An interactive web application for exploring real estate data across the United States, providing comprehensive insights into housing markets at national, state, and city levels.
- National Overview
- Interactive heat map of housing prices across all states
- Real-time market insights and trends
- Comparative analysis of housing markets
- Key metrics visualization
- State Analysis
- Detailed state-level housing statistics
- Top 10 most expensive properties by state
- Average price distributions
- City comparisons within states
- City Insights
- Comprehensive city-specific metrics
- Property price trends
- Population data
- Interactive maps
- Best property deals
- Frontend & Visualization
- Streamlit
- Plotly Express
- Matplotlib
- Data Processing
- Pandas
- NumPy
- External Services
- Unsplash API for city images
- MapBox for geographic visualization
The application utilizes three main datasets:
cleaned_housing_data.csv: Primary housing market datacoordinates.csv: Geographic coordinates for mappingzipdf.csv: ZIP code level demographic information