StockMaster Pro: Stock Analysis, Multi-Model Predictions & Paper Trading Dashboard

📊 Professional Market Dashboard

• Real-time tracking of 12+ Major US Indices (S&P 500, Dow, NASDAQ, VIX, etc.) with multi-timeframe returns (1d, 1w, 1m, 1y, 5y).

• Interactive charts for any index or stock with one click.

🔍 Deep-Dive Stock Analysis

• Fetches comprehensive data from yFinance.

• Automatically calculates 20+ advanced technical indicators (SMA, EMA, RSI, MACD, Stochastic, Bollinger Bands, ATR, OBV, and more).

• Displays full fundamental data (Market Cap, P/E, PEG, profit margins, analyst targets, and dozens of other metrics).

🤖 AI-Powered Multi-Method Predictions

• Get a consensus signal (BUY/SELL/HOLD) from four different models:

  • Random Forest Classifier: A powerful machine learning model for trend prediction.

  • Technical Analysis Composite: Combines RSI, MACD, and moving averages for a holistic view.

  • Momentum & Trend Analysis: Analyzes price action across multiple timeframes.

  • Statistical Ensemble Model: A smart combination of market factors.

• Displays confidence scores, accuracy, and top predictive features for full transparency.

🔮 Advanced Price Forecasting

• Project future prices using multiple scientific models:

  • Monte Carlo Simulation (with thousands of simulations and confidence intervals).

  • Linear Regression & AR(1) Models.

  • Smart ARIMA Model (automatically selects the best parameters).

• Beautifully visualized forecasts with upper/lower bounds.

💼 Fully Functional Paper Trading Engine

• Simulate buying and selling with a virtual $100,000 cash balance.

• Real-time portfolio tracking with P&L calculations.

• Complete transaction history.

• PERFECT for launching a "Trading Competition" or educational platform.

⭐ Personalization & Data Management

• Interactive Watchlist: Add/remove stocks with notes and see real-time price changes.

• SQLite Database: All user data (portfolio, watchlist, transactions) is stored locally and securely.

📈 Professional Charting Suite

• Built with Plotly for interactive, high-quality visuals.

• Main chart with candlesticks, multiple moving averages, and Bollinger Bands.

• Dedicated subplots for RSI, MACD, Stochastic, and Volume analysis.

📄 Automated Report Generation

• Generate a beautiful, professional HTML report for any stock, complete with executive summary, fundamental data, and predictions.

• Export comprehensive data to CSV for further analysis.

⚙️ Robust & Ready to Run

• Automatic package installation on first run.

• Comprehensive error handling and logging.

• Clean, well-structured, object-oriented Python code for easy customization.