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MarketEye ๐Ÿ“ˆ

See stock sentiment for all stocks in the S&P 500. Uses NLP machine learning on web scraped Tweets.

Link: http://marketeye.us

YouTube Video Showcase: https://youtu.be/12SLd-mnxBs

How It Works: ๐Ÿš€

  • tasks.py cycles through all of the stocks in the S&P 500 (spy_list.csv)
  • Each stock has recent and top tweets webscraped from Twitter in webscraper.py
  • Each Tweet is cleaned and then run into SentimentClass within machine_learning.py
  • The NLP (natural language processing) algorithm classifies every Tweet as positive or negative
  • All of this data is written to ~1000 CSV files,
  • When a user searches up a specific stock, the data is retrieved from the accompanying CSV files!

GIF: ๐Ÿ–ฅ๏ธ

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