An interactive dashboard for analyzing housing market trends and investment opportunities across the United States.
This dashboard provides insights into housing market trends, city-specific analyses, and potential investment opportunities based on historical data through February 2025. It was created as part of a college class project to demonstrate data visualization, statistical analysis, and web application development skills.
- Market Overview: National housing market trends and metrics
- City Analysis: Detailed metrics for specific cities
- Investment Opportunities: Filtered view of cities with the highest expected returns
- Interactive Maps: Geographic visualization of investment signals
- Housing market data from Redfin Data Center
- Monthly interest rate data starting from 2012
- Fannie Mae mortgage-backed securities data
This dashboard is for educational purposes only. The information presented is not financial advice and should not be used for actual investment decisions.
To run this dashboard locally:
- Clone this repository
- Install dependencies:
pip install -r requirements.txt - Run the app:
streamlit run housing_dashboard.py
Access the live dashboard at: https://housing-market-dashboard.streamlit.app
We would like to thank our professors and classmates for their guidance and feedback throughout the development of this project.