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A stock market analysis tool that values buy-and-hold stocks more than trading stocks

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Limen

Inspiration

  • To learn about the stock market.
  • To create a stock portfolio for future investments.
  • To develop an analysis tool that will make stocks be easier to understand.
  • To build a predictor based on historical prices.
  • To create a list of safe stocks that are good for investments.

Timeline

  • Finished creating the basis of a wrapper for AlphaVantage API.
  • Created a Batch Handler to process API requests to 5 requests per minute (Free tier)
  • Finished building my Website on React-Redux.
  • Plotted my stock prices and trendline from using polynomial regression on Plotly React.
  • Built a Time Series Predictor from sklearn using polynomial regression of degree 3 (4 or above is overfitting and takes too much time to process.)
  • Used correlation coefficient for my steady score.
  • Calculated the derivative of the trend in the stock prices as my potential growth score.
  • Deployed my Django/React-Redux Application on Heroku.
  • Automated predictions on thousands of companies listed on NASDAQ and NYSE to make my stock portfolio.

Future Goals

  • Plan to integrate several technical indicators from AlphaVantage and use them for more machine learning models.

Apps

Limen - Contains a list of packages needed to install on the backend. Regressor - Builds a polynomial regression on the stock prices. Retriever - Retrieves stock prices from AlphaVantage.

Frontend - Website

Front - Runs on a React/Redux Website.

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A stock market analysis tool that values buy-and-hold stocks more than trading stocks

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