{"id":851,"date":"2022-06-15T19:21:41","date_gmt":"2022-06-15T19:21:41","guid":{"rendered":"https:\/\/ml-gis-service.com\/?p=851"},"modified":"2022-06-15T19:21:42","modified_gmt":"2022-06-15T19:21:42","slug":"spatial-epidemiology-baltic-sea-and-algal-blooms-how-to-get-data","status":"publish","type":"post","link":"https:\/\/ml-gis-service.com\/index.php\/2022\/06\/15\/spatial-epidemiology-baltic-sea-and-algal-blooms-how-to-get-data\/","title":{"rendered":"Spatial Epidemiology: Baltic Sea and Algal Blooms &#8211; how to get data?"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>Heat wave just arrived. We stay in a shadow, but it doesn\u2019t protect us from the sweating, even here is 30 degrees C (90 F). Fortunately for us, there is a cold breeze from the sea. We know that soon we will jump into a cold water and hide beneath the waves from the scorching sun. But something is wrong. We arrive to the beach, and we see that there are red flags, all along sea line. We\u2019ve checked weather forecast and we know, that those flags aren\u2019t indicating upcoming storm. Baltic Sea is free from sharks and jellyfishes. So what\u2019s going on? After a while we start to smell the problem. It is an algal bloom that has covered water in a rotten, green and sticky layer. This day is not our day and we probably won\u2019t be able to swim&#8230;<\/p><\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">Algal Bloom brings death<\/h2>\n\n\n\n<p>You should be happy if you have never heard of harmful algal blooms. This is a recurring disaster for societies that live along the coast or near big lakes. A relationship between agricultural fertilizers and climate change leads to the event known as the harmful algal blooms [1].<\/p>\n\n\n\n<p>What are the consequences of HABs?<\/p>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/storytelling1-1024x576.jpg\" alt=\"\" class=\"wp-image-855\" width=\"1024\" height=\"576\" srcset=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/storytelling1-1024x576.jpg 1024w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/storytelling1-300x169.jpg 300w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/storytelling1-768x432.jpg 768w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/storytelling1-1536x864.jpg 1536w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/storytelling1.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Four reasons why Algal Blooms are a disaster.<\/figcaption><\/figure><\/div>\n\n\n<ol class=\"wp-block-list\"><li><strong>Death of a water fauna<\/strong>. The algal layer sucks a lot of oxygen from water and other organisms die or suffer from hypoxia.<\/li><li>If fishes or shellfishes die in a great number, then the <strong>fishery industry <\/strong>will be not profitable.<\/li><li>Toxic or just smelly water doesn\u2019t help when our business is based on <strong>tourists<\/strong> that want to take advantage of the sea\u2026<\/li><li>And the last but not least, <strong>toxins <\/strong>from algal blooms are deathly. Some of them are the strongest toxins in the world. Moreover, those toxins tend to deposit in the bodies of sea animals that we eat. This way, we can eat a large amount of poison, which wouldn\u2019t be possible if we just accidentally take a sip of contaminated water.<\/li><\/ol>\n\n\n\n<p>Let\u2019s take a closer look into organisms and their toxins that are common in our seas and lakes [2; 3]:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>Organism<\/td><td>Water Type<\/td><td>Bloom color<\/td><td>Toxin<\/td><td>Damaged tissues<\/td><td>Health effects<\/td><\/tr><tr><td><em>Alexandrium sp.<\/em><\/td><td>Salt<\/td><td>Red \/ Brown<\/td><td>Saxitoxins &#8211; one of the strongest toxins in nature [4]<\/td><td>Nerves and muscles<\/td><td>Paralytic shellfish poisoning, paralysis, death, respiratory system failure<\/td><\/tr><tr><td><em>Karenia Brevis<\/em><\/td><td>Salt<\/td><td>Red<\/td><td>Brevetoxins<\/td><td>Nerves and muscles<\/td><td>Gastrointestinal illness, muscle cramps, paralysis, respiratory problems<\/td><\/tr><tr><td><em>Pseudo-nitzschia<\/em><\/td><td>Salt<\/td><td>Red \/ Brown<\/td><td>Domoic acid<\/td><td>Nervous system<\/td><td>Initial phase: gastrointestinal illness. Developed stage: long-lasting or permanent short-term memory loss (amnesia), confusion, seizures, and in rare cases death<\/td><\/tr><tr><td><em>Microcystis<\/em><\/td><td>Fresh<\/td><td>Blue \/ Green<\/td><td>Microcystin<\/td><td>Liver<\/td><td>Liver damage<\/td><\/tr><tr><td><em>Nodularia<\/em><\/td><td>Salt<\/td><td>Blue \/ Green<\/td><td>Nodularin<\/td><td>Liver<\/td><td>Liver damage, carcinogenic agent [5]<\/td><\/tr><\/tbody><\/table><figcaption>Algae and their toxins.<\/figcaption><\/figure>\n\n\n\n<p>The irony is that the algae (cyanobacteria) are everywhere, in each type of water. Algal blooms are a worldwide issue. There is a chance that a big lake or sea that you have seen is a place where blooms occur. Moreover, they are one of the oldest organisms on Earth, we found their fossils dated 3.5 billion years back [6]. Under normal circumstances, algae are not harmful at all. But we suspect that overnutrition with agricultural fertilizers and climate change lead to the overgrowth of algae [7].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Algal Blooms Analytics<\/h2>\n\n\n\n<p>Is it easy to obtain data for Algal Bloom analytics? Luckily for us, yes, it is!<\/p>\n\n\n\n<p>It\u2019s easier than you think and there are multiple ways to do it, even without stepping out outside! We will go through an example from Gdansk Bay on the Baltic Sea but the same steps may be repeated for other water reservoirs. A great source of information about local disasters is the local news portal. For Gdansk Bay area it is Tr\u00f3jmiasto.pl (eng.: Tr\u00f3jmiasto = Tricity => Gdansk + Sopot + Gdynia). Let\u2019s take a look at how many times per year the phrase <code>sinice<\/code> (eng.: algae) has appeared in articles. Every news portal has a past articles browser [A], and we can take advantage of it! Here are the results of a search:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>2001 | 1<\/li><li>2002 | 1<\/li><li>2003 | 4<\/li><li>2004 | 1<\/li><li>2005 | 1<\/li><li>2006 | 1<\/li><li>2007 | 0<\/li><li>2008 | 1<\/li><li>2009 | 3<\/li><li>2010 | 1<\/li><li>2011 | 2<\/li><li>2012 | 6<\/li><li>2013 | 1<\/li><li>2014 | 2<\/li><li>2015 | 6<\/li><li>2016 | 3<\/li><li>2017 | 0<\/li><li>2018 | 11<\/li><li>2019 | 5<\/li><li>2020 | 1<\/li><li>2021 | 3<\/li><\/ul>\n\n\n\n<p>The list shows a specific pattern. First of all, the average number of articles per year increases. And we can see, that there is some kind of cyclic behavior. Every three years from 2009 we have a peak. Are those patterns artifacts? Many articles were indirectly related to the algal blooms, so maybe this data is not representative? We can dig deeper with another data source: Google Trends. We can ask the browser about <code>sinice<\/code> in Poland and it will return a weekly number of searches with this word (normalized to values 0-100) [B]. To make the output more meaningful we select only <em>Pomeranian voivodship<\/em> (state) where Gdansk Bay is located. Let\u2019s compare normalized results from <code>Trends<\/code> and <code>Trojmiasto.pl<\/code>:<\/p>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"989\" height=\"611\" src=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Algal-blooms.-Normalized-number-of-articles-from-Trojmiasto.pl-vs-normalized-number-of-Google-searches-for-the-word-sinice-eng.-algal.png\" alt=\"\" class=\"wp-image-866\" srcset=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Algal-blooms.-Normalized-number-of-articles-from-Trojmiasto.pl-vs-normalized-number-of-Google-searches-for-the-word-sinice-eng.-algal.png 989w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Algal-blooms.-Normalized-number-of-articles-from-Trojmiasto.pl-vs-normalized-number-of-Google-searches-for-the-word-sinice-eng.-algal-300x185.png 300w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Algal-blooms.-Normalized-number-of-articles-from-Trojmiasto.pl-vs-normalized-number-of-Google-searches-for-the-word-sinice-eng.-algal-768x474.png 768w\" sizes=\"auto, (max-width: 989px) 100vw, 989px\" \/><figcaption>Comparison of a normalized number of articles per year and number of searches per year for the word <code>sinice<\/code> (eng.: algae). C: Szymon Moli\u0144ski.<\/figcaption><\/figure><\/div>\n\n\n<p>A cyclic pattern repeats itself for both data sources, especially for 2012:2015:2018. The trend is visible for those datasets too, but it is much weaker than cyclic rises of amplitude. I don\u2019t know why this 3-year pattern exists, but what I know, is that in 2018 Poland and the Baltic Sea were trapped in a heat wave for many weeks. The Baltic Sea had toxic, green color this year:<\/p>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/gulfoffinland.jpg\" alt=\"\" class=\"wp-image-873\" width=\"1000\" height=\"1000\" srcset=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/gulfoffinland.jpg 1000w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/gulfoffinland-300x300.jpg 300w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/gulfoffinland-150x150.jpg 150w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/gulfoffinland-768x768.jpg 768w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/gulfoffinland-550x550.jpg 550w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><figcaption>Algal Blooms in Gulf of Bothnia, August 2018. C: NASA\/Earth Observatory [8]<\/figcaption><\/figure><\/div>\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"622\" height=\"708\" src=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/2018-09-02-Sinice-M.Darecki-622.jpg\" alt=\"\" class=\"wp-image-875\" srcset=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/2018-09-02-Sinice-M.Darecki-622.jpg 622w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/2018-09-02-Sinice-M.Darecki-622-264x300.jpg 264w\" sizes=\"auto, (max-width: 622px) 100vw, 622px\" \/><figcaption>Algal Blooms in Baltic Sea, August 2018. C: M. Darecki, IOPAN-SatBa\u0142tyk System, Miesi\u0119cznik Dzikie \u017bycie [9].<\/figcaption><\/figure><\/div>\n\n\n<p>Maybe you don\u2019t trust indirect data sources. There is good news for you: we can still explore algal blooms without moving from our computers! Based on the latest images we know, that satellites can capture algal blooms from space. There are free and open satellite images that we can use for the analysis: Landsat 5-9, Sentinel 2 and 3. Let&#8217;s take a look at the Landsat 8 scene of Gdansk Bay:<\/p>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"504\" height=\"633\" src=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Unknown-4.png\" alt=\"\" class=\"wp-image-878\" srcset=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Unknown-4.png 504w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Unknown-4-239x300.png 239w\" sizes=\"auto, (max-width: 504px) 100vw, 504px\" \/><figcaption>Landsat 8 scene: Gdansk Bay. Source: Szymon Moli\u0144ski.<\/figcaption><\/figure><\/div>\n\n\n<p>It is a single-band image of Gdansk Bay from satellite Landsat 8, taken in August 2018. Landsat 8 has 11 bands and we can mix them to create special products that enhance specific features on land or on the sea. Here is one of those &#8220;magic mixes&#8221; that enhances the visibility of Algal Blooms:<\/p>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"503\" height=\"633\" src=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Unknown-3.png\" alt=\"\" class=\"wp-image-879\" srcset=\"https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Unknown-3.png 503w, https:\/\/ml-gis-service.com\/wp-content\/uploads\/2022\/06\/Unknown-3-238x300.png 238w\" sizes=\"auto, (max-width: 503px) 100vw, 503px\" \/><figcaption>Landsat 8 false-color scene. Source: Szymon Moli\u0144ski.<\/figcaption><\/figure><\/div>\n\n\n<p>With appropriate band combination [10] we are able to transform the image and show long plumes of algae! (We will explore this property of satellite images in the future, within a <strong>dedicated data science article<\/strong>).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Summary<\/h2>\n\n\n\n<p>We haven&#8217;t explored all possible data sources, you can pick other than those mentioned in this article. Let&#8217;s look into a list of possible data sources that we might use:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Local \/ regional \/ national media (articles, images, videos).<\/li><li>Social Networks Data (Twitter &#8211; sentiment analysis; Instagram or TikTok &#8211; object detection).<\/li><li>Google Trends.<\/li><li>Satellites: Landsat 5, 7 (historical data), Landsat 8, 9, and Sentinel 2, 3 (current data and historical data) [C].<\/li><li>Climate: Copernicus Climate Change Service (C3S), especially climate reanalysis datasets [D]. If you are in US\/Canada\/Mexico and C3S service doesn&#8217;t have data for your area, then you should rather take a look into NOAA datasets. Other countries have their own meteorological and climate data.<\/li><li>Land Cover: Copernicus Land Monitoring Service [E].<\/li><li>Genomics and Bio Datasets: Zenodo, for example [F].<\/li><\/ul>\n\n\n\n<p>I hope that you get interested in the algal blooms and how those affect our lives. In the future, we are going to explore ways to assess Algal Blooms <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Bibliography<\/h2>\n\n\n\n<p>[1] \ud83d\udc1f NOAA. What is a harmful algal bloom? Link: https:\/\/www.noaa.gov\/what-is-harmful-algal-bloom.<\/p>\n\n\n\n<p>[2] \ud83d\ude91 NIEHS. Algal Blooms. Link: https:\/\/www.niehs.nih.gov\/health\/topics\/agents\/algal-blooms\/index.cfm<\/p>\n\n\n\n<p>[3] \ud83c\udf0d Mazur-Marzec H, Bertos-Fortis M, Toru\u0144ska-Sitarz A, Fidor A, Legrand C. Chemical and Genetic Diversity of <em>Nodularia spumigena<\/em> from the Baltic Sea. <em>Marine Drugs<\/em>. 2016; 14(11):209. https:\/\/doi.org\/10.3390\/md14110209<\/p>\n\n\n\n<p>[4] \u2620\ufe0f Gad S.E. Saxitoxin, Editor(s): Philip Wexler, Encyclopedia of Toxicology (Third Edition), Academic Press, 2014, Pages 218-220, ISBN 9780123864550, https:\/\/doi.org\/10.1016\/B978-0-12-386454-3.00925-8.<\/p>\n\n\n\n<p>[5] \ud83e\udd80 \u017degura B, \u0160traser A, Filipi\u010d M. Genotoxicity and potential carcinogenicity of cyanobacterial toxins \u2013 a review, Mutation Research\/Reviews in Mutation Research, Volume 727, Issues 1\u20132, 2011, Pages 16-41, ISSN 1383-5742, https:\/\/doi.org\/10.1016\/j.mrrev.2011.01.002.<\/p>\n\n\n\n<p>[6] \ud83e\udea8 UC Berkeley. <a href=\"https:\/\/ucmp.berkeley.edu\/bacteria\/cyanointro.html\">Cyanobacteria<\/a>: Fossil Record. Link: <a href=\"https:\/\/ucmp.berkeley.edu\/bacteria\/cyanofr.html\">https:\/\/ucmp.berkeley.edu\/bacteria\/cyanofr.html<\/a><\/p>\n\n\n\n<p>[7] \ud83d\ude9c Michalak A, Anderson E, Beletsky D, et all. Record-setting algal bloom in Lake Erie caused by agricultural and meteorological trends consistent with expected future conditions. PNAS, April 1, 2013. DOI: <a href=\"https:\/\/doi.org\/10.1073\/pnas.1216006110\">https:\/\/doi.org\/10.1073\/pnas.121600611<\/a><\/p>\n\n\n\n<p>[8] \ud83c\udf0a NASA Earth Observatory. Summer Blooms in the Baltic and Barents. Link: <a href=\"https:\/\/www.earthobservatory.nasa.gov\/images\/92462\/summer-blooms-in-the-baltic-and-barents\">https:\/\/www.earthobservatory.nasa.gov\/images\/92462\/summer-blooms-in-the-baltic-and-barents<\/a><\/p>\n\n\n\n<p>[9] \ud83e\udd22 W\u0119s\u0142awski J. M. Bezradno\u015b\u0107 czyli sinice nad morzem (Polish). Miesi\u0119cznik Dzikie \u017bycie. 9\/291, September 2018. Link: <a href=\"https:\/\/dzikiezycie.pl\/archiwum\/2018\/wrzesien-2018\/bezradnosc-czyli-sinice-nad-morzem\/page:12\">https:\/\/dzikiezycie.pl\/archiwum\/2018\/wrzesien-2018\/bezradnosc-czyli-sinice-nad-morzem\/page:12<\/a><\/p>\n\n\n\n<p>[10] \u2699\ufe0f Szymon Moli\u0144ski. Transform Landsat 8 to estimate the algal bloom area. Github: <a href=\"https:\/\/github.com\/SimonMolinsky\/conferences-and-workshops\/blob\/main\/2022\/06\/h4c\/preparations\/algal_bloom_detection-chlorophyll_alpha.ipynb\">https:\/\/github.com\/SimonMolinsky\/conferences-and-workshops\/blob\/main\/2022\/06\/h4c\/preparations\/algal_bloom_detection-chlorophyll_alpha.ipynb<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Datasets<\/h2>\n\n\n\n<p>[A] (PL) <a href=\"https:\/\/www.trojmiasto.pl\/s\/sinice\/\">Tr\u00f3jmiasto.pl search results<\/a>.<\/p>\n\n\n\n<p>[B] (Eng) <a href=\"https:\/\/trends.google.com\/trends\/explore?date=all&amp;geo=PL-PM&amp;q=sinice\">Google Trends results<\/a>.<\/p>\n\n\n\n<p>[C] (Eng) <a href=\"https:\/\/earthexplorer.usgs.gov\/\">EarthExplorer (USGS).<\/a><\/p>\n\n\n\n<p>[D] (Eng) <a href=\"https:\/\/climate.copernicus.eu\/\">Copernicus Climate Change Service<\/a>.<\/p>\n\n\n\n<p>[E] (Eng) <a href=\"https:\/\/land.copernicus.eu\/\">Copernicus Land Monitoring Service<\/a>.<\/p>\n\n\n\n<p>[F] (Eng) Zenodo &#8211; <a href=\"https:\/\/zenodo.org\/record\/4562688#.Yp-3di-pn0o\">S75 | CyanoMetDB | Comprehensive database of secondary metabolites from cyanobacteria<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Appendix<\/h2>\n\n\n\n<p>This article was created, in a slightly different version, for Hack4Change event workshops on how to tell stories with data.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dangerous and toxic algal blooms are a worldwide issue. Where do we get data to analyze those events?<\/p>\n","protected":false},"author":1,"featured_media":899,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18,198,199,20],"tags":[201,202,204,200,205,203,15,206,24,14,76],"class_list":["post-851","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","category-datasets","category-epidemiology-public-health","category-remote-sensing","tag-algae","tag-algal-blooms","tag-baltic-sea","tag-cyanobacteria","tag-datasets","tag-harmful-algal-blooms","tag-landsat","tag-nlp","tag-remote-sensing","tag-sentinel","tag-web-scraping"],"_links":{"self":[{"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/posts\/851","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/comments?post=851"}],"version-history":[{"count":40,"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/posts\/851\/revisions"}],"predecessor-version":[{"id":898,"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/posts\/851\/revisions\/898"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/media\/899"}],"wp:attachment":[{"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/media?parent=851"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/categories?post=851"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ml-gis-service.com\/index.php\/wp-json\/wp\/v2\/tags?post=851"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}