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            <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco">Land cover imagery for the mixed grassland ecoregion of Saskatchewan with a resolution of 10m. Classification was based on machine learning analysis and remote sensing data of Sentinel-1 and Sentinel-2 imagery. The goal of this land cover was to distinguish native from tame grasslands, and is classified into several classes: cropland, native grassland, mixed grassland, tame grassland, water, shrubs and trees. Please also refer to the Prairie Landscape Inventory (PLI) - Mixed Grassland Accuracy raster file, which depicts the estimated level of accuracy for this this classification.

Download: Here Land cover imagery for the mixed grassland ecoregion of Saskatchewan with a resolution of 10m. Classification was based on machine learning analysis and remote sensing data of Sentinel-1 and Sentinel-2 imagery. The goal of this land cover was to distinguish native from tame grasslands, and is classified into several classes: cropland, native grassland, mixed grassland, tame grassland, water, shrubs and trees. Badreldin, N.; Prieto, B.; Fisher, R. Mapping Grasslands in Mixed Grassland Ecoregion of Saskatchewan Using Big Remote Sensing Data and Machine Learning. Remote Sens. 2021, 13, 4972. https://doi.org/10.3390/rs13244972The Prairie Landscape Inventory (PLI) working team of Habitat Unit in the Fish, Wildlife and Lands Branch, Ministry of Environment aims to develop improved methods of assessing land cover and land use for conservation. Native grassland, in particular, has been one of the most hard to map at risk ecosystems because of difficulty for imagery classification methods to distinguish native from tame grasslands. Improved classification methods will provide valuable information for habitat suitability, identifying high biodiversity potential and invasion risk potential. The classification map has seven (7) classes: 1. Cropland This class represents all cultivated areas with crop commodities such as corn, Pulses, Soybeans, canola, grains, and summer-fallow. 2. Native This class represents the native grassland areas of the Mixed Grasslands, which are composed primarily of native grass species such as the needle grasses (needle and thread, porcupine grass and green needle grass), wheat grasses (slender wheatgrass, western wheatgrass and awned wheatgrass) along with June grass and blue grama grass. Also includes a variety of additional grass and sedge species, forbs such as pasture sage and some non-vascular species such as selaginella or lichens. 3. Mixed This class represents one or more of the followings cases; o A higher heterogenic grassland terrain with a mix of less than 75% native or/and less than 75% tame; o Native or/and tame grassland affected by high abiotic stresses such as soil salinity and drought; o Native or/and tame grassland affected by soil erosion such as water and wind erosions; o A high disturbed area by livestock and human activities; and o A bare terrain with low vegetation cover &lt; 50% coverage in 100 m2 area. 4. TameThis class represents the tame grassland areas that have in most cases been intentionally modified and seeded or planted with an introduced grass species such as crested wheatgrass and smooth brome. Russian wild rye is encountered typically planted in more saline areas. However, in more recent years’ horticultural varieties of various wheatgrass species have also been introduced. Alfalfa and sweet clover are the most commonly encountered introduced forb species. 5. Water This class represents one of the following hydrological forms: o Lakes; o Rivers; o Water ponds; o Streamflow; o Dugouts; and o Lower elevations in irrigated areas. 6. Shrubs (Modified from ISO 19131 Annual Crop Inventory – Data Product Specifications, Agriculture and Agri-food Canada, 2013.)This class represents the predominantly woody vegetation of relatively low height (generally ±2 m). This class may include grass or wetlands with woody vegetation, and regenerating forest. 7. Trees (Modified from ISO 19131 Annual Crop Inventory – Data Product Specifications, Agriculture and Agri-food Canada, 2013.)This class represents predominantly forest areas such as: o Coniferous trees; o Deciduous trees; o Mixedwood area; and o Other trees &gt; 2 m height. Colour Classes: Value Label Red Green Blue 1 Cropland 255 255 190 2 Native 168 168 0 3 Mixed 199 215 158 4 Tame 245 202 122 5 Water 190 232 255 6 Shrubs 205 102 153 7 Trees 38 115 0 Accuracy:Please refer to the Prairie Landscape Inventory (PLI) - Mixed Grassland Accuracy raster file, which depicts the estimated level of accuracy for this classification.</gco:CharacterString>
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                  <gmd:LocalisedCharacterString locale="#fra">Imagerie de la couverture terrestre de l'écorégion de prairies mixtes de la Saskatchewan avec une résolution de 10 m. La classification était basée sur l'analyse de l'apprentissage automatique et les données de télédétection des images Sentinel-1 et Sentinel-2. L'objectif de cette couverture terrestre était de distinguer les prairies indigènes des prairies cultivées et est classée en plusieurs catégories : terres cultivées, prairies indigènes, prairies mixtes, prairies apprivoisées, eaux, arbustes et arbres. Veuillez également consulter le fichier matriciel Prairie Landscape Inventory (PLI) - Mixed Grassland Accuracy, qui décrit le niveau de précision estimé pour cette classification.

Télécharger : Ici des images de la couverture terrestre de l'écorégion de prairies mixtes de la Saskatchewan avec une résolution de 10 m. La classification était basée sur l'analyse de l'apprentissage automatique et les données de télédétection des images Sentinel-1 et Sentinel-2. L'objectif de cette couverture terrestre était de distinguer les prairies indigènes des prairies cultivées et est classée en plusieurs catégories : terres cultivées, prairies indigènes, prairies mixtes, prairies apprivoisées, eaux, arbustes et arbres. Badreldin, N. ; Prieto, B. ; Fisher, R. Cartographie des prairies dans l'écorégion de prairies mixtes de la Saskatchewan à l'aide de grandes données de télédétection et de l'apprentissage automatique. Remote Sens. 2021, 13, 4972. https://doi.org/10.3390/rs13244972The L'équipe de travail sur l'inventaire des paysages des prairies (PLI) de l'Unité de l'habitat de la Direction de la pêche, de la faune et des terres du ministère de l'Environnement vise à développer de meilleures méthodes d'évaluation de la couverture terrestre et de l'utilisation des terres à des fins de conservation. Les prairies indigènes, en particulier, constituent l'un des écosystèmes à risque les plus difficiles à cartographier en raison de la difficulté des méthodes de classification par imagerie à distinguer les prairies indigènes des prairies cultivées. Des méthodes de classification améliorées fourniront des informations précieuses sur l'adéquation de l'habitat, en identifiant un potentiel de biodiversité élevé et un potentiel de risque d'invasion. La carte de classification comporte sept (7) classes : 1. Terres cultivées Cette classe représente toutes les zones cultivées consacrées à des produits agricoles tels que le maïs, les légumineuses, le soja, le canola, les céréales et les jachères d'été. 2. Indigène Cette classe représente les zones de prairies indigènes des prairies mixtes, qui sont composées principalement d'espèces de graminées indigènes telles que les graminées à aiguilles (herbe à aiguilles et fils, herbe à porc-épic et herbe à aiguilles vertes), les graminées à blé (agropyre élancé, agropyre de blé occidental et agropyre à aubes) ainsi que l'herbe de juin et le gramama bleu. Comprend également diverses autres espèces de graminées et de carex, des plantes herbacées non graminoïdes telles que la sauge des pâturages et certaines espèces non vasculaires telles que la sélaginelle ou les lichens. 3. Mixte Cette classe représente un ou plusieurs des cas suivants ; o Une prairie hétérogène avec un mélange de moins de 75 % de prairies indigènes et/ou moins de 75 % d'apprivoisées ; o Prairies indigènes et/ou apprivoisées soumises à de forts stress abiotiques tels que la salinité du sol et la sécheresse ; o Prairie indigène et/ou apprivoisée affectée par l'érosion des sols telle que l'érosion hydrique et éolienne ; o Une zone fortement perturbée par le bétail et les activités humaines ; et o Un terrain nu avec une faible couverture végétale &lt; 50 % de couverture sur une superficie de 100 m2. 4. Apprivoisée Cette classe représente les zones de prairies cultivées qui, dans la plupart des cas, ont été intentionnellement modifiées et ensemencées ou plantées avec une espèce de graminée introduite telle que l'agropyre huppé et le brome lisse. Le seigle sauvage russe est généralement cultivé dans des zones plus salées. Cependant, ces dernières années, des variétés horticoles de diverses espèces d'agropyre ont également été introduites. La luzerne et le mélilot sont les espèces herbacées introduites les plus fréquemment rencontrées. 5. Eau Cette classe représente l'une des formes hydrologiques suivantes : o Lacs ; o Rivières ; o Étangs d'eau ; o Débit des cours d'eau ; o Réservoirs ; o Basse altitude dans les zones irriguées. 6. Arbustes (modifié à partir de la norme ISO 19131, Inventaire annuel des cultures — Spécifications des produits, Agriculture et Agroalimentaire Canada, 2013) Cette classe représente la végétation principalement ligneuse de hauteur relativement faible (généralement ± 2 m). Cette classe peut inclure l'herbe ou les zones humides à végétation ligneuse et les forêts en régénération. 7. Arbres (modifié à partir de la norme ISO 19131, Inventaire annuel des cultures — Spécifications des produits, Agriculture et Agroalimentaire Canada, 2013.) Cette classe représente principalement des zones forestières telles que : o Les conifères ; o Les arbres à feuilles caduques ; o Les zones à forêts mixtes ; o Les autres arbres d'une hauteur supérieure à 2 m. Classes de couleur : étiquette de valeur rouge vert bleu 1 terre cultivée 255 255 190 2 indigènes 168 168 0 3 Mixte 199 215 158 4 Apprivoisé 245 202 122 5 Eau 190 232 255 6 arbustes 205 102 153 7 arbres 38 115 0 Précision : veuillez consulter le fichier raster Prairie Landscape Inventory (PLI) - Mixed Grassland Accuracy, qui décrit le niveau de précision estimé pour cette classification.

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                           </gmd:textGroup>
                        </gmd:PT_FreeText>
                     </gmd:positionName>
                     <gmd:contactInfo>
                        <gmd:CI_Contact>
                           <gmd:phone>
                              <gmd:CI_Telephone>
                                 <gmd:voice xsi:type="gmd:PT_FreeText_PropertyType">
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                    <gmd:PT_FreeText>
                                       <gmd:textGroup>
                                          <gmd:LocalisedCharacterString locale="#fra"/>
                                       </gmd:textGroup>
                                    </gmd:PT_FreeText>
                                 </gmd:voice>
                                 <gmd:facsimile>
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                 </gmd:facsimile>
                              </gmd:CI_Telephone>
                           </gmd:phone>
                           <gmd:address>
                              <gmd:CI_Address>
                                 <gmd:deliveryPoint xsi:type="gmd:PT_FreeText_PropertyType">
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                    <gmd:PT_FreeText>
                                       <gmd:textGroup>
                                          <gmd:LocalisedCharacterString locale="#fra"/>
                                       </gmd:textGroup>
                                    </gmd:PT_FreeText>
                                 </gmd:deliveryPoint>
                                 <gmd:city>
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                 </gmd:city>
                                 <gmd:administrativeArea xsi:type="gmd:PT_FreeText_PropertyType">
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                    <gmd:PT_FreeText>
                                       <gmd:textGroup>
                                          <gmd:LocalisedCharacterString locale="#fra"/>
                                       </gmd:textGroup>
                                    </gmd:PT_FreeText>
                                 </gmd:administrativeArea>
                                 <gmd:postalCode>
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                 </gmd:postalCode>
                                 <gmd:country xsi:type="gmd:PT_FreeText_PropertyType">
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                    <gmd:PT_FreeText>
                                       <gmd:textGroup>
                                          <gmd:LocalisedCharacterString locale="#fra"/>
                                       </gmd:textGroup>
                                    </gmd:PT_FreeText>
                                 </gmd:country>
                                 <gmd:electronicMailAddress xsi:type="gmd:PT_FreeText_PropertyType">
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco">egis@gov.sk.ca</gco:CharacterString>
                                    <gmd:PT_FreeText>
                                       <gmd:textGroup>
                                          <gmd:LocalisedCharacterString locale="#fra">egis@gov.sk.ca</gmd:LocalisedCharacterString>
                                       </gmd:textGroup>
                                    </gmd:PT_FreeText>
                                 </gmd:electronicMailAddress>
                              </gmd:CI_Address>
                           </gmd:address>
                           <gmd:onlineResource>
                              <gmd:CI_OnlineResource>
                                 <gmd:linkage>
                                    <gmd:URL/>
                                 </gmd:linkage>
                                 <gmd:protocol>
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                 </gmd:protocol>
                                 <gmd:description xsi:type="gmd:PT_FreeText_PropertyType">
                                    <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco"/>
                                    <gmd:PT_FreeText>
                                       <gmd:textGroup>
                                          <gmd:LocalisedCharacterString locale=""/>
                                       </gmd:textGroup>
                                    </gmd:PT_FreeText>
                                 </gmd:description>
                              </gmd:CI_OnlineResource>
                           </gmd:onlineResource>
                        </gmd:CI_Contact>
                     </gmd:contactInfo>
                     <gmd:role>
                        <gmd:CI_RoleCode codeList="http://nap.geogratis.gc.ca/metadata/register/napMetadataRegister.xml#IC_90"
                                         codeListValue="RI_414">pointOfContact; contact</gmd:CI_RoleCode>
                     </gmd:role>
                  </gmd:CI_ResponsibleParty>
               </gmd:distributorContact>
            </gmd:MD_Distributor>
         </gmd:distributor>
         <gmd:transferOptions>
            <gmd:MD_DigitalTransferOptions>
               <gmd:onLine xmlns:xlink="http://www.w3.org/1999/xlink" xlink:role="">
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
                        <gmd:URL>https://geohub.saskatchewan.ca/maps/saskatchewan::prairie-landscape-inventory-pli-mixed-grassland-classification</gmd:URL>
                     </gmd:linkage>
                     <gmd:protocol>
                        <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco">HTTPS</gco:CharacterString>
                     </gmd:protocol>
                     <gmd:name xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco">original metadata (http://geohub.saskatchewan.ca)</gco:CharacterString>
                        <gmd:PT_FreeText>
                           <gmd:textGroup>
                              <gmd:LocalisedCharacterString locale="#fra">métadonnées originales (http://geohub.saskatchewan.ca)</gmd:LocalisedCharacterString>
                           </gmd:textGroup>
                        </gmd:PT_FreeText>
                     </gmd:name>
                     <gmd:description xsi:type="gmd:PT_FreeText_PropertyType">
                        <gco:CharacterString xmlns:gco="http://www.isotc211.org/2005/gco">Dataset;HTML;eng</gco:CharacterString>
                        <gmd:PT_FreeText>
                           <gmd:textGroup>
                              <gmd:LocalisedCharacterString locale="#fra">Données;HTML;eng</gmd:LocalisedCharacterString>
                           </gmd:textGroup>
                        </gmd:PT_FreeText>
                     </gmd:description>
                  </gmd:CI_OnlineResource>
               </gmd:onLine>
            </gmd:MD_DigitalTransferOptions>
         </gmd:transferOptions>
      </gmd:MD_Distribution>
  </gmd:distributionInfo>
</gmd:MD_Metadata>