{"id":1306,"date":"2024-02-08T08:34:29","date_gmt":"2024-02-08T08:34:29","guid":{"rendered":"https:\/\/synapseailabs.com\/?p=1306"},"modified":"2024-02-16T17:19:05","modified_gmt":"2024-02-16T17:19:05","slug":"how-can-we-perform-thematic-sentiment-analysis","status":"publish","type":"post","link":"https:\/\/synapseailabs.com\/index.php\/2024\/02\/08\/how-can-we-perform-thematic-sentiment-analysis\/","title":{"rendered":"How can we perform thematic sentiment analysis"},"content":{"rendered":"\n<p style=\"font-size:16px\">Thematic sentiment analysis can be performed in a number of ways, but one common method is through the use of opinion mining and natural language processing. This can be done by first extracting themes from a text, and then using sentiment analysis to determine the overall sentiment of the text with respect to those themes.<\/p>\n\n\n\n<p style=\"font-size:16px\">One example of how this might be done is as follows:<\/p>\n\n\n\n<ol style=\"list-style-type:1\">\n<li style=\"font-size:16px\">Extract themes from a text using topic modeling or some other method.<\/li>\n\n\n\n<li style=\"font-size:16px\">For each theme, determine the sentiment of the text with respect to that theme. This can be done using a sentiment lexicon or some other method.<\/li>\n\n\n\n<li style=\"font-size:16px\">Calculate the overall sentiment of the text with respect to the themes that were extracted. This can be done by taking a weighted average of the sentiment of the text for each theme.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Thematic sentiment analysis can be performed in a number of ways, but one common method is through the use of opinion mining and natural language processing. This can be done [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":2094,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"inline_featured_image":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":"","breadcrumbs_single_post":"","page_title_panel":"","breadcrumbs_single_page":"","single_page_alignment":"","single_page_margin":"","page_structure_type":"","content_style_source":"","content_style":"","blog_post_streched_ed":"","blog_page_streched_ed":"","has_transparent_header":"","disable_transparent_header":"","vertical_spacing_source":"","content_area_spacing":"","single_post_content_background":"","single_page_content_background":"","single_post_boxed_content_spacing":"","single_page_boxed_content_spacing":"","single_post_content_boxed_radius":"","single_page_content_boxed_radius":"","disable_featured_image":"","disable_post_tags":"","disable_author_box":"","disable_posts_navigation":"","disable_comments":"","disable_related_posts":"","disable_header":"","disable_footer":"","_rishi_post_view_count":356},"categories":[30,27],"tags":[],"aioseo_notices":[],"comments_count":"0","_links":{"self":[{"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/posts\/1306"}],"collection":[{"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/comments?post=1306"}],"version-history":[{"count":3,"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/posts\/1306\/revisions"}],"predecessor-version":[{"id":1439,"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/posts\/1306\/revisions\/1439"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/media\/2094"}],"wp:attachment":[{"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/media?parent=1306"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/categories?post=1306"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/synapseailabs.com\/index.php\/wp-json\/wp\/v2\/tags?post=1306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}