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            <gco:CharacterString>Building on the initial effort (“Database of Open Water Areas in River Ice for Provinces of Manitoba, Ontario, Quebec, and the Maritimes - Potential Locations For River Hydrokinetic Energy Extraction Identified Through Optical Satellite Imager”; weblink: https://search.open.canada.ca/openmap/d9823004-29aa-40e2-aa47-9c54cf88c309), a follow-up research project has led to the publication of this extensive analysis encompassing the entirety of Canada’s major freezing rivers. This work has applied advanced image processing and classification algorithms to the selected images, elevating the classification and analysis to a higher level of accuracy and providing a more comprehensive dataset for exploring river hydrokinetic energy prospects across the country.
This dataset identifies open water areas within ice-covered major Canadian rivers, aiming to evaluate potential hydrokinetic resources. The data is derived from high-resolution optical satellite imagery obtained from Landsat and Sentinel satellites corresponding to National Research Council (NRC) 2014 flow data of river reaches with water depths of at least 10 meters and a flow velocity of a minimum of 0.5 meters per second. Using advanced image processing and machine learning algorithms, the dataset efficiently differentiates between ice-covered and open water regions, providing a reliable basis for assessing hydrokinetic energy potential in the identified areas.

Disclaimer:

This dataset is subject to the following limitations:
•	Landsat and Sentinel optical satellite images are high-resolution, but they may contain resolution errors, possible distortions, and inaccuracies in depicting on-ground conditions. 
•	Despite advanced image processing and machine learning algorithms, errors or biases may exist. 
•	The dataset's reliability is also influenced by the NRC flow data.

Therefore, users should view this dataset as a preliminary assessment tool, not a definitive guide for decision-making or investment in hydrokinetic projects. It is strongly recommended to validate its accuracy and suitability for specific applications through additional research and studies. 
By accessing and using this dataset, users acknowledge and accept these disclaimers. The providers of this dataset explicitly absolve themselves of any responsibility or liability for any consequences arising from the use, reliance upon, or interpretation of this dataset. Users are advised that their use of the dataset is at their own risk, and they assume full responsibility for any actions or decisions made based on the information contained therein. This disclaimer is in accordance with applicable laws and regulations, and by accessing or utilizing the dataset, users agree to release the providers of this dataset from any legal claims, damages, or liabilities that may arise from such use.</gco:CharacterString>
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                  <gmd:LocalisedCharacterString locale="#fra">S'appuyant sur l'effort initial (« Base de données sur les zones d’eau libre dans les glaces de rivières et de fleuves pour les provinces du Manitoba, de l’Ontario, du Québec et des Maritimes) : sites potentiels pour l'extraction d'énergie hydrocinétique tirée du courant des rivières et des fleuves identifiés grâce à l'imagerie satellitaire optique »; site Web : https://rechercher.ouvert.canada.ca/carteouverte/d9823004-29aa-40e2-aa47-9c54cf88c309), un projet de recherche de suivi a conduit à la publication de cette analyse approfondie englobant la totalité des principaux fleuves et rivières gelés du Canada. Ce travail a appliqué des algorithmes avancés de traitement et de classification d'images aux images sélectionnées, élevant la classification et l'analyse à un niveau plus élevé de précision et fournissant un ensemble de données plus complet pour explorer les perspectives d'énergie hydrocinétique des fleuves et des rivières à travers le pays.
Cet ensemble de données identifie les zones d'eau libre dans les principaux fleuves et rivières du Canada couverts de glace afin d'évaluer les ressources hydrocinétiques potentielles. Les données sont dérivées d'images satellitaires optiques à haute résolution obtenues à partir des satellites Landsat et Sentinel correspondant aux données sur l'écoulement fluvial du Conseil national de recherches du Canada (CNRC) de 2014 pour les tronçons de fleuves et de rivières ayant une profondeur d'eau d'au moins 10 mètres et une vitesse d'écoulement d'au moins 0,5 mètre par seconde. Grâce à des algorithmes avancés de traitement d'images et d'apprentissage automatique, l'ensemble de données différencie efficacement les régions couvertes de glace des zones d'eau libre, fournissant ainsi une base fiable pour l'évaluation du potentiel d'énergie hydrocinétique dans les zones identifiées.

Avis de non-responsabilité :

Cet ensemble de données est assujetti aux limitations suivantes :
•	Les images satellitaires optiques Landsat et Sentinel sont à haute résolution, mais elles peuvent contenir des erreurs de résolution, des distorsions possibles et des inexactitudes dans la représentation des conditions sur le terrain. 
•	Malgré le traitement avancé des images et les algorithmes d'apprentissage automatique, des erreurs ou des distorsions peuvent exister. 
•	La fiabilité de l’ensemble de données est également influencée par les données de débit du CNRC.

En ayant accès à cet ensemble de données et en l'utilisant, les utilisateurs reconnaissent et acceptent cet avis de non-responsabilité. Les fournisseurs de cet ensemble de données se dégagent explicitement de toute responsabilité quant aux conséquences de l'utilisation, de la confiance ou de l'interprétation de cet ensemble de données. Les utilisateurs sont informés que l'utilisation de l'ensemble de données se fait à leurs propres risques et qu'ils assument l'entière responsabilité de toute action ou décision prise sur la base des informations qui y figurent. Cet avis de non-responsabilité est conforme aux lois et réglementations applicables et, en accédant à l'ensemble de données ou en l'utilisant, les utilisateurs acceptent de dégager les fournisseurs de cet ensemble de données de toute réclamation légale, de tout dommage ou de toute responsabilité pouvant résulter de cette utilisation.</gmd:LocalisedCharacterString>
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