ASTRA-ALGO-TRADER 🚀

Automated Stock Trader Bot and Utility software 📈💰

Database Interface 🗄️

• 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!

Fetch Candle per Minute Script 🔥

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

Fetch Candles from Database (NO API Request)

• 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

Components

• 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! 💹💰

API Limits ⏱️

• Trade orders: 200 reqs/minute
• Other APIs: 50 reqs/minute

Ongoing Issues 🚧

• 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

Idea 💡

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)

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