Static demo · predictions precomputed 2026-10-07

Frostwise demo

Every frost date below is a real TabPFN inference — the open-source tabular foundation model run on live ERA5 climate data for each city, precomputed at build time so this page works without a backend. The full app runs the same inference on demand for any location.

How it works

20 years of daily minimum temperatures (Open-Meteo archive / ERA5) for 80 global locations → median first/last frost day-of-year per location → TabPFN (PriorLabs/TabPFN, open-source) learns the climate→frost mapping in-context and predicts for any new location. Predictions are statistical estimates from historical climate, not weather forecasts.