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Data

  • Members and bibliography (only MapAI/CartoAI) from the ICA Commission on GeoAI as of December 2025
  • Countries from Natural Earth as of November 2025

Tools

  • D3.js for the globe and graph visualization
  • SPECTER2 model for calculating the embeddings from the publication title and abstract
  • UMAP for dimensionality reduction
  • Minimum spanning tree with cosine similarity for connecting the nodes

Legend