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berkeley-earth

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A larger GNN test than the Arctic project, 30 world cities connected by real distance. The graph actively hurt the model at first, beaten by both persistence and the same model with no graph at all. A skip connection fixing signal dilution then beat every baseline, including persistence, confirming the graph was helpful once fixed properly.

  • Updated Aug 6, 2026
  • Jupyter Notebook
Global-Climate-Warming-Analysis

Data-driven replication of global warming trends (1750–2015) using Berkeley Earth surface temperature records. Quantifies land-ocean warming differentials, seasonal divergence, and decadal anomaly shifts with statistical rigor.

  • Updated Jul 11, 2026
  • Jupyter Notebook

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