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Leveraging libraries like pandas, numpy, matplotlib, yfinance, keras, streamlit, and plotly, we ensure accurate and visually appealing insights. 📊\n\nWelcome to the Stock Price Analysis and Prediction application powered by Streamlit! Dive deep into the world of stocks, visualize trends, and predict future prices with the power of LSTM networks.\n\n## 🌐 Live Demo\n\nExperience the application live! 🎉\n\n🔗 [Stock Price Analysis \u0026 Prediction Streamlit App](YOUR_PUBLIC_URL_HERE)\n\n\n## 🌟 Features\n\n1. **🔍 Stock Selection**: Dive into a plethora of stock tickers for detailed analysis and future predictions.\n2. **📅 Date Range**: Customize your analysis period with a flexible date range.\n3. **📋 Data Overview**: A comprehensive table showcasing stock data at your fingertips.\n4. **🎨 Visualizations**: Rich and interactive visualizations including stock price trends, trading volumes, moving averages, daily returns, cumulative returns, Bollinger Bands, MACD, RSI, and so much more!\n5. **🔮 Predictions**: Peer into the future with our LSTM-powered stock price predictions.\n6. **💌 Contact Form**: Got questions? We've got a built-in contact form waiting for you!\n\n## 🖼️ Sample Visualizations 🎨\nDive into the visual essence of our application with these sample images. They provide a glimpse of the rich and interactive visualizations you can expect!\n\n| ![Sample 1](images/sample_1.png) | ![Sample 2](images/sample_2.png) |\n|:--------------------------------:|:--------------------------------:|\n|     **Sample Visualization 1**   |     **Sample Visualization 2**   |\n| ![Sample 3](images/sample_3.png) | ![Sample 4](images/sample_4.png) |\n|     **Sample Visualization 3**   |     **Sample Visualization 4**   |\n| ![Sample 5](images/sample_5.png) | ![Sample 6](images/sample_6.png) |\n|     **Sample Visualization 5**   |     **Sample Visualization 6**   |\n| ![Sample 7](images/sample_7.png) | ![Sample 8](images/sample_8.png) |\n|     **Sample Visualization 7**   |     **Sample Visualization 8**   |\n\n\u003e 🌟 _Experience the vibrant and detailed insights our application offers. It's not just about numbers; it's about visual storytelling!_\n\n## 🛠 Installation\n\n1. **Clone the Magic**: \n```bash\ngit clone https://github.com/kowshik24/PredictStock\n```\n2. Step into the Portal🏃‍♂️ :\n```bash\ncd PredictStock\n```\n3. Craft Your Environment🔨:\n```bash\npython -m venv venv\n```\n4. Awaken the Environment 🐍:\n```bash\nvenv\\Scripts\\activate\n```\n5. Install the required libraries 📚:\n```bash\npip install -r requirements.txt\n```\n6. Launch the Rocket 🚀:\n```bash\nstreamlit run app.py\n```\n\n## 📞 Contact\n\nFor any queries or feedback, please reach out to:\n\n- 📧 **Email**: [kowshikcseruet1998@gmail.com](mailto:kowshikcseruet1998@gmail.com)\n- 📱 **Phone**: 01706 896161\n- 🌐 **Website**: [https://kowshik24.github.io/kowshik.github.io/](https://kowshik24.github.io/kowshik.github.io/)\n- 🚀 **GitHub**: [Kowshik Deb Nath](https://github.com/kowshik24)\n\n---\n\n\u003e 🌟 _We value your feedback and are always here to help. Let's connect!_ 🌟\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkowshik24%2Fpredictstock","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkowshik24%2Fpredictstock","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkowshik24%2Fpredictstock/lists"}