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            <gco:CharacterString>The AHCCD collection includes two types of climate datasets: homogenized and adjusted. 
The homogenized datasets include monthly or daily surface air temperature, precipitation, and wind speed data for hundreds of climatological locations across Canada. These datasets incorporate a homogenization process, which typically uses statistical methods to detect and remove discontinuities in observed climate records caused by non-climatic influences, such as changes in measurement instruments or monitoring station relocations. In some cases, non-statistical adjustment methods are also applied to correct measured values for known biases caused by instruments or observation techniques (for example, under-catch by certain rain gauges or wind effects). Sometimes, data from multiple nearest stations are combined to extend the length of the record. Together, these methods produce consistent and more reliable Canadian homogenized station data series suitable for detecting and analyzing climate trends and variability. 
The adjusted datasets are available for precipitation variables only (i.e., rainfall, snowfall, and total precipitation). These datasets do not undergo a homogenization process; instead, they apply corrections for known measurement biases.  
AHCCD datasets are updated as new adjustment or homogenization methods are developed and/or to include the most recent observations. The homogenized datasets are also used to develop Canadian gridded homogenized datasets (https://catalogue.ec.gc.ca/geonetwork/srv/eng/catalog.search#/metadata/10ff2865-ff61-4f35-af71-3902da51f23a) to provide more continuous spatial representations of climate variables, including in areas where direct observations are unavailable.
While homogenized data are the most suitable for studying long-term climate trends, both homogenization and adjustment procedures can introduce their own uncertainties or biases, and the results may change as methods are updated based on new research. It is important for users to carefully read the dataset documentation and understand how the data were processed to ensure their suitability for their research needs and other applications.</gco:CharacterString>
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                  <gmd:LocalisedCharacterString locale="#fra">La collection de DCCAH comprend deux types d’ensembles de données climatiques : homogénéisées et ajustées. 
Les ensembles de données homogénéisées comprennent des données mensuelles ou quotidiennes sur la température de l’air en surface, les précipitations et la vitesse du vent pour des centaines d’emplacements climatologiques partout au Canada. Ces ensembles de données intègrent un processus d’homogénéisation qui est habituellement basé sur des méthodes statistiques pour détecter et éliminer les discontinuités dans les enregistrements climatiques observés causés par des facteurs non climatiques, comme les changements dans les instruments de mesure ou les déplacements des stations de surveillance. Dans certains cas, des méthodes d’ajustement non statistiques sont également appliquées pour corriger les valeurs mesurées des biais connus causés par les instruments ou les techniques d’observation (p. ex., la sous-capture par certains pluviomètres ou les effets du vent). Parfois, les données de plusieurs stations avoisinantes sont combinées pour prolonger la durée de l’enregistrement. Ensemble, ces méthodes produisent des séries de données homogénéisées canadiennes cohérentes et plus fiables pour la détection et l’analyse des tendances et de la variabilité du climat. 
Les ensembles de données ajustées ne sont disponibles que pour les variables relatives aux précipitations (comme la pluie, la neige et les précipitations totales). Ces ensembles de données ne font pas l’objet d’un processus d’homogénéisation; il s’agit plutôt de corrections apportées afin d’éliminer les biais de mesure connus. 
Les ensembles de données des DCCAH sont mis à jour au fur et à mesure que de nouvelles méthodes d’ajustement ou d’homogénéisation sont élaborées, ou pour inclure des observations plus récentes. Les ensembles de données homogénéisées sont également utilisés pour élaborer des ensembles de données maillées homogènes canadiens (https://catalogue.ec.gc.ca/geonetwork/srv/fre/catalog.search#/metadata/10ff2865-ff61-4f35-af71-3902da51f23a) afin de fournir des représentations spatiales plus continues des variables climatiques, y compris dans les régions où il n’existe pas d’observations directes.
Bien que les données homogénéisées soient les plus appropriées pour l’étude des tendances climatiques à long terme, les procédures d’homogénéisation et d’ajustement peuvent introduire leurs propres incertitudes ou biais, et les résultats peuvent changer à mesure que les méthodes sont mises à jour en fonction de nouvelles recherches. Il est important que les utilisateurs lisent attentivement la documentation sur l’ensemble de données et comprennent comment les données ont été traitées afin de s’assurer qu’elles répondent à leurs besoins en matière de recherche ou pour d’autres applications.</gmd:LocalisedCharacterString>
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