# vizual-analyst > Generation of data structures for UI visualization (Charts, Maps, Heatmaps). Formats analytics into frontend-ready JSON. - Author: Slava - Repository: VVPAK/property_lens - Version: 20260128215239 - Stars: 0 - Forks: 0 - Last Updated: 2026-02-06 - Source: https://github.com/VVPAK/property_lens - Web: https://mule.run/skillshub/@@VVPAK/property_lens~vizual-analyst:20260128215239 --- --- name: vizual-analyst description: Generation of data structures for UI visualization (Charts, Maps, Heatmaps). Formats analytics into frontend-ready JSON. --- # Vizual Analyst Skill ## Visualization Logic - **Price Trends**: Data aggregation by month (Median Price per SQFT). - **Supply/Demand**: Ratio of active listings to closed transactions per period. - **Heatmaps**: Map coordinates (Lat/Long) for Mapbox rendering. ## Quality Standards 1. **No Outliers**: Exclude extreme values (data entry errors) from mean/median calculations. 2. **Context**: All charts must include comparative metrics (MoM, YoY). 3. **B2B Focus**: Prioritize ROI, Rental Yield, and Capital Appreciation metrics. ## Output Format - Strict JSON compatible with Chart.js or Recharts.