simple-trading-analysis

AI stock market recommendation generator.

• The tool target is to provide insight of stock market (NASDAQ for now) in form of a list that describes possible stock value change after specific time.
• User should provide time intervals that should be analyzed and time units in future to get prediction for. (Short-Term Swing Trading for now)
• Tool gives a list of analysed stocks, predicted price movement and probability of analysis being right or wrong.

DISCLAIMER: Make trades at your own risk. Decisions should be your own!

Prerequisites:

• Install requirements.txt

How to run:

Use: python tradinga.py and add arguments.

1. Train model by using train argument.
2. Test model reliability by using metrics argument. Use different symbols to test. Tweak settings.py for best results.
3. Either use predict argument to predict specific symbol value afer provided date or use predict_market argument to get summarized report of all market of downloaded symbols.

Note that predict_market is time consuming action!

Arguments

• train Create or retrain model (While training process can be stopped with Ctrl+C)
  • --count COUNT Count on how many symbols model has to be trained (Default: All symbols)
  • -c Clean settings and delete model before training
• metrics Get metrics for symbol and strategy
  • -s/--symbol SIMBOL Single symbol analysis (REQUIRED)
  • -p Plot data of predicted values on top of actual values
• predict Predict symbol value
  • -s/--symbol SIMBOL Single symbol analysis (REQUIRED)
  • --last-date YYYY/MM/DD Make prediction from this date
• predict_market Predict next market values and make csv with predictions
  • --last-date YYYY/MM/DD Make prediction from this date
  • --count COUNT How much symbols to analyze. Will go in random order (Default: All symbols)

Code structure

Code consists of different classes. This graph should approximately represent data flow within:

GRAPH TO BE ADDED

Development

To make sure issues are closed automatically when iteration is closed, changes goes to main, follow this guide: