{"id":4179,"date":"2021-03-18T12:52:42","date_gmt":"2021-03-18T16:52:42","guid":{"rendered":"https:\/\/portfolios.cs.earlham.edu\/?p=4179"},"modified":"2021-03-23T18:59:21","modified_gmt":"2021-03-23T22:59:21","slug":"using-online-sentiment-to-predict-stock-price-movement","status":"publish","type":"post","link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/","title":{"rendered":"Using Online Sentiment to Predict Stock Price Movement"},"content":{"rendered":"\n<p class=\"has-text-align-left has-medium-font-size\">CS488: Senior Capstone Project<\/p>\n\n\n\n<p>-Muskan Uprety<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Keywords<\/h2>\n\n\n\n<p>Stock Prediction, Sentiment Analysis, Stock Price Direction, Social Media Sentiment<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Abstract<\/h2>\n\n\n\n<p>Due to the current pandemic of the COVID-19, all the current models for investment strategies that were used to predict prices could become obsolete as the market is in a new territory that has not been observed before. It is essential to have some predictive and analytical ability even in times of a global pandemic as smart investments are crucial for securing the savings for people. Due to the recent nature of this crisis, there is limited research in tapping predictive power of market sentiment when a lot of people are deprived from extracurricular activities and thus have turned their focus in capital markets. This research finds that there is evidence of market sentiment influencing stock prices. Adding market sentiment to the classification improved the prediction power of the model as compared to just price and trend information. This shows that sentiment analysis can be used to make investment strategies as it has influence over the price movements in the stock market. This research also finds that looking at the sentiment of posts up to one hour into the past yields the best predictive abilities in price movements<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone.png\" alt=\"\" class=\"wp-image-4183\" width=\"580\" height=\"613\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone.png 752w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone-283x300.png 283w\" sizes=\"auto, (max-width: 580px) 100vw, 580px\" \/><figcaption><strong><code>Figure 1. Software Architecture Diagram<\/code><\/strong><\/figcaption><\/figure>\n\n\n\n<p>Link to Paper: <a href=\"https:\/\/drive.google.com\/file\/d\/1CAN5aLFdGv5-2SdzXagc3nvCMI4i_T3k\/view?usp=sharing\">Paper<\/a><\/p>\n\n\n\n<p>Link to Source Code: <a href=\"https:\/\/code.cs.earlham.edu\/muprety17\/stock-price-prediction-using-online-sentiment\">GitLab<\/a><\/p>\n\n\n\n<p>Link to Demonstration Video: <a href=\"https:\/\/youtu.be\/Pz5nZOfiCKw\">YouTube<\/a><\/p>\n\n\n\n<p>Link to Poster: <a href=\"https:\/\/drive.google.com\/file\/d\/1DqdGKSWfBMAgWIlgmhPmmwnt-GPXHkra\/view?usp=sharing\">Poster<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>CS488: Senior Capstone Project -Muskan Uprety Keywords Stock Prediction, Sentiment Analysis, Stock Price Direction, Social Media Sentiment 1. Abstract Due to the current pandemic of the COVID-19, all the current models for investment strategies that were used to predict prices &hellip; <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/\">Read More<\/a><\/p>\n","protected":false},"author":91,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[101,120,19],"tags":[132,133,134],"class_list":["post-4179","post","type-post","status-publish","format-standard","hentry","category-101","category-muskan-uprety","category-student","tag-capstone","tag-sentiment-analysis","tag-stock-price"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Using Online Sentiment to Predict Stock Price Movement - 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\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Using Online Sentiment to Predict Stock Price Movement - CS\/DS Student Portfolios\" \/>\n<meta property=\"og:description\" content=\"CS488: Senior Capstone Project -Muskan Uprety Keywords Stock Prediction, Sentiment Analysis, Stock Price Direction, Social Media Sentiment 1. Abstract Due to the current pandemic of the COVID-19, all the current models for investment strategies that were used to predict prices &hellip; Read More\" \/>\n<meta property=\"og:url\" content=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/\" \/>\n<meta property=\"og:site_name\" content=\"CS\/DS Student Portfolios\" \/>\n<meta property=\"article:published_time\" content=\"2021-03-18T16:52:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-03-23T22:59:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone.png\" \/>\n\t<meta property=\"og:image:width\" content=\"752\" \/>\n\t<meta property=\"og:image:height\" content=\"796\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Muskan Uprety\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Muskan Uprety\" \/>\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\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/\"},\"author\":{\"name\":\"Muskan Uprety\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#\\\/schema\\\/person\\\/ec6a322ea6d97acd702cee0240b4045f\"},\"headline\":\"Using Online Sentiment to Predict Stock Price Movement\",\"datePublished\":\"2021-03-18T16:52:42+00:00\",\"dateModified\":\"2021-03-23T22:59:21+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/\"},\"wordCount\":232,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/capstone.png\",\"keywords\":[\"capstone\",\"sentiment analysis\",\"stock price\"],\"articleSection\":[\"2021\",\"Muskan Uprety\",\"Student\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/\",\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/\",\"name\":\"Using Online Sentiment to Predict Stock Price Movement - CS\\\/DS Student Portfolios\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/capstone.png\",\"datePublished\":\"2021-03-18T16:52:42+00:00\",\"dateModified\":\"2021-03-23T22:59:21+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/#\\\/schema\\\/person\\\/ec6a322ea6d97acd702cee0240b4045f\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/#primaryimage\",\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/capstone.png\",\"contentUrl\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/wp-content\\\/uploads\\\/2021\\\/03\\\/capstone.png\",\"width\":752,\"height\":796},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/2021\\\/03\\\/18\\\/using-online-sentiment-to-predict-stock-price-movement\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Using Online Sentiment to Predict Stock Price Movement\"}]},{\"@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\\\/ec6a322ea6d97acd702cee0240b4045f\",\"name\":\"Muskan Uprety\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/51dc587cf2b6d027b9820ba45bbf83badbc9d067dbf469eba9cacc7367c45a44?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/51dc587cf2b6d027b9820ba45bbf83badbc9d067dbf469eba9cacc7367c45a44?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/51dc587cf2b6d027b9820ba45bbf83badbc9d067dbf469eba9cacc7367c45a44?s=96&d=mm&r=g\",\"caption\":\"Muskan Uprety\"},\"description\":\"Enthusiastic and an Analytical Human Being with a demonstrated history of working in the Finance industry. Skilled in Python (Programming Language), C, Data Science and Analytics, and Databases. Sales, Leadership, team player, and Customer Service are other soft skills. Strong administrative professional with a Bachelor's degree focused in Economics and Computer Science from Earlham College.\",\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/in\\\/muskan-uprety\\\/\",\"http:\\\/\\\/Enthusiastic%20and%20an%20Analytical%20Human%20Being%20with%20a%20demonstrated%20history%20of%20working%20in%20the%20Finance%20industry.%20Skilled%20in%20Python%20(Programming%20Language),%20C,%20Data%20Science%20and%20Analytics,%20and%20Databases.%20Sales,%20Leadership,%20team%20player,%20and%20Customer%20Service%20are%20other%20soft%20skills.%20Strong%20administrative%20professional%20with%20a%20Bachelor's%20degree%20focused%20in%20Economics%20and%20Computer%20Science%20from%20Earlham%20College.\"],\"url\":\"https:\\\/\\\/portfolios.cs.earlham.edu\\\/index.php\\\/author\\\/muprety17\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Using Online Sentiment to Predict Stock Price Movement - 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\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/","og_locale":"en_US","og_type":"article","og_title":"Using Online Sentiment to Predict Stock Price Movement - CS\/DS Student Portfolios","og_description":"CS488: Senior Capstone Project -Muskan Uprety Keywords Stock Prediction, Sentiment Analysis, Stock Price Direction, Social Media Sentiment 1. Abstract Due to the current pandemic of the COVID-19, all the current models for investment strategies that were used to predict prices &hellip; Read More","og_url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/","og_site_name":"CS\/DS Student Portfolios","article_published_time":"2021-03-18T16:52:42+00:00","article_modified_time":"2021-03-23T22:59:21+00:00","og_image":[{"width":752,"height":796,"url":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone.png","type":"image\/png"}],"author":"Muskan Uprety","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Muskan Uprety","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/#article","isPartOf":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/"},"author":{"name":"Muskan Uprety","@id":"https:\/\/portfolios.cs.earlham.edu\/#\/schema\/person\/ec6a322ea6d97acd702cee0240b4045f"},"headline":"Using Online Sentiment to Predict Stock Price Movement","datePublished":"2021-03-18T16:52:42+00:00","dateModified":"2021-03-23T22:59:21+00:00","mainEntityOfPage":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/"},"wordCount":232,"commentCount":0,"image":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/#primaryimage"},"thumbnailUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone.png","keywords":["capstone","sentiment analysis","stock price"],"articleSection":["2021","Muskan Uprety","Student"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/","url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/","name":"Using Online Sentiment to Predict Stock Price Movement - CS\/DS Student Portfolios","isPartOf":{"@id":"https:\/\/portfolios.cs.earlham.edu\/#website"},"primaryImageOfPage":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/#primaryimage"},"image":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/#primaryimage"},"thumbnailUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone.png","datePublished":"2021-03-18T16:52:42+00:00","dateModified":"2021-03-23T22:59:21+00:00","author":{"@id":"https:\/\/portfolios.cs.earlham.edu\/#\/schema\/person\/ec6a322ea6d97acd702cee0240b4045f"},"breadcrumb":{"@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/#primaryimage","url":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone.png","contentUrl":"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2021\/03\/capstone.png","width":752,"height":796},{"@type":"BreadcrumbList","@id":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2021\/03\/18\/using-online-sentiment-to-predict-stock-price-movement\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/portfolios.cs.earlham.edu\/"},{"@type":"ListItem","position":2,"name":"Using Online Sentiment to Predict Stock Price Movement"}]},{"@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\/ec6a322ea6d97acd702cee0240b4045f","name":"Muskan Uprety","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/51dc587cf2b6d027b9820ba45bbf83badbc9d067dbf469eba9cacc7367c45a44?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/51dc587cf2b6d027b9820ba45bbf83badbc9d067dbf469eba9cacc7367c45a44?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/51dc587cf2b6d027b9820ba45bbf83badbc9d067dbf469eba9cacc7367c45a44?s=96&d=mm&r=g","caption":"Muskan Uprety"},"description":"Enthusiastic and an Analytical Human Being with a demonstrated history of working in the Finance industry. Skilled in Python (Programming Language), C, Data Science and Analytics, and Databases. Sales, Leadership, team player, and Customer Service are other soft skills. Strong administrative professional with a Bachelor's degree focused in Economics and Computer Science from Earlham College.","sameAs":["https:\/\/www.linkedin.com\/in\/muskan-uprety\/","http:\/\/Enthusiastic%20and%20an%20Analytical%20Human%20Being%20with%20a%20demonstrated%20history%20of%20working%20in%20the%20Finance%20industry.%20Skilled%20in%20Python%20(Programming%20Language),%20C,%20Data%20Science%20and%20Analytics,%20and%20Databases.%20Sales,%20Leadership,%20team%20player,%20and%20Customer%20Service%20are%20other%20soft%20skills.%20Strong%20administrative%20professional%20with%20a%20Bachelor's%20degree%20focused%20in%20Economics%20and%20Computer%20Science%20from%20Earlham%20College."],"url":"https:\/\/portfolios.cs.earlham.edu\/index.php\/author\/muprety17\/"}]}},"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"Muskan Uprety","author_link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/author\/muprety17\/"},"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\/muskan-uprety\/\" rel=\"category tag\">Muskan Uprety<\/a> <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/category\/student\/\" rel=\"category tag\">Student<\/a>","rttpg_excerpt":"CS488: Senior Capstone Project -Muskan Uprety Keywords Stock Prediction, Sentiment Analysis, Stock Price Direction, Social Media Sentiment 1. Abstract Due to the current pandemic of the COVID-19, all the current models for investment strategies that were used to predict prices &hellip; Read More","_links":{"self":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/4179","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\/91"}],"replies":[{"embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/comments?post=4179"}],"version-history":[{"count":8,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/4179\/revisions"}],"predecessor-version":[{"id":4264,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/4179\/revisions\/4264"}],"wp:attachment":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/media?parent=4179"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/categories?post=4179"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/tags?post=4179"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}