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      Globally, tree fecundity exceeds productivity gradients

      1 , 2 , 3 , 4 , 4 , 5 , 6 , 7 , 8 , 9 , 10 , 11 , 12 , 1 , 7 , 13 , 14 , 15 , 7 , 5 , 9 , 16 , 3 , 17 , 18 , 19 , 20 , 21 , 22 , 23 , 24 , 25 , 26 , 9 , 27 , 28 , 29 , 30 , 31 , 27 , 32 , 33 , 34 , 35 , 1 , 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 4 , 45 , 46 , 47 , 39 , 48 , 49 , 50 , 51 , 52 , 52 , 52 , 53 , 52 , 54 , 55 , 56 , 52 , 3 , 51 , 52 , 57 , 58 , 14 , 59 , 52 , 52 , 60 , 61 , 62 , 2 , 63 , 63 , 64 , 65 , 22 , 66 , 67 , 51 , 1 , 52
      Ecology Letters
      Wiley
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          Terrestrial Ecoregions of the World: A New Map of Life on Earth

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            Estimation of Relationships for Limited Dependent Variables

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              Is Open Access

              Climatologies at high resolution for the earth’s land surface areas

              High-resolution information on climatic conditions is essential to many applications in environmental and ecological sciences. Here we present the CHELSA (Climatologies at high resolution for the earth’s land surface areas) data of downscaled model output temperature and precipitation estimates of the ERA-Interim climatic reanalysis to a high resolution of 30 arc sec. The temperature algorithm is based on statistical downscaling of atmospheric temperatures. The precipitation algorithm incorporates orographic predictors including wind fields, valley exposition, and boundary layer height, with a subsequent bias correction. The resulting data consist of a monthly temperature and precipitation climatology for the years 1979–2013. We compare the data derived from the CHELSA algorithm with other standard gridded products and station data from the Global Historical Climate Network. We compare the performance of the new climatologies in species distribution modelling and show that we can increase the accuracy of species range predictions. We further show that CHELSA climatological data has a similar accuracy as other products for temperature, but that its predictions of precipitation patterns are better.
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                Author and article information

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                Journal
                Ecology Letters
                Ecology Letters
                Wiley
                1461-023X
                1461-0248
                April 23 2022
                Affiliations
                [1 ]Universite Grenoble Alpes Institut National de Recherche pour Agriculture Alimentation et Environnement (INRAE) Laboratoire EcoSystemes et Societes En Montagne (LESSEM) St. Martin‐d’Heres France
                [2 ]Department of Geography University of Colorado Boulder Boulder Colorado USA
                [3 ]Universidad de Chile Facultad de Ciencias Forestales y de la Conservacion de la Naturaleza (FCFCN) Santiago Chile
                [4 ]Department of Agriculture, Forest and Food Sciences University of Torino Grugliasco TO Italy
                [5 ]Universite Paris‐Saclay Centre national de la recherche scientifique AgroParisTech Ecologie Systematique et Evolution Orsay France
                [6 ]Department of Systematic Zoology Faculty of Biology Adam Mickiewicz University Poznan Poland
                [7 ]Institut National de Recherche pour Agriculture Alimentation et Environnement (INRAE) Ecologie des Forets Mediterranennes Avignon France
                [8 ]Department of Biodiversity, Ecology and Evolution Complutense University of Madrid Madrid Spain
                [9 ]Universite Bordeaux Institut National de Recherche pour Agriculture Alimentation et Environnement (INRAE) Biodiversity, Genes, and Communities (BIOGECO) Pessac France
                [10 ]Centro de Investigacion Forestal (INIA‐CSIC) Madrid Spain
                [11 ]Instituto Pirenaico de Ecologla Consejo Superior de Investigaciones Cientificas (IPE‐CSIC) Zaragoza Spain
                [12 ]Department of Biological Sciences National Sun Yat‐sen University Kaohsiung Taiwan
                [13 ]Aix Marseille universite Institut National de Recherche pour Agriculture Alimentation et Environnement (IN‐RAE) Aix‐en‐Provence France
                [14 ]USGS Western Ecological Research Center Three Rivers California USA
                [15 ]Institute of Mediterranean and Forest Ecosystems HellenicAgricultural Organization ¨ DEMETER¨ Athens Greece
                [16 ]Earth and Environment Boston University Boston Massachusetts USA
                [17 ]Centre d’Ecologie Fonctionnelle et Evolutive (CEFE) Centre National de la Recherche Scientifique (CNRS) Montpellier France
                [18 ]Centre de Recerca Ecologica i Aplicacions Forestals (CREAF) Bellaterra Catalunya Spain
                [19 ]Natural Resources Cornell University Ithaca New York USA
                [20 ]Center for Conservation and Sustainable Development Washington University in Saint Louis Missouri Botanical Garden St. Louis Missouri USA
                [21 ]Department of Biological Sciences and Center for Adaptive Western Landscapes University of Northern Arizona Flagstaff Arizona USA
                [22 ]Department of Environmental Studies University of California Santa Cruz California USA
                [23 ]University of Natural Resources and Life Sciences and Institute of Forest Ecology Wien Austria
                [24 ]Bent Creek Experimental Forest USDA Forest Service Asheville North Carolina USA
                [25 ]Eastern Forest Environmental Threat Assessment Center USDA Forest Service Southern Research Station Asheville North Carolina USA
                [26 ]Department of Geography and Planning School of Environmental Sciences University of Liverpool Liverpool UK
                [27 ]Department of Plant Ecology Forestry and Forest Products Research Institute (FFPRI) Tsukuba Ibaraki Japan
                [28 ]Department of Environmental Systems Science ETH Zurich Switzerland
                [29 ]Department of Biological Environment Akita Prefectural University Akita Japan
                [30 ]School for Environment and Sustainability University of Michigan Ann Arbor Michigan USA
                [31 ]Institute of Arctic Biology University of Alaska Fairbanks Alaska USA
                [32 ]Department of Forestry and Environmental Resources NC State University Raleigh North Carolina USA
                [33 ]Department of Ecology Instituto de Investigaciones en Biodiversidad y Medioambiente (Consejo Nacional de Investigaciones Cientificas y Tecnicas ‐ Universidad Nacional del Comahue) Bariloche Argentina
                [34 ]Health and Environmental Sciences Department Xian Jiaotong‐Liverpool University Suzhou China
                [35 ]Department of Plant Biology Program in Ecology Evolutionary Biology, and Behavior Michigan State University East Lansing Michigan USA
                [36 ]Department of Natural Sciences Manchester Metropolitan University Manchester UK
                [37 ]Department of Biological Sciences DePaul University Chicago Illinois USA
                [38 ]USDA, Forest Service, Southern Research Station Stoneville Mississippi USA
                [39 ]CEFE Univ Montpellier CNRS EPHE IRD Montpellier France
                [40 ]Department of Wildland Resources, and the Ecology Center Utah State University Logan Utah USA
                [41 ]Department of Biology University of New Mexico Albuquerque New Mexico USA
                [42 ]Pacific Forestry Centre Victoria British Columbia Canada
                [43 ]Department of Biology Colby College Waterville Maine USA
                [44 ]School of Natural Sciences UC Merced Merced California USA
                [45 ]Department of Biology Washington University in St. Louis St. Louis Missouri USA
                [46 ]Department of forestry and renewable forest resources Biotechnical Faculty University of Ljubljana Ljubljana Slovenia
                [47 ]Tohoku Research Center, Forestry and Forest Products Research Institute Morioka Iwate Japan
                [48 ]Valles Caldera National Preserve National Park Service Jemez Springs New Mexico USA
                [49 ]Fort Collins Science Center Fort Collins Colorado USA
                [50 ]Inst. de Recursos Naturales y Agrobiologia de Sevilla Consejo Superior de Investigaciones Cientificas (IRNAS‐CSIC) Seville Andalucia Spain
                [51 ]W. Szafer Institute of Botany Polish Academy of Sciences Krakow Poland
                [52 ]Nicholas School of the Environment Duke University Durham North Carolina USA
                [53 ]Department of Forest and Rangeland Stewardship Colorado State University Fort Collins Colorado USA
                [54 ]Department of Forest and Wildlife Ecology University of Wisconsin‐Madison Madison Wisconsin USA
                [55 ]Department of Biologia Vegetal y Ecologia Universidad de Sevilla Sevilla Spain
                [56 ]Bilogo Dpto. Conservacin y Manejo Parque Nacional Lanin Elordi y Perito Moreno 8370 San Marten de los Andes Argentina
                [57 ]Department of Biology Wake Forest University Winston‐Salem North Carolina USA
                [58 ]Department of Biology Wilkes University Wilkes‐Barre Pennsylvania USA
                [59 ]Department of Environmental Science and Ecology State University of New York‐Brockport Brockport New York USA
                [60 ]School of Life Sciences Keele University Staffordshire UK
                [61 ]Department of Ecology, Evolution and Environmental Biology Columbia University New York New York USA
                [62 ]Department of Agricultural and Environmental Sciences ‐ Production Territory, Agroenergy (DISAA) University of Milan Milano Italy
                [63 ]Department of Biological Sciences Northern Arizona University Flagstaff Arizona USA
                [64 ]Botany, School of Environmental and Rural Science University of New England Armidale New South Wales Australia
                [65 ]Smithsonian Tropical Research Institute Balboa Republic of Panama
                [66 ]Department of Environmental Sciences University of Puerto Rico Rio Piedras Puerto Rico USA
                [67 ]Geography Department and Russian and East European Institute Bloomington Indiana USA
                Article
                10.1111/ele.14012
                3e23fd38-d224-4a53-b82b-65d7d83fa9db
                © 2022

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                http://doi.wiley.com/10.1002/tdm_license_1.1

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