StockSentinel

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Stock Sentinel is a web app providing stock market investors with sentiment analysis and news aggregation. It uses FinBERT for sentiment analysis and offers stock information, similar stocks suggestions, summaries, and news stories. With real-time insights, it helps users make informed investment decisions. Installation is easy with cloning, depend

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# Stock Sentinel

Stock Sentinel is a web application designed for stock market investors to gain insights into stock sentiment and news aggregation. It leverages sentiment analysis to provide users with a better understanding of market trends and news related to specific stocks.

## Features
- **Sentiment Analysis**: Utilizes the Hugging Face FinBERT API to analyze the sentiment of news articles related to a specific stock ticker symbol. This allows users to gauge market sentiment and make informed decisions.
- **Stock Information**: Provides users with basic information about the selected stock, including its sector and key financial metrics. This information helps users understand the company's position in the market.
- **Similar Stocks**: Offers a list of stocks that are similar to the selected stock. This feature helps users discover new investment opportunities and diversify their portfolio.
- **Summary**: Generates a summary of the selected stock, including its business description and key financials. This summary provides users with a comprehensive overview of the company.
- **News Stories**: Aggregates and displays the latest news stories related to the selected stock. This helps users stay updated with the latest developments and news affecting the stock.

## Technologies Used
- **Streamlit**: Used for creating the web application user interface, making it interactive and easy to use.
- **Python**: Programming language used for backend development and data analysis.
- **Hugging Face FinBERT API**: Utilized for sentiment analysis of news articles, providing accurate sentiment scores.
- **Google News API**: Used for fetching news articles related to the selected stock, ensuring the availability of up-to-date news.
- **Yahoo Finance API**: Utilized for fetching stock information and summary data, providing users with comprehensive stock information.

## Advantages
- **Real-time Insights**: Stock Sentinel provides real-time sentiment analysis and news aggregation, enabling users to make timely investment decisions.
- **Comprehensive Information**: By aggregating news stories and providing stock summaries, Stock Sentinel offers users a comprehensive view of the stock market and specific stocks.
- **Ease of Use**: With its user-friendly interface, Stock Sentinel makes it easy for users to access and understand complex stock market data.
- **Decision Support**: The sentiment analysis provided by Stock Sentinel serves as a valuable decision support tool, helping users gauge market sentiment and make informed investment decisions.

## Installation
```sh
# Clone the repository
git clone https://github.com/your-username/stock-sentinel.git

# Install dependencies
pip install -r requirements.txt

# Run the application
streamlit run app.py

StockSentinel

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