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Use</a></li><li data-reactid="129"><a href="https://web.archive.org/web/20220526165959/https://datahelpdesk.worldbank.org/knowledgebase/articles/889386" data-reactid="130">For Developers</a></li></ul></div></div></div></div></div></nav></div></nav></div><div class="wrapper" id="main" data-reactid="131"><div id="homepage" data-reactid="132"><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/20220526165959/https://data.worldbank.org/country" data-reactid="148"><span data-reactid="149">Country</span></a><span data-reactid="150">or</span><a href="/web/20220526165959/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/20220526165959/https://blogs.worldbank.org/opendata/food-prices-continued-their-two-year-long-upward-trajectory" data-reactid="159"><h4 class="item-title" data-reactid="160">Food prices continued their two-year-long upward trajectory</h4><span class="author" data-reactid="161">John Baffes, Kaltrina Temaj,</span><span class="date" data-reactid="164">May 25, 2022</span></a></li><li class="item" data-reactid="165"><a href="https://web.archive.org/web/20220526165959/https://blogs.worldbank.org/opendata/way-towards-mainstreaming-and-operationalization-earth-observation-eo-based-information" data-reactid="166"><h4 class="item-title" data-reactid="167">On the way towards mainstreaming and operationalization of Earth Observation (EO)-based information: Lessons from the EO4SD initiative</h4><span class="author" data-reactid="168">A. Chunet,</span><span class="date" data-reactid="171">May 24, 2022</span></a></li><li class="item" data-reactid="172"><a href="https://web.archive.org/web/20220526165959/https://blogs.worldbank.org/opendata/how-use-pips-country-profiles-page" data-reactid="173"><h4 class="item-title" data-reactid="174">How to use PIP’s Country Profiles page</h4><span class="author" data-reactid="175">Martha Viveros, R. Andres Castaneda Aguilar, Minh Cong Nguyen,</span><span class="date" data-reactid="178">May 23, 2022</span></a></li><li class="item" data-reactid="179"><a href="https://web.archive.org/web/20220526165959/https://blogs.worldbank.org/opendata/how-use-pip-homepage" data-reactid="180"><h4 class="item-title" data-reactid="181">How to use the PIP Homepage</h4><span class="author" data-reactid="182">Martha Viveros, R. Andres Castaneda Aguilar, Tony Fujs, Minh Cong Nguyen,</span><span class="date" data-reactid="185">May 16, 2022</span></a></li></ul><nav class="nav-bar" data-reactid="186"><a class="nav-item viewmore" href="https://web.archive.org/web/20220526165959/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/20220526165959/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/20220526165959im_/https://data.worldbank.org/assets/images/placeholder.png" data-reactid="200"/><div class="iframe-container" data-reactid="201"></div></figure><a href="/web/20220526165959/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/20220526165959/https://data.covid19taskforce.com/data" data-reactid="207"><img src="/web/20220526165959im_/https://data.worldbank.org/media/hp/covid-task-force-325.png" data-reactid="208"/></a></figure><section class="title-area" data-reactid="209"><a class="title" href="https://web.archive.org/web/20220526165959/https://data.covid19taskforce.com/data" data-reactid="210">MLTF COVID-19 Data Dashboard</a><p class="description" data-reactid="211">Mar 23, 2022</p></section></article><article class="item-card image-card" data-reactid="212"><figure class="image" data-reactid="213"><a href="https://web.archive.org/web/20220526165959/https://www.worldbank.org/en/publication/wdr2022" data-reactid="214"><img src="/web/20220526165959im_/https://data.worldbank.org/media/hp/wdr-2022-wide.png" data-reactid="215"/></a></figure><span class="tag" style="display:none;" data-reactid="216">NEWS</span><section class="title-area" data-reactid="217"><a class="title" href="https://web.archive.org/web/20220526165959/https://www.worldbank.org/en/publication/wdr2022" data-reactid="218">World Bank Development Report: Finance For An Equitable Recovery</a><p class="description" data-reactid="219">Feb 15, 2022</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/20220526165959/https://datacatalog.worldbank.org/search/dataset/0047776" data-reactid="225"><h4 class="item-title" data-reactid="226">Chad - COVID-19 High Frequency Phone Survey 2020</h4><span class="date" data-reactid="227">May 25, 2022</span></a><span class="tip" data-reactid="228"></span></li><li class="item" data-reactid="229"><a href="https://web.archive.org/web/20220526165959/https://datacatalog.worldbank.org/search/dataset/0060165" data-reactid="230"><h4 class="item-title" data-reactid="231">Monthly food price inflation estimates by country</h4><span class="date" data-reactid="232">May 25, 2022</span></a><span class="tip" data-reactid="233"></span></li><li class="item" data-reactid="234"><a href="https://web.archive.org/web/20220526165959/https://datacatalog.worldbank.org/search/dataset/0060198" data-reactid="235"><h4 class="item-title" data-reactid="236">Syrian Arab Republic - Monthly food price estimates by product and market</h4><span class="date" data-reactid="237">May 25, 2022</span></a><span class="tip" data-reactid="238"></span></li><li class="item" data-reactid="239"><a href="https://web.archive.org/web/20220526165959/https://datacatalog.worldbank.org/search/dataset/0060197" data-reactid="240"><h4 class="item-title" data-reactid="241">Sudan - Monthly food price estimates by product and market</h4><span class="date" data-reactid="242">May 25, 2022</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/20220526165959/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/20220526165959/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/20220526165959/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/20220526165959/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-10" data-reactid="266"><a href="https://web.archive.org/web/20220526165959/https://datatopics.worldbank.org/sdgatlas/" target="_blank" data-reactid="267"><span class="icon" data-reactid="268"></span><h4 class="title" data-reactid="269">Atlas of Sustainable Development Goals</h4><p class="description" data-reactid="270">Guides readers through the Sustainable Development Goals using interactive storytelling and innovative data visualizations.</p></a></li><li class="tool-card tool-card-13" data-reactid="271"><a href="https://web.archive.org/web/20220526165959/https://www.worldbank.org/en/programs/debt-statistics" target="_blank" data-reactid="272"><span class="icon" data-reactid="273"></span><h4 class="title" data-reactid="274">International Debt Statistics</h4><p class="description" data-reactid="275">Provides access to comprehensive annual statistics on external debt stocks and flows for 120 developing countries.</p></a></li><li class="tool-card tool-card-12" data-reactid="276"><a href="https://web.archive.org/web/20220526165959/https://www.worldbank.org/en/programs/icp" target="_blank" data-reactid="277"><span class="icon" data-reactid="278"></span><h4 class="title" data-reactid="279">International Comparison Program</h4><p class="description" data-reactid="280">Explore purchasing power parities (PPPs), price levels, economic data and the methodology behind the world's largest statistical partnership.</p></a></li><li class="tool-card tool-card-7" data-reactid="281"><a href="https://web.archive.org/web/20220526165959/http://datatopics.worldbank.org/world-development-indicators" target="_blank" data-reactid="282"><span class="icon" data-reactid="283"></span><h4 class="title" data-reactid="284">World Development Indicators</h4><p class="description" data-reactid="285">The primary World Bank collection of development indicators, compiled from officially-recognized international sources.</p></a></li><li class="tool-card tool-card-8" data-reactid="286"><a href="https://web.archive.org/web/20220526165959/https://finances.worldbank.org/" target="_blank" data-reactid="287"><span class="icon" data-reactid="288"></span><h4 class="title" data-reactid="289">Open Finances</h4><p class="description" data-reactid="290">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="291"><a href="https://web.archive.org/web/20220526165959/https://projects.worldbank.org/" target="_blank" data-reactid="292"><span class="icon" data-reactid="293"></span><h4 class="title" data-reactid="294">Projects & Operations</h4><p class="description" data-reactid="295">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="296"><a href="https://web.archive.org/web/20220526165959/http://opendatatoolkit.worldbank.org/en/" target="_blank" data-reactid="297"><span class="icon" data-reactid="298"></span><h4 class="title" data-reactid="299">Open Data Toolkit</h4><p class="description" data-reactid="300">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-11" data-reactid="301"><a href="https://web.archive.org/web/20220526165959/http://www.worldbank.org/lsms" target="_blank" data-reactid="302"><span class="icon" data-reactid="303"></span><h4 class="title" data-reactid="304">Living Standards Measurement Study</h4><p class="description" data-reactid="305">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="306"><a href="https://web.archive.org/web/20220526165959/http://datatopics.worldbank.org/consumption/" target="_blank" data-reactid="307"><span class="icon" data-reactid="308"></span><h4 class="title" data-reactid="309">Global Consumption Database</h4><p class="description" data-reactid="310">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="311"><div class="right-bottom" data-reactid="312"><a 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If you continue to navigate this website beyond this page, cookies will be placed on your browser. To learn more about cookies,  <a href="https://web.archive.org/web/20220526165959/https://www.worldbank.org/en/about/legal/privacy-notice" rel="noreferrer noopener" target="_blank" data-reactid="355">click here.</a></p><button aria-label="Close" class="close accept-consent" tabindex="0" type="button" data-reactid="356"><span aria-hidden="true" data-reactid="357">×</span></button></div></div></div></div></div></div><script data-reactid="16">window.__data=["^ ","cache",["^ ","banner",["^ ","$type","atom","value",["^ ","fr","<div id=\"wb_banner\"><span class=\"wb_banner_text\">COVID-19 : Comment le Groupe de la Banque mondiale aide-t-il les pays à faire face à la pandémie ? <a class=\"btn-schedule\" href=\"https://www.banquemondiale.org/fr/who-we-are/news/coronavirus-covid19?intcid=wbw_xpl_banner_fr_ext_Covid19\">Suivez notre actualité</a></p>\r\n</span><span class=\"wb_banner_descr\"></span><input type=\"button\" value=\"Close\" onclick=\"wb_close();\" /></div>","en","<div 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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."],["^ 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rajon","km","សូមប្រើប្រាស់ប្រអប់ស្វែងរកខាងលើ ដើម្បីជ្រើសរើសប្រទេស ឬតំបន់។","th","โปรดใช้ช่องค้นหาด้านบนเพื่อเลือกประเทศหรือภูมิภาค","de","Bitte im Suchfeld oben ein Land oder eine Region auswählen.","uk","Укажіть країну чи регіон у полі пошуку вище.","hi","कृपया कोई 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 страну или регион.","^K","from-gsd","^M",""],["^ ","id","indicatormeta.databank","mn","Мэдээллийн сан","ko","데이터뱅크","bg","Банка от данни","pt","Banco de Dados","mk","Банка на податоци","vi","Ngân hàng dữ liệu","ja","データバンク","ro","Banca de date","^J","databank","tr","Veri Bankası","sq","Bankë të dhënash","km","កន្លែងទុកទិន្នន័យ","th","ข้อมูลธนาคาร","de","Datenbank","uk","Банк даних","hi","डेटाबैंक","pl","DataBank","ru","Банк данных","^K","from-gsd","^M","","^L","","en","DataBank","zh","DataBank","ar","بنك 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