Revise AIFS ENS notebook examples for diversity and visual impact#35
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- First time series: 2 m temperature at Ulaanbaatar (deep-winter warm-up, plunge, then a wide spread by day 10), replacing the Hilo precipitation example. - Drop the redundant "control highlighted" cleaner-view plot. - Quantile bands: move from Berlin to Buenos Aires (Pampas cold fronts) for a Southern Hemisphere example. - Probability map: switch from Storm Nils (already covered in the DWD notebook, and 10 m wind made the SW France coastline look like a data artifact) to Hurricane Erin (Aug 2025) — fully offshore, a clear ensemble track "cone." - Animation: ensemble-mean downward shortwave radiation over Europe, showing cloud features blur as members diverge while the day/night terminator stays sharp. - Drop the incorrect "same grid as IFS ENS" claim and rename the closing section to "A few ideas to explore." Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
- Open the dataset via dynamical_catalog.open now that AIFS ENS is registered in the STAC catalog. Drops the explicit icechunk + anonymous S3 boilerplate. - Animation: switch from downward shortwave to downward longwave radiation. Without the day/night terminator dominating the field, the smoothing-with-lead-time effect is cleaner — early frames show sharp cloud-driven contrast, later frames blur as members place clouds in different locations. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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Follow-up to #34. Replaces the example mix to improve visual impact and avoid overlap with other notebooks.
Changes
File size: 5.3 MB → 1.6 MB.
Test plan
uv run .internal/run_notebooks.py ecmwf-aifs-ens-forecast.ipynbruns clean🤖 Generated with Claude Code