A subset of ECMWF real-time forecast data from the IFS and AIFS models is made available to the public free of charge. Their use is governed by the Creative Commons CC-BY-4.0 licence and the ECMWF Terms of Use.

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The Climate Change Adaptation Digital Twin dataset (Version 1) - delivering global high-quality climate information at scales that matter to society

The DestinE Digital Twin for Climate Change Adaptation (Climate DT) supports adaptation activities through the provision of innovative climate information on multi-decadal timescales, at scales at which the impacts of climate change are observed.

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The Weather-Induced Extremes Digital Twin - sharpening the prediction of extreme weather and its impacts

The DestinE Digital Twin for Weather-Induced Extremes (Extremes DT) supports rapid decision-making in response to meteorological, hydrological and air quality extremes.

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Surface aerosol parameters from the CAMS global forecasting system. The products are available every hour.

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Surface chemical parameters from the CAMS global forecasting system. The products are available every hour.

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Surface meteorological parameters from the CAMS global forecasting system. The products are available every hour.

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Pressure levels aerosol parameters from the from the CAMS global forecasting system. The products are available every 3 hours.

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Pressure levels chemical parameters from the from the CAMS global forecasting system. The products are available every 3 hours.

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Pressure levels meteorological parameters from the from the CAMS global forecasting system. The products are available every 3 hours.

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Model levels aerosol parameters from the from the CAMS global forecasting system. The products are available every 3 hours. With the implementation of the IFS Cycle 50r1 a subset of model levels forecast fields is available every hourly step.

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Model levels chemical parameters from the from the CAMS global forecasting system. The products are available every 3 hours. With the implementation of the IFS Cycle 50r1 a subset of model levels forecast fields is available every hourly step.

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Model levels meteorological parameters from the from the CAMS global forecasting system. The products are available every 3 hours. With the implementation of the IFS Cycle 50r1 a subset of model levels forecast fields is available every hourly step.

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Tropical cyclone tracks are provided in BUFR format. These data will only be disseminated when a tropical cyclone is active.

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The products consist of control and perturbed forecasts plus the equivalent deterministic products. The deterministic product is suppressed beyond day 10. The fields are provided in GRIB code.

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The products consist of control and perturbed forecasts plus the equivalent deterministic products. The deterministic product is suppressed beyond day 10. The fields are provided in GRIB code.

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The products consist of control and perturbed forecasts plus the equivalent deterministic products. The deterministic product is suppressed beyond day 10. The fields are provided in GRIB code.

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