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.

Bibliographische Detailangaben
Hauptverfasser: Hossain, Abir, Sarker, Zahid, Radib, Md Sadman, Taher, Sayed Bin, Samrat, Syed Mohebbullah
Weitere Verfasser: Shakil, Arif
Format: Abschlussarbeit
Sprache:English
Veröffentlicht: Brac University 2022
Schlagworte:
Online Zugang:http://hdl.handle.net/10361/17024
id 10361-17024
record_format dspace
spelling 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
spellingShingle 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 AT hossainabir analysisontheeffectsofwallstreetbetsonthestockmarket
AT sarkerzahid analysisontheeffectsofwallstreetbetsonthestockmarket
AT radibmdsadman analysisontheeffectsofwallstreetbetsonthestockmarket
AT tahersayedbin analysisontheeffectsofwallstreetbetsonthestockmarket
AT samratsyedmohebbullah analysisontheeffectsofwallstreetbetsonthestockmarket
_version_ 1814307354623082496