{"id":61,"date":"2020-01-28T07:19:35","date_gmt":"2020-01-28T07:19:35","guid":{"rendered":"https:\/\/sail.usc.edu\/~mica\/wordpress\/?p=61"},"modified":"2022-11-22T18:17:15","modified_gmt":"2022-11-22T18:17:15","slug":"representation-of-professions","status":"publish","type":"post","link":"https:\/\/sail.usc.edu:\/ccmi\/representation-of-professions\/","title":{"rendered":"Representation of Professions in Entertainment Media"},"content":{"rendered":"\n<section class = \"\">\n  <div class=\"container\">\n    <div class=\"grid grid--1-to-3\">\n      <h2>Project Description <\/h2>\n      <div> <p> Media acts as a mirror to society. Societal trends and culture dictate media narratives which informs and moulds our perception of the real world. We study media representation of professions and analyze its frequency and sentiment trends. We find that frequently mentioned professions employ more people.<\/p> <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n\n<figure class=\"wp-block-video aligncenter\"><video controls src=\"https:\/\/sail.usc.edu\/~ccmi\/wp-content\/uploads\/2020\/01\/profession-demo.mp4\"><\/video><figcaption><strong>Short Demo<\/strong><\/figcaption><\/figure>\n\n\n\n<section class = \"\">\n  <div class=\"container\">\n    <div class=\"grid grid--1-to-3\">\n      <h2>Profession Taxonomy<\/h2>\n      <div> \n<!-- iframe plugin v.4.7 wordpress.org\/plugins\/iframe\/ -->\n<iframe width=\"100%\" height=\"750\" frameborder=\"0\" src=\"https:\/\/observablehq.com\/embed\/@7db4603affdda19f\/profession-taxonomy?cells=chart\" scrolling=\"yes\" class=\"iframe-class\"><\/iframe>\n <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n\n<section class = \"\">\n  <div class=\"container\">\n    <header class=\"grid\">\n      <h2> <\/h2>\n    <\/header>\n\t <p> The profession taxonomy contains 3 tiers: <a href=\"https:\/\/www.bls.gov\/soc\/2018\/major_groups.htm\">SOC Groups<\/a>, <a href=\"https:\/\/wordnet.princeton.edu\/\">WordNet<\/a> synsets, and professions. The outermost circles are the SOC Groups.  Click on a SOC circle to zoom in onto its synsets. Click on a synset  circle to zoom in onto its professions. Click outside the circle to zoom  out. <\/p>\n  <\/div>\n<\/section>\n\n\n\n<section class = \"section section--small section--white\">\n  <div class=\"container\">\n    <header class=\"grid\">\n      <h2>  Subtitle Corpus <\/h2>\n    <\/header>\n    <div class=\"grid grid--3\">\n      <div>\n        <h2 class=\"stats-number\"> 3.3M<\/h2>\n        <h3 class=\"caps\"> Mentions<\/h3>\n        <p>  Professional Mentions<\/p>\n      <\/div>\n      <div>\n        <h2 class=\"stats-number\"> 133K<\/h2>\n        <h3 class=\"caps\"> IMDb titles<\/h3>\n        <p> Movies and TV Shows<\/p>\n      <\/div>\n      <div>\n        <h2 class=\"stats-number\"> 68<\/h2>\n        <h3 class=\"caps\"> Years<\/h3>\n        <p> Time Range<\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class = \"\">\n  <div class=\"container\">\n    <div class=\"grid grid--1-to-3\">\n      <h2>Method<\/h2>\n      <div> <p> <\/p> <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"587\" src=\"https:\/\/sail.usc.edu\/~ccmi\/wp-content\/uploads\/2021\/09\/Fig3-1024x587.jpg\" alt=\"\" class=\"wp-image-1233\" srcset=\"https:\/\/sail.usc.edu\/ccmi\/wp-content\/uploads\/2021\/09\/Fig3-1024x587.jpg 1024w, https:\/\/sail.usc.edu\/ccmi\/wp-content\/uploads\/2021\/09\/Fig3-300x172.jpg 300w, https:\/\/sail.usc.edu\/ccmi\/wp-content\/uploads\/2021\/09\/Fig3-150x86.jpg 150w, https:\/\/sail.usc.edu\/ccmi\/wp-content\/uploads\/2021\/09\/Fig3-768x441.jpg 768w, https:\/\/sail.usc.edu\/ccmi\/wp-content\/uploads\/2021\/09\/Fig3-1536x881.jpg 1536w, https:\/\/sail.usc.edu\/ccmi\/wp-content\/uploads\/2021\/09\/Fig3-2048x1175.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>We expand the <a href=\"https:\/\/www.bls.gov\/soc\/2018\/major_groups.htm\">SOC<\/a> taxonomy by finding the noun WordNet synsets of the SOC professions, and include its synonyms and hyponyms. We map the profession and synsets in the new taxonomy to the major SOC groups.<br><br> We search mentions of job titles in the <a href=\"https:\/\/opus.nlpl.eu\/OpenSubtitles-v2018.php\">OpenSubtitles<\/a> corpus. If the predicted sense of the job title phrase does not belong to the  set of synsets of our expanded searchable taxonomy, we ignore the  mention. We also remove mentions that are names of persons cast in the corresponding movie or TV show. The resulting subtitle corpus of professional mentions is automatically  annotated with targeted sentiment labels (positive, negative, or  neutral) using a BERT-based sentiment analysis model, which we trained  on human-annotated subtitle sentences.<br>  <br>We compute the frequency and sentiment trends of top 500 occurring  professions over time, and study the effect of media attributes, like  genre, title type, and country of production, on these trends. We study the correlation between mention frequency and employment of  the major SOC groups, and observe that professions that employ more  people are also mentioned more in media content.<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"has-text-align-center\" id=\"visualization\">Visualization<a href=\"#visualization\"><\/a><\/h2>\n\n\n<section class=\"section section--small section--white\">\n  <div class=\"container container--small\">\n    <header class=\"grid\">\n      <h2>Trends<\/h2>\n    <\/header>\n    <div class=\"tabs\">\n      <div class=\"tabs__labels\">\n        <label class=\"tabs__label active\" for=\"hd1\">\n          Frequency        <\/label>\n        <label class=\"tabs__label\" for=\"hd2\">\n          Sentiment        <\/label>\n        <label class=\"tabs__label\" for=\"hd3\">\n          Media Attribute        <\/label>\n        <label class=\"tabs__label\" for=\"hd4\">\n          Employment        <\/label>\n        <label class=\"tabs__label\" for=\"hd5\">\n                  <\/label>\n      <\/div>\n      <div class=\"tabs__content\">\n        <input type=\"radio\" checked=\"\" class=\"tab__button\" name=\"current\" id=\"hd1\">\n        <div class=\"tab\">\n\t\t\t\n<!-- iframe plugin v.4.7 wordpress.org\/plugins\/iframe\/ -->\n<iframe width=\"850\" height=\"450\" src=\"https:\/\/sabyasachee.github.io\/profession-visualizations\/ccmi-profession\/frequency\/\" scrolling=\"yes\" class=\"iframe-class\" frameborder=\"0\"><\/iframe>\n        <\/div>\n        <input type=\"radio\" class=\"tab__button\" name=\"current\" id=\"hd2\">\n        <div class=\"tab\">\n\t\t\t\n<!-- iframe plugin v.4.7 wordpress.org\/plugins\/iframe\/ -->\n<iframe width=\"850\" height=\"450\" src=\"https:\/\/sabyasachee.github.io\/profession-visualizations\/ccmi-profession\/sentiment\/\" scrolling=\"yes\" class=\"iframe-class\" frameborder=\"0\"><\/iframe>\n          \n        <\/div>\n        <input type=\"radio\" class=\"tab__button\" name=\"current\" id=\"hd3\">\n        <div class=\"tab\">\n\t\t\t\n<!-- iframe plugin v.4.7 wordpress.org\/plugins\/iframe\/ -->\n<iframe width=\"850\" height=\"550\" src=\"https:\/\/sabyasachee.github.io\/profession-visualizations\/ccmi-profession\/media\/\" scrolling=\"yes\" class=\"iframe-class\" frameborder=\"0\"><\/iframe>\n        <\/div>\n        <input type=\"radio\" class=\"tab__button\" name=\"current\" id=\"hd4\">\n        <div class=\"tab\">\n\t\t\t\n<!-- iframe plugin v.4.7 wordpress.org\/plugins\/iframe\/ -->\n<iframe width=\"850\" height=\"550\" src=\"https:\/\/sabyasachee.github.io\/profession-visualizations\/ccmi-profession\/employment\/\" scrolling=\"yes\" class=\"iframe-class\" frameborder=\"0\"><\/iframe>\n        <\/div>\n        <input type=\"radio\" class=\"tab__button\" name=\"current\" id=\"hd5\">\n        <div class=\"tab\">\n\t\t\t        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class=\"section section--small section--white\">\n    <div class=\"container container--small\">\n        <header class=\"grid\" >\n            <h2> Download <\/h2>\n        <\/header>\n        <a href=\"https:\/\/github.com\/usc-sail\/mica-profession\/tree\/main\/datasets\" target=\"_blank\" class=\"link-block\">\n            <div class=\"link-block__thumbnail link-block__icon\" \n                    style=\"background-image:url(https:\/\/sail.usc.edu\/ccmi\/wp-content\/uploads\/2020\/06\/GitHub-Mark-64px.png)\">\n            <\/div>\n            <div class=\"container-fluid\">\n            <div class=\"row\">\n                <div class=\"col\">\n                    <h3>GitHub<\/h3>\n                 <\/div>\n            <\/div>\n            \n            <div class=\"row\">\n                <div class=\"col\">\n                <p>Profession taxonomy and subtitles corpus<\/p>\n                 <\/div>\n            <\/div>\n            <\/div>\n        <\/a>\n    <\/div>\n<\/section>\n\n\n\n<p class=\"has-text-align-center\">For more information, find our PLOS ONE paper <a href=\"https:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0267812\">here<\/a> <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Insights into Frequency and Sentiment Trends<\/p>\n","protected":false},"author":14,"featured_media":1338,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[31,4],"tags":[42,21,38,23,40,36],"acf":[],"_links":{"self":[{"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/posts\/61"}],"collection":[{"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/comments?post=61"}],"version-history":[{"count":180,"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/posts\/61\/revisions"}],"predecessor-version":[{"id":1684,"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/posts\/61\/revisions\/1684"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/media\/1338"}],"wp:attachment":[{"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/media?parent=61"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/categories?post=61"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sail.usc.edu:\/ccmi\/wp-json\/wp\/v2\/tags?post=61"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}