Forecast lab

How sure is the forecast?

A weather forecast isn't one answer. Forecast centers run a model dozens of times from slightly different starting points, an ensemble, and the spread of those runs tells you how confident to be. Below are today's 15-day ensembles from ECMWF's machine-learning model (AIFS), its traditional physics model (IFS), and NOAA's GEFS.

Temperature, next 15 days

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How uncertainty grows: spread between the 10th and 90th percentile runs
Show as a table

Across the region

The same models on a map: press play to watch the next 10 days, switch to AIFS − IFS to see where the machine-learning model and the physics model disagree, or click anywhere to see that spot's ensemble forecast above.

Map loads when you scroll here…

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How did the models do?

Every day each model forecasts the week ahead. Here are those forecasts, made 1 to 7 days in advance, checked against what actually happened (ERA5, ECMWF's reconstruction of past weather) for the same place as above.

Average error by how far ahead the forecast was made (hourly temperature)
Daily highs, last 30 days: what happened vs. each model’s forecast from 5 days before
Show errors as a table

Reading the chart

Data: ECMWF AIFS, IFS and ERA5 (CC BY 4.0) and NOAA GEFS and GFS, via Open-Meteo.