51f6a38-77f6-4e99-b83e-721cd7a05470", | 750 | "id": "b51f6a38-77f6-4e99-b83e-721cd7a05470", | ||
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761 | "state": "active", | 752 | "state": "active", | ||
762 | "vocabulary_id": null | 753 | "vocabulary_id": null | ||
763 | }, | 754 | }, | ||
764 | { | 755 | { | ||
765 | "display_name": "kayak", | 756 | "display_name": "kayak", | ||
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767 | "name": "kayak", | 758 | "name": "kayak", | ||
768 | "state": "active", | 759 | "state": "active", | ||
769 | "vocabulary_id": null | 760 | "vocabulary_id": null | ||
770 | }, | 761 | }, | ||
771 | { | 762 | { | ||
772 | "display_name": "video", | 763 | "display_name": "video", | ||
773 | "id": "2d1f3515-7c95-4d63-9ce8-829079ad26e9", | 764 | "id": "2d1f3515-7c95-4d63-9ce8-829079ad26e9", | ||
774 | "name": "video", | 765 | "name": "video", | ||
775 | "state": "active", | 766 | "state": "active", | ||
776 | "vocabulary_id": null | 767 | "vocabulary_id": null | ||
777 | } | 768 | } | ||
778 | ], | 769 | ], | ||
779 | "theme": [ | 770 | "theme": [ | ||
780 | "8f8cd877-b037-4b1a-b928-f86d9e093741", | 771 | "8f8cd877-b037-4b1a-b928-f86d9e093741", | ||
781 | "98238b1c-5be8-41ad-8c6e-74cdc4f5f369", | 772 | "98238b1c-5be8-41ad-8c6e-74cdc4f5f369", | ||
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783 | ], | 774 | ], | ||
784 | "title": "Churchill Beluga Boat Drone Imagery", | 775 | "title": "Churchill Beluga Boat Drone Imagery", | ||
785 | "titleType": "Alternative Title", | 776 | "titleType": "Alternative Title", | ||
786 | "type": "dataset", | 777 | "type": "dataset", | ||
787 | "url": null, | 778 | "url": null, | ||
788 | "useTerms": "By accessing this data you agree to [CanWIN's Terms of | 779 | "useTerms": "By accessing this data you agree to [CanWIN's Terms of | ||
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790 | "variablesMeasured": "", | 781 | "variablesMeasured": "", | ||
791 | "version": null, | 782 | "version": null, | ||
792 | "westBoundLongitude": "-94.3257662171" | 783 | "westBoundLongitude": "-94.3257662171" | ||
793 | } | 784 | } |