{"id":3603,"date":"2020-08-19T07:30:18","date_gmt":"2020-08-19T02:00:18","guid":{"rendered":"https:\/\/ravi.rajiniravi.com\/blog\/?p=3603"},"modified":"2021-01-26T14:27:21","modified_gmt":"2021-01-26T08:57:21","slug":"the-language-of-science","status":"publish","type":"post","link":"https:\/\/ravi.rajiniravi.com\/blog\/2020\/08\/the-language-of-science\/","title":{"rendered":"The language of Science"},"content":{"rendered":"<p><span class=\"break-words\"><span dir=\"ltr\"><a href=\"https:\/\/www.scientificamerican.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">SCIAM<\/a> has a wonderful 175th anniversary edition.<\/span><\/span><\/p>\n<p>One article which is a must look for data science and data discovery aficionados is this one with visualisations of the most popular words used in every edition of the magazine since their launch. That&#8217;s 5107 editions, over 100.2mn words analysed&#8230;<\/p>\n<p>The article &#8211; <a href=\"https:\/\/www.scientificamerican.com\/article\/the-language-of-science\/\" target=\"_blank\" rel=\"noopener noreferrer\">The language of Science<\/a>. It&#8217;s <a href=\"https:\/\/www.scientificamerican.com\/article\/explore-175-years-of-words-in-scientific-american\/\" target=\"_blank\" rel=\"noopener noreferrer\">interactive version<\/a> where you can see how about 4000 terms peaked along with similar trending terms and inverse trending terms. And finally the behind the scenes tech <a href=\"https:\/\/www.scientificamerican.com\/article\/how-to-turn-175-years-of-words-in-scientific-american-into-an-image\/\" target=\"_blank\" rel=\"noopener noreferrer\">use<\/a> with this twitter <a href=\"https:\/\/twitter.com\/moritz_stefaner\/status\/1295733710403362817\" target=\"_blank\" rel=\"noopener noreferrer\">thread<\/a> providing more details of the tech behind it.\u00a0 The behind the scenes article also lists the challenges &#8211; OCR errors, how to analyse and of course how to visualise.<\/p>\n<p>Now, way back in 2010-11, I had got hold of 120+ historical print ads of Listerine in pdf\/image formats and One of my thoughts was to analyse them to see how the communication strategy and messaging has changed over time. The visualisation tool of choice was <a href=\"http:\/\/simile.mit.edu\/\" target=\"_blank\" rel=\"noopener noreferrer\">babel<\/a> (almost a dead link now) then. Analysing the text was out of question as these print ads were text heavy so wanted to run them through an OCR, but the challenge of reading them properly remained due to the quality of scanning and the project didn&#8217;t take off.<\/p>\n<div id='gallery-1' class='gallery galleryid-3603 gallery-columns-4 gallery-size-thumbnail'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94126632.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"170\" src=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94126632-170x170.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94126632-170x170.jpg 170w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94126632-66x66.jpg 66w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f92853032.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"170\" src=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f92853032-170x170.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f92853032-170x170.jpg 170w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f92853032-66x66.jpg 66w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94082088.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"170\" src=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94082088-170x170.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94082088-170x170.jpg 170w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94082088-66x66.jpg 66w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94096296.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"170\" src=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94096296-170x170.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94096296-170x170.jpg 170w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94096296-66x66.jpg 66w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\n<div id='gallery-2' class='gallery galleryid-3603 gallery-columns-4 gallery-size-thumbnail'><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94079464.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"170\" src=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94079464-170x170.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94079464-170x170.jpg 170w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94079464-400x400.jpg 400w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94079464-66x66.jpg 66w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94089576.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"170\" src=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94089576-170x170.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94089576-170x170.jpg 170w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94089576-66x66.jpg 66w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94102824.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"170\" src=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94102824-170x170.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94102824-170x170.jpg 170w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94102824-66x66.jpg 66w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/><\/a>\n\t\t\t<\/div><\/figure><figure class='gallery-item'>\n\t\t\t<div class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94123112.jpg'><img loading=\"lazy\" decoding=\"async\" width=\"170\" height=\"170\" src=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94123112-170x170.jpg\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94123112-170x170.jpg 170w, https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2020\/08\/f94123112-66x66.jpg 66w\" sizes=\"auto, (max-width: 170px) 100vw, 170px\" \/><\/a>\n\t\t\t<\/div><\/figure>\n\t\t<\/div>\n\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SCIAM has a wonderful 175th anniversary edition. One article which is a must look for data science and data discovery aficionados is this one with visualisations of the most popular words used in every edition of the magazine since their launch. That&#8217;s 5107 editions, over 100.2mn words analysed&#8230; The article &#8211; The language of Science. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3979,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"book_review_cover_url":"","book_review_title":"","book_review_series":"","book_review_author":"","book_review_genre":"","book_review_isbn":"","book_review_publisher":"","book_review_release_date":"","book_review_format":"","book_review_pages":"","book_review_source":"","book_review_rating":"","book_review_summary":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[88,117,4,8,10,72],"tags":[],"class_list":["post-3603","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-analysis","category-linkedin","category-marketing","category-technology","category-trends","category-visualisation"],"jetpack_featured_media_url":"https:\/\/ravi.rajiniravi.com\/blog\/wp-content\/uploads\/2021\/01\/photo-1547139559-c89c59d117611.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/posts\/3603","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/comments?post=3603"}],"version-history":[{"count":3,"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/posts\/3603\/revisions"}],"predecessor-version":[{"id":3614,"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/posts\/3603\/revisions\/3614"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/media\/3979"}],"wp:attachment":[{"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/media?parent=3603"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/categories?post=3603"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ravi.rajiniravi.com\/blog\/wp-json\/wp\/v2\/tags?post=3603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}