Astra-algorithmic-trader

ASTRA-ALGO-TRADER 🚀

Automated Stock Trader Bot and Utility software 📈💰

Simply write the scrip_name in the Backtester function, and let the magic happen in the background ✨
The system first checks cache files database and fetches data from the broker if needed then stores in the database and cache
Continue with your tasks while the data retrieval and storage are taken care of!

Provide the scrip names, and this script will fetch data from the API and securely dump it into the database 📊

Two functions at your service: fetch_latest_candle() & fetch_candles()
They efficiently fetch the data from the database, and if not available, gracefully fetch it from the API
Returns a handy dataframe for your analysis and trading strategies

Virtual Trading: Experience simulation with a set of strategies and a fixed balance. Test the waters before diving into the real market
Paper Trading: Execute your strategies in a virtual environment with real-world data. Sharpen your skills and refine your approach before trading live.
Backtesting: Test your strategies’ performance in the past data. Analyze and optimize your algorithms for better results
Real Trading: Live trading in the actual market. Put your well-tested strategies to the ultimate test and watch your profits grow! 💹💰

Set different strategies for different stocks based on short-term or long-term goals
Identify if the strategy is actually worth live-trading. Test, analyze, and choose wisely

Decision: Combine Basic Logic + Mathematical Logic + Risk Factor to craft powerful strategies

Basic Logic: Buy when Current Price > Bought Price + 5-10 Rs (make calculated decisions)
Basic Logic: Identify market trends and predict near peaks
Mathematical Logic: Leverage algorithms like momentum, RSI, ADX, and SMA
Risk Factor: Implement stop-loss mechanisms to mitigate potential market crashes
Risk Factor: Keep track of the number of successful decisions dodged (buy/sell)