\documentclass{article}
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\title{Supplementary material for 'Impacts of dynamical downscaling on circulation type statistics: potential added value in the Euro-CORDEX ensemble'}
\author{Julie Røste, Oskar Landgren\\
\small{Norwegian Meteorological Institute}\\
\small{Correspondence: oskar.landgren@met.no}}

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\usepackage[normalem]{ulem}
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\begin{document}

\maketitle

%\appendix{Appendix} % or "Supplementary material"
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%\section*{Tables}
\begin{table}[h]
    \centering
     \caption{Same as Table 2 but for method GWT10. Future changes in annual frequency for the respective CTs. Changes are calculated by comparing the occurrences from 1971-2000 and 2071-2100 of each simulation.
     Simulations with statistically significant (using a two-sided t-test with $p<0.05$) increases or decreases are averaged separately. The inter-quartile range (75-percentile minus 25-percentile) is used as a measure of ensemble spread of the change values. The last column shows the fraction of the RCM ensemble that agree on the sign with their boundary GCMs (both stat. signif. pos., both stat. signif. neg., or both no stat. signif. change).}
    \label{tab:futurechanges_gwt10}
    %\begin{tabular}{p{0.44\linewidth} | p{0.03\linewidth} | p{0.05\linewidth}| p{0.05\linewidth}| p{0.05\linewidth}| p{0.05\linewidth}| p{0.05\linewidth}}
    %\begin{tabular}{p{0.04\linewidth} | p{0.17\linewidth} | p{0.15\linewidth} | p{0.17\linewidth} | p{0.15\linewidth} | p{0.13\linewidth}}
    \begin{tabular}{p{0.10\linewidth} | p{0.17\linewidth} | p{0.12\linewidth} | p{0.17\linewidth} | p{0.12\linewidth} | p{0.13\linewidth}}
        CT (wind direction) & Mean increase [days/year] (IQR) & Ensemble fraction increasing & Mean decrease [days/year] (IQR) & Ensemble fraction decreasing & Agreement with GCM \\
        \hline
        1 & 13.0 (2.3)  & 0.27          & 8.4 ( - )       & 0.01 & 0.95 \\
        2 & 6.5 ( - )   & 0.01          & 10.2 (1.4)      & 0.18 & 0.96 \\
        3 (NW) & 8.8 (2.7)   & \textbf{0.53} & -               & 0 & 0.70 \\
        4 & 7.0 (3.9)   & 0.40          & -               & 0 & 0.67 \\
        5 & 5.8 (2.5)   & 0.18          & 4.8 (1.1)       & 0.07 & 0.74 \\
        6 & -           & 0          & 4.9 (1.5)       & 0.40 & 0.88 \\
        7 (SE) & -           & 0          & 6.3 (1.6)       & \textbf{0.53} & 0.56 \\
        8 & -           & 0          & 7.9 (1.3)       & 0.46 & 0.81 \\
        9 & -           & 0          & 6.5 (2.4)       & 0.27 & 0.56 \\
        10 & 6.7 (0.9)  & 0.18          & 5.2 (1.1)       & 0.09 & 0.81 \\
    \end{tabular}
\end{table}
\newpage

%\section*{Figures}
%%%%%%% CENTROIDS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{figure}[h]
    \centering
    \includegraphics[width=1\textwidth]{Figs_all_centroids_gwt10.png}
    \caption{Centroids produced by the classification method Grosswettertypes with 10 CTs (GWT10).}
    \label{fig:centroids_gwt10}
 \end{figure}
 
 \begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_all_centroids_dkm10.png}
    \caption{Centroids produced by the classification method Distributed k-means with 10 CTs (DKM10).}
    \label{fig:centroids_dkm10}
 \end{figure}

\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_all_centroids_san18.png}
    \caption{Centroids produced by the classification method SANDRA with 18 CTs (SAN18).}
    \label{fig:centroids_san18}
\end{figure}

 \begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_all_centroids_gwt18.png}
    \caption{Centroids produced by the classification method Grosswettertypes with 18 CTs (GWT18).}
    \label{fig:centroids_gwt18}
 \end{figure}

 \begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_all_centroids_dkm18.png}
    \caption{Centroids produced by the classification method Distributed k-means with 18 CTs (DKM18).}
    \label{fig:centroids_dkm18}
 \end{figure}
 
 
\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_all_centroids_san27.png}
    \caption{Centroids produced by the classification method SANDRA with 27 CTs (SAN27).}
    \label{fig:centroids_san27}
\end{figure}

 \begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_all_centroids_gwt27.png}
    \caption{Centroids produced by the classification method Grosswettertypes with 27 CTs (GWT27).}
    \label{fig:centroids_gwt27}
 \end{figure}


 \begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_all_centroids_dkm27.png}
    \caption{Centroids produced by the classification method Distributed k-means with 27 CTs (DKM27).}
    \label{fig:centroids_dkm27}
 \end{figure}

%%%%%%%%%%%%%%%%%%%%%% ANNUAL DISTRIBUTION %%%%%%%%%%%%%%%%%%%%%%%
\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_ad_gwt10_anndistmonth.pdf}
    \caption{Annual distribution of method GWT with 10 circulation types.}
    \label{fig:anndist_gwt10}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_ad_dkm10_anndistmonth.pdf}
    \caption{Annual distribution of method DKM with 10 circulation types.}
   \label{fig:anndist_dkm10}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_ad_dkm18_anndistmonth.pdf}
    \caption{Annual distribution of method DKM with 18 circulation types.}
    \label{fig:anndist_dkm18}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_ad_san18_anndistmonth.pdf}
    \caption{Annual distribution of method SAN with 18 circulation types.}
    \label{fig:anndist_san18}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_ad_gwt18_anndistmonth.pdf}
    \caption{Annual distribution of method GWT with 18 circulation types.}
    \label{fig:anndist_gwt18}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_ad_san27_anndistmonth.pdf}
    \caption{Annual distribution of method SAN with 27 circulation types.}
    \label{fig:anndist_san27}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_ad_gwt27_anndistmonth.pdf}
    \caption{Annual distribution of method GWT with 27 circulation types.}
    \label{fig:anndist_gwt27}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_ad_dkm27_anndistmonth.pdf}
    \caption{Annual distribution of method DKM with 27 circulation types.}
    \label{fig:anndist_dkm27}
\end{figure}

\newpage

%%%%%%%%%% MEAN ABSOLUTE ERRORS %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutesan10.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method SAN10.}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutesan18.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method SAN18.}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutesan27.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method SAN27.}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutedkm10.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method DKM10.}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutedkm18.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method DKM18.}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutedkm27.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method DKM27.}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutegwt10.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method GWT10.}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutegwt18.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method GWT18.}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_mae_gcm_and_era_absolutegwt27.pdf}
    \vspace{-1.7em}
\caption{Mean absolute error for all months with method GWT27.}
\end{figure}


\newpage

%%%%%%% FUTURE ESTIMATES %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%5
\begin{figure}
    \centering
    \includegraphics[width=1\textwidth]{Figs_futureestimates_gwt10.pdf}
    \caption{Future frequencies (days per year, on y axis) for the GWT10 method.}
    \label{fig:gwt10_futureestimates}
\end{figure}


\clearpage

%%%%%%%% MEAN RELATIVE ERRORS (between methods) %%%%%%%%%%%%%%%

\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_rel_mae_gcm_and_era5_methods_CCCma-CanESM2.pdf}
    \vspace{-1.7em}
    \caption{Same as Fig. 8, but for CCCma-CanESM2.}
\end{figure}

\begin{figure}\centering
    \includegraphics[width=0.8\textwidth]{Figs_rel_mae_gcm_and_era5_methods_CNRM-CERFACS-CNRM-CM5.pdf}
    \vspace{-1.7em}
    \caption{Same as Fig. 8, but for CNRM-CERFACS-CNRM-CM5.}
    
\end{figure}

\begin{figure}\centering
    \includegraphics[width=0.8\textwidth]{Figs_rel_mae_gcm_and_era5_methods_ICHEC-EC-EARTH.pdf}
    \vspace{-1.7em}
    \caption{Same as Fig. 8, but for ICHEC-EC-EARTH.}
\end{figure}
\begin{figure}\centering
\includegraphics[width=0.8\textwidth]{Figs_rel_mae_gcm_and_era5_methods_IPSL-IPSL-CM5A-MR.pdf}
\vspace{-1.7em}
\caption{Same as Fig. 8, but for IPSL-IPSL-CM5A-MR.}
\end{figure}

\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_rel_mae_gcm_and_era5_methods_MIROC-MIROC5.pdf}
    \vspace{-1.7em}
    \caption{Same as Fig. 8, but for MIROC-MIROC5.}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_rel_mae_gcm_and_era5_methods_MOHC-HadGEM2-ES.pdf}
    \vspace{-1.7em}
    \caption{Same as Fig. 8, but for MOHC-HadGEM2-ES.}
\end{figure}
\begin{figure}
    \centering
    \includegraphics[width=0.8\textwidth]{Figs_rel_mae_gcm_and_era5_methods_MPI-M-MPI-ESM-LR.pdf}
    \vspace{-1.7em}
    \caption{Same as Fig. 8, but for MPI-M-MPI-ESM-LR.}
\end{figure}

\end{document}