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| title: FinGPT-Forecaster | |
| emoji: 📈 | |
| colorFrom: blue | |
| colorTo: green | |
| sdk: streamlit | |
| sdk_version: 1.28.0 | |
| app_file: app.py | |
| pinned: false | |
| license: apache-2.0 | |
| short_description: AI-powered stock market prediction system | |
| # FinGPT-Forecaster 📈 | |
| An AI-powered stock market prediction system that analyzes stock movements using advanced machine learning and financial data analysis. | |
| ## Features | |
| - **Real-time Stock Analysis**: Get comprehensive analysis of any stock ticker | |
| - **Technical Indicators**: RSI, Moving Averages, and price momentum analysis | |
| - **News Sentiment Analysis**: Analyze recent news for market sentiment | |
| - **Interactive Charts**: Visualize stock price movements with candlestick charts | |
| - **Prediction Engine**: AI-powered predictions for next week's stock movement | |
| - **Confidence Scoring**: Confidence levels for each prediction | |
| ## How to Use | |
| 1. **Enter Stock Symbol**: Input any valid stock ticker (e.g., AAPL, MSFT, NVDA) | |
| 2. **Configure Analysis**: Set the analysis period (30-365 days) | |
| 3. **Optional API Key**: Add your Finnhub API key for enhanced data (optional) | |
| 4. **Click Analyze**: Get comprehensive stock analysis and predictions | |
| ## Technical Analysis | |
| The system uses multiple technical indicators: | |
| - **RSI (Relative Strength Index)**: Identifies overbought/oversold conditions | |
| - **Moving Averages**: 20-day and 50-day Simple Moving Averages | |
| - **Price Momentum**: Weekly and monthly price changes | |
| - **News Sentiment**: Keyword-based sentiment analysis of recent news | |
| ## Prediction Algorithm | |
| The prediction engine combines: | |
| 1. **Technical Analysis**: RSI, moving averages, and momentum | |
| 2. **News Sentiment**: Positive/negative factors from recent news | |
| 3. **Market Performance**: Recent price movements and trends | |
| 4. **Confidence Scoring**: Weighted scoring system for prediction confidence | |
| ## Data Sources | |
| - **Yahoo Finance**: Stock price data and historical information | |
| - **Finnhub API**: Company profiles and news (optional, with API key) | |
| - **Real-time Analysis**: Live market data processing | |
| ## Disclaimer | |
| ⚠️ **Important**: This tool is for educational and research purposes only. It should not be considered as financial advice. Always consult with qualified financial professionals before making investment decisions. | |
| ## API Configuration | |
| To get enhanced data, you can add your Finnhub API key: | |
| 1. Sign up at [finnhub.io](https://finnhub.io) | |
| 2. Get your free API key | |
| 3. Enter it in the sidebar when using the app | |
| ## Built With | |
| - **Streamlit**: Web application framework | |
| - **Pandas**: Data manipulation and analysis | |
| - **Matplotlib/mplfinance**: Financial charting | |
| - **yfinance**: Yahoo Finance data | |
| - **Finnhub**: Financial data API | |
| - **Scikit-learn**: Machine learning utilities | |
| ## License | |
| This project is licensed under the Apache License 2.0 - see the LICENSE file for details. | |
| ## Contributing | |
| Contributions are welcome! Please feel free to submit a Pull Request. | |
| ## Support | |
| For support, please open an issue in the repository or contact the development team. | |
| --- | |
| **Powered by FinGPT Technology** | **Built with Streamlit** | **Open Source** | |