{"id":4162,"date":"2020-11-28T02:03:15","date_gmt":"2020-11-28T07:03:15","guid":{"rendered":"https:\/\/portfolios.cs.earlham.edu\/?p=4162"},"modified":"2021-03-23T03:52:32","modified_gmt":"2021-03-23T07:52:32","slug":"senior-capstone-3","status":"publish","type":"post","link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/","title":{"rendered":"Senior Capstone"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">Finding correlation between fake news and correspondingsentiment analysis<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Abstract<\/h4>\n\n\n\n<p>Detection of misinformation has become of great relevance and importance in the past few years. A significant amount of work has been done in the field of fake news detection using natural text processing tools combined with many other filtering algorithms. However, these studies lacked to observe any possible connection that might exist between the tone of the news and the validity of it. In order to research this field and find any existent correlation, my project addresses the potential role that sentiment associated with the news plays in identifying its validity. I perform sentiment analysis on tweets through natural language processing and use neural networks to train the model and test its accuracy.<\/p>\n\n\n\n<p><a href=\"https:\/\/drive.google.com\/file\/d\/1z1bJqAAjwBFfGRIqVym3DkImJlQZ-AH1\/view?usp=sharing\">Final Paper<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/youtu.be\/Wovg7bWkwB4\">Final Software Delivery<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Final Software Diagram<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"781\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch-1024x781.png\" alt=\"\" class=\"wp-image-4163\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch-1024x781.png 1024w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch-300x229.png 300w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch-768x586.png 768w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch-1536x1172.png 1536w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch.png 1578w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Finding correlation between fake news and correspondingsentiment analysis Abstract Detection of misinformation has become of great relevance and importance in the past few years. A significant amount of work has been done in the field of fake news detection using &hellip; <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/\">Read More<\/a><\/p>\n","protected":false},"author":96,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[101,129,19],"tags":[],"class_list":["post-4162","post","type-post","status-publish","format-standard","hentry","category-101","category-eliza-vardanyan","category-student"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Senior Capstone - CS\/DS Student Portfolios<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Senior Capstone - CS\/DS Student Portfolios\" \/>\n<meta property=\"og:description\" content=\"Finding correlation between fake news and correspondingsentiment analysis Abstract Detection of misinformation has become of great relevance and importance in the past few years. A significant amount of work has been done in the field of fake news detection using &hellip; Read More\" \/>\n<meta property=\"og:url\" content=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/\" \/>\n<meta property=\"og:site_name\" content=\"CS\/DS Student Portfolios\" \/>\n<meta property=\"article:published_time\" content=\"2020-11-28T07:03:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-03-23T07:52:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1578\" \/>\n\t<meta property=\"og:image:height\" content=\"1204\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Eliza Vardanyan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Eliza Vardanyan\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/\"},\"author\":{\"name\":\"Eliza Vardanyan\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#\\\/schema\\\/person\\\/f9d2d9b754d97d987a79e954ed143a92\"},\"headline\":\"Senior Capstone\",\"datePublished\":\"2020-11-28T07:03:15+00:00\",\"dateModified\":\"2021-03-23T07:52:32+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/\"},\"wordCount\":133,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2020\\\/11\\\/Final_soft_arch-1024x781.png\",\"articleSection\":[\"2021\",\"Eliza Vardanyan\",\"Student\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/\",\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/\",\"name\":\"Senior Capstone - CS\\\/DS Student Portfolios\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2020\\\/11\\\/Final_soft_arch-1024x781.png\",\"datePublished\":\"2020-11-28T07:03:15+00:00\",\"dateModified\":\"2021-03-23T07:52:32+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#\\\/schema\\\/person\\\/f9d2d9b754d97d987a79e954ed143a92\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/#primaryimage\",\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2020\\\/11\\\/Final_soft_arch.png\",\"contentUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2020\\\/11\\\/Final_soft_arch.png\",\"width\":1578,\"height\":1204},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2020\\\/11\\\/28\\\/senior-capstone-3\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Senior Capstone\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#website\",\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/\",\"name\":\"CS\\\/DS Student Portfolios\",\"description\":\"AI and ML, Image Classification, Arduino\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#\\\/schema\\\/person\\\/f9d2d9b754d97d987a79e954ed143a92\",\"name\":\"Eliza Vardanyan\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8954661de70389193d7494e9ee442aeb4e6676ba571a10e4ead284e3db7e15ef?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8954661de70389193d7494e9ee442aeb4e6676ba571a10e4ead284e3db7e15ef?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8954661de70389193d7494e9ee442aeb4e6676ba571a10e4ead284e3db7e15ef?s=96&d=mm&r=g\",\"caption\":\"Eliza Vardanyan\"},\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/author\\\/evarda17\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Senior Capstone - CS\/DS Student Portfolios","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/","og_locale":"en_US","og_type":"article","og_title":"Senior Capstone - CS\/DS Student Portfolios","og_description":"Finding correlation between fake news and correspondingsentiment analysis Abstract Detection of misinformation has become of great relevance and importance in the past few years. A significant amount of work has been done in the field of fake news detection using &hellip; Read More","og_url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/","og_site_name":"CS\/DS Student Portfolios","article_published_time":"2020-11-28T07:03:15+00:00","article_modified_time":"2021-03-23T07:52:32+00:00","og_image":[{"width":1578,"height":1204,"url":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch.png","type":"image\/png"}],"author":"Eliza Vardanyan","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Eliza Vardanyan","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/#article","isPartOf":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/"},"author":{"name":"Eliza Vardanyan","@id":"https:\/\/portfolios.cs.earlham.edu\/#\/schema\/person\/f9d2d9b754d97d987a79e954ed143a92"},"headline":"Senior Capstone","datePublished":"2020-11-28T07:03:15+00:00","dateModified":"2021-03-23T07:52:32+00:00","mainEntityOfPage":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/"},"wordCount":133,"commentCount":0,"image":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/#primaryimage"},"thumbnailUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch-1024x781.png","articleSection":["2021","Eliza Vardanyan","Student"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/","url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/","name":"Senior Capstone - CS\/DS Student Portfolios","isPartOf":{"@id":"https:\/\/portfolios.cs.earlham.edu\/#website"},"primaryImageOfPage":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/#primaryimage"},"image":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/#primaryimage"},"thumbnailUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch-1024x781.png","datePublished":"2020-11-28T07:03:15+00:00","dateModified":"2021-03-23T07:52:32+00:00","author":{"@id":"https:\/\/portfolios.cs.earlham.edu\/#\/schema\/person\/f9d2d9b754d97d987a79e954ed143a92"},"breadcrumb":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/#primaryimage","url":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch.png","contentUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2020\/11\/Final_soft_arch.png","width":1578,"height":1204},{"@type":"BreadcrumbList","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/11\/28\/senior-capstone-3\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/portfolios.cs.earlham.edu\/"},{"@type":"ListItem","position":2,"name":"Senior Capstone"}]},{"@type":"WebSite","@id":"https:\/\/portfolios.cs.earlham.edu\/#website","url":"https:\/\/portfolios.cs.earlham.edu\/","name":"CS\/DS Student Portfolios","description":"AI and ML, Image Classification, Arduino","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/portfolios.cs.earlham.edu\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/portfolios.cs.earlham.edu\/#\/schema\/person\/f9d2d9b754d97d987a79e954ed143a92","name":"Eliza Vardanyan","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/8954661de70389193d7494e9ee442aeb4e6676ba571a10e4ead284e3db7e15ef?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/8954661de70389193d7494e9ee442aeb4e6676ba571a10e4ead284e3db7e15ef?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8954661de70389193d7494e9ee442aeb4e6676ba571a10e4ead284e3db7e15ef?s=96&d=mm&r=g","caption":"Eliza Vardanyan"},"url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/author\/evarda17\/"}]}},"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"Eliza Vardanyan","author_link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/author\/evarda17\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/category\/student\/2021\/\" rel=\"category tag\">2021<\/a> <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/category\/student\/2021\/eliza-vardanyan\/\" rel=\"category tag\">Eliza Vardanyan<\/a> <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/category\/student\/\" rel=\"category tag\">Student<\/a>","rttpg_excerpt":"Finding correlation between fake news and correspondingsentiment analysis Abstract Detection of misinformation has become of great relevance and importance in the past few years. A significant amount of work has been done in the field of fake news detection using &hellip; Read More","_links":{"self":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/4162","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/users\/96"}],"replies":[{"embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/comments?post=4162"}],"version-history":[{"count":2,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/4162\/revisions"}],"predecessor-version":[{"id":4165,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/4162\/revisions\/4165"}],"wp:attachment":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/media?parent=4162"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/categories?post=4162"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/tags?post=4162"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}