{"id":6229,"date":"2021-02-19T17:58:28","date_gmt":"2021-02-19T17:58:28","guid":{"rendered":"http:\/\/www.learningaloud.com\/blurts\/?p=6229"},"modified":"2021-02-19T18:16:37","modified_gmt":"2021-02-19T18:16:37","slug":"ngram-data","status":"publish","type":"post","link":"https:\/\/www.learningaloud.com\/blurts\/2021\/02\/19\/ngram-data\/","title":{"rendered":"Ngram data"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">I have been reading <a href=\"https:\/\/www.amazon.com\/s?k=putnam+upswing&amp;crid=14U050LA4FFE2&amp;sprefix=putnam%2Caps%2C183&amp;ref=nb_sb_ss_ts-doa-p_3_6\">Putnam&#8217;s &#8220;The Upswing&#8221;<\/a> which considers trends in American society between individualism and communitarianism. One interesting data source cited to show various trends is based on the frequency with which different words appear in the writing of authors of a certain period in history. Such data quantified as an <a href=\"https:\/\/en.wikipedia.org\/wiki\/N-gram\">Ngram<\/a> can be explored using the massive collection of books digitized by Google.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here is my effort to duplicate one of Putnam&#8217;s claims focused on the use of the pronouns I and We in literature with the <a href=\"https:\/\/books.google.com\/ngrams\">Ngram Viewer<\/a>. As you can see, there has been a great recent increase in the &#8220;I&#8221; pronoun consistent with Putnam&#8217;s I-WE-I model with a more communitarian view in the 1970s.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM.png\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"6230\" data-permalink=\"https:\/\/www.learningaloud.com\/blurts\/2021\/02\/19\/ngram-data\/screen-shot-2021-02-19-at-11-39-45-am\/\" data-orig-file=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM.png\" data-orig-size=\"1944,1126\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Screen-Shot-2021-02-19-at-11.39.45-AM\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM-1024x593.png\" src=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM-1024x593.png\" alt=\"\" class=\"wp-image-6230\" width=\"532\" height=\"307\" srcset=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM-1024x593.png 1024w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM-300x174.png 300w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM-768x445.png 768w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM-1536x890.png 1536w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/Screen-Shot-2021-02-19-at-11.39.45-AM.png 1944w\" sizes=\"auto, (max-width: 532px) 100vw, 532px\" \/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">You can compare words reflecting all kinds of possible trends making this an interesting tool for classroom projects.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets.png\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"6231\" data-permalink=\"https:\/\/www.learningaloud.com\/blurts\/2021\/02\/19\/ngram-data\/meets\/\" data-orig-file=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets.png\" data-orig-size=\"2028,1118\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"meets\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets-1024x565.png\" src=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets-1024x565.png\" alt=\"\" class=\"wp-image-6231\" width=\"499\" height=\"275\" srcset=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets-1024x565.png 1024w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets-300x165.png 300w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets-768x423.png 768w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets-1536x847.png 1536w, https:\/\/www.learningaloud.com\/blurts\/wp-content\/uploads\/2021\/02\/meets.png 2028w\" sizes=\"auto, (max-width: 499px) 100vw, 499px\" \/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<div class=\"pvc_clear\"><\/div><p id=\"pvc_stats_6229\" class=\"pvc_stats all  \" data-element-id=\"6229\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p><div class=\"pvc_clear\"><\/div>","protected":false},"excerpt":{"rendered":"<p>I have been reading Putnam&#8217;s &#8220;The Upswing&#8221; which considers trends in American society between individualism and communitarianism. One interesting data source cited to show various trends is based on the frequency with which different words appear in the writing of &hellip; <a href=\"https:\/\/www.learningaloud.com\/blurts\/2021\/02\/19\/ngram-data\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_6229\" class=\"pvc_stats all  \" data-element-id=\"6229\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/www.learningaloud.com\/blurts\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[1],"tags":[262,263],"class_list":["post-6229","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-data","tag-data-literacy"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1s9GG-1Ct","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/posts\/6229","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/comments?post=6229"}],"version-history":[{"count":1,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/posts\/6229\/revisions"}],"predecessor-version":[{"id":6232,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/posts\/6229\/revisions\/6232"}],"wp:attachment":[{"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/media?parent=6229"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/categories?post=6229"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.learningaloud.com\/blurts\/wp-json\/wp\/v2\/tags?post=6229"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}