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Fig. 4 Zonal  mean eastward wind (ms-1) of the final for ERA5 product (contours) and zonal  mean eastward wind difference (ms-1) for the final ERA5 product minus the warm up overlap (colours), for October to December 2009. The vertical coordinate is the reference pressure of the model levels.Fig. 5 Zonal  mean eastward wind (ms-1) of the final for ERA-Interim product (contours) and zonal  mean eastward wind difference (ms-1) for the final ERA-Interim product minus the warm up overlap (colours), for October to December 2009. The vertical coordinate is the reference pressure of the model levels.Fig. 6 Zonal  mean eastward wind (ms-1) for the ERA5 EDA control (contours) and zonal  mean ERA5 EDA ensemble spread of eastward wind (ms-1) (colours), for September to November 2009. The vertical coordinate is the reference pressure of the model levels.

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Fig. 7 Zonal  mean specific humidity (log kg kg-1) of the final for ERA5 product (contours) and zonal  mean specific humidity difference (%) for the final ERA5 product minus the warm up overlap (colours), for October to December 2009. The vertical coordinate is the reference pressure of the model levels.Fig. 8 Zonal  mean ozone (log kg kg-1) of the final for ERA5 product (contours) and zonal  mean ozone difference (%) for the final ERA5 product minus the warm up overlap (colours), for October to December 2009. The vertical coordinate is the reference pressure of the model levels.

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