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            <gco:CharacterString>This data product is currently under evaluation and review. It may contain inaccuracies or be subject to change. Users should exercise caution and discretion when interpreting or relying on this information. The government assumes no liability for any errors or decisions based on this preliminary data. For more details, please see the Government of Canada's Open Commons license (https://open.canada.ca/en/open-government-licence-canada).
            

          The Canadian Soil Information Service has developed a detailed dataset of Canada's soils and associated properties using advanced machine learning techniques. The Soil Landscape Grids of Canada is produced using a combination of historical and current data from both soil sampling and remote sensing. The machine learning model is trained using over 10,000 pedon locations from across Canada as well as 70 covariate datasets. This new dataset is pivotal in addressing the gaps left by legacy soil surveys and facilitates more comprehensive assessments nationwide. As new data becomes available and machine learning techniques advance, this information can be updated much faster than with traditional soil surveying methods.</gco:CharacterString>
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Cet ensemble de données est aligné sur une grille et comprend un ensemble de données sur les attributs des sols rLe Service d’information sur les sols du Canada a élaboré un ensemble de données détaillé sur les sols canadiens et leurs propriétés connexes au moyen de techniques avancées d’apprentissage automatique. Les grilles des pédopaysages du Canada sont produites à partir d’une combinaison de données antérieures et actuelles provenant de l’échantillonnage des sols et de la télédétection. Le modèle d’apprentissage automatique est entraîné à l’aide de plus de 10 000 pédons provenant de l’ensemble du Canada et de 70 ensembles de données sur les covariables. Le nouvel ensemble de données est essentiel pour combler les lacunes laissées par les anciens levés pédologiques et faciliter des évaluations plus complètes à l’échelle nationale. Au fur et à mesure que de nouvelles données sont disponibles et que les techniques d’apprentissage automatique évoluent, il est possible de mettre à jour ces renseignements beaucoup plus rapidement qu’avec les méthodes classiques de levé pédologique.</gmd:LocalisedCharacterString>
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