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            <gco:CharacterString>This series of historic flood susceptibility maps comes from an XGBboost machine learning model trained on major floods from 2005 to 2023. The trained model is then run for each year from 2000 to 2023, including unique temporal characteristics of temperature, precipitation, land use land cover and  Normalized Difference Vegetation Index (NDVI), to predict the flood susceptibility of any given year.

This dataset forms part of a broader collection of flood susceptibility datasets, offering related information and analyses. The collection includes an overview page with associated publications, historic susceptibility values, temporal trends, and future projections.

- [Collection – Flood Susceptibility Mapping]( https://open.canada.ca/data/en/dataset/1074f781-85d3-4c86-86cb-fd1c339197dc)
- [Trends and Extremes – Flood Susceptibility Mapping]( https://open.canada.ca/data/en/dataset/3202e0a0-0afb-4120-b102-b0c41f0fb9eb)
- [Future - Flood Susceptibility Mapping]( https://open.canada.ca/data/en/dataset/c00f95a3-7bab-4d28-b9cc-b30f06b5afd2)</gco:CharacterString>
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                  <gmd:LocalisedCharacterString xmlns="" locale="#fra">Cette série de cartes historiques de la susceptibilité aux inondations provient d’un modèle d’apprentissage automatique XGBoost entraîné à partir des inondations majeures survenues entre 2005 et 2023. Le modèle ainsi entraîné est ensuite exécuté pour chaque année de 2000 à 2023, en intégrant les caractéristiques temporelles propres à la température, aux précipitations, à l’occupation du sol et à l’indice de végétation par différence normalisée (IVDP), afin de prédire la susceptibilité aux inondations pour chaque année.

This dataset forms part of a broader collection of flood susceptibility datasets, offering related information and analyses. The collection includes an overview page with associated publications, historic susceptibility values, temporal trends, and future projections.

- [Collection - Cartographie de la susceptibilité aux inondations]( https://ouvert.canada.ca/data/fr/dataset/1074f781-85d3-4c86-86cb-fd1c339197dc)
- [Tendances et extrêmes - Cartographie de la susceptibilité aux inondations]( https://ouvert.canada.ca/data/fr/dataset/3202e0a0-0afb-4120-b102-b0c41f0fb9eb)
- [Future - Cartographie de la susceptibilité aux inondations]( https://ouvert.canada.ca/data/fr/dataset/c00f95a3-7bab-4d28-b9cc-b30f06b5afd2)</gmd:LocalisedCharacterString>
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            <gco:CharacterString>The purpose of this dataset is to provide annual historic flood susceptibility estimates using a machine‑learning model trained on major floods from 2005–2023. The XGBoost model is applied to each year from 2000–2023, incorporating year‑specific temperature, precipitation, land‑use/land‑cover (LULC), and NDVI conditions to generate a consistent, data‑driven estimate of flood susceptibility for any given year. Each annual map can be reviewed on its own or used as input for custom analyses, trend assessments, or comparative studies.</gco:CharacterString>
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                  <gmd:LocalisedCharacterString xmlns="" locale="#fra">L’objectif de ce jeu de données est de fournir des estimations annuelles de la susceptibilité historique aux inondations à l’aide d’un modèle d’apprentissage automatique entraîné à partir des inondations majeures survenues entre 2005 et 2023. Le modèle XGBoost est appliqué à chaque année de 2000 à 2023 en intégrant les conditions propres à la température, aux précipitations, à l’occupation du sol (LULC) et au IVDP, afin de produire une estimation cohérente et fondée sur les données de la susceptibilité aux inondations pour chaque année. Chaque carte annuelle peut être examinée individuellement ou utilisée pour vos propres analyses, évaluations de tendances ou études comparatives.</gmd:LocalisedCharacterString>
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