AI-powered data cleaning
An automated pipeline uses AI-assisted heuristics to detect and resolve inconsistencies across multi-source grant records — handling missing values, mismatched formats, and duplicate entries before data reaches the API.
Geospatial mapping
Interactive maps visualize the geographic distribution of grant funding using normalized geospatial fields. Plotly-powered charts allow zoom, hover, and region-level drill-down across the full dataset.
Server-side filtering
All filter operations — by region, funding source, grant type, and financial range — are resolved server-side in FastAPI. The client receives only the relevant slice, keeping the browser responsive across 217K+ records.
Dual dashboard themes
Switch between the elegant light theme for daytime analysis and the executive dark theme for presentations and low-light environments. Both themes are fully responsive and chart-optimized.