📊 Non-Profit Data Analytics
Canadian Cultural Mosaic — Data Analytics Platform
Data for Good Calgary
Challenge
The Canadian Cultural Mosaic Foundation needed a data analytics platform to visualize cultural diversity patterns across Canadian communities using census and survey data.
Solution
Built a dual-interface analytics platform — Python Streamlit for interactive data exploration and visualization, backed by Oracle APEX for data management, survey administration, and reporting.
Results
- ✓ Interactive Streamlit visualization dashboard
- ✓ Census data integration and analysis
- ✓ Cultural diversity metrics and mapping
- ✓ Oracle APEX data management backend
Python Streamlit Oracle APEX Data Analytics Visualization
CCMF represents a hybrid approach — using Python Streamlit for its strength in interactive data visualization while leveraging Oracle APEX for robust data management and administration. This combination gives researchers powerful exploration tools while maintaining data integrity.