{"id":2,"date":"2023-10-26T16:21:47","date_gmt":"2023-10-26T16:21:47","guid":{"rendered":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/?page_id=2"},"modified":"2023-10-29T07:42:08","modified_gmt":"2023-10-29T07:42:08","slug":"sample-page","status":"publish","type":"page","link":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/sample-page\/","title":{"rendered":"Visualizations"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"712\" src=\"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.53.10-PM-1024x712.png\" alt=\"\" class=\"wp-image-49\" style=\"object-fit:cover;width:655px;height:375px\" srcset=\"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.53.10-PM-1024x712.png 1024w, https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.53.10-PM-300x209.png 300w, https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.53.10-PM-768x534.png 768w, https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.53.10-PM.png 1188w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Cirrus visualization of the 55 most common words in Dickens&#8217;s speeches<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Above is a cirrus visualization of the top 55 most used words in Dickens&#8217;s corpus, however the most common English words such as &#8220;the,&#8221; &#8220;of,&#8221; and &#8220;and&#8221; are removed from analysis. Therefore, this cloud shows a more precise depiction of Dickens&#8217;s writing as compared with English text in general. It&#8217;s easy to see which words are most common at a glance, with &#8220;great&#8221; at the top of the list. Unsurprisingly, both &#8220;ladies&#8221; and &#8220;gentlemen&#8221; are high on the list, as many speeches begin with those two words. It&#8217;s worth noting, though, that &#8220;gentlemen&#8221; is much more common. This observation led me to explore the gender discrepancy in Dickens&#8217;s speeches.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-461897f4 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"670\" height=\"868\" src=\"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-26-at-11.12.30-AM-4.png\" alt=\"\" class=\"wp-image-47\" style=\"aspect-ratio:0.771889400921659;width:303px;height:auto\" srcset=\"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-26-at-11.12.30-AM-4.png 670w, https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-26-at-11.12.30-AM-4-232x300.png 232w\" sizes=\"auto, (max-width: 670px) 100vw, 670px\" \/><figcaption class=\"wp-element-caption\">Categories of words divided by gender<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"632\" src=\"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.35.27-PM-2-1024x632.png\" alt=\"\" class=\"wp-image-48\" srcset=\"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.35.27-PM-2-1024x632.png 1024w, https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.35.27-PM-2-300x185.png 300w, https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.35.27-PM-2-768x474.png 768w, https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-28-at-1.35.27-PM-2.png 1406w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Frequency trends of male words vs female words across Dickens&#8217;s speeches<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">I started by using <a href=\"http:\/\/voyant-tools.org\" data-type=\"link\" data-id=\"voyant-tools.org\">Voyant Tools<\/a>&#8216;s &#8220;categories&#8221; function to group words that correspond with men and with women. I looked through common terms and included each relevant word I found as well as its counterpart. (Interestingly, neither &#8220;madam&#8221; nor &#8220;ma&#8217;am&#8221; appear anywhere in Dickens&#8217;s speeches, so there is no listed equivalent to &#8220;sir&#8221;.) I then graphed the frequencies of masculine terms and feminine terms over the course of each section of the corpus. It&#8217;s immediately obvious that mentions of men outnumber mentions of women in for the entirety of Dickens&#8217;s speeches. Despite significant fluctuations, it&#8217;s never even close. While it might be rash to necessarily condemn Dickens himself for this discrepancy, it&#8217;s important to recognize the difference as representative of societal disparities at the time. It would be interesting to see if a corpus of modern speakers displays the same bias.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">Data can only be feasibly analyzed like this within the field of Digital Humanities. The traditional humanities discipline is obviously capable of exploring the gender biases of a certain author, but by digitizing this project, we can synthesize a far more concise and data-driven depiction of Dickens&#8217;s work. Similarly, mere data science lacks the wider implications of such a visualization. Not only does Digital Humanities allow us to quickly explore vast corpuses of text, but we are pushed to <em>explain<\/em> those corpuses as well. This project should stand as proof of the value of combining literary and computational disciplines into one pioneering field.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Above is a cirrus visualization of the top 55 most used words in Dickens&#8217;s corpus, however the most common English words such as &#8220;the,&#8221; &#8220;of,&#8221; and &#8220;and&#8221; are removed from analysis. Therefore, this cloud shows a more precise depiction of Dickens&#8217;s writing as compared with English text in general. It&#8217;s easy to see which words [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-2","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-json\/wp\/v2\/pages\/2","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-json\/wp\/v2\/comments?post=2"}],"version-history":[{"count":19,"href":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-json\/wp\/v2\/pages\/2\/revisions"}],"predecessor-version":[{"id":78,"href":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-json\/wp\/v2\/pages\/2\/revisions\/78"}],"wp:attachment":[{"href":"https:\/\/midterm.cornella.sites.carleton.edu\/blog\/wp-json\/wp\/v2\/media?parent=2"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}