Market Analysis System

A comprehensive system for analyzing real estate market data using Python and SQL, with integrated AI capabilities through Claude API.

Features

• Advanced market analytics and trend analysis
• Integration with Claude AI for property analysis
• Automated data import and processing
• Interactive reporting system
• Property comparison tools
• Market prediction models

Project Structure

market_analysis/
├── config/           # Configuration files
├── data/            # Data storage
├── notebooks/       # Jupyter notebooks for analysis
├── output/          # Generated reports and outputs
├── scripts/         # Python scripts
│   ├── advanced_analytics.py
│   ├── claude_api.py
│   ├── import_data.py
│   └── ...
└── requirements.txt

Setup

1. Clone the repository:

git clone https://github.com/mexicolife/market_analysis.git
cd market_analysis

2. Create and activate virtual environment:

python -m venv venv
source venv/bin/activate  # On Windows: .\venv\Scripts\activate

3. Install dependencies:

pip install -r requirements.txt

4. Configure environment variables:

• Copy .env.example to .env
• Add your Anthropic API key and database credentials

5. Initialize the database:

python scripts/setup_database.py

Usage

1. Import MLS data:

python scripts/import_data.py

2. Run market analysis:

python scripts/advanced_analytics.py

3. Use Claude for property analysis:

python scripts/claude_chat_gui.py

Refer to USER_GUIDE.md for detailed usage instructions.

Development

• Follow the guidelines in CODE_PRACTICES.md
• Use virtual environment
• Run tests before committing changes

Testing

Run the test suite:

python -m pytest tests/

License

MIT License - see LICENSE file for details