{"id":122,"date":"2020-06-14T12:27:52","date_gmt":"2020-06-14T11:27:52","guid":{"rendered":"https:\/\/sciting.eu\/sciting\/?page_id=122"},"modified":"2021-04-07T10:09:01","modified_gmt":"2021-04-07T09:09:01","slug":"covid-19-epidemiology","status":"publish","type":"page","link":"https:\/\/sciting.eu\/sciting\/samples\/covid-19-epidemiology\/","title":{"rendered":"COVID-19 Epidemiology"},"content":{"rendered":"\n<p><br><br>In order to help tracking the COVID-19 pandemic we have developed a series of Python 3 scripts that gather epidemiological data from different online sources and plot diverse graphs and maps.<\/p>\n\n\n\n<p>The scripts are fully automated and the daily updates also occur automatically.<\/p>\n\n\n\n<p>EXCESS DEATHS<\/p>\n\n\n\n<p>The following interactive map represents a worst case scenario for excess deaths. The actually figures are therefore overestimated (for instance, they should be negative for Finland, Denmark, Norway and Iceland but they are slightly positive). What matters is the relative differences between countries.<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-style-rounded\"><a href=\"https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/world\/Covid19_share.html\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"478\" src=\"https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2021\/04\/covid19_share-1024x478.png\" alt=\"\" class=\"wp-image-419\" srcset=\"https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2021\/04\/covid19_share-1024x478.png 1024w, https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2021\/04\/covid19_share-300x140.png 300w, https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2021\/04\/covid19_share-768x359.png 768w, https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2021\/04\/covid19_share-1536x717.png 1536w, https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2021\/04\/covid19_share.png 1917w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p><br>DEATHS PER MILLION: TIME EVOLUTION<\/p>\n\n\n\n<p>Time evolution of deaths per million attributed to COVID-19 for countries with a ratio higher than that of Germany.<br><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/sentidinho.eu\/sentidinho\/wp-content\/uploads\/galiciaincoronavirusland\/Galicia_in_Coronavirusland_plot_top.png\" alt=\"\" class=\"wp-image-115\"\/><\/figure><\/div>\n\n\n\n<p><br>DEATHS PER MILLION: WORLD MAP<\/p>\n\n\n\n<p>Click on the image for an updated interactive version of the map.<\/p>\n\n\n\n<p>Click on the pins for quantitative information.<\/p>\n\n\n\n<p>Pink pins indicate countries where the Head of the Government is a woman.<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/sentidinho.eu\/sentidinho\/wp-content\/uploads\/galiciaincoronavirusland\/COVID19_World_Map_Deaths_per_Million.html\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/sentidinho.eu\/sentidinho\/wp-content\/uploads\/2020\/04\/coronavirus_map-1.png\" alt=\"\" class=\"wp-image-147\"\/><\/a><\/figure>\n\n\n\n<p><br>DEATHS PER MILLION: EUROPEAN REGIONS<\/p>\n\n\n\n<p>This map is absolutely unique in the world. At the time of this writing, nobody else was providing this kind of information.<\/p>\n\n\n\n<p>Hoover over the regions (or click on them on the mobile version) for region names and quantitative data.<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/sentidinho.eu\/sentidinho\/wp-content\/uploads\/galiciaincoronavirusland\/NUTS2_in_coronavirusland.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/sentidinho.eu\/sentidinho\/wp-content\/uploads\/2020\/04\/NUTS2_in_coronavirusland-1.png\" alt=\"\" class=\"wp-image-154\"\/><\/a><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>DEATHS PER MILLION IN WESTERN EUROPE : VIDEO MAP<\/p>\n\n\n\n<p>We have mapped the relative mortality attributed to COVID-19 in western Europe at NUTS3\/NUTS2 granularity overtime and created a video.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-4-3 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"COVID-19 mortality per million in western Europe overtime\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/coFN8YnBUH0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Interactive maps for the <a rel=\"noreferrer noopener\" href=\"https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/pics\/COVID19_WE_CDPM_20200630.html\" target=\"_blank\">first<\/a> and <a href=\"https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/pics\/COVID19_WE_CDPM_20201117.html\" target=\"_blank\" rel=\"noreferrer noopener\">second<\/a> waves are also available. <\/p>\n\n\n\n<p><br>CODE AND RAW DATA<\/p>\n\n\n\n<p>The code, raw data and outputs are available in our <a href=\"https:\/\/drive.google.com\/drive\/folders\/1R8-ADxGVLo5TceHrNNMmZFJ9zV8i8L7v?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">Google Drive<\/a>.<\/p>\n\n\n\n<p>If you use it, fork it or distribute it, we would appreciate if you could <a href=\"https:\/\/sciting.eu\/sciting\/contact\/\">drop us a line<\/a> just to let us know.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><br><br><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/sciting.eu\"><img loading=\"lazy\" decoding=\"async\" width=\"286\" height=\"361\" src=\"https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2020\/06\/sciting_logo_medium.png\" alt=\"\" class=\"wp-image-53\" srcset=\"https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2020\/06\/sciting_logo_medium.png 286w, https:\/\/sciting.eu\/sciting\/wp-content\/uploads\/2020\/06\/sciting_logo_medium-238x300.png 238w\" sizes=\"auto, (max-width: 286px) 100vw, 286px\" \/><\/a><\/figure><\/div>\n","protected":false},"excerpt":{"rendered":"<p>In order to help tracking the COVID-19 pandemic we have developed a series of Python 3 scripts that gather epidemiological data from different online sources and plot diverse graphs and maps. The scripts are fully automated and the daily updates also occur automatically. EXCESS DEATHS The following interactive map represents a worst case scenario for [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":79,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-122","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/pages\/122","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/comments?post=122"}],"version-history":[{"count":15,"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/pages\/122\/revisions"}],"predecessor-version":[{"id":423,"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/pages\/122\/revisions\/423"}],"up":[{"embeddable":true,"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/pages\/79"}],"wp:attachment":[{"href":"https:\/\/sciting.eu\/sciting\/wp-json\/wp\/v2\/media?parent=122"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}