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Fig. 1 Zonal  mean temperature of the final ERA5 HRES product (contours) and zonal  mean temperature difference for the final ERA5 HRES product minus the warm up (colours), for October to December 2009. The vertical coordinate is pressure of the model levels.Fig. 2 Zonal  mean temperature of the final ERA-Interim product (contours) and zonal  mean temperature difference for the final ERA-Interim product minus the warm up (colours), for October to December 2009. The vertical coordinate is pressure of the model levels.Fig. 3 Zonal  mean temperature of the final ERA5 EDA control (contours) and zonal  mean ERA5 EDA ensemble spread of temperature for the final ERA5 EDA (colours), for September to November 2009. The vertical coordinate is pressure of the model levels.

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