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id="main" data-reactid="131"><div id="homepage" data-reactid="132"><!-- react-empty: 133 --><h1 class="app-title" data-reactid="134"><span data-reactid="135">World Bank Open Data</span></h1><h2 class="app-description" data-reactid="136"><span data-reactid="137">Free and open access to global development data</span></h2><div class="search-bar multiSelector" data-reactid="138"><div class="selector-box" data-reactid="139"><div class="scroll-box" data-reactid="140"><input type="text" autocapitalize="off" autocomplete="off" autocorrect="off" id="selector" placeholder="Search data e.g. GDP, population, Indonesia" spellcheck="false" tabindex="0" value="" class="" data-reactid="141"/></div></div><button class="" data-reactid="142"></button><div class="dropdownBox" data-reactid="143"><div class="control" data-reactid="144"><button class="close button secondary" data-reactid="145">Close</button></div><p data-reactid="146"><span data-reactid="147">Browse by</span><a class="country" href="/web/20200628092328/https://data.worldbank.org/country" data-reactid="148"><span data-reactid="149">Country</span></a><span data-reactid="150">or</span><a href="/web/20200628092328/https://data.worldbank.org/indicator" data-reactid="151"><span data-reactid="152">Indicator</span></a></p></div></div><section class="middle" data-reactid="153"><article class="table catalog" data-reactid="154"><h2 class="title" data-reactid="155"><span data-reactid="156">MOST RECENT</span></h2><ul data-reactid="157"><li class="item" data-reactid="158"><a href="https://web.archive.org/web/20200628092328/http://blogs.worldbank.org/opendata/mixed-results-fertilizers-amid-covid-19-panic" data-reactid="159"><h4 class="item-title" data-reactid="160">Mixed results for fertilizers amid COVID-19 panic</h4><span class="author" data-reactid="161"><!-- react-text: 162 -->John Baffes, Wee Chian Koh<!-- /react-text --><!-- react-text: 163 -->,<!-- /react-text --></span><span class="date" data-reactid="164">Jun 25, 2020</span></a></li><li class="item" data-reactid="165"><a href="https://web.archive.org/web/20200628092328/http://blogs.worldbank.org/opendata/how-covid-19-lockdowns-reduced-emissions-early-evidence-india" data-reactid="166"><h4 class="item-title" data-reactid="167">How COVID-19 lockdowns reduced emissions: Early evidence from India </h4><span class="author" data-reactid="168"><!-- react-text: 169 -->Javier E. Baez, Varun Kshirsagar, Emmanuel Skoufias<!-- /react-text --><!-- react-text: 170 -->,<!-- /react-text --></span><span class="date" data-reactid="171">Jun 25, 2020</span></a></li><li class="item" data-reactid="172"><a href="https://web.archive.org/web/20200628092328/http://blogs.worldbank.org/opendata/how-does-informality-aggravate-impact-covid-19" data-reactid="173"><h4 class="item-title" data-reactid="174">How does informality aggravate the impact of COVID-19?</h4><span class="author" data-reactid="175"><!-- react-text: 176 -->S. Yu<!-- /react-text --><!-- react-text: 177 -->,<!-- /react-text --></span><span class="date" data-reactid="178">Jun 23, 2020</span></a></li><li class="item" data-reactid="179"><a href="https://web.archive.org/web/20200628092328/http://blogs.worldbank.org/opendata/beverage-commodities-prices-during-covid-19-pandemic" data-reactid="180"><h4 class="item-title" data-reactid="181">Beverage commodities prices during the COVID-19 pandemic</h4><span class="author" data-reactid="182"><!-- react-text: 183 -->John Baffes, Ipek Ceylan Oymak<!-- /react-text --><!-- react-text: 184 -->,<!-- /react-text --></span><span class="date" data-reactid="185">Jun 23, 2020</span></a></li></ul><nav class="nav-bar" data-reactid="186"><a class="nav-item viewmore" href="https://web.archive.org/web/20200628092328/http://blogs.worldbank.org/tags/data-news" data-reactid="187"><span data-reactid="188">View all news</span></a><a class="nav-item last viewmore" href="https://web.archive.org/web/20200628092328/http://blogs.worldbank.org/opendata" data-reactid="189"><span data-reactid="190">View all blogs</span></a></nav></article><article class="item-showcase" data-reactid="191"><nav data-reactid="192"><p class="showcase-title" data-reactid="193"><span data-reactid="194">WHAT YOU CAN LEARN WITH OPEN DATA</span></p><div data-reactid="195"><a class="forward" data-reactid="196"></a><a class="backward disabled" data-reactid="197"></a></div></nav><div data-reactid="198"><figure class="image spinning" data-reactid="199"><img class="placeholder" src="/web/20200628092328im_/https://data.worldbank.org/assets/images/placeholder.png" data-reactid="200"/><div class="iframe-container" data-reactid="201"></div></figure><a href="/web/20200628092328/https://data.worldbank.org/indicator/SI.POV.DDAY?locations=1W&start=1981&end=2015&view=chart" data-reactid="202"><h4 class="title" data-reactid="203">Extreme Poverty</h4><p class="description" data-reactid="204">The proportion of the world’s population living in extreme poverty has dropped significantly</p></a></div></article><article class="item-card " data-reactid="205"><figure class="image" data-reactid="206"><a href="https://web.archive.org/web/20200628092328/http://datatopics.worldbank.org/universal-health-coverage/coronavirus" data-reactid="207"><img src="/web/20200628092328im_/https://data.worldbank.org/media/hp/covid19-en.png" data-reactid="208"/></a></figure><span class="tag" style="display:none;" data-reactid="209">NEWS</span><section class="title-area" data-reactid="210"><a class="title" href="https://web.archive.org/web/20200628092328/http://datatopics.worldbank.org/universal-health-coverage/coronavirus" data-reactid="211">COVID-19 Data</a><p class="description" data-reactid="212">Apr 01, 2020</p></section></article><article class="item-card image-card" data-reactid="213"><figure class="image" data-reactid="214"><a href="https://web.archive.org/web/20200628092328/https://blogs.worldbank.org/opendata/new-results-international-comparison-program-shed-light-size-global-economy" data-reactid="215"><img src="/web/20200628092328im_/https://data.worldbank.org/media/hp/ICP-2020-banner.png" data-reactid="216"/></a></figure><section class="title-area" data-reactid="217"><a class="title" href="https://web.archive.org/web/20200628092328/https://blogs.worldbank.org/opendata/new-results-international-comparison-program-shed-light-size-global-economy" data-reactid="218">New Results From the International Comparison Program</a><p class="description" data-reactid="219">May 19, 2020</p></section></article><article class="table" data-reactid="220"><h2 class="title" data-reactid="221"><span data-reactid="222">RECENTLY UPDATED DATASETS</span></h2><ul data-reactid="223"><li class="item" data-reactid="224"><a href="https://web.archive.org/web/20200628092328/https://datacatalog.worldbank.org/dataset/world-terrain-elevation-above-sea-level-ele-gis-data-global-solar-atlas" data-reactid="225"><h4 class="item-title" data-reactid="226">World - Terrain Elevation Above Sea Level (ELE) GIS Data, (Global Solar Atlas)</h4><span class="date" data-reactid="227">Oct 31, 2020</span></a><span class="tip" data-reactid="228"></span></li><li class="item" data-reactid="229"><a href="https://web.archive.org/web/20200628092328/https://datacatalog.worldbank.org/dataset/ida-statement-credits-and-grants-latest-available-snapshot-0" data-reactid="230"><h4 class="item-title" data-reactid="231">IDA Statement of Credits and Grants - Latest Available Snapshot</h4><span class="date" data-reactid="232">Jun 26, 2020</span></a><span class="tip" data-reactid="233"></span></li><li class="item" data-reactid="234"><a href="https://web.archive.org/web/20200628092328/https://datacatalog.worldbank.org/dataset/kenya-healthcare-facilities" data-reactid="235"><h4 class="item-title" data-reactid="236">Kenya - Healthcare Facilities</h4><span class="date" data-reactid="237">Jun 25, 2020</span></a><span class="tip" data-reactid="238"></span></li><li class="item" data-reactid="239"><a href="https://web.archive.org/web/20200628092328/https://datacatalog.worldbank.org/dataset/kenya-schools" data-reactid="240"><h4 class="item-title" data-reactid="241">Kenya - Schools</h4><span class="date" data-reactid="242">Jun 25, 2020</span></a><span class="tip" data-reactid="243"></span></li></ul><nav class="nav-bar" data-reactid="244"><a class="viewmore" href="https://web.archive.org/web/20200628092328/http://datacatalog.worldbank.org/" data-reactid="245"><span data-reactid="246">View data catalog</span></a></nav></article></section><section class="bottom" data-reactid="247"><h2 class="list-title" data-reactid="248"><span data-reactid="249">More Resources</span></h2><ul class="tool-card-list" data-reactid="250"><li class="tool-card tool-card-0" data-reactid="251"><a href="https://web.archive.org/web/20200628092328/http://datacatalog.worldbank.org/" target="_blank" data-reactid="252"><span class="icon" data-reactid="253"></span><h4 class="title" data-reactid="254">Open Data Catalog</h4><p class="description" data-reactid="255">Provides a listing of available World Bank datasets, including databases, pre-formatted tables, reports, and other resources.</p></a></li><li class="tool-card tool-card-1" data-reactid="256"><a href="https://web.archive.org/web/20200628092328/http://databank.worldbank.org/data/home.aspx" target="_blank" data-reactid="257"><span class="icon" data-reactid="258"></span><h4 class="title" data-reactid="259">DataBank</h4><p class="description" data-reactid="260">An analysis and visualisation tool that contains collections of time series data on a variety of topics.</p></a></li><li class="tool-card tool-card-2" data-reactid="261"><a href="https://web.archive.org/web/20200628092328/http://microdata.worldbank.org/" target="_blank" data-reactid="262"><span class="icon" data-reactid="263"></span><h4 class="title" data-reactid="264">Microdata Library</h4><p class="description" data-reactid="265">Provides access to data collected through sample surveys of households, business establishments or other facilities.</p></a></li><li class="tool-card tool-card-7" data-reactid="266"><a href="https://web.archive.org/web/20200628092328/http://datatopics.worldbank.org/world-development-indicators" target="_blank" data-reactid="267"><span class="icon" data-reactid="268"></span><h4 class="title" data-reactid="269">World Development Indicators</h4><p class="description" data-reactid="270">The primary World Bank collection of development indicators, compiled from officially-recognized international sources.</p></a></li><li class="tool-card tool-card-3" data-reactid="271"><a href="https://web.archive.org/web/20200628092328/https://finances.worldbank.org/" target="_blank" data-reactid="272"><span class="icon" data-reactid="273"></span><h4 class="title" data-reactid="274">Open Finances</h4><p class="description" data-reactid="275">Explore raw data about the World Bank Group’s finances, including disbursements and management of global funds.</p></a></li><li class="tool-card tool-card-4" data-reactid="276"><a href="https://web.archive.org/web/20200628092328/http://www.worldbank.org/projects" target="_blank" data-reactid="277"><span class="icon" data-reactid="278"></span><h4 class="title" data-reactid="279">Projects & Operations</h4><p class="description" data-reactid="280">Provides access to basic information on all of the World Bank's lending projects from 1947 to the present.</p></a></li><li class="tool-card tool-card-5" data-reactid="281"><a href="https://web.archive.org/web/20200628092328/http://opendatatoolkit.worldbank.org/en/" target="_blank" data-reactid="282"><span class="icon" data-reactid="283"></span><h4 class="title" data-reactid="284">Open Data Toolkit</h4><p class="description" data-reactid="285">Provides an understanding of Open Data and how to get “up to speed” in planning and implementing an open data program.</p></a></li><li class="tool-card tool-card-10" data-reactid="286"><a href="https://web.archive.org/web/20200628092328/http://www.worldbank.org/lsms" target="_blank" data-reactid="287"><span class="icon" data-reactid="288"></span><h4 class="title" data-reactid="289">Living Standards Measurement Study</h4><p class="description" data-reactid="290">Supports countries in conducting multi-topic household surveys to generate high-quality data, improve survey methods and build capacity.</p></a></li><li class="tool-card tool-card-6" data-reactid="291"><a href="https://web.archive.org/web/20200628092328/http://datatopics.worldbank.org/consumption/" target="_blank" data-reactid="292"><span class="icon" data-reactid="293"></span><h4 class="title" data-reactid="294">Global Consumption Database</h4><p class="description" data-reactid="295">A one-stop source of data on household consumption patterns in developing countries.</p></a></li></ul></section></div></div><div id="hf_footer_wrapper" data-reactid="296"><div class="right-bottom" data-reactid="297"><a class="help-improve" href="https://web.archive.org/web/20200628092328/http://goo.gl/forms/Hw4zfOQufm" target="new" data-reactid="298"><span data-reactid="299">Help us improve this site</span></a><button class="fixed-button" data-reactid="300"><span data-reactid="301">Help / Feedback</span></button></div><div class="wrapper" data-reactid="302"><ul class="_bottom" data-reactid="303"><li class="_bottom_logo" data-reactid="304"><a href="https://web.archive.org/web/20200628092328/http://www.worldbank.org/" data-reactid="305"><img src="/web/20200628092328im_/https://data.worldbank.org/assets/images/logo-wbg-footer-en.svg" alt="The World Bank 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thể này","ja","指定の場所に関するデータはありません","ro","Nu sunt disponibile date pentru locul specificat","^J","Tidak ada data yang tersedia untuk lokasi yang ditentukan","tr","Belirtilen yer için veri yok","sq","Nuk ka të dhëna në dispozicion për vendin e specifikuar","km","គ្មានទិន្នន័យ អាចប្រព្រឹត្តទៅបានសម្រាប់ទីតាំងដែលបានកំណត់","th","ไม่มีข้อมูลสำหรับสถานที่ที่ระบุ","de","Keine Daten für den angegebenen Ort verfügbar","uk","Щодо вказаної території немає даних","hi","निर्दिष्ट स्थान का डेटा उपलब्ध नहीं है","pl","Dla podanej lokalizacji nie są dostępne żadne dane","ru","Данные по указанному району отсутствуют","^K","from-gsd","^M","new.nodatalocs","^L","","en","No data is available for the specified locations","zh","无此地区数据","ar","لا تتوفر بيانات عن المواقع المحددة","fr","Pas de données disponibles pour les emplacements spécifiés","es","No hay datos para los lugares especificados"],["^ ","id","indicatorcard.nodatalocprompt","mn","Өөр улс эсвэл бүс нутаг сонгохын тулд дээрх хайлтын нүдийг ашиглана уу","ko","위 검색 칸을 이용해 다른 국가 밎 지역을 선택하세요.","bg","Моля, използвайте полето за търсене по-горе, за да изберете друга страна или регион.","pt","Por favor utilize a caixa de pesquisa acima para selecionar um país ou região diferentes.","mk","Нема расположиви податоци на светско ниво","vi","Vui lòng sử dụng ô tìm kiếm ở trên để chọn một quốc gia hoặc khu vực khác.","ja","上の検索ボックス使って別の国または地域を選択してください。","ro","Vă rugăm să utilizați caseta de căutare de mai sus pentru a selecta o țară sau o regiune diferită.","^J","Silahkan gunakan kotak pencarian di atas untuk memilih suatu negara atau wilayah yang berbeda.","tr","Farklı bir ülke veya bölge seçmek için lütfen yukarıdaki arama kutucuğunu kullanınız.","sq","Ju lutemi përdorni kutinë e kërkimit më lart për të zgjedhur një vend ose rajon tjetër","km","សូមប្រើប្រាស់ប្រអប់ស្វែងរកខាងលើ ដើម្បីជ្រើសរើសប្រទេស ឬតំបន់ខុសគ្នា។","th","โปรดใช้ช่องค้นหาด้านบนเพื่อเลือกประเทศหรือภูมิภาคที่แตกต่าง","de","Bitte im Suchfeld oben ein anderes Land oder eine andere Region auswählen.","uk","Укажіть іншу країну чи регіон у полі пошуку вище.","hi","कृपया अलग देश या क्षेत्र चुनने के लिए ऊपर सर्च बॉक्स का उपयोग करें।","pl","Proszę skorzystać z pola wyszukiwania powyżej do wybrania innego kraju lub regionu.","ru","Используйте, пожалуйста, окно поиска, чтобы выбрать другую страну или другой регион.","^K","from-gsd","^M","new.nodatasuggest","^L","","en","Please use the search box above to select a different country or region.","zh","请使用上方搜索框选择其它国家或地区。","ar","يرجى استخدام مربع البحث أعلاه لاختيار بلد أو منطقة مختلفة.","fr","Utilisez le champ de recherche ci-dessus pour sélectionner un autre pays ou une autre région.","es","Use el cuadro de búsqueda arriba para seleccionar un país o región diferente."],["^ ","id","indicatorcard.nodataworld","mn","Өөр улс эсвэл бүс нутаг сонгохын тулд дээрх хайлтын нүдийг ашиглана уу","ko","세계 수준에서 가용한 데이터 없음","bg","Няма достъпни данни на световно ниво","pt","Não existem dados, a nível mundial","mk","Нема расположиви 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