Present and future Köppen-Geiger climate classification maps at 1-km resolution

<!DOCTYPE html> <html lang="en" > <head itemscope itemtype="http://schema.org/WebPage" prefix="og: http://ogp.me/ns#" > <meta charset="UTF-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge">  <meta name="HandheldFriendly" content="True"> <meta name="MobileOptimized" content="320"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <link rel="preconnect" href="https://cdn.ncbi.nlm.nih.gov"> <link rel="preconnect" href="https://www.ncbi.nlm.nih.gov"> <link rel="preconnect" href="https://www.google-analytics.com"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/CACHE/css/output.ba8099dd2df4.css" type="text/css"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/CACHE/css/output.452c70ce66f7.css" type="text/css"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/CACHE/css/output.7bf600913d6e.css" type="text/css"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/CACHE/css/output.0bfa59184c7a.css" type="text/css"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/CACHE/css/output.b576742ffc3e.css" type="text/css"> <title>Present and future Köppen-Geiger climate classification maps at 1-km resolution - PubMed</title> <link rel="preload" as="font" href="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/uswds/dist/fonts/merriweather-bold-webfont.woff2" type="font/woff2" crossorigin />  <link rel="shortcut icon" type="image/ico" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon.ico" /> <link rel="icon" type="image/png" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon.png" />  <link rel="icon" type="image/png" sizes="192x192" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-192.png" />  <link rel="apple-touch-icon-precomposed" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-57.png">  <link rel="apple-touch-icon-precomposed" sizes="72x72" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-72.png">  <link rel="apple-touch-icon-precomposed" sizes="114x114" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-114.png">  <link rel="apple-touch-icon-precomposed" sizes="144x144" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-144.png">  <meta name="ncbi_sg_optimize_id" content="">  <meta name="theme-color" content="#20558a">  <meta name="referrer" content="origin-when-cross-origin"> <meta name="ncbi_pinger_gtm_track" content="true"/>  <meta name="ncbi_app" content="pubmed" /> <meta name="ncbi_db" content="pubmed" /> <meta name="ncbi_phid" content="7CEA0001FB3EBAA500003D207B0F108E.1.m_7" /> <meta name="ncbi_pinger_stat_url" content="https://www.ncbi.nlm.nih.gov/stat" /> <meta name="log_category" content="literature" /> <meta name="ncbi_cost_center" content="pubmed" />  <meta name="ncbi_pdid" content="abstract" /> <meta name="log_op" content="retrieve" /> <meta name="uid" content="30375988" /> <meta name="ncbi_uid" content="30375988" /> <meta name="log_displayeduids" content="30375988" /> <meta name="log_source_db" content="pubmed,pmc" /> <meta name="log_icons_present" content="true" />  <meta name="description" content="We present new global maps of the Köppen-Geiger climate classification at an unprecedented 1-km resolution for the present-day (1980-2016) and for projected future conditions (2071-2100) under climate change. The present-day map is derived from an ensemble of four high-resolution, topographically-co …"><meta name="keywords" content="pmid:30375988, PMC6207062, doi:10.1038/sdata.2018.214, Research Support, U.S. Gov't, Non-P.H.S., Research Support, Non-U.S. Gov't, Hylke E Beck, Niklaus E Zimmermann, Eric F Wood, PubMed Abstract, NIH, NLM, NCBI, National Institutes of Health, National Center for Biotechnology Information, National Library of Medicine, MEDLINE"><meta name="robots" content="index,nofollow,noarchive"><meta property="og:title" content="Present and future Köppen-Geiger climate classification maps at 1-km resolution - PubMed"><meta property="og:url" content="https://pubmed.ncbi.nlm.nih.gov/30375988/"><meta property="og:description" content="We present new global maps of the Köppen-Geiger climate classification at an unprecedented 1-km resolution for the present-day (1980-2016) and for projected future conditions (2071-2100) under climate change. The present-day map is derived from an ensemble of four high-resolution, topographically-co …"><meta property="og:image" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg"><meta property="og:image:secure_url" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg"><meta property="og:type" content="website"><meta property="og:site_name" content="PubMed"><meta name="twitter:domain" content="pubmed.ncbi.nlm.nih.gov"><meta name="twitter:card" content="summary_large_image"><meta name="twitter:title" content="Present and future Köppen-Geiger climate classification maps at 1-km resolution - PubMed"><meta name="twitter:url" content="https://pubmed.ncbi.nlm.nih.gov/30375988/"><meta name="twitter:description" content="We present new global maps of the Köppen-Geiger climate classification at an unprecedented 1-km resolution for the present-day (1980-2016) and for projected future conditions (2071-2100) under climate change. The present-day map is derived from an ensemble of four high-resolution, topographically-co …"><meta name="twitter:image" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg">  <link rel="search" type="application/opensearchdescription+xml" href="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/opensearch.xml" title="PubMed search">  <noscript> <link rel="stylesheet" type="text/css" href="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/core/no-script.css"> </noscript> <meta name="citation_title" content="Present and future Köppen-Geiger climate classification maps at 1-km resolution"> <meta name="citation_authors" content="Beck HE;Zimmermann NE;McVicar TR;Vergopolan N;Berg A;Wood EF;"> <meta name="citation_date" content="10/30/2018"> <meta name="citation_publisher" content="Sci Data"> <meta name="citation_journal_title" content="Scientific data"> <meta name="citation_pmid" content="30375988"> <meta name="citation_abstract_html_url" content="https://pubmed.ncbi.nlm.nih.gov/30375988/"> <meta name="citation_volume" content="5"> <meta name="citation_doi" content="10.1038/sdata.2018.214"> <meta name="citation_issn" content="2052-4463"> <link rel="canonical" href="https://pubmed.ncbi.nlm.nih.gov/30375988/" /> </head> <body > <noscript> <div class="no-script-banner" id="no-script-banner"> <div class="warning-message"> <div class="warning-message-text"> This site needs JavaScript to work properly. Please enable it to take advantage of the complete set of features! </div> </div> </div> </noscript> <div class="no-session-banner" id="no-session-banner" hidden> <div class="warning-message"> <div class="warning-message-text"> Clipboard, Search History, and several other advanced features are temporarily unavailable. </div> <button class="close-banner-button" title="Close Clipboard and Search History not available warning banner" ref="linksrc=close_no_session_banner" aria-controls="no-session-banner" aria-label="Close Clipboard and Search History not available warning banner" aria-expanded="true"> </button> </div> </div> <a class="usa-skipnav" href="#article-details"> Skip to main page content </a>  <section class="usa-banner"> <div class="usa-accordion"> <header class="usa-banner-header"> <div class="usa-grid usa-banner-inner"> <img src="https://www.ncbi.nlm.nih.gov/coreutils/uswds/img/favicons/favicon-57.png" alt="U.S. flag" /> <p>An official website of the United States government</p> <button class="usa-accordion-button usa-banner-button" aria-expanded="false" aria-controls="gov-banner-top" > <span class="usa-banner-button-text">Here's how you know</span> </button> </div> </header> <div class="usa-banner-content usa-grid usa-accordion-content" id="gov-banner-top" > <div class="usa-banner-guidance-gov usa-width-one-half"> <img class="usa-banner-icon usa-media_block-img" src="https://www.ncbi.nlm.nih.gov/coreutils/uswds/img/icon-dot-gov.svg" alt="Dot gov" /> <div class="usa-media_block-body"> <p> <strong>The .gov means it’s official.</strong> <br /> Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site. </p> </div> </div> <div class="usa-banner-guidance-ssl usa-width-one-half"> <img class="usa-banner-icon usa-media_block-img" src="https://www.ncbi.nlm.nih.gov/coreutils/uswds/img/icon-https.svg" alt="Https" /> <div class="usa-media_block-body"> <p> <strong>The site is secure.</strong> <br /> The <strong>https://</strong> ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely. </p> </div> </div> </div> </div> </section> <div class="usa-overlay"></div> <header class="ncbi-header" role="banner" data-section="Header"> <div class="usa-grid"> <div class="usa-width-one-whole"> <div class="ncbi-header__logo"> <a href="https://www.ncbi.nlm.nih.gov/" class="logo" aria-label="NCBI Logo" data-ga-action="click_image" data-ga-label="NIH NLM Logo"> <img src="https://www.ncbi.nlm.nih.gov/coreutils/nwds/img/logos/AgencyLogo.svg" alt="NIH NLM Logo" /> </a> </div> <div class="ncbi-header__account"> <a id="account_login" href="https://account.ncbi.nlm.nih.gov" class="usa-button header-button" style="display:none" data-ga-action="open_menu" data-ga-label="account_menu">Log in</a> <button id="account_info" class="header-button" style="display:none" aria-controls="account_popup"> <span class="fa fa-user" aria-hidden="true"></span> <span class="username desktop-only" aria-hidden="true" id="uname_short"></span> <span class="sr-only">Show account info</span> </button> </div> <div class="ncbi-popup-anchor"> <div class="ncbi-popup account-popup" id="account_popup" aria-hidden="true"> <div class="ncbi-popup-head"> <button class="ncbi-close-button" data-ga-action="close_menu" data-ga-label="account_menu"><span class="fa fa-times"></span><span class="usa-sr-only">Close</span></button> <h4>Account</h4> </div> <div class="account-user-info"> Logged in as:<br/> <b><span class="username" id="uname_long">username</span></b> </div> <div class="account-links"> <ul class="usa-unstyled-list"> <li><a id="account_myncbi" href="/myncbi/" class="set-base-url" data-ga-action="click_menu_item" data-ga-label="account_myncbi">Dashboard</a></li> <li><a id="account_pubs" href="/myncbi/collections/bibliography/" class="set-base-url" data-ga-action="click_menu_item" data-ga-label="account_pubs">Publications</a></li> <li><a id="account_settings" href="/account/settings/" class="set-base-url" data-ga-action="click_menu_item" data-ga-label="account_settings">Account settings</a></li> <li><a id="account_logout" href="/account/signout/" class="set-base-url" data-ga-action="click_menu_item" data-ga-label="account_logout">Log out</a></li> </ul> </div> </div> </div> </div> </div> </header> <div role="navigation" aria-label="access keys"> <a id="nws_header_accesskey_0" href="https://www.ncbi.nlm.nih.gov/guide/browsers/#ncbi_accesskeys" class="usa-sr-only" accesskey="0" tabindex="-1">Access keys</a> <a id="nws_header_accesskey_1" href="https://www.ncbi.nlm.nih.gov" class="usa-sr-only" accesskey="1" tabindex="-1">NCBI Homepage</a> <a id="nws_header_accesskey_2" href="/myncbi/" class="set-base-url usa-sr-only" accesskey="2" tabindex="-1">MyNCBI Homepage</a> <a id="nws_header_accesskey_3" href="#maincontent" class="usa-sr-only" accesskey="3" tabindex="-1">Main Content</a> <a id="nws_header_accesskey_4" href="#" class="usa-sr-only" accesskey="4" tabindex="-1">Main Navigation</a> </div> <section data-section="Alerts"> <div class="ncbi-alerts-placeholder"></div> </section>  <a id="maincontent" aria-label="Main page content below" role="navigation"></a> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <form action="/" method="get" autocomplete="off" class="usa-search usa-search-big search-form content-page-layout" id="search-form" role="search"> <div class="inner-wrap"> <a class="pubmed-logo" aria-label="Pubmed Logo" href="/" data-ga-category="featured_link" data-ga-action="pubmed_logo"> <img src="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/core/images/pubmed-logo-blue.svg" alt="pubmed logo" /> </a> <a href="#" class="search-input-trigger" data-alt-title="Hide search bar" title="Show search bar" aria-label="Show search bar"> </a> <div role="search" class="search-input"> <div class="form-field "> <label class="usa-sr-only" for="id_term"> Search: </label> <input type="search" name="term" data-skip-ie-scroll-to-top="" data-replace-term-with-exact="" data-exact-query="" placeholder="" class="term-input" required="required" id="id_term"/><a href="#" class="clear-btn" aria-label="Clear search input" title="Clear search input" role="button" data-pinger-ignore></a><button type="submit" class="search-btn" aria-label="Search" disabled data-pinger-ignore><span class="usa-search-submit-text">Search</span></button> </div> </div>   <div class="search-links-wrapper content-page-layout"> <div class="search-links"> <a href="/advanced/" class="search-input-link adv-search-link" data-ga-category="featured_link" data-ga-action="adv_search">Advanced</a> <a href="/clipboard/" class="search-input-link clipboard-link hidden" data-ga-category="featured_link" data-ga-action="clipboard"> Clipboard <span class="amount-in-clipboard"></span> </a> </div> <span class="search-input-link user-guide-link" role="navigation" aria-label="User guide"> <a href="/help/" data-ga-category="featured_link" data-ga-action="user_guide"> User Guide </a> </span> </div> </div> </form> <div id="article-page-header"> <div id="article-top-actions-bar" class="article-top-actions-bar"> <div class="inner-wrap"> <div class="actions-container"> <div class="return-to-search"> </div> <div class="multiple-results-actions " role="region" aria-label="save, email, send to"> <button id="save-results-panel-trigger" type="button" class="save-results save-results-panel-trigger" aria-expanded="false" aria-controls="save-action-panel" data-ga-category="save_share" data-ga-action="save" data-ga-label="open"> Save </button><button id="email-results-panel-trigger" type="button" class="email-results email-results-panel-trigger" aria-expanded="false" aria-controls="email-action-panel" data-ga-category="save_share" data-ga-action="email" data-ga-label="open"> Email </button><div class="more-actions dropdown-block"><button id="more-actions-trigger" type="button" class="trigger more-actions-trigger" ref="linksrc=show_moreactions_btn" aria-label="Send to" aria-controls="more-actions-dropdown">Send to</button><div id="more-actions-dropdown" class="dropdown dropdown-container" hidden><div class="content"><ul class="more-actions-links"><li><a class="clipboard-panel-trigger dropdown-block-link " href="#" role="button" data-ga-category="save_share" data-ga-action="clipboard" data-ga-label="send"> Clipboard </a></li><li><a role="button" class="dropdown-block-link bibliography-trigger-target" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F30375988%2F%23open-bibliography-panel">My Bibliography</a></li><li><a role="button" class="dropdown-block-link collections-trigger-target" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F30375988%2F%23open-collections-panel">Collections</a></li><li><a role="button" class="citation-manager-panel-trigger dropdown-block-link citation-manager-trigger-target" href="#">Citation manager</a></li></ul></div></div></div> </div> <div class="display-options" data-format-key="format" data-default-format-value="abstract" data-current-format-value="abstract" role="region"> <button class="trigger usa-button" title="Change format" data-ga-category="display_options" data-ga-action="display_options_dialog"> <span class="button-label">Display options</span> </button> <div class="dropdown" hidden> <div class="title"> Display options </div> <div class="content"> <div class="format-container"> <span class="option-label"> Format </span> <select name="format" data-initial-value="abstract" aria-label="Display format" id="article-display-format"> <option value="abstract">Abstract</option> <option value="pubmed">PubMed</option> <option value="pmid">PMID</option> </select> </div> </div> </div> </div> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> </div> </div> </div> <div id="article-panels-container" class="article-panels-container"> <div id="save-action-panel" class="save-action-panel action-panel" aria-hidden="true"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Save citation to file </h2> <form id="save-action-panel-form" class="action-panel-content action-form" action="/results-export-ids/" data-by-search-action="/results-export-search-data/" data-by-ids-action="/results-export-ids/" method="post" data-by-search-method="post" data-by-ids-method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <div class="action-panel-control-wrap"> <label for="save-action-format" class="action-panel-label"> Format: </label> <select id="save-action-format" name="results-format" class="action-panel-selector"> <option value="summary-text">Summary (text)</option> <option value="pubmed-text">PubMed</option> <option value="pmid">PMID</option> <option value="abstract">Abstract (text)</option> <option value="csv">CSV</option> </select> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Saving..." data-ga-category="save_share" data-ga-action="save" data-ga-label="save"> Create file </button> <button class="action-panel-cancel" aria-label="Close 'Save citations to file' panel" ref="linksrc=close_save_panel" aria-controls="save-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="save" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="email-action-panel" class="email-action-panel action-panel" aria-hidden="true" data-recaptcha-script-url="https://www.recaptcha.net/recaptcha/enterprise.js?render=explicit&onload=onloadCaptchaCallback" data-recaptcha-enabled="true"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Email citation </h2> <form id="email-action-panel-form" class="action-panel-content action-form" action="/send-email/" data-by-search-action="/results-export-email-by-search-data/" data-by-ids-action="/send-email/" data-by-search-method="post" data-by-ids-method="post" method="post" > <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <div class="action-panel-control-wrap"> <span class="action-panel-label"> Subject: </span> <span class="email-subject" id="email-subject" aria-label="Email subject">1 selected item: 30375988 - PubMed</span> <input type="hidden" name="email-subject" value="1 selected item: 30375988"/> <input type="hidden" name="email-subject-hash" value="c0585ca4e33b01140d42cecca7f404404e089fcd86a232e81ea1040b93b8fdec"/> </div> <div class="action-panel-control-wrap"> <label for="email-to" class="action-panel-label required-field-asterisk"> To: </label> <input type="email" aria-label="Recipient Email Address" placeholder="email@example.com" id="email-to" class="email-to" pattern="^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$" maxlength="100" required> </div> <div class="action-panel-control-wrap"> <label for="email-from" class="action-panel-label"> From: </label> <input type="email" aria-label="Sender Email Address" placeholder="email@example.com" id="email-from" class="email-from" pattern="^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$" maxlength="256"> </div> <div class="action-panel-control-wrap"> <label for="email-citation-format" class="action-panel-label"> Format: </label> <select id="email-citation-format" name="citation-format" class="action-panel-selector email-citation-format"> <option selected="selected" value="summary">Summary</option> <option value="summary-text">Summary (text)</option> <option value="abstract">Abstract</option> <option value="abstract-text">Abstract (text)</option> </select> </div> <div class="include-supplemental-container"> <input type="checkbox" aria-label="Include MeSH and other data" name="include-supplemental" id="email-include-supplemental" class="email-include-supplemental"> <label for="email-include-supplemental" class="email-include-supplemental-label">MeSH and other data</label> </div> <div class="form-field recaptcha "> <div class="g-recaptcha" id="id-recaptcha" data-sitekey="6LfsWHMdAAAAAClKbtOpjQ2pMjgsGxvv7NdZW9uI"></div> </div> <div id="captcha-error-message" class="usa-input-error-message captcha-validation-message" role="alert"></div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Sending..." data-ga-category="save_share" data-ga-action="email" data-ga-label="send"> Send email </button> <button class="action-panel-cancel" aria-label="Close 'Email citations' panel" ref="linksrc=close_email_panel" aria-controls="email-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="email" data-ga-label="cancel"> Cancel </button> </div> <input type="hidden" name="email-search-details" value="" /> <input type="hidden" name="email-search-details-hash" value="0e42663a6c3bd85498fcb88798998fed7bfdc45d457db35281e41afe13cc0524" /> </form> </div> </div> <div id="collections-action-panel" class="collections-action-panel action-panel in-progress-dots-panel" aria-hidden="true" data-collections-open-panel-enabled="false" data-collections-open-panel-url-hash="#open-collections-panel"> <div class="inner-wrap"> <h3 class="action-panel-heading"> Add to Collections </h3> <form id="collections-action-panel-form" class="collections-action-panel-form action-panel-content action-form action-panel-smaller-selectors" data-existing-collections-url="/list-existing-collections/" data-add-to-existing-collection-url="/add-to-existing-collection/" data-create-and-add-to-new-collection-url="/create-and-add-to-new-collection/" data-get-article-ids-by-search-url="/get-article-ids-by-search/" data-myncbi-max-collection-name-length="100" data-add-to-collection-max-amount="1000" data-collections-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/"> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <div class="choice-group" role="radiogroup"> <ul class="radio-group-items"> <li> <input type="radio" id="collections-action-panel-new" class="collections-new" name="collections" value="new" data-ga-category="save_share" data-ga-action="collections" data-ga-label="collections_radio_new"> <label for="collections-action-panel-new">Create a new collection</label> </li> <li> <input type="radio" id="collections-action-panel-existing" class="collections-existing" name="collections" value="existing" checked="true" data-ga-category="save_share" data-ga-action="collections" data-ga-label="collections_radio_existing"> <label for="collections-action-panel-existing">Add to an existing collection</label> </li> </ul> </div> <div class="controls-wrapper"> <div class="action-panel-control-wrap new-collections-controls"> <label for="collections-action-panel-add-to-new" class="action-panel-label required-field-asterisk"> Name your collection: </label> <input type="text" name="add-to-new-collection" id="collections-action-panel-add-to-new" class="collections-action-add-to-new" pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/" maxlength="100" data-ga-category="save_share" data-ga-action="create_collection" data-ga-label="non_favorties_collection"> <div class="collections-new-name-too-long usa-input-error-message selection-validation-message"> Name must be less than 100 characters </div> </div> <div class="action-panel-control-wrap existing-collections-controls"> <label for="collections-action-panel-add-to-existing" class="action-panel-label"> Choose a collection: </label> <select id="collections-action-panel-add-to-existing" class="action-panel-selector collections-action-add-to-existing" data-ga-category="save_share" data-ga-action="select_collection" data-ga-label="($('#collections-action-add-to-existing').val() === 'Favorites') ? 'Favorites' : 'non_favorites_collection'"> </select> <div class="collections-retry-load-on-error usa-input-error-message selection-validation-message"> Unable to load your collection due to an error<br> <a href="#">Please try again</a> </div> </div> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Adding..." data-pinger-ignore data-ga-category="save_share" data-ga-action="collections" data-ga-label="add"> Add </button> <button class="action-panel-cancel" aria-label="Close 'Add to Collections' panel" ref="linksrc=close_collections_panel" aria-controls="collections-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="collections" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="bibliography-action-panel" class="bibliography-action-panel action-panel in-progress-dots-panel" aria-hidden="true" data-bibliography-open-panel-enabled="false" data-bibliography-open-panel-url-hash="#open-bibliography-panel"> <div class="inner-wrap"> <h3 class="action-panel-heading"> Add to My Bibliography </h3> <form id="bibliography-action-panel-form" class="bibliography-action-panel-form action-panel-content action-form action-panel-smaller-selectors" data-add-to-bibliography-max-amount="100" data-add-to-bibliography-batch-size="10" data-bibliography-delegates-url="/list-bibliography-delegates/" data-add-to-bibliography-url="/add-to-bibliography/" data-get-article-ids-by-search-url="/get-article-ids-by-search/" data-mybib-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/mybibliography/"> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <div class="action-panel-control-wrap bibliographies-controls"> <div class="choice-group"> <ul class="bibliographies-action-add radio-group-items"> <li> <input name="bibliography" id="my-bibliography" class="my-bibliography" type="radio" checked/> <label for="my-bibliography">My Bibliography</label> </li> </ul> </div> </div> <div class="bibliographies-retry-load-on-error usa-input-error-message selection-validation-message"> Unable to load your delegates due to an error<br> <a href="#">Please try again</a> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Adding..." data-pinger-ignore> Add </button> <button class="action-panel-cancel" aria-label="Close 'Add to bibliography' panel" ref="linksrc=close_bibliography_panel" aria-controls="bibliography-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="mybib" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="saved-search-action-panel" class="saved-search-action-panel action-panel " aria-hidden="true" data-saved-search-open-panel-enabled="false" data-saved-search-open-panel-url-hash="#open-saved-search-panel"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Your saved search </h2> <form id="saved-search-action-panel-form" class="saved-search-action-panel-form action-panel-content action-form" data-create-saved-search-url="/create-saved-search/" data-try-search-terms-url="/try-search-term/" data-saved-search-root-url="https://www.ncbi.nlm.nih.gov/myncbi/searches/"> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <div class="action-panel-control-wrap"> <label for="saved-search-name" class="action-panel-label saved-search-name-label required-field-asterisk"> Name of saved search: </label> <input maxlength="200" type="text" name="saved-search-name" id="saved-search-name" class="saved-search-name" value="" required pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/"> </div> <div class="action-panel-control-wrap"> <label for="saved-search-term" class="action-panel-label required-field-asterisk"> Search terms: </label> <textarea name="saved-search-term" id="saved-search-term" class="saved-search-term" required></textarea> </div> <div class="test-search-term-wrap"> <a href="#" class="try-search-term">Test search terms</a> </div> <div class="choice-group action-panel-extra-margin-top"> <span class="action-panel-label" id="fieldset-label"> Would you like email updates of new search results? </span> <fieldset id="saved-search-alert" aria-describedby="fieldset-label"> <legend class="usa-sr-only">Saved Search Alert Radio Buttons</legend> <ul class="radio-group-items"> <li> <input type="radio" id="saved-search-alert-yes" class="saved-search-alert-yes" name="saved-search-alert" value="yes" checked> <label for="saved-search-alert-yes" class="action-panel-label">Yes</label> </li> <li> <input aria-label="No radio input" type="radio" id="saved-search-alert-no" class="saved-search-alert-no" name="saved-search-alert" value="no"> <label for="saved-search-alert-no" class="action-panel-label">No</label> </li> </ul> </fieldset> </div> <div class="alert-schedule-wrap"> <div class="action-panel-control-wrap"> <label class="action-panel-label"> Email: </label> <span aria-label="Email address" id="saved-search-email" class="action-panel-label"><span class="action-panel-label-bold"></span> (<a class="myncbi-account-settings" href="https://www.ncbi.nlm.nih.gov/account/settings/">change</a>)</span> </div> <div class="action-panel-control-wrap action-panel-extra-margin-top"> <label for="saved-search-frequency" class="action-panel-label"> Frequency: </label> <select id="saved-search-frequency" class="no-border-panel-selector saved-search-frequency"> <option value="monthly">Monthly</option> <option value="weekly">Weekly</option> <option value="daily">Daily</option> </select> </div> <div class="action-panel-control-wrap saved-search-monthly-additional"> <label for="saved-search-monthly-on-day" class="action-panel-label"> Which day? </label> <select id="saved-search-monthly-on-day" class="no-border-panel-selector"> <option value="Sunday">The first Sunday</option> <option value="Monday">The first Monday</option> <option value="Tuesday">The first Tuesday</option> <option value="Wednesday">The first Wednesday</option> <option value="Thursday">The first Thursday</option> <option value="Friday">The first Friday</option> <option value="Saturday">The first Saturday</option> <option value="day">The first day</option> <option value="weekday">The first weekday</option> </select> </div> <div class="action-panel-control-wrap saved-search-weekly-additional"> <label for="saved-search-weekly-on-day" class="action-panel-label"> Which day? </label> <select id="saved-search-weekly-on-day" class="no-border-panel-selector saved-search-weekly-on-day"> <option value="Sunday">Sunday</option> <option value="Monday">Monday</option> <option value="Tuesday">Tuesday</option> <option value="Wednesday">Wednesday</option> <option value="Thursday">Thursday</option> <option value="Friday">Friday</option> <option value="Saturday">Saturday</option> </select> </div> <div class="action-panel-control-wrap"> <label for="saved-search-report" class="action-panel-label"> Report format: </label> <select id="saved-search-report" class="no-border-panel-selector saved-search-report"> <option value="DocSum">Summary</option> <option value="DocSumText">Summary (text)</option> <option value="Abstract">Abstract</option> <option value="AbstractText">Abstract (text)</option> <option value="MEDLINE">PubMed</option> </select> </div> <div class="action-panel-control-wrap"> <label for="saved-search-amount" class="action-panel-label"> Send at most: </label> <select id="saved-search-amount" class="no-border-panel-selector saved-search-amount"> <option value="1">1 item</option> <option value="5" selected>5 items</option> <option value="10">10 items</option> <option value="20">20 items</option> <option value="50">50 items</option> <option value="100">100 items</option> <option value="200">200 items</option> </select> </div> <div> <input type="checkbox" id="saved-search-send-if-no-result" class="saved-search-send-if-no-result" name="saved-search-send-if-no-result"> <label for="saved-search-send-if-no-result" class="action-panel-label smaller-checkbox"> Send even when there aren't any new results </label> </div> <div class="action-panel-control-wrap option-text-in-email-wrap"> <label for="saved-search-email-text" class="action-panel-label"> Optional text in email: </label> <textarea name="saved-search-email-text" id="saved-search-email-text" class="saved-search-email-text"></textarea> </div> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Saving..." data-ga-category="save_share" data-ga-action="alert" data-ga-label="save"> Save </button> <button class="action-panel-cancel" aria-label="Close 'Your saved search' panel" ref="linksrc=close_saved_search_panel" aria-controls="saved-search-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="alert" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="citation-manager-action-panel" class="citation-manager-action-panel action-panel" aria-hidden="true"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Create a file for external citation management software </h2> <form id="citation-manager-action-panel-form" class="action-panel-content action-form" action="/results-export-ids/" data-by-search-action="/results-export-search-data/" data-by-ids-action="/results-export-ids/" method="post" data-by-search-method="post" data-by-ids-method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <input name="results-format" type="hidden" value="pubmed"/> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Sending..." data-ga-category="save_share" data-ga-action="citation_manager" data-ga-label="save"> Create file </button> <button class="action-panel-cancel" aria-label="Close 'Send citations to citation manager' panel" ref="linksrc=close_citation_manager_panel" aria-controls="citation-manager-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="citation_manager" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="rss-action-panel" class="rss-action-panel action-panel " aria-hidden="true"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Your RSS Feed </h2> <form id="rss-action-panel-form" class="rss-action-panel-form action-panel-content action-form" data-create-rss-feed-url="/create-rss-feed-url/" data-search-form-term-value=""> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <div class="action-panel-control-wrap"> <label for="rss-name" class="action-panel-label required-field-asterisk"> Name of RSS Feed: </label> <input maxlength="200" placeholder="Name" type="text" name="rss-name" id="rss-name" class="rss-name" value='' required pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/"> </div> <div class="rss-limit-wrap"> <div class="action-panel-control-wrap action-panel-extra-margin-top"> <label for="rss-limit" class="action-panel-label"> Number of items displayed: </label> <select id="rss-limit" class="no-border-panel-selector rss-limit"> <option value="5">5</option> <option value="10">10</option> <option value="15" selected="selected">15</option> <option value="20">20</option> <option value="50">50</option> <option value="100">100</option> </select> </div> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Creating..." data-ga-category="save_share" data-ga-action="alert" data-ga-label="save"> Create RSS </button> <button class="action-panel-cancel" aria-label="Close 'Your RSS' panel" ref="linksrc=close_rss_panel" aria-controls="rss-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="alert" data-ga-label="cancel"> Cancel </button> </div> <div class="action-panel-control-wrap rss-link-copy-wrap"> <label for="rss-link" class="usa-sr-only">RSS Link</label> <input placeholder="Your RSS Feed Link" type="text" name="rss-link" id="rss-link" class="rss-link" title="RSS Link"> <button type="button" disabled class="rss-link-copy-button disabled" data-ga-category="save_share" data-ga-action="rss" data-ga-label="copy"> Copy </button> </div> </form> </div> </div> </div> </div> <div class="article-page" id="article-page" data-article-pmid="30375988"> <aside class="page-sidebar"> <div class="inner-wrap"> <div class="full-text-links"> <div class="full-view"> <h3 class="title"> Full text links </h3> <div class="full-text-links-list"> <a class="link-item dialog-focus" href="https://doi.org/10.1038/sdata.2018.214" target="_blank" rel="noopener" ref="linksrc=fulltextorjournal_fulltext&is_pmc=False&PrId=3094&itool=Abstract-def&log$=linkouticon&uid=30375988&db=pubmed&nlmid=101640192" title="See full text options at Nature Publishing Group" data-ga-category="full_text" data-ga-action="Nature Publishing Group" data-ga-label="30375988" ><img src="https://cdn.ncbi.nlm.nih.gov/corehtml/query/egifs/https:--www.nature.com-static-images-logos-nature-portfolio-120.png" alt="Nature Publishing Group full text link"><span class="text"> Nature Publishing Group </span></a><a class="link-item pmc " href="https://pmc.ncbi.nlm.nih.gov/articles/pmid/30375988/" target="_blank" rel="noopener" ref="linksrc=fulltextorjournal_fulltext&is_pmc=True&PrId=3494&itool=Abstract-def&log$=linkouticon&uid=30375988&db=pubmed&nlmid=101640192" title="Free full text at PubMed Central" data-ga-category="full_text" data-ga-action="PMC" data-ga-label="30375988" ><span class="text"> Free PMC article </span></a> </div> </div> <div class="short-view"> <a href="#" class="full-text-links-button full-text-links-dialog-trigger"> Full text links </a> </div> </div> <div class="actions-buttons sidebar"><h3 class="title">Actions</h3><div class="inner-wrap"><button class="citation-button citation-dialog-trigger" aria-label="Open dialog with citation text in different styles" data-ga-category="save_share" data-ga-action="cite" data-ga-label="open" data-all-citations-url="/30375988/citations/" data-citation-style="nlm" data-pubmed-format-link="/30375988/export/"><span class="button-label">Cite</span></button><link type="text/css" href="ncbi-overlay-block/src/overlay-block.css"><div class="collections-button-container" data-article-id="30375988" data-article-db="pubmed"><button class="collections-button collections-dialog-trigger" aria-label="Save article in MyNCBI collections." data-ga-category="collections_button" data-ga-action="click" data-ga-label="collections_button" data-collections-open-dialog-enabled="false" data-collections-open-dialog-url="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F30375988%2F%23open-collections-dialog" data-in-collections="false"><span class="button-label">Collections</span></button><div class="overlay" role="dialog"><div id="collections-action-dialog" class="dialog collections-dialog" aria-hidden="true"><div class="title">Add to Collections</div><div class="collections-action-panel action-panel"><form id="collections-action-dialog-form" class="collections-action-panel-form action-panel-content action-form action-panel-smaller-selectors" data-existing-collections-url="/list-existing-collections/" data-add-to-existing-collection-url="/add-to-existing-collection/" data-create-and-add-to-new-collection-url="/create-and-add-to-new-collection/" data-myncbi-max-collection-name-length="100" data-collections-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/"><input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"><div class="choice-group" role="radiogroup"><ul class="radio-group-items"><li><input type="radio" id="collections-action-dialog-new" class="collections-new" name="collections" value="new" data-ga-category="collections_button" data-ga-action="click" data-ga-label="collections_radio_new"><label for="collections-action-dialog-new">Create a new collection</label></li><li><input type="radio" id="collections-action-dialog-existing" class="collections-existing" name="collections" value="existing" checked="true" data-ga-category="collections_button" data-ga-action="click" data-ga-label="collections_radio_existing"><label for="collections-action-dialog-existing">Add to an existing collection</label></li></ul></div><div class="controls-wrapper"><div class="action-panel-control-wrap new-collections-controls"><label for="collections-action-dialog-add-to-new" class="action-panel-label required-field-asterisk"> Name your collection: </label><input type="text" name="add-to-new-collection" id="collections-action-dialog-add-to-new" class="collections-action-add-to-new" pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/" maxlength="100" data-ga-category="collections_button" data-ga-action="create_collection" data-ga-label="non_favorties_collection"><div class="collections-new-name-too-long usa-input-error-message selection-validation-message"> Name must be less than 100 characters </div></div><div class="action-panel-control-wrap existing-collections-controls"><label for="collections-action-dialog-add-to-existing" class="action-panel-label"> Choose a collection: </label><select id="collections-action-dialog-add-to-existing" class="action-panel-selector collections-action-add-to-existing" data-ga-category="collections_button" data-ga-action="select_collection" data-ga-label="($('.collections-action-add-to-existing').val() === 'Favorites') ? 'Favorites' : 'non_favorites_collection'"></select><div class="collections-retry-load-on-error usa-input-error-message selection-validation-message"> Unable to load your collection due to an error<br><a href="#">Please try again</a></div></div></div><div class="action-panel-actions"><button class="action-panel-submit" type="submit" data-loading-label="Adding..." data-pinger-ignore data-ga-category="collections_button" data-ga-action="click" data-ga-label="add"> Add </button><button class="action-panel-cancel" aria-label="Close 'Add to Collections' panel" ref="linksrc=close_collections_panel" aria-controls="collections-action-panel" aria-expanded="false" data-ga-category="collections_button" data-ga-action="click" data-ga-label="cancel"> Cancel </button></div></form></div></div></div></div><button class="more-actions-button more-actions-dialog-trigger" title="Open dialog with more actions to take" ref="linksrc=more_actions_btn"></button><div class="display-options" data-format-key="format" data-default-format-value="abstract" data-current-format-value="abstract" role="region"><button class="trigger usa-button" title="Change format" data-ga-category="display_options" data-ga-action="display_options_dialog"><span class="button-label">Display options</span></button><div class="dropdown" hidden><div class="title"> Display options </div><div class="content"><div class="format-container"><span class="option-label"> Format </span><select name="format" data-initial-value="abstract" aria-label="Display format" id="sidebar-actions-display-format"><option value="abstract">Abstract</option><option value="pubmed">PubMed</option><option value="pmid">PMID</option></select></div></div></div></div></div></div> <div class="social-sharing"> <h3 class="title"> Share </h3> <ul class="social-sharing-links usa-unstyled-list"> <li> <a href="http://twitter.com/intent/tweet?text=Present%20and%20future%20K%C3%B6ppen-Geiger%20climate%20classification%20maps%20at%201-km%20resolution%20https%3A//pubmed.ncbi.nlm.nih.gov/30375988/" class="share-link share-link-twitter" rel="noreferrer noopener" target="Pubmed-Social-Media-Share-Popup" title="Share article on Twitter" data-ga-category="save_share" data-ga-action="social" data-ga-label="twitter"></a> </li> <li> <a href="http://www.facebook.com/sharer/sharer.php?u=https%3A//pubmed.ncbi.nlm.nih.gov/30375988/" class="share-link share-link-facebook" rel="noreferrer noopener" target="Pubmed-Social-Media-Share-Popup" title="Share article on Facebook" data-ga-category="save_share" data-ga-action="social" data-ga-label="fb"></a> </li> <li> <div class="share-permalink"> <button class="trigger" title="Show article permalink" ref="linksrc=show_permalink_btn"> </button> <div class="dropdown" hidden> <div class="title"> Permalink </div> <div class="content"> <input type="text" class="permalink-text" value="https://pubmed.ncbi.nlm.nih.gov/30375988/" aria-label="Article permalink"/><button class="permalink-copy-button usa-button-primary" title="Copy article permalink" data-ga-category="save_share" data-ga-action="link" data-ga-label="copy_link"><span class="button-title">Copy</span></button> </div> </div> </div> </li> </ul> </div> <nav class="page-navigator" role="navigation" aria-label="Page navigation"> <div class="full-view"> <h3 class="title"> Page navigation </h3> <ul class="items-list"> <li class="heading "> <a href="#heading" aria-label="navigate to Title & authors section" data-ga-category="page_nav" data-ga-action="heading"> Title & authors </a> </li> <li class="linked-correction-forward current"> <a href="#linked-correction-forward" aria-label="navigate to Erratum in section" data-ga-category="page_nav" data-ga-action="linked-correction-forward"> Erratum in </a> </li> <li class="abstract "> <a href="#abstract" aria-label="navigate to Abstract section" data-ga-category="page_nav" data-ga-action="abstract"> Abstract </a> </li> <li class="conflict-of-interest "> <a href="#conflict-of-interest" aria-label="navigate to Conflict of interest statement section" data-ga-category="page_nav" data-ga-action="conflict-of-interest"> Conflict of interest statement </a> </li> <li class="figures "> <a href="#figures" aria-label="navigate to Figures section" data-ga-category="page_nav" data-ga-action="figures"> Figures </a> </li> <li class="similar "> <a href="#similar" aria-label="navigate to Similar articles section" data-ga-category="page_nav" data-ga-action="similar"> Similar articles </a> </li> <li class="citedby "> <a href="#citedby" aria-label="navigate to Cited by section" data-ga-category="page_nav" data-ga-action="citedby"> Cited by </a> </li> <li class="references "> <a href="#references" aria-label="navigate to References section" data-ga-category="page_nav" data-ga-action="references"> References </a> </li> <li class="publication-types "> <a href="#publication-types" aria-label="navigate to Publication types section" data-ga-category="page_nav" data-ga-action="publication-types"> Publication types </a> </li> <li class="supplemental-data "> <a href="#supplemental-data" aria-label="navigate to Associated data section" data-ga-category="page_nav" data-ga-action="supplemental-data"> Associated data </a> </li> <li class="related-links "> <a href="#related-links" aria-label="navigate to Related information section" data-ga-category="page_nav" data-ga-action="related-links"> Related information </a> </li> <li class="linkout "> <a href="#linkout" aria-label="navigate to LinkOut - more resources section" data-ga-category="page_nav" data-ga-action="linkout"> LinkOut - more resources </a> </li> </ul> </div> <select class="short-view" autocomplete="off" title="navigate to selected section" aria-label="Navigate to page section"> <option value="heading">Title & authors</option> <option value="linked-correction-forward">Erratum in</option> <option value="abstract">Abstract</option> <option value="conflict-of-interest">Conflict of interest statement</option> <option value="figures">Figures</option> <option value="similar">Similar articles</option> <option value="citedby">Cited by</option> <option value="references">References</option> <option value="publication-types">Publication types</option> <option value="supplemental-data">Associated data</option> <option value="related-links">Related information</option> <option value="linkout">LinkOut - more resources</option> </select> </nav> </div> </aside> <main class="article-details" id="article-details">   <header class="heading" id="heading"> <div class="full-view" id="full-view-heading"> <div class="article-citation"> <div class="article-source"> <div class="journal-actions dropdown-block"><button id="full-view-journal-trigger" class="journal-actions-trigger trigger" ref="linksrc=journal_actions_btn" title="Scientific data" tabindex="0" aria-controls="full-view-journal" aria-expanded="false" aria-label="Toggle dropdown menu for journal Scientific data" data-pinger-ignore> Sci Data </button><div id="full-view-journal" class="journal-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for journal Scientific data"><div class="title">Actions</div><div class="content"><ul class="journal-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Sci+Data%22%5Bjour%5D&sort=date&sort_order=desc" data-href="/?term=%22Sci+Data%22%5Bjour%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_journal_name_link&journal_abbrev=Sci Data" data-ga-category="search" data-ga-action="journal_link" data-ga-label="Sci Data"> Search in PubMed </a></li><li><a class="search-in-nlm-catalog-link dropdown-block-link" ref ="linksrc=search_in_nlm_catalog_link" href="https://www.ncbi.nlm.nih.gov/nlmcatalog?term=%22Sci+Data%22%5BTitle+Abbreviation%5D" data-ga-category="search_catalog" data-ga-action="journal_link" data-ga-label="Sci Data"> Search in NLM Catalog </a></li><li><a class="add-to-search-link dropdown-block-link" ref ="linksrc=add_to_search_link" role="button" data-search-term='"Sci Data"[jour]' data-ga-category="search" data-ga-action="add_to_search" data-ga-label='"Sci Data"[jour]' href="#"> Add to Search </a></li></ul></div></div></div><span class="period">. </span><span class="cit">2018 Oct 30:5:180214.</span> </div> <span class="citation-doi"> doi: 10.1038/sdata.2018.214. </span> </div> <h1 class="heading-title"> Present and future Köppen-Geiger climate classification maps at 1-km resolution </h1> <div class="inline-authors"> <div class="authors"> <div class="authors-list"> <span class="authors-list-item "><a class="full-name" href="/?term=Beck+HE&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Hylke E Beck">Hylke E Beck</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA." href="#full-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Zimmermann+NE&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Niklaus E Zimmermann">Niklaus E Zimmermann</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Swiss Federal Research Institute WSL, CH-8903 Birmensdorf, Switzerland." href="#full-view-affiliation-2" ref="linksrc=author_aff"> 2 </a><span class="author-sup-separator"> </span><a class="affiliation-link" title="Department of Environmental Systems Science, Swiss Federal Institute of Technology ETH, Zürich, Switzerland." href="#full-view-affiliation-3" ref="linksrc=author_aff"> 3 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=McVicar+TR&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Tim R McVicar">Tim R McVicar</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="CSIRO Land and Water, Canberra, ACT, Australia." href="#full-view-affiliation-4" ref="linksrc=author_aff"> 4 </a><span class="author-sup-separator"> </span><a class="affiliation-link" title="Australian Research Council Centre of Excellence for Climate System Science, Sydney, Australia." href="#full-view-affiliation-5" ref="linksrc=author_aff"> 5 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Vergopolan+N&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Noemi Vergopolan">Noemi Vergopolan</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA." href="#full-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Berg+A&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Alexis Berg">Alexis Berg</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA." href="#full-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Wood+EF&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Eric F Wood">Eric F Wood</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA." href="#full-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup></span> </div> </div> </div> <div class="short-article-details"> Affiliations <button class="more-details" id="toggle-authors" data-alt-text="Collapse" aria-controls="expanded-authors" aria-expanded="false" data-pinger-ignore data-fetch-url="/30375988/long-authors/" data-id-prefix=""> <span class="title"> Expand </span> </button> </div> <div class="extended-article-details" id="expanded-authors" aria-hidden="true"> <div class="expanded-authors" id="full-view-expanded-authors"> <div class="affiliations"> <h3 class="title"> Affiliations </h3> <ul class="item-list"> <li data-affiliation-id="full-view-affiliation-1" id="full-view-affiliation-1" ><sup class="key">1</sup> Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA.</li> <li data-affiliation-id="full-view-affiliation-2" id="full-view-affiliation-2" ><sup class="key">2</sup> Swiss Federal Research Institute WSL, CH-8903 Birmensdorf, Switzerland.</li> <li data-affiliation-id="full-view-affiliation-3" id="full-view-affiliation-3" ><sup class="key">3</sup> Department of Environmental Systems Science, Swiss Federal Institute of Technology ETH, Zürich, Switzerland.</li> <li data-affiliation-id="full-view-affiliation-4" id="full-view-affiliation-4" ><sup class="key">4</sup> CSIRO Land and Water, Canberra, ACT, Australia.</li> <li data-affiliation-id="full-view-affiliation-5" id="full-view-affiliation-5" ><sup class="key">5</sup> Australian Research Council Centre of Excellence for Climate System Science, Sydney, Australia.</li> </ul> </div> </div> </div> <ul class="identifiers" id="full-view-identifiers"> <li> <span class="identifier pubmed"> <span class="id-label"> PMID: </span> <strong class="current-id" title="PubMed ID">30375988</strong> </span> </li> <li> <span class="identifier pmc"> <span class="id-label"> PMCID: </span> <a class="id-link" target="_blank" rel="noopener" ref="linksrc=article_id_link&article_id=PMC6207062&id_type=PMC" href="https://pmc.ncbi.nlm.nih.gov/articles/PMC6207062/" data-ga-category="full_text" data-ga-action="PMCID" > PMC6207062 </a> </span> </li> <li> <span class="identifier doi"> <span class="id-label"> DOI: </span> <a class="id-link" target="_blank" rel="noopener" ref="linksrc=article_id_link&article_id=10.1038/sdata.2018.214&id_type=DOI" href="https://doi.org/10.1038/sdata.2018.214" data-ga-category="full_text" data-ga-action="DOI" > 10.1038/sdata.2018.214 </a> </span> </li> </ul> <div class="in-clipboard-label " hidden> Item in Clipboard </div> </div> <div class="short-view" id="short-view-heading"> <h1 class="heading-title"> Present and future Köppen-Geiger climate classification maps at 1-km resolution </h1> <div class="short-citation"> <span class="authors-list"> <span class="authors-list-item "><span class="full-name">Hylke E Beck</span><span class="citation-separator"> et al.</span></span> </span> <span class="citation-journal"> Sci Data<span class="citation-separator">.</span> </span> <span class="date"> <time class="citation-year" datetime="2018">2018</time><span class="citation-separator">.</span> </span> </div> <div class="more-article-details-section with-display-settings"> <button class="more-article-details" id="toggle-article-details" data-alt-text="Hide details" ref="linksrc=toggle_article_details" aria-controls="full-article-details" aria-expanded="false" data-fetch-url="/30375988/long-authors/" data-id-prefix=""> <span class="title">Show details</span> </button> <div class="display-options" data-format-key="format" data-default-format-value="abstract" data-current-format-value="abstract" role="region"> <button class="trigger usa-button" title="Change format" data-ga-category="display_options" data-ga-action="display_options_dialog"> <span class="button-label">Display options</span> </button> <div class="dropdown" hidden> <div class="title"> Display options </div> <div class="content"> <div class="format-container"> <span class="option-label"> Format </span> <select name="format" data-initial-value="abstract" aria-label="Display format" id="mobile-display-format"> <option value="abstract">Abstract</option> <option value="pubmed">PubMed</option> <option value="pmid">PMID</option> </select> </div> </div> </div> </div> </div> <div class="extended-article-details" id="full-article-details" aria-hidden="true"> <div class="article-citation"> <div class="article-source"> <div class="journal-actions dropdown-block"><button id="short-view-journal-trigger" class="journal-actions-trigger trigger" ref="linksrc=journal_actions_btn" title="Scientific data" tabindex="0" aria-controls="short-view-journal" aria-expanded="false" aria-label="Toggle dropdown menu for journal Scientific data" data-pinger-ignore> Sci Data </button><div id="short-view-journal" class="journal-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for journal Scientific data"><div class="title">Actions</div><div class="content"><ul class="journal-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Sci+Data%22%5Bjour%5D&sort=date&sort_order=desc" data-href="/?term=%22Sci+Data%22%5Bjour%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_journal_name_link&journal_abbrev=Sci Data" data-ga-category="search" data-ga-action="journal_link" data-ga-label="Sci Data"> Search in PubMed </a></li><li><a class="search-in-nlm-catalog-link dropdown-block-link" ref ="linksrc=search_in_nlm_catalog_link" href="https://www.ncbi.nlm.nih.gov/nlmcatalog?term=%22Sci+Data%22%5BTitle+Abbreviation%5D" data-ga-category="search_catalog" data-ga-action="journal_link" data-ga-label="Sci Data"> Search in NLM Catalog </a></li><li><a class="add-to-search-link dropdown-block-link" ref ="linksrc=add_to_search_link" role="button" data-search-term='"Sci Data"[jour]' data-ga-category="search" data-ga-action="add_to_search" data-ga-label='"Sci Data"[jour]' href="#"> Add to Search </a></li></ul></div></div></div><span class="period">. </span><span class="cit">2018 Oct 30:5:180214.</span> </div> <span class="citation-doi"> doi: 10.1038/sdata.2018.214. </span> </div> <div class="expanded-authors" id="short-view-expanded-authors"> <div class="authors"> <h3 class="title"> Authors </h3> <div class="authors-list"> <span class="authors-list-item "><a class="full-name" href="/?term=Beck+HE&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Hylke E Beck">Hylke E Beck</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA." href="#short-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Zimmermann+NE&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Niklaus E Zimmermann">Niklaus E Zimmermann</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Swiss Federal Research Institute WSL, CH-8903 Birmensdorf, Switzerland." href="#short-view-affiliation-2" ref="linksrc=author_aff"> 2 </a><span class="author-sup-separator"> </span><a class="affiliation-link" title="Department of Environmental Systems Science, Swiss Federal Institute of Technology ETH, Zürich, Switzerland." href="#short-view-affiliation-3" ref="linksrc=author_aff"> 3 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=McVicar+TR&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Tim R McVicar">Tim R McVicar</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="CSIRO Land and Water, Canberra, ACT, Australia." href="#short-view-affiliation-4" ref="linksrc=author_aff"> 4 </a><span class="author-sup-separator"> </span><a class="affiliation-link" title="Australian Research Council Centre of Excellence for Climate System Science, Sydney, Australia." href="#short-view-affiliation-5" ref="linksrc=author_aff"> 5 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Vergopolan+N&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Noemi Vergopolan">Noemi Vergopolan</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA." href="#short-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Berg+A&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Alexis Berg">Alexis Berg</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA." href="#short-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Wood+EF&cauthor_id=30375988" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Eric F Wood">Eric F Wood</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA." href="#short-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup></span> </div> </div> <div class="affiliations"> <h3 class="title"> Affiliations </h3> <ul class="item-list"> <li data-affiliation-id="short-view-affiliation-1" id="short-view-affiliation-1" ><sup class="key">1</sup> Princeton University, Department of Civil and Environmental Engineering, Princeton, NJ, USA.</li> <li data-affiliation-id="short-view-affiliation-2" id="short-view-affiliation-2" ><sup class="key">2</sup> Swiss Federal Research Institute WSL, CH-8903 Birmensdorf, Switzerland.</li> <li data-affiliation-id="short-view-affiliation-3" id="short-view-affiliation-3" ><sup class="key">3</sup> Department of Environmental Systems Science, Swiss Federal Institute of Technology ETH, Zürich, Switzerland.</li> <li data-affiliation-id="short-view-affiliation-4" id="short-view-affiliation-4" ><sup class="key">4</sup> CSIRO Land and Water, Canberra, ACT, Australia.</li> <li data-affiliation-id="short-view-affiliation-5" id="short-view-affiliation-5" ><sup class="key">5</sup> Australian Research Council Centre of Excellence for Climate System Science, Sydney, Australia.</li> </ul> </div> </div> <ul class="identifiers" id="short-view-identifiers"> <li> <span class="identifier pubmed"> <span class="id-label"> PMID: </span> <strong class="current-id" title="PubMed ID">30375988</strong> </span> </li> <li> <span class="identifier pmc"> <span class="id-label"> PMCID: </span> <a class="id-link" target="_blank" rel="noopener" ref="linksrc=article_id_link&article_id=PMC6207062&id_type=PMC" href="https://pmc.ncbi.nlm.nih.gov/articles/PMC6207062/" data-ga-category="full_text" data-ga-action="PMCID" > PMC6207062 </a> </span> </li> <li> <span class="identifier doi"> <span class="id-label"> DOI: </span> <a class="id-link" target="_blank" rel="noopener" ref="linksrc=article_id_link&article_id=10.1038/sdata.2018.214&id_type=DOI" href="https://doi.org/10.1038/sdata.2018.214" data-ga-category="full_text" data-ga-action="DOI" > 10.1038/sdata.2018.214 </a> </span> </li> </ul> <div class="in-clipboard-label " hidden> Item in Clipboard </div> </div> </div> </header> <div class="actions-buttons inline"><div class="inner-wrap"><button class="full-text-links-button full-text-links-dialog-trigger" title="Open dialog with full text links" ref="linksrc=full_text_links"> Full text links </button><button class="citation-button citation-dialog-trigger" aria-label="Open dialog with citation text in different styles" data-ga-category="save_share" data-ga-action="cite" data-ga-label="open" data-all-citations-url="/30375988/citations/" data-citation-style="nlm" data-pubmed-format-link="/30375988/export/"><span class="button-label">Cite</span></button><button class="more-actions-button more-actions-dialog-trigger" title="Open dialog with more actions to take" ref="linksrc=more_actions_btn"></button><div class="display-options" data-format-key="format" data-default-format-value="abstract" data-current-format-value="abstract" role="region"><button class="trigger usa-button" title="Change format" data-ga-category="display_options" data-ga-action="display_options_dialog"><span class="button-label">Display options</span></button><div class="dropdown" hidden><div class="title"> Display options </div><div class="content"><div class="format-container"><span class="option-label"> Format </span><select name="format" data-initial-value="abstract" aria-label="Display format" id="inline-actions-display-format"><option value="abstract">Abstract</option><option value="pubmed">PubMed</option><option value="pmid">PMID</option></select></div></div></div></div></div></div> <div class="linked-articles" id="linked-correction-forward"> <h2 class="title"> Erratum in </h2> <ul class="item-list usa-unstyled-list"> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/32807783/" ref="article_id=32807783&linksrc=comments_link" data-ga-category="comment_correction" data-ga-action="abstract_page_link" data-ga-label="linked-correction-forward"> Publisher Correction: Present and future Köppen-Geiger climate classification maps at 1-km resolution. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Beck HE, Zimmermann NE, McVicar TR, Vergopolan N, Berg A, Wood EF.</span> <span class="docsum-authors short-authors">Beck HE, et al.</span> <span class="docsum-journal-citation full-journal-citation">Sci Data. 2020 Aug 17;7(1):274. doi: 10.1038/s41597-020-00616-w.</span> <span class="docsum-journal-citation short-journal-citation">Sci Data. 2020.</span> <span class="citation-part">PMID: <span class="docsum-pmid">32807783</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> </ul> </div> <div class="abstract" id="abstract"> <h2 class="title"> Abstract </h2> <div class="abstract-content selected" id="eng-abstract"> <p> We present new global maps of the Köppen-Geiger climate classification at an unprecedented 1-km resolution for the present-day (1980-2016) and for projected future conditions (2071-2100) under climate change. The present-day map is derived from an ensemble of four high-resolution, topographically-corrected climatic maps. The future map is derived from an ensemble of 32 climate model projections (scenario RCP8.5), by superimposing the projected climate change anomaly on the baseline high-resolution climatic maps. For both time periods we calculate confidence levels from the ensemble spread, providing valuable indications of the reliability of the classifications. The new maps exhibit a higher classification accuracy and substantially more detail than previous maps, particularly in regions with sharp spatial or elevation gradients. We anticipate the new maps will be useful for numerous applications, including species and vegetation distribution modeling. The new maps including the associated confidence maps are freely available via www.gloh2o.org/koppen. </p> </div> </div> <p class="disclaimer" id="disclaimer"> <a href="/disclaimer/" target="_blank" data-ga-category="literature_resources" data-ga-action="disclaimer_link" data-ga-label="under_abstract">PubMed Disclaimer</a> </p> <div class="conflict-of-interest" id="conflict-of-interest"> <h2 class="title"> Conflict of interest statement </h2> <div class="statement"> <p xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:p1="http://pubmed.gov/pub-one">The authors declare no competing interests.</p> </div> </div> <div class="figures" id="figures"> <h2 class="title"> Figures </h2> <div class="figures-list" id="slides-container" itemscope itemtype="http://schema.org/ImageGallery"> <figure class="figure-item " itemscope itemtype="http://schema.org/ImageObject" itemprop="associatedMedia" data-slide-index="0" data-label-slug="figure-1"> <a class="figure-link" href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/b06b14c48b75/sdata2018214-f1.jpg" itemprop="contentUrl" aria-describedby="figure-caption-0" role="button" data-image-width="700" data-image-height="829" data-image-alt="Figure 1" data-pmc-id="PMC6207062" data-figure-id="f1"> <img class="figure-thumb" itemprop="thumbnail" id="article-image-0" src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/8fc31143485e/sdata2018214-f1.gif" alt="Figure 1" /> </a> <meta itemprop="width" itemtype="http://schema.org/ImageObject" content="700"> <meta itemprop="height" itemtype="http://schema.org/ImageObject" content="829"> <div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true"> <div class="caption-wrap"> <strong class="figure-label"> <p> Figure 1. New and improved Köppen-Geiger classifications. </p> </strong> </div> </div> <div class="figure-caption-medium figure-caption-text" aria-hidden="true"> <strong class="figure-label"> <p> Figure 1. New and improved Köppen-Geiger classifications. </p> </strong> <div class="figure-caption-contents"><p> Part ( <b> a </b> ) shows the present-day map… </p></div> </div> <figcaption id="figure-caption-0" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description"> <strong class="figure-label"> Figure 1. New and improved Köppen-Geiger classifications. </strong> <div class="figure-caption-contents">Part (<b>a</b>) shows the present-day map (1980–2016) and panel (<b>b</b>) the future map (2071–2100). The color scheme was adopted from Peel <i>et al.</i>.</div> </figcaption> </figure> <figure class="figure-item " itemscope itemtype="http://schema.org/ImageObject" itemprop="associatedMedia" data-slide-index="1" data-label-slug="figure-2"> <a class="figure-link" href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/d577461e6c41/sdata2018214-f2.jpg" itemprop="contentUrl" aria-describedby="figure-caption-1" role="button" data-image-width="700" data-image-height="786" data-image-alt="Figure 2" data-pmc-id="PMC6207062" data-figure-id="f2"> <img class="figure-thumb" itemprop="thumbnail" id="article-image-1" src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/8c4f61f57761/sdata2018214-f2.gif" alt="Figure 2" /> </a> <meta itemprop="width" itemtype="http://schema.org/ImageObject" content="700"> <meta itemprop="height" itemtype="http://schema.org/ImageObject" content="786"> <div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true"> <div class="caption-wrap"> <strong class="figure-label"> <p> Figure 2. The confidence levels (%) associated… </p> </strong> </div> </div> <div class="figure-caption-medium figure-caption-text" aria-hidden="true"> <strong class="figure-label"> <p> Figure 2. The confidence levels (%) associated with the new Köppen-Geiger classifications. </p> </strong> <div class="figure-caption-contents"><p> Part ( <b> a… </b> </p></div> </div> <figcaption id="figure-caption-1" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description"> <strong class="figure-label"> Figure 2. The confidence levels (%) associated with the new Köppen-Geiger classifications. </strong> <div class="figure-caption-contents">Part (<b>a</b>) shows the present-day confidence map (1980–2016) and panel (<b>b</b>) the future confidence map (2071–2100). These maps provide an indication of classification accuracy.</div> </figcaption> </figure> <figure class="figure-item " itemscope itemtype="http://schema.org/ImageObject" itemprop="associatedMedia" data-slide-index="2" data-label-slug="figure-3"> <a class="figure-link" href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/b5de3e28c750/sdata2018214-f3.jpg" itemprop="contentUrl" aria-describedby="figure-caption-2" role="button" data-image-width="700" data-image-height="807" data-image-alt="Figure 3" data-pmc-id="PMC6207062" data-figure-id="f3"> <img class="figure-thumb" itemprop="thumbnail" id="article-image-2" src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/0686c80eab0e/sdata2018214-f3.gif" alt="Figure 3" /> </a> <meta itemprop="width" itemtype="http://schema.org/ImageObject" content="700"> <meta itemprop="height" itemtype="http://schema.org/ImageObject" content="807"> <div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true"> <div class="caption-wrap"> <strong class="figure-label"> <p> Figure 3. Projected changes in mean air… </p> </strong> </div> </div> <div class="figure-caption-medium figure-caption-text" aria-hidden="true"> <strong class="figure-label"> <p> Figure 3. Projected changes in mean air temperature (°C) and precipitation (unitless) between 1980–2016 and… </p> </strong> </div> <figcaption id="figure-caption-2" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description"> <strong class="figure-label"> Figure 3. Projected changes in mean air temperature (°C) and precipitation (unitless) between 1980–2016 and 2071–2100 derived from climate model outputs. </strong> <div class="figure-caption-contents">Part (<b>a</b>) presents air temperature change offsets and part (<b>b</b>) precipitation change factors. The values represent the mean over all models and months.</div> </figcaption> </figure> <figure class="figure-item " itemscope itemtype="http://schema.org/ImageObject" itemprop="associatedMedia" data-slide-index="3" data-label-slug="figure-4"> <a class="figure-link" href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/1818d38c95c4/sdata2018214-f4.jpg" itemprop="contentUrl" aria-describedby="figure-caption-3" role="button" data-image-width="700" data-image-height="700" data-image-alt="Figure 4" data-pmc-id="PMC6207062" data-figure-id="f4"> <img class="figure-thumb" itemprop="thumbnail" id="article-image-3" src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/e9ce79e7455d/sdata2018214-f4.gif" alt="Figure 4" /> </a> <meta itemprop="width" itemtype="http://schema.org/ImageObject" content="700"> <meta itemprop="height" itemtype="http://schema.org/ImageObject" content="700"> <div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true"> <div class="caption-wrap"> <strong class="figure-label"> <p> Figure 4. Köppen-Geiger classifications, and associated maps,… </p> </strong> </div> </div> <div class="figure-caption-medium figure-caption-text" aria-hidden="true"> <strong class="figure-label"> <p> Figure 4. Köppen-Geiger classifications, and associated maps, for the European Alps. </p> </strong> <div class="figure-caption-contents"><p> Part ( <b> a </b> )… </p></div> </div> <figcaption id="figure-caption-3" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description"> <strong class="figure-label"> Figure 4. Köppen-Geiger classifications, and associated maps, for the European Alps. </strong> <div class="figure-caption-contents">Part (<b>a</b>) present-day results from our study (1980–2016); (<b>b</b>) confidence levels associated with our present-day map; and (<b>c</b>) forest cover map (2000). Historic Köppen-Geiger classification maps for the three previous studies are provided as: (<b>d</b>) Kottek <i>et al.</i> (1951–2000); (<b>e</b>) Peel <i>et al.</i> (1916–1992); and (<b>f</b>) Kriticos <i>et al.</i> (1960–1990). Our future Köppen-Geiger map (2071–2100) is presented in (<b>g</b>) and the corresponding confidence map in (<b>h</b>). The representative period of each map is listed in parentheses. Thin black lines are country borders and the unmapped white area is part of the Mediterranean Sea.</div> </figcaption> </figure> <figure class="figure-item " itemscope itemtype="http://schema.org/ImageObject" itemprop="associatedMedia" data-slide-index="4" data-label-slug="figure-5"> <a class="figure-link" href="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/4611306dc281/sdata2018214-f5.jpg" itemprop="contentUrl" aria-describedby="figure-caption-4" role="button" data-image-width="700" data-image-height="702" data-image-alt="Figure 5" data-pmc-id="PMC6207062" data-figure-id="f5"> <img class="figure-thumb" itemprop="thumbnail" id="article-image-4" src="https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4672/6207062/da0eaa609be0/sdata2018214-f5.gif" alt="Figure 5" /> </a> <meta itemprop="width" itemtype="http://schema.org/ImageObject" content="700"> <meta itemprop="height" itemtype="http://schema.org/ImageObject" content="702"> <div class="figure-caption figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="caption" aria-hidden="true"> <div class="caption-wrap"> <strong class="figure-label"> <p> Figure 5. Köppen-Geiger classifications, and associated maps,… </p> </strong> </div> </div> <div class="figure-caption-medium figure-caption-text" aria-hidden="true"> <strong class="figure-label"> <p> Figure 5. Köppen-Geiger classifications, and associated maps, for the central Rocky Mountains (North America). </p> </strong> <div class="figure-caption-contents"><p> Part… </p></div> </div> <figcaption id="figure-caption-4" class="figure-caption-full figure-caption-text" itemtype="http://schema.org/ImageObject" itemprop="description"> <strong class="figure-label"> Figure 5. Köppen-Geiger classifications, and associated maps, for the central Rocky Mountains (North America). </strong> <div class="figure-caption-contents">Part (<b>a</b>) present-day results from our study (1980–2016); (<b>b</b>) confidence levels associated with our present-day map; and (<b>c</b>) forest cover map (2000). Historic Köppen-Geiger classification maps for the three previous studies are provided as: (<b>d</b>) Kottek <i>et al.</i> (1951–2000); (<b>e</b>) Peel <i>et al.</i> (1916–1992); and (<b>f</b>) Kriticos <i>et al.</i> (1960–1990). Our future Köppen-Geiger map (2071–2100) is presented in (<b>g</b>) and the corresponding confidence map in (<b>h</b>). The representative period of each map is listed in parentheses. The thick black line at 49° latitude represents the Canada-US border.</div> </figcaption> </figure> </div>  <div class="pswp figures-dialog" id="figures-dialog" tabindex="-1" role="dialog" aria-hidden="true" data-image-gallery-uid="article-figures" aria-label="Figures Dialog">  <div class="pswp__bg"></div>  <div class="pswp__scroll-wrap">  <div class="pswp__container"> <div class="pswp__item"></div> <div class="pswp__item"></div> <div class="pswp__item"></div> </div>  <div class="pswp__ui pswp__ui--hidden"> <div class="pswp__top-bar">  <div class="pswp__counter"></div> <button class="pswp__button pswp__button--close" title="Close (Esc)"></button> <button class="pswp__button pswp__button--share" title="Share"></button> <button class="pswp__button pswp__button--fs" title="Toggle fullscreen"></button> <button class="pswp__button pswp__button--zoom" title="Zoom in/out"></button>   <div class="pswp__preloader"> <div class="pswp__preloader__icn"> <div class="pswp__preloader__cut"> <div class="pswp__preloader__donut"></div> </div> </div> </div> </div> <div class="pswp__share-modal pswp__share-modal--hidden pswp__single-tap"> <div class="pswp__share-tooltip"></div> </div> <button class="pswp__button pswp__button--arrow--left" title="Previous (arrow left)"> </button> <button class="pswp__button pswp__button--arrow--right" title="Next (arrow right)"> </button> <div class="pswp__caption"> <div class="pswp__caption__center"></div> </div> </div> </div> </div> <div class="figure-dialog-caption"> <div class="figure-caption-link-container"> <a class="figure-caption-link" href="#">See this image and copyright information in PMC</a> </div> <div class="figure-caption-center" data-expand-title="click to show full caption" data-collapse-title="click to hide full caption"> </div> <button class="figure-caption-toggle-btn" aria-label="show full caption" data-expand-text="show full caption" data-collapse-text="hide full caption">  </button> </div> </div> <div class="similar-articles" id="similar"> <h2 class="title"> Similar articles </h2> <ul class="articles-list" id="similar-articles-list"> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/37872197/" ref="article_id=37872197&linksrc=similar_articles_link&ordinalpos=1" data-ga-category="similar_article" data-ga-action="37872197" data-ga-label=""> High-resolution (1 km) Köppen-Geiger maps for 1901-2099 based on constrained CMIP6 projections. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Beck HE, McVicar TR, Vergopolan N, Berg A, Lutsko NJ, Dufour A, Zeng Z, Jiang X, van Dijk AIJM, Miralles DG.</span> <span class="docsum-authors short-authors">Beck HE, et al.</span> <span class="docsum-journal-citation full-journal-citation">Sci Data. 2023 Oct 23;10(1):724. doi: 10.1038/s41597-023-02549-6.</span> <span class="docsum-journal-citation short-journal-citation">Sci Data. 2023.</span> <span class="citation-part">PMID: <span class="docsum-pmid">37872197</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/32807783/" ref="article_id=32807783&linksrc=similar_articles_link&ordinalpos=2" data-ga-category="similar_article" data-ga-action="32807783" data-ga-label=""> Publisher Correction: Present and future Köppen-Geiger climate classification maps at 1-km resolution. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Beck HE, Zimmermann NE, McVicar TR, Vergopolan N, Berg A, Wood EF.</span> <span class="docsum-authors short-authors">Beck HE, et al.</span> <span class="docsum-journal-citation full-journal-citation">Sci Data. 2020 Aug 17;7(1):274. doi: 10.1038/s41597-020-00616-w.</span> <span class="docsum-journal-citation short-journal-citation">Sci Data. 2020.</span> <span class="citation-part">PMID: <span class="docsum-pmid">32807783</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/31600268/" ref="article_id=31600268&linksrc=similar_articles_link&ordinalpos=3" data-ga-category="similar_article" data-ga-action="31600268" data-ga-label=""> Delineation of high resolution climate regions over the Korean Peninsula using machine learning approaches. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Park S, Park H, Im J, Yoo C, Rhee J, Lee B, Kwon C.</span> <span class="docsum-authors short-authors">Park S, et al.</span> <span class="docsum-journal-citation full-journal-citation">PLoS One. 2019 Oct 10;14(10):e0223362. doi: 10.1371/journal.pone.0223362. eCollection 2019.</span> <span class="docsum-journal-citation short-journal-citation">PLoS One. 2019.</span> <span class="citation-part">PMID: <span class="docsum-pmid">31600268</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/28173628/" ref="article_id=28173628&linksrc=similar_articles_link&ordinalpos=4" data-ga-category="similar_article" data-ga-action="28173628" data-ga-label=""> Designing ecological climate change impact assessments to reflect key climatic drivers. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Sofaer HR, Barsugli JJ, Jarnevich CS, Abatzoglou JT, Talbert MK, Miller BW, Morisette JT.</span> <span class="docsum-authors short-authors">Sofaer HR, et al.</span> <span class="docsum-journal-citation full-journal-citation">Glob Chang Biol. 2017 Jul;23(7):2537-2553. doi: 10.1111/gcb.13653. Epub 2017 Mar 6.</span> <span class="docsum-journal-citation short-journal-citation">Glob Chang Biol. 2017.</span> <span class="citation-part">PMID: <span class="docsum-pmid">28173628</span></span> <span class="publication-type spaced-citation-item citation-part">Review.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/29927565/" ref="article_id=29927565&linksrc=similar_articles_link&ordinalpos=5" data-ga-category="similar_article" data-ga-action="29927565" data-ga-label=""> Public health air pollution impacts of pathway options to meet the 2050 UK Climate Change Act target: a modelling study. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Williams ML, Beevers S, Kitwiroon N, Dajnak D, Walton H, Lott MC, Pye S, Fecht D, Toledano MB, Holland M.</span> <span class="docsum-authors short-authors">Williams ML, et al.</span> <span class="docsum-journal-citation full-journal-citation">Southampton (UK): NIHR Journals Library; 2018 Jun.</span> <span class="docsum-journal-citation short-journal-citation">Southampton (UK): NIHR Journals Library; 2018 Jun.</span> <span class="citation-part">PMID: <span class="docsum-pmid">29927565</span></span> <span class="free-resources spaced-citation-item citation-part">Free Books & Documents.</span> <span class="publication-type spaced-citation-item citation-part">Review.</span> </div> </div> </li> </ul> <div class="actions-bar"> <a class="show-all-linked-articles" data-href="/?linkname=pubmed_pubmed&from_uid=30375988" data-ga-category="similar_article" data-ga-action="show_all" > See all similar articles </a> </div> </div> <div class="citedby-articles" id="citedby"> <h2 class="title"> Cited by </h2> <ul class="articles-list" id="citedby-articles-list"> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/34029299/" ref="article_id=34029299&linksrc=citedby_articles_link&ordinalpos=1" data-ga-category="cited_by" data-ga-action="34029299" data-ga-label=""> The Correlation Between COVID-19 Activities and Climate Factors in Different Climate Types Areas. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Liu Z, Zhu L, Wang Y, Zhou Z, Guo Y.</span> <span class="docsum-authors short-authors">Liu Z, et al.</span> <span class="docsum-journal-citation full-journal-citation">J Occup Environ Med. 2021 Aug 1;63(8):e533-e541. doi: 10.1097/JOM.0000000000002274.</span> <span class="docsum-journal-citation short-journal-citation">J Occup Environ Med. 2021.</span> <span class="citation-part">PMID: <span class="docsum-pmid">34029299</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/36030265/" ref="article_id=36030265&linksrc=citedby_articles_link&ordinalpos=2" data-ga-category="cited_by" data-ga-action="36030265" data-ga-label=""> ADTC-InSAR: a tropospheric correction database for Andean volcanoes. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Lopez-Pozo F, Abarca-Del-Rio R, Lara LE.</span> <span class="docsum-authors short-authors">Lopez-Pozo F, et al.</span> <span class="docsum-journal-citation full-journal-citation">Sci Data. 2022 Aug 27;9(1):526. doi: 10.1038/s41597-022-01630-w.</span> <span class="docsum-journal-citation short-journal-citation">Sci Data. 2022.</span> <span class="citation-part">PMID: <span class="docsum-pmid">36030265</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/38983700/" ref="article_id=38983700&linksrc=citedby_articles_link&ordinalpos=3" data-ga-category="cited_by" data-ga-action="38983700" data-ga-label=""> Landscape genomics reveals genetic signals of environmental adaptation of African wild eggplants. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Omondi EO, Lin CY, Huang SM, Liao CA, Lin YP, Oliva R, van Zonneveld M.</span> <span class="docsum-authors short-authors">Omondi EO, et al.</span> <span class="docsum-journal-citation full-journal-citation">Ecol Evol. 2024 Jul 9;14(7):e11662. doi: 10.1002/ece3.11662. eCollection 2024 Jul.</span> <span class="docsum-journal-citation short-journal-citation">Ecol Evol. 2024.</span> <span class="citation-part">PMID: <span class="docsum-pmid">38983700</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/38930948/" ref="article_id=38930948&linksrc=citedby_articles_link&ordinalpos=4" data-ga-category="cited_by" data-ga-action="38930948" data-ga-label=""> Chemical Composition and Cytotoxicity Evaluation of <em>Artemisia judaica</em> L. Essential Oil from Saudi Arabia. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Alsharif B, Bashir Y, Boylan F.</span> <span class="docsum-authors short-authors">Alsharif B, et al.</span> <span class="docsum-journal-citation full-journal-citation">Molecules. 2024 Jun 18;29(12):2882. doi: 10.3390/molecules29122882.</span> <span class="docsum-journal-citation short-journal-citation">Molecules. 2024.</span> <span class="citation-part">PMID: <span class="docsum-pmid">38930948</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/38931148/" ref="article_id=38931148&linksrc=citedby_articles_link&ordinalpos=5" data-ga-category="cited_by" data-ga-action="38931148" data-ga-label=""> The Co-Inoculation Effect on <em>Triticum aestivum</em> Growth with Synthetic Microbial Communities (SynComs) and Their Potential in Agrobiotechnology. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Mažylytė R, Kailiuvienė J, Mažonienė E, Orola L, Kaziūnienė J, Mažylytė K, Lastauskienė E, Gegeckas A.</span> <span class="docsum-authors short-authors">Mažylytė R, et al.</span> <span class="docsum-journal-citation full-journal-citation">Plants (Basel). 2024 Jun 20;13(12):1716. doi: 10.3390/plants13121716.</span> <span class="docsum-journal-citation short-journal-citation">Plants (Basel). 2024.</span> <span class="citation-part">PMID: <span class="docsum-pmid">38931148</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> </ul> <div class="actions-bar"> <a class="show-all-linked-articles" data-href="/?linkname=pubmed_pubmed_citedin&from_uid=30375988" data-ga-category="cited_by" data-ga-action="show_all" > See all "Cited by" articles </a> </div> </div> <div class="references" id="references"> <h2 class="title"> References </h2> <div id='top-references-list' class="references-lists-container"> <div class="refs-list"> <h4 class="refs-list-title">Data Citations</h4> <ol id="top-references-list-1" class="references-list"> <li> <ol class="references-and-notes-list"> <li class="skip-numbering" value="1"> Beck H. E., et al. . 2018. Figshare. <a href="https://doi.org/10.6084/m9.figshare.6396959" rel="noopener nofollow" target="_blank" title="External link: https://doi.org/10.6084/m9.figshare.6396959">https://doi.org/10.6084/m9.figshare.6396959</a> - <a class="reference-link" href="https://doi.org/10.6084/m9.figshare.6396959" ref="linksrc=references_link&ordinalpos=1" data-ga-category="reference" data-ga-action="10.6084/m9.figshare.6396959" > DOI </a> </li> </ol> </li> </ol> </div> <div class="refs-list"> <h4 class="refs-list-title">References</h4> <ol id="top-references-list-2" class="references-list"> <li> <ol class="references-and-notes-list"> <li class="skip-numbering" value="1"> Köppen W. Das geographische System der Klimate, 1–44 (Gebrüder Borntraeger: Berlin, Germany, 1936). </li> </ol> </li> <li> <ol class="references-and-notes-list"> <li class="skip-numbering" value="1"> Köppen W. Die Wärmezonen der Erde, nach der Dauer der heissen, gemässigten und kalten Zeit und nach der Wirkung der Wärme auf die organische Welt betrachtet. Meteorologische Zeitschrift 1, 215–226 (1884). </li> </ol> </li> <li> <ol class="references-and-notes-list"> <li class="skip-numbering" value="1"> Rubel F. & Kottek M. Comments on: “the thermal zones of the Earth” by Wladimir Köppen. (1884). Meteorologische Zeitschrift 20, 361–365 (2011). </li> </ol> </li> <li> <ol class="references-and-notes-list"> <li class="skip-numbering" value="1"> Webber B. L. et al. Modelling horses for novel climate courses: insights from projecting potential distributions of native and alien Australian acacias with correlative and mechanistic models. Diversity and Distributions 17, 978–1000 (2011). </li> </ol> </li> <li> <ol class="references-and-notes-list"> <li class="skip-numbering" value="1"> Mahlstein I., Daniel J. S. & Solomon S. Pace of shifts in climate regions increases with global temperature. Nature Climate Change 3, 739–743 (2013). </li> </ol> </li> </ol> <div class="actions-bar"> <button class="show-all" ref="linksrc=show_all_references_link" aria-controls="top-references-list-2" data-next-page-url="/30375988/references/" data-ga-category="reference" data-ga-action="show_more" > Show all 43 references </button> </div> </div> </div> </div> <div id="publication-types" class="publication-types keywords-section"> <h2 class="title"> Publication types </h2> <ul class="keywords-list"><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Research Support, U.S. Gov't, Non-P.H.S." tabindex="0" aria-controls="keyword-actions-publication-types-0" aria-expanded="false" data-pinger-ignore> Research Support, U.S. Gov't, Non-P.H.S. </button><div id="keyword-actions-publication-types-0" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Research Support, U.S. Gov't, Non-P.H.S."><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Research+Support%2C+U.S.+Gov%27t%2C+Non-P.H.S.%22%5Bpt%5D&sort=date&sort_order=desc" data-href="/?term=%22Research+Support%2C+U.S.+Gov%27t%2C+Non-P.H.S.%22%5Bpt%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&keyword="Research Support, U.S. Gov't, Non-P.H.S."[pt]" data-ga-category="search" data-ga-action="pub_type" data-ga-label="Research Support, U.S. Gov't, Non-P.H.S."> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Research+Support%2C+U.S.+Gov%27t%2C+Non-P.H.S." data-ga-category="search_mesh" data-ga-action="pub_type_link" data-ga-label="Research Support, U.S. Gov't, Non-P.H.S."> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Research Support, U.S. Gov't, Non-P.H.S."[pt]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Research Support, U.S. Gov't, Non-P.H.S."[pt]" href="#"> Add to Search </a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Research Support, Non-U.S. Gov't" tabindex="0" aria-controls="keyword-actions-publication-types-1" aria-expanded="false" data-pinger-ignore> Research Support, Non-U.S. Gov't </button><div id="keyword-actions-publication-types-1" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Research Support, Non-U.S. Gov't"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Research+Support%2C+Non-U.S.+Gov%27t%22%5Bpt%5D&sort=date&sort_order=desc" data-href="/?term=%22Research+Support%2C+Non-U.S.+Gov%27t%22%5Bpt%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&keyword="Research Support, Non-U.S. Gov't"[pt]" data-ga-category="search" data-ga-action="pub_type" data-ga-label="Research Support, Non-U.S. Gov't"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Research+Support%2C+Non-U.S.+Gov%27t" data-ga-category="search_mesh" data-ga-action="pub_type_link" data-ga-label="Research Support, Non-U.S. Gov't"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Research Support, Non-U.S. Gov't"[pt]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Research Support, Non-U.S. Gov't"[pt]" href="#"> Add to Search </a></li></ul></div></div></div></li></ul> </div> <div id="supplemental-data" class="supplemental-data"> <h2 class="title"> Associated data </h2> <ul class="supplemental-data-list"><li><a title="Search in figshare" href="https://doi.org/10.6084/m9.figshare.6396959" ref="linksrc=ssid_link" data-ga-category="search" data-ga-action="data" data-ga-label="figshare/10.6084/m9.figshare.6396959"> figshare/10.6084/m9.figshare.6396959 </a></li></ul> </div> <div id="related-links" class="related-links"> <h2 class="title"> Related information </h2> <ul class="related-links-list"><li><a title="Related information in MedGen" href="https://www.ncbi.nlm.nih.gov/medgen?linkname=pubmed_medgen&from_uid=30375988" ref="log$=recordlinks&logdbfrom=pubmed&ncbi_uid=30375988&ordinalpos=1&linkpos=1"> MedGen </a></li></ul> </div> <div id="linkout" class="linkout"> <h2 class="title"> LinkOut - more resources </h2> <ul class="linkout-list"><li><h3 class="linkout-category">Full Text Sources</h3><ul class="linkout-category-links"><li><a href="https://europepmc.org/abstract/MED/30375988" target="_blank" rel="noopener" ref="linksrc=linkout_link&PrId=6082&uid=30375988&db=pubmed&itool=Abstract&log$=linkoutlink&nlmid=101640192" data-ga-category="link_out" data-ga-action="Full Text Sources" data-ga-label="Europe PubMed Central" > Europe PubMed Central </a></li><li><a href="https://doi.org/10.1038/sdata.2018.214" target="_blank" rel="noopener" ref="linksrc=linkout_link&PrId=3094&uid=30375988&db=pubmed&itool=Abstract&log$=linkoutlink&nlmid=101640192" data-ga-category="link_out" data-ga-action="Full Text Sources" data-ga-label="Nature Publishing Group" > Nature Publishing Group </a></li><li><a href="https://pmc.ncbi.nlm.nih.gov/articles/pmid/30375988/" target="_blank" rel="noopener" ref="linksrc=linkout_link&PrId=3494&uid=30375988&db=pubmed&itool=Abstract&log$=linkoutlink&nlmid=101640192" data-ga-category="link_out" data-ga-action="Full Text Sources" data-ga-label="PubMed Central" > PubMed Central </a></li></ul></li></ul> </div> </main> <div class="overlay" role="dialog" aria-label="Full Text Links Dialog"> <div id="full-text-links-dialog" class="dialog full-text-links-dialog"> <strong class="title">Full text links</strong> <button class="close-overlay" tabindex="3">[x]</button> <div class="full-text-links-list"> <a class="link-item dialog-focus" href="https://doi.org/10.1038/sdata.2018.214" target="_blank" rel="noopener" ref="linksrc=fulltextorjournal_fulltext&is_pmc=False&PrId=3094&itool=Abstract-def&log$=linkouticon&uid=30375988&db=pubmed&nlmid=101640192" title="See full text options at Nature Publishing Group" tabindex="1" data-ga-category="full_text" data-ga-action="Nature Publishing Group" data-ga-label="30375988" ><img src="https://cdn.ncbi.nlm.nih.gov/corehtml/query/egifs/https:--www.nature.com-static-images-logos-nature-portfolio-120.png" alt="Nature Publishing Group full text link"><span class="text"> Nature Publishing Group </span></a><a class="link-item pmc " href="https://pmc.ncbi.nlm.nih.gov/articles/pmid/30375988/" target="_blank" rel="noopener" ref="linksrc=fulltextorjournal_fulltext&is_pmc=True&PrId=3494&itool=Abstract-def&log$=linkouticon&uid=30375988&db=pubmed&nlmid=101640192" title="Free full text at PubMed Central" tabindex="2" data-ga-category="full_text" data-ga-action="PMC" data-ga-label="30375988" ><span class="text"> Free PMC article </span></a> </div> </div> </div> <div class="overlay" role="dialog" aria-label="Citation Dialog"> <div class="dialog citation-dialog"> <button class="close-overlay" tabindex="1">[x]</button> <div class="title">Cite</div> <div class="citation-text-block"> <div class="citation-text"></div> <div class="citation-actions"> <button class="copy-button dialog-focus" data-ga-category="save_share" data-ga-action="cite" data-ga-label="copy" tabindex="2"> Copy </button> <form method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="43PacdXPl78hMYh3g5RVG42eR5mMtiqq5qmKx8K5RKbDkrJy26VqnjuAUBUpy39d"> <button type="submit" class="export-button" data-ga-category="save_share" data-ga-action="cite" data-ga-label="download" title="Download a file for external citation management software" tabindex="3"> <span class="download-title">Download .nbib</span> <span class="download-title-mobile">.nbib</span> </button> </form> <div class="citation-style-selector-wrapper"> <label class="selector-label">Format:</label> <select aria-label="Format" class="citation-style-selector" tabindex="4"> <option data-style-url-name="ama" value="AMA" > AMA </option> <option data-style-url-name="apa" value="APA" > APA </option> <option data-style-url-name="mla" value="MLA" > MLA </option> <option data-style-url-name="nlm" value="NLM" selected="selected"> NLM </option> </select> </div> </div> </div> </div> </div> <div class="overlay" role="dialog" aria-label="More Actions Dialog"> <div id="more-actions-dialog" class="dialog more-actions-dialog"> <strong class="title">Send To</strong> <ul class="more-actions-links"> <li><a id="clipboard-trigger" role="button" class="submit-button clipboard-trigger clipboard-trigger-target dialog-focus link-item " href="#">Clipboard</a></li> <li><a class="email-trigger link-item" role="button" href="#">Email</a></li> <li><a class="save-trigger link-item" role="button" href="#">Save</a></li> <li><a class="link-item" role="button" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F30375988%2F%23open-bibliography-panel">My Bibliography</a></li> <li><a class="link-item" role="button" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F30375988%2F%23open-collections-panel">Collections</a></li> <li><a class="citation-manager-trigger link-item" role="button" href="#">Citation Manager</a></li> </ul> <button class="close-overlay">[x]</button> </div> </div> </div> <div id="ncbi-footer"> <div class="literature-footer" role="complementary" title="Links to NCBI Literature Resources"> <div class="usa-grid"> <p class="literature-footer-text">NCBI Literature Resources</p> <p class="literature-footer-text"> <a class="literature-footer-link" data-ga-category="literature_resources" data-ga-action="mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh/">MeSH</a> <a class="literature-footer-link" data-ga-category="literature_resources" data-ga-action="pmc_link" href="https://www.ncbi.nlm.nih.gov/pmc/">PMC</a> <a class="literature-footer-link" data-ga-category="literature_resources" data-ga-action="bookshelf_link" href="https://www.ncbi.nlm.nih.gov/books">Bookshelf</a> <a class="literature-footer-link" data-ga-category="literature_resources" data-ga-action="disclaimer_link" href="/disclaimer/">Disclaimer</a> </p> <p class="literature-footer-text attribution-statement">The PubMed wordmark and PubMed logo are registered trademarks of the U.S. Department of Health and Human Services (HHS). Unauthorized use of these marks is strictly prohibited.</p> </div> </div>  <footer> <section class="icon-section"> <div id="icon-section-header" class="icon-section_header">Follow NCBI</div> <div class="grid-container container"> <div class="icon-section_container"> <a class="footer-icon" id="footer_twitter" href="https://twitter.com/ncbi" aria-label="Twitter"> <svg width="40" height="40" viewBox="0 0 40 37" fill="none" xmlns="http://www.w3.org/2000/svg"> <title>Twitter</title> <g id="twitterx1008"> <path id="path1008" d="M6.06736 7L16.8778 20.8991L6.00001 32.2H10.2L18.6 23.1L25.668 32.2H34L22.8 17.5L31.9 7H28.4L20.7 15.4L14.401 7H6.06898H6.06736ZM9.66753 8.73423H12.9327L29.7327 30.4658H26.5697L9.66753 8.73423Z" fill="#5B616B"/> </g> </svg> </a> <a class="footer-icon" id="footer_facebook" href="https://www.facebook.com/ncbi.nlm" aria-label="Facebook"><svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 300 300"> <title>Facebook</title> <path class="cls-11" d="M210.5,115.12H171.74V97.82c0-8.14,5.39-10,9.19-10h27.14V52l-39.32-.12c-35.66,0-42.42,26.68-42.42,43.77v19.48H99.09v36.32h27.24v109h45.41v-109h35Z"> </path> </svg></a> <a class="footer-icon" id="footer_linkedin" href="https://www.linkedin.com/company/ncbinlm" aria-label="LinkedIn"><svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 300 300"> <title>LinkedIn</title> <path class="cls-11" d="M101.64,243.37H57.79v-114h43.85Zm-22-131.54h-.26c-13.25,0-21.82-10.36-21.82-21.76,0-11.65,8.84-21.15,22.33-21.15S101.7,78.72,102,90.38C102,101.77,93.4,111.83,79.63,111.83Zm100.93,52.61A17.54,17.54,0,0,0,163,182v61.39H119.18s.51-105.23,0-114H163v13a54.33,54.33,0,0,1,34.54-12.66c26,0,44.39,18.8,44.39,55.29v58.35H198.1V182A17.54,17.54,0,0,0,180.56,164.44Z"> </path> </svg></a> <a class="footer-icon" id="footer_github" href="https://github.com/ncbi" aria-label="GitHub"><svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 300 300"> <defs> <style> .cls-11, .cls-12 { fill: #737373; } .cls-11 { fill-rule: evenodd; } </style> </defs> <title>GitHub</title> <path class="cls-11" d="M151.36,47.28a105.76,105.76,0,0,0-33.43,206.1c5.28,1,7.22-2.3,7.22-5.09,0-2.52-.09-10.85-.14-19.69-29.42,6.4-35.63-12.48-35.63-12.48-4.81-12.22-11.74-15.47-11.74-15.47-9.59-6.56.73-6.43.73-6.43,10.61.75,16.21,10.9,16.21,10.9,9.43,16.17,24.73,11.49,30.77,8.79,1-6.83,3.69-11.5,6.71-14.14C108.57,197.1,83.88,188,83.88,147.51a40.92,40.92,0,0,1,10.9-28.39c-1.1-2.66-4.72-13.42,1-28,0,0,8.88-2.84,29.09,10.84a100.26,100.26,0,0,1,53,0C198,88.3,206.9,91.14,206.9,91.14c5.76,14.56,2.14,25.32,1,28a40.87,40.87,0,0,1,10.89,28.39c0,40.62-24.74,49.56-48.29,52.18,3.79,3.28,7.17,9.71,7.17,19.58,0,14.15-.12,25.54-.12,29,0,2.82,1.9,6.11,7.26,5.07A105.76,105.76,0,0,0,151.36,47.28Z"> </path> <path class="cls-12" d="M85.66,199.12c-.23.52-1.06.68-1.81.32s-1.2-1.06-.95-1.59,1.06-.69,1.82-.33,1.21,1.07.94,1.6Zm-1.3-1"> </path> <path class="cls-12" d="M90,203.89c-.51.47-1.49.25-2.16-.49a1.61,1.61,0,0,1-.31-2.19c.52-.47,1.47-.25,2.17.49s.82,1.72.3,2.19Zm-1-1.08"> </path> <path class="cls-12" d="M94.12,210c-.65.46-1.71,0-2.37-.91s-.64-2.07,0-2.52,1.7,0,2.36.89.65,2.08,0,2.54Zm0,0"></path> <path class="cls-12" d="M99.83,215.87c-.58.64-1.82.47-2.72-.41s-1.18-2.06-.6-2.7,1.83-.46,2.74.41,1.2,2.07.58,2.7Zm0,0"> </path> <path class="cls-12" d="M107.71,219.29c-.26.82-1.45,1.2-2.64.85s-2-1.34-1.74-2.17,1.44-1.23,2.65-.85,2,1.32,1.73,2.17Zm0,0"> </path> <path class="cls-12" d="M116.36,219.92c0,.87-1,1.59-2.24,1.61s-2.29-.68-2.3-1.54,1-1.59,2.26-1.61,2.28.67,2.28,1.54Zm0,0"> </path> <path class="cls-12" d="M124.42,218.55c.15.85-.73,1.72-2,1.95s-2.37-.3-2.52-1.14.73-1.75,2-2,2.37.29,2.53,1.16Zm0,0"></path> </svg></a> <a class="footer-icon" id="footer_blog" href="https://ncbiinsights.ncbi.nlm.nih.gov/" aria-label="Blog"> <svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 40 40"><defs><style>.cls-1{fill:#737373;}</style></defs><path class="cls-1" d="M14,30a4,4,0,1,1-4-4,4,4,0,0,1,4,4Zm11,3A19,19,0,0,0,7.05,15a1,1,0,0,0-1,1v3a1,1,0,0,0,.93,1A14,14,0,0,1,20,33.07,1,1,0,0,0,21,34h3a1,1,0,0,0,1-1Zm9,0A28,28,0,0,0,7,6,1,1,0,0,0,6,7v3a1,1,0,0,0,1,1A23,23,0,0,1,29,33a1,1,0,0,0,1,1h3A1,1,0,0,0,34,33Z"/></svg> </a> </div> </div> </section> <section class="container-fluid bg-primary"> <div class="container pt-5"> <div class="row mt-3"> <div class="col-lg-3 col-12"> <p><a class="text-white" href="https://www.nlm.nih.gov/socialmedia/index.html">Connect with NLM</a></p> <ul class="list-inline social_media"> <li class="list-inline-item"><a href="https://twitter.com/NLM_NIH" aria-label="Twitter" target="_blank" rel="noopener noreferrer"> <svg width="35" height="35" viewBox="0 0 38 35" fill="none" xmlns="http://www.w3.org/2000/svg"> <title>Twitter</title> <g id="twitterx1009" clip-path="url(#clip0_65276_3946)"> <path id="Vector" d="M17.5006 34.6565C26.9761 34.6565 34.6575 26.9751 34.6575 17.4996C34.6575 8.02416 26.9761 0.342773 17.5006 0.342773C8.02514 0.342773 0.34375 8.02416 0.34375 17.4996C0.34375 26.9751 8.02514 34.6565 17.5006 34.6565Z" fill="#205493" stroke="white" stroke-width="1.2" stroke-miterlimit="10"></path> <path id="path1009" d="M8.54811 8.5L16.2698 18.4279L8.50001 26.5H11.5L17.5 20L22.5486 26.5H28.5L20.5 16L27 8.5H24.5L19 14.5L14.5007 8.5H8.54927H8.54811ZM11.1197 9.73873H13.4519L25.4519 25.2613H23.1926L11.1197 9.73873Z" fill="white"></path> </g> <defs> <clipPath id="clip0_65276_3946"> <rect width="38" height="38" fill="white"></rect> </clipPath> </defs> </svg></a> </li> <li class="list-inline-item"><a href="https://www.facebook.com/nationallibraryofmedicine" aria-label="Facebook" rel="noopener noreferrer" target="_blank"> <svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 249 249" style="enable-background:new 0 0 249 249;" xml:space="preserve"> <style type="text/css"> .st10 { fill: #FFFFFF; } .st110 { fill: none; stroke: #FFFFFF; stroke-width: 8; stroke-miterlimit: 10; } </style> <title>SM-Facebook</title> <g> <g> <path class="st10" d="M159,99.1h-24V88.4c0-5,3.3-6.2,5.7-6.2h16.8V60l-24.4-0.1c-22.1,0-26.2,16.5-26.2,27.1v12.1H90v22.5h16.9 v67.5H135v-67.5h21.7L159,99.1z"></path> </g> </g> <circle class="st110" cx="123.6" cy="123.2" r="108.2"></circle> </svg> </a></li> <li class="list-inline-item"><a href="https://www.youtube.com/user/NLMNIH" aria-label="Youtube" target="_blank" rel="noopener noreferrer"><svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 249 249" style="enable-background:new 0 0 249 249;" xml:space="preserve"> <title>SM-Youtube</title> <style type="text/css"> .st4 { fill: none; stroke: #FFFFFF; stroke-width: 8; stroke-miterlimit: 10; } .st5 { fill: #FFFFFF; } </style> <circle class="st4" cx="124.2" cy="123.4" r="108.2"></circle> <g transform="translate(0,-952.36218)"> <path class="st5" d="M88.4,1037.4c-10.4,0-18.7,8.3-18.7,18.7v40.1c0,10.4,8.3,18.7,18.7,18.7h72.1c10.4,0,18.7-8.3,18.7-18.7 v-40.1c0-10.4-8.3-18.7-18.7-18.7H88.4z M115.2,1058.8l29.4,17.4l-29.4,17.4V1058.8z"></path> </g> </svg></a></li> </ul> </div> <div class="col-lg-3 col-12"> <p class="address_footer text-white">National Library of Medicine<br> <a href="https://www.google.com/maps/place/8600+Rockville+Pike,+Bethesda,+MD+20894/@38.9959508,-77.101021,17z/data=!3m1!4b1!4m5!3m4!1s0x89b7c95e25765ddb:0x19156f88b27635b8!8m2!3d38.9959508!4d-77.0988323" class="text-white" target="_blank" rel="noopener noreferrer">8600 Rockville Pike<br> Bethesda, MD 20894</a></p> </div> <div class="col-lg-3 col-12 centered-lg"> <p><a href="https://www.nlm.nih.gov/web_policies.html" class="text-white">Web Policies</a><br> <a href="https://www.nih.gov/institutes-nih/nih-office-director/office-communications-public-liaison/freedom-information-act-office" class="text-white">FOIA</a><br> <a href="https://www.hhs.gov/vulnerability-disclosure-policy/index.html" class="text-white" id="vdp">HHS Vulnerability Disclosure</a></p> </div> <div class="col-lg-3 col-12 centered-lg"> <p><a class="supportLink text-white" href="https://support.nlm.nih.gov/">Help</a><br> <a href="https://www.nlm.nih.gov/accessibility.html" class="text-white">Accessibility</a><br> <a href="https://www.nlm.nih.gov/careers/careers.html" class="text-white">Careers</a></p> </div> </div> <div class="row"> <div class="col-lg-12 centered-lg"> <nav class="bottom-links"> <ul class="mt-3"> <li> <a class="text-white" href="//www.nlm.nih.gov/">NLM</a> </li> <li> <a class="text-white" href="https://www.nih.gov/">NIH</a> </li> <li> <a class="text-white" href="https://www.hhs.gov/">HHS</a> </li> <li> <a class="text-white" href="https://www.usa.gov/">USA.gov</a> </li> </ul> </nav> </div> </div> </div> </section> </footer>   <script type="text/javascript"> var nwds_version = "1.2.3"; var meta_nwds_ver = document.createElement('meta'); meta_nwds_ver.name = 'ncbi_nwds_ver'; meta_nwds_ver.content = nwds_version; document.getElementsByTagName('head')[0].appendChild(meta_nwds_ver); var meta_nwds = document.createElement('meta'); meta_nwds.name = 'ncbi_nwds'; meta_nwds.content = 'yes'; document.getElementsByTagName('head')[0].appendChild(meta_nwds); var alertsUrl = "/core/alerts/alerts.js"; if (typeof ncbiBaseUrl !== 'undefined') { alertsUrl = ncbiBaseUrl + alertsUrl; } </script> </div>  <script src="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/CACHE/js/output.293fbf76aa18.js"></script>  <script src="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/CACHE/js/output.550e9c8906a2.js"></script> <script> ncbi.awesome.basePage.init({ userInfo: { isLoggedIn: false, username: "", loginUrl: "https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F30375988%2F", logoutUrl: "https://www.ncbi.nlm.nih.gov/account/signout/?back_url=https%3A//pubmed.ncbi.nlm.nih.gov/30375988/" }, baseUrl: 'https://www.ncbi.nlm.nih.gov', noSessionCookieName: "pm-ns", searchIdCookieName: "pm-sid", adjNavSearchIdCookieName: "pm-adjnav-sid", searchFormSubmittedCookieName: "pm-sfs", isOnSearchPageCookieName: "pm-iosp", backToSearchCookieName: "pm-btsl", clinicalSeeAllCookieName: "pm-csa", jsCookieDomain: "pubmed.ncbi.nlm.nih.gov", userShareRequestFailed: "", noSharedSettings: "myncbi_no_shared_settings", noSharedAccount: "myncbi_no_shared_account" }); </script> <script type="module"> import dismissableNCBIAlert from "https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/core/dismissable-ncbi-alert.js"; jQuery.getScript("https://www.ncbi.nlm.nih.gov/core/alerts/alerts.js", function () { galert(['body > *:last-child']); dismissableNCBIAlert(); }).fail(function() { }); </script> <script defer type="text/javascript" src="https://cdn.ncbi.nlm.nih.gov/core/pinger/pinger.js"> </script> <script src="https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/CACHE/js/output.bf6785e60568.js"></script> <script> ncbi.awesome.articlePage.init({ baseSuggestionsUrl: "/suggestions/", mathJaxUrl: "https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/mathjax/unpacked/MathJax.js?config=MML_CHTML", clipboardAPIRoot: "/ajax/clipboard/", clipboardNextPageUrl: "/clipboard-next-page/", searchIdCookieName: "pm-sid", searchFormSubmittedCookieName: "pm-sfs", backToSearchCookieName: "pm-btsl", jsCookieDomain: "pubmed.ncbi.nlm.nih.gov", longTermPrefix: "longquery", adjNavURLPath: "/30375988/adj-nav/", adjNavSearchIdCookieName: "pm-adjnav-sid", articlePageUrl: "/30375988/", markJSUrl: "https://cdn.ncbi.nlm.nih.gov/pubmed/7e7ad262-b370-490b-9751-e68ac1c1c5b4/mark.js/dist/jquery.mark.js", termHighlightColor: "", highlightedTokens: "", citeFormatPreferenceCookieName: "pm-cf" }); </script> </body> </html>

CINXE.COM

Present and future Köppen-Geiger climate classification maps at 1-km resolution - PubMed