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WSB Sentiment Analysis

TSLA Sentiment vs. stock price for TSLA over the past 120 days.
python scripts/visualize.py --date 90d --limit 1000 --stock TSLA

AAPL Sentiment vs. stock price for AAPL over the past 120 days.
python scripts/visualize.py --date 90d --limit 1000 --stock AAPL

See more in test.

Idea

I scraped posts and comments with stock ticker information from r/wallstreetbets. I used this data to perform sentiment analysis on each submission to get an average sentiment for a stock at various timeframes. I matched this up with stock/option movements to try to infer future movements.

Todo

  • Refactor code
    • Any subreddit
    • Write as script and save df to output directory
  • Visualize over options data
  • Try inference based on WSB

About

Scraping r/wallstreetbets and conducting sentiment analysis to predict options price movements.

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