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Case Studies & Demo Projects

Explore how we turn messy data into clear, actionable intelligence.

Live Demo

AI-Powered Ocean Data Explorer

Prototype · Chat-based data analysis for technical and non-technical stakeholders in the Northeast US Fisheries industry

Census Explorer — WCR Birth Locations map showing 275 rings across the Northwest Atlantic, colored by lifetime in days Census Explorer — WCR Birth Locations (n=275), colored by lifetime in days

Built on an Ocean Eddy (Warm Core Ring) census conducted in the North Atlantic Ocean spanning 1980–2017, digitized from physical Gulf Stream Charts.

  • Chat Natural-language interface for analysis questions — query rings by lifetime, size, location, and more.
  • Census Explorer Interactive filters, maps, distributions, yearly counts, and downloadable tables.
  • Ring Detail Focused inspection of individual ring records or duplicate ring ID groups.
LLM Agent Streamlit Ocean Science Data Visualization
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