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            <gco:CharacterString>Flood Susceptibility Mapping is a national map series that shows how likely different areas in Canada were to experience flooding each year from 2000 to 2023. This updated version improves on an earlier one-time map by incorporating yearly and seasonal data, along with a larger set of known flood locations used for model training. These enhancements make it possible to assess how flood susceptibility varies from year to year, identify long-term trends, and detect years that were unusually wet or dry.

The system integrates a wide range of information, including land characteristics such as elevation, soil type, land cover, and vegetation, as well as seasonal weather variables such as rainfall and temperature. It also incorporates geographic context so the model can better capture spatial patterns.

Several artificial intelligence (AI) models were evaluated, and the XGBoost algorithm was selected for its accuracy and reliability. The model was further calibrated so that the probabilities it produces better align with real-world conditions, with notable improvements in areas where flood susceptibility is moderate. To characterize uncertainty, the model was repeatedly tested using slightly different samples of the data.

Using the yearly maps, “wet” and “dry” scores were calculated for each watershed (drainage area) in Canada, and changes in flood susceptibility over time were assessed. Across the country, the number of areas showing higher wet conditions has generally increased. Many of the most significant changes occurred between 2009 and 2020, with 2017 emerging as a frequent turning point.

This collection contains: 
-  Historic yearly maps (2000–2023) showing the calibrated probability of flood susceptibility. 
- Future climate scenarios of flood susceptibility. 
- A variety of decision ready maps, showing trends of increasing or decreasing flood susceptibility, (processed by NHN Work Unit), extreme wet and dry years and a 'flood envelope' and probable present day flood susceptibility. 

Future development plans include extending the maps back to 1980 and examining how flood susceptibility may change under future climate scenarios.

Overall, this dataset provides a consistent, Canada-wide view of where and when flood susceptibility has changed over the past two decades. It is intended for analyzing patterns and trends at regional and national scales, rather than predicting flooding at individual properties or supporting engineering or building design decisions.</gco:CharacterString>
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                  <gmd:LocalisedCharacterString xmlns="" locale="#fra">La cartographie de la susceptibilité aux inondations est une série de cartes nationales qui montrent la probabilité que différentes régions du Canada aient été touchées par des inondations chaque année de 2000 à 2023. Cette version mise à jour améliore une première carte produite une seule fois en intégrant des données annuelles et saisonnières, ainsi qu’un ensemble élargi de lieux d’inondation connus utilisés pour l’entraînement du modèle. Ces améliorations rendent possible l’évaluation des variations annuelles de la susceptibilité aux inondations, l’identification des tendances à long terme et la détection des années exceptionnellement humides ou sèches.

Le système intègre un large éventail d’informations, notamment des caractéristiques du terrain telles que l’altitude, le type de sol, l’occupation du sol et la végétation, ainsi que des variables météorologiques saisonnières comme les précipitations et la température. Il tient également compte du contexte géographique afin que le modèle puisse mieux saisir les motifs spatiaux.
Plusieurs modèles d’intelligence artificielle (IA) ont été évalués, et l’algorithme XGBoost a été sélectionné pour son exactitude et sa fiabilité. Le modèle a ensuite été calibré afin que les probabilités produites correspondent mieux aux conditions réelles, avec des améliorations notables dans les zones où la susceptibilité aux inondations est modérée. Pour caractériser l’incertitude, le modèle a été testé à plusieurs reprises en utilisant de légères variations des données d’entrée.

À partir des cartes annuelles, des indices « humides » et « secs » ont été calculés pour chaque bassin versant au Canada, et les changements de susceptibilité aux inondations au fil du temps ont été évalués. À l’échelle du pays, le nombre de zones présentant des conditions plus humides a généralement augmenté. Plusieurs des changements les plus importants se sont produits entre 2009 et 2020, l’année 2017 ressortant comme un point de bascule fréquent.

Cet collection contient : 
- Des cartes historiques annuelles (2000–2023) montrant la probabilité calibrée de susceptibilité aux inondations.
- Des scénarios climatiques futurs de susceptibilité aux inondations.
- Une variété de cartes prêtes à l’utilisation, montrant les tendances d’augmentation ou de diminution de la susceptibilité aux inondations (traitées par unité de travail du RHT), les années extrêmement humides et sèches, ainsi qu’une « enveloppe d’inondation » et la susceptibilité probable actuelle aux inondations.

Les plans de développement futurs comprennent l’extension des cartes jusqu’en 1980 et l’examen des changements potentiels de la susceptibilité aux inondations selon différents scénarios climatiques futurs.

Dans l’ensemble, cet ensemble de données offre une vue cohérente, à l’échelle du Canada, des lieux et des moments où la susceptibilité aux inondations a changé au cours des deux dernières décennies. Il est destiné à l’analyse des motifs et des tendances aux échelles régionale et nationale, plutôt qu’à la prédiction d’inondations pour des propriétés individuelles ou à l’appui de décisions d’ingénierie ou de conception de bâtiments.</gmd:LocalisedCharacterString>
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            <gco:CharacterString>The Flood Susceptibility collection provides a consistent, Canada wide resource for understanding where and how flood susceptibility has changed from 2000 to 2023 and potential changes under future climate scenarios. Its primary purpose is to help identify areas that may be more prone to flooding by integrating topography, land cover, soils, and seasonal meteorological conditions with machine learning based modelling. By offering yearly and seasonal flood susceptibility maps, the dataset enables users to explore trends, long-term shifts, and the influence of unusually wet or dry years at national, regional, watershed, or neighbourhood scales.

The datasets support several key activities: prioritizing locations for new data collection, identifying areas where detailed flood hazard modelling may be needed, and assessing how well susceptibility aligns with historical or modelled flood events. When combined with demographic or infrastructure data, the maps can highlight populations or assets located in zones of higher susceptibility.

The new flood susceptibility series also provides indicators such as frequency-of-exceedance maps and multi-year trend layers to help evaluate whether susceptibility is increasing or decreasing over time. These products contribute to national initiatives such as the National Flood Hazard Identification and Mapping Program by offering a uniform baseline for screening, comparison, and planning.

Overall, the dataset enables evidence-based assessment of flood susceptibility across Canada and supports exploration of past patterns, emerging trends, and future climate related changes. It is intended for broad scale analysis and decision support - not for site-specific flood prediction or engineering design.</gco:CharacterString>
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                  <gmd:LocalisedCharacterString xmlns="" locale="#fra">La collection Susceptibilité aux inondations fournit une ressource uniforme à l’échelle du Canada pour comprendre où et comment la susceptibilité aux inondations a évolué de 2000 à 2023, ainsi que les changements possibles sous différents scénarios climatiques futurs. Son objectif principal est d’aider à repérer les zones potentiellement plus vulnérables aux inondations en intégrant la topographie, l’occupation du sol, les types de sols et les conditions météorologiques saisonnières à des modèles d’apprentissage automatique. Grâce aux cartes annuelles et saisonnières de susceptibilité, la collection permet d’explorer les tendances, les variations à long terme et l’influence d’années exceptionnellement humides ou sèches, à l’échelle nationale, régionale, des bassins versants, des quartiers ou même du pixel.

Les ensembles de données appuient plusieurs activités clés : la priorisation de nouveaux secteurs pour la collecte de données, l’identification d’endroits où une modélisation détaillée des aléas d’inondation pourrait être nécessaire, et l’évaluation du degré d’accord entre la susceptibilité et les événements historiques ou modélisés. Combinées à des données démographiques ou d’infrastructure, les cartes peuvent aussi mettre en évidence des populations ou des biens situés dans des zones de plus grande susceptibilité.

La série FS v2.0 fournit également des indicateurs comme des cartes de fréquence de dépassement et des couches de tendance pluriannuelle permettant d’évaluer si la susceptibilité augmente ou diminue avec le temps. Ces produits contribuent à des initiatives nationales telles que le Programme national d’identification et de cartographie des aléas d’inondation, en offrant une base uniforme pour la sélection, la comparaison et la planification.

Dans l’ensemble, cette collection permet une évaluation fondée sur des données probantes de la susceptibilité aux inondations au Canada, et appuie l’exploration des tendances passées, des signaux émergents et des changements potentiels liés au climat futur. Elle est destinée à des analyses à grande échelle et à l’aide à la décision — et non à la prédiction d’inondations à la propriété ou à la conception d’ingénierie.</gmd:LocalisedCharacterString>
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                              <gmd:CI_DateTypeCode xmlns=""
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                        <gmd:CI_Date>
                           <gmd:date>
                              <gco:Date>2016-07-04</gco:Date>
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                              <gmd:CI_DateTypeCode xmlns=""
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                           <gmd:role>
                              <gmd:CI_RoleCode xmlns=""
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                        </gmd:CI_ResponsibleParty>
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                  </gmd:CI_Citation>
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                  <gmd:CI_OnlineResource>
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                        <gmd:URL>https://egusphere.copernicus.org/preprints/2026/egusphere-2026-528/</gmd:URL>
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                           <gmd:textGroup>
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                        <gco:CharacterString>Application;Web App;fra</gco:CharacterString>
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                           <gmd:textGroup>
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                  <gmd:CI_OnlineResource>
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               <gmd:onLine>
                  <gmd:CI_OnlineResource>
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                        <gco:CharacterString>Supporting Document;PDF;eng</gco:CharacterString>
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                        <gco:CharacterString>Scientific Publication</gco:CharacterString>
                        <gmd:PT_FreeText>
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