Interactive Vancouver Airbnb Investment Intelligence Dashboard with real market data, ROI analysis, competitive intelligence, and neighborhood insights. Built with Streamlit and powered by comprehensive market data.
Key Features
- Market Intelligence: Real-time market overview with key metrics including average prices, ROI potential, and market opportunities
- Investment Grading System: Automated classification of properties (Excellent, Good, Fair, Poor)
- Interactive Mapping: Geographic visualization with property locations and key metrics
- ROI Analysis: Automated return on investment calculations and revenue forecasting
- Competitive Intelligence: Market positioning analysis and KMeans clustering for competitive grouping
- Neighborhood Insights: Comprehensive neighborhood-level performance metrics and rankings
Technologies Used
- Streamlit: Interactive web dashboard framework
- Python: Data processing and analysis
- Pandas & NumPy: Data manipulation and numerical computing
- Plotly & Folium: Interactive visualizations and mapping
- Scikit-learn: Machine learning (KMeans clustering)
- GeoPandas: Geographic data analysis
- Selenium & BeautifulSoup: Web scraping capabilities
Project Highlights
- Real Market Data: Uses comprehensive Vancouver Airbnb data from Inside Airbnb
- Investment Analysis: ROI calculations, revenue forecasting, and occupancy rate analysis
- Market Saturation Analysis: Identifies oversaturated vs. opportunity-rich areas
- Growth Potential Scoring: Predictive analysis for future market performance
- Interactive Filters: Neighborhood selection, property type, price range, and investment grade filtering
- Live Demo: Deployed Streamlit application with real-time data
Dashboard Features
- Interactive Maps: Folium-based geographic visualization
- Scatter Plots: Market positioning and competitive analysis
- Bar Charts: Performance comparisons and rankings
- Data Tables: Detailed property information
- KPI Cards: Key performance indicators
- Investment Grading: Automated property classification system
Sample Insights
The dashboard provides actionable insights including:
- Top Investment Opportunities: Properties with highest ROI potential
- Market Saturation Analysis: Areas with growth potential vs. oversaturation
- Competitive Clusters: Market segments and positioning strategies
- Neighborhood Rankings: Best performing areas for investment
- Operational Insights: Host performance and optimization opportunities
This project demonstrates expertise in data visualization, business intelligence, real estate analytics, and building comprehensive investment analysis tools using modern Python frameworks.