Analysis on the effects of wallstreetbets on the stock market
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2022.
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Brac University
2022
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10361-170242022-07-21T21:01:36Z Analysis on the effects of wallstreetbets on the stock market Hossain, Abir Sarker, Zahid Radib, Md Sadman Taher, Sayed Bin Samrat, Syed Mohebbullah Shakil, Arif Esfar-E-Alam, A. M. Rahman, Tanvir Department of Computer Science and Engineering, Brac University Stock market Subreddit Wallstreetbets GameStop AMC Sentiment analysis KNN SVM Decision tree Naive bayes This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2022. Cataloged from PDF version of thesis. Includes bibliographical references (pages 34-36). In January of 2021, the stocks of various companies, i.e. Gamestop, AMC etc. had a huge surge in price. The incident was attributed to redditors of the subreddit called r/wallstreetbets making a massively coordinated strategy to short squeeze the market. It is likely that the stocks prices were directly affected by the aforementioned subreddit. To better understand the effect on the market wallstreetbets had, we will analyse the reddit posts from wallstreetbets subreddit with stock prices data set. Our intention is to understand this phenomena and find out if the subreddit really had a substantial effect on the market. We also like run our model to figure the level of involvement with the stocks of GME and AMC In our research, we show that r/Wallstreetbets had a direct influence and correlation on various stock prices by using sentiment analysis and supervised machine learning algorithms. Abir Hossain Zahid Sarker Md Sadman Radib Sayed Bin Taher Syed Mohebbullah Samrat B. Computer Science 2022-07-21T06:12:46Z 2022-07-21T06:12:46Z 2022 2022-01 Thesis ID 17201017 ID 18101644 ID 19101653 ID 18341002 ID 18101647 http://hdl.handle.net/10361/17024 en Brac University theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 36 pages application/pdf Brac University |
institution |
Brac University |
collection |
Institutional Repository |
language |
English |
topic |
Stock market Subreddit Wallstreetbets GameStop AMC Sentiment analysis KNN SVM Decision tree Naive bayes |
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Stock market Subreddit Wallstreetbets GameStop AMC Sentiment analysis KNN SVM Decision tree Naive bayes Hossain, Abir Sarker, Zahid Radib, Md Sadman Taher, Sayed Bin Samrat, Syed Mohebbullah Analysis on the effects of wallstreetbets on the stock market |
description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2022. |
author2 |
Shakil, Arif |
author_facet |
Shakil, Arif Hossain, Abir Sarker, Zahid Radib, Md Sadman Taher, Sayed Bin Samrat, Syed Mohebbullah |
format |
Thesis |
author |
Hossain, Abir Sarker, Zahid Radib, Md Sadman Taher, Sayed Bin Samrat, Syed Mohebbullah |
author_sort |
Hossain, Abir |
title |
Analysis on the effects of wallstreetbets on the stock market |
title_short |
Analysis on the effects of wallstreetbets on the stock market |
title_full |
Analysis on the effects of wallstreetbets on the stock market |
title_fullStr |
Analysis on the effects of wallstreetbets on the stock market |
title_full_unstemmed |
Analysis on the effects of wallstreetbets on the stock market |
title_sort |
analysis on the effects of wallstreetbets on the stock market |
publisher |
Brac University |
publishDate |
2022 |
url |
http://hdl.handle.net/10361/17024 |
work_keys_str_mv |
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