MTA Congestion Pricing Analysis

This interactive web app visualizes NYC congestion trends using 3D plots, real-time weather overlays, and time-series mapping. It includes a natural language AI agent for exploratory queries and uses fast dataframe tooling for large datasets.

Highlights:

• 3D and geospatial visualizations of congestion hotspots
• Integration with weather APIs for contextual analysis
• Natural language query agent for conversational exploration of the data
• Processing optimized with Polars over 800,000+ records for responsive queries

Tech highlights: Polars for fast ETL, Mapbox/Deck.gl visualizations, weather API integration, and an AI assistant for analysis.