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            <gco:CharacterString>The data layer (.shp) presented is the result of an unsupervised classification method for classifying seafloor habitat on German Bank (off South West Nova Scotia, Canada). This method involves separating environmental variables derived from multibeam bathymetry (Slope, Curvature) and backscatter (principal components: Q1, Q2, and Q3) into spatial units (i.e. pixels) and classifying the acoustically separated units into 5 habitat classes (Reef, Glacial Till, Silt, Silt with Bedforms, and Sand with Bedforms) using in situ data (imagery). Benthoscape classes (synonymous to landscape classifications in terrestrial ecology) describe the geomorphology and biology of the seafloor and are derived from elements of the seafloor that were acoustically distinguishable.

Unsupervised classifications (acoustic classifications) optimized at 15 classes using Idrisi CLUSTER method (pixel based)

Number representing the benthoscape classes (CLASS) derived from in situ imagery and video (See Brown et al., 2012, Figure 3, Table 1).
Benthoscape classes (See Brown et al., 2012, Figure 3).

Reference:
Brown, C. J., Sameoto, J. A., &amp; Smith, S. J. (2012). Multiple methods, maps, and management applications: Purpose made seafloor maps in support of ocean management. Journal of Sea Research, 72, 1–13. https://doi.org/10.1016/j.seares.2012.04.009

Cite this data as: Brown, C. J., Sameoto, J. A., &amp; Smith, S. J. Data of: Benthoscape Map of German Bank. Published: February 2021. Population Ecology Division, Fisheries and Oceans Canada, Dartmouth, N.S. https://open.canada.ca/data/en/dataset/b7f81d4a-2cb6-4393-b35b-e536ec63e834</gco:CharacterString>
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                  <gmd:LocalisedCharacterString locale="#fra">La couche de données (.shp) présentée est le résultat d’une méthode de classification non supervisée pour la classification des habitats des fonds marins sur le banc German (au large du sud-ouest de la Nouvelle-Écosse, Canada). Cette méthode consiste à séparer les variables environnementales dérivées de la bathymétrie multifaisceaux (pente, courbure) et de la rétrodiffusion (composantes principales : Q1, Q2 et Q3) en unités spatiales (c’est-à-dire en pixels) et à classer les unités acoustiquement séparées en cinq classes d’habitat (récif, till glaciaire, limon, limon avec ondulations du fond, et sable avec ondulations du fond) en utilisant des données in situ (imagerie). Les classes de cartographie benthique (synonyme de classification des paysages en écologie terrestre) décrivent la géomorphologie et la biologie du fond marin et sont établies à partir d’éléments du fond marin pouvant être distingués de manière acoustique.

Classifications non supervisées (classifications acoustiques) optimisées à 15 classes en utilisant la méthode Idrisi CLUSTER (basée sur les pixels).

Nombre représentant les classes de cartographie benthique (CLASSE) dérivées de l’imagerie et de la vidéo in situ (voir Brown et al. 2012, figure 3, tableau 1).

Référence:
Brown, C. J., Sameoto, J. A., &amp; Smith, S. J. (2012). Multiple methods, maps, and management applications: Purpose made seafloor maps in support of ocean management. Journal of Sea Research, 72, 1–13. https://doi.org/10.1016/j.seares.2012.04.009.

Citer ces données comme suit: Brown, C. J., Sameoto, J. A., &amp; Smith, S. J. Données de: Carte benthique du banc German: Date de publication: Février 2021. Division de l’écologie des population, Pêches et Océans Canada, Dartmouth (Nouvelle-Écosse). https://open.canada.ca/data/fr/dataset/b7f81d4a-2cb6-4393-b35b-e536ec63e834</gmd:LocalisedCharacterString>
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                              <gco:Date>2016-07-04</gco:Date>
                           </gmd:date>
                           <gmd:dateType>
                              <gmd:CI_DateTypeCode codeList="https://schemas.metadata.geo.ca/register/napMetadataRegister.xml#IC_87"
                                                   codeListValue="RI_366">creation;création</gmd:CI_DateTypeCode>
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                        </gmd:CI_Date>
                     </gmd:date>
                     <gmd:identifier>
                        <gmd:MD_Identifier>
                           <gmd:code>
                              <gmx:Anchor xlink:href="https://api-proxy.edh-cde.dfo-mpo.gc.ca/catalogue/registries/vocabularies/external.theme.GC_Core_Subject">geonetwork.thesaurus.external.theme.GC_Core_Subject</gmx:Anchor>
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                        </gmd:MD_Identifier>
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                        <gmd:CI_ResponsibleParty>
                           <gmd:organisationName xsi:type="gmd:PT_FreeText_PropertyType">
                              <gco:CharacterString>Government of Canada; Library and Archives Canada</gco:CharacterString>
                              <gmd:PT_FreeText>
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                                    <gmd:LocalisedCharacterString locale="#fra">Gouvernement du Canada; Bibliothèque et Archives Canada</gmd:LocalisedCharacterString>
                                 </gmd:textGroup>
                              </gmd:PT_FreeText>
                           </gmd:organisationName>
                           <gmd:role>
                              <gmd:CI_RoleCode codeList="https://schemas.metadata.geo.ca/register/napMetadataRegister.xml#IC_90"
                                               codeListValue="RI_409">custodian; conservateur</gmd:CI_RoleCode>
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                        </gmd:CI_ResponsibleParty>
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                  </gmd:CI_Citation>
               </gmd:thesaurusName>
            </gmd:MD_Keywords>
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            <gmd:MD_SecurityConstraints>
               <gmd:classification>
                  <gmd:MD_ClassificationCode codeList="https://schemas.metadata.geo.ca/register/napMetadataRegister.xml#IC_96"
                                             codeListValue="RI_484">unclassified; nonClassifié</gmd:MD_ClassificationCode>
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            </gmd:MD_SecurityConstraints>
         </gmd:resourceConstraints>
         <gmd:resourceConstraints>
            <gmd:MD_LegalConstraints>
               <gmd:useLimitation xsi:type="gmd:PT_FreeText_PropertyType">
                  <gco:CharacterString>Open Government Licence - Canada (http://open.canada.ca/en/open-government-licence-canada)</gco:CharacterString>
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                        <gmd:LocalisedCharacterString locale="#fra">Licence du gouvernement ouvert - Canada (http://ouvert.canada.ca/fr/licence-du-gouvernement-ouvert-canada)</gmd:LocalisedCharacterString>
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                  <gmd:MD_RestrictionCode codeList="https://schemas.metadata.geo.ca/register/napMetadataRegister.xml#IC_107"
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                  <gmd:MD_RestrictionCode codeList="https://schemas.metadata.geo.ca/register/napMetadataRegister.xml#IC_107"
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         <gmd:spatialRepresentationType>
            <gmd:MD_SpatialRepresentationTypeCode codeList="https://schemas.metadata.geo.ca/register/napMetadataRegister.xml#IC_109"
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            <gco:CharacterString>eng</gco:CharacterString>
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                        <gml:TimePeriod gml:id="d591307e579">
                           <gml:beginPosition>1997</gml:beginPosition>
                           <gml:endPosition>2003</gml:endPosition>
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                  </gmd:EX_TemporalExtent>
               </gmd:temporalElement>
            </gmd:EX_Extent>
         </gmd:extent>
         <gmd:extent>
            <gmd:EX_Extent>
               <gmd:geographicElement>
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                        <gco:Decimal>-66.756493</gco:Decimal>
                     </gmd:westBoundLongitude>
                     <gmd:eastBoundLongitude>
                        <gco:Decimal>-65.495799</gco:Decimal>
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                        <gco:Decimal>43.07938</gco:Decimal>
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                        <gco:Decimal>43.672872</gco:Decimal>
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            <gmd:MD_Distributor>
               <gmd:distributorContact>
                  <gmd:CI_ResponsibleParty>
                     <gmd:individualName>
                        <gco:CharacterString>Population Ecology Division / Division de l’écologie des population</gco:CharacterString>
                     </gmd:individualName>
                     <gmd:organisationName xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Government of Canada; Fisheries and Oceans Canada</gco:CharacterString>
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                                    <gco:CharacterString/>
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                                 <gmd:facsimile gco:nilReason="missing">
                                    <gco:CharacterString/>
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                              </gmd:CI_Telephone>
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                           <gmd:address>
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                                    <gmd:PT_FreeText>
                                       <gmd:textGroup>
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                                    </gmd:PT_FreeText>
                                 </gmd:deliveryPoint>
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                                    <gco:CharacterString>Dartmouth</gco:CharacterString>
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                                 <gmd:administrativeArea xsi:type="gmd:PT_FreeText_PropertyType">
                                    <gco:CharacterString>Nova Scotia</gco:CharacterString>
                                    <gmd:PT_FreeText>
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                                          <gmd:LocalisedCharacterString locale="#fra">Nouvelle-Écosse</gmd:LocalisedCharacterString>
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                                    <gco:CharacterString>B2Y 4A2</gco:CharacterString>
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                                 <gmd:country xsi:type="gmd:PT_FreeText_PropertyType">
                                    <gco:CharacterString>Canada</gco:CharacterString>
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                                          <gmd:LocalisedCharacterString locale="#fra">DFO.MAR-PED-Data-Request-Demande-de-donnes-DEP-MAR.MPO@dfo-mpo.gc.ca</gmd:LocalisedCharacterString>
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                                    </gmd:PT_FreeText>
                                 </gmd:electronicMailAddress>
                              </gmd:CI_Address>
                           </gmd:address>
                           <gmd:onlineResource>
                              <gmd:CI_OnlineResource>
                                 <gmd:linkage gco:nilReason="missing">
                                    <gmd:URL/>
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                                 <gmd:protocol>
                                    <gco:CharacterString>http</gco:CharacterString>
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                              </gmd:CI_OnlineResource>
                           </gmd:onlineResource>
                           <gmd:hoursOfService gco:nilReason="missing" xsi:type="gmd:PT_FreeText_PropertyType">
                              <gco:CharacterString/>
                              <gmd:PT_FreeText>
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                                    <gmd:LocalisedCharacterString locale="#fra"/>
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                        <gmd:CI_RoleCode codeList="https://schemas.metadata.geo.ca/register/napMetadataRegister.xml#IC_90"
                                         codeListValue="RI_414">pointOfContact; contact</gmd:CI_RoleCode>
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            </gmd:MD_Distributor>
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            <gmd:MD_Distributor>
               <gmd:distributorContact>
                  <gmd:CI_ResponsibleParty>
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                                 <gmd:facsimile gco:nilReason="missing">
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                                 </gmd:electronicMailAddress>
                              </gmd:CI_Address>
                           </gmd:address>
                           <gmd:onlineResource>
                              <gmd:CI_OnlineResource>
                                 <gmd:linkage>
                                    <gmd:URL/>
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                                 <gmd:protocol gco:nilReason="missing">
                                    <gco:CharacterString/>
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                                 <gmd:description gco:nilReason="missing" xsi:type="gmd:PT_FreeText_PropertyType">
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                           <gmd:hoursOfService gco:nilReason="missing" xsi:type="gmd:PT_FreeText_PropertyType">
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                        <gmd:CI_RoleCode codeList="https://schemas.metadata.geo.ca/register/napMetadataRegister.xml#IC_90"
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            </gmd:MD_Distributor>
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                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://egisp.dfo-mpo.gc.ca/arcgis/rest/services/open_data_donnees_ouvertes/benthoscape_map_of_german_bank/MapServer</gmd:URL>
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                     <gmd:description xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Web Service;ESRI REST;eng</gco:CharacterString>
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                           <gmd:textGroup>
                              <gmd:LocalisedCharacterString locale="#fra">Service Web;ESRI REST;eng</gmd:LocalisedCharacterString>
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               </gmd:onLine>
               <gmd:onLine xlink:role="urn:xml:lang:fra-CAN">
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://egisp.dfo-mpo.gc.ca/arcgis/rest/services/open_data_donnees_ouvertes/benthoscape_map_of_german_bank/MapServer</gmd:URL>
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                     <gmd:protocol>
                        <gco:CharacterString>ESRI REST: Map Server</gco:CharacterString>
                     </gmd:protocol>
                     <gmd:name xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Benthoscape map of German Bank</gco:CharacterString>
                        <gmd:PT_FreeText>
                           <gmd:textGroup>
                              <gmd:LocalisedCharacterString locale="#fra">Carte benthique du banc German</gmd:LocalisedCharacterString>
                           </gmd:textGroup>
                        </gmd:PT_FreeText>
                     </gmd:name>
                     <gmd:description xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Web Service;ESRI REST;fra</gco:CharacterString>
                        <gmd:PT_FreeText>
                           <gmd:textGroup>
                              <gmd:LocalisedCharacterString locale="#fra">Service Web;ESRI REST;fra</gmd:LocalisedCharacterString>
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                        </gmd:PT_FreeText>
                     </gmd:description>
                  </gmd:CI_OnlineResource>
               </gmd:onLine>
               <gmd:onLine>
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://api-proxy.edh-cde.dfo-mpo.gc.ca/catalogue/records/b7f81d4a-2cb6-4393-b35b-e536ec63e834/attachments/GermanBankBentho.gdb.zip</gmd:URL>
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                        <gco:CharacterString>HTTPS</gco:CharacterString>
                     </gmd:protocol>
                     <gmd:name xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Benthoscape Map of German Bank</gco:CharacterString>
                        <gmd:PT_FreeText>
                           <gmd:textGroup>
                              <gmd:LocalisedCharacterString locale="#fra">Carte benthique du banc German</gmd:LocalisedCharacterString>
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                        </gmd:PT_FreeText>
                     </gmd:name>
                     <gmd:description xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Dataset;FGDB/GDB;eng</gco:CharacterString>
                        <gmd:PT_FreeText>
                           <gmd:textGroup>
                              <gmd:LocalisedCharacterString locale="#fra">Données;FGDB/GDB;eng</gmd:LocalisedCharacterString>
                           </gmd:textGroup>
                        </gmd:PT_FreeText>
                     </gmd:description>
                     <gmd:function>
                        <gmd:CI_OnLineFunctionCode codeList="http://standards.iso.org/iso/19139/resources/gmxCodelists.xml#CI_OnLineFunctionCode"
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                  </gmd:CI_OnlineResource>
               </gmd:onLine>
               <gmd:onLine>
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://api-proxy.edh-cde.dfo-mpo.gc.ca/catalogue/records/b7f81d4a-2cb6-4393-b35b-e536ec63e834/attachments/BenthoscapeGermanBankDD.csv</gmd:URL>
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                     <gmd:protocol>
                        <gco:CharacterString>HTTPS</gco:CharacterString>
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                     <gmd:name xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Data Dictionary</gco:CharacterString>
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                              <gmd:LocalisedCharacterString locale="#fra">Dictionnaire de données</gmd:LocalisedCharacterString>
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                     <gmd:description xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Supporting Document;CSV;eng,fra</gco:CharacterString>
                        <gmd:PT_FreeText>
                           <gmd:textGroup>
                              <gmd:LocalisedCharacterString locale="#fra">Document de soutien;CSV;eng,fra</gmd:LocalisedCharacterString>
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                        </gmd:PT_FreeText>
                     </gmd:description>
                     <gmd:function>
                        <gmd:CI_OnLineFunctionCode codeList="http://standards.iso.org/iso/19139/resources/gmxCodelists.xml#CI_OnLineFunctionCode"
                                                   codeListValue="RI_375"/>
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                  </gmd:CI_OnlineResource>
               </gmd:onLine>
            </gmd:MD_DigitalTransferOptions>
         </gmd:transferOptions>
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            <gmd:MD_DigitalTransferOptions/>
         </gmd:transferOptions>
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            <gmd:MD_DigitalTransferOptions/>
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         <gmd:transferOptions>
            <gmd:MD_DigitalTransferOptions/>
         </gmd:transferOptions>
         <gmd:transferOptions>
            <gmd:MD_DigitalTransferOptions>
               <gmd:onLine>
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://www.sciencedirect.com/science/article/pii/S138511011200055X?via%3Dihub</gmd:URL>
                     </gmd:linkage>
                     <gmd:protocol>
                        <gco:CharacterString>HTTPS</gco:CharacterString>
                     </gmd:protocol>
                     <gmd:name xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString>Science Journal Article</gco:CharacterString>
                        <gmd:PT_FreeText>
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