______________________________________________________
Reader Post | By Rishi
Twemotion.com is a web app I built that measures emotions in tweets vs. in news headlines. A full breakdown of the statistical methodology used is available on the website, but in short, emotions are classified into categories of: fear, happy, sad, angry, excited, bored, and scores for them are automatically calculated (the output being a score of 0–100) on a daily basis by taking a random sampling of the most popular trending topics and tweets associated with them. AI-based NLP (natural language processing) techniques are used to then obtain emotion scores for the 6 aforementioned common emotions. By comparing the scores over a 1 month period, I found that tweets and news headlines follow almost exactly the same trends. This seems to go along with the popular line of thinking that Twitter is currently overrun by bots and fake accounts, with experts suggesting it could be over 80% of users. This supports the conclusion that the same sources that drive MSM narratives are steering the overall “conversation” on Twitter. The most surprising thing I found, however, was that privately run blogs do NOT follow the same trends as mainstream news at all. In fact I see basically no correlation. To me, this proves something is definitely happening at Twitter, whether it’s intentional or not. I wrote an article explaining all of this in detail, including a full technical and statistical methodology, along with graphs which support my conclusions: https://medium.com/@xmathemagician/average-emotion-scores-according-to-nlp-based-ai-of-news-headlines-vs-twitter-posts-vs-blog-posts-9d6f5fb5db81
Or if you don’t like Medium.com’s paywall (though it does let you read several articles a month for free), here’s a link that bypasses it: https://12ft.io/proxy?q=https%3A%2F%2Fmedium.com%2F%40xmathemagician%2Faverage-emotion-scores-according-to-nlp-based-ai-of-news-headlines-vs-twitter-posts-vs-blog-posts-9d6f5fb5db81
If this is a topic that interests you and you’d like to discuss it further, feel free to email rishi[at]rishisco.de
-Rishi
______________________________________________________
Contact Author
If you wish to contact the author of this article. Please email us at [voyagesoflight@gmail.com]. Availability of author’s contact information depends on if said article was user submitted or reposted.
______________________________________________________
Guest Posting
If you wish to write and/or publish an article on Operation Disclosure all you need to do is send your entry to [voyagesoflight@gmail.com] applying these following rules.
The subject of your email entry should be: “Entry Post | (Title of your post) | Operation Disclosure”
– Must be in text format
– Proper Grammar
– No foul language
– Your signature/name/username at the top
______________________________________________________
Newsletter
If you wish to receive the daily Operation Disclosure Newsletter, you can subscribe via the PayPal “Subscribe” button located at the bottom.
______________________________________________________
Operation Disclosure is an independent media platform dedicated to exploring global geopolitics and alternative perspectives. Our mission is to provide a central hub for diverse viewpoints on world events, including independent research into exopolitics, aerial phenomena (UAP), and the historical origins of humanity. We believe in providing a platform for information that encourages deeper inquiry into the world around us.
Disclaimer: The content on Operation Disclosure—including articles, videos, and images—is contributed by our readers or curated for informational and educational interest. Views, opinions, and claims expressed in these posts belong solely to the authors and do not necessarily reflect the official policy or position of Operation Disclosure. We do not guarantee the absolute accuracy or completeness of this content; therefore, we encourage all readers to engage with the material with a spirit of personal inquiry and discernment.
Copyright © Operation Disclosure Official
