Chronox Stock Predictor Bot

Chronox is a tool that fetches stock data, processes it, predicts future prices using machine learning models, and presents the results via a Discord bot.

Key Features

• Fetches historical stock data using yfinance.
• Calculates various technical indicators (like MA, EMA, MACD, RSI, Bollinger Bands).
• Trains ML models (XGBoost, Prophet) to predict future stock prices.
• Integrates with a Discord bot for easy interaction:
  • Fetch data (!fetchStock)
  • Generate predictions (!predict[Xgboost|Prophet|Lightgbm])
  • Display calculated features (!stockFeatures)
  • Show prediction charts (!chart)
  • For more commands use !help
• Includes sentiment analysis from news headlines to potentially adjust predictions (!newsEnabled).
• Offers data cleanup capabilities.

Requirements

• Python 3.x
• Dependencies listed in requirements.txt. Install them using:

  pip install -r requirements.txt

• A Discord Bot Token.

How to Run

1. Configuration:

   • Make sure you have a Discord bot token.
   • You can set the token in a config.json file (create one if it doesn't exist) like this:

     {
       "discord": {
         "token": "YOUR_DISCORD_BOT_TOKEN"
       }
     }

   • Alternatively, set the CHRONOX_DISCORD_TOKEN environment variable.

2. Run the main script:

   python src/main.py

   This will start the Discord bot.

Docker

A Dockerfile is included in the project. You can build and run the application in a container:

1. Build the image:

   docker build -t chronox .

2. Run the container (make sure to pass your Discord token):

   docker run -e CHRONOX_DISCORD_TOKEN="YOUR_DISCORD_BOT_TOKEN" chronox

You can find prebuilt images on Dockerhub: https://hub.docker.com/repository/docker/jakstein/chronox

License

This project is licensed under the MIT License.