From b8b668c21491750807b73cfc35a4a23394e40614 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Mon, 13 Apr 2020 15:26:20 +0200 Subject: [PATCH 01/16] fix image file name --- notes/02_online-pca/2_apply-online-pca.tex | 2 +- ..._online_pca.jpeg => meme_pca_vs_online_pca.jpeg} | Bin 2 files changed, 1 insertion(+), 1 deletion(-) rename notes/02_online-pca/img/{mem_pca_vs_online_pca.jpeg => meme_pca_vs_online_pca.jpeg} (100%) diff --git a/notes/02_online-pca/2_apply-online-pca.tex b/notes/02_online-pca/2_apply-online-pca.tex index a6514f9..69e8640 100644 --- a/notes/02_online-pca/2_apply-online-pca.tex +++ b/notes/02_online-pca/2_apply-online-pca.tex @@ -200,7 +200,7 @@ \section{PCA vs. online PCA} \only<2>{ \slidesonly{ \begin{center} - \includegraphics[width=0.2\textwidth]{img/mem_pca_vs_online_pca}% + \includegraphics[width=0.2\textwidth]{img/meme_pca_vs_online_pca}% \end{center} } } diff --git a/notes/02_online-pca/img/mem_pca_vs_online_pca.jpeg b/notes/02_online-pca/img/meme_pca_vs_online_pca.jpeg similarity index 100% rename from notes/02_online-pca/img/mem_pca_vs_online_pca.jpeg rename to notes/02_online-pca/img/meme_pca_vs_online_pca.jpeg From 3088783b3062d9fc6e12f95f1f5fc9bc19665f86 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Mon, 13 Apr 2020 22:00:43 +0200 Subject: [PATCH 02/16] repeat for bib --- notes/02_online-pca/Makefile | 2 ++ 1 file changed, 2 insertions(+) diff --git a/notes/02_online-pca/Makefile b/notes/02_online-pca/Makefile index bc2ba48..1b6e9d6 100644 --- a/notes/02_online-pca/Makefile +++ b/notes/02_online-pca/Makefile @@ -12,6 +12,7 @@ slides: $(projname).slides.tex $(projname).tex $(compile) $(projname).slides.tex bibtex $(projname).slides $(compile) $(projname).slides.tex + $(compile) $(projname).slides.tex # $(compile) --interaction=batchmode $(projname).slides.tex mv $(projname).slides.pdf $(targetname).slides.pdf @@ -24,6 +25,7 @@ notes: $(projname).notes.tex $(projname).tex $(compile) $(projname).notes.tex bibtex $(projname).notes $(compile) $(projname).notes.tex + $(compile) $(projname).notes.tex # $(compile) --interaction=batchmode $(projname).notes.tex mv $(projname).notes.pdf $(targetname).notes.pdf From 41a3cf44d86399d5c5de11e392ce80798f71343b Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Mon, 13 Apr 2020 22:00:52 +0200 Subject: [PATCH 03/16] split --- notes/03_kernel-pca/0_recap.tex | 27 +++ notes/03_kernel-pca/1_nonlin.tex | 42 ++++ notes/03_kernel-pca/2_trick.tex | 38 ++++ .../{1_kernel-pca.tex => 3_kpca.tex} | 161 -------------- notes/03_kernel-pca/4_centering.tex | 51 +++++ notes/03_kernel-pca/5_apply.tex | 16 ++ notes/03_kernel-pca/img/koffer.pdf | Bin 0 -> 9416 bytes notes/03_kernel-pca/img/koffer.svg | 205 ++++++++++++++++++ notes/03_kernel-pca/img/mem_notthisagain.jpg | Bin 0 -> 74801 bytes notes/03_kernel-pca/tutorial.tex | 34 ++- 10 files changed, 412 insertions(+), 162 deletions(-) create mode 100644 notes/03_kernel-pca/0_recap.tex create mode 100644 notes/03_kernel-pca/1_nonlin.tex create mode 100644 notes/03_kernel-pca/2_trick.tex rename notes/03_kernel-pca/{1_kernel-pca.tex => 3_kpca.tex} (61%) create mode 100644 notes/03_kernel-pca/4_centering.tex create mode 100644 notes/03_kernel-pca/5_apply.tex create mode 100644 notes/03_kernel-pca/img/koffer.pdf create mode 100644 notes/03_kernel-pca/img/koffer.svg create mode 100644 notes/03_kernel-pca/img/mem_notthisagain.jpg diff --git a/notes/03_kernel-pca/0_recap.tex b/notes/03_kernel-pca/0_recap.tex new file mode 100644 index 0000000..bbb18fa --- /dev/null +++ b/notes/03_kernel-pca/0_recap.tex @@ -0,0 +1,27 @@ + +\section{linear PCA: Recap} + +\begin{frame}\frametitle{\secname} +\begin{itemize} +\item Requires \pause + + centering the data. +\only<2>{ +\slidesonly{ +\begin{center} + \includegraphics[width=0.2\textwidth]{img/mem_notthisagain}% +\end{center} +} +} + +\pause + +\item Eigenvalue problem: $\vec C\,\vec e = \lambda \vec e$ +\item \underline{limited to linear correlations} +\end{itemize} + +Kernel PCA for finding non-linear features.\\ + +Don't panic! Kernel PCA is essentially standard linear PCA applied to a non-linearly transformed version of the data. + +\end{frame} diff --git a/notes/03_kernel-pca/1_nonlin.tex b/notes/03_kernel-pca/1_nonlin.tex new file mode 100644 index 0000000..4819165 --- /dev/null +++ b/notes/03_kernel-pca/1_nonlin.tex @@ -0,0 +1,42 @@ + +\section{Non-linear transformations} + +We use $N$ to denote the dimensionality of our input space and $p$ to denote the number of observations.\\ +Let $\vec x^{(\alpha)} \in \R^N$ and $\alpha = 1, \ldots, p$. + +The following mapping describes the non-linear transformation of each observation: +$$ +\vec{\phi}: \vec{x} \mapsto \vec{\phi}_{(\vec{x})} +$$ + +An example of such a transformation - 2\textsuperscript{nd}-order monomials: +$$ +\vec{\phi}_{(\vec{x})} = ( + 1, \; + \mathrm{x}_1, \; + \mathrm{x}_2, \; + \ldots \; + \mathrm{x}_N, \; + \mathrm{x}_1^2, \; + \mathrm{x}_1 \mathrm{x}_2, \; + \mathrm{x}_2^2, \; + \mathrm{x}_1 \mathrm{x}_3, \; + \mathrm{x}_2 \mathrm{x}_3, \; + \mathrm{x}_3^2, \; \ldots, \; + \mathrm{x}_N^2 + )^\top +$$ + +We actually don't need to define this transformation. +All we need to know is that the dimensionality of $\vec{\phi}_{(\vec{x})}$ can be larger than $N$, possibly infinitely large.\\ + +\underline{The purpose of non-linear transformations:} + +Two or more components in the original $\vec x$ (e.g. $x_1$, $x_2$) could have non-linear correlations (e.g. plotting those two components reveals a parabola). +Expanding the dimensionality of $\vec x$ through the above mapping introduces new dimensions in which correlations between the components in $\vec \phi_{(\vec x)}$ become \emph{linear}. + +\textbf{Caveat}:\\ +Directly applying this transformation on a single observation is not applicable. +We might never find a transformation that causes all non-linear correlations within $\vec x$ to become linear. + +We turn to the ``kernel trick'' to solve this problem. diff --git a/notes/03_kernel-pca/2_trick.tex b/notes/03_kernel-pca/2_trick.tex new file mode 100644 index 0000000..f016d47 --- /dev/null +++ b/notes/03_kernel-pca/2_trick.tex @@ -0,0 +1,38 @@ +\section{The kernel trick} + +Representing a non-linear transformation using inner products of the data: +\begin{equation} + \label{eq:trick} + \vec{\phi}_{(\vec{x})}^\top + \vec{\phi}_{(\vec{x}')} = + k(\vec{x}, \vec{x}') +\end{equation} + +where $k(\vec{x}, \vec{x}')$ is a kernel function applied +to any two pairs of observations. + +Applying the kernel function to \emph{each} pair in our dataset; \\ +$\vec x^{(\alpha)}$ and $\vec{x}^{(\beta)}$ +with $\alpha, \beta = 1, \ldots, p$ yields the scalar $K_{\alpha \beta}$. +Storing all scalars $K_{\alpha \beta} \; \forall (\alpha,\beta)$ yields +the un-normalized kernel matrix $\widetilde {\vec K}=\{K_{\alpha \beta}\}$: + +$$ +\widetilde {\vec K} = +\rmat{ +K_{11} & K_{12} & \ldots & K_{1p} \\ +K_{21} & K_{12} & \ldots & K_{2p} \\ +\vdots & & \ddots\\ +K_{p1} & & & K_{pp} +} +$$ + +$\vec K$ (without the ``\textasciitilde'') denotes the normalized or ``centered'' kernel matrix. + +\question{What is the dimensionality of $\widetilde {\vec K}$?} + +\question{Is $K_{\alpha \beta}$ sensitive to translation and rotation of the data?} + +- No. $K_{\alpha \beta}$ is the pairwise relation between two observations. +Rotating the data or translating it will result in the same $K_{\alpha \beta}$. +However, scaling the data while keeping the kernel function fixed would produce a different $K_{\alpha \beta}$. diff --git a/notes/03_kernel-pca/1_kernel-pca.tex b/notes/03_kernel-pca/3_kpca.tex similarity index 61% rename from notes/03_kernel-pca/1_kernel-pca.tex rename to notes/03_kernel-pca/3_kpca.tex index 611f96a..562798f 100644 --- a/notes/03_kernel-pca/1_kernel-pca.tex +++ b/notes/03_kernel-pca/3_kpca.tex @@ -1,100 +1,4 @@ -\section{linear PCA: Recap} -\begin{itemize} -\item Requires centering the data. -\item Eigenvalue problem: $\vec C\,\vec e = \lambda \vec e$ -\item \underline{limited to linear correlations} -\end{itemize} - -Kernel PCA for finding non-linear features. - -Don't panic! Kernel PCA is essentially standard linear PCA applied to a non-linearly transformed version of the data. - -\section{Non-linear transformations} - -We use $N$ to denote the dimensionality of our input space and $p$ to denote the number of observations.\\ -Let $\vec x^{(\alpha)} \in \R^N$ and $\alpha = 1, \ldots, p$. - -The following mapping describes the non-linear transformation of each observation: -$$ -\vec{\phi}: \vec{x} \mapsto \vec{\phi}_{(\vec{x})} -$$ - -An example of such a transformation - 2\textsuperscript{nd}-order monomials: -$$ -\vec{\phi}_{(\vec{x})} = ( - 1, \; - \mathrm{x}_1, \; - \mathrm{x}_2, \; - \ldots \; - \mathrm{x}_N, \; - \mathrm{x}_1^2, \; - \mathrm{x}_1 \mathrm{x}_2, \; - \mathrm{x}_2^2, \; - \mathrm{x}_1 \mathrm{x}_3, \; - \mathrm{x}_2 \mathrm{x}_3, \; - \mathrm{x}_3^2, \; \ldots, \; - \mathrm{x}_N^2 - )^\top -$$ - -We actually don't need to define this transformation. -All we need to know is that the dimensionality of $\vec{\phi}_{(\vec{x})}$ can be larger than $N$, possibly infinitely large.\\ - -\underline{The purpose of non-linear transformations:} - -Two or more components in the original $\vec x$ (e.g. $x_1$, $x_2$) could have non-linear correlations (e.g. plotting those two components reveals a parabola). -Expanding the dimensionality of $\vec x$ through the above mapping introduces new dimensions in which correlations between the components in $\vec \phi_{(\vec x)}$ become \emph{linear}. - -\textbf{Caveat}:\\ -Directly applying this transformation on a single observation is not applicable. -We might never find a transformation that causes all non-linear correlations within $\vec x$ to become linear. - -We turn to the ``kernel trick'' to solve this problem. - -\newpage - -\section{The kernel trick} - -Representing a non-linear transformation using inner products of the data: -\begin{equation} - \label{eq:trick} - \vec{\phi}_{(\vec{x})}^\top - \vec{\phi}_{(\vec{x}')} = - k(\vec{x}, \vec{x}') -\end{equation} - -where $k(\vec{x}, \vec{x}')$ is a kernel function applied -to any two pairs of observations. - -Applying the kernel function to \emph{each} pair in our dataset; \\ -$\vec x^{(\alpha)}$ and $\vec{x}^{(\beta)}$ -with $\alpha, \beta = 1, \ldots, p$ yields the scalar $K_{\alpha \beta}$. -Storing all scalars $K_{\alpha \beta} \; \forall (\alpha,\beta)$ yields -the un-normalized kernel matrix $\widetilde {\vec K}=\{K_{\alpha \beta}\}$: - -$$ -\widetilde {\vec K} = -\rmat{ -K_{11} & K_{12} & \ldots & K_{1p} \\ -K_{21} & K_{12} & \ldots & K_{2p} \\ -\vdots & & \ddots\\ -K_{p1} & & & K_{pp} -} -$$ - -$\vec K$ (without the ``\textasciitilde'') denotes the normalized or ``centered'' kernel matrix. - -\question{What is the dimensionality of $\widetilde {\vec K}$?} - -\question{Is $K_{\alpha \beta}$ sensitive to translation and rotation of the data?} - -- No. $K_{\alpha \beta}$ is the pairwise relation between two observations. -Rotating the data or translating it will result in the same $K_{\alpha \beta}$. -However, scaling the data while keeping the kernel function fixed would produce a different $K_{\alpha \beta}$. - -\newpage - \section{Kernel PCA} We apply standard linear PCA on the \emph{transformed} version of the data @@ -364,68 +268,3 @@ \section{Kernel PCA} It is not psssible to simply project a sample from PC space back into the original $N$-dimensional input space. Algorithms exist that approximate a ``pre-image'' of some new observation. \end{enumerate} - -\subsection{Centering the kernel matrix} - -PCA operates on centered data. This is common for all forms of PCA, -whether it is linear PCA, online PCA or Kernel PCA. -In Kernel PCA, the $\vec X$ is transformed into a higher dimensional space by applying the kernel trick. -Applying it to all $p$ training samples yields the kernel matrix, which is used in solving the transformed eigenvalue problem. - -All of the above assumed that we have successfully centered the kernel matrix. We now look at how this is done. - -\question{Do I need to center $\vec X$ before computing $ K_{\alpha \beta}$?} - -- No, Centering $\vec X$ before computing $K_{\alpha \beta}$ does not guarantee the kernel matrix to be centered. You only end up with $\vec{\widetilde K}$. -It is simply irrelevant whether the original data $\vec X$ is centered or not. -Therefore, we need to center the kernel matrix before solving the transformed eigenvalue problem.\\ - -We use $\vec{\widetilde K}$ to denote the \emph{un-normalized} kernel matrix and $\vec K$ -to denote the kernel matrix \emph{after} it has been centered. - -\underline{Centering $\vec{\widetilde K}$:} - -The centering is built on the kernel trick as in Eq.\ref{eq:trick}, except that we compute the inner product using centered $\phi_{(\vec x)}$: - -\begin{equation*} - \underbrace{ \vec{\phi}_{\big( \vec{x}^{(\alpha)} \big)} }_{ - \substack{ \text{``centered''} \\ - \text{feature vectors}} } - = \widetilde{\vec{\phi}}_{\big( \vec{x}^{(\alpha)} \big)} - - \frac{1}{p} \sum\limits_{\gamma = 1}^p - \underbrace{ \widetilde{\vec{\phi}}_{\big( \vec{x}^{(\gamma)} - \big)} }_{ - \substack{ \text{uncentered} \\ - \text{feature vectors}} } - \qquad \forall \alpha -\end{equation*} - -\begin{equation*} - K_{\alpha \beta} = \underbrace{\widetilde{K}_{\alpha \beta}}_{ _{= \, k \left ( \vec{x}^{(\alpha)}, - \vec{x}^{(\beta)} \right )}} - - \;\underbrace{\frac{1}{p} \sum\limits_{\delta = 1}^p - \widetilde{K}_{\alpha \delta}}_\text{\scriptsize{row avg.}} - \; - \; \underbrace{\frac{1}{p} - \sum\limits_{\gamma = 1}^p - \widetilde{K}_{\gamma \beta}}_\text{\scriptsize{col. avg.}} - \;+ \;\underbrace{\frac{1}{p^2} - \sum\limits_{\gamma, \delta = 1}^p - \widetilde{K}_{\gamma \delta}}_\text{\scriptsize{matrix avg.}} -\end{equation*}% - -(cf. slides 1.3 \#16-\#17 on how we arrive at the above centering) - -\subsection{Applying Kernel PCA:} - -\question{How do I interpret the role of PCs?} - - -(cf. 1.3 \#28) - -\subsection{A note on implementation:} - -\question{Should you solve the transformed eigenvalue problem using \emph{eigenvalue decomposition} or \emph{SVD}?} - -- \emph{eigenvalue decomposition} is the only option for Kernel PCA. \emph{SVD} is simply not applicable since we don't have access to $\vec \phi_((\vec x))$ - -The kernel function is symmetric. $k(\vec x^{(\alpha)}, \vec x^{(\beta)}) = k(\vec x^{(\beta)}, \vec x^{(\alpha)})$. One can exploit this by reducing how many times the kernel function is actually applied while traversing the training samples when computing $\widetilde {\vec{K}}$. diff --git a/notes/03_kernel-pca/4_centering.tex b/notes/03_kernel-pca/4_centering.tex new file mode 100644 index 0000000..8f0e1ae --- /dev/null +++ b/notes/03_kernel-pca/4_centering.tex @@ -0,0 +1,51 @@ + + +\subsection{Centering the kernel matrix} + +PCA operates on centered data. This is common for all forms of PCA, +whether it is linear PCA, online PCA or Kernel PCA. +In Kernel PCA, the $\vec X$ is transformed into a higher dimensional space by applying the kernel trick. +Applying it to all $p$ training samples yields the kernel matrix, which is used in solving the transformed eigenvalue problem. + +All of the above assumed that we have successfully centered the kernel matrix. We now look at how this is done. + +\question{Do I need to center $\vec X$ before computing $ K_{\alpha \beta}$?} + +- No, Centering $\vec X$ before computing $K_{\alpha \beta}$ does not guarantee the kernel matrix to be centered. You only end up with $\vec{\widetilde K}$. +It is simply irrelevant whether the original data $\vec X$ is centered or not. +Therefore, we need to center the kernel matrix before solving the transformed eigenvalue problem.\\ + +We use $\vec{\widetilde K}$ to denote the \emph{un-normalized} kernel matrix and $\vec K$ +to denote the kernel matrix \emph{after} it has been centered. + +\underline{Centering $\vec{\widetilde K}$:} + +The centering is built on the kernel trick as in Eq.\ref{eq:trick}, except that we compute the inner product using centered $\phi_{(\vec x)}$: + +\begin{equation*} + \underbrace{ \vec{\phi}_{\big( \vec{x}^{(\alpha)} \big)} }_{ + \substack{ \text{``centered''} \\ + \text{feature vectors}} } + = \widetilde{\vec{\phi}}_{\big( \vec{x}^{(\alpha)} \big)} + - \frac{1}{p} \sum\limits_{\gamma = 1}^p + \underbrace{ \widetilde{\vec{\phi}}_{\big( \vec{x}^{(\gamma)} + \big)} }_{ + \substack{ \text{uncentered} \\ + \text{feature vectors}} } + \qquad \forall \alpha +\end{equation*} + +\begin{equation*} + K_{\alpha \beta} = \underbrace{\widetilde{K}_{\alpha \beta}}_{ _{= \, k \left ( \vec{x}^{(\alpha)}, + \vec{x}^{(\beta)} \right )}} + - \;\underbrace{\frac{1}{p} \sum\limits_{\delta = 1}^p + \widetilde{K}_{\alpha \delta}}_\text{\scriptsize{row avg.}} + \; - \; \underbrace{\frac{1}{p} + \sum\limits_{\gamma = 1}^p + \widetilde{K}_{\gamma \beta}}_\text{\scriptsize{col. avg.}} + \;+ \;\underbrace{\frac{1}{p^2} + \sum\limits_{\gamma, \delta = 1}^p + \widetilde{K}_{\gamma \delta}}_\text{\scriptsize{matrix avg.}} +\end{equation*}% + +(cf. slides 1.3 \#16-\#17 on how we arrive at the above centering) diff --git a/notes/03_kernel-pca/5_apply.tex b/notes/03_kernel-pca/5_apply.tex new file mode 100644 index 0000000..7ade75b --- /dev/null +++ b/notes/03_kernel-pca/5_apply.tex @@ -0,0 +1,16 @@ + + +\subsection{Applying Kernel PCA:} + +\question{How do I interpret the role of PCs?} + + +(cf. 1.3 \#28) + +\subsection{A note on implementation:} + +\question{Should you solve the transformed eigenvalue problem using \emph{eigenvalue decomposition} or \emph{SVD}?} + +- \emph{eigenvalue decomposition} is the only option for Kernel PCA. \emph{SVD} is simply not applicable since we don't have access to $\vec \phi_((\vec x))$ + +The kernel function is symmetric. $k(\vec x^{(\alpha)}, \vec x^{(\beta)}) = k(\vec x^{(\beta)}, \vec x^{(\alpha)})$. One can exploit this by reducing how many times the kernel function is actually applied while traversing the training samples when computing $\widetilde {\vec{K}}$. diff --git a/notes/03_kernel-pca/img/koffer.pdf b/notes/03_kernel-pca/img/koffer.pdf new file mode 100644 index 0000000000000000000000000000000000000000..50d627c14f6ca790a7544a331f653e1033a2027b GIT binary patch literal 9416 zcma)?2UrtZ*QgN%X;PFXf&`@3B!m*GfbE&(l0}y>?sIc~Sir9(sIk%xJ}Z`-la$eWji2YRv+sPUc5kPNDG}MSPbMep3O|lR&Q6ng zPbym-;b+H3tJH$s7l9Eo=P%tOYQN9b(|QdWezQ&3I-T0`{iLxy5t&j=)@rJJP*ub~ zO!#;S1*4B3ZgZ5Ycrv_bu4vd-Vl#8M9_nRduF_jHSr=lf{+xL8%hw*)!yHQQEGoUj zoY#@VwqnLCj5@P7CG~D*?Dcktw^-d4BcY?mwEE20w)V@UqXmaY+h0vb^H0<*`wf%u z)j2@lj2qmJf;+lXT@bSsxPcMKEW_| zBzrwbtR~0;ZQVtA&ffb>*HOMTs?*ybePqMPFWidWF$wb9>&D;PIY589{hFJ;jfiDe z!1B|^edcwhq{t$-7B_O*)2MGUDGCU~6#F|Xfa+9)wG8RuNG;_gxh^riI>SE$yjH0NVnEs*IJy2eJ_WGKm zq5fI;G^%><_R}=4Snj2;jVn#&6XwXCgo5YhWw~a3{S67xiGsLHuA|et@hY9+x$;+q zd-C^gFFi$}NPX*}@OSTN*CHcL#eYCF2YVjvIeP^@fqKh`-%ILmVb~3yMl*J}DyZEG zm;Q7m6+rN1FIs6LS(Q@Z{kGMsswL|@6<2`c(S{()!$RkkJ_^L6`Xb|kCj@wIM*TrlCYQ7trHxfVmgGohKO{Aet|jcR4cJjzl? za~-yh119%jSFjRwcd>`kZhw*5IOE}HoZ3;#JOLX5-GAPWoe|Tsz!Szr4qbfI*pxBh-QNjxPn-hY&-RKCN!1_b0k4sz zAjjp1Ljf@MXii0x162zIn+bfAk-&ucLf%|whp_GGs zZT`^sqYx|I6?+0SAA;)^H}@9V_%r#ATyXIH%9;s0ePh&gkf$N3ve#p^Z_K7luGwyF z6h8sAsF>HA0K3@lGvL@tg3#O+Vmcyz;FYR%0#>aUaxJyp{E6@eLqOtI6fk(4ExPx< zMQ%BBrG>mlk=U!on4v=dRC(!)*yV>SXbJ@rM>2Fgq4M_&^n^Yg-S zu(5sP*)!{OamFA#u?H9yEFtCw;m1t$ilbZnnNr7vYvO z_kA4nG%-6{H&u~v*=RXLa&>y?cC{HVuYOJ*xWRznGb|vzGWmh}tI!!#zue=LFqBoO zuKqR3YQj3R27df|kE59LsSJ1DFP0Q%=_#b!7A|YGKBl5u83b+8Tj{73*A+yLv%?&| z$)0|ayB1bnC|KA8p~3B@yJ76CM3^PhdTQIwJ22?=!f}<*3NqSoOiD4eF63qKBnNUnl%z--C_M1Mw)o97; zdx)4Ug!h3~JH9{)X?U!lwsmDXoBUncIy<8#+A^jWj^!D9-nYsGa$3;$+v$v`?*l&Q ze#a$c(m7<=n=E1qRT-8^_p7SeTJKSPV;a>rPco4Rtb1RLU)fmz<5< z+W6b%L+kuq0D~6E?1EKdkc^`t!vofm+=p8%&a2tE)5BU?S9B~XZ|zE#<}-PFLRw!< zx;DTA16cee!67xNxl!Cn4awWE4bF^@4s4^h&5+NsJyWcvllj7#Pu?dF(it7I1GwuS z8jN`pF?F0#15%FJ%6LaYjt4AiAKcX=(kW27;C>T5`j&1s(=aPCOx&v3aL6Zw*o+*>@phtF?o7E)e1We(mANy>A<0K!G@CTglyU!o zZi%}4&aZi0@K7a1J09ID9TM?xO~LNnZ}B1(wOc+aBWg-TxegKi=G0ux65lkkpVC26 zd5J{^_TP8p5Va|7<{gp{njH*}xjqE*&giqGI>8EuG_Jr1^_aV#3UEwZyJIBsQHyzx zwA1!$MqNcsv_<4KULSyaW-{f9vbPZ{(*qM5RV>k;v@7*}|^&l)S4P~J^ zY{=QoUUpCZX8%n*Jxyqb6KDFv1W-wTvG~OW&$rplj;vfElf0Y^D@&ezqR9ze5$hV2 zm5?!~5N~e@ALBK(^O}q2JxD#S^AQK|iX2Drt={h&7u)OIW5eA$8trouU#WM3KZGUl zy5XkJwsogyymQq+qxaLF9W!Qq?z>po+aB9t%!1t26}e74Pk*seT3_$mkp6OMCo%rn z^X;s;*^wx(mQUqvgDd3IgB5)yv)mV7F37~P*Q$x&b{2o7tJq(ciSA`~dwIp?w_sr~ zF0kHyrUsf6b0`Qx|u;18R7+diBn_nJn z=k$--2wosB5Fqp?m&R7Ye*PK^{P$o0{)g`NZ~(t1%n}Y@1%Q4Ht_j1yv3-I5wB=WW zTOeUFXg7c%Rs{rrgoOD7L<9weA=sY~J|Pf91Plfk{c03z5Ig`rmFYF5Ue5E(8P+0*L_s<8EX5vF{UI-8z%Amo@L8 z$Ly<5wwFUXmW}6$PKa@(wIb3_KkaK77Kp;=SaT1p zYMyiP9{cjhYoEEps?Qdi`77bV>Bwkmt|VcV{g%A6B!@JIdhS1R2!;>dLTI=*s2aZ<%BhCVJv!<*tnSI)*ht&c#E2+7zom?qh0J5ciRAo5P(Y-t_5AhM*n=PJkJu#c^l}0bKJKOV|x2y1@ z#D+Mj^6_H9qo|XY`!AaqO>{r^)lc~LkxlULai6MOST0|0>GFN}o${?;7c}+*{()i2 z^V=JN>bUw;|-0HAo4T@oCA52+m-}-w zrfc)>1{vlZE*^$1zF?(Eb_%ev6b)ddQ9&4aJp5rS-c>SvQljFuk$SdG)!(DAXzs8% zcc%V~uD7o8Hj3>N7#ta4hl#b14V6aYqwxYdZ>#_VNC<+jDY`%!UZx~cUoA`f0HoA3 zdS?&PH`JlJ&5BQLSG&%u2HOqJKqH-v*r_QtL@S0Ew=5xJs%fX2Y{S9wl?0qJQSX^e znTGgFW=o?V6gLlJIfu0x`{8C{xB zcWq)IEFoeWbW%Dssu&jbR5WtCX|{P%s?qZ}ert&J*yQD$I4)7@W95 zmLFwnEvm-D0t;QW-Exs{UDKkA4gHgFRbmTIUW72hkWH2KWqP^!-Px|ZpE1hNO z6Yz98x_NXzVz%AG_VC5TD97fBK0NB}cV`*S>wG*w1rnDeafx3TY{oxvZ;cvV7Akp7 zQn<>Vz&g&_lKeiaA;rC!3@0SIdgUSWk8pw3!hi~~)=;DkYw^em=&WfGxR$ZJQA8vHxgSkH} z2<_>Q1$%o6rHdxUt9vW4b6?8_rO>5YMbwEb6j&8>B2P+glJyC*ghc9&xP1+DcxWkze6#a6sF zS>aXTIY>O^ZcPkJY*Y4CU3f?9A#lf(WtCh}Ny72_D&ows%Q$}}P(o4E%jI}+wCIjZ z&X2z3=Je)r@OtkJxifZEDe+VOEo~R2)A2^e9hLT0o4vPjoC0-EC$SoJQul#j3!U+UGv4fgj`7ww%rxOhVEp+DPrkuSH@zUQ#AB zEMpi^*qnhNxjp*8S0ASH%J{AfbBsRtxNQ@Lpk(p|&u9gt_V)xl&B?Tt zR=}{d^c1m&PK^{ZJ<(mq-dgsYQj4&Vj*gcTC6QYu!5wUUW z1Gd4t#b(?Vu8Ed%ssT*G*Frgv#-+R<^`PcONKr{+d~i`}%Bxpd?7;o~a!)_LHk+|_ z8^>7@dJ+DS!s6i1l+{cVBp+&)%J%BqJf$#!l68_tok^XOopqfq>119!a>_M@A3Wp` z4Fck=xuY$}u=O@4UuEmW+Ce>d1*Spu28&V^m(Z)ctC_TZqJ3s$k=<_4&bYMLtmi%^ z9&#S=?`elkhewCB;oFW~>82?U!iL_6+XdmM3=^KwYjFhdSdDUW6FrLl1aj{UfAMuc z-S}i7ZvZ`Of^iy*(;aigbCvj3B$c!oe{h^%pq4^TzvX)5;n7=oJ}?mCh+&(B)&a<4 zt9=GmX6I~95HYqDnyBzVrB1hUf###Qt`b;)4)T?9ELSmgIg}YyAMf5jX~?dM$_~9t zFM>q13jCNo@9R*4)d)9sxkzcS6Swk45T&Ag-|Ni3I55pYIdEaPb=_RL}MhE(+<}#4n#E$PFXdqai08qdKS5syvn9_M$=v4GL zG!aI#`@<{bEWM1+`{a&_vEIOHxk?^>&SFh`E(AAr zjJ4=~z9ek_Y`p&KVRZSJwh5nW<{Z*zGvT}Ov-9`?W6_@Ux#_$s8Qb{fWtiY;{75#F z1bI5XPrHHk9q+&a_e&cKzN*=#o<+1I&WZ8|Yq(9x##2Ur*4pgLQXX8I)U|=X|tPs&1Pjt1B23HCoBpHRiQvCa_#tN3b&7Ls|`q_Gx8d z^1sEEogQVWGu^%EiYjw@_N zkg@R^x-^F(5)_Gr4sS>Q6aP0T+|4}b{@S$^g;n>M{(-YE&0k`?v?TGaereq2Y*fs8 zQ|-Xr9)d2)2tljxH9caL3C#>@v?p)xLZK2u2Gm6&itO2+Wb3MCL1b^B0x)sC!^$}_ zT*=$HY34sDQTY#*w~9gwij0oO^ul_J#uYy$-Q-C*^32N+@od7t{0gtFX`Djgo2_otifew%ypTqy#|TwIi%`K z751b)T}cB2`=sua<4;5=B%Q%l&5h=XH}P1Hb=c0L$?AezA!s;4WHM&peSq9 zXo`Sv`N9Q#uO{u*TyYEgDdsk6gTNPHe z4dPr#M9r}Hs*6rlPK+Mg6NN~NCcL%{6l6f>P|rUt+1(v3eWp>7jGGtnHNaK{ zF6^PO53_d~Yf0hvh3+ofmE3RQ_kHssHoV6W-|vnws@y$Hk@VL5Y%?O=Buwc!=)njcM~D<} z-jlM|`I#s+EEY-K{=C{<%RS-bkxQ!p-p){$n*j{?X7DXa>tisK9T1~4t2Zh zqAM;x@edW8cIQRm+UdI;6^zY^zPy!X)cg}>HrFpauV3iTKML4=ljEi}-wt00I#@al zG7#5bc=xQ|(Zpick>NxR--mBk1NR+bp}lFZ#^A@pd3L@Z$#N%qOg|LoL&nd$<=hJ4 zEK)TDhVqN+WQ!+AKgOPgGu+R&PRcu^h{Sax*wb5o0V67)idH#KUueI?YW=UPj~o9 zT$V1fe^}!j6aJ9p-KIJT@9^;BC!W!X#Ljcu=t^5Nt?QQ4p3#+=^{!;awPaEIkPaF= zJDL-J;(9_apVD}#=Rt;lH zF9`>qUAM38(B(ec)5U#s)ZMQ*+;7)Q^~TmK=uYw&RUlVML{)f93DG?GDkD{cQ&?v* z(G#95scQP7<1frL z!ywAYzDvr0rV&Xp=p&*RFjzHbc5w0!csA*fa8-ebUMr&8#v!HS(^`Xz;dN4p!20Ok z><%x#`kBqe`i8v~CW;>j8q(XF^RoW46e81p0oPUt=|wt*ue;1YeUeFLZ*CVIwYrgF z-hE*_$;~bGpyS*bInFh+4R(IqR9L8t)(0mUERb6e(_phhDMNg|i&_^8kwd1ZVD2b>F z*E}4Q786cQD;JP!HgfMhFHk!>LbTx;U4AKu@|zs3R;0QgsVAi?!7ClKC*{X$2F|Yt z#*5S0G@bLbBf)}$Jve0AyhPy}qRHQx$0)84Yq5gj)XJ z5bTn|`~|@v5D@4OmxBJA*MKg8)BoSoV58V!>uw-P|Beq4L$mCFf?={hVdQpPx8&ox z>x!s?8$8htqq1{8ak`?@Oe62AFXDLMtKSQbx^X`!WS|0w4+C5&R@bR{WkQlWOLMOY zPcQo@`-;^`!&&Sm-8-v}&hsPvHskqLS<5TkU35Y;h;XWp*MOuKxam8N_sUnOyU3!~ zXkP2;`gLcGw$?3_F;G;q%uPmbhrnm!Hu)EAZVEGtm(i-|o!}nWo$Bq+a zb}nYA*kheqTkEt^y%loY)#X!VvrDs~L!4*2er^)lVRvUcnAc)u`K7c!# zW03YvXv`&)`^6#EVYXPPsGzDOqan@x0B#M_bJoG)y}!%lVYWz=JAmVN5#X|n^LHT% zW{Kr^;J<6i{Kk&FARrhB;Drc*0U%+h000CQ_(L3(oM0%VxwM@n3Jw7NYA5Yze#tMP zV3A+qrG1w&FIYhEmqHe1uLwt4T450`dx#YV-(94bd&r?Y7l5hV$g@Bhl_Wykffi77zwkH7y7Ptxm1O$J}VBz0( zUS6SC&MYJ#fGxj_KOg}6hXD}8MuPzKuMoh(W3;Xv^78c%z~x`aKNsoWA$y6se@CJU z(&Ex5mm_Nbjjx?A$@f1P@-GAbEVCvCZQ*Q=eIR%nk%{ z{&Ud(c^vSE(96QGagMh9wVc1E@E4!|AFA($fg^~pbRI$k{QCf47eqi1fB^iZ6A{5W z`By2x?vD-(gWDMU;T+-ckaJ*BL5yk1Pa9l(jQx#Ffi;+#{7EONC)Wwzx37RhSx@;v5Wru k>A|I}WQV}6?XS4_{R9Apar)(5C{Pec#L6nCAy4#w05a!@lmGw# literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/koffer.svg b/notes/03_kernel-pca/img/koffer.svg new file mode 100644 index 0000000..396e35f --- /dev/null +++ b/notes/03_kernel-pca/img/koffer.svg @@ -0,0 +1,205 @@ + + + + + + + + + + image/svg+xml + + + + + + + + + + + + + + KPCA + + + + + + + + non-lineartransformation+standard linearPCA + + diff --git a/notes/03_kernel-pca/img/mem_notthisagain.jpg b/notes/03_kernel-pca/img/mem_notthisagain.jpg new file mode 100644 index 0000000000000000000000000000000000000000..29b7a55504230f8247c3ef566ae4ff528d650430 GIT binary patch literal 74801 zcmb5VWl&tr6ED2DgamhY3qgXrySqDq#oa9gcUvG3oLwA3a1X&Pz~Ua9#ogud{NH*% z+>f_U)u~g{HK%%JdiqywuM4mL09cB$3bFt=H~;|d?E$7AVl-DHy1_B%a9t#2MZK>zp>-%~9))lgfsmUt|iL#swyrGtG4FCj{ z!qE4eh@C=d#edt)92zc6(}o&5UG(;R?tExZTSPNaLi2Xyu7iEj^P&cWT)rEAZceu| z|1FMS4wwW0eglvr!+YX!kv}k*b5F-Q;u3|Le=VdA142L?0BLbe38E1+FkSS3n-1!@ z%E6G|0hbPobU8Cd`obiK_#iD2bpiq$FDlVH7x2w`%(Y!W^+7($5f3|UdH-y4Wj5)a zYBj6Z-?dU+mRtuH{*&o{PtE%;W=Bu8$U*t!$4}|vu;0ji7+8IP1u8fQAPe67O{4+p z26zBK96_7`o&-6Id-5yyBx*^vv=w*sfPyw&`dqy;57B`Fj-9zYXMy?K7W_n}B4Xeq zKjpc~%zC^D(7(7#GN>NCTH<%&OY$$(Qaq^D&ua>@{^vM%m{VU<2Nq%LkcaHC3Evh| zd}&?|bXdK6_MTt3w{yfAU;so?V^|Ua06EC%q0tL6p;YFPp#ZGkQsT@A3Sm;>>B-RK zA9zL4<lWL5n9vvz7H zs)Hg$D%cu-byW#Ge{5`>1v~Mq=q4%sop#Ds8$P)|>I(Z-RN1n_cC9yae-&A?zE8o1 zu;0&txbTCNM9MyylWrMToO^PLj&6xe7F8LsTM0YJ4v9Dtf*e){y7?_$y&Ik=NwxRdwMZ*Gi?I4U1zcLDu1kG!H2 z53BL#ET~?rvBh7$ua(b~>b?C@@JULp0qnP{?tcFx(^yVU1PsEjExi+xE*93&;n?`@rE!Nngi@=~Y|1}G%+Mc`?Ye~pFY$#x zRT7zx0E$h8<4D7erV`1^D{UvAikhk{g@Vr?jmVJ24WKS~JIZj`&(WJDX?vHk#!EXFOYMmUPU|>@`-l zpK&hNj|Em153O8w^M1|8-V-+ax~TDHbeAp1VFS2NCq%4;wZ#$N0-YGWw8>WTH%;aa=?Xh#_+-?FLdtx z5osO^ddXYs_W0xf)auOzBgtxHo&AzgQnI!@^_T3JP^LmK(WUhAAg;?fCta}@ww~IV zq9?GMah1#O85ELr4S(evmmb*3J&XTn@*}%zYFh;BC3-@pdw3T35i7Q3+^n(0RzH^w z%vfTc80f`MFQC~^9yziWQdKc6Ms;~wIRn zK+MWkw$zl5O_zFy<_I7{`)2v3sc3bD@p#FM`+0uLPa)+;MkMWK*#Up1Ct9m%m+LOb z+JgFRv-V{I$U|ZU^G*ZyMD|42f9oAa=8~V}efP*vvIH5yfY%fF84=)G+Z zYFM_v?H=Jn?pdV>>&PjiYOhON|L8OMzWHe zi(zS2=^>Ld>s`(4)z-#cP{7~Lr0-ya!>6HC6&ZOPP2A`KX`%vo)OZqPY!W;)gx?>C zrr+*a>YE`l$Dl(s$BBcV`(*&T#%O)XyvUzC+gdIkHOms9RO)iu)Of%Rs!&rsXgRvR zPooo|xi~+f6utwAnHF)kAgJ?Zfg3J1g#ecnc=E*v}=0!^M z$#yRVRQZAt>)kF%V&ip*Nb>fucNP9;Ue znZOyA3`aM8ZF1t%{xq>>Y=3;Q&ey${I3IaT5tLMXH{Yh3k*BmzDG-GZ3${367gJvu zAF^qt+?;>flO>>-+N3B;tjG-RCT|@jIa=B)76z&K5H$&uwH^$BYSxP`C{jw$U5I17!wqFXwY=e%@l$J8(z2kT{AOnynJcT zEUJyW$}>8Ba(4X@6q2o|VM&)QZ-LK^hJnRZ#L1Kz#{oz68;yaw{5^&{X95ouJpl$0 zZ-j2w_id73y~$^M1p~j$XSu(Ix57F$$03q;uYkJ0KlH{;_x?ezUP{kSOAqWje5Ser z69jVY^SUcj=l9uOa6e?X-rHQ}sHg;nx&Mxsch9vY=j)d7kR@BM@r{~F3=+JlwD($N z)Suf0iSl|qk_2S$<%o9K3T&cPdBhpsU2J|K532TV5LnC4YrRNfzhS3*pcD&$K1Fqp zn)Yf1`yTh`c|G}5U5?2W-vJ?L@~COiGd9@#b@7s5Vwt~m!@zhcA_h2W4ifXMg}0-j zu1g0KP_(*i-HVCd7zz`bj0dWLPbdmESN*%RhT1X32Z=j;8cgu_mhC+KJeI%j1SzIapk3Qi!_u2w|8$BxjADEP|7sYS zt4>hKYu%mr#>N(gD{aBggCW2f$rgBLH(lHgDSI=M#5c7>C!5fpQ+$JKO#+Gad$&-x z;HbaH`M4iFZeREjYQOVP_k_~*&<#xf)<{Q+k^k@BD+`C5k;m??|SDHUltGZ5Ub(y!j0A-}}O)NNn$mcwzUHGoA|iO!m3d{ua!mzcx4d_q_Y zO;R1zax|XP;mdsaETpj#+~+&dcsF52|3!E~@Lo{N_Wly;=l_Uq@=(RQ<;mWP*?E2< zM`^Pwn?;2j`IY-U?^hhD-^pqA;yiS+ipt977;vHQW9l%Hvm&!_luK>&EY3yq%Qma_ zLj-QR*w&mM=yXuh{4-f5xNZ+Ws)mX*Ym5mIq^|Z?hzKC8sqooV!q+lcnVBc znB7Wo`BPqhRY7(O zX@%wBv1&>gaoy5E@L-BE2ea)%0cEWVRDj z_1^j$7`G;DTc2sfP@^f*)jK9anNy2I{w!r`QP(JO+a)I1yXaS7XGsJ#XT;J6WLqKg z4=DqjKawg-VQm9AoZykT;Zs!-`oohszokF`06VQKuVBo%IR|5>CpEB|i_vWV;Wo^( zet8tw`7YvM&nS7J zGhc92(Lpabg0jsvFy&8j^Yzg*fM7cX014|aEMc<5O@<~v+!6GXTwHj~)= zR2f@#g#7rLTf5Sh?%h7`Ur><{LBi$zof?W$keD%O8Tzsq=_V1#QZ-5NvZc(k1k9qW4RxWL{9YSv8vW`jzHV{((c%qX^HkVa$y#KP{S2LqYdll7JKz`@ENCds+FG)-F(S+=W z9K!_d3vx5I62DrpeeEEk`%i4~vH>~#B*8Tums6Z;`BF8N(7^e^qV=n8Wh-SB4o78WWDMz_PTZUb$O_!d00aQQ3XXJ%UFd-XKjRgU9vq`m z7@#)M1gZI#Pdo12a4qUH?7#QJ)1%w+yf(;Tdb{q@^Jw2TSB2qZT!x%r{L2noF#?+X zC=RFnpEi>ujlE~^cwZ_M7t4C^ql$U$daZrt`;6I7N@3SY!t?A%#Ph>xc*O~|ikES~ z=_S9eIMAqzU}P6%^<@Au#qBUX-3Kliy3GtUnepKPaqej+s#H>`I9xmA$(f=BZg{8n z@+!QWe-t?R2zXI7v7(s1oph@0o%)}3wQ)bc*UNfr%xb#+Qhspa5LS~}K3#ThR{A72 z%RMp0W$$G5YjJ)7>OQ+P0%ACcY}d1|L^V{)sritZb2&~dLfd%mB4JxOLd-jCIS%l> zz?hv~|1(!Po&Z{5FFc>8|5ym52v-?6U$1HXUi?#H>*POw(fdNU1Od44y9z%wRE z8XZwf&r}z0&Y=>TLqbH&2}KT{>??sM;*ta=$Sah?BlAY0C7{cr1<1wui}gHG#F)60 z-rxQL$6xfT9~xL@npE2+?q$vGmuVd6uJ{;MI*4L4lX?v1E9}_`{*}l%_4C8|wRcJPgqRd~ANuwq6Gv(MvskzI`ChZzt zm}A3tO*4-ZD}#DFvOLur;6>&m$+Z5;l6MmiuL;rkA4xyXFQ}FiHFNLTIu*IJm+esE z?wY6ag>Kvi^mmhqD{SiHq152Iii)kGowj_dJ@tvo%NczvXY|IMM0Zv76iqi=C*Jfl zJ76foPRmzn_*7CAdGWpv8s_{%$k`~w7y!~Z6n^fPXdT{lP;eBO$$Dp5@6AuOOt zIxT7Wo(f6wbC@rEqUIjIJRS4<0=RF=$XQw0C~PG-_VOyqc0_PIQb z;O6Nwk=ot00|RdFU_Cz_i)ws5VF8;1m=h3MQ{G(a(SO;Murr_E_TV$tEsO6{m)O(M z(D~^{@?w8>2ElowFmYW)FUEtD!QNi=bsTxFNy$e6ul~ZG8w%DY6FrlSwPBvhy_aeU zk4ss{hjpoM9}6>;p*C!RLi$?M$9FZE$AO1TEf4JRGJTc`A_lT{=^LCwblAy%xHRp# zR0;(U6&PvhupJdbxtH;*Ih1iVdjzT?F~;SmN7;q?6LMs0%nv&$`$Zi3A99U?X_m)= zmhaTZMXKzJ1=nU-7PQN?yGUDh=`X~j?+6S1Ln2Ofg?H72ZXWJt4c?i3`DO{3z;IZ! zZrH%D1J{*Q2sB%inA!H$X}wpeMs9rtAl;fVu9I{Z2X@b1P8&rW3&?i)RNPQ9o^JH= zs~Jbomq<|DPa5mG-}M{&|#58M-%{4B@`MT=pM~ z2@=2`IDe_!Sr==r+zigWfb-kasy|S88s2|cmqtnUZH5eseV*^x7j8H4yPY$Yx@viH zS-N*#6m&*`QD&UYx3pb73g#zwnhl8dtL>=iTy|Gv-`zHJ>`#|=Z#+1E>Y8TwxNH+A zo16zt~>!5>9yvRSI?%%*xU>IE#EzuGk-EZVK15flxu6Em3@D(6&`0>6Q?#Rt= zy~uB}A!zpBE(C_=&_Upt%7k-DdYj(D4 zI$z33(RV*YjCL?99MaA(f%oeNN1o%Ydiy5CzIGL(>Ue-xB2CyoZZqh?wz_#eG8@xSh^MhVrqOLAh_qeMl2jE+H^$;f}PLhEO)>^ z!p;IHBNpv_+z*4`{ypwri}6=M??a@H*{Lrb&4lVZuG#aB{F>_kSjjTgo*-pnuLSI)b303-BV0kVclE{$Wha;0Q#%pD-*f+ zE3_N(H@#w){j2OTFZ{vgqfQ2>XUNW2%h(HVZl>(~%@kd!qBN(BXZ~2(tMTPLvc%x` zF3JO6^F&Q=cf}VUbdh|E<$mXMgpTnXOy;${=hWWdaR~!Pm49@H4LDBC~!2%)d2nes=eK0Ci`Y1UsAv#U8UInkIAwk7mjVOdRVu zC1gND%6w%}ObK4fH=Da$jvo?PszZojJ}eD9ZqRAynHd|$D929Ppc1dKK;tm;mIFb? zNshpXXk_XpG~c^SI4S1vZf#BYJLfKxF^#NY{NHF;hW=l;+Rw--^MgiWb$93ttO>;M zqn1?2;^pbTs|qmbBq7R394Nf#bv7v2$q3>xZyqT_k6{+KI1&R|JOBU;&3d0+c=iGj z?GO{ao?D5QZS8V)<0moG3JS9J~_vv|QrqpScML>3R4h&FS7^>8NiZb~q&X=Pm3K z1^zbP{fiF~HiaGv5@VfQmv%=!S!T;N!NI<^QT`L>(XmQ)Q%PMZPIVT%R8+N)3u-y0 zNr~C!(41^cOaf(UZUB$iUj%ZZ~N{z)0Oced`baV%&bH2ZNWm>k@I9B99W^N5c6ThqBnx0WFTvv!)7_s({JgEwZDdj*^?=#E|{6sQZJUqFqm4QrRx>I zTsUC*rwAJf?F7?VrQ_4i(x`DWo!+zFlBVpBIOopzeaz*xS3uuDqjE-n9$=X&R>QZ* zq(bq>z*nv<`38ki9Zo^|TJCd#Ib*$kYz27?&_6uFRchAGDW^*cdH=|{OY716y8!%z z$1#Y7T=?UIcFTBPwRro@^&53{c-@hN-f!|BQuJ(++ zIDTOmtW(Og$u0Z7Z5$Faaq5&YOsK$H=2oqK+0kBYgQvi}0!I6i8^03yJ#m?>&|9ap zn?=G$e;R`>xG0sjt}?|X{ol_^&0w~@Lb8J3WhSF2ua;%&^%`0c2*n=b3pQkUk4+cC z#u3pVjjgOJq!qJ#DKT2ULJ{+x(h0ymUBrQ^FJEUZ_#Ug;oy-WGYw7}Ic3Oroo zF1;A1r&K*4KnM1mzv9i&!N=#{N)$Z5=({gHXIF28Gpxa zRr&mrROfS$NV%&Q-jW|#<<`(u!bb@20Iri_;*wZdtrUl*OtYeRT9xxBT)}LmM)zMd zzqWU$ekLczdr}`hK5f4Ui4XQ!m#EHggJT7~1|>n!X)83cWf zkFiI#5BgbPQd%B-4jAL4%bQNFIdNo8m%_dG3XZ@ViQe!>`$?F1v^h zKX#nMwKp3)7%KdflbBwr&5?UiCSHr_*o{kyu`)N~Dg`rd5 z+z03HHQ;v5RL87Q*PS0meUa&({t|uCLDK@PVg8M(8L9tKL74*MB5V{?}nPpI4rI&4^PZhq^*A3>U3V{>w zv2@t6QfOa8zGDhv3;WqZrQ@HkJYjdyYfSq1?r-kncC&}2f^q4o=MFyYCn7r&s%b}K zZGaaZ@1Fw_&26V{^gtT;R$*mWdl^sSUzD~%C!4GTe7EL0YHLF>3nQRr6=z)5MpKQz zy&eDJxe|fBAk&spTzmt~R2>3K6NtwB?^Xk^kD(XX4Q!q1;OB-M?rT|>`0jTPUP8mt znPncyZl%K*AyYV+Qf`c)DQu98v)@C1D`^b|ET(}PsfMQLYMz+-z5=2@WsFKes*J{? zdF|?R7uXVhd+RK|0%CG3Gc+wg_2+tQZNba7&anIRix)5bxIjv1z1B)`OA4)dx}V!j zYmOL;F6kFvQkAx?7~?+@vW8yNE#l(no(Y?+^674&<;4A5@5DjbmxF_tZP4j|v59*>2rRdc32D9Q{64T5 zW$#F4!$R$eM-Gn|cBVM}(hrC5J+c${JTm{f+9_Z=PKZ9Yf+WjLHvD+wJ6-h(Cl7hNKQw6epXZC&qpDfgjreU{F!qgW%crtIPMW7$PBBdV4f*g0Cg0F zm6VcHY8TQtP580kt0dB~EPwf+E=5VB)8hAj~Yjeenygyb-A&+__xF96f6HW~|XuE?{ne0Z0| zTF%7HqPQDwqq?$*CEI){@Bv@&WhPkSDA7KeLbO+^-xtR=lG*M_QFT6f6lGDj+Wm#T zDZG3`TY=33>lMH@k=)&UJYO{25aHztaG|10l+~+*?ua*yrzgynejjt+HM#QYY!6CR z+Mis9I6Gg{uG`m-b&S?8S?N37DzqbSabnA6L#DK~>s0+3Lt4h*>EstB8<3YHN`@h9 z?$%=sJD7LU_Ir_3z%`qjJ<4voZ|I}R2JU*j_T4vH`SYCTf`NN%p^_%O-cjy`f;> zzzy>do<_3sh`-{Kaq6yo-58MEIz^AT1hM4b53*;cYTGb&MJTjdKy9}7Y6aV`*pzIg ztSxwF%sQ@pbvZjH+xp%mF!2@e^Y}9DR~@#s4n#=9u*Ib^-hB_|fI@HE8s7eRAd;=J zv!A@!)Z41CFasl%AjlR8jT+}o{SM~FCp2RD%4sFSr5&Zp@lpP-!pDwHbQr9i-BI0^ zCimrvyW!LyL%r7UZ98sD1J%gDLpsJ0sQCuR?j~Ag(DzY>$vBAhO_IFD%$?!AKjylD zTf086a}66j%X&4(Ir9?;o46*C^rE}U?)A?Swyw1mrfIzlLYpB4hwLe?>iiTshVfE2 zGdyk0ksQ}%IX4A10Y7Ia#XBuIWUxFOsn&>|FDw@Q+{|CmQ1Glwo4!}%os5!f`i?UB zuprk-?BA&_?l5tqp}@r*C)Xt%cnj?s?2N*^K{1D|Z7ZI{+HOqOR)PZ@+FzG+1;Bdv zt-2+28VS-W$iWV0XW@wgc9}@H%1LojQ|Pbi=8mu7hIZbwZF0TC-+2_l3h?Er_b0$f zJ$BAnAhVrrWZG9KlpGC;Pp#`)&BjI;g`DT$B_Evw>MRd()W*_alKn=b4x;a6YEk(4 zi^~Gndg>Bk*ET66XK$yPa#LgELtXN?P$h4=iX;3d2h>D9uIq`SWM?LUrX*xaRPMTS z#d$wRR?Pl!R1GBF&7zjW#P@T~I!zbZk}RFRiTc=v%4dp?&m%EF#T?Y@(=v%&+w-Ogt3S;J3#NO>d%t7FMKbUep7MmfvM2Gp4q|=W1rCr(kzmD3|q9z2^O={WaUEZL&@qmP9rwtOC0f zDNk>!RBCcnwPxcN8lO!dRq2i_D&lQ9a%lze;EBhNW|sQ$?L_X8IZr_mwo_N2fk|1e8{6H_65uRU*Y@eXt^TsSGDiiAI;~ zpVFoj4f{oET2&dzQuMrY4iBT080L!(x53jqi)M|Xr$%Z;(-}yslb(k|tX<`ZiiN&+ zMn)*GpqiigZtznHZ-jEGYt2Hxca?bptH@M8NeYE?4kCB3uGId?VrIJM`Pf}<4e#GmLvTHDC@S1spuBPo4L{$JZj>;-IK7$0oh zkh`cz(ki>x(9rNL8}4LsF7y3-YO(b1M{R;AGJxLI*U8 z>AN8?Aoiv*K3HmDq+pVs&rs_b7HIYBMqOuUaxaqAiHZ7MwS_!#9ukcssG0cG$id0! zB+itdjSXLDQ$~%YlR;Ul3s|IWWIU0W6i=7_d(<)G$B_oPluP9xhT9?N0e+CCZEW;A&aD8Vz`9W#*a zHqSKX=j5f=w!QSKC@!4{;b;&13LRlil%^P|f=n^rO!au83ytRi8>?B?4*&4SO02~& zZyXIz;-jC9e*pn?xTN_%T`dM=pU-$|Kg=Yr%HY!b0O5t6`;b#X_UoTF%n+r-t(IM- z#nV=*_cHEw>!#N4_|*c1!DcQta*|(@@#%`uGsqLbl|ShHnqqTUrZ9FT-}_eG=;`yB ze9-u1P{<-vRn3mnk5i$U$7I~|s}rq9HwO5p)LrT9zLconEJwm-2@}69suOr`yrG+H z@6Pzi<=ScI{-Bd}`nKxIwp4^dP;2LY%Q-c5qawiMB(Y{mxt!!nz6+fbz2La<#uMw9 zPc_aWABq>Y&#EM|YI7?BTbhl$PWI}u7t0PAkBrxBjU`x0H9&N3iQ7t|g7yh1}!TB`+JtNFvk@Hho}XsbQ* zmVo4q(UJny-rmE@13(+kI_ zGN8%16WuC4vjoA63Qx2}SIV#?&Ml#)+psOG;Y0@a1Emiq^N07ju=We=*e`WIixA)E2j`15$^7|g=QeS5V|cE{Afp+s z31TXP<|}^h5?FSjk{qiZT5d0Iu9H8})FExJ5K0VdsE}&Qco0(p#l=!x40B}OPuQEP(bjv04@9#ZS3*LQC31)av{WBv2FViiali!)UKKB(oKyQt6+68X-m0|o zzQ&)we&cWjg|Y>89X2Is$b2X7@sQ}Tt1t-g!T_&Y_(H8z zzSBq#d4N?a7mg?%6)9TdOo%JZj zlbeA`c)BTBsc@!SJ6AX_w(cGf7C3ZFU`O!Psf!f8EryFxNq|Nx-YR&z>`sb8&|@Y$}-0nIIl30l?cdzFF7 zDhvBPa~pEuqpEi=RLZIgyYrWY6<=+$nTb6W|11hg7YxpnTt+Zxh3O;;8M4YOH`+uQ z!SoHerhr$_ao>hRRw+Y4uVUz&3Gh_$D(7n%_x3aK=iuF|&M?uRogr!d4uaEiJyTOh zr2#X)iv2B0LmB;Tv5>sT_EQ{};E`Vbil#40I1?K1T45?zU6OP!hxJ#aL6-$7a^jy~ z0qO@Lga}FoA1_{L-Z`Im^0Nu3B5OKYtN#)h;V$iv|1dAVe4yx*wp+g*)z136Vr^Hh zxLZ|Jm9=|(hH_GkBztz`8dv9;ZGRM=#CF!9abNG!XuJqdcgc( zIqcT4>ZP6IbaGs>KG}S~l+k;D3~qr1=*D%eG!k^?K4+Ft%K1-R{Y`r?GUom85MfBF z+3{IKIUm>xYkL0qOlhIB6$rPkTTHtoHczolDzHo#9PJ4y*g9_!tp z5|OvDw66@gAvt|fhg6$IJ=7i8P6_&^uyIUy7XH)rYAWG7g1__I4EQ=RO;@M)_%-@O z>r>IO(ps^=Xv(F>&Od(Rj&YLm>9TIKWN`SwWrK!DG|ABa!y1O_iB5b-XnRF zPEEeJ(%<=1EUl`s&pNXth~Ob$rYzBzd)iQH_6x}@LAB)UUcX&TH>J~ch8WAK%S*4x zD_{ig33)B|zf}a12^ph4HKTl;W0tFj9k(Pdg`aYMGoG244l!mrdvrBLQcw~%>a9GU zzj=-jGd;-7v6nuxPuz{T z+yo~-lOKvr3#!3fv`ga2^%uVtmNa-QIUgQ479^E0?&N&Qk2~XKlcec4ke*9dvu@S(HHOZcUEo8;D3!HFovtb zqh!Fn+77IjcL=6k@I2ww z@Oj9oLhs2Bg1AOY5VQS~zNtVzRVo-YC58La?gw^=c|L3NNI&qq9j0+j^>1x$!;j{M z*sh^SbjRg~5yEV8sw+=+jVj9CR^}eeWBZ4>KdEV46?D?2^-Y z^rc^>5y49e7VLc$K!XxvsN1J^N*YP&uK=0)ja%Bfc$C!9s*kp_JwPSqbbiZi5Ilvz z!6`Jq(P`T56+oHX(-?qK#uyPO&L%*QPd|)Tu6BuvZ7PN~<A;=0^G{oce9ggF>swOCzpq&Ah_z&H zJ*+Pa`)d4KTakjnPn^?KAo$Iijt-_bu#2;4DTrpYdt-z()@7pe)(8oo#AQCd!jvTy8=_2En#o|SbV zQcSXsgX~YVjrBWXci+Dl9%;3d_ zj!94p7|FE^=MHCB91`!HxIrg7+Mk|v9Df82=?R5DLIz!gS|SEiQ0cQm|b!++O*gP_Z{Vb@JCyu4RHV|XVeF4ChEnw9Lu2? zdqaN=^8GB7DZa{|o;u9mAVpM{2`p>X(veRe%uByl+lF8XNuq~KMvzhrbVnh@j(k_Q z2lwcdb$x5-Fbt6*9I^NJZF;^lDWXOm4`&1RY6?^BqsDO`xG>MW#8l-?Bf5sMX`m)V z&hCH4TIGQsu$ky}7jPb03L0_dUM;VDuQv;!yq0Q^5W$D#(|=AR2sKTh{a0EqSv;(^ z;~yd|3P%9k!277xl;V7+|5T|rDD?`6Mg6xt-qyi%Lo?-A{(Hj!)jMY?k1$4g2O3*u zqrsuEBw(VS?!!;3B~?%k%K9f_aiDdKC5J>AXsD|Yk2effe+8gH{G?%@t)LLxcxJk@ ztkrjVaU&oVsK$bKs~#mz(FrwHy)r}E;pgXaGaGcmrM+b&>xCwrVp!Ta;)|A`nlSZm z9Yx6RHLX~Ji+1&_ak7=-){z!vj;}NH+U6eSRXUixGt=gg6I!2VUl$1&oIkqo!EE%` zdv&4$!SI-h*r>b$YT`X6HSk&D<5{*#ECuPiK>Ne=4}~oC)*nsS6|37;2Q~>wU5Rs* zsiWLyqXsnl&@2qYX0Uezx@8JII6{@xd_v1HBL^3$wJFi_@KHR_dcN?h-`GSEssR+v4wl9XA8!hMG#@mNv2nl^iq2-!3}hzwYxFKlS9jYm!jqv5nsGN z`}nDrwSD{*0Gj>#)Xn8hzQhvPeGZSB+{mWTtKJ?^w`4T1S>bAfmF>lYRW~D|(PTN* zU7`Y3U8%)Bm`p0d*`6a7mn@@N>|8h^5K^p!lCyllps7Sk0K;asihp`6Ma=d75{b|L z2{uz|W3C2_oJ=?ue(~wRJFZb9W1x)ueekvd?MAKqqMTO%MUU3ew42qpFvzpx2SS$0 zzzX43^3#>`KQ8hN-3qGu84gxqyO&+w&od(+)^V_POOj>^B#_!Ni6zIgl^mKx>yaiY zY*4d_3$iHOHg#DoIzQfS3=)>juOL+!hfKB9uE>PSg>SJEanHLWSR2KGmM)JiOklGP zUHirhv<>>l%uj;Tfx~r%+Ooe(9m|(_36a!;n|S6>SA_cC6!>_ys|>^>pg8v8>WJrj z>>YE%@MqECdL!GBSJ)3N5%XYNb}u)Hxg-4MES49P)uc}zjQ375f*@Qn?oY%!g?DPR z{?3URsk*5Ia(WjDTy2_QmGO{Xt5#SK9=4W;4wzKxLi{^9V(%th7RV`_^Bg+0f4lz zv1o%fw;A%Vbp$kg^$+}6)aG5h)3r~3ha|7Yzg%W`OzWy#w5lb9{;3E`T6Pa(UM;p$ zuSZsblfZ`}ec*svgDp8deI#gw#?pI9^q$Fy1YRWO5;T;yu7+LenB-71@Z(_Y2Z+fA}Efe zEGJexCY__Ve1|u4RWL7Q6|7R~d33Du^Q|@mQ(Ie`^;f+YN1=TqsS5Z6W?A_|MoWE} zbuiWpq*a1tpAXKRgXS&?k@29aI%i5qFZPWUM9JUedO%&|%|_0$6ORf9&#|&&|4wWp zek3qf=xx%AYp(_i?aDc`K7s{8-cX9?e<+3YR*{8-2>(`-{$F1yslqC#g_J+@-59Y3uzm?{qE3*IeP^`mUR{}5zN(-KYo}6Y!oT== zWN#>Em%dt&S3?3hh+bb^hHddrNa=7JKhLlBi*Wm;<)oQ-1@q3=!=8)4%d_LBsqv8~)Qb|3TtK%U8UpD%xy=JZ#5w zIL~@7v?kl@UFA{j#dia4tC5SGxY_1gh}Epqc3AN_?JFPv&y>3KZG*nYPqp7N%ufqN zg)fr40u+wA8_rc;0qE-&*;O$rGDsuu)zATX6Cjre%5=t+vs|}dZAd2YU;py8i7e?* z2z-=NevCj;_F|hSzFF9ov}b$;kk+8jdYae-6nhnfPh0azoAC68YeoFXzJh(!j?%q1 zW61j*R$7q?TH1QcixgE|wA%(45YYpzx^#?1h)pOLjYhtOUL%@{!UsPVZIXl+Z!@$T z=7jgp=*_6BlCC1^q-nXgb%__Y@d4X<-HO=A)n3&32q~sXt#S;Xl{P3og|6+ND=MbF4hyXS_43@}zqOm}K5iP!*;UkF7UANEz|QR}y!m;R8l* z#A%b!4<1XqO&7!YPtf7>KK*6XqxAh`w69j|D%oYvMD6DS-(a>j~eqP_kU3*%pd)rrd-WXx4vi zI4jmk>u+yZi>AvC*UmV8?HWp;mwv>T5Hkg+iB9A76xBLIj$Q$66}@}KUf_2Mx)MA$ z{|CT8KfhYCB{-%s+m#{nAW-@ssLz>LT~6OE(_FBM&Xk%@2ie;xp^kRwkX$TB!^S_% zrrdp#o21#ujD^#0Wu?V7Ka-Q4smNpwS3|j_9rsQ;n`9JDu~>CS;vwIW?Xhejm5u60 zv;P3?IfbUhXK{l^tj|HHy(>>)Fb(3p2p4>m+;DXv&7+GWxA_R_FDg{S3B8ID53@t9D*;HkC1@C3AnAiW%7gzA_oNuw@SWCbb5l)umvE@|-=sF3z1}#!f>v@3M0X zH#s=~jzez71nr7rtWZNMEE)P`F%|&Cm<0SwB!>MoTjEfP(bHTFGfK0*9QxaVTd@gnZzc~BX}v5QpVB& z6NEJ>2KW7JzK1z@y}QN=Cuqypx?@)!zv_cI#XzB9PK()UK=cMF|8L^9W;>YFBVwk zG?Qs_1=BG3{{Repsz@Y+YIv|(+Pba1lcZ=-I9WwcEX~yzxKG3C8NQV8V>(^R)E1z% zwRIb0Jzbv&CX2NJWCGHxu*0UHW@asM7XJY2BUpL1%dh+_?9gx#8g8N~jZ!-8YPjSd-r z2Hk_O_a6Lptu%y?otK6{H6;H49hkTct9T!Lj!pF=kjN(bP(!m1{Q#Q3|HJ@Q5C8!K z0R#pG1_=oU0|o~G009635d#DgAu$CI6Cy!TATTmvaTG#QfswHWBS27ep|io#6*FLB za&wZCvO`mX!qMS1M1&S3G*or*V`YP);_&kS+5iXv0RRR+0{Ldn&qehe$)R4ZY0w;r zlCRpW@9<+5<$FLK@QbXqg;?NlQC696=)3_Wrdl+MwoE_Sj@Pe}*;y#In|rvaIH_|) zE=5N?!f+rwKbXN@b%~?AEDc&y$jDPdt7>uNqS0o1JL3=0Ax4EKRC}@k3uUke+I-Q$ zpYE}8YuX!1m^g=tCtrHM7=;eSkclILa3KLD!H$KHhi0AR?G&6dx-gY;sKDgmk^K+a zfGE-Q-^amxPW4B2svORy8rN?O89IcWcp}7UyD@@%BUeYz+dO8)O0%g{qFgta@dOlH z&Nwe8u0)<(3cqJNVaRrrI7EJiZR^uMO-Dc0Jd;?_+0`LXuI7uB0Xdnxq{k zIasUo=5vL;+>2b^(qwp|#}y_?2#Jq4cNFS1DQxX6^P7PO?+DPWJP!l<6zfeE3!%+m zpE<}x-jFsw+f`jHEGTmitnp>{N zv=-KkPuABbQ+8wYATgkdEd1mCz$u8P0L#C}qbS#_P%*8{l-i7Vb6g}5l9eDS zZff@>d)%(^D)*XI?n&&NTAz9H9l+s!-*6zMcHGaxnH;Ph}#vp)gmtI;S6+*CA1OKItDl~a%~ zuHCv1a=l9K>e;>{(Rh%9*dff`9o@^n^cA$JiF3>Z%R2+X+3@C#JsR-J zt{`7NXiOEV-*9d&=A{6Gl={)C(+{RYyilmzo+TdT6YN*K6;oZ)h&M(g`jHlG8)%5Z z#4VjxRHPm0H4^iSl&zo`N|E{qD!fZN9u6cPSiGoy_VraU1~Vjxo(WuHL;!=2NJ8BM$^4ixp~Y?9ybFWWSSNDermX zlBa5^L9VG)w~L%IUz=~S2f%_M$<2K`t*S2orjv~~4@F+8>*64U9vuMl`7He0!|A=w z>ExxX#BmrEa<%9jN^Qe3f#I5P#uYkbO;>gs%e{FkUpIS4y)xAIIGVta|+fO{l_H$-6!& z#2c%I^|N+J)EqD?@{J+!)VqJI7ArL>%WHFC#f+3`;7!%CcI&1)lYtx) zT-m$?Dh{*@u4Ascc+VYO%4*rEx_Fl2x2$)6W#vOE*Jt>a<+`V>vc4|gPuA3SZKqg% ztH0H6X!^dPD(zZNVf|qrJW&4t7r#^}=wYe~mdbH!cg_J~Npp;?p{Igw&=6q-DB0}s zc)BN&9pl=KFHN^fF_fxxtQ3H%1~~gwD%Og3o^f!M4iR^Pf;c00&&6LnldQIgmSN%( z1p~b8)WGLS0tr&E)xDoMUHY@t4`?I2E&B~4;Mh}4)ua0+N7lYB-hFIe6>FmJ5JKIh zP2aNcx2zRCP*m2kRd0(ALl2v5qI*rf^`|(6j;U(ha)F9FLKkHncih1tKnrC4(@<3d zV)p~dG0%I8s#N!<7jOU%VyPZ(3Q=Rb5Bilx)N@TI;|H2$8hLreTws9YKB> zdy!sL_nR)?ck5CedQkmk2UgO}S3wE9y%E?|vF(`tJk&3-c;CQXq zZVgl_oI@TR2(g8}QCE5gn<$4mUiBKhp0*A>l8fABgNROTFkJo!)qgc8<&>dx-lv_? zyrzzEboX~AxHq{#!Au|_K-He9>b7;*4yQ%f(3T1+b`Y)gM}i zw+?FuELQC>=ki;C0m%bdm?L_9YVAFveOM`LgcN&|i?{_LU8j)Zu@eZpAQbD6PzSc$ z{{YoF&u9)jLcGzmZ*n7w0odTL(lF*?2Q(=bz^Q}3)nPN5?HpCvoHJ1P0x&3VEY;3R z4^&4i)P)b@lK7ZqLzgEbPOA%CI3JqpP?#>KE%69#8SB+7b6Q44c`lfvR+TA+TAxVl z&xu#tTAAcR`0H`I#_52dHtR>Uqfy6Z!IN4yo$ErK8eyaOiC$5pbbV$rCvk@#6nvNB z##rXB2V>0;=MYMlIS>ey95rO6mS>(hC@qaxqR?>%b$yK}~T^rOYbyG<8>ow|inf;I2LW*(rP6jLL4A(iE>$sf{L| zG;>z~%{;ZSdpPEWN^Jsh?JKoIf$v)iZaDA@%PO-E)-Y5c;hJrvvTD1D;IQMGnvIjs zigTE64qR3u5wx5d(Fg{RO3$^7cq+Dsc0+EU_R(>^;M_PW&crBnz!_@h?FFE`OyeA7*&?^4`T zDn?Dg7f$O$s&Bo6s$D(>Uv-#Xobpu5ELL%bcS3DCmSz@{j_(C_m;eldb)vJdW-yI! zNyM#GK}@tc^()jO_VK|| zY0Tq_b#8m3Q7*?Ie-??<9Xj!r?Q#ecBZmGlM+*Che^zpgOnmvgNRu0O%IvO zlubEtExJ5PqelM#=4qh*YPFfi8ZL8>ZIY2*E=UV;fv@T=TU0JV+|g_uhcNmaRm_EW!OS(A2?!3 z;Ga>r43Pa%f;DcP{2^_Oz2^>&9c~{a z#Z#@r&hSCzyIAMsIFuR4lcg^s*>%dHsdgjUlnO=x@vU{jxak^+-X0ulBhRyR*sKPzpZ z87ydMJe5tWi`?4o#P|enB2akXWmU9+y4DEsI-of*oZTs|sNaa8zf-@E)LeKfwvuu4 zbzN~Svr*ox@3}UOnwVua2mm4)aZYs1EtBzcecHFOSSx@TDW%hU2?!OviVkjhA%B9Y zQQzNv!8p?dnB9anlO)IofYrfXA_5LR2z8}D!(GGLh;(vO;EmSskeaAA>eNV5(Iuf;*yFvn9>`FeL@IsCfCJ+zjjco8RFqgardh%4;^f;c znwcfp@@VE$ELL2GE_WBZnk_~1iNT{(tN`_(&=ic-8OBkf7RXQz;fPmTNY51Jfgv)- zPM^j((5TpH_GyeyGtEMl<*Mq$>K$n*%>q-rbuzD;le`lhz<|AqPk2JBTa7h8Gi_-c z@FSWHEiGg#qlykzs&rj+-VX|G0NrYP=Kz^To^Cfn6pmE)R>_Xd1_L*9PN;D&b^$YJ zz%4aJ>Zk5o$|nJuF5$ygcq^c4DUy2tl;Rng&3F`9#3!CS6{^*yoZGp|EF*Qt4vh5j`B}5P!(Eq(ha1bXp4h?c_a`-} z!xf|0c-m?E)D&tekK#hJvh1>v+SKqL?+Ehdf;7S2elGCW1=(Y$DNa0?QPom#7ekdw zd`VB{U3mynuvn<;M6BOQ;&iUVZe+K=l8>&8!N=76k*EucX}EYrAI8*&pxjMHx5*_Y9|01&g{BY7@vP914J2 zfyF<5Btm<*8Aiy@GLuR1)f(~FJ#3<;HOlgOhk2x3@K-sbjxe3V_8~`_>^@Z*=c<*p zrbBpmEtNCc5_{1NS6D9+P|{YWi{IIfUFfVhCefnICwbfgrDCDkq}ZNlsVmN-BIDWOgDkB85hR6D(^T(WhO5EG3NLO-}K*>U7T4xrf zRt97#k|i)>*}FcqBZ?079dM(lkC0{3o{5Z#Exs=-7TTsE0l{5CjrOL|q}Wi2ysq%o z3oI1QtV-gpyV|^)mOdzm01g2|+X&APtb}H2x89>%spwBvI-wT#tfK@S5i7%2lRqcr z;)jCgbnsWX1#{BryYlJ6_Ug#*H(c!8_GM;SpW_SI6vhW>cg+aZ?_(6cX_KV zQ7b-<0SCq{CP2JG!DFg8g`Zsr;fB4L%Aked5soTw z=D%7Oc)T-j$p7rAJeFVxtv-Fr7`ub@;cT9Z9?s zu;ZwAEsKb`TLb{qTN0)s0+Zl=ZJl^)jZ!-==+O21wZg}xio;a4VtJtWfYO2JW7JB& z&t2ey-0k7IQH1G%IW6w}S59sDMn5Etcj(iRl&i0z;Gxi7<$d!j;?K1f#_+@}dKPaJ z?$c&znooME*v^{5HJnJV#3{fRe(~EbYcKJkc2}SG!RoirTj$(6fHmL%B~;jOw~IPf|!&oRN2;5Gw@=Q-8e4 z$m5zO?imH)D+JefWAkIIZ#X-7zBvWrCB%I-jC`Uzb}>u=89sPN{_*3(X%G%)9m0t?0Ho2F}`z+5siJ zVP4>{JuKI9?IG35$vNFGB&cz2Ek=1Pf#RG<0(m0dW2nom!{iwC6sqyN2ghCu6)P+? zWW1q+aryTZDy3gd@Uhn|0#2w=s(Kxz&0~^lySkipzruP=txUmbl*;V$xFX}~PII$3 zrazJDGWjI*v+CVsbFg;vR$Av#8o8%mVYuuiI)nVv?N)F&w(`THG11_&Dwwb)j4X}-#2Dsy=_`PGM~9o=S$+< z>go6_;Ylksi9pkKd{+D5L1r9R=Oipjv{U3k>l`_!gU_QHt`eoq)Xxa{4qq&y`Rt2_ z)zQIELZu7P%D92vu{yBV2$kHT^1C^sfQ1b>EU{h7cQofckSaFsTYfX?$~U`BL?PTy z&9$tg;oBW3UMK`g+cUJoC=rpwboW;1C2tb3Dl{^$J>S0a#p4Gf69~U6z zS($ioB2+?#g)TGIZ*bIF=#_9a-wz(&52iP2Om6 z=)lcyYr$i#dcvLK)U)R6JHJ*voh{f{^a{E=E+`qiB~HAR;1)TcqoIP1r!}6Ui;o<7 zd$FFXf3!Nd`HttH@;WlS6sXj7OfJ?OkaJIKq&j%ydV`9I)KlIYj3Uyr>0pDoVuQKk z)MxW8YFvnN!=VVbRviKeSCg#n1hKq%Ant};Mk?XVbc(vRUXsZfMZ95D0yFABK5p;H zap~pq9hv^srMj+#D-BoS4M$Y-*HMRy7R|?gnYwz6`WP*v4)FTb$99KAiCJK&0mBol zfT~m!$!I$9=@xK)tbSm{MewHZSUfD&H3HpuTh3juzc?1@RO?=gjt*DZXllMI{cH2V zZr2Nbt5)qmeQ34SMhkJ^tZENxji^{0HE&@m_2C7iAyKcv`>tC{*eHFWqt>F8cAr`< zoEH6Ng0QqV+OG%Tq4k^XSA|x`ijBK{s`IJR`sU-mxNXs#^gvzi{#FWk9#yd#$dZqjr# zj+1puEt;)nhty;e){~Cn@(Ue7MwKSsuUv@?A9+`8Le*-27rwD?^ul#-gVxH{YT$0t zs_WF<_l0fI8g8Yo%=;5D6r2GLy#yHrf5h~+^J)GC{{R!x-_57^6_UlH?G~!7v{Em2 z-N5ng0b8uvLepxb+cOyE>>SZDPI3y5%GzJ~)c*hi{{V{Vf9F&D37-Z=kkUR(?HlEn zwv4}jX?8m?9;H&Vbgq_`G`kwK{{RAJmAB~)Ax^2N_7O&-LvZnFRCI=px7+Hzt)x*R zy+)B2TzE8cRvjs5(t1&~ZB}Y^oEcS+3z`laipOEmR*PMr+L%mMaB-P{1OS_9_)BfA zTD!!WG@W&f?wrakqe|65-kU81k^EAqms-50!)SHdbqIpf=(z{;R;vxRy`r6-&qn;w za1OnAMqu};{H3M8n@{j79j`}P?UhAp+b8YZ)51hR9EutjMZV)&FIBE`rr-7MU-#;^ z%Vkb4ePZ9KsMh#Dq-_>D?d-Or@6$hewP@WY&7HE#xbUo+R^6pElPcP&?F(sCU}&7P zYLTWi$MdQF1*G&=+3xa6&ZfsW;#f2U7HL9aeuO$D#0ZO|iIFFSFGBrnHgu6YN@J z=oXK&D$!mys@olpaBF|vQnYBxT}wSz+Ze+7W(-|%`;#7XEd^Wcnj(dr@3z^g7mCd! zeMEXG`bSAqpvtYZI+Rgq0stJz=9{E+Z8{ICYqpeDX(9+bh~%hS^sO5;H&JEA>{>=1 zvQ?(nqNv%b8$&~1wrM$d5Syg*g*q&%YQ2$25ZE3ht39_yQlV03U*uY>G->eIG= zgxY14>Qc6mO_rL$w?;TNcx0N(9+I+JD$})7ds|MkTzHNiD;(izn{mm`rAT_O6YmP0 z6WXgW>Q1l!0F|^-sz0av%Sl?}efE(|p5WjA03xk6ogZnbXRUslMM`dm4en~gX{_m~ zR?SWBJjrN6t1uPpExq1DoITL27C-JR)am;g5q&&^+|OHFLH8{q%F|ArVf-=vRc8Im zJ}1SN^e}G+oDyI>FxVEi$nbahuMXp zt+sE@*_pOyi(e_W?H^bl?0MLUA>xv{dTiqh1Gn6o;k@b7)f+w{}@4PTS!mWr0EU7m{z zvX@i?6v`BS71-HMn?oAWRrmq_0MlAOMf@hxRPDBlRmL&&+)OaOBO$8UR%SGnuj{B! z-mF&7@9eIp{4SsKt2gdh?ph1R$M)w{mq>qUW)EonmkfQuX%8AdY{g1B1$^@96?kwm zntQbsmma1yHQdL{TXJ{l)vH1NEO~F;D@=U?(e`D3)l~bHpXu!WhpKJm`bA%Qupjr;0I7<#Mi_HxxP#vbxFxVEi$nbahuMXotPH3aZ9q^CB4YJGB@H2>{uNWR)*M?z zWnGnG&c#efyg7DG3ejA)YFR2%s>928H2p-Y$CA;lIn-;a{{R!oS|i~Fp0%7=bbB1v zwaz!q>6pSYBZ{kLc2!vBA6QoAJVTpqAdm1heo&$sYFTY|ddv>WTJUjJ4JBx68&cJ0 zr&ZyZ0$VsQgOpDOHmC4C&ij@M(PGlI?Dc9@w7R%7Tu8(YU~*bM+ZfWcI+yV_f5@!g zxo5d(FB>1*m08R%;Z4LJQnBeaf6UQsPXb0EX%8AdY{g5#1JWp{*F5^RcVY7v!aWH0 zb}h9nG{=jJUG8tSX^)^%6{i2cqgiVNUQHwAN@g}X7v96puhTwl7J#?Evu3+l-VLY%{sn5dU}JwXVKe!i^tJLU_jKPTv@{nby#t9&7`Q=n}& zgHXMXX}P{+@tphBqej|n8a1@7RG&rVwBIn{1~=6!c8s*X&uOLEdsfcbqAZq|4?U!^ zed*Rl3R*sc@OHv)k;?J=p=`iT(fTgQVyQ^fHDXdsa6$%qQ?U;M;9Jw=}i|#g-WK8r4@l9 z2?v23lc_&PXuGZuek!NqOt5Hs9fqwC=Q?V!<@WyrKLECE;I54wqM(29s(v+P_(5x-W@Vcqi3BszaE&MsWdsZ zaV)Pe){KVd*0!Kon#S6iDYypVP92}snx%hY=X_QMJsOkueM-)1nmeQ8_GD#yyNq&G zC&>1fPRcIFXlKJI%`^dLhg3K49)O=z%Aoe#ylL;doeE*2-ksyFH4c&J z6fx@_-W?DB!~iJ}00II60s;a71Oov900000009vpF+ovb5OIN#p&+rr@X_J%FhKv> z00;pA00BQC_!opPA0Pa-DKNGh6JB5GEBuJI%3>$^WUGPGpY}p{8j}0LG4kZH@-NXm ziN7-c077pFvRN$|&y?7(64Bfu$)Z^_UI`O?my-Njz?mZR1fEOeZvtGB$rEJ03DVgx zOM+v=82;p&PLmS%M% zpHDrArwq7>%P@|7In+2`k}`p&43u$9GO;|Jp%zS4e~TD+h$k5r5zNP3i%luO&kUg= zQ5A=w@E2G5h-mA_zZEs&&E$f}@Yjg(=)XF#_KUv%08it~>3E>JCPX&l#gS3JFUuJp zp?FKeU!i~L0>r@)ehrxsNL6~53!{PIOE1=0JjDLUqga9RYmx}Jp@l+K{e-=zG{>Q} z$oz{hnNb9>P2a+k-AuzOI4IoYeHDBat=(u^(azwfS7W=4Mw*6*{U0Vzem+Q#HeUpJ z=vzK~yTGhv##pBweg=<45fGXbSacLK^!0--+mB26wx^>9g&nHqnB_mL+500FWon?Q=O zTVCjji(0ZvI5kI8{s=9soyH_uOKCR`vbrJ)T&V(MH0i{BcBjK(9e>Wp>(n17JfW? zJqb2$z6gI}dL|ZzX!<@6-^T2AOepb15#Nr_WT)dcM#PWqMwgfR7nHwB{{YLO4uT26 zg~PJ+D&%+UwH$aGN|DHUWNIRX=k%b_`4>j4$anIl%R zDybMz!%I`KHWA;@--$6OJ&TV-8p3LE&{mgX8$*9~vWwWk`&m0NelNl!&MeKC!RVPS z_=N^lo`&VhWyFyNvMh95K{7X^**-PmbW{*oeEyF@n{a2tAb+AfK#;tlf9Vm;)kADj zh}3>o{ga;sG$h5sA1Y*5GGo;uO`$s%w>@&7u|B#Ng#@036FDbua$S){S&bSvdr=yv zNJ+@Vt_w(%eubxs$?jwFVy($1tcwVk63xLmWYG?`G@;g=g*=F^l{@W)bcoj^5TMDD z_d=MG84RV|42cO~FvN~EW6Tq#3;cg{ z{1=M|r$z;7bwiw}Qw61lp_LPnX;+Vka%DqVIFu@+ie3p4BLsHHTF$gc-=O*~H5moM zugN5rV~J(`%1J?rGoG1Abn<#gLesW;Ex&phVt9!(vXR982_%y@wEZ|F8l9%7%#y)m zC|~RrZ_2tOg7@IkR%<3qSi2_rJsywbhm9V~(D*CDIwGbHkz{g556dJ`z`S8(x$&$H zsiC3=$B6wGJ|oY^{z-S@B!nSi+r1_J!D3mK${r<|+K6HrnXZJWWO%F`q_!-y!y|ZY z$0C?^^&(m+2sPkDtC~vt9TtSUL5&$Hen0CW^&9pg3UJ~FDA!Y5lTV2L#LZh?JlcV- zVu)QJkZACf^eAbz9Z^i!m=ocS|t54MQH5NZIuxO z8o?T51YZRgY>MoCzDpb^fh7XuWI&{JR|GWB@>vfhzYZH3AcDCXz4(zAL|i`_@dHnf zEqISH{{W1BjEP=E?`ZyG_z?6YX43-9*pmR0H0Plcn@-6WTPdLM?Sx;+fF#N(G?p`X zQ3!;|<4-0bFP+IwA+wDTV$#1v`mI#^WW*_Fgo-WThJ3XUaW*|rjjj^lOBvsB{{Vwz zbiwCvplF3n3qas;0w$9F;&L(MD%;|$gd7LK0Md{5&FIe z{V`{*Ki@7{LIpPr#$uc&1vDf%L9f}1CpCEFUN{(m8pp!@#lb0LGkK)n(JywxxXaO3 zOlLuGDX6rCHs+R}BaKShkpV>#Izwc4c04LFMFf@!r=6DMN?oKWx+t-?uW2`zWZ6|O zP{q)zD_r&}4XzT99a3DTzj4;Rm6LotKOq}UzESze-cjiP0CY7-K7f<3yO;SKb}HB6 z0$BHdghUY2e{k1X9V;|MLU=E+sLN$Pl3%WfV|pinSxBh%bY}>tFa7w~oOu3Anj$ha zf-Ly)uNd+0KVSQ=)0_(?&Ju6TTn5sbl_LqwO7tg0 zW62Sq-kc1~KOl=DX{GhD=N|_ifs|D$-y$@er}-9&{{Z?YOi2sn0y2on8*MSblZPkC8$>UG z#$?KY*2UlYN-~09FW0#4>88G3;$X8`YGwW~sU}p-*Ze`5PHBjIYpI(o36i zv2|%HfSVN0=sX+l#=ZQ`M>(n%xh7nKw9&@}5*85^=K`#`uS9HuI%k9MFuK&yzx%-L zhN+g^{{VC*UTh*>*65^5-NHSLN;$PB$LN^f z=wJBzUSmVz2<)TwQ0cti0=gndfVxHUBFZB~#n`xWM^j8%S2V9-3hnPO)U~n^MYwoFrAaOHN`u3|mGlgA6lSVO zp(&U@C%?1k&{B1FXXo>^hg#g zKAD>{&^5tOSI>htCVC@6Lcs~bc`&mBU6q*@dme~VV+U=BM$DPf)E?jY$B5^|U3pSw zq}_SDKid@?Z-yBa#_%O}syk1S!ARX&$%*D*v0+Md{+QI`@Jt+XJ2ICt@r2#5_BIBR z({s=ks+~3MM+9}D?D-ZK7)^2TB(Xa$V==T+T#iZLl`m{cZpSrBFp&uQQe~~@PYp+h zM&mmf(J#tJ5nzo387P=8;!1O~ z2uTuC-|RM&lPd&Dvr0qkq3uZ)hwK`af*Ha`P@8RzJ)2BcS~Nx6v&hPrs%O!18%brz zr5rjYdK9bYg7lFbK$^+uo(D0J@h0TS1YI&YXSyFTW6y}JlGi4n*w2_F%y~pa5jgRF z6+95eh=b&FqFW>ds!ih8(1{L;*%paOr2bBPq=Bi-p{YX4vu4VTzu+L7Q0Yh+&VC0g zMQTNvt-iQ&^YkU7q80&~fdyLx(qMn!<)J-;qyjTbIFR@$SjYtjW?W|^IvHs$QWI^F z2M{0+I86TlwpB5^8cjVuTNi}exg^xmhz`;e)pIr^w0<6RVJR7mSV^-n&txubskQX< zQyW~dvHPK9u%CRE9Pg5jkhF;1EisRc#Eq~o+*Y5lnGli`{8alQL_$zkH6&L@z?e|&*%cH* z}G74 ziF7m_vLo_EYYgq~1lUv(I!OZ>rCg9G0!XBhH4d+EN!lMqX&{bD5{=!*yCjPFNsEA%NLws7vCBI~N!p1msKVdiS(3@} zl>Y$G>FFz~-QO7`@>KeXAQZ%<-WHEqH`$TI@ahC4tP$_%EyscX03sEg1hDOk%Ol}~ zRy_u`I6+p+C($5cB!Px(T}Gf$v~jU8&)MOTXW&1|C`O=9$=N(f4GEq`wDfR4L_!~G zA|6J(8kfM4c!JE;kwqoR@I1p5_*pE1EA;&m{B+2i8xyD^#cYtKSyD=kiN^&003?GN z;?(*QrO96sZ(%h19n0Y36}KwtN}OPqsbv2EVHT~V>14SgHFA+T)dxBk`6JXtMgv-J zBAzPeV_8dlu`#!ZAz=`^4T&!wp_Wf$dO{v_O>txN))`YRivq3XK8L{ym%0Y|o%73u zW0!g%6O#zpM{D;MDo4gh{{RA2IVMyUG(HU)fsv&OKV(-FPXgj`;AIjg zrGX^&QivF{qIM=bnAS2-azLkw6g?XBMN-_fE{OrH`=7=KuOy$I4DPpxz@mcXOh(5z z6f&|j-VHfE$>gam{1E#hRBSz4mEu1}`ygvV8D0@Zp2Nh6OYBNH z6J&;N@z{e_vvODaA(o1pPJ#|DKTZcFH$*4V`#)~XIC3WFEOyA2 zKEWaIgc?O))EIo!pDQAi&56i(Wu&#w{6s}8)H`}?QjD}#M$FIj$cw2xLPaK$szqpa zz8V&@wklHH^F#?!px#Ao@sy(Ir1ncQ(;b4B{lfetAYP&FyOGH2x`fdQNkVPO97!x8 z8WSJGL?JGCAY~3&SU=P*8*Z6BEGLwAYBM0f(N?@R;COLcsbwjP1A=+afGk z7-Lq6r4ncP80sb_rzcc@EUB@L_WKZVTdG+^gHB9F1HF#3vlRS4v+_c0 zm*|m*!s{RQHhD{k6GbaFM+#>tFAH))@j`ft7Pr)%%A+2(RwvuYoJ3$+%NC8Hapn ze}u-zggNX8Hp=#7wcjOMay)5!V#Btc5o;|BVI>>yWckp1hW%KQ-~EQ**EgaegAz$A zHD2AqU+_f~DVNZNLM=*5`7_M7L^h`QBytlZ*|8WzBT z8C*L_G^UCx?IZRfN-UaTxygR2GHzf4HSC@`+k4zeEj1 zycDoX(3HwMA?jp{t3FXGY>6wfeoJ{ENzZ;gpKy92Zbb<)5{L%+f5jAZZjvgoT(szNyld21i7j0jf;LX4LbHV{_8!_PToT$p0w~mqbBuys zJ4W%h2vn?L1TR}hZ7;xxw2y4WseT0_q7x!T$I~OO*)sL|H&l~s!;sVXAceF`zQ(VWFJqoMJF+7mlJG3S zP~l-YE-Ug%oH57!G8ZEaSuMcyK1PiSv_xdelXQ#<-U#~=>Il+eTx3*mnj-L-2utEj z)Revj$i6R!)S(uY!;^8WyAcsWo>`jpg(!sdNQ;Fy+pO9Pp^2@egL z(!=)$$tpWoYO869Y??K|NTwvz>{&vyjguReI!J}lI8Un>1uA#iB@Q&bvf~+5v8i&P zM`g_pr5Q-5b{~)6W0jLgT-wBpZ}PB28eD}WP74H)t(Czvdko2(vAUtMo>50$HnuX` z;OF=kHjnTWokOuS8Y3lRj2E!861!ChOm2$FrzDggt_aS~AN2VnxFqae#c$x|g%pA) zj;us7kd}qRu_q>`M$({!IolBPkwoO_5ZvTlF?N5#97*wb|D(1BweljhIxcG z>|rKLYdT($i3n(4=$1Lf4(ONU`a|Y)$T&;x%Y!d$y|RmcjucRY(?UR{2GGj=bZdc7UIk>0jn9L%elKl|kye#4Oj+6&5!r+ewlo|@Dc2i& z-40PzqxK#ul@gRdl_6No_Di~kOU7F0bmgvx$nsdZCp22*{E(iF^ju_LKLsKB@|MvK zawYOl0-+ElFe&^Cis*%bS;_Dy`S7DASeuw=;z-;N2FPn{ysUS#fd6K zM=qg%W+H{Gb)!)fbq|qS(=V~*%1n{6KH{2Rfs=-4o(TqaC01KI7--mv4G$*Pb}gYa z#q2|T5&b(xy zi?V4H&HM}|veQ}?l=5rfgggjy9o_~}(~K75nmULXEVaE3ZXk$;XpG@EN`Kx)Ih-%v zP2n1~LVS?c2UgLSgK#MgYDSW%Fz5Cy@+l1#-KNFG!JbHBoLGo8BrSx$ad6QRrV3RJ z5fspzEF&Kx*jQZPy%9ShydKEqgkLAcaxdybPn1`QcHbzR6!tGUP+wAH_@xM+G$(1T z4@O(E22X@81+;`Z$l(G~9GgZ-LcsPQOes%dB$YtS6hsfmRoM_}NK=vQz1w0AB(>yg z#lrY={0u{;uvZ0_B#n|urs#Q;J)H=OaMne&*y%gTGvv#bc7@QY2#Sb|=16*2ss2dE z3^ZUQ(vfuqtAxG4j);(^rQr<(?7_O>8nUXESm2bk9;8MSWy3Qghj||17$W3qq6lwL zh~*K{{eeqvg#ug|;z{R3@F6{Zd^YG(WtVcv(TT4Kxo!`EB(Tt%$hPwW;Sbl2gt@pr zikPBdz@w%~(r#Q+8WQ%}KargGgcYV|*@lHBk-H8~Cf0?v4@wP{-iYvh875AHlP?1Z zSZTR?5;_$~x+N#5->}X_(4gb!HL=%Cz6%>RK7;rg3-W~!-z14Yfth5OAF;|pW?y7g zjo6YmY<4b^eM!hI;7(>SjT_X)^fmM`6A-MCsL4d<30o!ff72i)Q-LNyRFOnbi@`}I zl9m;r6zQ~)^nm3r@IY!a@g^O8Nz)oV2Cf*E477`xa4WRnGom1{{WI!pw5QU*qmf2WH1`L)W@4X#w{dGxfu*u8gbY95~*gZ zRz$yy8my3-UyR)3%h6dEMW#mi=-g8ja(t$HXh_5z3*g-NB<4_);Oa)SUWDcaOi2kj z$s3g@Qmpwif+%fQ$ro)BnzAO57*mEq8s_;WlhQG8lax!jNJCO#ek<&M1n{Pir-&y5 zPDqPZPin~5>*OdUF#__E=EU322_1`W$gV28WlD--({KBu0farZ)RG~Sx3U1|Kp4N1 zBJ!#J#L8MVLZ;Hu8WR|dW$;u3Iag%HrY3V*WEsphF^eHXp-f;p`QN@NO+UfTgX>Im z((){p%Edo{XrH+plyR5rM=Tn^$ux~mz@0n{%PpUQxw$FP6%zQs_+&IXBeQjphwv1| zkb)DxvYs?0SsmRI!M33Z7*Iovc0|a#B!Ieu8Z`sPV5s%6TA5;RuGryv91x};;EoU6 z`6(%9$*EHcO*F)3PDl&U3k;${B!U!$kL5^xdnCqXvWRSueIV5P7{)FMir zbSBoL)P#QqQP05Xm*9NM*%C?B^gD>m@+Z5W%RD33ge4 zg#yC}o42c7i$tZbw?i}{DHA0jr*J!IUW=DmFgrfA{M8$;x z>A<|-AJh^hLzAf>F8Xvs|=M=gy$Rn*v^ig_Fm<_L4n93si6Z;eC$e$vQvTp|b z5shGvvw6ZRUy{Xp&218rjF*@ZI#Nh6hEzcKc(HrhBoW~lTPX=9Ds{QP4U45QHYQ(;yL2ZeX<0r;_$dN^EA^D_K3Pz_KU1M9tIjqd)M*Fj>0!B{%+y z&+KqL7Sx?d3FSB-#WRM4u0&>862VOfxGw@#ITu4xF4-?bOniON+TPCW$oSy)#q7zO zH8TW9zkV9Y95Ol@KayJ^;*vvC>vzBeoJ{>tjKVe{u|gA*LqQMB7C$ z9^B`QQLYIQ^Gk=q`})Cnkva49k7zEFoWh+ReoU?)ogmkN<7{{Sa8gW$R%NH7k< zG8lrMNEKp#BND`vib=HeLz}m52bsv!lO9M!_S(^mqD;B=Fvmp4$n1gg+kFqb=SK&z z5mOO@VZ-_%+fXi%vRl~?k#>x2n0fmZ64iL%*>;JJNy6m$Gl8Q6`J)?;6Ui;Q7qLFQ z7*c;xoU4@7pg(Rl_OporEl`ga?n^-gnK12YT9|CEz#h5bS1V|y%H+V*i31UM9anqvUIX^O4!k6d`AV2ehp6?na+l| zA}>V!u~EDhrid*QS}>1_6=afgCj$s&e3Mp+?EIU_U85z%3*X;|XTxPJ8=|g^WUxQC z_o7{fB?25`fEsX-F;Ma|!cv7ztyrC<7!sx}K2ew_YEW}yd6M3<@#0%UHl4S>O3|0wk$BaGrO*NJ(+kx{Z zN)Lf&BU>}RCd5OuLoy!Il|ysg;Bxtjb8#q(3Y`nXhn9&RcEe4fjlz`3v&lQ92~U^) zg*>X@hWrtF4Zx2b186k+;7n{C7SktDB6Bg6H>oUu#qUEc&U%7jsmV$dlOs?)jn{)T zks;s>l1QA|4g#9NX-LFiZEd79y%Ut{URMG}(UD;6T20C&CK#lDuFrx=xI1qHvwq4c z>`rpVxkf0GZwH{iCJ_Yig&E|ODohjfC&1iU_y{(Y>{;G0bu^@&fhbfd^ z5dv2wb7#q8h8E;V+M;wOM6Y2e(8i$|4B9hMY6RU(yb57Ucp95@W02h7b#;sy)O{o> zVeoAbh>@99k;T7~t*H_Abs`#48ucBVOuPqc{{Ut>nl53hR^jM@6JEvTO$Hm-+^J%w zH$x6sLdX?J5VS~ClP6}jg_EJmE#VH}YQ)GyO)q50iryg`lPwRxY~~-MIyWXYCGckO zE@YfS`ya?ci9M)Z&WBV}uMk$WM`SFi9Q+i`PvBh&AcU4hOAx>53pqFx&4`%`Vxowf zv0J0rP1Olq_^q-zBeMjRoUHyoVbo&ER3oF{iW@0$LX!?!;E8c`D-hl|ByBug_1*;W ze?v_R?&N&g)Os%jHF*?~pwkj!VWL^O8z&L;Kv2bY?CRKrO5kys!sJ3%S{8;za+*jBgM#qvP7nc>t*SVlZ{KRY}}pCzXP`B zMkHODoS4#xl9jy~!X3I5K1Xi`pi4_d6s_!QQb&3#L>9X^9J32P3N+-)*=r+sO39i< zCy`k*4Il7Q`63@jvqdd2Vl3v#n7<4arcIA6_>GRT2@^skViM?FNd(K_V-zuM8X9nA zZX}K1b?FoINHW3S0^)Eq?L0pX2;%HpLsE^LQ?YjBTP6q;vKp#zav>-!ibsT95!)3~ ze}N6vZY@ud3A_|IbGDQyEKeKj11I4FMgzd3H6F=PE38UbEdp{ya45jwGp0)-9xfk4 z!wD2+uTAu3CZv+I&ZN&K4sbWz6lNYF5{39B9?-inaBvVcLPEAq-;B&6E(EUwgA&2nK0 zk%o&hH8Ym>tauU;j|4R$2}UExluP`LZA@g~=mGt`^7TlvL!EU&+)A_ykuh zi3Y?3WIuuNwXEX3{*NBog27EUUa8kK9{F)`)Av>#)K1CCQ zop`cR$$36Pl3$O5;C7&eu}9G-R!`yo00#omDamCiNfW6eXpW>wRG-*MNWMa;3TFe; zXhG6r&ZZ5nSHailbXeqy$y*TVtdH*u4I5F`Mw3%knIz;>u)4(8B4dyL09nZtxVA^4 zsT&lAF|(ndg^)Bzzv_go< z3Nlo5K2D%Z&`HWnjzvAuoEg6g(h!s6y$w8~@ePvE+>WgxYL7wV22{NX-6n04$$ZCW zWtqt_+3B6;1bmXkY>HCXg*oI^CFL{VpIr_4RryHe6vcMZY;$tb$*{C`X2gkxMv^Eg zTO{ldRF=%X2fo%3{_FCQh1VlhIj9se#7qleCKZ8v#WMJllRLXgAK5BzTtoZ`sY)4v z1t7l1SUBi&DDrVN7%NesG}Me-Sh6wL)Q=MuQAskG8Z~IR)auGKVXjNmYW8Ty0!_%F zImrqPc*$_Z$3CC*v?X$qImt8O@UlemP~LJ!M{L};B^hMKFmPlbhp!H|Oqxhmg#2|P z%Yzq|h=-GKoD`QLE^+5La7eA>wSglfKXO84Wh_ZzG#(=yk{GIGkfUY8 zfi1#goFH#-uVZF85?^Q+iEaFeaN8t-2`f0*VUT!EML4zSWYoGHV<$|EpGXOF_7es#y{1vAzhE1;zxSM$XQ%dqTvW zkFAx|l{qorgo`ju=zvWL3#6YYNnzkm1~~D=?Y6BIA*nL1hg%fe(TSI|Lb2NAlu2-n zHoAi@%O+f#6lMo@(AU=3v37;01g;Y-PNN$NW)ot9#)4flAa)c;vS^di{EG^W%u6rH=5GWvyAqjS8XLVhlB1=4mA^Mj95i1Ed<+z#RR>#j%285jhx;Na|ohm8A(|fh$81%Tp7v1Nfx% z0zxK>456A5p9E}a?4jI_8n#C^T-+HNF^ClMkAu*lE(D)KIuVm&=@0iPl36Ld_`=AQ z7;r|yw+FFrf^MA;GH!SmBuNjEd>KdC)SiuG>5}FMWuov!v;B)d$;=RU`sJM55k^hgvvljP8kP8jvn z7g9y88W~YjZ|HYIO?LkP0-J~>>LgH*GsO`u1g3~+>KqpEgK*@M8{dFpA ziP1d2xR8!oRfBQ{fV=m@%RUJdly1IMBFggsn5+e<#pT>5`|Tl#liz?DU9NWfc1s z7ct||mk$Gt^_$Yh$+B3_rHI?}A=CUCw$D}4id9oS&M3n`A*hz6vq6N^k+Q_yj(;vV~j2;t) zNKTaPofzH-^gf+C;JSbs(3Rdt3t1K)0XRBuCP+!oBDP<&O7@6MiO7lcQyN-q>EvFI zp`J)=mB76SOOZaA21Ie64(c!>^o+SfT6slya`B@PF!sr7Ju!7h+Z+BkL%p;Qj#HAo zN5c>nQ^b=c4@hF*$p+~HW2!|WqecD~@%)N#D9p(7gEpgr4b-*)&3y_8BH<$d8H}Mj1 z-+^7E!(C{ZYcqHv$Q(?10Y@R=1c8Rz*=u)|q zW6+;Q;Bx|f6NGqWA(~Vu;X$Haf|G*a%fXEfEupc^BrFp_)4M)fN-c&)n!7bsB1aOr zAPf^C#cYQPu=o>sJjc?33{TA?IGxmER%>i;Jp}vx$6?6xu9%3}nj(?Xp)X zrTdQSm3%0J@J))Li*RCN4Q3r8GD?z8O=p9lB}k4sLR1qKi%gZMj36SkuU=m~HuRfG zG8iD~%4!;XG$MCaLeNckjf%6#IXY^l-Vt&_(%+O6 z(nA`O*iwmB6-st;FWe$W_EXekTh|2o2eUCLtUkwD%WT+k%t;;)W!>C5m8JUnai`W;U;3 zamjuDMxh$Vx%Q@DQSyv&>PAXZxj_g~NOGx(w#VIFA5^_E0*z)8*8{OS?Ww=EBxx)^;=rW8 z;Fs__X>0z4EM7I|#s2^-e{sjlH@*_n)QNZ!3kns_p(fvp^f7ihsS@O}LPI1e5y0Xo zgQBA@NkuGFM3Caxvyr(Rz|O0Ik`qSh=kh!DsGTz7C$e~ACx(S9V$MRAMbCsRDhD`$ zc6&9<3%D!fi0G~d>m}%O$dcTV>Nz?pY1p9ja3cc;q6{V$l+U&Pd|CdFUM>Fst>De% zYs6d}Bk13ZY(!t;}=?oJ5s)k*p)&?NVJTizZ~6Cw_haJA@v z4Gs?NJ$^V!ojXw5WUNo_?XTEGaZIOdf|kEstUo2Cfu=WuhrS(4i9{s)^JYDMn@738BNivCEnWK@mdNJ9sqN}J1h*R-E67F{^-pT~=T z>v$S^zkBp+#DsaZ<21FxnAwvp7*PzGVHyswYt0H2zaDaRh=T+@OK~R*!=>~c4veJ} z6$x(S_9CvtMc8u@oa8e6%-8e^H=$vj}k*SXl z(TT{tl4M@Ut15FEI+3EbbcCgQF{6PRpApcO&Iacz#*B)e3pw%FzC^ZQFnT9gnL^t7 zM}=j7RHd02a~Aq?FK8!VWUHt86^AK43_ca=kLRxw0s?(PM~R`SdK3HJNB8`%F*?XB z@D#Zx>?E2U%4MdRJy69x$GmHf#{ICna)tAL1jt$q`%*}sjQMNiE$?_{UL}vVZJAq7y%J0Pb<_8Jx z1%v2i>7gVPBc{Y?3iWl&*-SneY7)s^JvGy&VMr5SvZVTfV2*^oS(We(8OW|};{=_d z6w#AwatOeS;OZp>U6efKM-AoLUxE#KPvSU{53UEMyEnnyn(S2zQDA6U*b?e{X3AD@K6zY-N)Vabo0(!aYg{D_n^N=8!)wD|t+mOwy^M&e z!2t~{u8K00g^-p__-)As0!nF&VvY=Gd5FzQZQw^_axDFb$|h2Vlz41HmP%7%(6;-8 z8@w~*b22o@b}}WBr0m%0j{z;dj1ffJR7}V0{+P*fDUpWHOXTVV-1xB{+I(Ki-CF z#9HS@8*f59Bk(+-dr%2nyjeeekBKP?xIu=s!f{LtZ zP1pDe>}YUl%BvUn1Gax-#PDUA(EH_6YK$kWHogSwi>?Z#EI19)l6fzIK0H1|yFKi^ z6S4kAf9R%0&YBuuMk;BUq40?K6tUjj_32W?zovAa5x?D310WRAnPw?Li1G z$s7<@8zC|%TOkc7ctj0&N=`duEZ4}abRJ-7Cqpz#c(#+F^|2^u)-$0tism3~Ls!}a zO+<$%TnR!J4KWa;z)Fc)7R>368xc|&dv06U_BH$kfhlbkT^S5Ol&(xaP|An=#f$7> z^o=Rf-{eST=EGydF%no3FXmgOW1}QsLO=i701N{G00IC50000G&z>~dE?aHuVm*_1 zw?+OlUj&n&g`NX8^?4jL>2$^39PCY`?uj(p+MmiXCMWDHSzoU_pMT++O(7LD6$4bm zM0-}-b7JgWgd|;kq}sf&Fmzo;kz-I3pa5Q9NRgailGass2SN6c?e?hX0((!t`T^2u z{NTRqL7Yf-*!9b{4H6hVSDA400whJ1*KDV2z<8mZ(ud09s&hH~_I7fB3f=<(*`vr^;}XdN#Ex z?UlSLXep#h5|bB>XFKd|}^dxso+CZ7vCiu3^! zP3|@O#V26?c*csaI|9wu4Nl+wFruk{{{U|RJu!mv%sR?;0oHiPP{nU#7}kfDKhxc#i#RwpnG>-g?Uh4BLlA1pS~26rx{MW6ej?10&Bc{{6 z>FS$RqA?`3-4!R#x*awtcv>R{6%4zX&jxLoz+7c*q4?HIZpQkpqwAH=aaTkNj;+rF z`=EHkAHVG8o{~6YvRVVcdO)9_YpJOn{SG1zclJDuaRqQIh#nGn3xe5pAG(Zo-^ zzCC^#)MhPTy7e?%8U*LB(!vViwml_re`6kBRVEe`5o?Vit)nJp3xWof_7>)BudBQ7 z4X~DIja&KwC9wl^d`+6jMI9mm!-q;)?g$1dOlj652)g@-TH-y$<#eZ9DwZ{Q`HX03 zX)+TEkB;gPRy@b&jqJ}(y_k{}j+F&m?>&NnwD=oNdV#t@o;62_Qt^QVY zY0f$;=cc&D^xhZ(uqHMn+>a>@HFgUZ3)-`fTDpoMK1@okU$je_B`3^dpV*-F{{VgT z4*+-{eu6*UciYZ^V$8$w=cU{`h|OKdn7%_&GKCPo_e|N6_qVm!@I7V zTVnIgsnwz4+f~Bu9Ei&-vdeFcmwarnA9L^V6v!XH=HzZJljcc0^I4CpQM zk@3APgDTPk!UvU{iuE^P)%5&7;=?qJ?&Y!q&9jbgSV5%ySO)ATuLlP=*&ZJU7d}gJ zWwzOu#`zX_fABxd0PqaM)!OOAmU2vOj7v;l$RMwG*V8=gKYNzpXQ&@nR<`tE$=u73 zP0s0R+@q-P8>^S78&b~&vdgn=zBkWm%Oi&l7J|ebacJVf;_AacHz`HJa_M z;^1wMaEEh`Fr8brkj~cxWKLqz=Wh7D+YUDTc;#)k!q1)azCNrLcyid~;>gQ^rOB5z zy7whGut&By{jOB(n~tvF#|`Lt{p2|_eJ~U*T2SMXbV6#?H#XlhGPEdw_(u8+OC8@2?M?^4;6K zL~ir1NIRZ7@sU^`$+GXkdbnm! zpMQqT_u!(#&fW62=Fgbs?)tZQ{{Z6r!|HaOYx{`du=AItfyJ*}uvScDk)GsP4qqHZ z%b4SOO!W;QXOOV)O^GgD58V7)-<atyJAN@+psO1JOxr1(Zm}d;D z!3Zq059r^B4ll%@_?|19Y_|p46R#^g^>gZ6?sy9vEwXy)8p(TyjkZP^a2s7Hcg!xQWY#z>~v|9Tqc7xi-&>a^IVNAXwr!V9wy(JB0m3?LJ|s<`{MOM zWVz5-gEOl-}7cJYk`;LF8V>nrxwQh&9 z!eOwR7#P|eKtEUv%LYJaF^mp~2H|dXXU*8lRfF_yi)Su&d=I8HR*)?YB3~(~#oR|e zVJu+sEW0nZ#?P0M>%wpJGh{kRkCa$0QUt??k`vq=uU2!--11=n^>FUMjMz2F4d<&l z$t(qeTuwK*8^0g3@pAqApQKZUlX*(8Rt+VB8E(@HWVl_PGS4X{`1DqtT%Vo8jEl3E z{D7Pp#mfPZ_<%*b#B1C-*$eI$w!m{8aW4_`KP8UKbF1{uB|-Q-AJ50}5f{S;gK@k{ zc!#-aL0&!Bi@`Q--}dEPDtJ7 zxbI7LMh9*zcGtM?GH&@J;&?VbZ-WP^cbi=?qX`|t{7Af!r!o?G;{O1MCK9@Ag7?N4UI}CCg^FC*Dau1IgQ;VDb0HR&Yw}b8+;IW8l$R=^!jmGgK!N*r%H%?jO zi&j2M0u1JUtoekur}gz=5=2{YY)%*{C#y`8e4Yc&_=ejocLIq(?At4#jh4Ze3GJ`V)=$e9Ktv2w`id>euNwwtz(Bmu@gOFhrp4DQ3- znC@7wG7MSAi;1u~xp}kV?b1=6xVbDv(SL5G4BL(Gd>;dO@L~yq@~Eo=Z0SFdx|PzoDedGnm&f#!|x=@RP*4Loj-|_?5iaH(oASy-t@a>_f*e zyC#ID?7ZEgy8Ws)yf!ZFbge&^PfyeOo z4$wcejkhEx0lRxY>+$OAow6U7Ps9GMQ$5Hyo0Hge;hyEUH(=^pb+h6(e&$bAhf~ob zXPdW+mTo;?6WIe-HTk=<-SZI-4{|y$Oq`S3;Gixt>+#@$4+>o8zZP|_c$dEc*M@uY zJIr?%q7lU6|HJ?%5di=K0s;X81pxs80RR910096I5Fs%^Q6OP)fsvuX(Xrw1F#p;B z2mt~C0Y4C;7y<=qRH#ao=&tj@+w2h-{K;?IiE|g&gn)TC{y!1=`YoS_^);lvE}yfC zC1F@pFfdu^1;A?H7c|lHxeZYH<3$o zpF=0z?sqrpy?Z~XiI6EH62F@ zv~dYU0_t)uCegzMRy!C?v&w7n0V=-^pUe>~mw6e)8EGFy_5T3D!Rb95FK_t9&d3DZ zD(Y6;7lqCNn{vnnMu#2A&ZXXW~D&%a2$UurxV{UDI(~XCzJ}{Ya#`(+oWvL1V~LB0chz& z)ih#tIv9Au)`!_hYv%huu&9&s^*Y6RlO0Nx=rTq;LnoRKqbr&VS=uLZL~0-~dqWa1B*aD7LlW!yEm@fpNxZ1|!m8i@djvMW?oSO*Y-7epY`c!67mCERt7Xn2~S zqN9Qg8A31?#BQM_wZr57K_rEDjwe2l^bQS26)e8eoYzm%2^P3I+zXc$usR5uG)nM_ z5N(YeOJ1Vh%{!VwoRGnSJ?<-6q)V1fp|h9k`6{ESb7@a7oZvl6dFCdn8%_FrHL_8r zT&xulU2qM(Mm#0aQAR2*SYnGrr&1imZVUzt5pHTpPNJ%cO(Qwl;rX1#bLkkhE-ho6 zRpzd7%s$@m6Qul|GgRFBFy=oZ>Rt`Fda*8@&QiHUY^WY5hARXoD7R408;hItKc*Yv zCs5W_TqBM%bD2yGRJ!bbN!k30BT3hYhY)}~ATM#K=@sD;#4M)~S3xY81;bG04djG5 zm+mU`h^-ok)W<=lpQrXCm9rwtyeznH12#ptVTc6!LH1?Co*tQ^k`C#Dr7gs;u1Gfy z?-S6>HyuHjcqP;&aS4g6706qH1Ro= zSgCWI_Z@nuC1&>-?Bss`0QbD0xZpPgK)uNYGnQ26I7Gtj!CNAs#;0(@NOwWpV6nMG zE7JUW9eP+`=6C47LlhRv`gi@s3rIc01H?cCMds3}!<;-zwHFMKnzE2iVGR@FBVMM( z!T$g^F8Pe-iDBvQB<2JH;ioR4xpz1d3HOG+(tVj#4MnZXcSSZ!xG--mqvXjnWz^NU z5X4wEhI?F)M6zBI;Ki4N6!!_lEXTCt2?`Q(3+nO^d>i^bkXUGXTzcSd*h*T1oO29L^l?s=dXUuCf5<7h(?8?*| z!Glq*@LkefY9S(2?mH_CCewyGud)DBiD5=r;y=tXlT4CuJ0+S4 z`6uDAq1TM={h*JkX_RcOfqH|G-tFn&a)%h8^t{k)$?hRYHVzyPDVFGQ$BSVphcRk7P zOD%J{2Jjau>4ixL1r;vnoBsfIelc?J(Ek9huNCt|NS#3Y@AyWwT)p+peY;;2!vewo z0Kdoa3{~zJCk7dErB|U>3L$r?ual3=Z9x3PWxyC7T2VSeZSwa20Pdm?+VyGS=j4Zj zDbWR1z__T+AqRLDH73|~G(_Y>bATkdQ@AA!WX0|rLUNA~jOr7FGk9U7Q--G|5kzcN z?Zoc~Br$04hd3P0ED6dOaONY%8s9lj|HJ?%5CH)I0s;a80s;d80RaF2009vIAu&Nw zVR3Uo(%FA!Z||@uByGW}s;MZoPMb zN5Xo0qGqXR{WRHru`>xF)%5WFIm+ytzH)*B^5X7gx;3oehE>^y(QD3g4S34@>kD5d z^0Rt1^_Q@?D(ja88L;DCFdHE2=Qkqp#`8}!`oIHu%B#4$a8yd3vg&i*@W+p=L;>J& zn0a>ZDxmDa3Tf znsUzZEEmS6LE}@|Ldox&Ht){vI}5cg7-fh`bmdcq|jF4)7-O2z$aca0pBz zyaSK62Cy}OpDY6mPZ)9jPBs1k=QhANajyYbqo570ML3l&;W$1Ee`i#sm3(Xh&q4s1DiT_bF;?>lXLiE z672cJMm8|_oYZ&3!;+_+Wgb=4dBckk=SFQM2dvtwQ;&FbeX`_wIg=*0)8i7-?(vZw zt}STSddGX35a2*89EI4VHgX(CLG}| zPxO0qcbW`<58*!m>hq9f%7Dv)^M#C>xm1rxMeVb!Jrgy2=A;q+a3%#{wq?YHqtuy9 zw+=9NIv}UUG6O~$J`=1uXMic_oImRtxfKcFE%8kpl*!MO0Vc$G-Y;!@wHEb8@JA$= zsFZy#50TlM;QG!vHu}aLKRFk^F%mwqKuW$ccHV3qqcmUv2HrA0Aam;{BL4tcc8=)` zW1t;iXnnJ1fqrln!;e{PK~H?-I9BhBNIrFNK6S3J(g#@CEju%i=_dNfwXN$QG2I~^ z9Ck4had`N~w42satRb2JAfV=~lCF#eg3PthI^|vBwKxrYQLOc))qUna&3OF)nkH&JpVmSuU_9Yj_FX34DCx zY9KR@J@e;ByjRh)9;54X3bPSXB#YJm0NgXeAc&y??*4;0aPaM(c*SOdK2Lb*#Jcul zu1d+@)>|4Wq;RdGJ5Ty$kz2hBr^*`2HkF|koceczad|;Nl|`yp-X<_~Fo_N3bT_<< zoRlIA&C$x$mQOG@ruUVyWVk&&wSv$+zMhVb&nXG+!rB% zb~&WL!0~|Kc+Sj|1EV8&$Yj8I#K~|!z+JiJ{sQLU9Nec|eB^FWgy)0UkU9ax9{4Z` z0pRt3D0I<^Rzzov5`};y0UTq=RFXA-jn=o&ZddWQTf-Bzoxd1?&iG*z7u3*(--)~d z*wdW!bgas!aov3;oX$#5ZfI)-ZQ#*^zH`2i%9{P&T9BLOxp@8`}4!aGI) ztM&<$BLRCI0Ul4oJ%iWuw4=7Ua+B8(~jY=a`m1AhQrQih^;Jo#4sEO`n<#%6hbNvp$3pGS3%k!)Qa+t#g;*Z3u6J-;;6$>Nv~&PM`d zc`|$X!0_NRNAZEd1W9BR(z*bttolYd$a=ax1_s{WmVP2;y)Rhrs4sA}HNhX8vY{5@ zJwCA7TMjr*u})(HH2cJx-axy(V1-7ewT}T7K=JfCsuwR#zj|ini=%+U;xcUc2Xhn zUy~TJ>nX0GHKX1g1eF5di?gy@;|3BHb1_FGuKoTD95stb98;r`gS@^#+w!#k0Bmj3 z-f#nyT}@)9>v>@=`^N`Cc54t`6CMp+S#zrj^GpO+)NUi8=j$y5Z`8{HRW%ug!(V0v zi|hVzyGLLe@tn&z)#oZ2K%8Zd9;dH(od=g9OXprPp_vtm7UBe;4Vk*Gue_j$ zFUy9*exrhc+l(lXajR6PelS@b_{wR`mgPPS9Nd05#};A2m=g-hXQvqltcN%-f1MjL z4)EXk?>6dWn!v1_>mquJw|vj=9lG+93}|*OS8k8Q>lR65TRb1UR&}w-aRirNA6WvE zUE>|_s4|!j+WXr&!o>6)o{u;~7z9U9<0xH59oYu4tGGshZhe_C4J@-n1ffCQpMmj@Or}! zSr|@R@$-)XQGkRjQY*8@7P6&UG$(xPonjsW6jGYqJwKeGlB>oGgL~XCO&Iu?4=)}u z9Ui6wT916phN@p2X3Y(FaOB_}*BU@LKX_zqUC`qMtGAsP8iwDCmaJBCVURKN<1F6% z)tm*ho4wi1@M~r!uq};g6WBOrQvYU&Ro-3 z6RX}<>U(l1qwK^kxx3ydjg`b*90=pLWKUhw=IfE#{Hm~5>ljM5Q6Up{6{ zQwC|&uOlh`n2B=0S6x*q6Zp;tjZ}^32Ju-A_v_yb0QN?(HgP(@5jSX{pR){H-ipi&FOKoQ0H5%cuUPrm zMueT9KLeC*_7L56b+?R^M&lnJdZ&wtQ4PE)f zt>hfy(~zdS9489C*l3}BU^lNc-fe?s+Tkuu?7V&8M6-N%fU&xuddEbY^OC9;y>)=E)@r>p`6UR%bp4~K6!lADgEI|;tu6CnupV6Y&(;054ZcY?e)0t+8`u`ZmY z9yu}SuWy_jg>gtv)<+~I(Y(@8ZVud%2RT9#X4+S_oTCR{IkcobY(^FiD02ibndcmLY*n2H}Z;+N1vY#$%o##*A%t3*Wq202^BH zeX*Gyge~?ERpmSD6-b2#KCyohlCNldev>Gv&AQ!-@?b{T%!)CC?*TRk8{W)QRu4B2 zFkf9yS;AZ$Oa_VHZZN>Ng`tgxm~oM2_=ZO9AJ%Yb4z+?OPlV?o6HS4Vaf)5_gI1g2 zG6hjQ^D@9VV@yZS8SFLL-Nu-A`@oUY;PZ&(jp*NuLX`Wt8U}14Lt40@t4ld>b#PXl z&j&c{wD`m)-o0jwTdaob-<*qfzGoRWQqy^L3OcX#o&l4*((ImGi4^ajI0y#*@{OGM zc+39)oTE)Y7|tC|u&U71F)7Ud02VF=iL4FfU~2=;Zp=+wGHX~B)R-FclMgvpjDf3s z;3DZalgSTiGA?CpN!W(NS zcaw9zJmYBw&1}+sa%}*D=rs8@Vurv%lUh#xd^j{m%g8GAaeD(-LBaG)9?UDT^}!!E z4X^3}#&&?1PE0&ok4Bz_n))c@#%jx=Q-lC_K#0Hj#bgMHmq0k%p7V^5Bj~(eSfMX0 zNsFy_jhMMw@^O;grU!>LHaD(vb}O$szynt|TXEq zr$#^nZRToVHrO=b0&ERataPOV$nQLPZnu=T!=ugyz>fe@pbMt_jGCiJomA)~7 zqNfH5o(}MW4fk>__!LY~E1kH&8NUVur;d`CTWGy=luqXLo@+efMjZ6qO5W%1I6EJV zM(y4((9A}PPtHK8>&_r(Th1fQW=jc={BT9rzA-7K#5&i`1=jwvUU0!z{1n`u;J^na zM-FCFcvGo)$fp+rSBC&v=)ib+=K$!$1QxBUKg8r*(u?mbHlxNvE`aZ>5-#VCHh-I0f!pK<3>6-dQO=9HXK6 z_|9He&J=cDaOE3kTgr^!ALjuEb%R0;+w+@8Z%;X=pwS!xHq#Ja3}SNUz~V(r6yKbm z^v-ZHc)*wy-h8mv_?kER!^eyRz2IFNe}@OW8(k&RJ>^QkUpRFs z6jMJd>n*ryr3&o&U>9tB!IE8D-brM_=;EG#ybA#n9XOp~U9ks~*Zr(f0Y=oYzR%+| z_rTRuk0QUkj9}~5EpH}(!!|YtPVQaOnOX&Jd$_v`Y7IKG>mSpVGl+P6;Fk6;V`u5j z;}1}{9*$CeN`m-?{-cAY1XrI=PxpcVd){%vI`n>VPQ(2&Bm2sLJ7Dm$gLVt9Us2!Q zGQ_CPJZUl+l!No>!vKyR{tPV8+p+d<`o(EoydQvKS|H^Pb=E#+?yGf%p%v>{MG-3( zZ~DV+6?)+@0Y`f0Hc(9^-9M~>BMhf_j|V$To0wb9@C60vz4^s*1mfcWFKIFeg6jVO z(*X|6?&C@pJ!A%j9%9TnZFj@g7Q|DSJYXw6t}-^7)=9mv!`00zlj}5Xzva$D&wArE zOd-qG7BfZh#tCDvxHM7+dC2QD7~AVP19j)tBV%0a0$TyDf5bb;;7kk*^@hL5dcx}i z_lEVX(`N97pQjk*b$IV55uZ333Yd0PrxOK)px2oG%uOv@smXx%vzhwM^DJ*{)XpWC z4oXlnR4114h=&SbdfV-w^^p|p*XuM;>Fypel|E->v)1r;6hu4U)G#DEJ%`D=i5P}! zCgIB0pEwY=3ktq*(^U@2Ds|r&8P~wjj{6Jt`ouI5Q_h0VgHOAP@Z5Pg)bbiG7PGHIELXH0>s|^VlZ%oRpFOd!mo2X zF|?(c?->(x?+GY1_nu?18|lK@!Kfc{;<`hF_yYVmv_|6O`X9zUrCDe64AQT?68N?> z6xJ}GlM)dcG5M1aDS6pEdCh2I@tSfDEXr6N{TP9ofe&Y#NQVt2y2z;p=|ijup=TG) zYth29rwDrZnD95*@qh!P0X$?uVhS|#CzS_Zeqx;HHIP;u> z#$=kj^N}v~at%MXIZ$-gY%H6Q8xbo#xQRcDbLOvO}_^x zI8C;}IeW%N16$|e!>#$s%uJ$PDEY@xR7FN}rxe@b?a82b=ERUlEuh`%T%A>RMIKh~ zH%J02ObY;^;2pERvNV)SSUOPm$HpL}l+#PGtzciYDTcmU;&UW6Afi3-`@|cNO@f>8 zg}GDvW20E2==eW8KUo|v#l!)?oSpNM4hW_{-Co8`VI8?|0SeeNPTu!AYa|cpC!SVh%Vs|fD zCZ4=!4iVl-x@7U3ZX98!W>Ld?guwHs1n^wwfiNICUgkbUdN>+&xFW)zTgqf1W}nU> zpwN6`d#kJC2WTG87;YL_6QKF^l?teO29?U*6~1sF<*kF`B1)T$+nNmmpm^-dB}^fy z=<|H!2!hnrm;hBZ-w-BDU5ooacru}`)&8gFIR%jNcDUh6gJ2`|gc4m-c<^Xzd&J%l z9ffJ~zupiW9D2u)IylSVfH_yEe^>!aO}|c0$Bb%7(F}f=@O1iDzgg=P9~hTu0f}<` zUFD#qW6wvYljywV08d1Andywfw){W{VB;087a=OI(^|c zR}SsCoH)pw=9C$6gRy?*Z1eHnS4N$4#ucCkz_;*J`^6g;`kZil<&0f0LH5fyto}A9#p$^jB(AkedGucb+>~d3bVPV2rAx;O_+zQqTp&71wamKk3)xq&2@&m=Q+tW z*Q^93m>t|S`NS8Z^^;t04L3Gv!RG?I`f>t=xCXD@J|j0S5M#{F(8B<4i3VvUBJ&xvj3wQENFG zl%l5e#& zt{n?qjtsuRTHcYr&L{*0hiBKxn^`TF*`MADMou81eE0akaBs#a>)x^OSm)f^uIS<$ zB_xa+9Bc46lxk3r8e4nk3_$4pA>fnn<-qckNE)7h?r`{J1nxFk`NzU=iTMi8Zu^)F z19BeJ`NkI-KVDNO6v+Q4QP|ubp5$kET0ACh{B0nnzdT zIN~qEdl#J`V1B9*) zVphw2s-MCN^p+1#wi49G}_P>qsus$*6zZ}?2mUg zAiO$HQzmp>jrzyPMy=bgfp|Q!391sq70g0Gu3_3tUYMU-W40d`D;puQosSRJIECa; z{%|!h5nm(R`Iv(0*8JeKVEAFcun=v)bTV#tkI;Zhan=6-j8S44gM}Xc{9r~f0kw?i zO{OvDKt~){0@rhIKz{L}Y=EAm{9;p<1Y=Fgq^hwZtH$*vEq+QV*lArlJz;6495j#U zz%hMHPWtq&MUK&lWiJSi%{*shtrgVsC;Gdv`8)MKWwsA@IY1IcyNws|)d#KqJl}koTIf zX3d1txz-dB#2sH4GUEqjA$_LLSctbPc5SyAI$`(c8`Q*2qcriP{{VO_QUM;#-aH%$J34OU6R#cX1q4>>oT(JA zK0V{86zbeaEh|SLsax6@b~N*>@PzJNVxWDCiko>Za2H3so5e(J@Xc$ur zicC=9aHQjm4Oe=&mPaExe(+bk0YTPI8a`Z6FeePoJ%;gh(8qfLm%H4ejSsRV@iO&) zaJQF~J$|!{p#$PCz)!p~btj+(*VZMvIQGB_SG-b&tnyQS;c)A^qf3S`5Ra5{Yo&R0 z{{WcaLqK+zl4($jz#cLH#sG*F+Ut`XhNz>J9M`{?dB;UK0i+=DXhY!49ev^X*2#0_9hpO;# zye~WfV}nYY$y(!#+e6jG6`bl_T;RW)=u3(klg?~(2Q)@=&y0|hN1pQRtT%E}9!)p{ z3I~7rfL27`oDwt|)$b8NtErj*fw?WgO;U324W$(QxO}WbuG9cIrWfx3R7aCqU#uhi zbOd6Bus6CB?9LlnhY%JeAv(uvzH0vf2Nc6)bq-%C_`oa#Ip;K>VEk|OfJbJ7&n{bp zPjz8Ugdy-xzFZU#SILEl)*Y|)mwv+2m%rXZSyKUJUXA5OwkcI-tz=>0dH1~9m}!Cm zqJFM4AjE|N9P4-*TK&6qolN&b;j_6wHHT#E+s(Q zql_b`O=hA3hF&JvA#^p8Bb?iQGfVl-L(>iT8E2CW+KIAev+!^rjkNcPZI1n6)wiq8 z0;*P@FZcS&_y8G4 zDQ{OOD_5d;d&kXnHr)0p8{Q#Kj046J2uq`ROorHh^8sv>>&_OZPC3>LxEtAZlRypvQ^?j7&@awu(*!wvU@1r^&2S$DPG0iT>qi)i1=Q;)s-50@ zz@qAXU<2^TqqDN>7!|Jf95@Bmq=I0GEDr+fE)I6l6Fkljc|1ZTka5j3i)klnzh-U) z6m)!JHUuocoS7eVhLD25$(&EPY8gMgk(na-f3*6_C;?Ppyg*ItTmJyueQIyzfA)DceP!&#Pl&6rO@Sk;Q1OPYySXPK?%+BUUC1s#Wr6JP|#9#uc~_8VP__iEeHu&OJcYlqp6 z8euVb#U_lnQ~NG*LUnSQ9>bV}#4HQB^M%Bt>ZGS>+Tbj?v~(`v)Wa82rw7IcitymY!}H1hHcA2=Z)MW(!eKfH7V6?StkPBLv^IFl@! z_`PwjQyL&c0$z| zKqsTDb5~f(CM&(LmzR|1Bv@G4EXK-a1fiVqlgZG_ttF>I9Qth0C*83)+X&y#XTk!0SSOztT+Pz z55=wrYxR_!zDxjUJ@arAO=m7q>`rFfDjN>w@e+qx?7-ic}S_dKB#Lk1?Umxy-YbP-%VNyb<5au^4c{QhuZ`*_u!9KW*$C9aEaSdm+aq~)(8s%o>*e=CQ8 zaWn&0kDLqrrF$_K56Br$PFRgDERSDaP$b=qF zG19JlVs`yv0lrK~BaFd*a3+BqP!YG3%SAgUcsESCzA%Au&&PR1QX=+o{{VW*0&)i9 zsPZ=zK|(k4hoV&vI4XKH1p*=Ge`AHjM{gx{$~?Gv{78T(O%xxj2~#l=08`GT_q<4& zQb&>Sjhb=M7|pxm1W}_$PTWxeU66^85~0b?K&7X~j0HFC;lpc3fn2e=51eTSN#mb$ z5TRF>>ozyoxNr$(_lgClN^y?C6(CFVn-JNVSHJCnbbxC`%?{J8_k~ug$2gIz&#thj zjBM4;39|#TKQkcg8QIQN5Ccvm!4U5%s}uQU5;*4GGO!z0qj^w`e4(=`Ab{SmpoMkE z888ZSOoFD#XE+3mJLxb&w2}G50=VRBG@>p`$GnJz07DDj=hiS_6kjJ;sBlp4?oq{mkp5xHWiEuMj+dPQ&;}Qwt)8RCB$27#8;=L`lxelTOXm@!b?KJM1gd}a@tYKZ zNF$$~dB6;yW31naic?|-)@hBUL%r*io#mu?r4!eNvNBt+lde#C=PR2PoW~Bi#4j0$ z9oK+Wd=3eHJ1*Aw9e9QsT4H=KvMQ$gEO8>$zJu!)W!t+H(fem}e@9KKO9o*q9K5D>THe_24dOcGim>~HbT5)mFi5U(WN_k$F<2PG(X0L-L=TO~HG> z08dcC&jcyK-ZTp9$Y3skEvT^mBr~``DwMyb9oGk7HvO(EfzGqF_?dWBlh^yaCjdx_bAUXaN4f<+v{Wi>_C3&B72)u-BF~;UxXI7-&_stJjb9hl4;MVZZ+6wV-+P zu78Zxsu{E6zdPu}dNnY%8s9GUfMO1HGgXQ+at}GYoWKH-^XvDDF$0R({{T4RJSZI} zx9bN0;Qs(w6A2rvRVkzA6(TpF?7~s)=O~0vyhJu+axO2XDP|Ol972ZJVd=EX2vk?b zO5O&YVI|O0lsU#63?aaYtDAQcjoof0DA|zSh;J#HMN}IfEq(gHrEOR_FYDtNGbG-{ zo%L7ogmGTB(g2#e^{ifkK`G_%?D;WNbY55h!K1u~+S$|diYN`c*{o$CTp_$fy%x+x zx@!O+R5lK?XBN9en5-}_B4Tv6Uwb@fkdwe`B6^;)l%doayp3*r3vu5d;yF!Qi2!VO z>jX1yykMmlbDr=BIPZGFoU6t_?H7o|AP*%!J!9M|FBT{3DI;E;%g^ft7_BDH^@N3B>Cox;F-0M|VE7dU&&`z=NAs70 zEH2KyU^bKp{+P4`Z;c;{=6v7x>p$aUrDJ zH;GZLpZv=}14o1>%BR)E)<(`03qJDJ0?6$K7`()g+N1qth%0H+{;)}}F1kO41shmA z^VTe}A-S*oz+=DoT+$J*`>c7QIMK<1MxK4;CkZL@jBtcg-NAHUcMcQz%2~_C8D&25 z`Wc}S@#hd5G1_eF8YFYOj)?WVr1UstNr!3fyM|z&Ie6F z_J5-;L_C~&0E@pp7_USKJzT1}P+=FO3|&ws3A$sDlZ+=W4!%d(571ybVb$*ifWBA~ z0nfAka#&TsdtpFH;BfiF+na#i136Lbf8hLJl8O+-;GZrhAtb8b8s}UFI>Lz3Hja)= zr~nD%ox>ahRU)R3eIGa_+|{A@GTj*t52a^E_4NVg`tzNa(Bc<0 z!Qs4Gz%9Z-#m+*SJM)?>#OxCUa$MZ0gfVR&tQt>QD|uhuYB5d+-Ui1b!OhWx07hp! z7k?VVB7Xp~=__G9bHQ|4JVQCU^zj#3uyDkH1rr#KsMi++WEcqqZ9`H7f zU1it-(Rao=vt!RVBL}^!)+U@q&}P^I8k}GiC~`P80n@cE5ux9_KvR;=J$^E{5e3-Q z{M=d=kealQT*KZbLgc^ciG>5w1M$zSN9Mz2v3mXJ~jcZ6957 z;A0exs;})!?+qcbD}OgMkcB(Ye%tkoi)#LGf*}Ku)mXpwu*e;7%pmko22WTqgh1(Y zV&S6m?;5O9lb4sW{@mP^BXQS*<@0hRiCULkbnKsQ68Cj>;`qtQgQe@QoV$wMs&=0X z3P7-_$G65r0*-F(P+F%cvjj;8UNMtn)p#)#Z@cR%(%*9&s6+e10T%xN+afP5+lG8& z2eFD39MSEG=NFa*JcHLc=L5zr@^gYgUKi^Kj*MOnXGj2!UR+5OjMnz8{eJOs>FW3x zp33XhNu0=~OfU|weoutQGzu*xHSZ{3stQ)&?xT}3&q#?sI({xJsXuqW#w8kedIsN} zVZDX1aH5cI1_bIK*YTC1P3R7DNbx;!j8fJR)>45Jdgl-&<6s@K954r#6}%c4M+QLt&}6-T(`t^WFj#vMbhU>EVEu1P}URAc?nim~w11%k_e4% zGLaQQM2cq8r4SrUs#d}J9V5>qhFj#piRZr5(OS{ zYC-*60s*&I9f9yL)W9G!nT?TV^@T_x>78X4Z>jy5iU2(Ba_6BCd}3*^9gdttk*@q< z!Xn zqAG5l2OftDSPDbKJC8oD911LO`2=r&kDQ~B*7!4#b4W~B@-$qH%I7BFaFG)y&v!ST z*&JT51b|sJJYyi(rQ;HZn2U}_TM)C}EeC0YLKfEYr}k4S>@6=E)B4KY5EUz={5cqK zEfdF!jEpQ)Z3CXN5c)87=DdEnXX#)CrA_B12&cXLWsTBsy2}b3Nx^^&s)hs)1s*q% zqTR`WKO*CByoqKR44cf>Z#h6g z;0u43^N0~h4%cUX#|21htauhcAmRuT#+2QBbASUz&U;5V1DJ1<0tnJij7->i!iyNd zoVhT=i5`A24LQ!9@L(V}zVT^M9y`hySHs3389c}HiG~jzUa^a}JbT81Xb>Dr7ptk2 zHV*;90*04vHL+&+A2^^Iq?fFvQ65M8$b$=Z4>*)2&wOQs8#S!a7dqz#VEMLwveZ)P zue`8n>%7>kN0h`SgJtK|K!O}cjC2hi?nvn0CE?524b=6TFP^21QH9 zCD?}ba8*;bs6IU8K_J2M!=eD^3Fw1rSLY^04lYo=HtQ9stmy6g-`;Sy+~Y3@3LLo# z9J7{2r|%^IYjoAI$_iEzzn}fi_^;2B-v@s2l@T<%#}I5ADUgstO|g0v`eKntdDat9 zYpy%TB9(b389~io$KF6hf(ea?JvhlW2%O`rS480Z#dn(9Pg-4K&_j7`%cjAUK|nAx zcKN?}0$6fmT@-tm%fb(ND#gS%8Hh(3*G3x-O6$B=m21um5F!(oc<7ZP8rGx!@tRD` z#D^#I`o|0##s?A&#L_=mK!XcFk$#fnb3tONPde>5>nc*f9zoUf-cS=uuyz8?Q9j&q zgahf-9yk5xiYUn8?+s}E882x&)=CZgwPd*&Hgz1zV%77RJw4C^}+jA&vA9k{UF8{V?%5JsHgfL2($ zY5q*uEkpB_QKmdjk1Lz3I~?BZ^MY0ZCk^SJ*J|J*D0jSRk#=6+)cmoc z1R9R~Ok%i4N%+ZrntRSUk0mGdmjc_w>n3eYfb*7RnNza_B(3qrO$g1sU_f_~)jRKB z?apGR#_lSsbO640h5|clfD0#hl%!3YxK(0xImeOZohj>CHSK_r1cpyyWXE0LOw*^% zEP|*c)$ZhJHgR|V0ENZe;5XAAj1}$L;YAW~cZ@dAQ)bWaD3$^U?|F;lPCn@ri;Hv#i(|q6*-jF|WKC$Q|p91!z^d zWW->^B{zsv1wHYSf+K|;q0@w_hqYv+L(Jy0I&z`os}F+69*4(7>7s9OOB}D zW~MUZPE>RW0tl0g1GJN>`u_l2X6|f%figzo&Y9~7KinUjBOpSxGD7SDj=mULo(R0B z#yyZQ9y_?E8clj}TMz@6K>L&LG)E<{8O?QzL!q1FpPzVqw>rgqcrXh(x^Le&Ca;CO zzVNzuc4Yi-a-Iz@L)%O+%tnda3@ zWt_k_oC^fM^~C1^+`-UedhZnw4&U8ZE7?@EFrXxtxuNW}A3m;ezOUXL8UNlI~F?2MIcEqZORmL3h*msQv z%_myQzX{21smhR2FO<uuvC4|AC54&E;;WdX)}v~ zSajl(Ud}oo+yT$xk;?@bJ|B4q8%ObuQ4np|o-<||s(Zi)(c=X-Uj1O4QF?KZ&?PVA zT%?pYMh6;IJ3GQ>BwdHBHe9-SAEy#{G>vK-m%^9a$?O#qh7OUUVS;@yl$^Q)TM{(r9=+ey|G!!O%GUoG|wR<9I|NFgb*` zdBHflH~jo>K%0pfRN9^M=XD@3hNC%T{4Jaz7cWDs2(#3er1Z@q(cYhMVz#C_4x^6w9{D ztO31^zD#OYlZ%o(A=U312tC{1tf+ElUU5ROomSwKsY)=wQFbD4c!xN^qG6*ipy|Ou zy5<bqknl#SOt2-Bc?pKSwXmAz0*nY zh`1f?ul>dfu#bb@3iTc@StV%Jup1vnFl?t@4ABIeyj(*MJ8?-V^Y$1^qiz+{de%xK zj*MqQ9vmQ4lYTz3M5Rf^U)C(j8V<3-7sniA5+d`)0-M<2W4_zJ`-pWP4k`$blRAe7 ztg$F+*_1}t2*1V(Ish~$Pu5WKCX#zyJH?!$1j*v_i^~Kam)}2L@DgK{#@=uS7MgA| zV5jdSG$WmXynO-rF*HL5k;d?wNjWjWKs~p!{{S)(7ePhhVM&50R&pEdhGkc1O?)%9PgKZSRw+59ki96U%b>8ZD$cZH_h{q9m&`b&~x#> z25p^oHr4+AvJk^uO1J}H=R<&8yOY)`^t#plGe(9F3vv)ZO?ABI4XifaSwdCUTfsnZ zVOJp$Co@^7M7&|DUr%OD5T>@j);%dB?--I%$2jcW56`@*L0?z{X{paw#vl{X$T$ws zNc2xQBL~+Gvx3BR`N%jSd29N>7e_ovl*;Y4I3QiG4|fp4lR`Y?Y<2aB8mDW5q6lir z{{R^xpv3bsX7rvDoaEqo=Mt)c#li)?)cM7oi__;D6Iay?7T|Ns-fbBNOmNsrt&bQ7 z#w?bKGtL(_^59DDr*nC-9jxNurt)w)xJ-MWc$^Nyu15v|9Jq2u2Ur^wr5r#Q}H`NxDX?v9?dOP?R0 z2b+BF@ss9=pAQ*28q01U8K_wKlPP6$d+6-P+rfiLH=K`hVIn->?CQ*oyoK50{{S!x z0BY&Qx8nYA2x$WIQ@^``bwTapJ?KE^1+9_3JYWMs6&g3<(aCW}R4b__@}-2tKnYvK zj~EO4qYyOO!gKSA7&h3nc;EfTZz;!lckS?>SSKxprTkO zKkEbuV9CyCDld>myUAP&Omlb<=fzI z66V zM6kQ0XN*-lw%pSgtxmEH_Ra2LfZgc1u}YqOVWsbf3O|-nLi%{X*#NSb*b=&j?+q74 zvhZK~=QV+p9#1NRF~i}7n~xyGtB_Q;PO^pdh(U=MVhT&nG?cS@ILMUU#1(NW@M8rI zg5}dt9~VqCAQeS*>ov=)A_OU~IKcpd=yCLrYGG<5Z@girPX}3~fp!M&O%maF0}EG3 zar1A^IFKPAYfb1heq0`^gY}v_@mJ>!3v`b%NO~{cIV5?zgTwTO8$!E3_joup3J!ko z02^#P;umPQOWqr^m(~D7Zy1Kk^D&z=9PQo|5U)kWfF|psg-|Coa6>|S$=5!PvadNf zI`xDBRXWX#9|U~jxDg#0r2}L4o1xjg;BJV?qb*(d36OF07UBXZN^6V(t?mM131v&< zF(GKUPVlQ(rQwb)?wuzX(BX9(j?~!-FwjzxJLOcwzuE-LDO?iK-gdDruX03#@0d}7n`q4xd%065!P z`pcsT>JK?m%NVcLZ=)$+9NAFb%Ioh73V4md6bSU-h@f73#RpIh9b+q1DIN@Djci%o zB7AtnTh=cIKCxd=Gekiwtv49xFO)V7CX5D zQ2gfQ9&rNWOt=EXd((lQ_Z%DN9f&0b7(Bn!%~D=H?0kWe`u{aMND+y`2A%ltV@jh|-H}L^^>u)}>SON+HXq~!u>paN-Hah+1DTV18e|Hp1 zNv2{Jy60MP;x}SU3c6((cbi28X+QT9Vxhr2;D{g{JpTaG6aa~-lZR~~JYX$rJA23w z<>kEKrAf-pFhTe_MZ;*Tu{WCpUblikHSlXFlwsx0%c;g!h1uQ}s?{TNfPd-AR-*N2 zWjG?zh5;*4&y0b|ynFuu%m_nWO=Z}MEnEr^dWK%44t6M%i+~{T-~M1#vOVBh0vyAa z6eALOm>{m7W+uV#_FygKljVlp5bozT`Xg3#H$t0@ujNjXkK<5w?3pb?V;tfav7{9D(z;?LY3X8Se$JpU@a(xhJO=qkg z^@N&9u`pXLJ}_k|PO$Ekcdlj_A8#KxHnNKE)>%hTl`gD3Vor;psd3m}SV0DC5u=QI zc*{X;{a_M27*4Z6uCk5BYYCX%qmKZzr}SfP@<5@!?|a8mfhTHld)GN}*i;jDd&UJ` zo{Z4N{ur)xo#)Hs%eba(c8m4iLb1C6L|LvdSlYCS;CAic;l|d4e1d+k)TpPU{j4`o z+swJpx1$77HCK7S67fHHCh6UF=OC44Z;4g z;v>sn-fT7(qxFC!?(`h~a6zs2_mqw)spB}ClnLw30{Oee80C9^jN}zEwki_L3f+!Q zxG;bYI9Y%)51CtYt4I%yGz0<8~U~)kP*!klN0m@gMWAof~L(UW_NN4gc2#})6H(uR! zhs0?O{{SQ7-_A_{l<@p!mot^iZoWJ=Oae3w7xRY27lXzd8n;s-Q4LguPKuoQ&Tt6E zmJ0MW&I0y3m_pv)q_zc__)vUPm?;wY&)Iv)Q3 z1AxusIm9;?03_cTOm^fLkExQ=dDIwO8}WqZ>!8Ys%_E6PBruu^&2I~mEGLbh-ZVxl zW%rOWRnj}kpC>%xO`}0@s*~HCu#_gs6nt&_$BqOWTYp$R7(&wVFIbj?_X&A^W-4@I zd4JG3K!)LW#sih3c-|oU38xZ=MDX#Jp?~L$rx9X#)@dp?zP|8)*i`Cg2-7v|4Tn1y zIHd!^I>iNn8@ssxS_h7@08j&3?ZFyF5L+-qj(E6A6E)88v~+ECtcU`ppIM}i=JJ$z zHzrY%UMKf}5Pxh=rw@*^VnRGOmktmUaWGNP-Z;Ss1q?Ovw<|*9!4I5)5IyU7pqg^H@I_Di&H!}ISIe3XJ@R0sJDCYo z-nGUO+L|0NKb++i93;6y(epPwWK~z!8OVcy!>;lm!_e2!oT#c1zc(xkWGa3ymOHn&A4ufNL)gl);HhR*tyIUdZ>n zu}pAA=UM0;GUyokIJ0K)MaR^8$|Uc+tOEy=7jGb!g~qZ`CiHM{7R_StDrv%1Xq&|0 zi{l5SE$b!7f#!03;CS|y^u%uw!$Kr9c5&Qsx&|WbE{u|)SG33U=PE5SQ}dDq4lxy4 zCMaDLdco$F?K{Mz3F{dsOVb;x9=&1&5vHB@l%(#j6D3AD7jq}YSD!hjLfvM7ClEio zhy`%odBGB+txnABUB9CdKu1mQAdNv5zOm6I%?J}qGA6E$IQ?Lh)_E8t<9B$NP(jzc zm2U^plm7sj4LQB{kgb}?+=7bW5jYidBUPUl}1M(HO?M|HP4(QN}ld&)7f)q zMy0bFQjl%^;tydtE_4o`oPf*LNq5*?>00*3A+ak87zOcK*d z_izMT-^TDO9EXYq0@9Nj7^2(pKUqR(9sFe)gyP{Io>okt9>(>6L1@&N6sEgyM5!K3 zD1m%T*jJ??yc*3gesMM+3F75(#@3ktAlFD>p{;HhSOB`Cnph_P0C{2-UM4|fqgkla zNqy#^UN(PN0;9YV5XHKa2B|>Mck_S&ls@@q%aMb4+ZjP=!4Ic(Ec2Ff#vnv#%cV~>MFAY<<#t`BTXGbGKQ`XbV zgd>fNEu3=q!{}7d)A-4Qpq|(rLvGGtla#M42CJ+IVof>&3Bfk@u-0L;r!wf zS*^IPxW)lmzA!h)hx@@>{N28>RVT0* zCzva(b($&_8H-&3=eH5c3h95=BD)>!gjrsC-c?;ihZV%CHa>9%kfz5Gz)^{WoG;=` zS`SU*7AMnQF+tGjeKL?ry=1pYy4J2rn%U!*#s*l{pd4j*GH(Qvl0iITL8#wuJOvg@ zhk?ngQ0X|lk28|=m`!k?A?~P;}4b1GCa%Bpp z+>Y@oI~hG<6)w5&2GK_OCT;0Y27LaG8B^tK$QwV-Tpekpn#v7aUn^h1f(YzEzyb#8 zW-y2fYghnyd}WCYqqp&lFi6jc!zR+u^q-Mhl7rpHZL zo5CA;eN0`QNdxx!4lh8HYLPhsJD9RXi4^0nAH$SEUH9kSCtA67R=#jHp0KSGDGWYS z4PXXO4p4vgz|aE8-VDSMS;kH4Mb$a`xw`ssc2q-G7`dDI!q_3O%}}aNJMoJxUys&6 zZJAYrQRF1R7A1k3*lYAZ(}7n*u3RFJZk~RzM$W}`ZgIb;cbYlGF15VbP_DbeRSz&f zoZy>$V@SvbUMpO!m=z8?MIM``WE?B9hdHXUYli@zZ#bhudkjY%9J!{Tbp0h%2?~m40foY_{PHFJh#v)Im zyBq`_2Q&D}5o5&O3B-=ef&~vGmgObg{{XtgQFKD_caY&iC!_B;(#I(YY98 zAw=mo!qdZX7$B-c#s>rwQ~v;SK^@C#;0dO5U}~J;zX*FSEa?ts8M`i!?IG{1o7t7W zkLL!o0Zgxqnnt~xS=Z+aI-*%#aEQw+@#h7{s<;s+fRpwy^D<)XKX0sCXobD}X0R~a zyUlaX5{JH=ow4g_fEw_=PxfVlLrmuo+4VK>CMhFwN`38-q!hgT0fflKH1bn}7NBO? zD24+P84wBx)t#@M1T-paXsza-TYyUlX%2#4jd@(1E!mac3Jg*33?M?nS&XC0#wy!Ba@r!z7$8|pB<#YNTAMJKz#{ghHnOGr z%BTk(vyL~t%^6(nH)R|~&{u(-XM#RUhXWI!$8>Zb_s%Io%@Mt1X;pt1%h@5EK@)R~ zE!47KSfCUU^M;3R7ra~OePA%J#LXHT-Rl(Cx>;s2E8q!{Kud*M2jd-YUh(1tSku+Tn9z${_qm=`16W|-0xWGkEw&hHt|mKM}_z%@a%dnAXlb(wh63hZ=9u9 zT9=uM3i78D5-v$#sC{j-Yse884pezP-uB&WLf70r>-#| zDGi4HGS<97=Xnpe%0l4eh;-v(itA^1im0){CQ;uzn1Kr@@rWoBrQY&8dM+4Hdy^t4 zbpv-cb=B95B#y7|2Wg|h##kL5icA2ZRroR>L~eF(ubhZejh78Bjs0clCm6v<=bkYg zB5}WXflWOZSwUsi-W;ZwPgsRTx&y{q5<|K$2V&Fz0Jwk%>e0rAkeju~<#v`}s`L*% z;A);*J>eAxMczR~Rp`V93Ina-C@7EC2&oIdc@!evvcrCyXQz@rauH{u;SI9$yc4vK z89-RR@CKpyy$XLhdBSp-ZfDyI1_w{PmO)9ZR8eqE+16_Ux)b@%0xPOttR)mq zXEPe>mwfzS`wsl(yVv7)491*62)9bm0z5c+@xbrDd1O=5!GHnz8_15=nBx~T=JtQQ zPs$Z>lhPPmu#h%5!j$l1bVc1bbN>K}a)g^~%j^@37Ao)dKkk`--=Lj#E zhip8=*iLc4HhFO5!fV!OAR>PmW?5nfoY`3^!VrO7bQ|BSbD|Bcos3b2u&TS(G#UmF z0yB$=NPT$4dQl8T07WK2LiRo|_zrK`e<_3r1m^RK>ztiKAgo7^46dIS1RE2Zc4a}l zYeTF^;+EVj(fJ(fh$n*zVi_Af|)HRYzyDtO=nI z>foXy3F`n*WH`OxF1Oq;hS0o>m^X`%*C(9R0C495qK3LM8UPnwaB0#n;}c--;$Uil z;`KdbJpp>c7hL;rmtc7ljDiQbaMGN4-Vs6aX)>i{K5zgv(7obRpqsOK6@eZzpa)kX z0afkE+(Pk$>a(@UXd$jK+70I`R?X`c{JQX_{{T#20B_CSY*b!&z}T?s1tnf^37~YI zezDWj1+2Tb8);d==)@@;T{1yy9lr3>d)37mA<%J~_>z%z~R7+avP<~h1at*0oBJf?*yj_0Kpgj zn6X4whG5V@SZgAQC7RwfS`p*>#q@lmzs7Ew1CC}vh=Z+}M6zya);7~wp*YQU1-o;w zAwcOdBPwEK=X&_W6`MNZWmOrYShqo5KjVz8l?4_UsA$&)0a_iW{murE4Hox~ghM!U zL5lf1!t4mW`N9YtZXM#75jepXMG@OKl&M{{ug(d8jU#|0?ff}89gWWOmfR8?=7Cv0 zup6hP;{#x)=Qbz~)!@g=OMT){6%Tlj8%9oMRbWTQd0HU69ps8t&BI~)$eLHq8YPj= z)B7=WL#wX5V?c_%IQx1{`M|K%(p>Nrr%#L_XJ9(G>|`i;on=9}r(W_56tZFwX+suB z2Gg03Uf*cx&N~+NjSnE^n}*ikX7&F7n4}8rUwDLD#d4H@>B6m$(})Ef>8o&xNLXc2 zqWbF<*j8A*U_hX8iY=~buP1ITX656j7g(h#{epa-tdWVG@HsQzX5`ZO7PyXP*7g{WC8Is=Z+VR*;XsBwo#G7&8ejXI3Lfjp#Kdwr(+%Vn@2GyP<8_A*SmF)BJLeG82tIO?7Z-oL8_dAruDo2W zDq(1V{Em93oYZL-eEZ)y0XDa0zZfXgjy9OM4=HxJ9Q%uqBa%NksVX|(PF4s(i*+!H z5Jr*XC&TZO10GdX7iMx^ZnxNM?6LZ3mqxFW|gy8zG`1tv@M%suNcM{ z-Zo-eypA&8faAU~A;@_D0G@Cfa5{z-PU$g-kl(|A1F<)79$T8hE9N+bW}ff|e7yL| z7wTaz8C&Sz=%0*kg?gQ22SLo3?c3c~_`xF`^{w1mpsA#L#AFlWmO0tb&b{Cc$JaOo zkWv-v09mk-;02*s>jqkE(0IjAp6`s<3;zJ-RCdms>=%k;P;hk3m`#MuUSi2Te(E{bNUZ;r4- zmtfv<0FJrJfUfob0Js2{?LFkxNq0ivqOdv>nTP|xvy6gnj|Q{455BNO67rZ6vacE9 zvEeWpHC^u&VZ1s)`8J<8e+NN1SSYje^|g9yGNXqa35K+ z8m--5{KR#1nmDcxNb@m-q!Z2{Et=kL$D`*y$Gzd-kaq6^^dq<46kq4wMu6PFa*6YR z*gSRP1C3X5AM?E8UZ;zCxEqDEFE}eWuYp4x zXitLw09dmm0hAWrX?~Vnk!B?6!eb91aD`VxG)DGoG^+#~{NFr@A&jzdk^b__Q%J}6fJYG)+>qiXo-!J6BVE9Ey*S3Yt}39}lD@HsR+**HM(cP? z60^u$00He@6@6A>$N*D%z%gQ)$yP^p<~0UR>$CV6-UMQs2C8|$K8~|O0D6vamg-y} zLdHviGZ39OaW?oVyk3Zf;Twl>3D=#^u0FEL_yK~%2%Gd`4*)3t0P_UcZDCyE5`MbH zL>_mA1yFGFgGLR!X5vQTN)6VGWKcCFw8xME=XeO9mD80+aof&3mT7J}51}$GmbusW zinO8E-ZBGsz~w1cV(Fz=xurCB&JrM;bF4hg;yrw~Gy&uz#sY9w>E|27Z!^4PXU6%! z&{NNP#c05I&DPJ(aNJsTfeU-oF~9na;&|rvI)raTRNt~NQdI8m~y7ANJ8D>RTT~Qr4Lme;K5CuR} zC0=l(MwO=XOo*#6eN$HfoOf1RIb-0FIa%CLxX zfN4Re8LTs50wVb>-;6L-rO5n204iJp+MpF+7!SHsiUDljmoxzrGhX4kDq3q16;P(W zKi@46OJZ(@y}Z2gQ*qWXMi6W*G_r+*i%gv`2>CaJ)IKpq^6M@VV_32tC|MHQ`jba@qn{^fJWn4!cn4(NYWlb zf1Es)4#p`7W~kMbxn-~Nxb2HNK-ZdNER_RjLDQXOudWMpv2PI!7_OWWCaUdTxW&Hw z_$X9!U%JJ`Lrzr+a4tY2qyGRbVTXw7R+A6$yZ-?Ngr#6XaP8G=`);+PClj0KpR=5ePyx z_Z{#24Z8wJcJOB-WdoyE^N&}I)Ys*W8t0I=EXQ6mwL$BghO#-?{{Yh-wV}hQ@AHi6 zR!>^Rhg+O&tMQ9$oV@1ZH(g~%4A|wX=){~7OhMVay0tGZS*16tuNVocCY&VF!}R^k z(k_!t;FHV8qZE5I{{ZG!%b%<@upTaLAvodJ?-G!nK&yk~=?vN$8g40FdoaBNqSsIU z;XBZ89Yp?dEhMsYfI2rH7#EW-9x?|;Y52rZ81T(%0p}LhX{})*+K!HLB!HY8VBaT% z#sgMzI4aEI1(+lZNq8}eXg9YwU8TOipPZVZ`&?#tsmFOICU?A{(l6F-O)UG*&|&fi z%l;vO{DFMa`~?31;CSHUIi@=Q0F1pB;8yp6nLosbCk-pcbWsq;^WnO?XwgSvGYJNW zJ{oYWE9?Bm7~?5M1IE!v`nb@P!aVZGY~U0|#d5Oh&^R7UN)~^Fds+%0Dz`W)K*k!_`h}k03Yocn7d6Fpw=2V zyyZ1Z?a1s}+u)V8; zFK)6pQ~AJ+49);=jD!x&^N$SY-X#wS#K1mVT}&s)0r%%Aozb14a1NbLF;wS7%R(4U zXD9Mv+~T|#$sCe4{bDIsCr(pEkDnOgQk@tp0ekU`SyENVL=S@-2b25GB?2;okng7@ zQ%t`&8h~k~=L8p#ns1i}A**tP2=cg42gTy$5-;17&>HSwfZ6Rk!qIeZI6>oEacsS& z+;jp)*8&AQyTqosbf%nuX49FUVY&JYh%d{fFSpje5J9ex_@QD$9PQStg4TkldBa`8lk5~$Vh>Sx?GWad$1I4=UZSDU6F@{dVz$8>c zxl1`SP0^oCRNV@0gD7BXaFDH{6cW1}IL3+8i1^w*JQy~U3wdU5p{`1P0)MPE9sdAl zs2UuB<4RTnI4W<}IWG$agX~1X=IIad1|k8LCpc|Nt12L>3Qkuavfscysm?es!ovH+ zf4yk&CXfl`ilX?6p!H^u_O9Jrz(1@5H4jTNPChf~JK0ui?+7=big zqN*v*DS~OooR#E!Ua}8ktgT4iX&7>x%!x(V`7?f7chjG&O`6`Pj7v*(#K2fY+b~oI zm%Mx54bM0UruFlTSb+|42%%@3BZdu(HXA9ua^(tnPn_J~FL`2+;4T#bb3u8;p+Wm` zy%g7Zp=+~4{;={_lKAn6l)oL~DP3Sg1@2b^d*9Kl01&TuMy*`CYiAZ>?~m35gf-#u zmgzOtHAFLvPQenIpEyl6duaavtP8EvpPSX{`)tT+*zA!XUEb)PKVm3L% zbC@s#j2ARFd2rMn_d_R+!&)vFuM!iiIur!QO;|n#{{Z(ALBojv{Nk&id&;ouNtO}( zW7}RlVX6T<`Ev3&Y|WUPU3tMbY~EBP;9n?y@#gl$ZG?44HL;gj38&$~4RpGgg=}}L z&PhNQSP_aIFc9XPcw`Xp&ls+VPTl2%TheP3AZcy6Tp@jNgF)+clofgj#sF1e)Bga> z=_0#t8L$R!I?Kk(?_U@i)`u^g3wIu{I(=_CE9J?MUGi}9U}y!hWK>oeL``*agM#(G zvEXPnYYkJSxa3KKX1fLpj|7%P{0TrUi51$1ZWs6nDvB0S<2J&Rnl=cm(g5xHiew-LYTwwhppw>!;t&BcLrhfTQIogy9qi5U6B$uQEB z5nXAoIG%A-Hk_4!X}2PF9oYmMU=ERW!aOD5v<$rC;~^BycSwN&tu+&#Gf_&b+K&%NJe;Vl%8v86{A5o(A5;da0`B03PG})H zn27=L;iC_F(F*xGq*#(W#bE<3XjYJ5bpDmvnlU825UU;jD~>J!K(EG72FyJQJmn*!6yEmt zghiiI5|G!72bh)g;pyb2xy2ig)?@sb28npqDQZ0#=4lVCPDcE=18}iI0*wNpzSAvM zZ{8ZEs!4zis`O_4!BX{Fa_c+wIj9*4ssHs>QqZu7*_7_f-Ld^aQnPmz=ga-*Cw5-B-*&5&1}LU{SfI01BH8p7;LkP-#-p8oKao?9_Q zR398IRl&X0_Vi%U zLPOs8JsDahHGt3vc46>60oD!h79tg_P$~10t_Zw1!aMBAzSme(rpy8ri8smKRIRbZ z=~_T~#7Ktcr`N_b50)uJ+X#tW4ltpk<$?yr`7pIQ3A}GakY6~Gc6jrH9$wmJ+U50x zzOB4XFXm-hKRU#>f^wMZ6;3^3SQdO^jqCUwFOTw#T(euCM?g9RN{P_MdeKK22B1$$ z@WJ_dPAv(iPyp~S5Mz=A3*L%SLhNw$4{59ZSA3aYIbFc6{Xo{(Z4N;JF@-FGi1$@E z3DiIHG}sOuxxpgDuKYLw@ZJZUrA9T$-bi$u7z!SN-U`q?S91hZBQ$Rif&<&E@RM7@ zvI20O;?!^L=LCC?-fS7P4sdBEh2MB8#h-&bg80B_0oJ$12tujzfiCoZGIc}!;O>YG zH;#iT)_Ec`4GR#^+*I~^#P|md=NM2Db9utHmT{EXhu$|i`ofiW;%340?7_u#Ua>2i z;lBR>)?7l#+2XQ2yZgZurnT9Bj10)|+pJ37bXMR1!_K}~S(9XsJK*mGIu~vcF#JdU znE`+R)WTaUI4*E{<<0;t^Op2Oj9KNf-;c&0LzO>FX4mQK)(uE0#F@E?MVHb8{{Wsc z#Ow{fKLddN?mq{PCx75rpj6>HGP?t!xxJ`3)F#6bLU)ci`o!Qw&K4dpsneT=5-7iT zCJF5Q<$@>!3`W8p{{Z6{3J6~pSst6

eQcJUYMxc*bI2>B}V7oVu~ItOPaKz@#2= z&}n+juFKX`ce%)HaMlrzuAk38c~?NZT&n48lWrD35%QP{y$gv0<0GAjm?24^8t`Bj z{fJsIH^P`tBY)O?1>+G^=u;hlZhtvj*7W$zk@NZ6jX*C4J7Dns@zZBtyed)?b9`Ya zlV@IT8?(vy!iKN{V<*Op2XrSHPA2bOu+T-~;14JI$Po>j*Q|)-z|nkl_lP{H-fc)z z)*6(m#|#199G^#=8$K|Da0Zg`fu-$#)(A%pJ1&N}_8xrT8ct&fk?8)jpz}GwYsGNU z+Bv5fvSG&k<(m=UyoN;B2F;@}>xfIs2Bd)C9M=S02hJ|sR{pYI$Jt*W2aj%7(esI2 zoel*9-f3R1?*ON~BAWI4#U;4T_;SDqR(#<>HAT>Q6AgJ-Sq~|E;}y~&>L2d}vq>fb zTn=t7HQ^LMo0tzoKc;kHj&yTsV&wSE!1T;=s93+eYBH7l*@|S{;%-q72!r$(7SA}5 zZxZQqh&#EU0lYz-%y!X1Tn>HU6?22={_}Lbp@C^c=XF1i;{Yl1I?X=E9RWMp>p%b5 Dhi498 literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/tutorial.tex b/notes/03_kernel-pca/tutorial.tex index d4a0340..cc633ff 100644 --- a/notes/03_kernel-pca/tutorial.tex +++ b/notes/03_kernel-pca/tutorial.tex @@ -62,7 +62,39 @@ \newpage \mode -\input{./1_kernel-pca} +\input{./0_recap} +\mode* + +\clearpage + + +\mode +\input{./1_nonlin} +\mode* + +\clearpage + + +\mode +\input{./2_trick} +\mode* + +\clearpage + +\mode +\input{./3_kpca} +\mode* + +\clearpage + +\mode +\input{./4_centering} +\mode* + +\clearpage + +\mode +\input{./5_apply} \mode* \clearpage From 5ff348e16dee5b85858101d04a90dc544a6114c0 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Wed, 15 Apr 2020 23:11:34 +0200 Subject: [PATCH 04/16] nonlin --- notes/03_kernel-pca/0_recap.tex | 17 +++- notes/03_kernel-pca/1_nonlin.tex | 76 ++++++++++++++---- .../03_kernel-pca/img/meme_candononlinpca.jpg | Bin 0 -> 52063 bytes notes/03_kernel-pca/img/monomials.pdf | Bin 0 -> 26713 bytes notes/03_kernel-pca/img/scatter.pdf | Bin 0 -> 17502 bytes 5 files changed, 78 insertions(+), 15 deletions(-) create mode 100644 notes/03_kernel-pca/img/meme_candononlinpca.jpg create mode 100644 notes/03_kernel-pca/img/monomials.pdf create mode 100644 notes/03_kernel-pca/img/scatter.pdf diff --git a/notes/03_kernel-pca/0_recap.tex b/notes/03_kernel-pca/0_recap.tex index bbb18fa..46580fc 100644 --- a/notes/03_kernel-pca/0_recap.tex +++ b/notes/03_kernel-pca/0_recap.tex @@ -17,11 +17,26 @@ \section{linear PCA: Recap} \pause \item Eigenvalue problem: $\vec C\,\vec e = \lambda \vec e$ -\item \underline{limited to linear correlations} +\item limited to \underline{linear} correlations \end{itemize} + +\begin{center} + \includegraphics[width=0.5\textwidth]{img/scatter}% + \captionof{figure}{linear vs. non-linear correlations} +\end{center} + Kernel PCA for finding non-linear features.\\ + +\end{frame} + +\begin{frame}\frametitle{What is Kernel PCA about?} + Don't panic! Kernel PCA is essentially standard linear PCA applied to a non-linearly transformed version of the data. +\begin{center} + \includegraphics[width=0.3\textwidth]{img/koffer}% +\end{center} + \end{frame} diff --git a/notes/03_kernel-pca/1_nonlin.tex b/notes/03_kernel-pca/1_nonlin.tex index 4819165..2028970 100644 --- a/notes/03_kernel-pca/1_nonlin.tex +++ b/notes/03_kernel-pca/1_nonlin.tex @@ -1,16 +1,22 @@ \section{Non-linear transformations} -We use $N$ to denote the dimensionality of our input space and $p$ to denote the number of observations.\\ +\begin{frame}\frametitle{\secname} + +\only<1>{ +\notesonly{We use $N$ to denote the dimensionality of our input space and $p$ to denote the number of observations.\\} Let $\vec x^{(\alpha)} \in \R^N$ and $\alpha = 1, \ldots, p$. -The following mapping describes the non-linear transformation of each observation: -$$ +\notesonly{The following} mapping\notesonly{ describes the non-linear transformation of each observation}: +\svspace{-3mm} +\begin{equation} \vec{\phi}: \vec{x} \mapsto \vec{\phi}_{(\vec{x})} -$$ +\end{equation} -An example of such a transformation - 2\textsuperscript{nd}-order monomials: -$$ +} +\only<1->{ +\notesonly{An e}\slidesonly{E}xample\notesonly{ of such a transformation }- 2\textsuperscript{nd}-order monomials: +\begin{equation} \vec{\phi}_{(\vec{x})} = ( 1, \; \mathrm{x}_1, \; @@ -25,18 +31,60 @@ \section{Non-linear transformations} \mathrm{x}_3^2, \; \ldots, \; \mathrm{x}_N^2 )^\top -$$ +\end{equation} -We actually don't need to define this transformation. -All we need to know is that the dimensionality of $\vec{\phi}_{(\vec{x})}$ can be larger than $N$, possibly infinitely large.\\ +\svspace{-5mm} +\begin{center} +\only<2>{ + \includegraphics[width=0.87\textwidth]{img/monomials}% + } + \only<3>{ + \slidesonly{ + \includegraphics[width=0.7\textwidth]{img/mem_candononlinpca}% + } + } + \mode

{ + \captionof{figure}{Monomials for 2-d input} + } +\end{center} +} +\only<2->{ +\svspace{-5mm} +We could perform PCA on the transformed data $\vec \phi_{(\vec x)}$.\\ +\notesonly{The reasoning behind this is that } +non-linear correlations between variables in $\vec x$ could be linear between variables in $\vec \phi_{(\vec x)}$. -\underline{The purpose of non-linear transformations:} - -Two or more components in the original $\vec x$ (e.g. $x_1$, $x_2$) could have non-linear correlations (e.g. plotting those two components reveals a parabola). +\notesonly{ +This is the \undrline{purpose} of the non-linear transformaiton. That, two or more components in the original $\vec x$ (e.g. $x_1$, $x_2$) could have non-linear correlations (e.g. plotting those two components reveals a parabola). Expanding the dimensionality of $\vec x$ through the above mapping introduces new dimensions in which correlations between the components in $\vec \phi_{(\vec x)}$ become \emph{linear}. +} +} + +\end{frame} + +\begin{frame}\frametitle{\secname} + +\pause +\notesonly{However,} we might not know how to define $\vec \phi_{(\vec x)}$. + +\pause + +\svspace{5mm} + \textbf{Caveat}:\\ Directly applying this transformation on a single observation is not applicable. -We might never find a transformation that causes all non-linear correlations within $\vec x$ to become linear. +We might never find a transformation that causes all non-linear correlations within $\vec x$ to become linear.\\ + +\pause + +\svspace{5mm} + +\slidesonly{Even better:}\\ + +We actually don't need to define this transformation. +All we need to know is that the dimensionality of $\vec{\phi}_{(\vec{x})}$ can be larger than $N$, possibly infinitely large.\\ + +We turn to the ``kernel trick'' to solve this problem and avoid an epxlicit definition for the non-linear transformation. -We turn to the ``kernel trick'' to solve this problem. +\end{frame} diff --git a/notes/03_kernel-pca/img/meme_candononlinpca.jpg b/notes/03_kernel-pca/img/meme_candononlinpca.jpg new file mode 100644 index 0000000000000000000000000000000000000000..f84b46c389043ec6bf3b2623a5f2adb04def113c GIT binary patch literal 52063 zcmb4qWk4Luwl2Xf1b26LcXxLuxXYlygS)#0cXx*n+}+)s1b4VY_CD|2`}2MDbXRwE zSA9!rQM0P&ed&D*1W{UCN*v_VClHWNz(0`pRS*#nFwhTt?7@HlhXnrsG$bShBn&hx zEDSUZ3@rQ?cvv_DI2f4ENS_hDAR;0m!onk?AS0px%ZMM1eEN723>+HxAR-(L9PsM@ zC*FU7AVGh!0<8u6L<|Co^a%{<(|aEX9*`$E*azMJ02JgC7!)`pGz1K=8s`%TD6sZ_ zRfBv21p|kGgnC~Afd>QDB7z|Tn^==pKD;rc(xVI)1-arTA#s4>5Va=>w517D0B+RK zBchB>4pDm!P|VQVqgA*ZRDhG!lg9n))7S>}losggmvwdI&6ih$Re1$X8cXrP{uvH( za|oAX5|{A$we+QpZtjZJHIlY&rSc971=rDuMf1-=me0w0AOmqYl4D_oX2LUYAf|@D zW@?0I2q9TPW@^OuwqQl)s5ML&Xedx*X~QJb9UTKOC_Xtlm=g0QDs-Lu$yzOKlWjD~VyVjZ@Hcr3DE3U%#nw5*Iws`|_cM}8ig`!_} zDa@E$0;5r~u_Xb4uNVq8gicqTqgIDbcZEhhBCj*-| zNFwHl`zf`C#FD#C=q3+;A&blbLJR;)_@2-L*M`~3ET^Fm{LNQ?V5O1s{w@?yl9<25C_4V){`6u$Z9p5GZi zpe!;QY+-JCe{+64c*3CmJdgbF5(DwEh952-a4EaN*B3W+Gt8lUz( zj?q*X0xXJB@6Hb7U$dk+MRfXt^BR)B z*Mz1kwS^c>+sNZW5GRPRO7quItR^sZ{hvk_vfw|#<-l!8n91Y(*<&?fMd59Z z<6uRj!HJ~^vtlI$jU7cp`bU`n0}<Y2hidHr_fJidu zvHB<^r7jw#-i?~X7B8mLYjycJ+qdfL^0m(SWwpf>{)ks%^4dDx^vnDdukBl`a$>ti z2$vOphy**7ZolJB7g3^vWvJ;Vab}R7NI|3sqrRW;mi}2Fv8gj|$mE1>qQMlBPDW7V zq$v4cC=L&&M>zC&e>A;HR0qXdO4!be#cg_qKyT`L-zUT$S}eAPRIfZZFxW2e_D+r7 z&^^Ar9$3dsE3vK|QXB={mOJTXm);z#E7*BGPI0eGExvZSEDi9|ZOyO{TOx`_Nx?eL zL`#?&PkI+Ms$J_dxUh7=oFux>`SAjsg4Z54fd4cir$l5D z^b73|OQn@0!4hkk&WQ}`$&6*<@h3fUGlwD~jp_>)Cr^`v^gnouyFRZzlw3xgQLJzO1m%Wup=~yab?X{t z1h8jN$h~1mcshaUr&ljB$uLQSVPTilmYkx3+&af6SCR7CyY}9Mo4Zn$mLlD*^@iBL zDA=(_Bsx4smC)8@rR%EbA`}7JAVKFDsZ(z*8R(@4S{8?}UPd zf-7N6IQu|wtO4T6csxu$LE$R2`5YYA<&IEcOPu#LYUT^hy1T?-Ovom#)Nzd`+cjMy zjc~Qp^AE~pixV7tq04ndBkXfC0JceA0(tClT3`@krc?}S&A8Wo&*abB7nAsS`3XF! zsYJBLgSPLaoWG;FNHCeegy~64QenUdmlR_Yn7%L9iuxgSn2=_XO7&!MQpkspJBJ3w zijzVbIoK0Q?jCquoJ7mr=x$57IJQah+;p{s84+L zA(yfYUv{Y$W;jMrXEzU72N_}0K^!67F*av3GFuLVS8DJh-I4sE^tfNSJReiPPntAe zY>rUZ*;-!sQmu}d$aoaa^_>XDU)0Em3B!z8HeL4TPCQoFcV&@bVI{o&B}qxqEkV19 zctTPnxX20SFseQPY0r2`b$LpoXlFH6yt34CZ+(@#^)Ug)EQk4_<}r6fJTbkrlt#tN z(G%Zw$edXi*;=7?qlU0)%2#;5orVDvR`X~q5v&~qS*s;%MHO^%(ljcBoioz8uJp&Z z7NWbg#Q1di35-Pzuan=|T+??X$^7IGzZ6A9XuwIB#X0v_m@){Zj2q4{PXM^oX1LU< zR0g{Jpwrx&0edG}&!<`8vg z-8Y<=!0hOTk+$!EH$C}dG(By#K8e(i)X#23rsoy;re(60SHnz@@ZboEko4CU!Wc|y zC}W>kJ(AgwrnsaEiXVKYK4qp9_}62sK~fRe!(<-LC;NMT{r9p4 zL+bOWbvv-5Ii)-|s3!*3%9A7G>v&>(y>6b+cJ33lE%7~`vE^lsU)4OBqxmg%9Skb9 zJUfQ@C5$kC$HChW7>}Vb6uxCMx?sREMaEqf;;M)ZHxV-SI~!dtT7QqUVUOaHDzxLZ zUdbyDN||~%UYN$HKI3z0d(3(V;l_}0dIxc0h&{F~d@@ce9JQYoEUw(lcAK-}rX`Qm zVZ)3Tj}#V9?dHbV%MY#7qlRoIz>{%S{hi506?EM0h1c7s+w1+OFUNm4 z0FN1b&<7D?mZ78peB;>Ax<@2VQ{NKuTicIy6YJYaOm%k`mkYOfP*~|k<~gzw7jX9{ z-$8_5>=i=%2W#CKW}UndR=0Ri=sH6&>%QSXMt&`%?4wP}!$OV}UK@uV%F00;(mcYf zmC}mWoJ66lm8T)Cl_po(L6xoV5fy~@sjl=b3;H`berOp%Z3l-Uc}G@r#u2=aA0n4Zl03)lu}3p59g#pyh6Ks zS7t|Jx7+SUv{EGChzTikOweRV)Rd&!ZDAT80`5oZ(`5Y7X?b)zSkDtir1AAS6*f^E zjUWp%4yINt=Q#->U`1SbP>{l3U4iY-2pnTg_!rh1d2+y4RE#_ycflKl2~MoT?*Oeq zecB4X?%N<2`qG?7AnF$7P-?Gr153Pj=@Pm1o)O zT>5>ftOD|H$B^W|uAZ1l{9b~C{VpH5RY@S}#1KVNWZUR>m7SxN+o^n(p4@P3FroJN zlU)blen=We{U)jn-lYVHn`!Purd=`UoUXs;)l5x>j0&po|NpEt+Xk3Z##G@bD%Icd^CDU z;2I-Tqu#RLA49-CIA}x99(hy?a9?p^x~#pj9u9`Swo2yoTjgN!)O`oJxj^$<#66tS zt-Kxtardd%j=?KZGzyBL1b~`-HG&_j?Ze_7_+^PIXSs;meB(K1AK+wwJM*V`eh75xcpHeAY4pBb4vO25BXO|zRYi#Iso<3|8M#j_i z=%rO!JS^Gtwq~nb5&5n$Jj<6&6y+5$Gz+OU)~K=%w5SV?KV@gX=;;?v+Jux( zLe*w}XPY$E-jFptYfe{6HX-gE@-mMY7IcXFK{}l*+A^;DisiLbR=>1%szXpe+{Fs# z`|HMw-trV*>m=~R*FdPgzi1Sq1)qTJmH_X%Nt54=5G9_=%`_ukJ{{DJv zTSRsn)UP->-MR6x@WUTZ*r}tw#{CC|r}^Q}yW!8ur3>1ZCk;*o^=+!=_+gbD@`0fTiS>26| z#fi9~+9s0v&`9EBXBENyBpvx#Oykg9N7^~6R!+Brzi3&;&e`lG1#+=K+v9qM|BKT6 zSm%kSu}G$~)ymc0g@o|*z-(PhCxdrmd?ugUVl7?pWmJ(g-6V5eQZkH2YMpv!;s%Ze zZ(;>X)N-~W^`Q#{MHGf-3}04k_ac8$bF1a`k!b^21-^7&Z#8+Mo7c$-W22YV?Q*RR z+U}}e;kKm$%#x4UkMwn?(_}c*Q|GKKzg%XH-#&Ss<*lyK01Y*xb5&0${i&qupv#hl ziizU8d?aa(USjk$qr(bI-@i1D^-oQTptk5S80m~+B#&(`~a5!F*U zOKAHNgzZ!mgtt!$NtoQh`Bkwld!?`>Sm3L{X{A#F9#zIHWWz)Vlw6^pFknvOldME zMMfBCbRv?&%FMa6kBnQfm60PSdpV3n5!nND>XIT9*3eJueng=v@Rsq3CjQcl?BU|% z#De4K!UX8LfFk2`Q7b~KZP0iMAu!3IaH^mA!+wmi=SaV{slf$+sT5XVo&*9M6qv^W z{{+nBe56}Gfr3MTK_VeTArhjXq7gB&qcd>`Vi2>kk&scakP9gSb1cxn+{-5j(4RmI ze#6AXJpITZ;eGuJ;|h4^wuVwruW9jOxhdq=JpZg_L5g#D+yG(%!l7U2;aTcF3*SZC zVS|$jO_lm#MfSA7IrA0iR;>)_EoiB(Rnw_eN-&gAhxV`#DbD7Q8))e)ieyq_gr+@K zx-~IR3Fd&k&V4nm__o^t@8ahd{fCi}k!b@GlKbaRJ!}*=p-U4!@TEAI&XHz}zIuCO z;iCI|*QHC>{l0fIb1qyhj;`<;Smz?I zIW)1JFZ;&Z-+l1;zhJtnU4Z;A@;|f%2HJ#ekROuvteI4h9F1*NhJMJzbz@8XTGf8C z9nzYM)uK}3oKPjE-6(-PCM_#^m4#Y0vjc1Xr&tesH>KnqWThqh)cOiuVN6@ycPFVk zuE3Wa-KB?$!qGr=R()!xO;RjnsBVTSsh^p=d4Yf6Lp}e&pyt(JH22TJrN71lnhzht z^4Zx8($HXm)bb8s!h2?4kMYTfpn4@O(s@{lX$y_W<2Q zP=p=h?9A!Rc9y5RS6>G{tZ_GOgTctLOI1bYHT7_S$$|rUs+Hx?Tq?>&* zqjcUuG;p*5ZoF#8#=@(~<3(#LtFX;v2(PUx8LMug{7rGg$AIwcp&8!{1c8@@+ZUOL zcM!;Zg?rHM#klU$7+UxbSNR7q^?uPcj7*0fO1DO|PaB=(`lX8bzkaJ}ec$)^(K%z# z@Ec!ra+L8Mq+x9%SJWV!F2Qhxtr8NqeOVJNyJtI{G z$ZuH$-%bg9|N1U)r{ovY>W@j}k6m0TX(fVZCC)14QVNea7hJ$b*h!W94ni%#4qzKW z&~H?pYXl@25IndLg^5N9ZNDluuijhbBvr})5F@)y8>f)5<) zpik|4d3$H=$8!N|@c)I|Uqi;=!n*-2$)GdC6~O<{mM*>ab5Ii#^ZH|l9VJ1gV&nQG zIalr;Huwt|EVhg%Kd9rob#}^|5hLvw9;ESE6R(017=K&_Bk(zDE!B}Tc|_Rv6`eCP zjPzWlzB>;=A3n!M)tSY-{Ad)|_MX%`NPK+#ZkN0--dE#i-n{7qcOH+E#Ad72MG~B_ zYB$@Ji}kc7hS1|nU}UP@_w)PE=08wQkmGP88kj0Le@-bwU&I|A%@oD8!SP(MlIFe) zZZRshbT{r{mQCD?qW#194#%a6r&7l1F2S!7 zg?+{l^At};KvdT`Ga^i*rdI8sK$E!;ck&rx=RCvwyjq9N_0}TIyr!DWel=W?rR&1g zNFe!#QoiGm=mvWQ>scg9hWv%KQ#0ltH^S*C`P#c0E;}_eJ@O8^ihN=>6!;fO!&XQHn(y#PJEjz2#FGusbFeMcl&vJyD}9UF|btI=m8 z_Jgc&&Ivsy*@%=K2z>Dd6N`}|e^QTK%rZ5LVVQwGW$#hM1`LPIS(Q?FO`dosOTamF zz;7@-<0s9dj>6Ka0#j8wxIYOAW>=(%mORpOj&~0~f5u0Yyy)G5*TXjTO&%|&hLtQ2 zJX~r|%b_%vGn47b#JWHpZBjZ$P042hyxe(P9e}ZfX@i$qxlpwbC~*=>hdmFn3)Ngf zHD>vn9WmSPq5a9NohA!PL}1e{-Q9t~Dg(os?u%>4z}-TcQ4FT_j0bE`<#5!#)hjPU z1Z-j@`6OB8{lX#@yEBz)v39nK2Dr^?<2 zlNoK$&I@9twcfk-67z{^!mwEaxZkkc_e@N_0{t4Og?kgLC)(E8}k)15S>uF zE%N#n6mG>g>5laQ9Qerl?B;(b7JF?LWf}3DS#>2@8q08EgRM=$ki6u?+T(+3jP&Qn z=vA4_l@99{7vgwY^6AY^OwGQpZ+)qxbZFUDtUPFTyAgPnNJ72gZz={y~l8Y zm8(*K!%v%S6z2g3hSqae4i>6YSLqG6-NCr=y^Bm=@m5>0SC)e7!BCaZ-m|wi-vWJP z1tbFe^Iz+nf9llL=bDb2#iD?Rl6UsjXk;eh_d4R6COiLp$1pZ zWOnxWWN~6JB2b4h^|z-4Qw#`7E=rxX`~7IAi5{}!{A3FdzYZcexkHlfdn3ae7L#*^ zz5-)%9DULBWyn7ERX)@-^4US^ZFJWU0R@4apsK((vJsFuQICJ&Ai4@t4PKa_`KEXjgEH@>hkkZfca3Y>9|%^;46~KYCPUU+$x;%( zwTGqCk#(`dukXX!$`U{F=o z*c5r?t)1-D?q6YIj2XQ8Ik@MPTp6|MjW1`qwqOWbw#`4e9FDyI*&V(0?^ypB?w^Bu z4QtlyI3N^5N@8Us*GY_+;{RS22VQTbeHaZwX=-TrtbjlsK~fzDV0u`t#ZoL8<}{m7 zi?@{lQ00n8I6F3W{>B1jp+D>5cXy(M{wkAaVkHl{wx|cLRIVr0 zOfi?5!F}$gP8<+?X(l+D4{1z7I5tQtRS}QHTJbmrk%ojmkj1U41oVZt*l*07p-w#M zlZMRG*BDF_V#O}4-vL7X6spYd10Uw_oYeX&2M&Bxu=oexr5?tzn~H8D=k%xIx{HBxa+PBS!JpQY`@f@B`TA|b>&8~gAgns z#k`*;CYZy2b-ARsun*G&CmfqQFbi9?G=>%V7qOEeQ{Irhh981`AOYN%goK1JksSxZ zst#Z$*sdc^t4U#4vr23bvqfgTdKbvoQ5pO*5xTE~)%jF-2U z{5pmeF+JJbG>9Waw%YmOI{$_V8(gKllc>p0>M&QR7P`1$QvD`=X+V7dTl}yHGxJBQ zf4c$}26h20K$ipd2`v26;m>54ugNfmG~hMT;5pLZx!EX+%719es`F(}p2TykAphBN zYxYw3Ge5IZSIW3@F(Lh@NsfOC8R7PB{&su|`Jdhg zOa6*&_?H5FWTd|$SzrYjkcMC)j9@abuBQS!NZ}T|6!Noyil#E~tfvG!SSWSRy@1!v zn2Dkp@~_W*C=4jb#~{LJ#Hcc{SkQy5;SiB>23AA`_W~>a-qHK7%)uWre+d6i_glb@ zJ_qj_){uSnqeS+jB{O6LwE``HF$R2?0 zSa!un?>)g3|LSi5*uY&ZPCH;RWL+PjcwHHZTP*LIu!#YWZv=$gUGS##gU*tQ<^PO8=qTA4z z*`_xbO4%J1pp?l#*4QD6tf}DVV*WozShM@022*a>P^qr&?CCIG35n{8^ZDvORs?Fy z{~xCR=o`tziM74*0ttzhc>3)y38jHGU+@0JdYecKO3Y_go%mfAv{ps9b8x6+AUHBr*2_yj zWAKU=CJ;!(>=$HUV9LOxNi@yQUnW)>)3YVp$Q5Tw6?*AW*1v;b%I0uCKCA7!nIzXN z^gj2bJd`OgRJ2ziL}3kMjYNHGYBb^9xvz{33$X{+z@k^Z(A7EAXaj7Tg~&n1)}cl0t02Eu$Ye~m z;;Ufp^$7ug?)3qz7wRq1_4u!1?NVML#j?&8;#oGBe$s;F%oHJnN9fRa_4R%-3O9pu zD&7Xp%xkl&M1|oM_Ql;8yjg3XGRxZ8os}SUvzr&Wgh0Bfs5f(5C$v8)0<3R*5bq!` z->x8J)YXM%s%U^In(($evOsxP{>X9Ofxc4*3==*4YNvcJhxJj-TZdnAInG%N@CIr`0YX;%Y-X?Ma#Wr zK#OMhtxvB7)a0iGWp_P-omhw7%tBS?37w<}I7JRWjaPWB435tca434sE6Vn;u6eSM zkOvEWW+!7I0iU|EmGsv_lu^so@3GRTQv%JYDT*NT)DHCN7u63>OlqhMYOIntU--JB zCiMh6x3Z7Rt=*2qR2ot2>q{BI@CbVOq7vo{4-n2ML!v_?Kywr*_;oL~v~+y=S-FzT z!-u>lJzP`#9fT#EsWhK$Tp&is_m|#_PkWI%F`sQKwdrJiXj8doge#!Cao-TmdNw3| z?=+lB34h&rrzQK+N3bbd&tY!*cy>1lO+vT$wvMh!w8_Z!O}=I4;`>Y(yR}vK{jIx^ zAF&>)C1rwqcw(8{V7_R?Y;JXqsLyzi*psA?kw4t$ad5dyCU|8uqiw#3B(g4qEM^F4 z|Ik$>?WjUfw&onavm@i>W@d6!(DW(68!T|eA}cjMIXVSn_EIf!zmglKYJ3Avv%JnHBy{c{xlbXQrftiO)(+{!fZ%@Q~} zci3Hd5g&C?ys6?it7W{35ZfpA@`PD%3r5xX6FTlv)*-^W!s&a8=0*rHw1^qWA~i&{ zxpm9CJ!@h)wv!~PapXdUFoDgh{M&x^VkI=oE8{?xJ=9VfxmG(#aXqi^R|zyCVWa4_ zJye&vd1NFy!v?;2xiisJdEv;{am7qXR7ML8YoVJ5)(`dOTFTi>)=m<;QwD!hg8bBv zlWNaBlGk4P%D+jD`nVJhV+>U)++x-X2<&bC!s+^&Do???^3qjFm-<}BT*y!AD<*HB zYMyY{Ur(SpQ%&){%GN#v8k|wp_cYMop=<*K6ECQZ}3K+@}oXCRQoauB8Ig zVNodEt~IMB)1ULIx$3)ckoeX_=;k4-+OD6LHBD)J%lm_B&5?CZBcsw{!|oXSHx&t+ zUi^rZZhW7Z<4#$&;s2 zdNyxDYUS!Td-n5}e>w)0smcFzsJV=2ca+lDvzL!w2Fagv7ST7O7gPD926r%Mr^psR zj>+iR8%!*=6|a$xbz5n>_)Zw@?la6myg7cZp0xLnzq%h6S2n<+*myzJpK|Is0Y?3Xq|SzD|#9mVT|HLy&!?_~P!UaB>uf zME?f!;>$jJv)@{mcdVlk5y}(tvPYY-tR4`iZzNk`o-DCgUD6X%9V}@A{4RAbAASO6 zb4(@`F)~lhR287dHlx(!)XL##lt-h=mxLl}MD)1cgNm0W6Asf7f1s zuf7U=+6br23#Tc(=%?Mybc$xzO%53jU9KLgR~k42M83A-Iz=X#E8znK9Y2nH*>CZ%aVc`*;N_vjUtbW~O-qMtD;q$}L z`=fPdhg=c95Sue$2&Eq&Iz8S=R zy~Vt)ifQvLC$%ouI0a@ez*Kg|68-6GqZ+3!!txv_zMC-(qjKDYoI}#}^7D|IenOou0C? zaQ3W{+dGqDa>XX9gpoJ8qP}x0cXRq=Isf-I^?4u<;+<7ATl;Taed}V%dTD!NNTLqW z3_wK{mh2DPdy`D7;2l+#{3Sw}*Hl^bjFB(5UI&%eMZfgO}}lrW8;$z##;y}m%|fEmsq)t`)+e>F&OvcGbYbDrJ=I*-n^$`ZvTE0t z^u}44-(kJ;XzRf_bJ)|BOa-+US_CGDTYW;Sb>TR%8z-Drj2cePPaGm0=ofFeh=u4`jET zd4B@&E8(O2m19)n*_n_Q-$8<-ZCUA?3*(Csh0wJVPu`wlYj7EEi=-_65k7yNkU(VnC|y57oWZ!b018AqddP=KLE*;d+x zV5O24=OeaYVh(qPOzZm$4f ztp3UgP(0K&^oDwv&vgJ(8LHa1c+)sC-#|dJdC%~=^ZK!v&i)b2K|z4a=fEX&h`&Ew z_=x7<$PkDqM3AUVLP~_h%#6ZlB+3AEQWg7ZEM`)#pwGRui)$1#n3vZ*ecMygCyjf<^qDGwe?*Mj45J^>ww;U-_((Hjf8Y=*3f$Ux$GQ}i7q`^bQXw)=^OcQkOs z5hi|*Aoj2jY3#rQE^!}&YB1d)jUFk!ya|8b*yj3+TCHOyO+|M(UZt-oSr}%@jh3%i z%8l?re(8V=+r`Wy&?B@=uj)qk=9VoYu#-1jMaa!s*=XxVf$M0WH3Vvte~Tx75KXob zqS4>T2;0(pZcel{8CzV_9~A>W3f!W^9H-IgJJ)1*h|XkUkNLzKDU93-3BV)wP2+@* zJE06)k*D1?vle2*S%b2M4dz__dF;CGQL7Pi)+Ip$k6a^ne<{ND%tUw@$7eqSQMjIp z)EdK-b_s|c)3TwizU5U{b3+5Ofj+G&b90Z+&RAf7d~?P6lez}5xsn$hv*^|4p)XB5 z?$4OfMT6CqdCm-h%xXW_eQZW1>|}-5H@>^W$n7XQd}UP%!b6Vhuy?o%=FMi+juzQp z%!y18`CZPB2kQT?@Y{~s~}J+H6BlF{?f|8!N~y91Rij3>FJEu zy&w1KWPe}S*w``aq2UIT9>*aIBphp({1z6I0TMA9Wk>2m*kIN75;-4IF$SK0u=^KA z{eZ}gic0gLg?tp%!@jPu6kw~N#o(QIqf9G5_c4+vXxKT}nRcCji!(-r;V6|(MhaFY zl%EwH92_d1;E9yj+1Y8;{zW5BD#JSn} zb;2b9ySOX3C)^<)&-w-g?A#ciw9os5)Yfrm;7TAZIcn4aXSf+35(0T-WQmk~{nP3= z>vA@W6Vel!)hT-czZSGXR!F+l8hInbM3_QA7e-?ZoaFFfjrPM;RJ`?ZUQfPdsL6KW z#RblJm7a*td(7a{gt)8U57H0xe;d_h2)Y(g|&Bj zqI`>sO3s(DjL42jd&_7wGvc6UiyBZxHj=CzvatcGKLZEd#?H=0Aab88v`<^~fpjEU zteHzzpCKW%+q#k;9)SVUQ6s+#iizNKGy>2HU~Y4$ws+)k!HiLG>Whx%+VLv2#oI|W zHX=nzP3Y~vZ1TW-At1ol&zB;#v9w~BZ@yzaUy?X!*gltn`ty)|QjFef#;t>A-0zJi z${qU64*v%>pD&=VrGl3YrSzm2d6yXg<;AhJ5iEb;CdSAsHytAzxU{{dj8DATT=#-& z9_+s0Lh=%;VbQSrVJaY~lWC%&g4|oGk;TO7q59G=yKS-^ksp4MnlDZ4JzCR7ki4pH zb`TvwL*dKTK5({cca~sUb2&Sk2I1@y6W7yhnH0DCxMPk z*3bFPP^{dr=$c8bC94roM^MKO&&O3fDr2t3AT#kH?qrHN)@_ol7}%e=$miD9MkK#T zDQhlH{Tem1pQ^RO45Pck0Byk``U?kIMj`fe(zZ>9lomGK8Bfn+WSIxTpJ*#S>}Y9$o@J|7HxY)O zWdQrip3(-yuxeMHR?t>QW}=!?S!6fF-mZ8Zo6Vmp+*fmM_G0^l2%}5fmgyQE?FS|= zhNLt{`IEN;`(X1vx%8$0UJ{lJt7{gB2jvO{B!5P6=pH1MDS4{Yr6pQEbnNzD0pNp2Eem}fAVWh?bmQO?seU1Iwe((!HLi@PK2$IkqXI-Kx;+L;Pp-u3dCloXu)plgzi zki>xp6cmCjGjrbeOcSRSwWTYfgn_{^ zd+r@%F(ZB^`ZM;xBadfVy#lf?Sre0On7LdxZc7o%p{P394+$ax%Y6!k6>`$iXVIP{ z0gDcPmm7;rcGFvt2h|Z@*pxkeoLG*)Jy%3iI`A?ln_yY z(;Y)V93%-Ni=eWjvtMp)4;rhmqEUR^G^vPxUj46`9dtH!Q59nor@(~7g5GVHOVxme zum8Sa2q^&iXJaXc*zcxabqh(fD|MF}{Ogm)E>_^}-~bAmRMnx4J27Qi;BCLMHD2vc zl3kc+lJA3fQ^X|>n7Qsus+5?!*kW+Ur;!8-x&T#pHLC(WhT8_J3kOz}6Wr&N z8?J}}tMaaZqWuU9alfys=?jfe>E!2OGV-%J6>HEk(Rs&Yf>sK=sw;QhkK=EBs@ne? z6_$EzUV(vItuqZqiPi4z&1}nJ>;N!6C;p67g8#-s<>x;mGmaXIRUc z&o%Ax9#ak2n%=hSrhS1^&INrH^BFws*I!EIT8lMV)u_`IzZA|Rvsd(&TagWyx^5_n zl(fMn=yJyKd}V#EVxv_?E|yaZ7n+|%MrU3JG#zYwE@`sJK^Q7+JomlMcnv*QpD+8u z6Dm*+oypREH>q5ew4Rs2UH!$2u2d`PoVcHLa;D{>^e~)1tu^T3G?nnpmPn;DVv-+E z0>_iLeAs}IJ4RONr}7S?vi#SVN8>SE2EP2KpT(Q4mfJ6{a^9*jU8n(9LBy7JuvAXv zcv6yg3t$2-VMWs?)c1DO{q?4Ms#CUb5POv6_(9OAjb^=ukA*4dNW&G3xPzVzyJ5$L ze18gU(83OFr54T9)2gU5)htybxrqjcc4fL|!+1WQc2}azTH!r8M8_g$clGB5|sd zVfHYV9*Z0&d&tq1+lMv$Axx)Qq8`8R6BpA)h9_;I5122{+$32e?vV{#jf5(m!ELeh zGW0tbbX-ib(3A3b<(iAlKYzR$%i^>!OE*v+*xRv`S;*WzaW1|!DrFmpEl^I%O26gJ zy@+5|c#_a{I{7Z3urUKs>pwoK&seQtow3(5qx&C{YNm4K(f9^uNOT{-|VKQZ)#O$jNTSIk)a60z7%VbquwU+|@t+RUKtZ}}i-b^j(*%|NLu^tNoeb4vMVU|4PK7m_avS0b#wt$f;Ov(P?t&CEU6u0oq#bL5ZQXm} zmjo306$IHr+0K0Vu+bKkJn~8|jH1!XMDSz0lK!tYhY?gku$0nlN)sw7FlU*33>|$% zca$B@S*k@|mzE>NiF^6Ed>jq|hw`4_a75-^!^hJzNmH-6^R3qIa&J*gMvpTbJPg;> zj~M9P>0Dn2ba&s)=TT;an!nyz;@)nj9#4pK38n$aH`P^0aVN6(&ag0} zJIRf)7bO<3xBoJtothSwI#ig4wXGEtxW&3KZ?KL z;xvYmnU;yK^Wpj6rCQ3HN_O*?)#MCYVk5KjttBE(($C(A+S&j=8kcf$JxmJO&wqGx ze^*%S({gFK5G29$qk zL$@bcr|_z5jWWCx3)qpPP?&4=$;ooDwvSgQ)~m>~E6(-T^wrBV#wS`R=VnVWVxxPf z<}h|>I~HGWKikdPHpt3Om9Rt0gM9WzVz83Th4oQ0?1PA;!N$<8Mb1w_nq2)}baqNv zaQeCR*rswGA`%TOgdIvMSt95vPt{g9W6_4fRaIY>6HT$iMVyFm z!vgJb(O-#2ekoJ0V*N>5rkag~#9Tz`O3F|2lcfG?cEfdGBHMHyIDma1kw z#fyBs*3iQ0&4|pljT~Qws;rF>!ru+&GLQyo8|MwRLac9RnkNFcOOC`rd8A_p>(9%@ zP^C6FcSuUXAQhCOn_}84sF-P4S0f!IwT67fJnG(WB^j)F7PPguTiO){7)D)f0+VG; zp33x>@VAG=P$zS>R+V9Ly;3eeIl{;8tvlCsnM2-Z<{_?&*0=b-bTlf{)0ZX{Yz`bz;Gfy zFuK066&Tfus&CQEA*?W-{91J98Y3D~VeZXZ)5MB*dHmXJ1M$L^uxg)FTy`m@*XAix zrgX)PTE&#DdzqQban5gEg_>ZaNqg_=D|e1tmU(#DK&Oo^?a9D|NffA8gQdLwhpKN5 zj^vHHj%{mV+qN^Y?M*hexv`xIH@0nTHny>`ZEZH#>^r~rt?!SoYO1R-)qSh)?WfOk z@42Tz0HgWr2|6HNf!?>rFEmePm;PucaD2UUxR!mLa188|rfQ6~3a*S2#|Tbt>PNNo zu91xaxD)3QU-)BIOVHV$7VAY%Qp`wRyZMkg=^+`8JL`ewZ2Wo8oMHq`nbMlBHN3K; zUe@mEq);Ky<%n)37RHYG+KVDC8KvNb_BEB-eS8>o9eH60|?5bVm zgz5PN^(B_0Svwz=+bopL=`|x>4eoQ*$KAz^>JAY449tH91y1M4n6ICgX*&@;NpYf} z=^p}O)=(AL=_Av?$`8l18))2nMR0t}b;lE(E`sx31WH$N9Xk0XOE83W&_Ps^$xtj< zr3pa!xb}pc%rzsN2&17jGy}JpGOpB2ty10iENo8n^lQ}#Eg~uz&iU);mqcvT=`N3H zHrd1+-R0>I*Kq7$JRg;L2;R|O-6;+t$Z?(NQ$;PT4 zREa2e7E)k0uS8~khM^*{G%U~ny|@4f(W(~H-u40V9GIVu++JPE!o*K4l;b^ThV(26 z3_#4r|9(grQDkiJ;!Hn}pw*TGvo$c-c0m1paCNn2|CvBQOAq6Go?*+yl_(JYG4NEn zA>lYYzqX0az8PZcXhk7q3UT&b!x@Q)WEeI*w}J|lVfLA019UzKyVZ%DoeaW8<4a7^ zCpw=)QC3ju)CcDJG&hWN7W^H_Wukp7Hg11PtiV~B`TlpHoMYWq2rb)r>wac5)>Gm&l$a2qAIgD)1Lat*< z_5JXZWC{c0$LNTgTs<=WOKaDMq2HUzffaR@W<3)*1=nh&;*u0b{9;m;b?PpYWVNS+ zBB;*u&S9OGfZj`;Q87xRDK>r>I4kIHuDtSe2WhvMldgty4UE{}ykQOOKt07(;TOSJ zevb#iXfvsFi)Xi-K>eH%V-TSV*EtB);G%`8%ShpDV~TfHXCO95?GP%KBtg=jysKxw z8ib`;bZYjjvE9PMNh@t%s2TpE-Hi3Nq%~Rm58~MFCezrFk>miUiLEbBjGcz!Yjede;RR=4Eu z&;>8}*{&$tD>4?Zvr1x5D&h|QE75)1+bDg&G@#+}@D=JtiFOTAETLfjDQa8;RY_Bj@6W8__$)tp8oWoc~jRXaD zN1nuO{$O^i+ndwi^%>^x&M4@5QI3W*r~ayhjtwLNogNr7MK-*&)<*KixD(30#oyEd zrfV#QGEaTe-=)*e94zbgcM}X=#<9 z8K}@9O1lP>L^bzAsdB6I9rm|e?yIOW;4+tzlNS69Sa2PNMU5m;v-@kv(hX+?e-lAx zzPCP$t)Zvv*Xg9c6jS4bR??17#hn&KVUW%{Xl+HRsX|3VJzU#YxajdPd0TRfx}u~~ z72d%Z!OvJzLz|7-cyu&58Jh@gw&lo5nT8E$nmk?DV|q{$uB#DdQk-&r?zb&9KxtBp z3Di0n3;U{T$e>%(N$8s%-ktw+(we2!`bdp*PeKB6Dbvp$L8xin^d89IEghO+;;v1^ zxoGb!2%h1>t|y|&nB1Sp)b@3vugpiyRaT<*>xoO%tc@tMgs!8dWqyfd?$li5Aw|Z^ zr7SCnzK?7|RpA={HD@#iJxZ~Q@=0f6LTqdmg23VYBpmEP~RD-_)EOzJp^Nvc8lbHl0L6+FQ%;| z^>j8Xb;kkqkli&jYkxK#nJC8R)@UsH)~KKs_Ib+R5yre{w$k^>2QB$RG6gJ$)S&Gx zZRjesU34#MhxTE_oa0L+2&BA*VexC?yaMHg1#kl?MT|$P^f|+CrzZ4;tIg9bd|36b z*2`_(?eHaarSz~_TZw>aVZN0ff1n)nd2(xsdL;&GzPd@5PW^-U))N{s0q+2Bpl5&^ zO*N#LSW832X|60^sUr5IieHa1^f*gpL99JbuAgyutepS*A&D+)z_l!*OfQrl{#-Qt zEeVp|Ak~?IY3RGImxSpW(YD(3*$2WwlC@N=2bDTJiJkELV`Y$g9R=$Hn)uG(?0zK z#8Ou7XcaL{BJ3qXf(MJrPP(xo#F_O(j^%q;*f&McN4jwAuOvpeJ;6<9ToF~G4I*bhs32NEEg z&u5Cc=r1+x!p!ev6!koT0y5_ew7F&hAPXf$0}4Km>xd=mgOl<+)Yf0s=@u7=(z$YN zRJ%Q{kr@Z=G(2(jt)+lioIR$d^|7GzzCg>KdgG3v)Q15Ye6J-kQ)mgwS?G+G2_;ii z#~ii8?!fsf+w#;)`++hk1g)9yGomM^7Xs!vApc}kJp1JyJcdnaPV^r^*J>r+M7;?U zysPQyOPR9TZFL=mm2et&J2xv!!5r#0a+VsJWH}{G-xk%IVN8y%e3}nwAsAJ0xQlP_ z2OzMMJ6XCzBT#;B2Td>SW(4wSMI5TQc2DQpcPlGjC%1|5j%;0^0*mDDmHEI790B`l z1TI^fI=h3yB?#YrO|C~qSLrtx9UYldL2TIUa;?R&3AOM>l|SiZu{!l(NI(r+xnWz;% zd5RtcMlbQgNZRpzr0ZI^UlFoNv`V$L*YH2Fu>L{F>`Rf2EpA&wH@jbTgREq{8KMY% z+DoLDWfaD|fv0xqlARZ;e&oP$c4G18J7lirabI|iaMpz;=X+(Hg)uanGAaz&L#}I5 z$<84=&uHnb=E3A9Q>dwstoZkYXF4gas^!b`P53}|MT0z5>O1Q?tBPc9dC^_3qpkc> ze%mg_`&V=dlTH*>_RJhTxL8aVy~WngD{{qyX+G(rUz%7{ z$M&Yuv>LM+Qt~Q4W6n3b%fHKOXwgf6F{YO|P5kO^Om~bGzoKJmX@!-=Axo9ruN1vS z+R^U}n?>xP3H=tOC5(gW-Fh0mT#dMKTMBQGrh(%PXS=17ncZQS(_GM@Tk1HI>ykJO z@78b{+Yex!3N;g%lFhm!OX-*NSTtOO%DB;qw0{s3917Nk=D%NI87hkL8F<&FqL;n7 z?fH&LggvfKF=8UMeUWkDPoOp{krk#1G~0c560b<2nWraNq%`Ik(>k+l89e#hh|DOm zVM2V6I%V6Oh^=RpO~tRH@59w%F|i($QH)&BWjm#U7{#}Zdd`ugLc?X2wI+MwfGyC=*zV}iITLmIxa|^`DT2m%?EamzfaZL+vV1Pj^{tlp zLovAS)(A9LBDt$}q;7_*xKy{gR?+C~QNEcqnpIx|s*nV3FlgCbEtKv}Y@cUZ+D2`l&tE>j4ja)q>WR<-&Ww1tJjTCpy*_yQ z-Go2qjchC-RMX55KlD@|@5*aBAy;D<4mb81YQZMRHn9m9fJzdM?O!iS2Rr(D+VQA|~LQ2lO z=yO_>g{MdhHMzxHH}oxpY7Ch?x*(JtT$BX5Zw!C;8aEZnQ?sKLXBcB8D%pwD7p5U& zRet0vTSCC-M(Js1e)*B8(p_K{o0XkgflH6r@Qo!3R-<)(@E0?`q%vgBcP$gir87!s z-W*``#PIt*7YgG8ezX{eMG*nB9J4GOV;LmiS;RFYUWW=6ybbRj-$(@y^A+#}-atbb zv0!(RWku`!IXsFKi?0c|ld)qUX(HgKg6`se>K&Z!(m_D8lt+QX50uS{mZY=V%=YJ@ zAB|NHZ%qj0pG7#Rb+RY||DW`9RGy=s*jxN`a3n>$aPRU_v~Hx zx;tLR#}8JrA0=Hm=?uUEJZziUxd1ZSQ^H1U-!bftEIFI2$Us&*MntuXL9CVXCJyG` zs7fW2UVun!2flU8bYz3HlAV`xsrI`Vv*XIIhB-*ZPr9rrN?bw~28#et#>*?&pNVTTt)rEfhACEE)i&vKk6%tr z5VcjVziic*+RU5I^&xQNAH;s_kA=?jseNjXIEXyQJadH-etDx zrlevSz<&^O@ApC$T|)iZEFQK_+kILQR+{Z>`BRhjHNKx83`f5WbTpW}eNSKSsVJkK z?7s)Lvn_TwGlF9OL7?D%CcPZg{WjK|V^Up3dqMVQccQ-u6KtzKVH*c`om$Sr6xnhU`+K%)4bX{!|6` zR4Gi7!Yp??P5;4n)q@kw&>!?xE9m0}4prG*4tNn#I*b04oG}6Q3Agr7#j)90a3atxGOV^ay_ zg*)*q&h19Y|=R2WT3QkW`0s*Wy{A(Lo-Dj z2cGEr5<6*MMVAT(&QV?po8VFTw+$}0a~6|66`=c*6U{PFnHjx@bXg88Oj~ngRMCZ# zVFvXS3ygj}D$+bEP}w~uCW5v)!!r}Zi+EpjgrHmP*lCGg|8w=Wo3QnW$ZDk8mW6>e zOtF;y;w-#NMGa1fHX8_QSYXr=EJFbt@aryiTWZO`X5Su&z*z<95&BuowOWs}i4N*C z!!laP`a;EKXKLD=b_e@0XPg5ki-Pq`UIrJ_;;b*aZA}C4Zwdy>ay^z73sw?;pK5tm z2$uAAtpLtvD{q}V<^0^MF=FW*6Yoy7T=m?mIWmm`j6Kd01@Wk&LHW_QDsukr)$ES0 z#!w}_j6#DYh(3Qh>P1;Dlj7t?3RhF4wFrvWVCd&Z4r<}KU5&=9s1isl&tg;kN)lx# zJ7th8E?@&OhspEOLuwu@aZhKyYh+0}t@8hph0*9?ass7MdhJ{Xk7&u*L)H?^B=PRQd-Ql zly7G(u@9;>64DX0WPYhyv4Jkq&1EourvdDaNQr zwGv27=25cc7gIi@jn-?&4IFq9;EWl=K!q10jT4$zgP9~xHG1W-y{|GCRDect`EECX zp9(#rCq;2nlBsaNm_}IQOA?us3PG;oiHjR}ysK;sB!Pui5GGKpg`ojv6C%w3rS z0S;$$a7`zbnnpMMVs-u@)H$eX>&pLw4%{|umLePU)=2$@9cn1_eEb0nQ14fgAqUx{V%aE4GKSL1$aRq)5bS={2j z(72wWYu;>iT=|YrD2?;y!D36o@w*RRTQ%lAQnpVyX%gXvr!2(7qs}9F{%^GK*&?F8 z1U|L6E4s5Q+e zy97uYr}TCA|Fosh&FvA#OZwrq!P}evO?i&ds{R+q1nEo!lZHQi&3~4*50-9MUUCxg z;HuVadtvUomWVH%7VHkB2!?|Fl6pLS_fS;s7xiI!2h33!V4I9|cYnVcgDZeBmKUo* ziKawi8pc&mhro>-^pm1w<-6DDWFV$iDe+Dgl0vuFcQYDYkb32Sysf%Nn@Ji;?3*;& zGQ?WCcN4yo@!2;BjjC{n5*dU={_5x>0_~&Yb{>u1WXcla?vm)ml%&E@esa57S9NF_N9?Nr2VV&-&K2yA8$4gUlg^~GTKOOGu z`%K*=qm}oyn1x2L+BRpN+)<Mc@2plo z{lA=)`$5$`pnGJojqMld?%Ar7xs!Tsw9v__5CMXAYN#cRQqd5jQS#3QBNcr&NLur$ z2uRs)3uf=dk~7)m8OGs79{f5&q%A3y@Q6??tOu&agFM%jsedp{@}fsL<@W)##=T}b53$yb6}%yU^gru*F6 zv8jJqh;5-SLkpmaVeEAuWkY5U^yyswCjW4lU{&026pU})q6nq}>sW2bh;SIRJzGS{ zJX>@m_ot6+pR5^S_Zf%~$k|EJe`GPR^4dRHgjyop?#Yc#V-cH*hXn}dm%t^?`1PNu zcRzapTz$LTT*k8w{>w2}Bkej=$(awb5we$Rs*?{kj2D#1yqi<1Hx8(lW-VrqV9!&K zg|+LX#3r~VQs;1Qs;H6DKowBaAuJSS7@9tP(|X%0tV5zZ-X2AoTZ1+tE*jUT$Ii45!EBXhR z*28F~@(!2f9EbFy)F{|1^w;k|GqVynEh`Lhk{$Dqt2#1CTw&lk4Z;A-gmd6df5Ij{!S8l&K zz-JWpaKl75G#;+{npXY;7*IzNYENKUKHc!qLZ)={4LnhDGQT6^o zK;GsNfyGc>yRz$bmGp;y5n+Fw;}H}?>hn9DII{mg>*5Ty{$MNK6)7y-=GdIic@tze z1wrn-ADlYu>YjU=>l+jE!Gi8c->zfb!ME${jK`qEj}Y&=wbbXo_rc^YWeXjyJ;3QK z7U5lWVzdPagLa~Zkl3=Vfj2Z`m+~t^D(Pl+FLTd|qojVoRcw&4PW;fghVrQsQI4en zAY1Oi^zZGB^wDJP^_%se#Px=tTE1mF?bXO{9v5ZKc4z0w?Op~GIqyl%tpQoXE?M<- z;?Pn}B!XV6EeNCs6}8AACL&1)8rl?~DZg2Ip6AI)Tzz{fsjEEdtv4Hqc&9yF>J4!x z5&1s8k)youL2lO{(jdr;8};vB2}fNEphZayvt^B#{|JowXVti+fcO4ng|$%6G9}T7WDv{ld95U9z!Gv#mIneI*Zrv-5l$G5az&e z&ZG=PC9ed+ukZl<;H(4|yThE1=9C%px(+f0m`yp8^Y`0rd3E{qOGZ@e>` z7cv%&adUc+5xI5CW+B7(1JOu!JB_e@ppI6!%NQf_$4Z3EYt9&Rx6a46TD`CB>&?Rz zcJ4o;i*q=EdnW~OCNON=f}-?qVP;-xUd~dKuYB19+N~&*t_+DFMlJcA)e><2I;66+ zy`;>z%nQ7$602K0AFCo<2wdKCexfoxECod>Iz2L2aV{>f^%l%1x2O2eg`KA%2?bk; zDe?*{s+#G!CkKlAP!}4*8oWf5!3((^Cu|=En#5uxW*l0;yi`*?(N|X^|K<6~yHDpK z7C+i>JQ%cB8|;@)-o&yKi+O8aqk|>N0T7t_5lxQ=Rt5jfX5&|? z6L7_|^&q$G=WEJJlbOyaa@{Ek~>+5pi$kgU^E}2*1~@Ezlg(~7z}_^eIIA1{>bE!U@5_{ zzow=o@x=VkOsy7Wz{Nh?DvdHAIEp5<0)X*aRk~~ltyN0p7+K$xxS{_$0<9KarIEm> z>-&u>Z_w8aJ>>5Ygs7KrLPZC?Daz&m$Htenn14y!QB;W|-uXxYOX6bcBe&w1i{idF;&)BUV#sLH>4 z=@9w>`&N7No4En(?{nqTP~}gs5nfTEKaZi9Z~-MuK~A64IwXyw3jSm|@pV#$On+Mg zlI~fZ9aj?KC3l_se+G=`)zsgrmdJq+W7PpUnoVfmScssIR`C&4ec*Q`HVONq7WvwJ zg7+p%7=?iOSVdS`l>jSS17Yyf%G7!{Z)eXp=>c|t9W6MP`LUOaZfz1M;|K^g3XdS3 z6@YB~LtIIRZ^h2dQ{%HOzitm>iLkB&5(eA9@KcGzO}kVTu?}VNHV!R%P!Af1a9wGd zjoXl-Zydnk@hxK2ySRfbJ!TR&*9mp0y2%r}6!?nZsAc2rAoYTADeBAJKZv<+RR%0)(pps-6;YM&wyQ&%CSHTNp4Y6-d=Z_YxXxr6oK-4iG{D6& zutR%n?vfnJBic|u{z25_Rx--zua~f06a04}MjxAEYAbef&goVj$ReZ=L=}Y=`hcvi z0H1QKph6=!pZ`XN*5BYlUo8-HF`9XXoKT&Hp!<_RW_*tF^nh0>!rLP-L?${8(2-kr zyn%F3Elz0zjuo3a#i=c@btQ~Ex{Q^rCprYP>NLZ%3(lmI)$+2hcj5Tjn>df6o&dCWg7j&3O5M+_0eY zh`8NAr!IVvbS0XMP_lzoqhTvr{aU_p9H94`K&sU1%yo|mQ1-a$!Abm}6GTJw^(w#! z7)va2x(B;*E(7(R(B|8{gr@P{H%s41=GtDLA* zvD69N@3}otb(yLs)r;o7a{OfafrURfJ^M2tylLcsRCV^toi;JC1Notk(hnC@pY`At z&S!^T+UUn5cD?T&rq9A;=>Z)2JrYG%2aq%IEWa%;$TeHUE;2m2bW{N(@T8NNJR6Vh ze%c$NhGP%8j?iJ&sdB5)Uhem8&tz`1We*go* z0TWbbt6uE2+~9IIW#;SDGWGx*bpkd0IZQKFe9f%e?b6Q;VvdHXjfu5L5 z1W*p3;=HyueZASt-dT2S$cG}wM%D0Gk;;PPMwdjae?fcSJW)9A4-{$5GKRq&b7Kdc_h+H(3zUZ-IRH_N$PNT6C;4LjYEe@?^PgSivY)| zB-nPzIGN?LpPXb<$&1_zXvSG6F3%earTH8Qxw9*VHBu*`##2^n?0JppS-F1vmcO*2 z@x^%MHFFQ@=`%5s;4U4+BqOCVg^)enve8lPjuN8ZiAM zOKB>^5vGG{2H{=g0;8XxOQ;3LN*csSZA}FLU~z5WaxfV=qcTZUV1!dd!~yoy)$QuG z*=7URJKdD7o$`t`wXr%DpEz|hYF~D51Voyp&$gF1VfBa0wGT%QMx}fakQrkbK>xdUUS+%b3tp9chDyL`7oY;8xikFADm6r~;Sjp3F zC?7h0=AZ{L$#Td&f8;(VfH1oEILQF zRhHvcOam=$ZVCjO`j8_3>c5jvsSYRrVz~wNHz7!?;VVgsRUXg5x$!wU%X(!{sR zL`i3rwjb|S#>r(It{+^mX8`jt#(&_GRanX>FMW$!?GbZwe4Y8^tuGa8M& zo5Lwd$o;VR77{eByI#G#NYT zvs#uaV{u_;TelS%n1ms!g>z%t~y*T}SYE2hn zReqbS7?4g`l7nXItqK~gPDbs9EJ=kcGJAo_b7V(>#^7`_To?ew5|8t_Dm&GXm8p0i zUE&phR8mOrz^(y}yY?m3$tJ+`S(P{v8mS1p9$rU_>x zLPc1YF0yX8#u81}{KVv7>+N!}=BCI#6!qDhXd;u*RP*M#b4kIXwmh&9)X4_pl1i-N z4_;H}hi6lku*1(1HO$Io4Sk$gnM_ur_6$cBR@Q{4K2{?FMXU2`k&0+ZjPTv8mu?J| zuzo!erR|toY@_pAR0OQw8lyLQzkxGN$d_lO{9a*SN~9QL=Tj(^rl+i$pU}dQAgqr) z$SJE(aEJ7sl4CWGkUxGP+S+VcNLz4FA;x6w%I|WPab_!3R+N`}a-RUKh;$-7rq#@T z4!djtW+vaL&dCK_Ap8xIV!RM$>RZ8p7=r=@X7qImD{h@kLODhFMo=`IAOR1TQMY2y zEJ|&1cj!{o3{gctqD$&z_<&k|5Hmthi3_tzJ$l&+t7lp<*2c2FZ3l8yebxW`mQ}w9 zDI8UyGdLX|ekD%~($9hjN*nd5wl{Jm;q51x{Ta~ekxZ8J1Evm(SH`0GpvfW)4C-3D z+~QEfY)q1qzuFgynf}4#;)I+UydWKD+&}xyk&k)LRmPd$+%xAJcsv!y#WmeoAJz@n zQ0Dp}^T>+Q<+do~2v$*4-e5&x_B@icyqMAs7RV3P!jJ?@5kiOU`W*l2eY4~EaAjgY z?UEhiT`ZO$7&X++WRvRcRtly@n){@#lkE9*c>5aO4`vdeXi(BAa>pbU)v>U!FlX2q z-6Mz>HtHGiE{ThOQ^LpZ{7`CQ9(aR%PnZoozwz__W?grs;PzCq`-pz2)>*CT?14d+ z7u-fuHCoCAL!Q+{Y69IO6ae@K!E|1!EIy?LDEkKi@moPXF_I%*Z*XearbD1Y|u#){Ba@9-2zLhM&nqy zEz@5)lqsg=8|AQS z&+abpdw<;AUd)I$@I52fdU1%D&-))lVqlqcOws(AlQrj)+T@D0b95Li@$2>(`Dk78 zORz>UF4Wr@`FU@VoW8q1y7N)YG!y91@|sbQJsD%4l2+Ln!Rg5&DXSYP^T2!ThpMJ< zD_DjE7v%A04nZ^K5Ye~>MPH4)!#oMrok5YkDX{+p$jkDB8G*a=TM0<_nh9gDuZIn7 zS3d40N}+5p_E${uZ<4?<6_gYclAq25EmZvb@pE)Timi1ZXT!K|R!6l?KX`dmz8b9^ zbS*+n5b{OGb>K894j$^tjI6H76%t=PEK!{oG?jTg{cujn+x_hNR| zv?#@fPz1dT?35T_FlJ{Kguh@+%oXFYWw2maAeEmDQ>jjf3eMCoTX?l>_x+9}c6(=Q z(qZF!gPSKv+wi5z2d?fM;aW;^)+!;S4Pv`&ooj>TLw3>Vr^@8p58P{sK(OoSPd7>{~(mE znX0S`B~T?dARahCb+s>*RbM2nF!|ifC}}M2G3X)jqSAnW@$?1|45s4w{Tf~*OIJ?D zRQY3NF)`aFsZiLn<+Wlk6%n3ogkp;22k=FPb{{KQ1=#{>ucb#iHLESFeS!IB9_(RC zDT9by^YXT-wg}`V?s16QU1Wp#+pj_1YlXFuj9Y$`&(cA~+YyYc5$cGv*X)2_0EyMF z8*6>9VN(zrD>FT!jBM&^+c_;`(RqJVzr2JsE+M>hX|$<2@OtqOwCYO5vY#_h%^cQG z(O1UdGqrN$LOvhk_v*VHBI9Y6`ctNk=MIH$o$fgD`J~?4WY1>;B$)&w4Od8y{PXBk z-q8M_b(g-*@q5qlD{P}xBFNbz2o-IkohgWFPHCmeN%on)%okHdRb6Ex)!&?RwWgqi61Opuq@*;L}e8fjl~m+<1zw zG`VMA>i_Cljy(N?xF^B*CO9dNJ{_1fR6NySUcmoyUW-h+KZeWV{biq=Uth)-6~A9J zDKPlG8xl;_xrqwk{<#X6zg1@E%l&mIq`>z+iY!zJeuN3?ZJvhI%E8v~*c> zt?zQ{^1mm3h6#6&Zl?d%ZMXiSp7`q@ge5a)Cs;LNEZx6^H)BB;ord;#XKQrcwo{%D zy6=&SwQbS=G^0S^RJdqYh=NpYo_z5k%7bo7LZ@gKa+*4JrY6ZrgoayPDNV&3CRh8ZIjKW26cWjGzd3-x!J=(e5HlUn8Ld%_D@ zee>JsOVYEKbN`a^Q;8Nx-}OPIPY%q z4OIS$x}+kIC)5u0>u+EvP+UT;VvglMx{*GDZnzxvbh`+SF|e&uSD<$s(%%Pkavo6|+SR`YSp!7xddM;e6<)IFrw0G-Yw@4stpridY(0mv(4IaHct4l{ z#=-g5N_{uWn@B1>U_&sYgLd1BlX|p{T6u@``;R!@NUbrG*%i{ z?(nyouL&X#d>&1al}RZNV}fI~(gU~iEOw?DeZC{7cIfuWO00!WlE|I4mnFWo=UTVGAIh0jzFu0V7q1H_KNU>kkR{X3t z>qX*iV+*=d-sJ|jdOG1IekhhF^a9GVuB!ETyL15zVYr#Pp00{a1wUJoCUFL+v=eo6 z_yg-5^}FcZ5a&-P&l$^K+uSLr0uGT!b`^8cbSI63qIWjSgc`1) z`F2+0n-uW4R?F1$Q2~7f6iY#WlMh~1eQEitbo$1KZN#;9uA6M zOOn`y%klA=Ga3E6V1RDKV#wb@6@Y51SDw|O!l2RFBM<(j$`ePjdLD%jr33@B1-xJ4 z$AV5uB93#V7xvLE$JABlY*xRad)e6cXPFcpC_(r)8=4r1Z#9*joLa~@G3mYj=)RWm zH=IqU_lgoSFpIUCiRJ~89c9UmmsG(bkRKXNfCb0)p@`nXsWZ)tgnAlA#f6g7XF66D z@1__0mOG#rB!_%4pX#DD%7m@!Q-)(+bJ@ixA(!Le@w+}r`b(@9=C6<)5&tqB)k?C? zJKY=6;+y!P5P7*Zfjq?Q3mlbQi{Z)Nv=r zSbT4)js}7qbTdihsCY*05R;T@wYagb0me%2m~&r>!7qRq(D;Z6qj3~&!jupbCUY&g z)$qck66LmFctF6PtZT7w*Xdp{=lh*xiB$Pj+hm1GpVVPId?9)+iy#CW%?G1uBta;4 zD*CdX2D(4RLI{HB3>q`uT2x7FUbw=_TnG=9$i|74%TR(YwwSLQp_@I=bdxu7#eG^$ zjjuyGTMDx7v8}^|cj<$#b3%LQF@OgyFG67YXD;jALa<#51Qa5$1S|paHe?Fp$8uR& zX){U7K?gJI8>`u3u_ANZjoeCo1%ILU@F#eYbFLz>ijuoFFZD@flcJGuFa4MwLFhrY z*qFx|$B4@Ll|ffxFMANs{z?1N6NdGyHB!O_UtA;e8cqx_Fx`S>7D2$!@U(K#rFO(| zc+5)W(~sA59SZNh2;iz?GkxT=OY`x$u`4(nyJTWwfQa0sh*7W-;1H<@p+aBi>co!K zoQRO`s{4E409mdT-T%b!7IO7-0pF!vn>RXji$22MI21pxkZXe>`JuT2R#4mZh4}uK zuQi7ggOGIpcN~#`&jh5m5G6b8yjbPiJ=OP_TrSd)?3t zZxo3SnO%=)0<4yakV^1M5OR>4>ZRg1`AmV+yR@Bi%qr2?iqM~jzK$B{SsqCAJ~ zaQI$sm%ot+F$Ww5XmD?O-)M0wW6sn*SnnYs`z+i>#iL9%pZH3m(Gar~7Q#c<@jss9C zB_vSwXX*B95J)8n-MU%^vmzRdi9o*ikAf`#()YbJ!8Xay48<=VfUTP2j{e>;*pYc5 zhCBP1*n6Q<6|@S@TF?U?4i1}$nOaJjrx~B%2yuGP#c&v$g+IAKhrI07Cj&N~eD+?n zPY-Yt#wuma=BpL|=+q&STU)Ed+El0%YU}&sgLLs-kH6%PXA4c%L(n^vcV7{ZM)$(NXk6DMR2f*QXnXfe$K3|E0 z%G$m-f&MCrm(|A>(z!-k@2;PiWVD%XPi7RY{vFh`(0GVN9`Pvqj^7nz-VDoUYwdA> zv^aWZldc1ZEXXT&s|x1~ka;9gs0xcD11UlLF+=H(Le~CU?^qpgim;j(J1el=P-UuD zaTFXK-Q^%MbKtuzHbQU3zS-ZYpsQ*zWiqn6#qD;$w!5Wiwf*gt`m|U=H9in%=vVy@ z0$0$V5~*r^D6-BfC1(Gn`R|Atn+6-B#m1+#BJ<$u_8&)fjflVLX2;&cXJ6%V3{l|O zi;TckQY>v(sA$+<&*~(I8y8y27Uy>z%bF)WMHj9IyJqbMFF$4jk$Q*8Ik+fqnES}T zG5cDo<>8~>$7GX8^@dOF^^uQ;-zh`pY5Y?#y+l};S|lpoI! z$+B(odigqnf{!4ueb4ab6^yjf;Yj+oWD#m@JCil?m-ev<@uTqYtEnnet;Y5(_s)vd z58M_OfuSuw&&U4o&(lTyUhflRn@xrpg2TZ}HgrdUkBmRr3G8<(HEu`e>^12%4`6h{ z;cdot-FJJHTjK71S480OJ1);9l8?UMKI%)SQ%hK&@qm?LRQ8GgSzFm%2JkF>dRt>a z&tV#JYj}u^nY1Y^x<0Kqr?`D1!E2#uH|ypXlEg~;VhFz`bK<62|Ma#*ER(dC^H4!# zqAs6qH6-Y_13;204=~U70~^}w9OOAY`x;8~9Cs1bid{NsqCQ=fpW3P^tQy=oMeCqkl2-eh$+aJFx6Y(NB@G%BT#G6Pg$eJ9Qi3`Id1vXOkjxO&XEq z&h?XPL)Sh#bW5d8iI${(zCU%zRu$tYf?rX1C=&Mou^;i5io6!amq^2{^)i^4O;vql zg6Fx)ZVE%E-aMl*XqVMvBx5-HQQEsu4ZzL}=`F=W@_879lWMp0pkJ}>;E96nKGQ1fi8r=LO#6xO*zk+Y z{Lp(RXhMz7)aMTnu%15+M9VhUbVY8FX-vtgI!H=YZja^fBb}CUMMDi&>ArVlgb9T6=KiI2#9k#pl_ zGYMjQ3Ky|Ws-`GT4Zga+%lH09fbp&=ew;4e!~ zBVhUQDKf9TGI&&s>dn(BoUW9W$}XvwVSn*dEtRTkTXOuaUU`=4_!{2Ed zkCTRurA@=zNj#Sf2T`P{hhk57u%D2#&PTJDfaH4i-Z-_jgjS}tf*ooK^The#P|@)y zRP5V3qMgb6Vj!sFTWh||gB$R`R*p{4Z1)1i9IGvCeden45#CCSR$K_zh`E^p+_ehW z-%4yBhWmjd5&CD#=RJfdvKJ!VCKB?aF)_K2tTc%4qfs+=?9>AD{nHuFh;9Y1ld-pR zk_=@)xHiarUadfWB%lbF?n=;xQe5N#4QE!FyR}pJ9?daA12Z1m*M3|cgGTtFiH;C8 zJ$dXKq-fE3qLu4l!6RTlG?cL-M7TS3GxpC*&S~{1A(Zp4mWC~?ImqVxG7+~aFW!RJ zd;^>d>+ACrkIz99G|MIf$o^tUN8ZTJc1yQTKszU4^E-o!TPd3m;UXDloOw-*=wV=X zD~hn2Gin&B3yI|a00BY%zNnNDiGPAu+1Po>*74NFJkq7&a54uuU$uc(k>s-5!!(awkH}wv;M(WyDWeOa#U3)xweoV>!7o#=^d8<&5ZnsXjL=oQWDI( zusG0V%x8CZiF3=(iUoUdP@LH{Fw74E;l(Ym<^4TIz-9iB*!TUp9W}uLAJNum)fsvuXvC-l1@&DQY2mu2D0Y4Cu&P;L~8SovDGsFz>ewTfJ0;S>VeiFFZVLvZ=%z zxn-Xe-WW_}-Z-)3gWc6VpbJfi$_*o%XgO(t`hZYDC@+>MiAaxDkizj@vT2rC1(sQ1VJA4+wF`nrmz3(b4*HKxx`x7cSX_E$?Ti!) zpEqFl1aclidmGQ3=lLMd7IGYnvcgL^W?0#u1dk2}oBB>IW{JH-&tiv~2eZo%;ux~b zlFKC9qy6*Uaz6yssN;DVWR_WH4zKHiU(t6mz)X2&fhFNcVYbA@A_JYHEV2teKzJFP zGvG8nlCt;8)R~bThk?9BCp__n62d}73aj5cpQsBtGB{0hw^HAQKE`e(xr= z=GKm3MJ80WA>iY@^VstBD!SMwS@gm?)33e&_@SOQIL;kfg2H(kw$C0_Qcrg1vE-%Ah3CT=>EZtW z0Azl2eS1H1zfJ>+3$P|$YTk+AAXqZf>6Z8pADgl}=^p^!J8=R>!7-Y&`H?PXoCM1` zW^j**4h7>cxFC8ihW7seFkoBtZ{HH2&mR-MzYpZS7j7Hjt`1mOv0^!Fc`QQ<8^qsJ zp0C3njr9_}O8UPIgcGbI+4lbct2v#ey4a2Q;BbfQEjqg29vcs@?f(FCG_-tKXU0;2 zh7@alAvbS4N{;OLR{cOQ>+16ShiPZsrULkYhV7E`$~NjHBrrf$X$vvDl>~Iy6O$`r zd}}4B*VrLv{{R8eGCfODknan_G7APDFH()G`h^Sw)U2!ZwQ4@1(cq7$m*|B0oqb2! z{v+)F02kQ*02kT+02kr^08x*t!stg#`I4*%S43u*8`1v&F~_U8Utg{}Z^TslYzjLL zJg~w%aDntT{t_3mcab@EpVYWI{{Rv558C{szXE=wzj&Xmz}M6#!D#amY<=zSt$;w@ zrSD7-#{O5rbY5r7K`~=)cl854na`+3KlE_BJQ4&B^*HJJ{KR1Ul=AS_5XrHN%wD4A zQ>@Sthi`VThWB6b3&B3F3HGFGx^MunaY6FU<{YECfcJp!S7oSiwY^)WF{8JaxDw-e zUH!ZO*d1}7TxSlacJ)6OOL%8&ym5t=TO8!|@H^y^d`Em8*$;3@Jw)*QgS)4|mL%Zg z|HJ?&5di=K0s;X90{{X80RR910096IAu$j^Q6OP)k%6JH!O`LH@i70|00;pB0RcY{ zeIU7V<;9mST)4EN?{Rmzw&T)Z7HEuZTyRz!C@ZUoai0}1Va#qIcpR==xH9-&97`@= z3pf#c7F@Y<+2&B7y+2C(7 z#^GN^JyJXm7BP|UxK*p3&;=n!aME@`;$VpN6TN1%Y*T4M6yU(eU z+)5WI4aQ)=ImP zcOK;%ppLaMabSNY_})@UB$67-pQwL1tjTD4J>Vpyw0$Rdo&zk#earN7Rrf|~8b(o) z2sfwZFm3^uCK~EIWS5!3ve8V>b;Fmx`iwoNR#lq9D#IMk+V^HZ@!2!(r zKisn>QItofE0sFfi6BV6rPx+fc_;mTU;>Dc0NUakuI=skf?{79PsHly;O+3jN|W|^ zhrflT;l*NJAdMmo$})y#u=5I*1pKq}fMkaY^t^zqBII zkvA6EfUx44Fue!cQvre>085xedj_E0!7#iY?j(UAh4KEp)o1lm`KW|00R#( z7GW3AXLA%|g{uo@IqB~g+wrJOwgF!`e>vhJ1cGp^7LKK0Fco)YZ$HSZkjvQk@_RuJ zgH;X;3^@^ri57b>eEKo2AYiPk8<@iGB|tw2kk#u*nR z7l;z|-WW@24=Y^dKV(Y(0C^3BKQIGNxn6+#odO4xaaUcw<%KKmX3KoC*#6~iFS@^` zRwMOa$z}$BKiKfq@f5e{ixv7I^be@TntV@)0kd(WrT`JhgVU0JkO2O0!`^RF=ft^k z^DQORxqM-`BR+V)GUnzbguKe}s+YqrJnMzTxoo+4m%$PYNT|$>O1>?Z0_8>%Tr`5^ zMVT|Yh9ilTsZyu^!~iD{0RRF50s;a80s{d7000000RRypF+ovbaeOX3#~k12U_UH0I^G zi@_IqiLxub!keD)4Z_??UuYq0`GHDXlx`kfZ({q zLDV5^!X{WV8V(tSAc1Q9#AJ%=Lc-FT3fk;|meM{Y3I&2S$qh=$j50K$tCI0Ik>gRb z1pqvt%dvQ>Z0#($7JRq@g`?0OBh^1*656Rzznn|J<&Fk|<#>aAE(zN!neEQX(}di! zlzXKW)}auz$YKTCnYRMM(Qp;D*#OyYOau$fYY0)h76^2r0@s#0cp*6JmI8*YEOe+@ zi>?kJpbBcOcLGyt+r-Txh68S4qFTr)LOqe(?5qY7*NX#@s3OrX;9!EmlqDmQC6Wrz%6|s2zNJ6>mGKd> z^$;CK_@Is%ju>L{L7BNuGQ!(FAdQi>sx@JTVmg-1#JOfIW^_yQ0d8%mUo+AkC`-u#3EE~0q$n!SjBF55Jqtja#S1YVpT$& zp>0$S!lJxg2MA;32h0Qk5|QRRH8Nx&?>{xq(v86%=6kM!{r!*w{>`g1HwG=&~BIpdvs8Y$l$|^B;na zaAfgI*vw>EaNPXW>4Y~;g7R_TMee7aRtoP+WojOpsIkurCLxo5jNQv;v(OZpl;<$f z@(Ts_LkF@{a>gbp%khE`QMQlAys@>58b1{O06)-FuP*tBuTfinQzw}DRH1Qm64oMK z0&O6Df>DBtfjN&UX^h7d#21Xu zN8IU57RFJ`9@v+-JJT>+z`enxgarVBe#uMK`hjMkIUr3C?NBr%E5Eo2W2v+Qh+9`Z zZ`{6#Ze^Tx0BnT~R{TWT)Ny3D_zN=*D(Ih~^$|OoSU5e1K1exfqN_*x65KJftH=80 ze!3-vH(CXu=lDjTZ|E!thR_#u8iJfGi~HIUT^>Hh6mbzHG#s@ z0a@xjsp%thDfpiOO9qS`x({A-_N!N0wwqfHg#n;SEFsOP=3Dl0mf z-A>+Az{kwQ@|NGl=L9_J+Ppx1VN5sw0AJvO(p10T22Ru~rRVT2C@b-A*!~y{L!$m> zAQjR5Lat!vF&n8)zU9n>Tym-+hcgLRsd0<8{-q#0i{Y1+I*qj}+)IgvFhPoCo#I=V zd5lBNMysiN@dL1`p3U zUQ18Tq4Xb_`Uv=V-N*%_xA;px^V_pcLMUK1<_+`0n%L-G%YeJB%jU%!q^1MnyXFk< zU@%wG%eL=KB@;Yf*`W{uZ7#h_;D5INasa-s2W5GqeGNt;|2Hjv8jU!(=mmfU61_>e`a zxB%uME#r)T2V&Q#4#Wh&O1LUH?k^Fs=2odQ6{vPD0!4L6ZF3y5ObtZW6Kkn%qf=2m zLE>AOPiS7S%T{R=YFm>Nl+?(?{;?@~N?!gTRbp#WuJh_*VxHkAiW%t(Ixrhbg55*b z14#hX%LbvT)BrUO-w=0=L3IzjEL1DhwXeq9W(Ms1AOMa%q_*zyt|A1eI9lAG)YRu1 z2$X=;j-~+Y5(G(NwMumcq&|ckN^}xr`_{95hILeyq@7`Mz^8!}=u;P)S-lt#6|2is z3W2t`0HO-sVy{#+J%GOL1Mqlbx|T?WA-FJUr7gx73~^vl@BA(Ty2rU}x|BCnu7p&< zApL+tV$)W{Mi!6_%805?cQ2*DfGYtN+d=9)iAr^ei%qQFwG)@555c3*K4sd3W0e}i zX5j|QeI1R40$xzKOE!@~s9Y_(E*wXyBKi~(!6^hgi=nTDPJPlI2(RT@YPXD7(G)^f z`BD_DLqc5KTabrDKyh*6jj+sB;EK|~iDksEGqL!jAXvH{U@ry+Ou@Hs(PNnO$GG0n z)v$4>p5W%E()Zl1Jm&dW3vn?!i|Q%@bMXK$eZ{OXt2&iU1bag~+^4tP1j@@j!p5!{ zf{oM*qxS*a?uOv@RM@DlD-d0$r8qRQtLL8(9Zb8J6x^qXRPzG&3tvc{B6A3>)CTD# zc)5p7#F%-2R54&0-H3NjLI`Ag37M~{0>M+fZeNgnAiW-tCMxtom`uXi9<*?sS2a8=#7?c*-)V>V=3A&9320)qLDz7wr^9R4*v8gaxRNwi%Gr zq$L)EiFYf3LEwn7ru&Zyd=h}5=pvm*kRwwhth0c)^-JERi)tauAG}y~J0yClTr(7o z{IQ!J97kfiGJ~>}7G8Ol72pE}5aAo;@ zh&_$nY^g}SGY>CPj+6>q2T;nw525?5_5Kj>047C@ahBEL~ z{^za1x{tSTJVdilw#iNiwOik><`&6Z=T#Z?kULho3x&71t5wUHoExGB70jXXJ5XPU z1@=8o&G?-t7T}%cIcjzhT8bS&@g7vhEz=g{maar^T#%B z#7rj-7IQ73u1+%#9V++a1xP485gO{6qqSYe)ktF``zNAfK`b) zDsogjA!)?yLh7x|O3O6g{{Uc{dsTr;8{Ou*LEp2HLvP9$T*pU0rzE; zs8fbL54l0AnP`|}5Iouf>XRtX!VGX+Berld)p!X0>=h9zo3}}@rp-Z0U&*y|%7J-^ z&{c6!h$Yr0aIkA4o5UFP2=V}z#nHe;GK*12HDS0{7ai(ICxc*EgITFmTGT~%@hoiD zh=XQhY~kWo>jr1AiPb@^TuN&QTnsMD5?wttPt45Ag|UKNY~96jM68Ie2%)5umf~0q zk!H}>ie6qL^8y)HD;uFzwwr%Ta&zMn%f02|5Q8zS!J4S%RrM4)7y}L>(N!|S%3l(m z-*YCMK)Rd^IAQ@-Gl1>{3&qewsdEr+AGj;5%DK5%%K1QKip{Aj$ox|+n09uM}IOG~?`^lrFafPmP@v}oLvVQ*Y(Cjt)y{>- z4O9Wk5nL={B*%QpTDjtGSmLLGaR@gL<6FrJH3O#Qw*tK&3`AKCMOJC7KgVYji zXyp~gFnL3nN0L=tZG5SIVy|-PZb(-~BCw3EH7fNK$dcG0=2wcA@hCjXeErPUzz8(v zQ_KUVSz=2xOIjg^DG+Q(hM=jFn0!r`n%ZtEwjW|V_9qFFHlXA}+X9k?oN7HZ3(fr8 zEq(No)#}iAwE9v4SE|p-1@|+0^+JZoZt^FoMWS`Zz+-LK5MxsN$Xm~{pD`zqlo~DC zo*i9VR~r_G#A%R}^)EvU^8{g-FydLo{E0y`yl5S zV=OWpj?5Ue?X8Wj!@lX@jmYYd=yWC}B~qolU;0DV8GHg*BvEjRj>Tws$Ea8lVJP-7 z6@e;j-w^vqBdhN9;-eN_BQH1HzqSl{UnQrIt2y+5WAv5@SMCLew*Yp!36^;2ipyqb z>^{=mTP{g>v^*qGPe59_19NabQDj8o@V=1xKisj<5Z%NGiilpAG^Ph62!oh{+CXv< z&XKuCMrZWI0c$W*Q97s>xDN3HyTlI2RppsokmxJoD#hjrfdGDB0X&cjnv!brYQb+4 zXw}ew`Tqdqb73xFtBi`?i<_fk(-&wch*g8lS@$e)h|KnU349UtDq5s-w{zr~nuu}! zTPLWUTdRw@-}v@2#+6}{^jhq7HRn~2?zM%9J8hVArXd614+x zPVXYrSD8l?QYb?Gj8V+RVVB|#L?N7|gd?MCN;VoIP9X|J(={mA5vSHFH?vjVCAzth zsA`rCp0?&$?3G{2vW1N=7Oy5FUi8J}xOi}C9m2RF-HaoSPL=_n;swM;Aj4M>p{TpK zKm#hV93@8Ot*y`+RdGzuIxVD{K$UBSmc=7&je_hMv?o;e3rn&5%V!H{IJWS~dTVm6%FY z2KWyV3=CC4$*8NuvyAr@$uzr%yWFMbqvO9~3-<{|F%W_c1lb!Cv=>mTDM-cMM4&UMjRT{s;Jygx zkeeNm5^W4ODfoPXkx^?-utG?QP(NDOq4=a5g|Lr^W@A%>qn{g{;gD<`8I#zGp%u;hb+?wEC0{ z4V*ZD7{VxS)cfYfb9K1&9RiUYiNkRm+4;LYMo~#(ZsRs%)ES%ITvRBC?q=Ykh35;o zS_zmWC{tE2-AmRr!{XIzz%Mm3ow=MQDG5*o4FErg82pT(I*69M#^9>bw?-W^E#B01o7k?AFh(|J=F;Ois42-k5w|R}CrzT>8qNUcOX=#~W zVs$AAVSr@ZGR)f&jl!F84%k~m4&usW8HEBb58R>D$%q1}!!a>)3EUQ;>AD3Gv8Nb9 zW*>ARZ#4pP!~mcrX|Ku0s7!9d+;FtHqQ7WWmA%Zo`kP%(SO)~N9MS;5BPW2ws6w*d zN2;@ngGR01H&$$VV-+MUWDfcEBjKJhLvG!s3XIr&Oo*ltcc({{V@q zfNKDJND69n>R4FDMCN4fCsTtMRnL;(p>0ak@Rsa-^nP1HVi+;NNoUr$~ zb5ZDUf%}xfaaV?>Q>+o1f@fZ(21(sd3xle2%W$1H0XqeL9p7q`txH}dxEQ&_3r$OR zGKYYzkmORJD5w-263Y|RdX*J>i1~;`ZDvd{>|(7ZAhy~F*KD)d8m*F;%mUo%SaUWm z3++$Z=cIqc*O_IMe{uPg>Qjke!4R37YM}_Zg?WhGL^>k#SebP!`)Y zG72- zf8c1%wb2%4vKLWRT}@?+A;R2LuecFB#hPP>;K0UUE7VC{unau66;$%UI;IlrCL?xxSa$JmGKWrZYQA*NW*ft z%qq(a7P62S?g4J)of3_~P@%g>yJaD7J|Y_aBY9x1ZdSIy#oP@H58z4%1*Zs)6CwPa zN~k31^TLnf3>6db--*~kwOkX5j3zAi9Lxp*XipEInJ@TxfOZHk?ia`%;E0}XW0vDF z6_{PBQHk7bsP&mvz|=RXo@ynS=2(eYmTU^VMMeNPN{^rM8VPyriJ_`Z3V_-}-d8ei zIW;eCIie47Zoi19aea{vrLK?SQKCD))VrV5Zf;UJpC7q=m>qEe)HBpLL&_&{4>^Et z19b%M2~`CUJt9h}PnZ{pVBAV>J|Ukg52Dm38tjoK&RnYY#_Rkx;!%iCU&f`p8=f=>YSzu}nG35!MbQ3uGuP9wcX)M~<~Sv!)3mk|w4%sU@)jsE~B z9!YNza~p<~NGA{6c+|0RnLxw}%K@#y;w{WP$+ZUffi?lsZPvlW>4fw2o&ZT7)k;G4=jg?h_zi~=oW`qI!DVh0A==?v#It!K)ip1%FDoojoXQw; zFTy6+MhDziY&*YG90<}u?2xWzdxhC_&?&HFX(&Bu&c|tXDk<(I$<4a!ZOLg^C_foxf@U>#kgKs#m9#O)PxT)mIFx0C79WMI%NH}m$!2I_I|0h{F%XhO zma658Y)7eLuAny-fxE8>scsPvr0iwBVHk`KVWo2urnH;xs zCkA1tOlCYeBDGI(<%>q*#?p&T0&etccfe;x~1~ zQa-!@<-O*Ya)PtgPBKtuiFUeQan4t-@jLfM{%NZZA;+$81i*{f&E1blWUCU;c9Pcruj7+|z<<21JK(e(*a^e2M)WNWg z^jG4T3*1i4XL9e6@VCSbwZMvI{P6L7%5jy&yU6(oMU`U`?}T4e3YEUj!A`HWGSECS z&CF($5d!LKaD51o)`J z>@w#%53z{B6#xd0C&VoaF-fr*d~OH?aWZ>|KBh|yH&n3}Jd>YtpWek}RgOzYqovrn zWEeBIIP(!pS9`L5uf@ZRP`jhZEVO9V4!Vsbish;s0J=G&Y+p;>Xn0&OyU4U>4tVnx zw3fpuqiyW;h`8+luFj1!fyoTYg0WT5;8qR0cSYYjiE`hb5{)%z8+O+anOp<7i*;bP zZ5o((Cnf9xd@#FA6t@Q^bz^mVi0+Za#7<&Ms+xDC`6Y4cb7eIdCfx|128t@|Ltikl zcvJy{^3b%xr($Xo5{roQQCH0HOJ-fuFT1iX^&i-#rLa6*M#!a`S9dF@?Im#o%hu9# zB`e;I=THXWitB^4u`VeiX=7#I&LF&+5~qzH3>Kd}2jl?`jqiAlNwrdBdX?iD78fgw zMTr?vb4l_S=09bhN@?kcwWcwjI-altoxlwn zW-T=z&(vOWLv|q;6CHgp+*tPxq9(cz~NQ zY~G`dvWl2HmRv+a*~SZhK{;MRuk}6WyLJcMYi9hz0{Cbie^K7fI20l|$+|Uh+Gq|l z z&J{>FL{g&cgi|}WE&bHOG`k`?q2eQXPLvqp%e@mWD7o|!k_na5yTUkT1v+;{e=%+I z=0V^)8yIEE#-|XCz;4w<;JCh0je`V^eO$qll%_&-C)zkKnQVfnS8g~9UjqU`7u96| zKs85DB*g%|00HQgNQ!6NcT~riq;%)-zK{?~HG$ZU5-V+0es1l*%z5Ax??@x(Q7pYd zP6uPdH!u0|hQ9)4&P(Q{DfIeJ?R-P+>MC%En?1|ZVmai(Ge`~yU4JOL*&fJUgW@U` zcF(8o0cD>w4c#*);Cq0Du^wPGe}LCNxRj|Wy`-1dxlT*u1t5m&%i4*EhML=xLxF~ zkbvVx#n1#UAObdVcMz$WV4MPyH-)XYJqm8TR60>OsE$ZjXRa*r99^SZlu2|APXNFu zgPcP)Fgl70WeUtx%&Ume)UbB}m5f%w>_`LUUokNef4#N^ZOZ*1s3@odz09F^8d+1b zxae(yaLaojd4Tsg1)6_ z9ioQ+08^DwSS2mbL+NoiI^E|fuiTz&Hugp9XFrR>1V7av?4S;AlF3!ZnuK}YjUbOz9gQk%iswUb&M~p|P zWQlU6E-f1%X56k4Sf;gr=u>a0!KDC6@szhFJVEdE19fq^7!IW62gJV=x7=O( ziZ(IOv+ZM*R9fL(OC{gbe|gWS=}04cfsL07SP`6nh>!Xr1+q=xjkbs!D^lKm<94OG zmtrmAl>@UR2JRr;!^sA7ic-ObpK_+|KM)N#RBKkj>|@Rrhf0*we*jc-(VmvkO0kSFsLxH2{$8tc~YnV4H;tyi^nKVG}F*-t_ zGS}1$w{MU=A3J+)LVL%rlFQG{BwI zIgp${I#{|Ec@a1M<_mzhS(g!Nu``*AV6pD59NWoW-@=bK?rWHht&!^DK2nf5v<20~V;>)Yw*_->rf#MJ zEpZ-efaYx!h!+|%g2F5=J3=<|FX!=|x4CQK4BF1-A>)E6aTAyhZh2)oSmt3V8S>9G z$O{eA2bNd~7r8;Wd@%Eg?s;ORT;g6KWF;pjsIzDcp>WQ(7)u84xslWxXPTwfU*Ida z`WT_2qBbM!Smf|S9?VKw#0E38{u(4U0)e@;{P~g8YbC{`j5su6`?L4eY5l0n? zo-Yxo7?H020cN-D3`fMF+*%3vcaO*il#X(DsT4(h!f0DF-kZ|aG?a#vMB{q zBrKPK>pr6K;5MNnged^n_&9)aUugc|8JJV|EL{FBuYiTjRvM$;u@ImH4HjziPE*$r zQ{8E0UghsoOv33GfM2p>b2(HzW^QgRz|0pA&Y|wm{Kq`9tdO#kmU$!E2oT#v5!8%b zya-ceMi@v@1IET6-fjssPW+c~4sFq0Bd5d;{{V3=BSVMcHApFxqUmBh%863FkgkP; zFglkm>gBl7ZKDG6#$Hf7S@Qzo(FYB&D=dEJmU-czcbhgtTVB6&l!(y>yvOfQ&9bC3 zF;l!tKWj;cL&c$}J_tSC^xUAZ%n3g934uX&F}7XuNPUI8HyNVoTa*C#L@P1O0t^a# z78pNkgQLHy%6H^z9Mk-07`QYQobp7Y2mo2EtbEH5wV^XgVD~BtH>@pf zys=*cCO2NZGMyOi<0$_CkW3)VjJ|MT4X_-3(~{?sb}X~1k9dD`LgU#jrTxOlOKjKe zfqZl@8girN;xyio{iOZGvh={YsEt1;g79t)QFNN90lazUYS*UXo?~uew8c!vk(qHw zUblIMR#0^SQ)mji&$x#yJkYK`-06-BLaeKe!>(X|>K1V}^8C!lAXrl`>E?$u^u3?_?^cq#UuJYOMlLFD(f|Hd<6C|y2}R|#iCJCRmfNc zEJHbyW#Z_9tq&FV5+MNuyJ`)JAg~A5>2f#Ty1J!bJDL7;MtG@E2FuZlhf$Kr55gQ5 zS4N@|8vYPJ8n&;RfG*pA5ih6F#aHi_(z3K}#V^?PS8Ba5;i4HkzmdUpR&F>uLh6=P zJ7!)nRo`x}nwN697>5G`Y^ER{+smuh^T$fbSIC=ui}1n9@k*@KlnIH37e&^H9nx-< zBof+b8DB6rmM)5N@Y`p#ZoNgR?k@?MS5LoUtf2ztZs>``>5p+CA+C`+#Y5Wl% zZF)068WgnT1uf)TUh%{$l9OMuYmF;xEClku=5z9WEhKCSrBwukHU`l^TX+Ul;4MKG zEgPuGGL6({O$Py0VD{N6YjK*OI=Dnd5D-8`5rU!={EA_^)z)_c3S2H;*&<#tK4RYG z+h4hpAGAy5^Epg&-0i2Bj9yGpn`$g}ZazwsZOh_UxFzKtGaOY6=8hww4|q2Kv)Lhd zbs5Tuxbv8ZcqYv`YE#QH?d6G;Ww_I8@jR^JKlI`x6&(Kn0K!vPJK_C8n*rbd02q76*#2r(p-b6*p?WIR2kr=-DUk_xO}hU8u-;bl6a!`` z-ME^pFt)@p8tAuD>afPxdQjsg;N_+r{^752fZy{GEIpt56zM>_m(~~-7m8E3se-WS z10YFb5EO%?aZ$Mkie`w(X$>!n04M;^5U9_9S^;Dg+ISd;k#nn#ak}gpVxZl>?Hdi? zY0GQTOWEpqJWD;55*WgeT5+g~+s;r{dj3ovI}t1KS>jBHz@$qOP~6;T*gXmIGQs$E zVO>K>@+(kN%Q&_4MXqQSR zA#$1M)bUs?6c>OZ%@4%1UWmSfhzDBsQXa#*ZV|#r<`MUPVt0C@oO!_bgIeCwzxHt- z(;v9x_#yuQXBq2w6kANEw5nb|GH zjTt_WJ1(E@AmMC^52hu;YM<_0Vm&|X2R-E1^A5x_niJMx@#PmN<16L}v+WaE*aly6o*Uvk7pjJFgb`mR49~+uw=gg|m63h1 z&6((*g)1$nxDB5zS+6l-nO(Sd6yacrThUs1scQUkAJ^2$E0JY2_Jy+)QrF1{o?P3fRSwfwSO>6F`8A zIqngd14p8Nao#4Y!$Qo1b^82%hvN(w-<6Tt`h)onj-(=e_#2Srd7;0&FWjAdTjV>a z6#+Z;2)di_3S;3?EyePvtzGWIWr( zoBsfy4~dPb?lMF39+)VIxw=-x8FT5zJUDTfc*^jZ{wA6NHpkCaUorI(gxEDe-x-UK z+$H&dML1f|7j=l=Aw=Z~z~f6F!dF`YusG^u{+x*60s4lC5?}J78=|cho-r>Z3r)Rs z7HSQwev%m6#RtV*;IxSfVRd5nddUP;EDIi6m9^k)&HIRhRw4^=W094|`JCcaRRfLB z{SW<&+u{8J>V$xfFcuxC{vj{s6~l`r3hFwcNr+#J?mMybJ@T015~OH_<+?by3n)`( z4h94JkBtdhN330T!w?qrMopPbWq^hru?h`#csMnAW$oQ~2KRV`rn?Mt%@~!9)n>%O z=*LX~b34EFD^Sj%BYP;{Gcc4wrX9I}y1r%b(@^AN2tBJu)}?-)*Rf|CJW7^K1_u`4 z{$g2!NMD{8D6raPUF37l{5xzEQ}iM5uyRexhoAp`;la0n`=qn@I_5^~&cAz)%A=c4yxNx3&$vU@EaQTYAG;|s$96v|~36m zmbkX*Z>FP=sHCk@S%?S7IIrOU0H|8fEo%d}{>4@BjYr)xYHqcBsJbTLBb0};{ZIUY zD|#??akX>eR2D&)t!1=-P<50ufrBL_dTT_Evl2TwMQ@DeqmkgxgPdyr0Nl9KMF3Xc z_(U+8bXR)2osa}Zrxs-Tg4I9`x5a+$XNW)ropN6(8#cx>@Zn1Faqiy%9Dmq5sSU4y z#3g`}+3trEd>dJYaalLXFjS#ge2a>V=>*>t_4}6}IJVi1lbAL((yLhmiBCr0DYrCz z%C}m>cbpeQMcft2S)7Ae)zo6>3;yEQb{d~tOgt%}o2*bgA~BIDM2Dj-E(mV!z-t0* zL~a{I%V@*RgR#1^Fx*;UVgbz!>0Cr)*Ylw#p{k&6{72G`S04n&_5_7G#lS_%G{gzG zQ>WHPs(YDsIPx5pvBApmOf9@r*tYV0JZuW5B9YqtLmgh9hi92tkv;`)44khtQqjQM zVdrHo)y5_Qe3k+^BVh9@?VYu1ZBm{R>BKEKL6k4^Y-Q*bXOJXd?rlvudU40!!wi;$C^sWU|*w&*3_{ zmmyd!nqlOj5LjyIOZzh`@kc=3fb%SCBG`CxZ|Xd))&*%qhd8-@Pi8NMe^o2svM!c` z`ECOlkY`Z0^Ap*94Vm1kGfG0Yk+f2dcT4D1;#Oh>w|0|yrHe!O#O&ITPp&eET9Yl? z7p&M-U+UmnOIDCvSrsc;OXn~N1szVIO;NHf+lZP<1%P*DH-8eEGOYcR{X~m|bRHX( z##;e{#az8G(l-A802Z=C|#Rl8Cl8!CG4Hc)v z1*Lj$41G+%xM%N#eW*$}zbYdICIIw^{Y0?n;hE$ptICMo6|pP5%HfABNns{{T_9s|oHus=M9|CL2aa_;(|PX22{s z9RZHOM>|XAgsHw3G6grtbG*>eOmTHpmb|fmKpVIeA0Ps3k{@OTtn?5UL>A{??@`7O z-sMBe3DhBTGcU)Sz4Zq^fo-S7iYDGI=;SSe}OIVA} zsUP#Aw!970B~vi2nUTv%@Z#If1Dw;24ue@cA}fY9i|4GHGmAGjdHa?davUo*8jvHy z+Dx*mYWBgh@Ig|h8{aSU9>^hrrx|+dJk>AOOV#lWSY7YLO5`cZP{AGc4+rA5jCo1Z zka+dXseh*;jxA-HriOKV!3#-kybD3j-4jok-hAlg!NI(1#Aqx7M>l|BUJ{T>T#-mT z0wVN$vusi!IYUS;nr^KaUSj=|>Z3wI015#FRx7KESQT8d-Sfp2T*06Ifk8l61(uKk zB3{~x8x^SA3LYwCQToaUD~%2)bpRN(eMf;_QdMv={3y?cGk6ri}Km#CQ(Ca3|~ zaF{pgm?Z23s0BnLdGF1C5OPyJaR%#{ptsRIpQ&&DA=?T)Vnv0h*u55@<{93BEVL{o z>c%+V0M?r%3SB0$N`r&wx6)qxwds1${~yWEVwCCXaK; zXHd5^4>2!+d+ik%M!dk!FN>Pkk22OD-0dG}2CcL1CEz}82&od4v*{hmd^m#d1$l)T zbMq0TU2$->jCpE$VVBA&X!s#Yl08LARy;#NX}@UlU#113kA@mDcC{***MW$aSby=N z>B1Ctq^-5t24q|B62-_~;+n^z2}XyxlB#^Ny9f0Wm;>CqP=*=gFLP@t8?)w8r~v9Y zjPot5V5j`YXh?IUS`;t1xz?Rd72`5rh*>Q6b7=4^;Xv@qa1V*IXVka@_ZrBLB}8yN zml|ao)x+>lGwKuM+8kM}Hi6|exp3T7l3{!STvjhpawB(#l>sw)0ZT-Wr2JIY3h8j& zV$?EW9D*p&DNA@S1tKJXBO2K3ii{!3p^&sovf-mefX$KsDB3wGX0kj|)3lFlBgD(l z_CYeO7k6KXU6;2LKpu#W7+Q z`;l7E?-!kr>Y%8$`%;wkNg3`|fZa2?S zZPWJ}XhKn6v6yk*yh1_z>wp^>Iyy&L(s@ zaK=i(_bp0O%xab$q!57prP)rZIO-#6@dcN@^8u}Hnq`9C*_L^k?qK5+_#q50xZX^A7?G9dn9-tcmmIr^ zvn=KUwE=pK7%+zNiN;vhHf%vb%wv_AD~-ng02JJHGjlkCAUFv{lMFkG@?&D(!N0<& z?TvP0cJ5o-0OmxFo+5LWCpK#ut+xnhhT$8s0*rno+&-Z%f)k=S3+`z=%uF@ZIKTh} SLL$y5LG=m30+{~*3IEyXHH@JE literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/monomials.pdf b/notes/03_kernel-pca/img/monomials.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d8d7504b9a434659809408d7d9f8e211f9eb6717 GIT binary patch literal 26713 zcmb@u2UJr}yEh7oNCyRJA_P&S6ME0PAv z-sRiT*Z2I-J?Eb9th?@FJu|cS%sf3alg<9+v6_q=I~NBp-s7TaP$3GB3j_u^n%dxr zh=4fNpq4OK5I1n=If(OxmlF)cDGhal+BsT+#KiDm4(8~Akbg{&^>llx;Rbbsfq4H+ zl5=!$1M&Q6t3ln|U@i_IKJ+CXr<#kSnFh=aqz}lEkpuX{Jl#N?^7epCsejed|ElFd zh9FK2E2z1(gC&Un&vYGCQyZ9>8%W?c^Z!tX3k=-&Yk;JKgQJ@(AOe^#4X6Th0Imf8 zFnH?X2zLUZ&6L&vamv8lt<7N1p8}$Rs~0X%2UjPk3(UdH>#ya1#sh*lm0{-AP$@@G zfG=8@05=%K!w*KwP(x2~`|GjiFjq&oiy7cTw2%JnLbO-^;XkxGfAy8KwgX%Q;*_%k zd?*7mb2JBBt^{+ibh83+p(FDgJ<-+81qQXp^UT=FRE%e@O3Yk2VjWO>uplJ!Fvyoc z#7ef7>bNbb%Zk{J*j!%uO>-fCd(u+&PQ{xi#QaFLnssh%9&d>^--}yhX&)I~guU7! zsM;|KpAx8Yx*)o~+Bz0@xW*6owZK2!&=xRPhjn?p28%sjIawNXMrI$2Umx!84{{n` zihlkTNp0Lvw7_4qD7qXPuxlREDq3PqNpAeBo|7(Ot>GO`+_rd<>ea%MKoy-s|LvrR zh`qg4kq=(ggwA#1*W7cz_B*En8n4cd+vhsB62p_7ROx^6#aL%J2ApBfoD*G-l;jQ+ ze>#}roJ+b|x=*0NwA5NX9RViVNL%Ke`@ua^z*U5A#PoA&M|`H?)N$dM_d&g04 z^zxZa)JBcA+*Ac8EeoLa^#dm);Z&{s%d^pq9T$i`uPh$9i||iWqtFzW$c^bwuXL%n z=v@0!IP0EOuTZtV-M?$P)2a?l-5Wjax|J8{5NoEw|M`=KXvxWAj*TxxcXm*I=ZH3V z7j)h4oOe!x0QWjwoxb?QIjg{n8oZggeh@l3Og75gM@i1s0yjj$tAyElABaYKJ@_Fq zli$v0(i9z5CY-I4t=Ojn@@ftxUW;8&QOs!h=5vpr?e(ZvN5+Z{E$yy>LBS_&;hBi; zaP}frJ?iia8x3(z#nt{_tXk_NKSY$QTR;}yiL97Sw~lS{%oeG?Y8-Bd8|Pc=4t*a= z_w)HmwisHG%(#iWnF*)v01wo2Q6>2_-BlW{8}PhyC`e$7fcBZ4v=&Q6_Hvs|B_^iG zZ3s|r_z4MxOE&##Zlp|f${yu1VfMJ~o3ZWOM7d(uvItXip;r0n|1#&U3t0&Ate2MHGe zWeY*s4KDMUwvLRl>Rq||bvzKn201D-kq;PaR9u+jN4+Kob5r*CNqGFKdS-1uJ44TcV^Ye_F6hLjr8~f- zlz4TNZFr1!F&hx~Wb#n*gr|7XTcGq=N_rdmpQtO}_8Voz+4+xSt1$1{(IUh_=H7+3 z3TcE*kUYau1Ddj5&s*fwa{H$qH$*tTOk`|Dt!SW%^^H`1$N%58pl1$VfS z$m2_>AMc?hleB+0&f_l<&rQ5@Uf*~z{e4bq@qr#DwSTk7gd;=8BS|$6zG>EFVY8df zOilb8-^d=&zH2*Yy(2}m@vzUVEn3>_L(0%oyR})j7Fq>dmfPX#x-U2UDsbDw(@_UC z(+6Pa6A7BUY$|2h7(XIIL9DYH73ZdREA&ak5yz==Y(?9Ljf{Qbv($@~X?2-pOAmhu zgnut51x4mtw?{OWfW2(faX#PR8QNNd%#{s3`Iy+gNk7G49U8d3?p!CBK;@>_g}_Hh zzB2+Hfgq>@+;Wh~XK9*mgthDv#HK{3jUKFa{+S`s^ap%Pn2oQb9XW|DW+i?t;e>Qy zT?D=&uoiCH_K|LbV)VP*=L*0Le&Eg9q?hVLCkFi$ZvCn-6#@%UqPpuGZn8$`Svgag z(rjuYGF{b=>GR&PJ=OVUuXn0R&NL$qLImsMWXU6ea+=Ss?Ka5n=I^E>%QPXPQx{H5 zV}Xg0>aCaNk@}QUI?0H2lrWPtG`2ft$u304&a~)YJAKe1VL_CBExM)WwLF74eC#gw z;_cCHj36ts7>Wo%3tO-oY|BbTI+&F!UH1y_CYRLwLcemSn?-=!hTwdAUcVSNt_5j= z{q}mHiD`?RolgEYOE$zk9&jTA@ybQiNylgy=F6JwcwJ{iNUfArFo-Uvc$ZNiMvOpH zUr5mrBPXK&GLVw1{N!FN&Zgz~uW{*_iDm;Sbt!VwK1W7|cPP0SFYT))Po;LDXZg32 zt){3L)k`BR#^&!q_oeEf2>RUqr>XtDYaA>wls|`QZfw5)T4b*@Vj|SYiMx={=k!nw zU*-P$`cId2Vfe$C{4(*( z_9Cizwh3$=VKS*&iOn-CU znA1#KTH>t9n)jgI&YVpaQZ!CF6zyj`IO`sKqS+QJON-C~J*drd(0`yeBzFJCo<$+0 z79s!C_{F9jBbECT6mId$IVCvsN@*u0%hR>%&NEBMBBJY^?ZSN%Qg;dpA?$LG?n+V< z-}$O;ntHEI>Yun9A`>yDtp(im`Daf~b)>cBo06#5x-bS2DOpa0(F$wnS<9{A$guet zNu^eiR-yan9K%-WOnu-T(1w68PDh=5NW)6d1A^PktrCGaZOCk{H&JJkR9&vi5heHS^|a#B=ymHte|_) zns3+JuYGraM)@*Vrs2&PEEx$O| z;yHFEa?(huei_^zI{W>o)L8L7QSOcVyahiT(&;Gr-t7cHu*4I(Y5EGogkCvG@hEk8 zp+JKVb3V-N#y|1uRK7Y2p^_NfBJTE!@KD zT2=+lvXQ+vyNw}h`b-AnO95Y-MSXy1Y1ITOoiw{ImBZb zvt=PUKk`S|iu+GvF!5=2W@aQ{4<>u%tYq=+TlQL6LcVNGMd*YN8^pYvP`W#g0hR=@ zdRHj>r&SPb@T42-;bXN{o2e!RHBv_E$c&GsrtS~>KtaLew! zn?K*KV5U!*XSC}?rqipvV+CDbNXLr4nGd^_BDwr2rQmi!Bb`&IVdMi$4-?+8JKXrx z)U57$D21+vk@!V)Y}TajEXEg-sW_ZA9kBu zL+qa0a5w~P_umah@)eRCf0iXl!tkjo70wAsirM1VMNn<@`Ksu=^BZ(xiXP3UX6ZDI zx28pix@a3MwX3+9WROMRlAELi-_pA1C>9(8XFMGrAYs;7$S;_GEg9dqxWef^dAHxR z0@7zr%A+5eOLrdJEMThhF1o5Ie+_n8eRUPs9gfv37a_qWIc^t0TYfcFbvDF?g;z9O zw%U>5l0pCU;yJAO_3iY=n0`BT!EsCQtBw-tIfAVi_=CQC)NB}U`*{ZaGH=|zrG=Eo z$1iF(otj)wUuD_v_Jy1(EWe+`y(gnZ4;nIc~lA z*LL&p*WKSH`l{=WZw6b3*EJN38hr0@h!7QJT$Ei8Bf+@O1rfO&(na^p5g#>0c zs4&i9Pr2wkN90B1_+Z2<)3h{qT(ha*$v^0!GEJ*3DSm0err~K1!zZ*zC}r~Ycr&%o zY*$G-ja!F1-MH|8r+Gdxcs`#mel#cCe?+a+bEfrhnbrMPU#JJ$6qo4*hlS2P3Y!crUGQBL{S#qn z++MqF&}_k}WL~@1tTS;{xpvWd-9-QRy%a;7vgu+%!dn{fc3ORnJ1;{r>7_{DH|)K% zC&d(bMp8@kO+=5;`_LV5c5$7G&W7HvupgdoT$Zre`3-~WdX`HpCdQ8v2+LPu$ufMY7%S*JFga2DP*{%TxgBB>jX z{q{*+BM-Yx`Ok+ndtWVXw0$YD`^36wO3JQ|F{CFM(mhqX8(!W0!KhtD^1 zCsc}Sy+ra;i|l)^f__!TBw9(TGC3Px32+Wh=dq9BNPXz$M{edi8tvZka2;TOv`m`s zdxo4{5rwWVjdAMWScsYq($G3DMLadhfu`MbpP*;&O{AmMZ6)-%MNQw@Co^&@x-U6F zA&!Hns@;5uN*uZ1-2%-g(}(1f6N-OpIQ0vV2MquLw?YYF0AqiU~eij#qLdHu%21DvQA&R zU}Uoq9UBN%*`M|@wtrM5FP@+c)FhujPYj@qw-$T_re_a_X79F(n-ZJbu4rGEDt%az zODVX?3Ve@cw2QA_cdyoF5l`N9H2SgCINg$-8T<0OaqiczxW=pfv8uW2Q%0_DFyRK@ zBbBtD1x9I)Yyx<@T?$d6r?Zw}``h(JU5=N(0-NodgH39z)ZXTW+0eGuqy<^-=?Oyu zDm2D(?A|X1+TXu*fH@+f+G=-3_=uC*_${ znl7K#PN`;o)pp*NW-jQ&n+@#?U<-iKE>bV+JQ}&br}19JzbAWt`0DF`B+=E__0?6C z_~lVt>Gg{09FZms;ncQIIspxBcN1r2rpa1@n_43V{ayO)EwU2Bz!G0$mu&{2iH0Lb z_Uc0oo&e*hWA=QEpP>(6KaOfs8zY1sA5^jXIHxu`SG2`+TXgKVdZ#wRAOg}@QJr5R z!?>^a`?r)QczUZpY5P&6@m*T=D9u20A9Bt@$J2xoL{adMD;ZCdoHxBIbaKrr)g-nO zS$&Q_e_CN^S()f*_z)T95QOZmc+qR4*pTH)Hpr9dCyh8_mm;D=@&h-e8?ppc2g~0Z zDkhaum7%3# zP4>e2{iEr8)6|*4uq=&8geybQ(TbE~4=w(c+TfWY8>>O3pRQbuEshYD!+oul=l5M; zgW+l3$}y)R_v?Fb?aHA9)`u=F$y+YD#ba3R13VLkrEC(RiMS(%K1)4W^)~Bgi)jaJ zp5p$V(R|IV?o(rlBYOu&mwP|GuQ0P%q zF&a#if5^{Lje_(~2bADMUlxtq4;yI9XjHPcRT`B)R4M=Em#mfYkQr+(&r*Hsb)jYj zc0I@L<{fXLgctiCjz2Q{9ImRB3WkU@+JL514%33~i*!lFyp&B{U#&r|?D8F5o{81` zm`{%?hq3G0xZ49B%J&tecqG_JOFvb0Xd|0h&^@3F<$o-o+F+MmP-#@#rCJK}yi6+%*aA~Mu1AB-Sv9-Mjq@{OK0e#1=Ye)1v8#d8(0#O7@z zTf;de>!n{R$S7Vfz);?ImU%yux8MX`Cz6(9GG83)u!BOf#QD~yp89QKEzl?n|5Cc1jH&A>`h?*|?#9o86R8$t-k$qFET*6HHf|8Og zXEK4cP$0}tR6zZw(F?=X=2)bbYxRcI3G713aYK+IYv$AbVzR~kC8$e&4Qt`z%7*4( z_)OFt%C%!-`a!Lywju^L9)d9itYrw#dj5ISLB=;X|Ea|NN3~9 z=MXcl6YM@=`y4ztvOf`TDR9ZV%-u-Mq)+%$Z^6}{yq8pQ z+`^%g9~O5e_}$hHalrc0pAPEOzej8My+3gz6Nn8P>R=;gP$iM=k?FqIO=byJ7K^#X*(=Hy3}IwWfW z{A6;k^TzP(j*)TY&TOR-UrZN##AdTSqaTZ^u56{(-K?~D>``upF+B0i<}$5_gHf_% zyoZS9^k`a01OM`Q(a^kQPx2Pe$fzqa&S0zf>3zj7GM9oEd4$H5boO74e4WlV^$-q{ zL#*ws^lL|l3T14Mq)QlVH>v&ObomDkiN5sRH90AON8CExu24$+>NABL5~@Ei^niH3 z5+%)@TWGMGTd=PWVH2$7JeTUbVkRRQ} zINDl-%*KN|A6)~3l$6v?B}HY^Hf_W&xdWnp_8x1zugsc45oCabKdcPhYV5&}xLa9N z9&4a$xYA&Bubf~UWUzvD42lA)D}?rO=7hdPxe~91JN5{zg*~lsRw)?rYF{zOFU4Ju zXdd|x**D#%Gj*F5Ik;ys6`q-rAFC0+;iLYA>HTi+9&^VpMVuIgS$ z#45E5Y{d2C$VNJ0I*;oi(|)G_k0fsk7C}R%p4R>Sqq;MAEdFOHNB&COOBu)2Go;~a z#gU%8e>nBGB|R>sHx_=b4R5kPU|(M6#{~Woyf2^ptF2lA75Es&jqBKvagdRv$l3g$ z>+#dmntk7|W(yS+8CaGerin9=h-ck>4~gChWtC^#_~_O>L}v7uM~doH!J?SUDv6Em z^^GbwOLnr+$I*J=p=1HP+rr;ER;rKYdp@hLZj3lFgoKXx8L9ZhoGcv!tJ4XvI?3w_ z-iiTw7`P2O7Qs5FY-b0vBbkIRY2Km0h)g(*!*<@vj`p(`ku-*7b|c-maj ziYO@lOne1HQ1>lE#NbOBcDdr=4|I2bWI8N9*UM6(cK$Y7&g}N!VnQsRec;FXR+imh-fjb7Um*E(av9~7LL>b&m;cyo0mQ&s!kgbJN0IEN#jkw2yH zi8Z5=Q}=k-K@u}bTE^p>x1nLMMSUwY`9RZfqFhzEUPzVf>SM2i$#_?urAO?mgv=4= zpXPi%^w#X3ag4vD)i>A)_)K{_;82!4uN-4ue@-5?lA@IPs+A;tQ>^KY7|-G2TNy~PhipL93>e3 z6-@|B^b79L&)ea|?WNwX^LN=J^YmdVk6IhnMd*WLM%o9N9JDMJ!7qv#8G^YTV9`PQ z&af4pjAB+{z8nLiiMs_##;FwYUQI|h-+{a2j54G|Wpi5X27AcSUV~U##qKxcc-Wd4g_l+{b0S z4!hIdJ4uF~8o!qB42mAd(X4jk+WCz^UKXC<>HzMHTU8D8*{agpC`?LF9QR;{8bTsSVt!B#m zLOh`lCf?v&rnlRiNYw37Vb*v~rG`kC)-`-m#C=NEwxM@kb!$&9QC>>2Zt$`5 zy&tWTb^ci#&~`}V$wXn{r(l}4`uq|D)m-&=Cdh8?p~MVB z{nSZHZP%#{QbIhh&THNHLW4c)Gpfm0K7eMK4(?Dzj-9MM@40z%@BE(g+G$j(*)Z7}bTf=++J9a}<=_A$NQcCdCvzR@z|um8<7R;+A3TVj}LN zsKpUx=J3TCy-66&WA`yY}IEY%)nK$&I=NM9Uewn zcDdT#hRTnT4QA{s?L6c=!Kv#` ziq$4(20@H6%O#!bjJ6GX>fb|V4f&cq+E84bpV#v%?KD(6z58eKU1>`Duooe-t8pb% z&$TQ4nVwfUG!#?@;`1_Ifa)EKDrHJ9oka||h z++A_e+tICVh3)Q%hbkthk^Banw?Dv!j`D`6Yk4TDHYNk~rPC#-xTmYqF8)oYx0r-4 z_Hg3F2u=P5Y__8I6sv8+?^2P18#hvWxzCxrlntV!Tlb3EOvI2goL#I;C$#V7f}U18 zqI9gfd_}}iHzso54IUi5=T_ehXD^P~cY}3iCKPNWud7B3JEv^Brj_`Ax*4(7qlFc= z2IK|dlp++xw+`RSXOCFJ8=Rz4s!|zgk1-t>zQ^c8l2yVn+U$u!$pS@-gvi3$`m}P- zaN^leMnR!44^+f(!dZA}t>;?+=;_w&E6lo3uS}zW(C&aSW?jWuY2LAdlC150B$UC!9UZ@BqcW{rfA30pewoGdxGA zr!x_kbfELzvd$f`5)KUcv+7BP15&XPha+{F61JDY3@-30C#HwmNntI!DAYUN_Ko%D zL^wv;{GJ4*toY*3>q<6XM=!$tPLJ=7yjp-4PS$tP=Xe?#$|NqpWxY}oidhv43+xPY z9=^Am`8>zzlEtL2?O7aB28W*korUoTV1!2Pik+e1VGI(U=wUjrhk8}pPEsSL-9==o zDCgkEuC3)7=3CzZgFO8i<&wipr~T*=GmSRCTS6S`)M7$hVci?a(`s((zO!l+gBf7Y z2MK4flD;OWuYn;($euHNKV{F^_H^aPNv|tl;!G59i|R#8aiME8v;LUJ`lO~)&uAjd z{CQ;wo8OyqIGh7wwz0ndky&3m{|=SDwtGVF1gfPC+%j66iHgMdVQ1LLIO{)RxRSn& zGIj&P!yUIlQ^e{TM5&{lyebLAEWv|lbOiS3E}}$fg&PRhaDj>8#5@o^j-|{pI4nXq zp;*8E)y5pT>^KTFFJ!jSqe1|i^JS z*50H%Vbz4HOKCo>h3*5V;aXbF*!sd4tloB1@2Z=erT-xX*jx(Q1?!F9X zU@uRi)Blvw7v7uRVnV?|yyQr`XJB;Q71X;y_g@;R*;&0Cv}f`LvnQbU4?0$RwH?2{ z&nB{Z{{4)g$Xeg$_FltT8!@-%FycoZozw7Tyh+_6CwMkM96Wo<)8aYiH0AVtFR0Vd z0Tzaui?FT{2iMH$UoCrd&drFe=Vi=H#h3dKtR6#Zvz?vozbJ+!;iVGry6aJh*75f#gY$%uqB`_T8t1!dv76M zz;Plfv0eXhvZ_wBJ(^H+)f&@JGA(-`tt;s3qcJG>C?-VsGlwY`QHh136VCQWo*61E z?cv7?O%F7Uh#$|dyOT1^M`_(`p7WM;+X6)_IKo`p_Nq#lQ{Jz7@+&Baa+bo5>ZZqR zzex}7RrzxoUKp{5Hy)wR3XIiOHuZJmC@-`sK};9!31P-e7g~&T5TNK_zR2CA_a5f($q0m|6&T(WFk&Tqn0HB*uPlCi`&1rYtv+RvQw^#>;_Y|iSb#5{xbXO*yyX_R(<74^ln54GeeAZ zm@~#;<789zIR^b$l#~&fKC7DzRi)MweX7dQ-de@6X3CmTJ~E-tf^KfEtE`p^C5hcy zM5QBPSU7cBJ*-p*ndZMu!jvhILnW~D2u_o>~Y5TX5oayW*?1GYJD=%!l`lsbU`M1K`9Qg zoroQypl}yVNZbSZW9fjYo1oaNMBNS=(ZY1r@T{Xnk1c#KmA96Apu*R3)K|0Bi7T>Y zXQ&`VdR475vxR1(W~O(joO+_OrW~0dED{Nrh zchYsc=-UOuv~Ium{E)68TbPt3-21hZB`k-DC^ONX2|IH{c7w`IYxFTurk_;-S#Bn{ zB%a5N7$z%R|7j)t;gD_)RqwlU)-3klWTi>yky zor>aS4MJ>roQmw!HJpk#mLh}95*cYRJ9{qmh+^+OzQJWv#N_nsP1z*rHmUh0?c)}2 zzCunSO(B||N~W)6S)};{R2!Y!-$ry|V-i!J&`=e+3gB{Uc?2uGDMM{C2FHkg>~q~L zbhrX<7H+3uwl}QDGU6U||ZIb$jR1oW6WI?Wd#9c%onf4Phba2Qordo*)Rdmc=+1ZxPrw`yI3*Le0`jM>jGU7=DKq82(@a%v;3K zr1TXrSZ7PBH`Q2W`2((T+*K#`-L!iZq{%adhBe8SALnw~bYyCptF_`$W8={5yGPtk_X;1eg3xnX$_frAk^?xNY@j-Vn~*Ot!$y)Q1v5Dvw|c27KuBim%@Dae1J4PEETK}Eei#r>w4QsWuxHsbaq3s9y`P{+*zxmgNV}ZfBP)C9TzKO6N<;MG&1EjUZjHa(uJ);UF0U`wt`CXh~1-? z`wG&LuN9IY)v+YQJDg^=rH`6p@|{kOZMvUMMc05N7!~g+!bMP9u%ea;l}}k)BX8p> zlgTyQsiyAR)1LG*-s9Sg|G<`bTMK`svs3)rE7FaQ3Hjb)b9=8|VXI@D*M4W~O<7lm z96sclbFCu|0ZTU7{yn#Adeqon9j3-VojAtm{R%EHY;rljg}CIwNP5MoVKm9X+6nbK zd9`V?^QA;Tag5L)k@&~vXb5KkTPSB^lTpoz)b?x=pG@Hl5nj^1o$bigY!UQi+J|>p z?}J3Mcyiz6{_(}w>~_-Ng&2SJ+{uklym;pUZ}a6ZRN>@j$Y`cGC!;a~Vpv=y(UHwi zTyDBXg(Rnc0fwwVZGKYZk?oB+FPD-c>=Iwm>~Qg_&QW( zrzi;-_2F+v49b%S=lon*8Bgr5Z!$cdQ~udYo9FRyjAkJtK0BTfr?qPk$*0mi_(`zE z^w1*przytDN`leVqy(PRu_5YE`7O=7fiNGtH1yNC${Dg=!@izT_kw1A^JuxkvDX5_ zGV^Bv!OGFp3M(W|NhIbL6 zO0r7+M`uVs`7cKqToRN6#O;Fj?~%R*-m80&5rN$D{$6GjuN5%hl+;gV3E7A-Y6&RG z|893Su|ZkSywvNi@fmm^X_~#C4a@618ywlKKK&4xam_|5pK(2%h843=M9K;j``qX*4Dcxb*j zNUG7eZ6NN_xM`%$zk{!clie;B9x(-^99lrEX43K@Ruil055M$n=BimOd=&_h(w3|$ zvJUqrFd71$^bJ)U)x8srkm^;U9|-fu5jq_)LntMEz(Yw-xJR7ol8$P|Rkg!#NK&kS4P3Eg5Nz`9%M`pTh2 zU~uVsA+~_wSK28%n=?aaBKOfXDs1;z4{yZ%g6?Mt@PaDXl#2MM>r`A&Cj9n6!WNsW z8uL`mJ(ie3HrH-QuI>|Us$5<2$RCl*LjIJCBMlhe@D+?Jogt-tV;x9dFvG9|L$WfDDJ zqqHX3PFW{xId*GhZT4k z;dzZhieiY^dnxnXtTHd;*M?9SVmZ=d;otHR@s3@|TZ9!yHm9$@=4^;S1zTPy=4C%I zt{l_=p8MPqyd@(pLp$2&)inN1^XG$}s4n0r*!^D6Ql?i(mg;N8hjwnJSETcL`!F9x zU}4EnqWp?v2RcwG+%TC9ZdE1*y(ds+Mm>wC8D_bB=Se)daE4A`Od?PW!Xx_YB<^%h zq+Tmen9V#`=ZozSWY81vPPk*pP<2B1?d0;T%6QhG#>b~4vP6Cv0ZX=fKO&^2JdtHS zJ9-dxnQ^Ds)rgWo&nq<;oSR5X1(n%|4QFQ1D~JNbTDWq_eHplG8e^3?U>0Mg`zVVi zR~8kCnY%F#4XoOcb2VG(Jub7|@EY5pAt~OAhde;xjeFs9KISy>o8T}39=2{$KG1V# zR9G8AYQR+@$mK3@by3^-Uy<*$I1hclHYBI%_2;w*YUx#WP-*Fr-(1qMHZ*?){a{=0 zDW9Dcx0wZb{`QK2)_Ido zFfjItA?x`j-CB8+$Dt$LxzEq^hE8^1hYu73cKGw}p3R|YlUmmAnx15zOENiqVM~ug z1a2AGX5Y#PfMQ+~u+0xrlN{i--~^eydSJZqknSQvpZL+GXH;+>~_>+^!ox0qrn8>(gk43ch7(&=4iRkBxHjoVRaUx;Em7jsW~jQDYcobspS zD_TTPWlnE7tyBvtFVzaE^1SmZIWM0elHa1;Htiau4S|U7CvXHLvRIN>uCN*|?x|rr zCso79Br-I)II%(Qgoc;iirAomS>{C&sQA#>TP$XoaX$FgR3Zdj?@d)QJ@us95eA-6 zgdk_~r-1BSMVwkO!?O-1ygMaZBH~wPshuX5f($y0oJ@>5)p59tI#tG$ zraGff!YSPe6Cb7Co19dRXZ7L#{@qrqjoB1yIPQ67tNuW3rgKB$d^BW)|2*+ zZ9;F_KDJ2-N`7qP4hhqES!7d~Y{3qUDMt@LnEJooHhl)~^ zpSam{t+p(Hjg>w`;OKL23ovyf^7%{nMuz%JSqpsGyS45mey@0B@7j8|d9@iy8C=AA zbTDXnXN5j3a>ZeetH#}O%16*`|Cnr|^w4if99cL%x`a3KG*pO^%#%)Nl?4A? zoP#3p^)5$v)b=gkKu#0)o0gm=R3KT<4WD619Q}K9%q1J@F{BOkh4(9nSi}vVkhynh z?P<=~0qlj?jioE06hSw{i+4x1CG;>DwOH$zeRLKgyv6E#ux}lgW3AX5eG?JFUFcb7 zJM$LHdit(OsO)KAOM|M~w9|M@&GQT3ZHsJQQMy$~$emsy4@is-zcQKJv=uit+3{P? z#)JjArbJEo%?&=IH9<8UvuX7-go+JU8p1(XEe&x3oCI74%v?fNdOqJ?+3>>kQXx$$ z)=(k!S9q3!ck{cC+l_A&qCd^_3ny*J9v79jP$}qCJ!A^kNh)gQYD0D1YbWW&67M9z zKVZTM*P$pfq5R>e{$3}+y5?0SXH=z~K3S)?zeZ+!WLUGC)Ix$R$y0{KGbUg~$ zv)^57lix(bEw2+~rkSi2NVVE!al*%KsXQUO6T|bSh9yNdRK|lB;Qf}r!r(%Nw16{a)pJ;X(Je)qM{gL2H9rwFk@@=)dX=;{io{21VlSpOH2OA?_ z^T^ER3avva-m=XV9s{pa7y&Pw910as_Ob~OaVKptV{>c0WRT(-P0dX(Epo+TZr34K zTp=^lJxzEXBg-26Fh;+k8{FoP*}S7e%KtiDQ(KGTb?HiZ0B*RB2Z1VA8?uNcik`fm z1xCW^%Arct#;y9AI}+X*9x7Rv-4tQ%(2ZtB^PD3%+@Gzrw&ZP- z9_}_AviUeO6==iPDqvIJghySaGIAmkJFq2*dkutu@oR7?I;}Oma9XW=v5edZ7(?f3 ztAf0n3Y~+h7L%loN0B^E3pZW--B5Urk{n5id<+Grv~w_mtuy#;Xjodz-B6f@EN%jfmxrOdakkxuE|&m@|NU9Avjlm%Yy^c~W=ToJRt z>kYqLNf6xnS%HD@vsp5dI%1F(l}He;AjPg)CEy?#ph@HK!CL~uS|RNj;Pr>? z4Zh|^4GDxxJ`PBSFA^#i)}c)xy=>Qdi^@i(A4jD*o#%wSQg>Z&yr2QJy8!Z&Xv`3*kUcl47VSj>*J$ z216js=Pi98?5Q&i=H}zcDdmZY_!;)@vqlsddCRrt@fcJyv!xTWYfP(gULofd>0EbK+b?;0ySzAyrENh*dlmi zJbgJi5);Yc*}n@c4WV_gbJmIEEK72D#ikHFg^V&pZ1EMqlkD zbf(ATXq5~!v0UR^38cS}Uw*qO(S0s#PdGsM0<@XcJ^q;NS32W3{H!^tPn`AE_#3e3 zEl5~1M_^_9hu&>WRZMqc8m6YKiZ$k@?UxL<#>IayH~o5Z^KT_l`OuNq07h{od=>obifX7)?glfb{fYV_qV7V@ z{idtlSaHvW997S4XP=F)J{rF$>&H&(ckOo;u^Yn#eWMRBKJ7`&h&k6Wc5mR((8|mv zuasvW)8!mgVP5`H=Qfpz^5L(3h+}hMpH;>&_iLSQyeBQrk4)60p^<}Wu2arY;Fx%+ z4MEU9%4*y2QD*q#^+d<~aXQ76X*zYqtD{S|i|wF0JAqm3t$v5HPu6)jKZ!WJvF+_G zAA)FS#mjh!8Tkc0AX;=Na{R@%z}e77$bd&rEw=kZ{_KY|+ouxu%>A?Vl9$Y?4wBHij;3NtB#)x-j_zN&M+poo90+dj4|3yM5MLR zZP0AViMdP8IHiYG>dvL?cK;wMd#2+VaPnO<^R|tD(cOz$WQtt6WAAwx#vJG8@&X}F zh81OVI?-&c-D{sAMdJn0Yw@#!aBMV=_Fst3e<5mrBR$cOP%d5pL9V|zTW&Or_J0Kw z<>UTOC{a<>-aFFtICc8%{7o^S;L!ta!PH-+n93q$$ZER1AUsp@*DoTfTZ@0RhgIYi zE^54g@C7eAWEnfD@orggUC_qp8l|X3x@Xi%2c?i%IKrv#4T0`tJI{6{r)(@?a4l3T zXN@^Y?58*M{_W@9ufBUU(X*$ua{F==9TRA`tQ6lEUR{+2rwnR5l7anCzf!pLH4`OOKxHAYzv+$ zH@pT$-!y0Lw+=c*3U#CtUPv|DZrx7G@15~j_b*Ft>a0M*$8%MqHBcTsje(GQ=U^eX z&K3Np6TjLur$m#u-SeeSDp|Hge@bE$hT#||-?UOJ3qI*bG7>os+2ehs4Rc+{I{tP0 z4zmfyf8&2NF#E6n|0f3v{y*|7ri`!&jDzKqe|qa7G{%1XiNez6+%o$U>-j_Cv2X7n zMb7S;ymXLgUr)uO&{u5<`H4?8GG->piC9C(YRAdRji7hl@7tv8d1;I^y?vgr)PEk} zA=+7ZANAkp_)mDc6x0>=8( zbpQa>Xb3qP^etm;VF5z}ya9N&K02>JoHigX0LsnjiB7OTX!n255EDb^oQta)nkxv% zFSOkMTaE%lWMHmlF4j(NjxHd8^>5redZsee&BgjRew+ggMw57_fxZTv@;qt)g4tMwnBXj_}RS-FC^e#71Wfj9rH$KNnZx|*Q@>w?^ZfWx3p z&tTS;R&IbcfV4k7?A$znX8=69B>2ah5Fel?x*t8Bho9?D%_D#w|34Al-+mroESk_f z{t_P#utb8<4uJ3i1TYeWfCL19YaVV8A0S)+O~BT`Ey#xl5Qv|TAH>H8FyZF`3Gf1A zA%Fs4ppCB4{X75xTaf@TAI(z`A_&xf?xE}7#_$N>p=-1fXrs`?&&Bh5E+1g{A0EJ1 zK<@804=>;d$Zz5k5d2*W3IO^7_xZWF0R#WY?`M8xjO${LTw5w5R@q{^rEr8ps7e zKVH1wHM;!|`W@>({pd0OCUjn)ql&H#|1J){m;S$toek*s84CCz4o?ses(<~O#=n*k zK+NCL{pXph99)U^8827^%q#F5EWrO9%*BWH*$v#Flo|tYGYzlW5d=f3;(&{ zv7>Z1&g&LX4kvTLWAft;MS_Lf`os-C-)Kq)(28?y^00|^|NJh#T+{u6tl{40^b|D; z(}gQ5tU7Wx&WEf$x98$u1g--o^LZr6CXBo$MUL`}6eD#!<}ELCVp}ECUr>4|ld+ZD z>*wj((h@)lm4oa&ACvy*z>vY3pm^PHk{45!_`2PN_9NcgTY4sAYxmWogIN$)Yl`sU^`>EM+B>B3)LkHkDGT^=g-{ z-sc>*nPGeF<@3J(bpFsezj>bLJon%C_kDi-PI2oe0?ny#+s(MMh~%olh~!S%``;sC z=N$hSJNIX~PEBo}8EVK6QU8}q!vkkR_5w?TVj>DJjYyrzr6IBoiJYOPP?)0GEDZn+ z`1{f>{Q?B0ZR1M)#S(Nw4(jDrZ_z+I+-JGg#GNx!Ab9l9w`~_Ik}=%oF*x@C&!2p5 zx%=+Im%PgGb=;)BSdZhs4NEL`jf#q}xYnljW`=q}@seg!FJOBLRLsKl{5%9$BNpPS zrVX)%YleLHKCjxM(YoASQrmJcGk8Ta(lXF+$!s zUb<%>|Ehb_uu8Skb)yq2uFIb_LW-?av=|{QQr7Oe-u28ZhQ5C(;snY?UnNE&d(PYw z57))yxFk0$(IE85XJ@LT7GBJE+~sVaV?q01@Z`56xg<`4u0iD6IChy*D6d6Q8SQia zuEY@oeXWIx7CY^$*maauJ9_qdXEm?K=>9);;Nbs^QW7+*2tB@~p-Cd=hVQs%ze9 zI{7@ROc`8ESGkq!TtqHQ2|1M!7}OXue938N>b6D&w{PQfrH<|2bMwBGPU#BgsDVpW zYfN4*u;sla8s=PV)>|mD-6e1#va>Q#K8adanO4^)O;u^w5nPyWC=<2;b0Ib(wc$oV zbqW3QouWHKpCs(o#POz&0%^7|fe2ud;3!Zlezuf(5s&mkCq`W>cq(3&@an;~oOMW> zQ>)VQGgNXJZ-WLu0g(nuV~EY^~tu(;n99%t4Q)T8?>2Ggxh6T z)IJ07|4+P5J$!v&{>A8vhaa?ZHB_i5W&6(gp3X=8YPISlqBKK9hmMd9lhs}zmIWdy zu@Ny&mwy`Is*%Ow?rd}oaU&S0Mzs70;t|}va-h+*G+lbY_xijm=jCq)&p+~Q?&b6p z9p?q^_J^PAmJzM?it&!GcUohw^XU-^ws*wh z(Tleq5JyYasLarTvxRd65M+P|>P7?&!v_8%yZ&qt-rG zawIpGwY2N^J1#YIk~?Eue^OhzoQrwcnvX6rczyUl)ya;#z5Xn9-L;7-6#r+8-Rfk{ z!>y&pxz76uLsBUG|AoxGYPT zo#U^)c6H**3R|jUXGY0EW^MDZoaG#kQ`5T!Sa?%vb0*$NfNz2+7XiKrDa1E{Z3GL) z7u*ya0-_$mw``buA(7D7KxSAN9SvqFHa3{eL}QuZfdAn{gFDU!b}+aP0dWP9*bqh( zxQ_%x60jYy!4X{gCSdtYr>+2NGeuni-623-&1_Z(@-758$l@6J^Y^GLK8xg!DJudT z;t`r*fJYBuxd;RsUbAiu`%1$`sIt5QWJ{Q$hC= z6xGDP{~T4tkMGAc0L)1Nx@v4|2V5H*MHb%n0sS-f05ky_uwd{5q$dCa3ht47+655B z@UMJI1`HxBf^-KF)>ad$1;)4Fm5{a}L4XPr1uG#i5uq$oo3a4ef=9y|5@cKs7-l#h zUs8Tv!3sYXbJq$KH=(K~qXuIG>1dcL!dej~k^$8=ei$nsAxQxF;q<`h%kst92Pm&p-?hVSvUhXEF3-^1F@JvNaH~0lnO?6GuoF( z?D*jei41a&2PGzrw`uaY6^`FLF=7+vt=O?69ze!|Vc?5i+!o%5Lm|A&I=A$Xj`|I; zn0`-c%~6OxExM`iy(G=MFOD6|j}LEr?R~4_-RVOyDZK{+x_3CE5NX_7`w>ksnSR6l z3R&*;MtZ%)`j?H1hmItkV@dT|iKrPlp-|#S;3 ziR3;9Da*Oe(R(mTuiFv>_IPy_^?0(RiVqz+x1&8-+c;mFhbcL94hM>~f{K(CF9Ai$ z!bOH6oyxS7)XGb*Y@q4u@lvHO9X_O4_Tp7#a7}Acz?~SZpAEiFKT*nhG1o!9aGMg< zy+ldN*jx|Cdt!BQKFbNEV3*;kZ#TDApYV-4^700|rxN0gsm>_5wDf%$+Gfl2<{O)H zDr(lsDqZjYbn-~opmUN%g5-AH9TH7G>wOCxEw?5*eB}X}B@&S&C0d+F+A5XhejS6h zvQ&C|Ubke&u2NJ1wzwKJ7iVQz(${JXiRNGM;S%o>{Ng?|uS;zoR3tg+{XW9b*0oYn zQc}%BYa$(V^3eKTHMX2k{XUS<{n$S3r_%c3P2#$e-*tWP&36CM&cnZ5RZA(S3c9fPOz`_~F4`H+xDvY%gB65hsI)uDkU0A$m9Am+!xN zzuV9%>C+bHPTgb3&3G|~r4B){G@2__3pZ?a22)oO^rSO1GN6T5btl5XVIV)RWo3R* zt5-RjLLXY5xN^&l>vEBmzwdvDQhlIyzR%*T{#6x(h!y_+eJPc4z3n3xq_TPPyo)63 zACKaHOIpHI+so^&kuIx(eb3g6~-H=V1kfpabZEAaFp?Sblvz^d7?w4ngA3Br+0s zu#8{8L4^!3bqIP=2H|7qLWhsbfOiz+-Xtg^kbx(Mu*?K9PlVD@AX-US21vJQGGM6+ z%D|I}@H=og;3~DSv^rBvD8lc+Q%r%)BbXPsSb$?$A(<)gxtJy+L3kFr zCdUnLYJw9UBfKf(P$QgpsnDsbP&(=ieNUy3h1*8J;ejWUU|s@_L=_%iFxP++ ziBLM=2gX+(hfQZ}3TDHf0HTG503rZ3SJ7B^CKK9kVCukw5evTZLmso}=xh$Wgb8E{ Nk%+`#>|B>4{{y-sJPiN< literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/scatter.pdf b/notes/03_kernel-pca/img/scatter.pdf new file mode 100644 index 0000000000000000000000000000000000000000..18cfd2ea32ee5aec1b6fa979d381b3dda171891a GIT binary patch literal 17502 zcmeHvbzGE7yf-DWARrO~#?sOo>@G-2w={@!=aNf@C@o;nB_JgssI+v5bVw;6APS0f zDWT$h7Udj__uTW|dq1D|kN0vu<2*ah%=}`0&-`Y7-el2fjOEABbDaO>n$r>ys2C{Utz*ZDI(m=)wBd3Wm z#aMy`zBiI}a>Rh)-=Eb?F&Il%M=%2W6U49P>SV5Ii2>^abfjg0{w=*QV15NOKvVKZ zF7+c<02_k&HEm2SY#pt^$nVWBtD4zanq$DIgU(=miJ@Q+FajcgrJ;sxf;rTfhNYX6yQ?{%LadJdQXy8WNA!nf=a64nTL(Zz zV18K#K!?(n=1vxX%9Sl0tuZ!WD0XBtunpZXu9l`~kXPE|-QJrP?JgnPU#UGg`4?dD zjjNmzw7B?2YRpR^Gsh&<&8cQ7nR&Z!t*%;l>S|9#ES#n7r0<~aNG@rJkEf@1c_VF+ zuJNkDJA5LQ*I{~Xb-L=?%l%mKZ*^_Un*08nlsg}4!>sl;Cw8q#k{d<8?HW^1T=m|W ztrFQ|QT5wfyFGDM>On%4neZ*Y?b~*fN~^TpLrT*|jdA*~H0LV18TXJz8hS>HhpgDQJhodj=EMD+4r-4Y%X24=&kp>*%P+?MTW=hr&+d7@V>z}Ukc5DRGp|xHm|F%G9xj(b+*E+al(h8V4;LeEV_C(CZXGp2&7 znJEcEhB||#LD^>9o0SoU$DbOX>5Ve1C@))qI1_Iggw8DoJ(hHEp$>==OcUX=nNE8j zow+D9OAYI9uPnQrX0F&fQKZ>SV$Ub~_;vYXR~}AbQ>FLo4=Uc=X49F9Ja?Hq`^DK! zXChURfh#RR^rsVh3Zl9uBCS0?{Pb;nn5+5IWJt;GNGD$9+N(EVH%jnaZ55+K$PIWQlu8wod=lc=^B7?9wh~Am!wW{UnH*3+v*uy5aS6{u##A9L%EbkXVUoh^PY6*@n`u z!#+vV44L89WmVNiqJuZ&htAQc)G<1-E4`a(DcDgMoUJIxfi;D@Ga4=B;x#=nXKc~q z(_AOUCDWT|mkSAiESYFWg|`!BQc9tma!WC$B4*mzbWjeD8&7I4`?oZQ-%(wsI)Zl)-j@Xj^o_AHc3lV zzO%jQw{WY3Dydi&pU(T;?znhq^43BFqi;G3=ZmeW^kd@?5htl)+v@Qv%6P2uG)nWw zUR_%0nPK&18H;&M)DxG3zaVz(twQNVjTjsUAsFiCTwRSur)Q!HB>3({1};Ykp70F*`tJ3(`kKOxWGxmn6z}Q@ za;d?sRsmf2@!B%gPaT@z`bXq`O}S_^(T)=L^-U7*V3g4Pky*YG`R9}xu=a4hSJ$?i zi}hUi|N_#(kxRy8ED zByvWJRVFH&G)w@(mP@WJ6WlFuPE&%Hm??m8dvI2s)EPN8s=r7X#7c_)MCvR^iuGdY zyVZW8OfWZS!>TGRB(tvg*tYH9seDx(Q@6cP&#uq+E;hG4 zED^omBJUqAs!X=j5)?@E6=6k-xRTN` zK~dRUNzY|ay@mQNufbaBcSL(Oj09;(M!ec&cpS6)m+ij~lqg?!YhDq&OLFd=!JE!OtwWO7p|CejtBaA_DU z8A1Angl@&6g}R88P->_kkToJ@b~v8uB=jpMIlC(Qg@ z7V>;QR1(VhWAu`d7|2=JrQmF#z8a=T%!ak$ASWBVdbU=9Q0%wY| zfZ+MIvVylvmD+|SAV>2M5I$*{SW}Xoga-8aad{Ii(N@vILiIF(JJFG=iBM{hGk8I} zyxgG96Ao!M(WI)v6Bmj|#0i{ z1w*(K7mxF}PU(#${Q@h(P+kpE68yQWGoVqX(Hf18ah}o-cT-+CDfp3+lc+5pXB|h4 zDx#RfbIJ=f9R1pcwVcGCm7od#@~0pc(4xSyL4=sZwFTy>*~${P`&6_R2VIK;PSV;Dli1oCTm$F-u2^k?J}WmzRznwblTHT0o$yMJU1*L8q<$rJqgNoKEQa1DX+ukl;KJsnt?x)sO>ORL&@sCJ{B>SazSs zN;Es2!r37;FS~m@cpwAAz84cG@My_w9al3y2j3#$n48kTBD!AS(Z^a!PSy9I3}G(8zGbb9e?&QfQ({KA#D({JQ2K*{hp@NW=yM)5}8ZQ!qPSw$7Co z(C3jCsKQRY+YoUVA1(pQE12IR2%Z&?$LG^$p1bpYVTp9zszZpxSo?W2!GnDUk?H(^ z8+Oc#@aDxbkq0a@rkm6icP27}@hM&sHB*9TI|?Jnc*;OO;pe3W$Vxt>liD{ zd57X-3p>mGgk1T@v)2pigu9-Tj3T*{^Wz&`1 zOIPwO$)F}LZr)Hj&sRb1U_>D69$aYVMxvnU7Wu{OO*P(vx1)?jwO&xilCMs`+%lEs zt7{}Oljo~49ztlG3r*>1LU-OSMd!Y&d=++=WoMB=y}1t;&d z1;K*Fm>g>^SCI06F}Yk#Fmh|<%?UA_)GWVa`{z`d317xEpGSq@z6&+wLI|H9uuhgX z&>T+bKK*{iv3XMF>m|GUMD7n`QY|ky^kTk%BG{2&QTipyl-=a|-U2DNY#&t>qIM}> zmv3Y;qDp>JG$}Wkp9WrLr|uwPbryMicQ(_cERygXZutlj6M2fZ3l@80`pc=R2nI$- z^)=JsDLZnaiZJ(uGo(1$!z}gcmnqI@baW0%Yo?`B%nw%u=u27i4kv1t->J(q61Y@g z&Q#@&wxcRYx>Q4vSxaW(sZH8l(Pt5*T>t*VNoMU+VLbD2kz8IsD$Tbsd6H>cVv6n@ z{PMXqWP%ZPw(k2{$VHREV=0>LZ^Ld{S)VK|P;7ng2g@9))YC1Z(meZC;*4B%SdW^n z)!nir<g{qiFbIG&u*XqI=lB-P(c$b>0Kkcp;2nj(txh zx5Q_%SJt9P&wniEn!iWGBf~8U=8^2@5n@7M^{lz}@FvgE*2Vs_ViPNkq?Qwn4mAWc zpBlb?o$))ah$0S7aelQtv>ZEq^`p4))!mVE;$J5}&E49R9Cct4F`m89=-iO`aqYfP z!KQx^DzU%1#x7S_$H|DHB$iBIeD!R)?2VrFb=atF=-^9jNo1?Km5Jq~Y73I0@w4CO zS&Hie%bSfNTZXf2^SWQYybqhsxjHWP?cGdJ&;;ETM{XRkV;wRHBXtJJZYXA6?8 zKbU27D{Uu#nPW0WJmDjmZyD*y6>pwhKlgMtE>YOl+o;#8w0}g&GxKA*IS_>Pte;GJoo<~h`LFpL%Z3G{ENY=_Ze&vQzMJp z3{LcWW_9kf+X$o4xgP5ClkT@vD~pV7kiPJ;j}O-EEC2MKUFfrAtih}9j~-toAMM%q zFYp-^H=nDY%e6F0Tp&Wzw$`&O?e)=ktk3#Jv?RPwpYnHmnz<|P?Qh_>-&@u%wl^rU zUY6wUMtLK?6aE3(==b^K#KVRi)6W~9&jsu(Oz`i2UR<3Pt6hyv?;UCj;V?8kN!Ay zlFZNx!&_E3@lqhwQ91s#XhY!yCQ{`^-rJ7ncXtaNyItDPv*n*yJ|3V}#ir@jU_)m> zq(6cV)(+Q{I5BzgN*lVA^HS4UwNEu3dUNOngD{Cc^Wy$6snwV3Sx$=@f){Zmk-3aeQS{MClYya@&Qi zfp|}vAKOj5E2i;&FiVVh3zmiBELSl6zx}|OsSzVY%J>uK9p4o zZf7tZX-hmwdiDP5RUe2Z8+3w(x7)d0QnS(oaRb6KG%3cBhThLB>H`|C`m;8?=tBC@ z`7!&>pAGExAs?)SzKfPl3i`ZL=#YxaGaZ-VY_908DDQnIx*^hN*0dR@JuZuP)|@LX z%PCQN%){(n4Ns(LcIvh1k;)ULtiFsT^t$NOh6Ql=jTwp(8eO#hi?$g>gI<)dg4Od% z8Fdv&nQ6%Dpl4j@A(Y1L=$vxy5?dWKqYZt?aE;z9En`vTah=Idlh;(9cLqnZ zHMSU8qUmePq$mk$pPN6?srWF+XRm%|+{vV!%U%=85z)n4+1NGSBuYjQ5LI@2R`4UY zUMh%UqiFWV2%~R&MZxEj?h}F(S5{X^V&vUfpw-MY9Cl@mw%9L7&pDk^Wpup z_5izHV~V0+;I6HMb~)#AcwDdtx9P(hNZ5mMt;f5|4MCa5Unq1ScsA9GZF+UYc@AKN~{~A#EHjq0vEDFN=Rd>YOd(ssLa>o`XU&;kT-0v zpdb4#Y*vD1L9`Y$p0Dy$33vImPH<5cZ(lgeMdzmr+k|v769p=qN(nco?!SH!1DKxH zij9WVj)BQYdBo0wH{$H%-YnQIQiBsOT2SA;I6$r98t=fhds2Y|22REn=veRh1o58n zvM&-Nd9O`4n%XF{YKtNtM3<_n72@B8=aFz^QdjFsUW0XyE9}) z2z51r!rQiHk$$w=sVmoYCj&y`pSS_~-Q;dRPqc*wi;)^@qd6+FuFyPo*Lx;0LOV-o zc-b$g%(!5@P(Y4AcALJl&^Gdo?4yqSqPGp3d@)G>T}Acc2XHS>cHNjt)@vFk6jSZj zvU8##oC{^I=B*yMB0pY=`9euqjcXK{&fBMCLeMTBaPKN*c|l*|`FrK(rh>G^TJ$W^iyasvQ;>NN)BdW=hrt&fE2*qY*kr%h1 z{DfA~a1Ok4CH?E^9JIrOB-6ork5GGDXr;k(8+4`ZyqD_FPYj!xvgJwkF9)BALkA1z zKFb`OcT{LNKf%gbU?-kDeZkNjZ4wqJy0CDqQ8n_>GAl!z^}V@wxj~Oq>IwX%^hR%q zA$d!YbDTrP^0n(yriYFUMo|3W;R2LucmTp#MS=IO-Jw<3|f(GXD2&tn%9!n zF!c(!D^J&W#><4^MIrL;`$gZERwOfcvt0JEH%VEoguhBX56UlIyg(3;?G&{Rc8V{L zF3=fJSI10R#+P@xMGDxosWcPGq&D;`Prn>?+Ub&bu0w#MXEf?`T88gBvLLv5RI&2b z3hq-b8}p#B-h{E}mhJO4=2fLutJk|F2A-7`eAJU(;fpjphBj4P?gTe*mt3#RPbEZd z)-ir9%2big?B@@lN8RYP7fo&G2|0J8A+)=yi_2!n^wexED&B=p;mVc+@o{)G?nBfR3-Yj}lBf8Nl& z%bnj^9~$dOq;iGlO%+VeD;E18A0sC{9?O}zd+(QJcy4|;+Zospa)%0GYC?pZFx9LVm6?Z-0GE+bzQOsZaF*7ua6@lHM?mkd$gL;DFZ@t&Qa&6E8Mt^gJEL|7iBYE|_^85`Ba z`c>`9$x}4*2|ZqkNQ`|ERI&|a*NwN5qmR8*F0R7_15UjXtB$~ga9qGugpqURW4%WoWCu& z)dZ>5v)a1OUPwP1hD%4&@41@q#p>&$y;mlNNq`BN*H=YF*va&YAnM~)9$F|nHD2|t z;kDdbn)!zFb&}#57HR!~`Tf9L53oQiXo!LeAP#|8=uss0pO8c$*iR^;Xw>85O%P%N z-@Kh;%%)N3mmG?7OVjUoIc#5VQM?$;6nx;~p)GJuFw)OU>0@y8)405NInA`maawZj zAnMwew6sR1CvrCIlGeR7N19?Z;^unyu6l~L7ctiSfpIK)dx&;Qnz~sY0K@?LYGfo*VY1K14#WHLO+6RWBEALorIe?7HJlO31KmLXL(CoYa0yk z9-#L94KECiJOGld0mK{mujT$fv#bCB|F-55j@AyASUM`EUI&bVp>PE7Qxju}*1?v4 z*Z(gn%)=I?>QWWt^ZF6bod?))Ws%jABPD62h0zGRe+!XkbsVa1i>g2 z@EZ;TBLLzkY(l`mFd+m8NMIxa2}U4*PLOagN&u)U2rvKvp0PRhJse2D41ogLWBU{m z6aw<^W!U^c7&r=q&9O{ig~BEz6n@Ya0SNxR51=kU_uv^W04PH6AR$mf2e}Xm;1?)I zLScY_-{}efbP+H>F~A&yeTM*YK|op9{2;-w^^gZjz~)%`2ZM%HAix8lSP+&b0%&uf zltbpQ`GKWjDG6YIK(H#pvW*oDn*-@!T(IQ6ClCS<@t`GEzkfdf41Vtd_MJKc%N4-+ zp&1+w*I^C}8R(Fa1Fi&6P@uv0am3oePpo2PIxr@{ps=m}>IKUb1OhsE_oD+Lq!93R zeot6K_-+GOJNP*r=o+vKtW6wA2ljxqiNkbYD?e-kYY#^gmal`~Kp$A!I80c{kq|*( z3;|xTHt>fe1kgCJ3t%!t9!ZBbahL@olN7BJqe}9jy^H;*!1$I=ix#3^V z3_Ir^PIg{kKy^P3zx?okFzlhC!}tH>?BKx3oTF!EL}P?wS|MaozIU(FbwusN&Td+8 z#Bc8}i@`c|0u>@~&hxt`m*$CpZP`h_J)fB|6Q1*YncmyeR3XiOvYWI29{1B%GP|Y8 z(KV$P+6r4CclEdO(;`DvVpHC8DbZJvrngo^yif3dN`Vr{CvuNgYB@eRVxtG@b$0(I zTrW4~i4dVn)mj*)yG5r?^KO?(H7o3c;u}Aa^GpW55LsHPS5 zyP`^Lm;yR_(`@J2Ty)t7O7XJp5xk z9dSLRFxmSm>4IJz0nsU2-tq6fzT!G;x(Wa8!C{B9Hr5IMlj323IUQ9zLS4ZTP<-7Y z&E_?nH++rl5~|DJ9-bK_F)^`GO6xtr$aumlqPbsU_L=@@RLV|jr{Q|72+diNs_Pu; z1V*90VG^WoMqxX60&sPWw7_Ct-uRV&dM&2VFMxYq3SoZ3+i;Yhd^L=Ey-3j#x`Ly!V^W+y|arT8+5 z!{fV;o$SUfyIAO2o!RAP0%U_YA4rZj{ekwsUGM|T+Mj5{s?;EAj|6b3LTTAS@2m(x zoS_C68ww(xNb=FilRfRiEh7soXG^;tt}iJd5qJGEWv&&w6{Uh8K64@=PG>pI+#h)P zx5pTNF?0BzcuAnt;iFULA?m?I7y4nJ7b|HIKrz`g&yBA0b?MISC>4-c6h)!ti}07MglL}+)+!B9xNGS?;^7B?0! zDQl#OgvAgJt}zJo2TqS3tNkZ4fdZ?Eqts+>D^azA$)vW^B<0rR2>sGAHHxc^#Y`$? zf%hL@B=qDUD5yAg^7%1-v{DVJm_AA0Gp~81BZ6v{z&%hW=dDeghX0c`+jz{n4bqL9 zwD{y1D{`N>Z2C;f3p7*9S+lNrD}B3i&L53G$~|65>wVf}F-IP3^^tSMFZGPN;iSdY zL377Z`>Qmc3Llj}$ejzG=re?8608)QUjBNl!0kftA0)*d7ydVn83t@{j!G)3R(nDU zN(@YRq_cf~%c%bD-0poeYg&#ZQj#hzMY%IB>_S(}15VX5VoGLVbzyUk7DzTO8UENu zY}*5%b^nNW)Z3FI31w0Oi8ew3q;Rf6#xp}o$P{O;lQo&ITH$-g(HMN4u(OZ#!2>xa zFDk*V?G&fTnv+jPGLtE)5PmCm-PU-uDtg)}D?ARfRNxj*!|i&AI+kV+eBQd9v&{Dz1{SG;_KhKbttg&_=&OGPq4!# z?WQe3LiLDv;c@$O&u;~EyNcybIJ{vG*)$8!aWLn-dSSB#@g~nuVbkGx$zB=D;L1oV zp$JX#x&$rCuDX{THoRD!Us&yK6+dL#-PLw=(?%B_E82os;8;_c-^mauFPPWQd`KGS zf3ZUFu7VoW|DoBn>@<(7%xR}yi_yy^bF#RYIf9n9>2a(YbgQ4eJvNDp^8SPN|E)KM z1B?5kQX({zTmdO38a17-^(8g>r(;U(RvL?gIk+G3UXd{HfW(^F2eKUOJkdiyHAJUBT?^4Pn}fg_l*n!VG? zm)|}LUgt8U9SKrNM-&8GmESbCX!Y7|QH}@+ZKYC6^^YehOuRMpii9OkPQ_!nrBole z$|Rk=3+IVzZa>e88+OT@6*TxL@WeHt`bRhF-;oN@HicW>P2nL!+pyL8+ze?NNGr=V zefA>##pXVdjJ|L7A4cKddi7rh0gfzJg9Nq$ZW4zf4sYoX9sgTr3$bq)C=UJ_&edI`yc|6a#8XpZE ziVwHL>NaT9Y$57TL-dr-NSXE}b#)}bsu*V~Re~Nk#A_7?d592FRNl8NA`U1(n=bII zleK6YRkt4(zpYg4S+Cu2RZZ=TwPe!fjpb`xRzOEEZftjgB2LEWvW@4G-BH^W3DIh_?yhSX zO*;WriU-BU#@tuBeZZCd|#Z%M=I941?h1*SiGTUD7LTzhG^cRslT=6$2 zTuUxjoi?YDKVIW9PO~bt>D|Eqwn|F40W#Eypbd~%&y*|n-@dGM8T@?tw1RU~wA!6O zk89)dWI|=MwfX#edT~i4nB_?3m8>Qzg`PAs!wY*9Vi=zMM&#S>hc^}X}af+aLZ&)fP96y7yIpF(dL;(0oSOrZUASkFn3FgR7* zmjC$xVBk4A@`ndbf_O}n9F5I9{Dewhe z7qw@qlnLBZ8y(u^Gpos`nmwEEO?SC7(h5=1$Pb>0J6liWaoP%RGY7#FM8AkH zZVp2ExOgc)8(Vg#M-ceFuvfKGgK^WjbUr<%>He}Kxm7hUigeka|9Hof6Qh==a#G`; zMFq2{Flor&TVOAMOWY>NE>h2qKHV1Zp_}EdsWyup*=GZ#i5G4s`xpd-X^TXJa^-Z> zx;xuQxrx5k^)|_9F%*eVQaLwHNPSIPnng_wJ}GP4+A(q~t%J~9UVm4?cw41n2gUzp zNA&ID?ic+0Tz%T#6)13Y-S$tbAsBF*=cob^YTd_yX}H!JM4L~Icg-SQr{4XWJ$gXc z^u#yG%N=pV-UXd~oFA0LE+|t}@-;qYCM|YnTk1*yrvn!~l1m>yfBDA5nStFXkQQY! zZyU{kz|36FJoL2yE<(}cvXhF0Zrxk$$COSo^o1+=d4 z&fbgJ>`G_cWlURM6E1U{;jr^ye(p*G8!i)QKSg{}=B$XfOrG#ZM>arEFHmsS@Qc>x;laRog9GxHO3Qo!q~W40?$^!jU_Nb z0B8h+xrI<*ep9dz5Mnk50kLv0za8REIU&Y_y zuwUcvf8L@1^8Ols2X4R}jk^Pv&;E|P3jkyLUx~XPPGA2UcRz^R{%_pw&8{h|mGWKRgTU0IJ1$2mo3+n5`WE zY~p);M*v^>{^SG(+|ofGSpNgWXAYiS!2l?5@Pzd}03dMC{=4%6;Gu&zz-8he6u$c_ zzz)8b11=2ygU*3xJ6K{I+?M?@d;hfWhJp|LEWo!c48VR5`uKaIKe`o`fPTLsECJLx z^l5)xa^^QT1s`lA_$6S6)c`N~9RmIPF7#owBfjLwKJ;(8N47302ZrcYjJRj z;$VgK_bH0+_y7O4BY~rfQz_sQI>y$?Q5t*Q|Ge}C7z74^2tW}q2ow&1a6@1m5C{h+ zi2tA-aE#(S+7#pL;Dm9oH3P%=pnNbMunh*|e1V_;?-zVduGT;k;Mj+SyE$+X{%9L# z3oEdhskuGyJ%4Y{dE|TYa<#MqLBIkq5P~}kbA%%V$4>)jC;@AG*0$Bh2vmD5u$}p~`whorA2mc=s1xG6<@WICq_!K6?5JEcMpYK{AGA^QcK`qY literal 0 HcmV?d00001 From b7bc19a14823f51bb04a6daa034997966e61b27b Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Thu, 16 Apr 2020 22:59:06 +0200 Subject: [PATCH 05/16] kernel [wip] --- notes/03_kernel-pca/1_nonlin.tex | 32 +++++++++++++++++----- notes/03_kernel-pca/2_trick.tex | 24 +++++++++++++--- notes/03_kernel-pca/img/mem_waitforit.jpg | Bin 0 -> 17934 bytes notes/03_kernel-pca/img/storehd.pdf | Bin 0 -> 31263 bytes 4 files changed, 45 insertions(+), 11 deletions(-) create mode 100644 notes/03_kernel-pca/img/mem_waitforit.jpg create mode 100644 notes/03_kernel-pca/img/storehd.pdf diff --git a/notes/03_kernel-pca/1_nonlin.tex b/notes/03_kernel-pca/1_nonlin.tex index 2028970..5a2b339 100644 --- a/notes/03_kernel-pca/1_nonlin.tex +++ b/notes/03_kernel-pca/1_nonlin.tex @@ -40,7 +40,7 @@ \section{Non-linear transformations} } \only<3>{ \slidesonly{ - \includegraphics[width=0.7\textwidth]{img/mem_candononlinpca}% + \includegraphics[width=0.7\textwidth]{img/meme_candononlinpca}% } } \mode
{ @@ -51,11 +51,10 @@ \section{Non-linear transformations} \only<2->{ \svspace{-5mm} We could perform PCA on the transformed data $\vec \phi_{(\vec x)}$.\\ -\notesonly{The reasoning behind this is that } -non-linear correlations between variables in $\vec x$ could be linear between variables in $\vec \phi_{(\vec x)}$. +\notesonly{The reasoning behind this is that }non-linear correlations between variables in $\vec x$ could be linear between variables in $\vec \phi_{(\vec x)}$. \notesonly{ -This is the \undrline{purpose} of the non-linear transformaiton. That, two or more components in the original $\vec x$ (e.g. $x_1$, $x_2$) could have non-linear correlations (e.g. plotting those two components reveals a parabola). +This is the \underline{purpose} of the non-linear transformaiton. That, two or more components in the original $\vec x$ (e.g. $x_1$, $x_2$) could have non-linear correlations (e.g. plotting those two components reveals a parabola). Expanding the dimensionality of $\vec x$ through the above mapping introduces new dimensions in which correlations between the components in $\vec \phi_{(\vec x)}$ become \emph{linear}. } @@ -68,6 +67,25 @@ \section{Non-linear transformations} \pause \notesonly{However,} we might not know how to define $\vec \phi_{(\vec x)}$. +\pause + +The potentially very high dimensionality of $\vec \phi_{(\vec x)}$ could prohibit us from storing the transformed data.\\ + +\begin{center} + \includegraphics[width=0.5\textwidth]{img/storehd}% + \notesonly{ + \captionof{figure}{Storing 2-nd order monomials applied to an HD image.} + } +\end{center} + +\notesonly{ +2-nd order monomial applied to one HD ($1280 \times 720$ pixels) image would require more than $400 GB$ of storage alone\footnote{ +$N=1280 \times 720 = 921600$ pixels, $d = \# x^1_j + \# x^2_j + \# \binom{N}{2} = (N+1) + N + \binom{N}{2} = 424,674,662,401$\\ +Let's say it's a grayscale image, so 1 Byte per pixel. This way we end up with $424$ GB and some change. +} +} + + \pause \svspace{5mm} @@ -76,11 +94,11 @@ \section{Non-linear transformations} Directly applying this transformation on a single observation is not applicable. We might never find a transformation that causes all non-linear correlations within $\vec x$ to become linear.\\ -\pause +\end{frame} -\svspace{5mm} +\begin{frame}\frametitle{\secname} -\slidesonly{Even better:}\\ +The upside:\\ We actually don't need to define this transformation. All we need to know is that the dimensionality of $\vec{\phi}_{(\vec{x})}$ can be larger than $N$, possibly infinitely large.\\ diff --git a/notes/03_kernel-pca/2_trick.tex b/notes/03_kernel-pca/2_trick.tex index f016d47..b9a964d 100644 --- a/notes/03_kernel-pca/2_trick.tex +++ b/notes/03_kernel-pca/2_trick.tex @@ -1,5 +1,7 @@ \section{The kernel trick} +\begin{frame}\frametitle{\secname} + Representing a non-linear transformation using inner products of the data: \begin{equation} \label{eq:trick} @@ -9,7 +11,13 @@ \section{The kernel trick} \end{equation} where $k(\vec{x}, \vec{x}')$ is a kernel function applied -to any two pairs of observations. +to any two observations. + +\end{frame} + +\subsection{The Kernel matrix} + +\begin{frame}\frametitle{\subsecname} Applying the kernel function to \emph{each} pair in our dataset; \\ $\vec x^{(\alpha)}$ and $\vec{x}^{(\beta)}$ @@ -17,7 +25,7 @@ \section{The kernel trick} Storing all scalars $K_{\alpha \beta} \; \forall (\alpha,\beta)$ yields the un-normalized kernel matrix $\widetilde {\vec K}=\{K_{\alpha \beta}\}$: -$$ +\begin{equation} \widetilde {\vec K} = \rmat{ K_{11} & K_{12} & \ldots & K_{1p} \\ @@ -25,14 +33,22 @@ \section{The kernel trick} \vdots & & \ddots\\ K_{p1} & & & K_{pp} } -$$ +\end{equation} -$\vec K$ (without the ``\textasciitilde'') denotes the normalized or ``centered'' kernel matrix. +$\vec K$ (without the ``\textasciitilde'') denotes the normalized or ``centered'' kernel matrix. \notesonly{cf. \sectionref{sec:centerkernel} why and how to center the Kernel matrix.} \question{What is the dimensionality of $\widetilde {\vec K}$?} +\end{frame} + +\begin{frame}\frametitle{The RBF Kernel} + +The Radial Basis function (RBF) + \question{Is $K_{\alpha \beta}$ sensitive to translation and rotation of the data?} - No. $K_{\alpha \beta}$ is the pairwise relation between two observations. Rotating the data or translating it will result in the same $K_{\alpha \beta}$. However, scaling the data while keeping the kernel function fixed would produce a different $K_{\alpha \beta}$. + +\end{frame} diff --git a/notes/03_kernel-pca/img/mem_waitforit.jpg b/notes/03_kernel-pca/img/mem_waitforit.jpg new file mode 100644 index 0000000000000000000000000000000000000000..251d66a8bb5d9c2d974bfd99a7587ad724ac1591 GIT binary patch literal 17934 zcmb4pWmH^U(`D1RH}3B48iKo9XN3;*v9yQ_<2fFftI3v9Pnyv(wNs(Esx# zQ1I~ZNC-$+NJv=pgt&zC|KIjD0Kh;1oIsU9Ls0^N7*Nm{P;Wy3;`epJLjAMc{~8bg z1^vEWc!c*^0w@6V|26skY2f?p+Zq4`8VUdeL4)3}+}P06;+g5;YUHgfqQF9@P~b*? zfgz@4Ml^Hvw<^CR+W08EIR1F2_BC5-eabd9nNxr=rF4vM5hk@Lo`%jJG-9Eavn;D}lk0AMw6Dk5^4=vNk#7 z0!-davB1ToenqHM#FS#hrxepI^~wC1y|L)KKqE0sN$jeiTRnRy8`~&D>2Wczm_Kol zWHhZDlwOf8CXmQfeb^;hPBTtbxG%=6+|Zfc%Cwv_o1%^zm3tCOn(vu4OUpEUrgfAv z%AYrMsauhq-&4~vaOF~@Bxh2TouZTJ++7`-!hn@<5m3_;x(IVDXCz%?wORM`XI(Yr zx2%emO56(}Yvvk+R0lU}R+cYHVdCWM@KZcv)Bx&0bsc_!RB%Nt05MK}P z@$7dn-XjVfb62!7omeWsq$%zE@anPaCP>{w4ynpqsTr$3(C7Nm${V0>sijnhXFG-v zGG$}m&5bi!X;hfZjiv;5FQU5Wll{2jA!Wi1)-L*SweDtbX_-y2G|^NoN@0K7ttwtt zxrIm0$0b9W5RlY`rcSuX%iTze)=YSO@J*;C?OH!UD+I?BD@y5 zF&MyZ62sw*BgjEg)XHF|m0EZmA5_VP!`9WuH4j4#ajR^^9;mhKDYZ~!%V zH0!=|Wh_%iq$`KCK;av?I)SpMWLOvzxGeOZ@o&tALbdkpBuv~$r`+DpXm*wc(>7t? z!B}=8uAp)Z;s!8gwWbnBh~3cA7zIxtW(JRfXu?y%4i?%lxpr1 zo)})eYNG>%A)hUkx}0*jWUDf1KJCeq-0?Zz9O8pPrk>uS>Y}{nghSqZ!5mdk5E34B zFwoP44oH#&hlqrSOkzbcPgfEn5It(vV!EmjW6Jiy?PCcJku(a$S6-f%HUU7{aaqKd zY>u8Y+I;T%MsXQIHwf|OO9P!tr5Yu6%;jPM=<~ufz)pruMM#Tr8#H~-Mti$da@*@v zXO()Ny1~&s9cV7Zv@PVjHW+;N*ZE15QwY!PBk8`g&|=DyHUqxBt8n#U@Y-zoO5{X9 z!C`M9Q63q^Ok|}uo!hSL*7okvjKZIGyM^Ue>RNSgLu7O0J88AN7jcW zTQ2uPE_t^~?jJ;WZWFoDMwV%|BPa4J4~26HiQfQXGm)mdTl>3W{82H|(KzH$F&>7D zO?T%}1ixTL^}f4(DVH6wxgCkq5REX;EQ>5uK^bP6j~Ma!NEUarcyO9K%E151_W9tV zq-FjF!@M{C@Q|>^vOr~w8wxV}(o5mlQb}?A+r=9dU16f3n~?Yf-f2h>!f8sY$o;wK za|1(Ba!LGn@`+k&f#i7V$$N@n2LXUUC?E_h4DdapK)+`pC?EhD0|pZoghc^IPRYTE z&BY@|#f^i@E>2C$`<{6a-m?`HEKp3ux6JLQXMEP0SwP0hAd^GlAb+^_7fAHb-5sSB zOD3dWM9q$ulaZRAaSFCNp{l$9Y>5_cJ(rdm`1ts`vYYfFTgRGA&Ae!0 z%(bJi$ThhiKJQ~M;$~eeJ zpGh3z=3l~Lxgiibh8OykqP|EK3FN;Fk$G|iO@0=UD)k?{Zzzy5<}>JB!G+B$d6qaJ zb>N?xs#H`=kevAIgi99SofY=|z-lhvxK}s!0rGqVBE}I&M^tP-EC6soUgB7w;)K=} z*N^627f~kRn7lQjb0=Om%%l9KaJ8?v*3-Rx2fEQ9q~{`Tjo2@>_&$Fr^~d@wxqy?d zYMB`7j-U!_U+)g}s^!$2P^IRwj`iq@v(*q5$5|Ve!3B-X#A}@be0zfk`1}{8+3TTg zKF=u2PuPl6d0&z6<1$OQn&PG!zCR=V;>``jnP}7BP$Z*6f955pu|*od9kNOX{#@WH zt@X(;M2$0XyokDacoyE%zVe)*;V1xfW~Jr-x$w)M``9;l1a+P{NpIoaJfc^TrOKu5;Hxrg79pcXkvx6yzoMfj6FpqkQit{P@Oa7X!IaTT|EugM;(@|c2 z_##8Ag{IZD1{EUXGn?`?Vh@702i~;R$iV`6!`s5S+5A;?<|F7VS1ar+UBbmKTUg<| zt#Oh=f;xBNl2I_YR0M@CVrhe^Y9 zf}o_v6wR`@?x*yR6&mc0z;c*|Urmz;DY`EUFZ{Z!a$FSDQ3>OzuLrq~yJqg#xJ#((C zN@L9#rU0%;2V5>k!GlfFpC}|#i(v)je;zd*1!GY?Dn2~rEUjmEmMox3X|*jp+#F$s z4>f6^TZ|w9P}{22{j&W<86_z>fG8HPXNKd?Laii)Q3uNTb7m9srB*$}p`ONyjz<&4 z@KsDh3rqESADA8P+Y-v>dpq6$SAN^yys9_?a?Q$s0=zkJz$ux|YwH4@7A{Yu7G`YL zlEo^+I()&!QoH3cU2pYa=E-IHQSR{mo8#(XwFU{l+v;PF+tXJ;<-l(=f~kFUysQ)K zFs*KC4=o3YpJl>J*KpIxlpJ`-rgCQRi_*z5NANQk@4ra5j9f!1>a8BG3_d( zh-PPi9rT&N+>@~A6)O(y6`u(5bweixwOb&;xhbyhB2IU8&qAXdV^Rin`?BgJPjQeJ zZ+8{tc)?ZHFJOqLHH~)$>H`aDIxNwafiu4?MCptthH!#|YeJ}*Ytq}D3R_9T;Y;rI zd>oi(8c?l zmuJi3P+gkwNqy1Y&u!1PYI$%X3?$ddj>gHH3WS2FZ(|Z5TP4Snd+;efx*wZ)wyh>gTcwoO!);@h z!r#vu-7GZct$m_WH228b(YgHLy?FOW8qd(ptdNA>n|V1iR(zkeCSVkPZ93-rcID!l z;d03-JLzSLU)1@^yIiwiD_BEJug|_+Z9$mcpaIXQ3mqh(V8)E!@K;pWFO z@t|PhMCqX$D=cmR$vbjK<;q-&PC6hg5?mZNrj;TqtW=>KKd!!_(<{na+X+P(W#+_I>dyl{YQLi%6U6p0L02~SF@?B#btt}h+*!qYhI(Kq5x-6Pxn5vZLI5U6|4ud??ilJv*1 zhY{+FOw=2IL5P6=8_0;Le2-A9=0_U+7W}gj&x>)0NbBCr09%`YV^&_LrRSk{g4iV5 zitTEdP+D96T+^z$wniJ*uJ-E45ypc3mEu*wwH_Q?Y}CnJhF4Y3;(vZ_!QW8re;)V( zew=~r5aLR(srwey3~LONTOJ>X$0M?KDYAA|zxRUiT8|rm5xD=P@!~X{HqK?f&Z&j< z6T#C&+}8$MCtE)uG%B!N$qLIs1@{f$m@5&R=LGs^Ko!%DzUYFE@oHJ{+GX@=cY39* zT>BmX-60mkJDVOw_cceF>NfyI-R{%+AIsuzxN7Y&F2DYS`w>OABM{rglQNXP0UXkK zpZUq~-vGEhb_s!>e_Sfl{bk)^+C#r4WP7A*;0RMo*-DO6`SIfLaLu<;Pz&E%|4cl( z9=hj^@QrP4;vitzulk{UZCd3k6XAp&*7a_Nu!)41f3fo&8;TsvWymd^r>D7mEU)+4?0DcTqE z==L|tZxj4W7?LrTlDZwnovKuVc_f9c8YQ|CE#1-LIJj$u%fu8zIW_e1%&aJDhm0p~ z@sKCtA{mJrv+rlUMyF#fg~^xEEf|n$M8|Xju_Y{z@6&FtL|jHPUT)mreo4sqa@3g`Z(ne8oa!n zCq|TMw#6cY+@NP45mcQWw+LW_*v_my@#R^Li0rhey<%%%?R^Wj-_Y&YaKvirkTO%a z>Zt?Yoz&Hoy!)5>zy5u9-+yGH|I@#sYFJ|bdKdVQcORG{zx<{8Hk|Y);SE3+9&vmY zSEI*OEm^!=nyp@DYrkNal#u-fh}dM?twbd}AykdXttISgKj}34J1)C1Oi4!3uf`%L zw}n+KSny+LEQaOYqn3SRwGbBRN0G^OohFODnBiEw zFri-bfy;)8fpZcwDu`Fq7ITKAF>j;zux_hGm4!};?20_?5-Vb$bl36aW4u5Q7}MX=ah+@dABR4H>BW{~2`kpB=II1%769l!HN&@lRr z6APSS9|I#Lwnb2=I5~2=k!0EEC^?!$3eKEBHtE8aa{po%@N|1R*|}7kyF_!m zQlLWiLOBhZT%vr@ZdO$-Pl*+M|NEo6q4qQ@nDQOJAZTu{nN^HrJGJa)o_7cM&&9gG`$|G1af-I*jx)t zZM0ug{TiibUDY}Mzz~=2Mzvt;%F@j$sA3kdDh`-6Z+Sxdj);n)biSvmim_G={+24F z^u|4nko%a^(-0ZF#8}-9=xT-i- zLf2p|E~T@hr+>A8YkwZ*u;H2zzUSjcMp(n zE?Zan`4r2OUyLIuCq=Wuil^6TFBDrSP17li+DQCXbf|EnPas5YEC`ZTW9fFy<&0~K zYPlHGObh*4Ek*1^V8!9Rcz_gVz`s3R9F!k`XIs_MRad$==OL@9mA4$!In6yD%gY?J zVRW2asIK{&0FWt860^ev7cc*_MsV(0Y9?2y_EU{4E{nyZ@zl*TAKL^~wGf|EP+O|dEBY3%p#8d6+gdn40TAuZv%4on+#+NMVb?=GY(Y#+edotA!cNh&JF5j@qT+h@)WFSlcF3uPr!-!3 zc11b%=Tu5}f>o_cz#um>O6gc} z;NPq?bkpy)U1Jd6sNd4n`4Pmq+u28*Y7=0IThXXLtkzu#7QSk5NBhl?SOu+!~&)^bgK4@wF7>~fTRv}&8(DBT}YMC{TI@Xr04|qGPZvfkt<`~yC zKka|V>r(AhB0hd*@$~=PE50VF1ApyUN+)%tPr<8Ye$9OAi!G!B-8ZmyA8SHlHlfW^ zyCL7$)Z%Q~%5T3;Se`V?8zfMFt*^z)v*=jz6<&Y!?EG^W9=C1oocY8D*~89a@?x|i z2c4B=a96@z1F7;<$!||LrA330l@A@TY|Ty3(NH?B_*C#kTiG%=(^g}3>N64*af|v( zrD_vuv%CHuz*ty8TUBjs&Md-AXC(vckJsI{EpLF}Z_mfIZ-7nc)3yNC41cW!k@?pC zH-KuUzaQH5b+^q!!j+bApT6ulDT4UQ>x2+aX>EA0e-^NbpU!vwXYcUCmP5DW{b+Vm z^Xh8+MumukM|DK_P;LF!UfYRnbYNS736s(NpY0_^2B%Q!ZG*#8H(Ex2yohSQHnsKM zKUTB(2_dcd2i5wn@6Uzvjn5h`8Jgzc{@NOK((>$ZA>y;)V7fN$exW@to`J*sLBv)3 zl5z0{K(<_qkHB3S<-(q_2vB$k40muCyUwjUQ~T-~=sq}&map#qapIr*nDlkx99hFg z{J%R#y%_K6Ind*f0ESF(BwZAXg48ykP z^%a&M--PfmE|yyzc+1|FjPs6OlueT*xXh4FFFulO{>9qHi2B}29Le-urWBL|c?eMc z&!qKVnY0nATEumcO>ZH!=}}=rZe~<9mr4I*Z{^92+6%ng(c6&U@2G$t^o|1F4eB4A z^IsGN1;C)-5K{x0y1c`HOY;84x!o)F|LU6}6pd}Dy^Po!g+p8XX>6Se(q^JO+zYk_ ziw9&B_fjsj2;W69FAyi7!Cn!@RL4u#q^LgmqTP>v5#{tqG0Py?5N9=BZK$P( zB7|P?>(;yUBrk|EftJ4`Lv;2?%L&q;INW3g(;*QW%BGfdF~stxg49pwWtwzmSr-*& z+o2Wm$?2L~hdN?#g_bz2X|5C=9LjVZ*2OUiY$9@6@V)w^d~SxOWcYcK7UC_flk#YC zKm2zC5_@iwQ*!S(brWr4cgR=FY)|}$pgW!eIe#9+Zu$tg1ra-RJHku9t)Q-$aE{@`Jla48(f9~Z-&oswKYOIhVVX7+@>Yvou zCfxmRz=K^J#lnOd?GkjGLDRFLCtL8!`hYxLbl!Mw zy=omTe+)n8mvr_<^~=hPzHZV?yUIE<45)O-WR=Mh<<*)Cqh@8vex@706$b+JIsRIF zYX_ZMhj2q3QL57PeveEU?F_+%zOShY%ENSV85r&XchyIN)na~UHvk2rE><_R#!Hq$ z^RI=UuGHm_9nJ?!JN$;YJ@B4odWYG|=jchkm~#_X*u)dp=ywlmhPEbjDt>~cU!j z;=Sc8l~pA;iNgmqg2maFzAHUhj+wb5^Hut?8f11TCXJ91Q364T^Vq41PBMbXfEq2Z zU~45(gm%)t!ZARxc3wkU>&i8`2*i)B5hCvrZzV14NT%O_Raff2I63$3!IJaDB#MRb z5jQP5$?hd#E|Rn-?n-wSvGAgN7{NDM(#bFpzHC! zv+S>uZPLhb{g`TqYh4`}7B@KE00e{^p8e`l?;1k%CTF^~pwjMEGSGD>w zz+qowpNi)^$Xj8$oAUEIGQD4s;v1aVaF$xip7MGzxVooJzaK+KAU=A$k>rK_d< zmX~hdzxIN`x*}e4T3(Uzy^DiwpFQ}2^^RU4%TtNyg7AUYug?L1%r4#?0jcQG_+>;N zTcNhGR>OBnf)S@clW#w7qbOa5RPMr!<6{3KGo$wQ zIP2JAqtt3P<{X5HCc&5TSvNn`pNkMxnxr=w4UB@0S?HdULjE*39Wz7#L>~I31R4=Y zf$E8%tXR`9G4jnX<=EIa$*SG{BU<>t?xJdPhk^;^lheKi795s8#rbXq6$v*fyX_v0 zU&X}bIA$kV8Z}TtG&rUKBY&th0N-QDA!)qQfyZ38Pw!}@OPp3_y$9oHq<9SDOJJ8J znrWOPdFDqcjo;T5uW#^GwBP!bChBbQdoUZU!uXS<{0^;rb0t{ID-vyPo^27OzbNXk z9E;t+@axc&0WLBz7H0;Amy#JSxu0ZZ*qX+niKAd<5?5Zz^IoNk6mgoP&rtiv4HlE9 z^8QSV&US1LmNUvx_BlT9=tp5>)V>ST$~OR>IDXLc4S|o3B|?L9fCU1!yqko|m(uEr zU;=CQ2KEGn2z4DXyX_8gus`h+3{opvnl)zdAk@dYlAAB(o$@RTUq^0`SVS2bY1M}a zmC$}u9~`Qq^IMGIlAPC(9};y2cSq$ASbhjddfgNHjv^7IpP@l|zCf{DwD$%G{T(iG zr{15IVR`_Sn3|>PK-0h*U?Dv2GHGgmW%Zjk9h0*azjX<#&tgdiKrhfX_(3w8#yI<@T+I312q)hUcV4}9>(A|z`wCOww`yVcliz}99zzmoQg?Z7Eal9l-@~Dr&rW-kGPq1&5 z-o6-UW#GJs$-6LHyn`A%1LYwn!PyrDHx1cQ_G8Xgwq$d=E(Ju-1sTvwX-Ir47jE6) z@ERit8u>WI5Z*Cd=~TG5VIXCzI~75U$XO6T?+q{)(;GLfoBjO9&qznwZDjYMFaJv_ z@^PhE?~qvVFH-H!_BQ}P3yFf4uM%Pq=qyDt_7k#*4;I znRM04y&5PD+U&5XH+>rIgDfG%Zf<&D_rUEo2r)*qi>nc?S;XQANqrg&*bChb=IqgT z8H*m*O^`C8ktL(mk7_3(Dj>zqy!sZ|FDzF8D5n9-ykp0o8+A_^Wb59$*~28mEEjIV z)X8ABF(#>D;yS%`=LT*^SAiS}*E=ZDlL%UATojh?0x0+BsMO6M(jpMrugb7GOY*DC zIkteZ@(`^~@W8#6Z7E-eqpjf~|79!B75dO11J)n-V2OoJIU%wPT+IDv6=oNFd-Q$= z;^-UJP>Z2%T;?*(CuRSu@0#HFR4t3I*@6+`@h%RQX3~gf5rpj(TzYKOUO|g-QU_e` z1OxxaYJlzF`J~?!&#r42&K(Kcex_pR#?WQ=sqhDJx2Ho9%=XLcMhMhiz{!ZlDu?=? zUfRnXh#Dh<7SS630hz{82=R|a<{?UmyH{RG1&hPzkmI4H%ViXIlyqtSq0oWrWktBl zP&_{8D7wv;fTl%RJKHK_P6pfwTZ6zLgAQ#C9LBD1bOQu%2$r`7$VNX9WJ~2uTc4gL zIm(#wo>SqBO4JpRS$X`1bgrWv8un8Fd-Yr}feKXK>89T|x>Ji3r~1(=)S(BhZ9$h3 zCjOS99C+>uuv(g*VB=m(e2MdA+g~QU$TE2^`86xgOq~J#60(U5O|0>*%FlL(N^x%ZXH{0oVR zY`ZpC$qZE!t8z7r8y8rH1gX(-KLC7Q38Qm($j1|t&qHF*%aqWe14W#rK9k6 z6m-E*%a}i6Q?f$M93x-L2Dr_VzWZx|!FL^3d%C{S%fHbPeBU7b zhDOMba)qvm=WhTF%~gNxI}JfyiFYEBmPr?g@mx25_fb^CcrlDaYG&CZgcTGK*&$vM zxO=?;0EW;M*rOq_JSU5S3xkVFev3FPM||7(B%-ur)&Y)lVmN%r=N5*tDbuUV1HZ*E;hbYJ3+;Rxu4Ru@YCEIEK>jb28asm zjBU3&{X3>0=v463&|v)jKfdN)ZjXE`vikurGsP;@5OvQy{6g1i9P%gNSIeu45l?{R z>n9zXTktC0SV8%(KYVKKEcDgy(mob$A))`YiiXRH%DTsH{R7F&yhoHMs#9jD0$dN% zq;3=Za)dzeM_LKr%g{spcfAWKLX7Bj&b*$F!M6N|hU<34YmxreIAmjN=F9X#fcqQ3 zh_ejvviM3$7%7qx`W%E04I}PZgQh`dvuUjS2I${^Ff2dyDF}W85EP3TE)l)jTb#01 zo|HVNh2HL4d~>&AsGMW{S~6jL?rU}4b-DbUaCFi&ss?$PD(#IEvk>l;`MZhX6;!bf za(-|f56}(u>AcAFaGDhMMc43?d;?@&KA`w)-54)NHdOnw(Lm03=e$*0R7TeWssRA_R>(_Xl`j^%vj?r;ZOO2SmsxsRcEZHf8%f)Q5 zX_=?5-J!O8Oro`vmp7)%)mAj&es;GH{7#*Euwbf)h%UFw(e3bovOBr=LddwKysos8 zB*)~aqIliNZhdr>%fWIg$Di$y-;Z%GauY`rny1(-Zhk{QhmJ{I>-L^za~1&V_73a7w#KUJa{)$!F-Y;otb16kX`Zj`8*74?kK@ zyWAJ;p_^G@-YpS|!Kgk`Db4BFxz6j@k_T!XicnFi8N0&b9Ma6wNMw*#XAq#qgGiW8 z=GRWbHjihrEpFs?Utu5*@dw9I`9g=}2W8NYV9gjL;3#?!>=k;j}+2mrX1(f-m6LSL*E;SD%htZ}k= z>|ggTxF{n0Z-94-O^)$Tuj)Va`oBG^|59ua`Fr)}on!w?t^X+ifqtP4N2;!WqCte( zpGqPgEZa0DQ41feaKfbab(nx7c76KuH?Y}P-8Z1Z@98_nF{9XV}d|s_!kS{dGR36-{$__}))9 zifiZOiK-d(PjV{9v{q z#$kjbq~sTvP7&uvp)6ZvL4KXP?dTJnpJI7ky^O?tR;*xe8$8du0jD@!I&N+U@ivfq z3tGKt)ZR+xrMcBZn&sI0wO($_>uJ$b{u|4^t3bP*bQM;^m8&0gU^q<$l4x^s`?yqF!YJe-3ZSJ%%4BvGK^hz%uo|h4Un1~d9ramsF3G= zI`t8*3Pc#IqQ8N=v-OG#wWtl=EK}h)^(B)wGp}jIDn3j8svGniD1cU1HmVTlDE-uV zGoc_W_vt$aOs1@xy(z(BB&DY0cU1 zZAiVxbYZRWQUA;YOEYj6v-^|vG>KSZwIAxWu2qP)zs?1Pc;I{JDgP7t_tW##Bl2)a|15OV*X6CZY9Br-l`i)Z@yoUM z3Jnf1ylielg5r@@-8cTq4_SgprXu(z11EbIpL1s-U;;fIUR5QP6?TMcLRxb6aPZ)3 zs@$g>mp$$LdFPNmAI~iQPQOv1&rm0~D^8w1J|PIXx~Seap^<5xgJcwmir=6ew#7kO z!tfuCl3J<%X7N?dQy|CS|s^H1Fjz$=CH^r>yTy^=N$(V$u>~zV0qCZ@K z+x0x;1X=tE!P=J=@S?F zG5_^i!s@%z`G~XIZbFYR^VZL^>xS!f)W(^((2>V;p_$yP_XyMeM?VApd%piC!v7p? z(7S%t*nc^Pe1_%2Nov< zTlr!I!FN$-0MxO={}HRwD2O2t$vzVAFsS?nIOs>Ey9s<{&xszKi#}_Y1}A$hnTYWa zP39908M4NDa%R!J7JsScU!dyr zj*y?&UC}sRa#F45q~~OlG!pR*SD@7BFE+uE-?7v%FBX!)VC{5veOq#D+UClp{502o z!sZF?fR6-{vKyS=9x(?_rxO@R@h_{)l}-QPXi+Lfc8&AHEGDh}P(|pqXN_+hkq8pI zS3;*o#q1aR65oQ+;R(E~iCZDj&o^0e|GqhRT2^EU4Qvx95$VFq);g*0)ExU!eFs1l zGi(adUvOB~&9j%uWq{nBnQfBfNK2? zd|LCw9d>HHizttaYUpkTgRqXk=N?9#h2xYYET2u+X3Vzn-|Z)x(F7eW<6Vskf}e>mW_xtMG2xa z?5x$g@y#I=>u_9FQT9fTAIpk)qv9iWVtN!zBo48}OV?NwTcVs3K;My8+&EU*n1>63 z#9`={GN&PT1qgnP7U_pn&+_82=+cOFy8iZ!@lsUnE1G8Q60wkeh|bWI0!}KMNEctK z9=7>pTcmYKIZEDM^#Wd_b0hiHmEyyDJuxgk)gZOQAhDcUw;%bhfk+9)JNUji_%Y9?U-Qap)kejG}pgL{ySL(qW=BXSQch%m_0-D5Sx^ z)Pt|kKM4jt1}ENRk4;S#upl82&s$~7O} zybN}Ni4Z1>NGLuJb9=4}$se<(+0ET^1NC$AsTGIruTPot4Mq(H<>aqqA?!@YIkbvS zVvgh=idqF|;v0t#jcI?2V29kQo|@-ncBE%yLb95yTy8_=26QV>I>fSj1E4MDMMc=F zET5wX;B*Y6KG$P0Ia3%)*q}W9`9Fl!nV`eC=KU{lRU-iCo<(T&UmfVdJJ)n zu1Qk~Xj6(QNoNVXiRkS6vcqC19ZYr}VgqDIO=&Bh^n>wJfGNFYzgGnPcT=gG=Z^8J zlst=5yv@HLRI;!_o%>|gC7j$lZC2z5T>hPQ4wN;%uo8kluYWA|rqm}x;fk3IMK?&} znj^S0?}%+B@q2ajkU5V*k~rS^mVZr!ko6C--5>DWFk>DwzTh5VuualrUk3^?FyQEAOGnPg(khilMdw^()<(cmaQzao*wUL*E#TMJ z2sKqZG{!Vwz4M9Cg0FG0uZk*tM-4a^6|5(uQSX|fW>!{7lE@xW^2PoR&Qz#B@P~de za`SNUJ*?Vlq!O0XDHqb3F7EPK$O zk!-Oq8v-TGAhmpcFdH9hG!fL{$#@g5}4!Wbm!2z^T7sv@?q!0NR2{)Wm z;ma69s`e1uX^MQ~pm8Wn-G8S%*+;647G_j_^&qACX4R>19k8hx97Bl zpCJ<6dqTw?kIwl74p$>6QFZ?LWt~Z6*fGLp zJ@SnTkqY*&nhi#Uw1-#p;*pin0UHS;bSvKXt;8luwJywhxgqTF&*TI#)g_0*n2W8I z&gqjI7@2Cdl1Eb*_5)zKFy>uHA%7+BuM@Wul}noHTJ!>t&9g1??uLE={1(L$TYmCT zh0Ok#Widrrq*5G~*2tiU!rZXiDI^jYa`$b<`{B|bYr8;_oD23Zs1-9Cfq0ily-W82 zy9lP&;TKqVQ4Qi zOU5ebv7QM`A@x;XulU2F5J3g|iJ|L5ojkA%24bza3+jLkSDe!WUqpArG-4SB(UPkH zVI3QA;~=MLZ65!MP!C6_6qtzr#g*Mjr+L!pyuD_UFSx&S(YHy4BHy*+^G!`MgoX0*192M5zE z17cmns53w$lbF|F_-a;W;1Zivo;)%Bzyog+{`k-}azJSiV?o4Ur)StmvfH8AD#iym z&1V{H3hoMVeu;RWLlR9WcxUB8?eC4o9G%FjvwmjmMqD>;7!|J*6ASB1&>JIhbt{Yu z?fH;J0E2ItzC81!5U)6NvuQm@sWCPJD_B(^ywc5u1djy*SL)QX#-D*t6M>0krp>#D zr#4cw@yS_9L9H!cNb<)%ojL48yZ=H_v8n^w{`dW$WIXkFg>NoqL372g5?~gR*%vdY zUpS-$D&~OIK@=U`ZgeNkGw2cxctVSG1ILsqq?PYE+W~W)`~xoKNl~0F}(!dwD+vnp#GZsmlit7 zVmnI(tmt{fVLe1~l}WP}5Aq_L9c?IiZD1Hl=#awEGPW*PEo9-2h zA|tBB8C((5Wx0<%D&{&%N{;nWhQdSW4WK5DnH=Zg@-u~_ox#1Dsp3lZyhoffC4=6y z?fZ8McowIp-|h@^rB$g57o)2e7@1d`bFbDqYZf3TX-rnc*2>5+%mJE z1`FFWDP99aS(;XJ;Vg%0%_xjPfctbXdPgF26;1Zs_ zuld!yqiw8OeQW5ww8#X?5jRoT)Ic60Ul_7IM~eQ{RmhG8J>+19;WhXtK4#B<``WM8 zha9YPKQ(={ZYIoD`qDSkSR49h(=D(_m|wl@n;~Q z(IH6ehsy&4Df85hiGxMHfTuYoEo@K>)XxvQ88NCNJ#LL?Ij zdqAfe#;cFdR;xd_jwZn-)=(N7VKZg$BHB-3b5%R4dMW_n14L)=ZiBGaqW%sK3fcwG zzcnT+%CCTf+svpeTOvp`pU#42BwRW&uIn2oH>uXybu)xxre}oYJ4?yls8ex@LdX)) zoFw|igU~0f{taL%P&m;KWq`mkUw^(ZbcJ8)O*6bP20v7r_S>{>@xpXjk-)h2oHiqb zv)U+gbMZb*XaG5F?|T|r+~pV-Zir)$@jQa0s3uvbl4$C$-SjB(ueOM7@kJEwMGkX^ z5NTk27&w2Y)O9(No#5CjzDGm0IoKP5gTvyQFTx?f=AF7fU{*vP-zw+G%G#Oc%CB`u zD31(}*^Y<`n?EaqMcENOX!(C%CAZLR%WY(3=$V5;HBp{2Zb3-!O68FPOxnv+xO507uI^BArqv zzYzx^-x^2qy`lD8=|;(?RpL z1{#Kr*eS!Yfm$g_$TLPr!QWV6Vw*LcU7l9lBFe0*F$+D!TqvoP2Oc8N;FU%Y0?H8_ zYMNl2Ax6Z)M3!7-R#ljc@qrtVD(RcXAT!GehngcA7$X^2I%|or z-cS$IQ!Msg#NwakR_ZPZf;eC<{Yr48b8^b_>L3&=rZC1a0G$IH-?$r*a+fC572*qJPjz(v0H{m_hhkp#sGZoK z#8FTC@$q#!a~G}k{{Rw{Y5Us0r88=18^iq~x5b=b9UgNZb4hQJ@A10EUn`;& zfS(D>f5{qeiQhz`E#BOT= z1bME6Fp2534e zF5W<~R3P%>{vYB7e7@yF^>g3*dEE2!OhVDMCR}3W# z<3q`*L7H1#7xVc&{x@Ha4*eg5>g-xT1t`OHk`n9?qJjP?KPid+U?pr@F zkqXCFH2(k}{N!$H0D{43vJVjJknHPNCk<>6)aoC2~xpd zuzmGk@W|z}NdbL28braX7c}~QAm(W#$xT;izSW??MdAzPq8u1O%T^61 z6{_m$-*M1%)#?RM*10-ENt$+gQB~tCeIgvcNL29cN$$pxf zB0O*_*t_FV1r#R|b@^L)4PQHn_1d&oHTr5d`<_J$UGb>ccc}Ya=KVkt@K*aPs@y3K zqWOy!EV)vl4r2RP5{Pb`{{T~aim$0#G^c@knP^>?o{t|Xe!S%!Lth8^y|LWa@8Z8; z{ttpYd{)f=01uhJzyAP;BRBM%f6Y(d{?qj*@Mq{v{{A=aryr3v_#MVEn-JW04rg;; OS)<_U^v}{qbN|@`yiDc* literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/storehd.pdf b/notes/03_kernel-pca/img/storehd.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d03b633f8117f60beb951168af3f42d4c432329c GIT binary patch literal 31263 zcmbTd1yCK^)~=0{ESv;)cXxMpx8N+?-6as*-JRg>?(PuWo#5_r$=+w5^WFOH|JA*J zv1)bCo})*O+USoCmXG#7dW7tO`i?gC z0P?qY5HS#&k3SO-OAsK%pLG8UXZyJ2lp!J{2|H)1#12i(z7qoHxOCLRe znS~y}z{d8Wi%!VK+VLaM0l@Zmq$1G4#>w9BLnZs)2L!CGZ9cjg=>Kkt+1ohT{xd{n zdwpvM+do$_bo)s4XV5@rGee-FnBX6Y|55oT`9FgaHM4XC+5_lBE%hCN!azeCqYt^# zKx-36QvkAEW=L2NMC(e z(Fn~D0r2-J6v*l6OoOR}zE7Q6Lkk~0gkKG@W*UASvb9W~cr+KQv3x40gQK2W!!k5$ zCtC2=Rtf3kXUdTHMEX!VU^EL4znuNv3RYFTBx9yQqoc$LtT{!_ zk9vQsq2aCii=D5(`6nu-)w!~qG9Y^HX2V8KAD}alHXd>gZx^(#cy4&QOwz13WuXRL zir&J8H((jNc}(zto=XSx$=n^CVlsT=S3{A^#dsEmg=KMfC9I+8B+sechc@^j+KMbN z!K!5WPHWt|I;7d ziHT6i7H#qoLg5B6^Oi)+>e{jcF$scGi${^TDn_PM1vNQK?sSr;QV28_SwVI}M&MdF zmNw2yYMTwYS)cWIpy%IKXdB_-3(5jP$n}^J#&^-XgXaj8iJ*hT22z-5pLyzN0_kpT zU3su+8Q;+o?46sO-xRrnzD_Rf^+Tq4=a!{^!;+FFZbe|+#o!PX8BGIFJuQ5hy@6=8 zB3nG&FWt|7bl%`#9km`zl29;+=6JF|L_z%2fF5 zMZ=2kj8SHlF2mt(CzwoxLxk=oZA)7EbFpTS(5sBn{LY+O32JgCBs+-A165*_O^af? zhyV^Wxkd8yC*G9Gj~dA%z8ld%OrCFud7+IhWF}g%2GMQTqee;WBR{NEoz~2)nG44a zOP3GEVOrl;+t_vdHKqt8cGr+k*zYyG211S}$M%$-c`P!S`B>%BHY)V+J>uqv(8|BL zFC-lE#pMPV|1qt9&Fp{K*PjXh#~3)+SpIRezntdJF|7}O`d1jkA0PY2K!gN78gz#G zAK(9R7=}Nl`d=a#X#bA+v;9xhA5Z%yNc6+`{xY&ZJB$E^zm1*lPm2k_@TV;NWAlz5 zer5e9^dk|Sx}1SI(D1J_|1?Eh9mSL!Kb-8ZR05W^rurY=`Y+r4tH}WPOWVJa+1nT@ z0UbZaM)y&NJ}M5-)e%4^VfEqJg8$kI{c9`nciH&o4*Ze#kMzHd{;vVhDLEN9{#CaA z9Q+uwpuPj}?;aTyQ58)MDgk>leM=fa8%raJkGf`ND5LzL+WNzG&8$CaoP^Pb`qsm@)jRMv8yxgtCo_wb@@@&G4t>{56_?r2Y32`u`&B|4Gl^ z1>%3x!}xb)`p-lDOW;4Z>VK*>jQ_6X|1LM$@}uUx^oVW8RCmeP-@kq_MG%!&1mnFC zSo8L!F2@m|`K-bFaNZi5`n3hWy7vUO_rl?Rl_Sl!Q>@ZMnqJd{kk&f_Q@?AN)7i31 zJ;Ph!@wN*FT2YQw14HZuGm~_!A!=vXFvxjZs5cv}+ z2|D)hp~w$47NQG6F2_LEv<7gqH(K6C->I*jW%_k&O%MePlxzeRkP!iQfqGBb1bCOMDBq2$c)y6fVC@ASM*bdp$C`gUTq+ zq2t&*)c^Z*Wcc4E$p28N8UH;${(b9Cz1%#NMdt5{OFV2`kP{IFKM5bg<9s6K??D9< zJ`8~H`xL+vp@+;WpbA&>`_uM!h-h-_>|m@=fr2;?C}mV9D1H8~!MVBF-~GWtVc2_P zpLtd8oj)l|-9PU~o!>vtjL#M(DybC8W|VNM++&6yDIkuM3FH_WPuL=0xQx2ybITY# z49ax^C9~$Ntnuwv#q)KWfLH04LEex0ObVy#!k*m$c5a3UlecSf$}R{a#4`MX8GXx! z!GbJ(hNRLd4A1L$?r_3wBnl_f!?Ods3cFOlg@3$n4h|-`A%de#l zpRXmYOJkiPKoxVD)?rN~EF#d}W!N?5#P}*9R21yY1pQd_>m_o2#+I{y!96*$W}Z3x zu8MPNLS9qkRRi1sC&Or!I~21;5f!Dz*6XKtFb#gjXYbAw{(6Ng9YEpP)E20-+LUN* zI_K=la>Tye4RP46opR96*+xgGtNN{B&v=d>SEjh9dVz<!nJ}d_wGY28ck{J2K$ojnyT~=leEQRnBU!=>E#+X-kLqJr7;j18u;+dl zgDCc}%wG#rZ`r)G|>k_PrVw{&_!&=Aful4;~)f_I^(6UDX(?uy#^gRg7j;8_@LS|;9%rv6SdkX0}( ze|!peYGr3dPB*u5F6_qX3F9>v$@nYBaPxuUY5^S;sq$FaLk}$Lak9*~utTm}qN91} z^k|+|c3fe09GX5(<&3j?)Ez$+G{Ktw)Ax>iqUZ~>mZ2UEh_F7k(E32DTa(6`r4!un z?YI+)JFu0$kwvW&?S>?;Azp*$C4xJY=TxsrZ#|Qy&4{Kj4_EHVtuGJUo_L$1kARNY z^T3Rg9lWck$IsrH0ini(0>nFMgo+}m|m3CRx1LO{-k)On34gCybb|?lNBK;?93kM&| zu4Qg=Ni6y>l@bs}jo-6xw?+32VU`e8(@^N~eq6h{%eF?`&t>k9x?<~+aYWFj>MC9W zc!<#}OHo3Dmh$Ri7>-2mtIwFjc)rKHL8rkVo6Au3vnq6ZFi^vsh$KoM^zoKS>`keP z%}1{Bdp$lcLqAQ#z_`J7rg)XCSwfh-XYakp(5M~fGaNd@C$2&FD@x|#33spuYA}dU z^@X>EnK|;Di*|nZhQ$H^$KAA!x}SnYsineABBtdu8n8?IgmuO|raVp*cqQtLTx#wd z6Df<7eUelU{p;*&I~%4QiGUS~qDV&qcuUAJrS*(KYA*w*q2e7vb(;&dS@qn!)!R<2 zzD~P?B3y}+CRH$H@$~_ar~9w2lon&U0jF67N>w>wH(wG=NBb48rK&3o@O{DzZer^2 zs8R*MA5rgMaJt-EP*k`2QlC>3g|YgTIf?AuFgp9ZcRHt;Za7u9Zn+b^CfXgBho&QI zc4m*Nej0GkGs{|3QAVNi$(KB$G%vzBWHm>K=yzClx7@_N(PoK8>9sG0qU>3h8M;;N z4=aa_cf%I>+fZ1(o0K8IF>rIvPZcK@QdR3%ce^V@s_Z~qAm%i}^x$*8W7D^R^*w=&2w zvoI@VvkGn$yFXTHaXO7%akU8C^sjH{>4AU90#hQxRsqN?xNc z?0@m3e=B%AU#v|<%s%v+-cg1>c^)HEr`g&k>|5u2&ups;7RLQ90YRmtV8up6zK+_} z!&-CbxEDzwTKZ0@ojZ-J4G9^HQ=zq%&kM@&RivdlBF+88zH?mik}-EL1?w{&i; z8pb5$6>*oD-1U?+E9Bx6+2?AB!T?ZPURR)v)y5+dJ9+Vr_%+ts)T{;QnA?TT85lvo zi(dlO%48$1jfUb^wbtJ7wN=e0w|m@MzEEOWl2e{Zu~GF z)(lspiC6q1iAS^ShL!0_F)SY*&?O%S4bVxS{N49a1Dq3n*R<){;2znbrIWz69^4dD zDP5g>&2u}{h!rryPJjx0;a|kVJC6#BbKW`(@e2rFQ)yF5n`at*pr5>vXZ!R^Ok;_B z|2P#SLriQ`LHpZ&!F2G$0m4|rwlyY>ir{*HYgX35NcyQ?I+PG_;)P!pc=-)s%mrNH zz0q%DDfdcuZ7TQ)<4envMjuPfpvGg0KTis{m{BVez}{-j7`~a%c#lkNe~G{t$iL-X z&cQr42p)#TOsGY=nYG@QL}qAUZ8JtcbXd8;q$O;Zg|e+6r~+AwqoGk7ZnO~VWHt^5 zyfb_SGcH9=ZcXB2Zfv|ghKY>qFi&9&s+G)Pybh->7}_&%PI}SasSI~%CG`H`SPy{M zozuJ+BOn3*zE=(%|6nP}&Q2O!E5&cbuN+I~Ti$`c{c0H)v{E^4iJGde~SmiN-0 z_%Idnxr~ZBO-Zvlh=;vuaTFJuo6y67Tow@lewfw|dYOrBTn*d5?PT1Vuu^g_p_p+$ zkzvFr8HHrExF(m?BV@nyn+!?OLo%Z%tm7%1KsWp;oM=RP;2RX$Teg+1=s-}WRCD|c-_1h2camZebWaZ2!R&KB2*gI znROKx;SdVyJ|Sx4X@|EuhL4XBk3Fjs!KM}LDLugISL}Boe>Yo08)gTwTB~X5;90EeJ0dhTkRWilsO!11qY5lfh;!9mWdev9Sxx|7Hp zD>mBHhney7j=JrF!ItO!$m5mEx7#OF9&)!;p|rxx3Rl;w=tQJKO%ennr*&6%l^yyU zaq})y09?QnlFf>Kw?=)l64pczRxb`FNBRV!@gXMy0N(ird#{jSI_Cjx&JUOzq&P~` zU3z3VW7BQ|f^Y2p>9X286NoYaoQ+qG$|YN9z5QP67wOSn1Y&}HF^HlBrAUlIbhPfsUtSEVl7AKRmTVyuu z&Di8PH>5b*W*~ac!*dy#3av*pOo$5YUvp9n%&T@xB({|l_$wovI=?yIP{QhROSk@L6LD-`85=Ub8$c%};Wh$t3lcC)A)*l<) z7>$j&8-)g_>p6P_ncK#%TJmUK)0 z1gGtIQt*76vF~DPgLnbIIU6*MxC_M4Hq8sqE60)-V+(*L^vd^hN5ldqHXo1MkWh|?tXJiraZiS{HR24c^nTip!&wCOC6fAKHa6VCeE`DuL3yKjr$yD`n5t?L_ls&4XF#-)e!o z$F>M~QVgKHveJ!U`2FDT@$<$5rIp~AdLt}$;5f5X|G}@`z@!$*x10_+#{USopi8<7 zueQss=r6%xfoFxxKUMh=PXGcmVU0fvBhMP0RYYp1b%M;eh2|vu1}zSa?3ZWSN%2sr zb_Ym{X`nb2T826ri8m~;oImQ-TU<2rm}rZ*BJ->7njI*;;jDso1-x<)9fZ|sP?%&} zn`zA$gDEfF6KjGs69V}PWVC;xpT{wajb!iRTT=1wwZ%2i6$cl3hbAf|)@hj8fKuM( z?hbm!JLJadoE;BFx2L2Rl6OijaauC)gSQmr>&D3a#v*e)#kPE~C{ux^(8A+)34wK& z^?^5w%g(aTADqQD;rL-l4V`@wYJMZ}S&X9<#VWz#I9sl+@vj%MbxbmGw#;;t^KU94{nS@k6kPY*cph3`)7K*V26QP zvWz(O6hrbKn8KZ4v&?i(bM3z{WF-*FLFc)1_r>wd^NXF>psiqy$uwfgO(Y_r>XgHN zaxbC2qqBkzJqZ-5Rp(JzRW`2RQp@o zt%}}baQ#NTc^2QxOf^JZc{U5`(xJQ!@Tz97iaIj;C0}l$^_#SQ-SVe;eUu<;vk&Iv z^yfTiY)K1k4vK@EbpK6^+`BY3f_t0&%IH^&OCp)r-^B}zBHm%Fo=kR5N_9q!!WBwER z>SXXU9H+$dRT4LK9pK7G+2Tt(_$tnY96EC>!!MdqIanwN*&}02e6_bZ^H>RN()}9> zE&Lf%-4-KRd|@Wo{{HWy0Ss^=h0A>g@Xmu$x(QvuTN?ZVtb2NOq+Nw(hdo) zcue++`d5g5UL{Yo(@ zc@@(5%Rd9le|tI!*&Tj#1fTGlL@y6glQ;>}Z3_^fsRtc>Pi#uLz0+^c8FWF;8#%B^ z?u6(DosU=4{@v-7!W>_Rm2YNXc69lkIi5`3XFBW7tgyI~_7K=7RX49pE$e^2QTN&Y zcEO**k1V+}brNdDNQTFfKERj3EK#_%&bTqR{?e7)kt z=}l<-Wz?>c{gAtY?4_ryP4Po2zZwo!)o zAT%L3A-Qk)yFD)9a$)#1o4!V|TkhmSH$ftb>%yj5PKVkkR3MnzP@Nlm9UJ0(6 zq5TQ|s<0254+L2t%0!TkZFu$Q-0zgGtjT&+(FDG8(kXb!J&iKcXZi@1o@@JEzB6g| zL$}8+yMMaL8_{te=V9X459KKVvv5EwQ(!RHPP8DJH>}59Qho%r*B%QxPnW9%zu2G< zuIM-C>C>cM5Gw0b`laIodbK;-4WPuugOgN8cy?V{NAT5L%~emwn&fPv!%$MzA%T2a#jev+Z2{+Sw7)CFwclNC|}MgXO*t}jHMfi4*GIwC47xNWM zSR3+yJhle)rtrk4l38bf^}`8Q^8V@x>P7tGw^ubsSX=3JzB%_+F>qsd3hq9ChZ4B- zX6vF?b69c4^!?F`UDvsL=~?@z&=U;Ciyn%h#3p3k%l8uL0&|?{sK>{`z*`xTEQhJ_ z7gp7`m4N0(iAO7sN1>luIiEVj=o~1DlC-W1TJLN|#lSZX0QfJnPsuaTc zs^oTVTsA*vqdv_F{XW88R*!Ty!eeL@Np<@&f`>+xQ0Bk_{~oR6u(*dk$h~-Mzc}%l z{6%g`atCe`E7jcb`{WuLuM$+m9I8BCjC3u@BJwp)reLj~(dTJDV~g3}M0PxDBfHN0NgKnl z=O)t`pBhDQ#48^#+5I0jd{g)_w+nsGeQkV)FS=>*+u?h7H`O+A^kVxhdfqF8p=x|X zKuRi;p}P3WgR4dtpuN7Te{TEnU=H$TCgQi2N&U_-g<|*ceMYV#+Ja%3d2eakTIw!T z&6f_z+V6^u;DzUcj%z~{a)KO1Ec#rq4F~_05#1Cl09^5|Hk*ATIRc5*kIok=c+_F4 zH8JYjWu_M$Ch>V+y+`$6n?(DKl;h0hm-2Y!iuxm1u4(RXz{*%&H^YG1KKN@Bp{Y|% z037|#Y3m1!XKb&rjVkYj1+i(>i<5!%uQ^@@nXw+pg0L?^{)>E_xoCAJ6nMNd(sp>B zsC7B7!o@Q_G0zp2a`A@cbcORryh@o)g0{plKXvJ@ej_ z@qT^VG&iT4ygZ_|dJYW?gE!mQ=Jo`A(hzOW;M)$*lmNeJuM=p^dQ;uQy-8msinwN9 zsVwXV#hYO-xs#IfmGmLnOgd_(Ptwg1c2moqIOeLZOj2s~_0iM_Y7^_y&{+pnySD)I zRxa={d@f0_f_S=y^Zay@mGIj5`}`&1H2IqSdi448UYc5AgY=cR;5rh-i^kw!{7w`2 zjS{Na$n`lgQ^Wg!I>(My=w;tA#2tES$q{Q!vDn#xr*Zdf}Yn?}++i z&!OY<$;EE$*vZ!8`psw2-~4|P@?z>g2BJ=wqYR$jf*(&6RF*fBo+IooRfCy`_HYxA zxj4{nM-hZG5qY36uMNPl+FGl4o4Y5p4*JsRWl;d$)rhWDLH?OQ0+|WT;_RYd0FiCV+zex zdsx_iG$7Rdezr{@t4AJbDtl!f(VxsdEZ;b7?ewE-w1*6|dV=(!q};{uQ zF=v%gbH`Bux2g_M9$oZCUBwBJ*W879sy_mrsG5TU@OfFipfyBU*8bt#jX>>m^1ZE9 zUiRsI!MB?K)~?v$=g|&QGn&p9x+&?;2VYDNKF2QwIp0yZixXzw`{IJT7hj#s#&S$` zXrI5IvTGikmhMar>~+qaTMX-KA7c?$r8*2AO#oXvQ^U3)Uxpkqj z%k+KZ8m80*PD}Cr+yI;AYpW^A!@ZVoMaha^+i_CW&b$NUgXl)?cn7n<1o)$LFBr@- z(JT8D{E5wXL*zpka-u9Tb(5M#dbM}sPOgi{_Pct(vNTZ@Dm!B0Wapn%q82BblQ8}0FtVKrQ-nG|lnNbx(z<#jF*kt%Rd)R!?c~#(mM7EENmC@260yktc0(hyf z7~(q=Bafb+rg(6}zUn5;Zf8_Gz?(>>+S7WENVh7+yilrhg-YS^3&pAw_yIo8*O{CIl>szZpSmN~|!>%`?u0Bd9f` z9Ke>U9WFjpA%5cRN39zp4;(jmN1+JvDN>`74Fjmj5&1GPso(q8sS)nrC&x@d*fy&! zm)c}KT#!kn1OsIc=T|ccnF=X1WEjmNx>oau4MTwGIozOp*30?Nrv>AMR)-KinHd=WW_M zzci_(0oRJV3l{@8sO|$iuch9imz36WNK!oXxgM+hX}Xy0f@)H7EQ!YTu*O{q*1A-8 z)uW(DSJ20~Qc$vmK+q;tSy^CQl^q3AXdPRVBbgSqc2Fh_|?J8|tkH2CGp?gBB=Vxo~`q#yI?*J~%bK&B9 zrPw`oKf2w?y9U1N&u^9p?@Zoy0l43(G3hmU)f&8Zvb!AI%I0PY17u2``#hxf!ak1&}r?Bv2dR=2t5e;BZ4-KYbtJm5u zs9d~paBm2R+pcpEJq$fC%(?pO=BDa+7KgnK8b+kafI6M&!a9@5yX%G!-a1Tnuulo8 zMFB@j%f)dbUzRnPS?6=dQ}ebo_0B=Z!0(p&om9Asyq^PpnNFi=cuh|*zF33bfr|O! zf#TTT7C`8MM8lL-Nb}@Mx`}MesA>Z}yiVcoY2ZFvWhG!zy60`LlTTr7kLU&xwkufK zsFb;w$(ue`jqf{qH}$10uLB$<6#VF!_xliT=FqhUNhVM9)Uz=xmf zQ$l1yz7z=@e@k8tfB&)vczm{(R#`0V3873c>aj*~Ug5R~24zy%7x{HVX!n-e=r*CS z^YPw^se$9c-LT!il2w)K0mRVPe}Uy_+002vEQFby91b8UL^u0O{-?l>Sv+_dbOSi4 zo;;Xbt{X^U%YzdrV*xZhh&t)}A$%2_?Tq^iV?WyFaJ5vLuRu=Q7lRCC?ToJ3&!N8| zWJZ~P+IxV28>JqG*`$i^WL(PhG=4dUpgE@qIV<}0I?1o+f?q|2=&B1fGIm;^gjq=b zq`f1{=)b1?-B-G4^e2;5s>N&rDox1oqCgBhs+moUGpaX{Kj8X9D)m_XE! zDsk|z0ImEEksfNr6~cOIWI_qEbQWE;X4uD6IsI)9wcLOtwHc5Tmf+>84L~!SwWqr@LmR& z;2o1nSDCSz_h>_X<_h)3*D5;^lL(Cp$PxNvmYaJ_p2z}C1BL_jDWa%K04#@hGzxrveN zW0%%Cva}6|VY1#*;cs={awm4~)V{*leLEp+>n`+dh3w493ev+ayhIO(T^F&7VmDk7 zw4(=W6%+nI{WSxlae@U$C8ybpwx5TkCA?htEPipX!p`o#$=(oYV|OGZ%mL0uYalhL z2`UGJem!`xN~S`Zd416OA+X6+jT7^nVvpLcph20%T><=Bw7DXRcmD_qgR{|Vc8;PV ztyFu(kXG(nVCj;u@=c(H>1p<|KnBcc@?hF7`Ad(2YipiuQC?ME9(}h0`Z>Af7P;ja zx#bbL<@P6+Kn|e{r}X;tZrQ?FTXWenViVUCw_huoZxQRZLT~lVjLeUv#kS;Rx1HV! zK0QfHWQ84H_bcfb-S#(`ee6ArQ+ly?&#|+9yBM#Dzluf@%4FzG~ce1r1RV7BF^G{K=(~p_4A;K@%R$#wYt`kEeQuAPPl1KIO>S0(U+ z5gE_7J4QX$OW+e4oO9IJ`WTU$u;`QVx;(P(opE`*m@#bZZ%wn7$)pehRnNsW!fr8! zSl`OXxYgLGRj2gOsLI-hZ*4id78IW!2p6KIE}ID#$ay0qI<`a3!fy;3wJu$QNhvc! za7%h>Q}*Oxn+y!7D@-&ZcMUi)O-PdXbX2}#!6Y_RhyKtOt1ih^cg`^Q?U+KcY&=|S zG^{`^MO)jaL7hw9MHt$J{I2^DE;X9W&K?0Y2BL9Mj4wFkix3GGx~L^8v?|=QC}^2> zvP%$L^7>SfjpJ>14{Q)I@-qJ*2^aK>bqkNUDxQjBH2QUgrRM-r6KFjh<03ZPsadN! zCl51Re_F;`Y^4Z9wbU`5i+P9s#6@*=W<9N-wW!HO^>z4m>I~0`fX_$N(|ay}Z}-Up zFLW$9+4?oC&hO}4J~@U@$oqWDY93^fxVZ`Lm$ zknQ%n!}IwI-%cck>8ItZhU*@Siyq)bkM2c}#zl|PMUTvd0r+$Heh*l#P+`;|TKy+5ZQFWoG*Kp}$rh{KIMfR|@|>x8uL) z_)FKHRSzF42L8X{(GPIn!~wv{{(kuy6oqnAli9Kw6Fu0+#+`Odpu0 zz#pR2@k8H7^xt@?BY=kS1M#K%8%7ndHn9W(Xc!p(;JQNkw&FlD6Vs3Q5AgJ3^#ssL z6~O+{@#i`pAm_(3`U_C}ukh(#^ymK-?D;p!`hki5n^^pzIBMO&@ z9@M_jWp2ua^?6vjun;dmcTJ5p)W0cx@bgm-t57_U+8d_d?utokEiET7jokYZ%F{%v z;b}1eG|A(jBO98F0e6psX$m5*aD+#VrwSc-+!Nr=Hh!G_2yB~#PZp*&Mdv|B*DmN* zYxqIFqrXS(0ZSFtl^VuLrm}_z8_=tQOZilLby)kEH(e@|PTW?Ilnkk+uX#m~C`SBZ z@#3ZKN0TLiVs5dIG!Vj?#^Yodl z%%1KnlvxOI!+;+$ChO96%t)>5=((1n^H|`z2cChSLLWD^#342I>=9IBk*yDSWXx*V zf1i3EzsLXJ%KsyS`)``~-;d?A{j=)_NXq9~ayBE?5_eX%CPDV`!4U`d3!p)i0GC)a z(v_x33kVpIF7=rCKekDSf`X;Mt|Reyy00jCWrNIklJ=zs#gfIozs&GcN5 z(9!>LafPgU_uwS!#rQ>=vYj%?0vsRpV2?J{$`z7VznD5J!sv^u7;h9GAq@mo!y=qd zVGnisIds)slt%LDKD@X5Q+=B@Z{ANfyg36q5y1;8S9BdCS!^@kxf-oSj}seD{H#8o ze!hgWgsj+iqm=Nx4zT^6(<+>|;cX2Y)>Q2Y;~El6l-4kwp>>0x#iTYqyupKuFEi3+ zem7cfAa9Wg7JGXml6$PTqx+%zNontkFLLGlTA%Y`@DlaU&;7-0jXXB-+oC$fHkE!> zp`(U%f+h|R)M8!U8#{A(#9IO7s-Z0R5TE0{`a29aYMHPv)b`A{<4m?}qUm-QEsQxlR3$gYLnH;bXGnZo?nB0(wplJ)uoG zYWTWXz|Iu6XxZRPGmz4jU}Y2)*6|+L?pu3f;tckDvdcStK-&h5*Cn=nj^c@_+qH1r z>IUu;^-ivlk4_;g8GDs4pjgi=qe-kyXBC}0lQyGUAXhLuBll1`?7T#0GEBfhjSx#V zyf73sq&uWbt}=o(Vp5`=QCgvlHRq%5uKDr*V+~QQ5*imxXRY=6d3=`+h{+y@siPpA zghUD8Osy?6U3~kC)f?;8HE}W}+`&+>CzaN?jR73DmPXm#p4ZYRc8Va|3f;Z52eWlG z%!$D2YWg&nSqr5vdsgD1dr6y3FJO_UR%LG0M|y16UrNA_FfIr!uThFiu@l#Q5%P(~ z2yOfjfLv1ggO71D?CS-~sj&jKfk5LC^iss_q0FjhZnErsr5 z>GK+8?|P2Ws*F4e6nr}#Te!M^RPWeYz3pF`(8qni^zrfc^B%dbQhj3z|AB0k;f&tg z3U0m#y(Nhb7_^PwFo5wdc$Ht|{(k;zq~MW#orqr3L-Cr4YwTCW_m~SXZfga-8j^4e zY@koi<@%@D2Xw0#=5jaGiQWu$7^L)a3;Fl55Lj%!3ZMM^4U&GZ=dZVCb9o;60*w`q z+MF(c1E-T{tdU`OV<6NE#_x_g_0!NWCr*PC)>07_qY$P;WmM|Q&%#11 z3LIatxto}N_{T9A*p~*Unu6qwOpbqn`xR{I=inepe{jRfLF7ImE+xAU_$p*~AnRA7 zhySE%Mn5$~8d<^rep=8y!hh3rfq?dQ+jB1LV@!(rDc;RE5h}NgR34S4(|LcnCRMS_ z+9cdd&vuj9<3P4*7T13r{YFIT`?X6=ytlNgtE5I&26mb3i83>bx+dx^lvFXa0!5+a z)vv>%X%yfGcAk=u!6mZPMbS-_hlq_B0TV_|FVFl%1zMCQH>Haj6K)lCamnm`*(rjy zsfP3<88e-;xrC5XrXrtpRo}9aIn}BdK;`%svzb+jiK_2+i-ih+Fk4iG zX-2AqHIQW959lWAHok0c>5e12T~!Tg8BtkO7F>g}Xyhv@m^U-XMx!puz)}mYpk>Q% zyT81|(!^YBkw?G(H1_oC*AVV0d43|~d}Qe-V^OJ@?+I~IUR+=FPm_;b+=xKWn<+B5 zP92+XL)I{`OkA-i<}=M`%zDUb;%pX^6H|b{@-`8Tf=%@#K|BJvn*6N$TKSofj145ER6@a`Xs?r9&0cV6j8`G? z1!j2m=0@MpzgJYQ>{EPsIm5p5Vv~cQyZd<}b1#|>Mu@^QN7IU)VczlyEjJ5E)&skV!9g;$gTNZH54l^TJkH(;gB%H$P!kHfN)mx1nXv4jOPlSwr;mp3ppzZjAt8zJgj!9Vs!xf}yv)SU#Q#`53Vh%7wsG%OJY zEOdvgfqYH)8G|C}cJM)lT@UPH(qq1t=6QF(J{kRfA^othRp!tLf~-uK-a^7**#qB8 z-h@?l=w?*3W-bmm76ZBQ=!8DlLZ<$}A6VPl53X0jZL(xftDD*A;?C?-PV(5hLA_gz zQ*JPlkx6=kv(6<43yuH_#p0inSn0A`kF47fAqvHkX#KvUTlh)ankC#?CjOWgEuQ4G zO&1KELMj>I!D4-8VnjqnPAIxKwVY?S>ixzcmlrhwQgMOq&_5%jiX=;}A|=ucQ@${f zY?b75tf$r;KRO-NGqClQE8KGnaBHZe)%-e5~;M3CHsuN<2ec z@N1bcrTa|V3f7Vq3k^IE+aT04zPDlh9QAlRvH+qnfpD$fm+;GHy=f4{$`EY50&INy zuBY$?>+1mRLc6KCt)0WzMt8pp%($)+w9W1+wpV&#AaL=;&z8L#WuvwVpM!&UxPMMh z)tbCJ;hXx@>?r`Umip*{D!3`GN=Sw^nq5PYV@Mf=!Bj zzt4EZbVkm15j6J-fyUq}Td^|w@DuQh{mP4GsD6-DZ=$EB{-Zy_e-(M**umUgeZC7t zIr(9Mdx?CVj7``?GMAGL;;2?sp%pOMjw-P`ufN&E-^yBia9M9&OL#!Up{RR8SK;j!jvGc7b_1LAmn+b z^qM(fZNbk?n6EW{aksYsUEh};FN=iMvF3|KUM&6lM&e|QbWw{!3j&NjhA-d+4A_6(O zq8-3-R+2ycnY}C_|AV!5;b)uwm{iY5=D{dF2<<%Awk@Al580)gCxtblha2m|QU=$L zMU^bh$Z*9I&Vo@bJ0-i}%b!PvXRg~Qj;j66p9j}>-7&z2IP^yJY>JHMVBjRiBt~Fw z1>ujDYQY6HS&vFUDPV#0n|9X@6*dzN z7LFW;jthB`WD@6jLV@cya@(R&Qic zLQ2QaooP-P_ku3@$k>W)| zF?&MG&EmEKBrsX;;QDp2?p1;=`ifID%@`X~j#NGmnQFRLrf1!xJhZ28W`{fDTG15e z7O6s=ddsgDI&cD!dlAJMlsRob&%ABuN~z7aEi#@ACU8iZ za1NSf7Mkx45%rmE${^b)#J0nhiw!fiF0V>?2#qsMTb)*;C-bsCKuM%2uh^C=%zZeC z4q32gF6_&ov0Fg%EV3+$zCt>8ZqpR{BO$>qhXo7^J3dVwOf}XKkheoB>0u03<##mF z`4~ROm%!=bwH{i);1(-McmcaoOsp93fE%$S@mu29H{{<&`ic@u67VCL#OBh-q$)ES z&j;UjLYXfvb8}I#jya~0=1zi3Ty~SI>bIrs=$8xGZ(hC*=Zc#rN|J`akxGQ$oIH#T zRM8~bICeo$yz218Y7FiY3=0WnadjM(EVk67ZIU(!>lkSx)=t?)TnEOl=+S7ARo2ml zHP2Q5uiDNsIF4ma(-vD`F*7qWw3rzzi7f6ewkTO71dS!yfZFtBWV}PNIP|Mil-hviiAFVJTVhK@Rnj5kw6dz&cA%t zm(~IrQcb@P8Ygq|_}RB-C{g4&W<@ODUt_?tG6sxGZKHxo_0~+K*#3S5Ah$+;Gjl%jYVv;q}3@|Z$^2HEk)i$M@7VN*DD>l$C z$zU9$;xZppt4R?aW5ic(48UDrKnkL)z;dyi1R;j^Zd=SbqYg~T8Wbn3RsGikgcpRsoHV9#4 z{k}DHaQxtOc6)t-#;jxUkwI5$!(^?=V>(i*?lluwh4&=1PP5t=YhcYsbBl7pWhE8_ zXw-un8fw597D(E^-tynN)u}jFO5>!u!!+!yU^Qx~1&EAGH;QMjwTJK7r%|l3epd=e zNGH8VRu^y=(b5`>+>)I9HJgbSfm`j0*tCkggf{)PSH*pw)9ZSHH zX(0SV+)9z^P6CCxf)r7*Y}a;d<H2RG@Y~zI%HelB z=8pJs*P%9fgmzSCv;rHtCO+u*W;tAS_$>icdM?q1s7I)xqZ51~`PK5we6e_nQB7+UXVnkob2lV1eZ!!uac z^BFGoj(dZ~PMwYF`lsDwo{~@7rahUJUj&x(+Cexhgos&a7-&Kk_iCxiA*r=SCIZJE zku&`g8HfnPb1`(Jq=$nOy8F zeddI53Q53EYZR{A8PiWL#Nuz;{&h-JU`s!qbaL}dJda?zPaN<{U>=DLb>N(SoDz+l z6djU+ganKVV@Sb~GKLlxJB+w~WU$1@M4&DJ;V+aINbZQzB<8%qs3yBWG*~gxU2dV# z@Oah(%)!w=6OaeU8%~Z#r^|DHu$4@@ZgFD8TX{`7kp9-TR1C+);OJx`dXUg|Sn>Gg zkkX;d;JG+X_Hq?lq&hnt(BQU&;^h)G&pKw(-gNrfx}9f@)8aZiI{s0bwiebhoQhrQ zLGiNZIR)f;RS_e@T0}E>Dm8w3G&V|QdoOj8us~)lrqxi#Y29e2q$R!BFp+@6M*2Z{ zM`5f0p&31Y)v_bv?Jn!wLXnbzp);O-7+356fU%|8^4 zoy^*K@aNihpon%EjGZd|5P)7@WM|JENU z_Rt3fLd3d2R=|91iBMD&H^uz0-Q5dJqZw4I;pQV7dd$Aeq8i-FemZk3gY9if6oDeD z_2bApUCQ97E39!?uo3*(U}w!j&unF-SA2r3yH&LJ zc}DBUO{8;da3`RDT7H@HqkJeMp;SidXCRPgd+e7dR4P{14K2pa(FzC=pru?;`Aqni zth+X0SM@`x7c<*yG^2!;h3^*nLPO7^y`M25Ht9QiTR`E>%Er?eq8-f?;Wht`{z21c z1cdncZ-UZp>J`K*XW=gH*25Fga?f-tZiU#mSj4#Rz6AB^`Yy3c#0+tY0Efvl96Fd% zoHhLk2qqQX<&%QNB2jK-JheL4Rq`Ynl2b74kp#NQGRkBw^Mkyc+x^|qrYiIr3n9I7 zCKj$iPlrQEN;GHGHCAdy7n7uZvdQx1e6|;Jh^(^S->=;)Nm1>4oUw(r=aR?4ouaiK zF(i((Tz2W}83i&0qIz(fhVJPeQadV}Fg!m}jM8FNc2_UGlsVFWD_uYgGA9B=0pw66+I88z>jN1&RVC+ccL2++R4+M2$C!I#8 zwX7jHMYK)Oyb#szynns&=E_`Jp%L<9@2x<@YUL)3FbgK={5goY*mArjQog-_HOn1? zX+zXVuEi?^B@>R8j-F*{6C&ta-Tj~ns}`xk9Cp?euOgyGED3(sL+Cse%YUv43a92T zr>;;!5XP4GLM}LpwFr1#SV6WLPwA)C&0`4&i#l#pW#B)n>@yoOs>ZK_V8F0VX_k<* zL2Fetw<~+7PfEh=G`epaHD}$s{6vmK2`T{ZI-{D>s=Qu*&%Jj}U;Wr%=p4SX`%d3b2E#JMqI~kEHP5N zm%8^ftWZm5)nQ&2)}~>bI%(z8;f_VGNK_xL7lkUhuNS_av=yhXaOC`RBcMo*fdT;l z=0)tNSL8zM6dPNR;-v7SajpGAp3JWBnW3JFY%b%-EiD?L5F95yn{5}@9D@5qy=i1P-(Fz2ap@45Dt}~gQzsGpJ0w>8N(Oq96t|` z`XI}u!zo3$348*$F|KU6#{Gyjel(+QGp;~|SBN~27m5}ROOfHBK^TfRm;R*b>F<#~ zxX*V(p7jezBRt*{1QT|u@A>h0VNhwJdS+56%D|nw&(mXdDGtpv)40*NjM{MCgj17I zulnntX}oEEnH57`)G~GaqKQEVHARy32O-ZfwOU7tPib+jX2TvizI80ysJu&;yQ0#= zD48LwEgz3Rfhy@f{~F~ic$UD42&!9&MbZ7fkPY}Wo7=W2YC6TUDH&>vs0u^`r@2!c zu!;(GrKj9kuijk*5k_X8=RJJlR35#!08MpkP7eS3!B#huxb4vxgaI6#Xc1ZkDHg6x zqt>Y1f^1ikNr&2Dd9)|aj4StqD#%->00NWD!&;l`9qPk+TkFG=>7o_q_{j8Sw_U74 z>mY@vVVtc{jA*W%Ld@%kdx6X}athE=OS~YKZ?X7V4;jk+Q77b*CwmAs6c9V8C_lK} z^)UcRyl5DL;R&A%Y>w^s-bk zvquu0M@47ojp+BxooW$8wdSiT+Sn3_UL`M1#_b8UYcV+eOIkxawE zq@D+aO+%=KheXlO+2C5!f-E|f;G(-7y*aX8%|XqYgf4SV=jDejDaZ{M1 zv!<~%Q%{-Ysr71SIx&Pro{Q|X$Sc*-i##OVShx8^UosbhU1aY4lYNw{p+Br)VagX!PJYxyD+q<6=&tymsVo&tUO|px{Mf5VFjc| zCFQ(R>lrjivVvL2QYkc4)gjx(wk42C!OT3|aUzKFkeZO;D;_Wx>Sa@>0Zu*X!Uz@; zne@6>0fAa>gdO%MdTf2pXkOBoM2f)VUTH}bqB$|C#36o?fNk_RG4p_JJo|&-n%U6) zsW)$So&g~!H^)Ui^mjC-9znCR?+=;ld6{vzJezgPNOxxsL%1Pmq$JRt;;4Xl>Si+4 zqqf;^R!ufsv$+cj6W`5iyE%DdW5Rf7*+p3ESKq||_dCQMfqJFG2o#mG^A)UcZ&rtj zHJ|*sthO?Er0s1ym%{wL=C)vr@YwQJOUJTxy(C5Duj41osK!xj=z$jys9zWhbYOO) zXG5u!xLwD!%^SmQm$9x7U@AQnVAs3yEZ%?nrlp!ajg%eUcfE`kq77Y;3qv!bDQ`e( zHCj8x1`WhzZ+eDt?a&d;4jrOEUZJ)vGKk?=WMnI;85h@;FI-geTzSO0Ige=c?gWt} zxs=9JuA(bDxI0{=o)BRpC|z) zD@KR*mu9*;HmblTiik-eqk57}M8y^4gBpx7(|A-%Bnvs4;9spKz(uJw&qLCL;n}XY zkk$ysWCgvxT8d}!Wn*<8h%wl}2bNt`)A2NVTa_4OW6C~PZ~%?Zp3H8aoY+0}y6+do zedT6Y9-!2>RHjs3F;LQ^sEkI`=!iz}#zmf1u=GIDcwS0X<}ny%^R!!yIoNeOQLZT8 zY|#6`EvwVwq_O%cKC8aD*29>5GtRd0x=Uq^%}1)`Q+`Eh8-T?V2{S3HLz@D&e{s#{ zQV!76A}(WXnm20TKw4uZ6H`Ln&5Hm(YlJro&<1%HrDJ5bl^!QC3ig zdI_&p2+5+vxkYx$pw1M9E;oce;Ue%J?b}&$Xf8yyl*-Zo0vA9-6l0#!Au1P@`!{YG zaZXTc&Ayivs`NPkjf{tizKm10yoP#$fZuiyG6=$2s?s-4#;#b>0g*BIXmxfzblP0hiE`G(b=)?U`|e(vnOZy6V-&&h8TgH?8T zr`1%q667s@rZ%6EWFHT+at}EFu=`rdK|YUNC_y?u81opO8?vy59i%Dq%|CW8nfAEE zzAbV8oR}7|on#|sLwo~g!%vH4;`CwS2KQ>j^D;y0;*G|Z5AiyWJx>IYqAg4q-Kj<} z9K?>nrmCHap{0$ztyOP*9ph9X!Se^F>;s9a!JCqFItmZlBuJJhVsM0kb`rW5rR4a% z2qIt|y4V?RhFUA?A~xBrze#H2OTsO9alG=HrAt3WoPy2y!}Vx)u1AwP_FU~vb*{08 zaL~01ZiD##%~({y^{p~o0zf;AVl3~4vy_DH$1OgR>=+B!3$(L1za|h}w!Sl~v;B9G z-)?+a?zG85;bK3-vYt`lHPDA5k<=JuZnmK~zla2-Tu_RSBAuZ^Qv&s&lF%t}kJ1&xpv7jDaQPSDrnqdu}4Dk7H};$U=GJACN?&4qjow!rAg8D>JI01yPIv|cX$crEY*>uY_&1ky|x02&8(qp*yPr69pB}^ zdDg4`M1J$mWreBImBVYE*XTIW^FVQDo7dVjb1#@u&?7VrsYI}CqUSh~PBygX+STqi zTKXMz&-8>+1YxgL9sH3G80DdcXn%A)@u1UqNV#sMZlU-h5>N^p!t2>;_#3O5SRo(V|L`PnV z?^qT;!gOc@@p^4v47|1CAx16anz}*IKi~^xyPHL$m2{k;pUbK>lzXk~)?l@AzoP7N z>2Wt*#I1}5e4qP*k~MhF@Za{eyL2`1}-7Q3-|O*-BcX$NOA9i!3jdB^hL z#B;?9Y5;G1QWuIwGtDAsXgE<W9o5*u{ zMz;w8por)s>+%j#eyfh@3El>7P>Xwow@8%Xx0Y(-U-#Zk4!x1i!pjJBe|I`6Klr7v zSEW$yg|UNBek0ip_gxpeaTClm=QU+3Cn4BjX#vtM)5MCt9cIx1rtuC*95fLx4Bh`! zA*ea@+3);tHhs3W4su*L`2qc)giyyl^h;!hbL@zmOF7lxRAMNyU~|ft$x?`uP8B*N4}3RSLAxIxo~>uxgd?-mMV!KQCtF@zyF4~4!p*kAh?(Q zUCt9I+UI)0Sl3@1wlb`k703b3SRxaPwxfDBDpO|_OR<9y2lbvw^!TohNp__OExa7p z<-+ByulWn!y9@)xLqqB&sg1FuatbFxi-ZwE#=0Ww15x53aUj{rbzr0 z=Q(f0$K~feJ`2%|7R?tmj&f7>%rdorPU~h4TPF(q*p}N3jkOhwNXsGm>_ zvXOjvB)}beZ_Pa7#fS2!^q%e4kY{mLK`ht0=N?KB4zKj(^~BuBrP&s(c zds=KyE^gc8H>JET2g)ASZ_A3RcUnmHZ}>j1$A3Q?#I$?O#}glni6rJ0bsZSnOl+j= zO0*W_A?1EWm15rG9Q`GCwp$c~NMeER{GVbu9YA^@5HG6k@0@%9e5x3y6JAZ$=_5Vj z+zexA5>^1)m|gRY98J9@a5unf#&m)B17- ziE6}JIewi*WyAW&@>k=c4j_SsKt0d`G!{(~6mgDI7sC4pWSL^A^A^P-Ca}kBZ})xS zcpKV`TB%_$HhBP@Kd&w{!xzl+9Jf6~ddbW$Uake&W|aj|ppEPsypt_#h}kcdhwWV|U`k=po>{=2Su5r2uok}k*6GyO1gNlW$#(UK0x z#fF?;6DlOpoIrl0{}G0Ik+eKN2fz)zjA-)Fu9D>m`8eA!4-ip{n%02JAN~O6F%t$6 zis;zxT5tNG{ppcJSla*U2`$bE$4~7h`||Y|^d7f4-#i)u0sSI;8`O?x+@a^uO~^g% zPEZRd^``O4ve$C)PEWTJnzSKs7=q^YC)+L25J@uLG^>RN&NITCGW~hNP49IaTDQ

Gel>Q%td&bWA5zmDKjm% znRW@RJ9|5iF$dE&o~5qfS5_E)OaV22d+M1SQcIdT%l$^n^b$$h_@W34`?nU(4{P9& z37|gnVC9cZt1zHz%ANo@UIDIr(DR{QlPnDxZD{5k+9wLUE6|f18?ldYn`SpQCn5If z%YkMLF+6bg8}4T`y;ofv%%oYJI$dQ~2CF9d1+zIeB|5JIxG%h!0%udBS<8XR5$|63 zKY4j?l=JBbJ-*y{MeJJ%Kf7^vm?8#N3AcN1ThqIvJHMLsLax@eE4HFXPoY$|EVM9Z<9#5{P`4sUE_G7-FU`NcF_Wbz=a zp5@_r9ImgRF?p~MJ!md%@||-il2kqM%vhHfQ!#zhA1CY_m^d}w!njs@*pc)FcSCnzy;8*lWVX3JcoW2e! z*oRh+Vy7*_Tb&k0Q6dPb44>J$=bHPudM3YY@S&mJd50 z$Y`r=AFFOplV{Tv562&-OKXSHOV9j3-H6loh$|}vhs!`{klJGtZ?e6X=aC=mYXh_l zy_PmwuId|1=P8O}mi$;PFS7i`&`-;Cja|z@jkarq)*|SK#pNt=aQ5`~Q=;6<^ zL_ecuE(V&@DtP&Q?l8!I{jU4E#+DXElp$d%##Xa>?5S?v^P2|Uao9Sf9R<8lD?DrU znr8X1ho_GN$@M4q9o{v92f|fwMsUl4+AId*s%O@2rR1T8OYVKgD{F4VH)r`35LEok z?w{C!yK-n`rB-vR2+pw=yD=*=(p}>E^65`L14%-;8T;mi10LZAg7-Q`jjNHeG&h z1?c1~7tu)LZ3eAbxo;BZz_d0|)6ck1)>G1zz6wGipIDWMq8GGdrYoho(2Ml~gx|hb zohS{~exept-9!r|a#os@8)>X!aNV}yZbP;Zfc(Jzml0<>?E>yAU?(s8q?8rgBGd4e z3TgajWw4|f52;hfaoYvkHOVfd2f1hN17QoSwcSO+!jnssm1F2lCo^lzhfJmj?)Q~M z?yhrg50vmks{y+#7qS=7nTIVX7m}Xj-9`_F)gBkqXAbqDdg&>zl;+dfO}8Uh%A9#F zjh5uYsy^3mIV|7P$$M?;-&b%|y|S?I=>}f0KhOC7o)6?3heuZEHW*%bH@v=#t}G)^ z*V*n-&b@8(Uk>Io;rAd3Ri4jKgZM6vuvmj`nZ2L=K2K*=c^E zAE&%yxe$wJPdvuqSJ@HNxun`U|I#TyR?ZW9OA_s9Ck z`?$Gj@--V%>({^JH@g=0SIQaERhynE9&JLRi%9GE1Sya@#2p7{*GR1@NJ|@#+Ps( z72P7!a=u09JGKcL`rPvusT%v9M@#rtVsE+JRFfm_Dc2o?L)?GuWU*kyL<(GId9)0|_GO{ssiF}{ukqWBoI*8;% zXjw8%b`{x#=Q3PvO!J~sEG+O0Dy6L4qhiQDAqgDb&<=W)$iGGKGNy;%xUR91mw-2g ziUUock>(TFt{sH0ifJ(PNErUXv}3A?E8a=2HAFhVV#&N?Oq7UkbbK6NNHhN?O?LY% zyn@K>g*1{QV*RsyUUM7)X9pY6#Igu;Q=tM7mFdw&_D<17{>FAWB^G#`RtnvI)l~3+ zpJ5s}J;C*PY+y_LhOamqX(eg+_7b1wKxrYE8-;bd*k^8V+E8HGrTx@$sp{DsIln)a zf9Uz3H$w%3Y4${WNLYX8#AsYnh_Suo^>8uKY$wTb4A#jzb-6d8aMynG-JEg(l(;vN zq(BGKC_(vqZ()t`wzM=hhM14yBD1Kf2=@z zA($A#Q9-+eFWYzn-J$P_{fW7`B*SK}-Drty!O$6Z z7iZP&k+j!d_DU$lyLd1=aB^sRF26>GGIpti%Fp2?_|jkta^fGif)`(40*zl?q5iGi zN~g~1#gr@j692~)_it9`QkLHqY5duMB`umAo8AplF2|h61G?MCx;I9Ls#`kjL5$y_ zmy$#~?%WcY0mjd&TM3=r_Vs8-9pb4lZ>E#cuDO=Nn`_jpok<04K~XU$KX=;0V;dV| zt)DvsJInZkt!+&*wEDTdue&Hm(hgr>cRWpDPp;s)={n!KnXjbb7Wg+gV>F4kLj*8F z+!-)$A{XAtxxMYHeY^-N2i|48RbQ2ksHF#QeiPI?#nO8M>ES+ei|xWE1P8${3a}w~ zfj{kujzvWqz;uNucGq?I+VG;Q6#32cySTAQ38y(zE)*SdQI8zS=~BLQn3$I`e>v@S z$Ci~qR6|yX-BxDs083mg%Gx~E^0^LUW{Ntuz};t$Uo8@BN%dCAJOA-)?zXHfM=cA= zR#}2H4YK%bx%J3+Z@Ft86CbPZ8(khO1uDFWSE=Z~F2WzZe2cq2zb&$1-?-A_ zo%yKvQoGT3ikkB1sg}f|d#EO%%Q0fZp;vvi{$T&+0b?l_&#n3))8O~Yo`33yospAj z)5shfR8x$lcA*tA!)Dp19!L``+)(tCb)->tm)iuz6WY0mXh^p>S%A5&ycw3wH5#PW z!E1^C`tjD;zuGSNw&ph7-#OmA)P#8$@X^bb(70)(ai$&_7P#8pqH)#%yq!6U}E z&dk@9w&=2+Obl-tq?UA8sRzI2J{Xw?c( zl+&3a(HhVN8}Le|2~pDv%-1TmCJFnC2NquO(IqqIJGgfQ+K$S_G(o><6?6u2*(o(- zb*IRTar4K?Go_}){2iK?@*@AM{+Rv_@{YM{SFgfzh zhcJIs{peZq zr55E19}d}un_0tm5#D3>9bul1iv2U=%>A)Ca6auP1ZSyKpGG<5XHxOA2fBLBO&$^W z&FFU6s4(l47`-+1Wb5iq>tOCZls5YWe3>3m+weDGdehI&{dD92Z7tz8JbE+2wpywH(K*|$#hCq^gL zG63i_s4e#AOM?5;o9&gik8geiO8`*T<4i0t4iEb=GQA$?9)d1#mS)^`pe zlCXKMh9~`ElW1S!_|D@kMuei7il+p>(#x2_yI~)i&HDn-2iwQv4-=OU6YiALhAbbn zgu2i8YeJ;#nD#(9c@j@>0}p&7>bE_KzkRiLldk zchhwarLHGMo{U6vaelPN-*>S=1!E_;EG6H`9i%hQazUuhps&zU01=r3gqd zJ5Gi{P^{;120DmI=u%)^joNy5GEV$nT#Jv8!4SM3iFk|OAFniPE_|img05wCA@uMB zcCvOZ$zG9EMxtiY^VEHp{6D)F%&3o+l6-%MG*Oca*aR|EFLT!>=BIg75am! zmG&LMChX_1w(r&}k-g@tAofDg(ZChl)C17Rm$rKukE&c>?jEEGHo!Y}Z(OXA^G+Nz z=2O;**HJJwN>74Fq^s75ucsWj;ryZf4Vy&f^N#Af$a|BfPqmlbN9C(#Fd_T>o~Ff< z=2v_X0yFp<1j^?P!A&>0AeE@4@Lzcc%K;m z-w(0});EjzV8*XB?-2Z(dsR@+;9kO0i!ny{+`qIdCVvZlpi4ne?+TmdD$pC zwrihW9=!a#cs)8Gl7J^dh=X?`RP2m0o|nBF)F+wj1)|cKaD9}RBHNOu5;A%r%JCWU z2C^0KpykKoOao3603fdX#s?pUT(@C+9)etNh4t9;w^9k@u@z9(4EtPuH_nSnpXw7o zA|hk9#eSYL-HQSwWt?8J*up~JM(r+cQ)>p*+2c&iIN;x$9-(Tcw=$Gp$Sbi$%&(7~B-XU*DLH|aLDzBOm5u5+ASgWmP9wg{4-$Sm1Pvp^ zRdVv4=k7f*Q`HQf->+`9P(st`AdCRid5Y!W8~UD|$O;7A#(EZe>^PH7n2=t(lb-l{ z9N`L?5F&R=`A~D$vH6)SRJJ2>uNBC4x4-*6NvixN(Fjc1`YJF0<_fudL{h#-QjQP1 zj@U=s=h+A8A1KG*gzESzvptZL7Ddi4B|t5l&R3kvMFx+3fT6iY!1?*uuPbrDqvT^+ zKvxQYDfZ&JrKhrcCW8kxsawRz1fv~|IBz7-xoLiVD823D_;rytL+8|b*XcJG0S=m8 z2mfXH2f_O05Nv%V>Ke z>7;t?cdf)#G-~RiawI5syQ!|j@yMOl2`v8UUM0fHG&5Y=t)PoxdTdHjZC`7k_L^uf znMyK^Y3-n@UjbXTZq`t$v^-LwBW*DkDbjOG2Ouro!E?>$JvPFJ?h1>edjCKspB@|0 zB^N@<*L7c70;|I7Dex>vNa)2}291FOKEq3f<2b-0%tB!^8i4>Z56raA%cO%C)$g<*OrA9I!;YaF zG(vhZ5P5Q3FiJ|e7@I(KQ2>^sx}GZpRXgN}_H(hd70TS>WXHe87OTtyOnVZBO$Mnl zx)VZ6f@KZu=$8Pw@FQL6Hy-A1slRN>wyQ%;}<5&&XcE%t@kxxwPDL z0zCX9evM6~6{&P&;Kx~cs1#MjCDySzYPyD6i}_UXMaP7xxwNGEx~OJ$t-PYDlbN|( z6*Tcf?jHY~5}jEYS_2C?qgXwd@1W?9v-%$I5uYEN>;3v?LscxMDG4C4nl~?y2j^+W zEgY6~YE z4U67I7D^@W+BEMvbGhawJq~OdFLu1iN~jT1v=y45^wgtmdZBg8;o*l>A1vTFVhVDDS)2WY7#0X~N)prIy1VS9 zzBWiU z#`u>jDf7RK=RS?x)S;M|{p ziS4rhE9)QW6OzLGCzek#$|on~Uz=xwV*SHH`9zqg{|_5sWBMeld}e>LOw>P{`a`n# z4D55w{u#=@+xnyZ35|vRPiX%Yv+`HZ|4k(Mzrn2hnTmh0Rha)fT7{LB`4g@3X}QKo z|JfP?Jw3~3ga3zUmA_$CJ}EN)6ISJ~PX0Hn%AZ01(+S2;zRZ8{WB&4d`=fENv#|fC z_;1Dz6BEOKYJaBSPeF#yDPa1y`ezdU`>_0Rs<2CrFlER;k30gb+M}4feEwnTUt|C8vHC1U|MzkE)c!G6pBnSuWBJrr|BGgCtNY0avi*z6^xf3e@bh2- pMW Date: Thu, 16 Apr 2020 23:03:34 +0200 Subject: [PATCH 06/16] kernel cont'd --- notes/03_kernel-pca/2_trick.tex | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/notes/03_kernel-pca/2_trick.tex b/notes/03_kernel-pca/2_trick.tex index b9a964d..3a46e0b 100644 --- a/notes/03_kernel-pca/2_trick.tex +++ b/notes/03_kernel-pca/2_trick.tex @@ -41,6 +41,17 @@ \subsection{The Kernel matrix} \end{frame} +\subsubsection{Properties of the Kernel matrix} + +\begin{frame}\frametitle{\subsubsecname} + +\begin{block}{From Mercer's theorem} +Every positive semidefinite kernel k corresponds to a scalar product in +some metric feature space. +\end{block} + +\end{frame} + \begin{frame}\frametitle{The RBF Kernel} The Radial Basis function (RBF) From d818b8ff12420ea75377d05d288b5aa71531601c Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Sat, 25 Apr 2020 22:23:33 +0200 Subject: [PATCH 07/16] extra build for bib --- notes/03_kernel-pca/Makefile | 1 + 1 file changed, 1 insertion(+) diff --git a/notes/03_kernel-pca/Makefile b/notes/03_kernel-pca/Makefile index 9ab797d..3b82f68 100644 --- a/notes/03_kernel-pca/Makefile +++ b/notes/03_kernel-pca/Makefile @@ -10,6 +10,7 @@ projnameA = $(projname).notes slides: $(projname).slides.tex $(projname).tex $(compile) $(projname).slides.tex + $(compile) $(projname).slides.tex # bibtex $(projname).slides # $(compile) --interaction=batchmode $(projname).slides.tex # $(compile) --interaction=batchmode $(projname).slides.tex From bb0780e729db9b7d9f41caa08e9894c85a4db3f5 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Tue, 28 Apr 2020 21:32:33 +0200 Subject: [PATCH 08/16] rbf --- notes/03_kernel-pca/2_trick.tex | 93 ++++++++++++++++-- .../img/guassian_function_1d.pdf | Bin 0 -> 14996 bytes .../img/guassian_function_2d.pdf | Bin 0 -> 62576 bytes .../img/guassian_function_2d_3Dview.pdf | Bin 0 -> 670639 bytes notes/03_kernel-pca/img/points_rbf.pdf | Bin 0 -> 3538 bytes .../img/points_rbf_rot_transl.pdf | Bin 0 -> 4008 bytes 6 files changed, 87 insertions(+), 6 deletions(-) create mode 100644 notes/03_kernel-pca/img/guassian_function_1d.pdf create mode 100644 notes/03_kernel-pca/img/guassian_function_2d.pdf create mode 100644 notes/03_kernel-pca/img/guassian_function_2d_3Dview.pdf create mode 100644 notes/03_kernel-pca/img/points_rbf.pdf create mode 100644 notes/03_kernel-pca/img/points_rbf_rot_transl.pdf diff --git a/notes/03_kernel-pca/2_trick.tex b/notes/03_kernel-pca/2_trick.tex index 3a46e0b..c982b9e 100644 --- a/notes/03_kernel-pca/2_trick.tex +++ b/notes/03_kernel-pca/2_trick.tex @@ -46,20 +46,101 @@ \subsubsection{Properties of the Kernel matrix} \begin{frame}\frametitle{\subsubsecname} \begin{block}{From Mercer's theorem} -Every positive semidefinite kernel k corresponds to a scalar product in +Every positive semidefinite kernel $k$ corresponds to a scalar product in some metric feature space. \end{block} \end{frame} +\subsubsection{The Radial Basis function (RBF) Kernel} + +\begin{frame}\frametitle{The Radial Basis function (RBF) } + +\notesonly{The radial basis function (RBF) as depicted in \figref{fig:rbf} is a popular choice for a kernel. It is defined as:} + +\begin{equation} + k_{(\vec{x},\vec{x}')} = \exp \bigg\{ -\frac{ \big( \vec{x} - \vec{x}' + \big)^2 }{ 2 \sigma^2 } \bigg\} +\end{equation} + +where $\sigma$ is referred to as the width of the kernel. + +\begin{figure}[ht] + \centering + \savebox{\imagebox}{ + \includegraphics[width=\slidesonly{0.45}\notesonly{0.35}\textwidth]{img/guassian_function_1d}}% + \begin{subfigure}[t]{\slidesonly{0.45}\notesonly{0.35}\textwidth} + \centering + \usebox{\imagebox}% Place largest image + \caption{for data in 1D} + \label{fig:quadratic} + \end{subfigure} + \hspace{2mm} + \begin{subfigure}[t]{\slidesonly{0.45}\notesonly{0.35}\textwidth} + \centering + \raisebox{\dimexpr.5\ht\imagebox-.5\height}{% Raise smaller image into place + \includegraphics[width=0.99\textwidth]{img/guassian_function_2d_3Dview} + } + \caption{for data in 2D} + \label{fig:linear} + \end{subfigure} + \mode

{ + \caption{The Gaussian kernel function} + } + \label{fig:rbf} +\end{figure} + +\end{frame} + \begin{frame}\frametitle{The RBF Kernel} -The Radial Basis function (RBF) +\slidesonly{ +Applied to all pairs\\ + +\begin{minipage}{0.4\textwidth} -\question{Is $K_{\alpha \beta}$ sensitive to translation and rotation of the data?} +\only<1>{ +\begin{equation} + k_{(\vec{x},\vec{x}')} = \exp \bigg\{ -\frac{ \big( \vec{x} - \vec{x}' + \big)^2 }{ 2 \sigma^2 } \bigg\} +\end{equation} +} +\only<2>{ + \includegraphics[width=0.8\textwidth]{img/points_rbf} +} +\only<3>{ + \includegraphics[width=0.8\textwidth]{img/points_rbf_rot_transl} +} -- No. $K_{\alpha \beta}$ is the pairwise relation between two observations. -Rotating the data or translating it will result in the same $K_{\alpha \beta}$. -However, scaling the data while keeping the kernel function fixed would produce a different $K_{\alpha \beta}$. + +\end{minipage} +\begin{minipage}{0.5\textwidth} + \includegraphics[width=0.99\textwidth]{img/guassian_function_1d} +\end{minipage} + +} + +\pause + +\visible<2->{ +\question{For an RBF kernel, is $K_{\alpha \beta}$ sensitive to translation and rotation of the input data?} +} + +\mode
{ +\begin{center} + \includegraphics[width=0.2\textwidth]{img/points_rbf_rot_transl} + \captionof{figure}{Rotation and translation of the input data} +\end{center} + +} + + +\pause + +- No.\notesonly{ For an RBF Kernel, $K_{\alpha \beta}$ is the pairwise relation between two observations. +Rotating the data or translating it will result in the same $K_{\alpha \beta}$.} +However, scaling the data while keeping the kernel width fixed would produce a different $K_{\alpha \beta}$. \end{frame} + + diff --git a/notes/03_kernel-pca/img/guassian_function_1d.pdf b/notes/03_kernel-pca/img/guassian_function_1d.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7ebc0e5c80cbd6df0d1fb2c14793314060cd76ff GIT binary patch literal 14996 zcmeHuc|28L_rD=Smoh8EM@KScxbwYkQRc`zl|o!xT;XzEGBhew<|#u`QX-L|6jCT< ztVrq8Op-!H1DbsIxyVhPzCEAkdA)wWKfc#%+vn`Fhqcz;XRo#1Yae+_eM2?0Iu0R! z<`Gm>jX*;vi00~z(A0#GmSj&#AcO%W))3M*)Sm(&^~eme56u%=vj#!&bB8Nxurx3T zVXU)ZkQo#RH`U0H=Es1rQ`eSc27^NPgYfVz0%=L7x!F({kOLS;-w^aq31L7;V_z_) z?sTp`wLbga}j3?JZorDQ*mi$n1QU95f0P%rKzi=SO1%f+0YAJwOV@ z58RQaI#@@i1^GiTn|d}7QlAn`b)#6X14Dy5TRPb<(4S1F__>A7a6VNZ41_eJxKqix zv=GoQJQxm(fiM~x@EDeG6UL0htSN!CAi5h6AuOXGB7~*NB0rd%8F~$=K0rhe($ELU zP@m#Pa|a?frTBR=ydX3@GuCj!Kn9&c_CkKIo=dgcC(EW7Neb&8pglu4q8`4PWz`|gCt{DTkW&z#+O z<#OYdqxaSp@2bDG>|W`bt5>>XZk*a?;@)uU;rA5pM%vEFi3^m8fY4ES^>6!Ca@1tq zyS>e;ikoXzjz#sheCi3F)Q%jPEWSLx{K1Vp-%H)M*~5D7w=)lpfrNJ^8W!@#u%f&wX1Rd%BmbRlgfh zSiCFp)>_qs*GmRtF0{UNc0s+p6dQdd-PwOE}%+|4O&54Wyy<*ibqdRKtx;MM^PCXEJ^gv|0HoZVR ze!h3WyiHy7n(?K9k`-gG%u^jd3h9{CUr=G3itf*>CX@kuY_VvTTS9fCKiBZ8uJE9yAq-nXx^cAZ6~pL#rU_+qBUwKo2}AwYhh8{Y_v_uf zVf868!BY6biLg=paOl{;+uA;!)YkRMPs3G~W=;&;O86|#rDpJ8P5Sd>x5T5!y|#xA z25*af>bC@nwc2ZVwQBVOQV8$q=N6lixRsr89{Thv<;Wce;vIB_ijR-F1-`ibHO6FZ z_~q^P(R(X3ms~(2#KOGYpRS~*?ss&Uobdkk{PWJowR(d@l{1{nLYF9=aKttvbO>LL zMhG;XI%u6PxaH{@hYrQbkNy33FWky0Aud}I7oKmOo5$zqk4sy5%yIdry|+@94mGG9 z@@_=C&=YQYpX^x35HjoSP2?>!!yX^6l$6@wdTrs8{h3u}y(=CU?L!@~Lc2U{*^n)C zX7?eS@_t*TMUmvqiz39Mvd$S6Jr}geyv7w-?4owZ6)~R57u~%5&iOBsxMUZ`Q>Mm?x%d)o!D_oRPhVGM=EuUN?O!ooaXWL9CxV~FIG;$ zLOuUkm3i;Jax=7PXRl=S?LNu6T$R|*ISS~8@)!DU_~Mw3Mv;&a`$ghVZ`7yG0%;q= z!cl$R*4KfTOc#z1^bS}r5FaYiAvHPipLo}{oehXVB`!ojiQ%1D}Jp^a-@^KNvaTNge1^%O@0@gssVwyzS0?LQwWo zkAfTiM50CZGak3+Q7hv{_g(hX>|A=eO_;qU+z9gMQ5f`IAt-qz`mn8I6L+phf}ckO zZ)8jTx4T3UI=_j3nkj0e*$A@TEUGHfUb<(ij8Bf)P~I*#vKQ^HJ7Q-@YZ|vU9UN62dKbBy4vfucT_E8~A-$o-SWOYEsHQw7%h?^-FFLG!oRj&6J z&Gu@#X{?%{@@&L7>#su%zTz9Txf}__3iUfkxdP^{AGYtSI-9a|&nA=NJKn4CWD#^R zH+zbnqM(ZTeZIVV=0!TA$4uUzOMezo;N$wYaa)8eIoOC*1Utc!$zd>v^4qJ6>f~Ml8s_6?(iFQmd%MbcnOt-ELF3ud5SzuO_5UTvDu> zY$D>5E9BB+t9V~GC0}|+MQLON*RKA!w~OzuJiJI_(|z6I`tN5qbqQmSGxRIZh-oJC zI9)O=mA9x6%HDasxUS${>@#w!gK*#eb!1geN8v41q7S^Zg*NKx=zE;^+Hcaf@M05r zxq4{+!T3w{`5YxmY6%anry(x-D~^_)Lvf~y-ir~#`BSSn)Uoj(y=7C+>wl(Jv$E0Q zI`7^KXF9n3H^~X~mYb6jTR;12r+=I{rvBG*M2(?_@<3#C-Xy@4@DJr@q&5&(-N434u$h!fdKz92w@0!y9|Uczcth zog#yqIB1mA!hK&*hbH>ddj^g4`J9#XE?e@7Y|kzFvf^<|L;Ctrc4q^EZ$WxT!;+<3 z@vQ+7NT;=;+tXHjv3^kCS(ko{5Al)TxtgFno;jbwCAnd~Obx?PxqI>Iwy;5b`J9O=}t4>=F@6AO$Y~qe;R@oYg zx!iN>8LE`Mt0%df3;j@u=OFn;{FW^1T?x7N{E>@~359IE#(CXGP6lTvGh#2?z3_%U zzANNuyJkq+rwMlV|)#(Jh!pf(CQwwoIAN$j8{$BiMzS4JA<+%#$DW+J2~lG z;^wd1ZJf=kBFk1>GQeEbMl@TtX(DJxGWiSb^o*)ZO+EfLK}&?lcNbeMRk%ZMbU$>L zJ0&wzEJZ>~EHyJ|ky3@nQcI6^!m+ljQ0>g1R(8t07|xd1J3J|wORX&P_12R!4`?@1 z6kNnIGTAn|dkE|1W*Q%>_fU8$nw|O8HpF9e(@19XE-tV9ElRrB7Y4Ff%Igkxm`+$H zdbB(~hO_xg>{O=rY3+7fX9MqQdlhT!d8gbgKQ6>w)0dWKJW6+zX8D;Myvq==Ig=0V zI+o=Zhq%j-vn%kZT)=bsl}xdv*)~R`x5p&P((F!zF1}q{^6m#ez1*w@@i=b;9e290 zwmIIr!SVae9<+(wHi4oe*+y4GUh_VzdBrPrx%Oq#;ab<4x9+Km&ZEKo!&0PeinOye zuOBL3GLU(hvd)x-bbs-Tm;ZzTy>c-nZ?a=_smmqx0jWi+7F^s_)9dlKL3!HXbDyK5 z6r2`Hdbez4^Ov{8!+zhkDRT;!eH$KD(EVIpz*EEPuKuWIhh)nmnd5q7t$zD%_arG2 zDdf_Zw{?qN(h^7sDSMB8$qy|fH>_x}PQJ6oH9X4m#>>ayjFFrxA+)up3gU%%YsX}E zN-q=i)}=$7r3dX=E?;{2^yvkjH*X*Ax=?#{T_p6%(TuGtA<%)ZWhthREO0X&`RF@l znI`9p7uTA<8?1^y{!zqhd$z&gmEk)U>pH)`>wZXFwx%}h>qz_HHsq;1>g!FTVT~1i zkB_TrA1NZd7IfOW@tpgzFGmE(5B$$lzfHECn|zfYZ~^mK`k9{8M55zXH~Z6C83!gN zJ$qlaUSWS?Ds2V3R?|lQw3Ed&{$Vcxi^Ae&JTElt3jK-eph5h}ZNSIXFRDZFa!zJ8 z$XyeJ{yz1(=<%e3QCGr_^4K!_0ZWqrM8j%zg8Acd!T~)C4|d9mI7+FNtzz^wMfc6g zW#Sc$myZYuo?YA+eEi0DMT?rX7tJNE%|kQnn$3`>JLNB_p;3TpH7p(tp$P;OghmmV zj??cP9}HRpfwT#7WiTC3LmJ(8#wDBa0a<+_yyfb6E?NFTQY5lec!J}l1hr_#7_ECD z4IwI$ecvMkIlg{-R89*m&_3Vj6ZNW)>}|?N*S>bH01EN2Yd5sgZ|bXV9@S3VVHaZ~Wusy~B9htN#e zVydMXnL(#A{e5*53iiXn-;XOWx+!^jBn%!8A9x!4)1r)08`>dx>2 z%um5BEPw_~$BYPd0^MMMfrKH!P>jD3h3e_W0MEf_Q%}?|SOOD2@B}~y;g9+L*CZPQ zyoc(h%5hCq>5Xiz0%plB<14KZf{u>GL zPy4~5H6R?APaN2ZG_V>F0ZTxT09!;26oet-AuI{SOn5*i{2Z>2C7`ErED^5%yM&l| zjs5pWI@0W$?B0$Av9TRdQVst-^X zjLW>n;(#DDm?|T&3NzC;CuZfw&Tr1OS0$vZS38ssA z5Bh-D#!P}aC!jRI90FS5H84*ifialt0&K|ymNc^_W^%9=0DU+FGl#EP5_7Jnp2Ky1 zBzRrGvkK=z~=|!2Zqzd*Lk}2yq(yoVJKCtlQ%6v>$=+llH?B&RL=?QN)e6 z@i?3v3WKpk;V@Q4=spY%$Ab;5a)}_h96G?BNakHpFG;`XvN^DB6;y6nOmd{MnP~`p z{8h(cSasa*D1qM&R#QdG+Qg3w&HM0{@NTSeO<3Z!f2C@5cx}z*uV+PvpzjFW-*4sWY(gGu&P?keO+t&tD0>^FN>W% zoME}dwdb4Hf=l8IE{=l1K&+-J*T@-LGXK2O>OYUC6x;GrijlZgM*mmhQ zGf~wNv36|J@CIV}stU*_L|&x#I-CB2zn3JoyX3`|r6o4fWeO0b;J}amW*}*?(Qra+ZGF)|giSDwt52mZP8Ozna%NG&y5a6=T zJd%{QO3QV}1?|bB6qWHW&9~lv;}cVITse>YSpAUSO()PAtkY>0rz2bk@p8VswA{i{ z|Mny!taH-2sB3X;ojJz=af65tcyANbn~NB+t(M9esp)lgC`Y~rZ;rQo#~7O)iMkVh zfpc&9NWk7s<1e2A!q|$wg>gR?=#*Y=KM#d}YRLl?$x0!XfVBk+uFMvNAy}aZI1X2l zNKrlYW4!y*TDe48*(GG4Yas(&sfGiV2AW910h<(y zg^ldr2@mMXKX=leW8jyBfVXRUfgut&D(H2pa)ELX-wOE6xWmToj6nQKDbQ21y5V=E z0PBraN(Qktu)m`pp6{|?r-H{(rL>A&QqcNG{ub5Y7gq^mY@U##q8H@wt47(3aA)SZ z;4d0l#~m5UEA?{@+S4CqQ}l6+XQf4OaDY~OtHg(S=wc0-{*Es6ocB}9qG}N*ct5qc zmT1(4sXDxOOnhCwORB}tns>SOND^h;4TPgBM@l?N7)f0_PLo?}8ZQ)OPpzCBbeoyd8v8nrU&9g$Q{S}ww@vO0x+9VUEy;@&vQ;G3a`@0*Q zypNP}NSEJi2-0dhz2HTM;#TElmbSXJjLDTt}z4+dwSQAs1p$xYkd0UI(H7n#2s*Op4 zg_gtx7G9?OSf5V$cP)&km>h>o*&AL*m>c!IIzx~=9_z8?YKP5D#NqF)k5+h73^O?~ zgSHn$%FA82`nk?)j$z*vI1cQKKGIS;V2(ci$iq-_=j6i=-#NlDD7SgI`%@bN_cL?T zHUtjElWZ8JeJJUG?m^ilMr_yGUPLVH-@S=jTk^ODPl-ab$|APw1B(>q8Te04hPf|1 zhG>VfEXCQN(C2}oxnPSTmfHda6M+t_S50(Zyu?;4gFU%*Pf<(HdQLVTiN((IjQywD z4GSz?*7pc+Z9>-r=E@Zt|2;P|uI$KRlzYFqQoK)5rBqE@R~@;j(`09t{KJ!1`!+5c zlP}X%6#xaUw%e!uM4Xg?wr?25WD`>7P9>SBt z#(lQOIV9D5Z{2Ds%oCxMBuT*)^;sq{W=5%6#$Q!ld_0kcW9(E=37iP07m9l4HS>x= z_EqQ{!1eGf>Djx{3=h$L^6e{hmN$#Oz7()NmH>!r*0vV|a% zG(<{D@(p>u@BHac)TLj#ZC#rnw@oX|#V&TAFng=0NZ!^>t7@)h#eLPxXJ6YZL@%+w zAnhh*w5U4Zf!JHU_n}RakVnR$g9xV$2gG;kj2v56ykpGX)*k8@mNxc}jk8SJ9lYm( z5kILyyruy8c~fe}LdI~+@;ArpgpJ#>U7c2a7FfejEx1B>-g-8E{bwVUt)>sQbLm+R_f`*xXa1Zohr{h?`QD1SN8tbQVAEhIDkBh-NfaIQ7F0 zrJc?u3e`$UYZoud-Q_Hk7n{vZV-M^&T6vIj$;jX2v(he+osC(2JG57dgt>g4>>dyO z{*_a@a<}a~Q}d_x0tR?otW%?AMM~z>;ca~>7N#3`=WSVQ(%9rHL<{@gC_QMET7czs z3&BGwPez;U&h@;_Tw1@aKKE%$kd!z{P|T=vsjXRo(Z} z>-pfsSI&Zy4&w6&@K4Q|xwy1hl@L(WgP9RRZF%>HQcM6W$vt#YXVnfURcdP=dqmF> zn(TN!Qes~auf@t5`Bgr-Q5A^f13eoFA$BDPKb=oLFyxbuzJHAJx#Q*q<6Ar@pGalQ zLmsQe^E;h}0cVL==NE6;x(IB5HJ%9Z0#S}V?l~K3gC@87-d;@>n$)##O63hLY`&@d z%4E$dQ-MnLD`m_1ii6~bTC$)VmAAQ>kw zUE$ZG=pDSggD!^Ys=(b?$}3_ZqZw+D@84T-Z`)m*aF++4`62ca^R=;y*<6-y*|dA8 zM4x2R8GrI9?b3}g0c|#$bH9oPSbei5mhL=oEh|imVIq|XeaR5gE7aeM;s>5m=v10Jgagoj7==!Q zkTgHgoUsjDF}&y$aP0xkR)PQ2U~nA>z*zu~A*bL_fXpB%0YPM+ANVlhS9};iqqF!h zux){!btHy!-E0T4Q#ak z01w9ez=B~+`2Q^)jQ>3ztN}23I8MNV1;f`fIPgsVU&Di$I%WnBo>CD^;1?XGo!aY} z;46H`-0#5zG7s7^wE|`uJZ35i4D*~YVn)A!2mrGptW}t}0_b8^HvvSR`IJRP0pOgu z+fVByfQK+^uqrozZ8OVYWdv|-=Jk}W0#S~sJD|Qm7zkV=0Hh5T4YQP~-+-osZ)Uf5 zpc7|R@$ak@H121BTg{?I44?|HwYcO4kl{J4CTYNmdVCTc2C-L~^A17M8=~6wrmI`H zKdW(Uj?E5#f^alRIpMcmBcPpYvwOt-z2U)??@+nxXeJ_8MmFcaByVq6Dp@bJOg_eM zQc^)+eSCxRVyRTYLU*}JD{2n!VFn}|d&&mycV$#Z{OAH1^RvfJHXPOo`5sa{CXmIB zGX2%c0I%;XYqM5{o^N0%u(((P!8oRrf3h&<27-YJj`XKfLBRFj3<84)su~GCfq(`} zhzMd^FuwJ(hQ~3N!9R}xPcigI+8xI4f!NsW^BL5N`QVkXc#JOVQ| z3&--{I4;HmRRg^7AS8t#!1W10!-4oMINtz*wZPIOlHdR_9t2gv zpa4cBpuk|D0fDKqfC7PoesBN}9H$|I1r3Nmz=Zsi;D8@UIM9wY!NkG|3z&fu1`se) z2Guezl@;6(^ ziaGsya!4(Z>IuAK0LU^e29^rGRKFnbiPl`}fmOrm(SpE{A;6mn)qU#h6tkBf`f}+|>`7=08n1%FD56k`%803Y;MA0oFPY)* zLu2?*T_KD*S{fzO>-+xWYCK(1uBt-#5hYOl;9 z&Ja4q1MIap0s?H{(?77E;(@j00sSb04-LRS$Zxs~jU@uRb#57s0Qj6!503_doKr>s zaKbNT^YljqXK{Y62kw3u1BJqZgDZ3EVNk#pgnvJ12FE;sPMA}MBf@XN&-HM4uj)ShdY9BjJCcnSlFcj)0VbzMRvRpz+Hbfulq4E(8B&$0eeH%A8vUgYI+7aKFkF zsPJFpOeDds0{ojDLj#5XWsWq^KsU^-hbR16Mgr%r=F|hn|9+J-4nMaZ2;2VB7QD3@ zb7?`NHAuhA5f%q;D)8?IA80gzIF~mxRs-IHXX-KNWU3E^&is1R*w2FoF*g&iZClf5 j@E*k6zHF#r-~-WVuZ2u!FkfplmITf#%F7#A7$W`$4vOrz literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/guassian_function_2d.pdf b/notes/03_kernel-pca/img/guassian_function_2d.pdf new file mode 100644 index 0000000000000000000000000000000000000000..70154f0e2b6ebae5d8700c897ac4c0e0c2f03f25 GIT binary patch literal 62576 zcmYhhWmH^E&@~#|-QC^Y-5r7l9W)Ra+%+(`1$X!0?hxF96Wrb1_0IFY-*@l*G1I5& z?5f&T-Cbw(T1}%aEz82e%8f`tjIPVQi4izqBi&ZZ8qwsaxq1Z%#MvuSxb zT9UI#0bBug4%XzNqKKA2i~oT9|33p6PggljSAeS}Irsk>$vOaC$+`abSsmc&YUvCl z=lM@WWK(x`FxRwnB{u-ak(LGfxAb%+XH&2T$CUg(qtyQy708Xq*)+ccENp<*ZYiaIE&i6mg|35k$>|n+JO+W$&bZ~V6hXC74fvH#m!IHrLI*@aAaC0R8FHI>; zayDs8cN=rduX5nfU`fjv0CaH#I9meEz5Z|J|BD9)VpFlSumMOqc!K@@7mSOSot%@O z|GyaO|CzY{-->;;ba8NVHV2pRzZ(6&CH$|d|G)bEN9X_Ym9?=0mx!EA)(%`lX-jhl z3vkJmErHgq-^n@to0+fw8M?SSTLSD6J+pkfIub6v0V_|ZO3UcdcHYg#61rFj5WN!G zrDm$&o1$-D;1EzzeaR!*s9bewgqwbkeA00^jw(lseZK#Admf*yap{W!nuIZ*k0%lvc^M13`R6#INRT?}}CDGg{Qdl!3+2zYKn>p67U zT->)7@t=CgRegQ)$ry4WVcT<%E^&JoA;A9p7xQ%azM1>_IqZwN>iZsKljcu0$CnWN-yf3y(1qX?&h)W|`L$d5 z%cL98LmSlirKLd%0K)O&q1T>7FMw^B-%cp-wzdarvF_dYtT1Y`?UVFOry1jqAnPqb zs?!@-D1rH7+frXm!XJS4KtMti_z!4#7I2U6kLJ!aj$pc;BH(ZOCbEEwL>EmdQBv=^5fAoJNJy+Fvdv(8f-~v-nbEn!xHfIxoUvU?hmk~{(hXlbTe^%j2&|6T<5_5v9v4RooN->R4nv1 zTC8Kq$9ZxN*0jY(e^+o}^R{+{3x2ECCqk_LJ?C795*^?1Z@<@o$$G$)JJT-YR;_{l z4(AzJ1u5*8u=O!?kAM#_>HzBxpk?+G>GjMXjOv%(tMy4g6hGr>$y~;zJZx1y#0~E{ zau=IZ9q_+wBmKEl0d!bW*lHBY7!p4-YBBgmNBNLi3Kg)n;oed1MB}_-#L`Oavl-{I zf<{@oz7W_0tm$0G^{?x?ao2s7wrJ`gywX1^CY$u4Fw39KNsWzuSYdmOR9pV_5BMW; zoZx(-WpxF<^0hJNT0h$R9xkd>TBoCe=i`b0v)RE#M29kS{a^T|T}{vWLOs@UiA_wI za4aGO)MsnRmyQaU@Iml@c)lcWM+HQxxyGLhTjK~jcLSo2)}6q?#^4dFmJm2|;ea@I zgH?G8GS^#@bY}b|dljzubs!Vv9X|sxvK;6;MaQ}>u|6(Az^ZkF>@VEhOoY!{=mcWz+L`f_|;uuMi%{DbS!WQ zWwuBU71H}!YoyPZOm>NhtV6=K)6gj0!{abIhrKkKYi~ByI?4$Ge6*X{W$$p!j{Ab} z{B&ILQ9J!Y^=e6}0^@G0qXE5|>;|5-9U1U?lkC+`^r|!{NCC1l0RA0yqErc+etdvo z_&y3QJXGD0X$#I_2KqShQ25@%5tGLsgD!eOy@Bv?eJdI?D#1sknU@BG%B+ndMTR+iKPn{5Z9OhMd>^cOcBYTlLm$Tr2?K08 ziIjegz^Ge8SE9Z8Q-w=%*8C73Zixj32{LAbLAo+wy{I?hv^3bl94K{{wi3)HEW%6n zRdg6aWlnyl1zBcb4Gu{tNljD2`!2ELEPS|8cVv!ceGsclH?j6+EFS!ccTDP}dWm7vwCZbwiP4 zkZ$>(Y7$-O@t6OqP!Y7bI6a?qE(dD6(KSFEk#zud8KQ12lEvr6I?FXwFZ3t#T3%7(OeiAm@r9X89@j{ZKvc zy6ybNNM(f=)jzXQ1o?03jae)O>qdC!~QeaF#<<@h)lzE9F~x(BUKH zjR>hO^gUb8_D$*gcubUS6sKi#hqAOxlc5p4MkBwe0Ehzx!IT%u7TVGVQ0Ymgl^A0o zN9oaFj`b&hAq8fgDJpVGzcBM3trA95zHna+>(b!=069}+(x}0)T5ASz#1LU9u`j^y zCno=RiF-%{FBq(kr~EfFBU(yau~?E+7sj5n(2($bydR*O(J>yMgE;toN#-8>-Mj`f zaRgc4V@UUoKmTLiUe136(xVsG0a6S}hWlYNVF+ywL!~y*_lWDT4lv$PNj_WLXVBok zVT6Q1=(qW`<4VSwr$^}db6m7$89l?)J5!`|k#dPfNj(p?l1MZ6>ZuyW4#IU*fhQkf z2w!8c8;S;BDa%z7wWA9D;K4e{G}?2Ib`VZzXV<&ZutCgCnjOy!?IzrWi>X&{ClAXk zg5$>7ryLB!_#2`Z^wYWD*g1*q%IgkC6z>Jz)FCB9M;i@OzAqT;|aV}Q*G*1rbmO$YN@G^J7(w2_p74Z{y4?`&n3 z%}P5g@o!13v(b^H&81z&d6NLlw+aJ_rzE^nTPeoXjVNx}FbIfq=>#EXOuCp`%POBWKIS9Sj5XLRp0uWn>#O05|BDlG8E59oghi3#S1M8+HWWb!j)Nk{!!fy;z)-FDH?BpDH1y`}(fiRhV-=HQ1rBq1}pH8C^qEWWNZI2U{ z*u4UBAn>nYxD_<~p-!EC0!OqEh7#wmbTyrNeP;1+o_u#=Fpj#CPvp+~S_v!oiLCfb(CL&3S#e1Xr3Xx6-sB=uDb<6NmKdII^NHXyR)$id;6ui%|H!PVMrm zfXq7Oz+?uB+>QjZPr7UbbGd#1=~r$58{ z-Si3MfpqkMX|ZHbGyEZWjyH9>3*?pQlZhC?(jnm#Ve^^!tp9Tt#KP8E(gb1=M0KYZ zVOy0fDqcOktv|PExU})#cy({8%U!geS_i28xo!W4ziFJCi@2s)bA{DxZD*L9S|#VS znsR8liq-ZF<+Ig8BxSr30qh-GgexY>Q z+R9Tb2MMszcM~)G%L3 z`n4@V|82bol5fS1W++-ND%+ILBDVh2DU{CcQup?uWyP0y>xAw8L}BeswI$BS_h+*o zBf`jYw}ZS(&JOz+YD;}}j1kCcg7y!GQTDZjNyEDbXyYw>x$UCcbEM&inSS4otcTaZ zX?6$=9hzuGhyuak-2PVg-wukNRc52Uo|x34Ufg>vyPq&Ni?OXv8V@#tbB7Rqg5E_S zJA8Q=Q+1O_J&dZV9_3&-qSLFw8h1~P;$z^AAQuodIJ?L>=wC~W3tjg2B;I-uHCGh;okcC_%U?q0SZ6$}TdFa@ECd0AQ zQAomgDnj-&vBc+=Xp_!p5=%D`;F;qR?EYr^8Or+xY6w7)xDpw99J>6!`IEg=V{c9*nREUebmSI z>Uyv^Y)bdr5^nC)TlLafY|{``}!!V0ZsXo!_1YY<@W6j9o<6bhQ@uX z)q4+Jwd$f3#dA!qjzEuDV7u`NLzgJ5kPBRVcTOuwdw(rh8IF9&*<}{^gq-3l<^r(h zS$Y=htlnfKK@zDUClBpkw2wGo|CaMO#KIn3gHJxzZ&ti~do$>(S8|PGI~Y(K`H2IC z+*0W0IT+~m_0!c)2d6L2!;A_O^j)h4-L&=JXg?G5U!CWyOp!^4wVdT!97rpbl!JZn za39uut8W<22>2IWro`sEdGMIql&IG?fn?yQ%W-7Fs=J4FSB*~g0h(uF4{9R7@7Z0 z^?=`fyzXt(Lo$*{ddSxuQTW*IFZ7FLp*tuLpE&BhVDUcc;2sfT$9YNW0};Z^b!qMj zEVBP5`i=}!tlJqA!bCKu-c+x=msrHu0&qTc zw5N$${(5=w;tagwS6T&x1pdq1y={0wN3&3GzInq$F_B61`7aN$-1=Vkp@}I->9=2i zj9BX*5>JA_xl<#G&NzK-&5?NSoSjH589DQV)b>Wv}Rh&Yt3niWe;!c^M!*dD*FTI{s zziRkj4e-SHlNn@sBrWPfFICzK;-qi3;y8>qY?Akl`7Tv_wEHq;RgQSe1lrFbpZjXl zhLWug4|gs*y;UnAizKo4T#TWb3q|Fsz-@;a-!1;DxOV6{aJzRWT}#M2OUwsOV^bau#cJDiD7j-k%11i@g>s@!*hTQSdYBX(f5M z?yNSUTC)KMeEki$d^nSUZ;|KeHv0n{t|J+$!8d*S06s)$a+PmhwfhRiR&{%Y1g^)L z@2l3t^~UaM7!}j8Vt#gZe_kA~pX&m4l!=pH9ejlj78(5X-Yu?AaUhX5-Ej=nd@(7W zjneSD%k6xOy9cl&Jz9B-S4(;66%iC}qbNlbEJ~;suJOKKiOwjWF z`5R}a=Cv=!T7NxvD}K)`?i;*Y@PQXhr~&?(vBVbtdFNX@n@}v@Yrxd0*g5}3sP4K; zBx+5{KPTBG-jk; zhmSG28_a$?;7u~_{omrU9Tj0Ui7py6&~tcuJGu|gZY*P{@4BArfKz*;1c~@yv4&`h zw2L`0<)K<%_FVNdWzhi->lA-3-m?|-0H^TD1?SF|_ld-WQG9mXNtsN%jC!!e1($ML zk3MR2;+az+Ls1nDN)`4${NJ{Wu-*=f{sBk5Av6Rvh)q^4PiJ zc|CvQZh6gBchOVKQdNDYw@T$K@g~9avk(I(UNI&tI!y+PPS(vy^NuWQWJj}qjXjqO zvF5KtQ`A!mI=en4$68E0e@#*y4(nc=!IO&XBa&28>jX}ZPbGI{&vMT?kNYS`dd%G zQjxwz4Y`bYI9)y6?|CiX;|22RKlMRNQvpE?Yd!c+!jI zF*Nx@kInGwfiC(l_wNhJPcgZd&PLRYGRc2VZ_dS=xp#4(tb~5y^cs@|lZ^EH;8HuU z*gf7yLX2-|om$&a7OeP|p?nU-d2pE&HR=2Hp{+TO-@0`~We=ZrXwtu_Kiq-0Qyd;o z?#5F-+dKGksX1=U@#kt+q#JM8e&NgYGYu=|LhISl&nU_tIE$x`XOwdnQ?t@*Eyr4z zpFwK*8&1b@Nh~c?LTW;S@`rYABT}#sTDUk)ULZ7oK|QA%-n+cc9=* zoVqy_tSc961h)=AJlk8o>>5i5n|dfva4ufGPzrWlAQ8lBY)PK&qfmyy4Ryk-Dj9P^ zpne#PX1Z5uAX1Qnr7 zNgkdjTS43?TC$8m2lAvIS5oB_bGj;yVwRg5!Yv;qzhnpua);+JQVWxOlPY5XL7s3@ zN~-+8R>z~pu>D;e*xneSJ|_k>Ue<|wv2Uw?Mczo zG<--!O0)1h>)*m8*JR5Ww!oeQBvq8~rmI@0X1TqzX>#}3DYfb)irQyz}O+_vH@f(3>+fCdkTcu2)73|4DG8I?&S2Z5py!1YV+rB_P ztr}X{k0k`2d>`=^{2Y0#zaI2j_n?eB(Y)#@Fz5}!tynDI3J!hR68}$tLkc8>+a`qM zL>778g{gSiGBNag7dkvoKPa%h0y5vK3tj!untWcF81h6F4U|D59oEMcG`-J+A^(^I zUq+;bZp(@b;Z}hpIe|u%2h5Nt6Ziq`+Tnn1g9@HbA~eZ~Q?MFdvaBr>dcH~q-spkq zr)w0ZkkuYpY zr6Jr3DJ3T+=<|SH(q+$-F!K|M@H}DQ)q#SQfA9}mozIn$d(Vy{Iv<|ru`IBC5Ig@s z>R)?4<(734{?E{OFb$rtL#231XbG#95KY?TNC&*xNNy8?aw0X3m| z3lYt{umaS{P%((rWlp>uf-(Of0j&N?GykRoby89Z%5XVFadXlAGV#$wwN8O6&lP_z z|CkOlTlrmRcHQ*NT9QwMw^6NE5Xd*UT*!O) z!tSI@zi)O}bN{kpT93aFMkz|y^eB4Og|fk2BxzHrh2YLSBSN6FC!etEpjwY3l5aQz zo880CM)wFg8w7jgWrji7eC&`Mi;i(}(|H-Rc4bAFTLmds3L3SU4owT?Y#Ai=1;!01G5hH{xh*fe!nVsz3Wuf`5sE z;M@?iFE7WUl}r0e;!?u)WH1HtigKvXc&MYJGv^9{Fi7HQ)bS7w12&t!Kif|l-=Y}V z1BeAs&*xlA*91v4jyWD$TDH!$!Ux|cZ>wTbA*iC7JqQ^AwK`mD3e}+AhzZBiX-wE%-u~=7C4AovWVK7V9K&s74_giZdpy@# z#5kzeWzw-!1`9Syu%GWRgC2i{-~t5vvln39IyZmu z>TRELq&vofEfwoGf)vM({E6)G69RCA!MV1N1j=_Gam15D4^5%$H}b}C{Az2_iX;Rt z1(&eRN<=|SnHcS^fC!-1<6MJb1Len!I;PH{hrZDE8&xK58>~oSOXeYatfK=)qB+;J z6+jebV~&f$7@^XP{g5d zI#d0J3c1%fw4*zYeJ_yU;zXhkoye;72NptD0!N|IBYYa?D6)q(4IrGIYmFxpL~;Gs zQ5S@X`u<(EVoPZpO815 zy$aA5ty_OwBS^L9Zdc#YA)5yxdyql=X(SoBy7|zvvH7)q5h#uyia>Djfd~Q&gT;+s z+rS5L{0(%13mr_*ws8FRYH1L?Aq(f43Ojs17ghhdSui`X0OuNtFns?dRe%3$YksPH zXvaM~fIr!yl_(QE6iqR-!yXaPT4~|wiwiy4L({*05yHL(;9Q%qfbaLA?O*>L%ARG< zxfbIH-_J+azit)AZs-LL;QM9n7A#VRvlEAa1BAo(*UVuUJbg?5x7 zv1IY9%?K`NEkN7)Dce9NS^U`V1Q)QjpzRj0I3U1mXr5P3^>xPgCDg6e7Ybd5r-aEcv| zAa@7PJoW^&?;hE3h*2*fcQKzl_8zb}21i)^f^dfVCJtE4oxV6n!;bobxzYmrWiaw5 z=)n(K+}uL~@-+u4PcQP-gzop7h<5U!VsOD)G7`>ioH`UTXDfA%*Xo zF_73%TA062KP$%Rd1ZdHNG@zLRHL`&=wiVB3^9FOcw3aTaPnk2xLf*?AF^eC^&P${ z#CyNr5#>$Ffx=baJs>!*4c%9@p$9l^B%jv!cd?al1*x}meg3|p<6~!<+P(w!aN3j} z6gRw9t=2Y98A?hev_}vWw-ALI5t@H0m^BOrD(~vCot(~W(f&jCz0lPPHr&0keYujv zPl%Cnk%+V1C~V+#%bv4=W(hNGf}4Wn6B*9WFtzC^R1)M~O*{LgPvko)NR6Ob3cggp zdd@$PU|3zV@QB@kcKnpjV|zG1(vnCR2J|FVh$nPDd0No%Wlx>Xtn)WY zxOkD-oTg`gibUj9Z=vuV1>wU|FK;eNHfzktwozr23Uv0!HcPx)_jU}vf?UgXn+!;EE*>WpuBzgwwl|A|3>T92M}_VK9Ub082lA-*ZVk+cyTS9Pp}mULp~+~yh=16zc# zN?Irf=qb84{U;L1j4bBp-+~aKu>5;{>2DN4^4?Ydrsj6sBdt|~&NA3OU za=o)AQlhma$x_u}fB=!8Pnx_NEw^;(i`2vT0xTP0iAuRnNT+K(KnRpVHAjh!o{| zlp=kx6c!aizH}k`4*|(fK7*R>JC#mZhH7zVziSsv;?a%jx;Pw!cj+A2)xP(bMHgT+ zjRez9QXG*cCfND&wKS7hF$TF~@{|FqQg%81g(yFXvoS^nv`oQ|qG|g}T$09JrBKro z>S+n5L^BcQxQO*1f!F_KIAJBTjdrt>_K))|J znDucgt}v`}UL(j^>Ah5f__}brqD#0x=jE%qTU+DcWa24x2J7)S`{9L-d^a?i88Z+C zS77`SQH1lT7ZjDYai!5Vy_HM*%^p2U0Jyk8IyAF?BL`fPkf-%cNb22YrM+$5?5^aq ztr_Dyup)Q0+7Qwj660M{r0%LJFNMd*Xdyp5&IpTB&C1%7NconiUgkyRl7M+Ubndef zH@^k)o>!UB3(DYeR3ju+Y~ejO&@6xzn+dwgyuO@>$% zo@jGILCLu?U#-?JcYK9rK|J{IfWL!g%iuIhrNUfs{Pesmkm@=lY=5>>i;#uRl&NCj z+cjFDyG`bLyr6i->Sj5WStZUk_olxn#rSd;SjZ*6YN*<(&FNezp9mce6GDc&SUo@S zA(IU~h=)p@M}7AkBJ#eNF4oS}$C~+lk_Qy$zJ(IU0lyd4cRrwB{boNO?KBHdqoSFo zf(=x#9|t10e9~9}3CEto{BsH+ab)@PtzGB4E8UYHs@XCFp75b0PCZ53hrM8&L?HUf z@AWfi+t8hfXnra5)4@}dn0)JF>Z_8`6sac$NC-2m#lAeiM@IONE?Syl9*m8xcjpdo zAxA0=p9^)0ns=$WpH*t+^hm^(o0_*BIQr=ZV@dD@$eKlZbZv~^%L5MJ5K4!oeTu3# ztA$-L&P7yEjW%p>+Kkmv38fy&Ywb&yYB#PLW4=n1IDyaGqU(*hZQrQ-JbL=M@9*;H z)%v+9L!z~wIGCP0oP5$#hKv4D)yafYO<7Wi*u$O8cE@WMZ?KD%bS(DfeMz$F{Z;Ye zzhfOUS5orUw=CKlq3n$qCyUIj>VPse@y%C_Wur}*B}r+kDt8y`xkCIrEv;z zo?20yfY~?M@_6IQD`AW3mIY+cMI&opVBMOf*Z5ocAaHCc3P&k;wUp{TP$q~&QxfD5 z+){%XJWxD(`&*YELzP?~7bs(CIN8V)^s8y7{B%pDLfTp5w@;*oh@~p>{FE`z%6k)< zwPQpdhqZ0Yl|9Kk6Agyk)d^Od^6JloZ>==A{mVEDx^UEW0m2Oq4q~H{ePK%S@vSny z(JZQ)Eor~%{_w#PpG&XGzuiuS=S*ZoLt@q`qCQDv9;&omJd`X*@_fgwNFq(t*|&An zCQ1k4P+rf7un=7;xy>|><#2GcsXl*IHQS}#NX?qybyMb4QvMpGvNH3Rp@Wh8{c=DY z$*J9R9H1uVp?#n)*{qsAM7yNgd|$WwcgtQ&h(U8tOY$4>4b!o!paNm@?#o2ph61Jo zTt$Isgm-=to?YpKe__M=dGJ}ORG;lhX-1s(^Bm$|KN*)KGjlj^v|&sl;6|$?S+p216A(|YsQKol zv%p8Q<(t&Nq^KTvST;5^Uy}{wrQXilJj`2j$V+@OM*XoTMDEx6!`<$a2fz5^XtvbO zBTr2Ef+2IMF&4Kq!jdxRCm7(yDu+&~O-2zl;1AuZ!g#lR53|gxKEpZN)V$;a<>Ls2VrB<#L zA+C~($aHSYZ+|<>Ps~bKGnMa~E+w}n&lph6X~e8>I8f9d)kn7T-1qi z^MI;{yn}u3QJx0X-&i7=!Lw z*1fqBThH6-c9AHa3-k$HrSRLgN<*g37DIXURpjRVs-{euVDv@g6PBg8mhK=&t8rA; znIz9XukU0_;e3-{K;Zz!l~n7kk<->!*(w1Jl2%}p^JhtD-(q3>h}qYqEWD#A`n9i} zr*@GN*zZI~mGn!f8{0VsO#-^kKl20%uk3qljsDIgq(i@xgsj5(Y}~f;mMZ07H-=-2 zR>fg#?U@%ijX?EVct~(5!f<*8P4M|oP$m9=eP`wouAe`%Wg70}N_Y5!q1j*P)$u}> zRziz}=56auEmX?19R*;C5kDFe5d7(76VNmjl$Z@4BO=$;a_H4X&+$XGn)(iwXKnK7 zJ<_BWBe^X?p8|M0~ zYsKf)Q%{j*oZ2Q1`*JHX`+DN6C26}sP7GEkq=+}(khlS(Oiw(m&#A2`+98O5bWh%z z0l-buiP3r0R(Wo|0QzOzkjvVIRKuvcj}+uc9E3v~-^U9a61j;0b{AD0cN3RbUgGppV=MvT_xe4!}KB>^u3 z!=ZeUCiQ;{5}O?>QV6lQm0NJer!pt;9@aSb>U%byGP1MMqT9b;Rb3YlGU0`>cm84d zj)r?QlqtTPmM{tz?Y<+3Rr!UCR9JZv(qj2E`5MNaYdLzR)39}f5YL3ucaqNOK7)#g zWrpPmO%dZV*CAXxpfnxwmocp z`|ZYy>S-tMC?%%!Zy`2!F%zaxj8#9)qNO92FSEzqJnhb|Dux-R5PV~lfNn|ti7%qza@HEV& zS@4B7X&K5HmPMyg2!0&<7+R-De7rN*8%)92J`@mf^Y^ zh)*vne%CceLec=SNu4H#_JtiJ8kSS)Wd)zwn!QF|x!4|lJ+sl+p}RR)-tsAox;nP2 zEE7rTfj2q$aW*c((YM$pGNi{q7Aq)O+BdJZlU^iX z$t5XAw^CX$j<1=nco8BhW%d+{DSdV|bYJE8TsSGHrh9{{Yhvj$X~VxVQgH^-p!lm} zFXV6R=-LWKn3^Tq5P1(n*7?)B@TjH8PAyaw+}o=KgOFn7zjwXmb$;qmj}~auBA>6uJyIrC(Ca5T|DcJ| zyM(>muri+*?@FzVZ=+1)X>vq@U3Jzz@PL`5$z)z?i%W#*cJx^)*`7h)QdHwbuYF5= zhYcHi%W??_I+a?ULT4rWVuboiwkAI2kC2*N-$QA*_vkXQj(;I!c^g`xF>{J>HrBw> z6548*Tt&?zd9L$tKI7fzt>gZ?btE~P<+5~zpeL>kYsjefEXylEi}RAoW2IF!C0hWP zV@aphip;S<#rM(LnGz#;>17-Dm`)V677!&$&9`4~f6Ovvv%DI&X{1`YVyQMCu-h1M zo#^!QRQcj_Vf@{9i7wT+Np@Q>uVhJKhpOH`Wy{<`I7#^Ix|5UZ z+@4?R<2HQG(v%&UxakN;(fAxR&Chz9W{DG@U~R#-Kw09nThlYl@x`#ep-$GJq#Bry z1hXu0pktPeUOv=vAL81_W|l-9uzffasySis4eQ6&bg=nuKSgzP3b4AYA+nG)54pyy z{t<|F@y)~|3pMi`4%s1o5a^C{ObQFm+11aQ6B-0idL+9%9hH}5@6F|eB^!E7ZkLn} zJ=7w*kcK*&3x<{EEE!zaPk1ej6`vAMdSBNuY#absADdmCeExmg5ZS6s%iI(&0RB7U z%<;mW*uN$=dL>0daGDf8!38ddk%8X70bUK-j@X>>W(?Yv)_H3qO8 zUgblke+fGGN%IRrI|!_KN?T{5;Xom7xqPr9U;7KaJ>GbcKD_lRWkr`rvk`n{l(@ri zOYMsiu_T~$pbg(L?1W1ZEsVVVyFJ?rs}UvaTntApg&A$zU7dM1LxJL3z8Oym7wsqo z1`y!leuBtP*EhIIE=_mykEer>G2M@Pt((j`D5#RV zExdp1l*=WvkkgHu3ESIt+a*i+p^{!mXIMfyDGXhz*1CeSlbr~4^dqtP-BTU5 z$zrtc;-d&3u|=0*#Q|=9T+B<=%F!(@%5UW?m-L-y>Bc53 zm9O|%vQ>>Yj9R&^&6*AO`s0XZ6T(o}SDIEV;`JE(`VsPDp(!pRN~kUH&|6Gl{eImr zO5|CoZqjX% z`};QI{R6{Xi67eX-tL%m1Fru`1{agT>ff_zy(~Bs%ofL2O;Q>87k5L1k9dWhZk(#F zcj{y$6PAfIQfk-jS=}g0`Pud>qvZ1hfs0s!pzmbbW&=nq%HleL5n?sjK-=M`VW{>l zN0FbZ&Tv8|tuiE~)QNuswqI-Q(_b%zb{C?qmCFMi$ED|KRK|ivOGjR}7SSmB_9&}H zX)u1V!0YHRK{9Kj#*Tlnohk_b(XcMu>J3eZxLqoer6@?>=4c4nA0{akb$g~`)rCcI zm}baXf@-kf55MRnbgs|1(;CuyEZ>J2_791m0eP_He)+m=D(yGUHZHuDEOmU;?kekT zbx{NcYeB3DEj4$nfno(0Ob}6T=DWKHWzr#kw=H?XfH3MR#_0{k_W;l(;li0d!`>4w zu?lcLL?-r9v8x_=^tysm?KjP)<9COjWv|!*0-`_oj1!~<>|_+@wA~<*cXu#>`VRZ8 z*t%$5DZ3ABh#A-}Mo$;QPPRRyo~e<=n^2beFCFLw#it-UmUTQW;ITQpis8$AUfyo0 zaxX~_&dKc)%h$lqq#dkl#SYWA+5)<&%~c zrD>^j5KTS80`xcs3R0FFYP5*)UI`j4e-q<4t#gvJWNs~rLo?_&a2AEz7^V*t)Fk-0 zpb-D0E2y(i{tbq7p=F#d<`(yW&+ z9T#Qd2o<{an9(Hz^=CYaTW~uX?{>^|Q#Xu`An9sqz7x{@V82UCOvd+~9rZ>QIkV6X z&GD$`m5LMA&(AN-shpb*R@3=$v`qJd_wFe%*&rG^;hKmRev}>+E6jp93_*sopkJDb zU=aYB5PiYUp)ll`R!dDKqHK|HO-jo@T84&|YjGBapuq__Ak9DkX9k%Z4a-rdI0V9X zoEb*Ht+nt8f7Y*880chKW;7E`wZrF_QfiJ#`=rSn#>ef$!VH!nls7|7f1~ASQGQ5D zbDsFv_8j1SPaw1mpfk=7xFiN1Xo@%vmOF>4ot*P z-li?#>3Lp!OxHg!*^usSj<*Fj4Xi^f;tN7qOz@FYKbIr9V9)(ltki!Vog?p{N9Rd!75w1VQ@Bfmjfe=H z-x8kbB*bR;W)!R;V{V6D`@N9FmBkwvye1O{bnHDkL^;7<@9E_()aCcIVaJ7wiecR& z@0zI>rgy&MgUgQv9&K&T2$8so2v)(h#WkPhLCy}4{FV6D9sFHB*z*e0h7OI8YT~fh zyGT<+KH;tjt~7!5DbIA4i!6F#ua*pYYHyg#cY1Gw>~3c7p3H8pk$`-p+$K)kQGagX zr)jsdjKr12oM>>~zmjt}iN5{cpvfhbA2>mqnJMhhB>Yu&@DGmPuFx%Z8&N4+M{T^M z)zjxnB1}a~yRdr`4=|%lwM%30vV*f1%%RPNSmxk^JXSg}e6Jcysg8DSD&%S>=1_l; zmzIW5^jfN&$^^aSq{O=x_^udYHoi0-QtLh0Fe(0em_tp@dve)Ugom7UPnkw5(q_%) z-P%Z2YBeCgKEt8lP%t4PU z+7~ghP2hb8vD2KxAd)DpP-54oHoDMjaoR{}gxk&v7XI3DeAIw4~CpsYK#ANKg`AFne2%>TC@^4p4L)PiP`U(l!QMeN2j+cWkf?f@9_k+kU6%@W{ zJmlWf4LWQ{&kgxDzFj5KO>yDfr-GCcppY87FSeX)bqpz$mI5ptUz+U-J7V$snjgP= z__Aoy^KrWP`TD$>>yw*el;k(ltvN2><{qAH9Qk^DbsP8j_Pm(;`TSfOkmLVx6CgIW zweBY01*b3nHfzsfOY*tPCbl~j@cFhn)$@rg_6hiWWV_7$=vDiC>F(=Ue7yC$-OSax zZqwP6yw1kibi5YER#UsK#8I=lCdO0qyN*qAm|r~A?W{1Val?SNG}J}6*f1(Pc<;L)dH zK_|niX(ejn^)+5wTR<3h>>&4^ir_qVPmQ&eHB=P5 zH3YGpyw?j|{ZpiWLA6ZXsVLUC6B`4LT00aU4QSbCPLZn3U@*SQ<*t_$@M*i(cfS~K zs?@g^J}d_?wYzEms5yf2cSngLHD8W@J2SyupRDJ5Syo_qsn$+xK05Mm3g|Hyv^05c zKr*_k97lb$=6h>!`B=BA$-Mc00BJy$zu!&#qUT?a2&$37_XwgIS=1wr&yh$mLHWbL zr5ezD4|KlAKlQMv8ZLbgqpIOmIqUkIi+vB#s-aswq^pK{-$TG^Xjsk|tC8gQ2(ub_ z)+5qtr20LAtwy%>h_@OEe~*x>k#jwwu14D5Bk*EkUJux-f&BLXzZ&@01c8cB@JT?Z z2n&B8I23${Z~8<xR`D)?I8^sb5yR@28Sx>-d}tLSXs^tXyGSJUeXHeN;E zE4Y5&)WCvCSQ8H`qGCmCtcZ}Gyvd4YS<^Br8fQiOtZ1U2w9pBRdT9QepSh}3VBy02dmU$ zmDsEjr&VIMO8i!e zS;<5zS!pFhtz@f}%(YU*79!e8bo(XItpvTb0JstiR|4ZokX-1OE4gzekFMm@mHfJr zYgh8_Z#j4+AFt)+l{~$Yvsd!>N-kf?>nl0_w|u`)``6|Gm6nBk-=-Cn$wh67QJH8|rW=(>M`h~qZh^> zs;q>*t%oYBqSD!@GD7;cP5L%js!W+m52woVsj`Urwv?(Ys7lAG%HXOp#QHYSstmVk zgRa8QtFr(4whOE5#cDgUZ}YOs>g?MZt+G-po!2U(wohZX$_VZc#&MO=+_y1ZWn@940 zl?i2ST3MM~ew$)eCYpugX5r5HZRS~-f7WK9mAUAb6=`K$S{t2K#;9LDs+H~PA8cB` zZCxuH*xEL>vYGvKrL9bCYt!3LkKD>qw=&?Z?0UcLeJeZQ+CKQxZMg6zuC0s<=i_gq z^AUz_`X zF9WES2h__3zLyhJ%M9w}2Vct)s^toQTE_6byrEk5P%Ve3mq~o?o~Tw;)T=E%H(?Ze zGpaQk)mn~vjmP)ek7`Xwy;kIV4N0-Jq*`)P>_n+osC=(nsaCWUD_yD;Fn?GX^SxrG zT1iuEu&EZ_)C+RH7wQ!IcdB(g)q0;|8&I`8s9rYov6-k^V^pm@s@5b`Yn7@sO!eBP z?=?@wR;Xf$RJC-fTvAmnwW^k26+5%46!im*6Vh^*Yj5Ee9P^>-^+rl<-)}-;%aqqz3TXTHFC8|xn8~ey{frd?Od;d{$3qj zt(vY^Q-5xWH2DQ%9_>v1Zji%D~9 z$f=jpboCU`N)o<^fbwWPId0#eUnN>qVuGG3cbDAR60Q$$UUDbQiKgd%wH47h6EW2y z<>u{4blRM-YTvDY4Cu@`!S&EEGBxr9kD}`Ax$)=xSu2poBR2|#+ilI>s77P);^A6U z*;60V*}V1*u3K(f3g51IA-kMT3brrS+lpw4I*HhhQk^vHp*rch>tyGv*$@q2fp(@&-eX6*Somz;tT(lzyX?H{WA{v$&1m83Z+Nd8&1>QF z;_eTr*)4q140g}Gap#R&bQ{*(OLyGj@OtFlyKt$ny{nC0{piPt3tm%izp>lbWzMqz z;j6t@3Z)nw2%a{dpQTBIbLuT;@+Lbb6T+>8RVd;hL$JnJ!kH3VEniP+DT;{laPd;po>DuT~@AOV4hjEUtR$?r9 zcsF`@v$x^M!#>A18KC6hpcE|j9-VrrI81ch9-M8@!$;xveT@5&hn2#u1oDn3hno`M zh-ErVc^E3(s(A0)aCmwNc}DM!bJ!|;)L}B`;jDy07Kr9)&cj^c>L~ixi{YIyg~!iUX1ku`Hv9A6~cNt71J7I%xL zPF(>5Mz|=O+m;zK!mZA}E)xtJ;Z~2SkDM4ej@u(UFPXvPa?JHq$2Adtgs)cX4Ra<4 z3AYb+6NLb~vl{B)a6!xNozPm&&QMp`Gs}wR3zl1KD1RR+t=D6j>Vn~u$=0aX8_l_m; z(4+@G5BWM|+M4h~qv$2m+%8?QL=lM;C)jGM&B<~g(Fs@6U>P&#&SlG%FX^KsM^EzS z)1G>#5`xnwTveLb>Er;qTzYlgZ{iFJU!-P!Pz)Wnq+aA;QW9OdeeB1S8H`eTpSs;l zcyxI2u2>>Sx-eV>k|Pr;h1=7lCR@|x=%Z#%ncXSeo+()mBsQqT?#gJK zc?kBXe#~tG>x*b@9EuY>tEdDtz|ZEVE^WTSYec-GW>z zF96ND<|T1)9acTFW$Lb52iO_7jhX5zd>h>TC{crjFY|gj4;oZr$29_bP>1rS=oXugiOwN28sK! zb2vSQko4{NWuTKt;%*Dk-hPtGg%4Nmnn>t605$O6GH3l%_dsp7#BdinAAX78!^^h9 z0?Tq_`n<-tR@(dL0=B(Q)?=QX+zxX7DHZVSOk{HT9iE&?N$S6jVS8-%Eh`01(TXQs zRT38X;8=b;S%+{s*;qZeBwM)rJ(SERk%Qn(<#^Ua$Ry<0HWz3>LLqnb5S{WuRlSob3J4d_N4rg z(Tf~Ljw}=syz1ynvLd1O8=BgvtB_7_x+`oZ(UM?$L`2J{#z~9-bwAIfh!VQ(YtvPA z{ghw}ZB16yr=N{For1!-q<}9lip}^WyuWm=9krwSVy>P$`JVhQdNTWRxM|iG*kok1r*Tc-X0k z#H&F8C0-=zE%Dk>o{4u9Voto!lz!s%r&1K5B4niqE7YJO2vM?%kVSep==q46;;l0vQZNqryv#7I5H`? z<_SxIHcw;kwip;w-)*3er|)@;#=Pfl*=+$ZNZbo!G~93}(F zSPqkfWJHI_Lo%+zq#_yJVX~2o@h}NVMtYc>B;!3yT9Q#8CNs&{50ji^1c=E`G7iL~ zC>af6vXqPoF^Hm%A?8-e_7HQfWRr-wSh7{b94*-}V(yk~8!@L#HjkLsc9xi5Ci_dwJCj{zj7O8VCZ?&$ixbn=EvvRS$1+l#q2vdr(#x~j8-vQPsXem#lyxGgL`_u#*jbkVL=F> zl`QxJG@b?BfHt*YC(zUuWCmK`g8BfvTo5JbtqWQOjCeu9pldHU8}#@E#e4)?qnm{QG=O8^J);8Xmt(V6OFM!lcJ3_SXDIL1__G}-QaA|&l?mkx_^TaMz3)2 z$6zcTWHXwOgPKOmaxmFwa1P=d-O$04qjx%Jb#z(>3y;3+Annn_9UMPezJn4-gLp6q zX(u0iLwe7Hok*v8kQwP~5AGvf@IjTNXFiyfX;)ehG1IQJ;B6-N{-Aj#um50$rp*9B zB29Y)f^(X-4g^D$D++?on)Vq4{WWbr2(m0!B?PrL?NtaSZd$?+#ND*AA$Y!N!9&o3 z(>jPwB2K#_f^wWTO$0+Z?WG7lGnZHd`#EjA2(onAkI|{sX_rP2vD4;_;BBWp9YOO> zTRl1{Jgoo;3VB)>5{&b-UL*+WX&FiI+0*KhpueX*C&89aTTy~spLVDO6`u=NI&VKM zX9<>nTICX&0PcMW1wmR86M}=ZQYO?1SU(d|hP0_Bln-gIO$a5@7Mw1tNGo$fgpn5P zgk~eH;|YmJTHX_ikhJP21SDxMQ0Pt47NL-*q@6=u%#s!qh4dw@GYX*$cOQkUCM`+| z6;4{K6r!E9fhi7RdB(LHOv&SN_r*x4QePL^ho@`>^bf>^2?=$L~Q*JU~~Idx)p7 zJ#NAmJEX6G6i=r&x$SLz>TX;m!fLmsj;$7_qR(OwOm)L5J!B}aq_;g-LSR~{0<#=GMBt5c3mS6BROoD#$B z0pIueQ36GXb9^25t6v%sQMh{j!;QB9>Lu24bL4vz_JVA`^zyDdctLesezK&>Ef8c(#Prj<`dnO3R~Mjib-; zWn1qbZ|CRLL*HB6?5FMM49jI7??YHpsC9l6&v9l8Kjv+lA1A+x^TER5bmQ}6AJ+IN z+9QGR65pQP3* z=-)&p>V0%O8`m4x&)oYddV47HT;cW*UdKyh#okD_(qOnHJ~DYZo?WS)a$o)RtyPVY zpkIyjy>*A=F*qFlsIli2X}_t zbE`%k$D{ul)t}?bFt=adi$(9Fp4-ujNXsnL^vrG7C`E-I_8{!HPROo(Iv*P`P|*sX z=B1^2s*CL@U6)6DIO=6@Cy%Y$9!0lzpY!cZ{gkb^|-$i4Wh<eisLcSi2jdv(f9G9VmNL`tUn?c zjPxdwP>W`bd8z5^sR_?x>Jl9);fqD)`EF=wo6tuEdhp^XuXirJg}%>CU?B;xg$sW)IS`DlsJF_usS!{ow=&Qvkj9N@y1Lz1 zqrGYxEZWQQm|CiLE04S5G5kcYSNM6?NYxg!#tz z?OH)WHj3WtY1CPi*(;cuU7nxQ)TeCwm31X{%&2bGF#0wUvS~D}JLikl0`d)pc(XTc z&ptd<=jzxW+#U_%?eWs-nYch0D(VQd1mV1Yj|EDPB8gMv=6Y=t2f0ZYX3n0so|n8r z0owlK{XuXV_1MksE}RHaE?V6*G0em&%vR;GYe(8}tG(7?k(Ma&v)sMU-qy#y5RP=+ zXm~ugj?bI(P7+;A$J%CT*z};6x!d3A=CO&6h7q%DnB{SB+_?0nPgEI5F)QZ&(l1oXLC6Rj?0P#~8VOqibtbxMap4$MPZ=s?m1; zo^5a`N+KQ#w~Tt89y~?i7PVz#lxU64g|IZDks~_`(&+>8^ItNTl5_)^=HK;+@+8aa zolFTvrt&R2qnx)z0;h0`G>el|JKNJa4%6b9KdGUfwax41+*L41$(302YK%+Q-&v>` zmo3v&g+OoDb? z@5!1d(+)4!c}0S?5a)1+@ZK3oeZNcI*kYf#_X0dDvM?^N>id%!$T ze-}jcbe*8Jr~3j6K79>Nyz87LRvq+MT!9Uty43=r-TXvK2@8zoyXC6 zMfX!kp#mRT$Qt;JQv`umf|3coK~z}qjiVrgZz%N}e51Ebw4D0{jR-(-2qOlyB#bX1 zJYh7VN`=vjq80|bP2BQjxnt=a8!3%pETzDPv6p%r#%juU7~84#;aMR3P(S~1c2G3L zvxd?m98DA|;UJT&X&A<%Yp$q~G*%-18;k#vD`y)$9vNR+$RIwokl84>2wD~x4rX+?#j+I1pk&-119x}LH>A8Qf zIpa%OK4geV5r~X(KYdI+JTuUwEJVhdl!(Z14|la0j-L6pgqT7{-}O$?tD-zQ)bhD| z6j4l33>&3alFp)1(QQ73B#zucX3)YVDBVRB+XXHh&g3ohrg6PcVI(78O-F`e6} z3Z2emB!SN8sSj$nALQtyCPNBzUe8?A+#`YPhytfE4b%_GY8>wqhwQl0ZOnWOzBEpLOf#~d3(U|4_h;G~ zOD{~-G>|^#@LIcOE7?W{o^69u`x{3jW;fZ62HtP7M7QjDdd!Bh-3`3uG)W#*D>xor zbRtAs4&LS^eO8rScEah-N5jXq-Ef;VUrna8-^_-!XRxb4~PhS;Z&*%AqMg&OF}o4mo-h%*~5!SqmL zUaJj`o1NG^5{K=#d%P?SZu8dc=L8Ez!{yX{K4^=+A>eE?nwb7(8!0$K4m!&30wspa z$)yU$k`B+!&;bUO8uMCdwcWGvHtWvjSTMSD9o2RlSB5dBbX4cvIgiFhzXN#=Fomn-zV zUuW3vy5j5RSi`1Q^XOrk&zn6ST-_*@3Z<-S_k#?iS|C!JU!`>GD@`9vsvAS4Yk@t^V#g9;aaUeQSUtkn=bn> z!WCPMBJmAx{C3eE{Qzp28eF&4K(df^++@nzrF(Qi@V4J(-?yu`aC9;oeeORr zjw(FE)jzWL{7USC#+Y3vVLdK<-P^eet8(?5EDG)qQl;Zs3v>N^SfRVurC-9|lB2qJ zsLnP3fdl(^jfbwMBn;aHTc&&7@a^v|{A>=gu!HwL*W4P2u#Xom(&l9=A9nM?-3{<~qXpRY6Q_|t8Ldw=>A;P#(BG;9Y*A2OB>O0P$_i^Ux&I%5Av zil$f>lAOHq_hAVZc-X?dSP{)9ZWl7flkU& zux}@2HK$L3?xZQQAgt|S(uD0lDaXRLpp=ujSZv=s1!W3{twSm0!}g+-B1-ypZhpe0 zloDHzQVJSNlTya2{=>Zby0DbtVkJ|`h_S*cWzg98lrnBL8pL3HX6V=`l`?v4ph^{h z)Rwb)AdiXxo2*iWfsI(HB5{1XDpoA9#9}ShJJZFv-{;4QOziDKHN`bwEWRe^vLDw@ zN^a)F8Zj1kTsy{E&})175wE#+tK(SZ`?YO8Jjr`nv4W0W1bu{q++p_Ibl`?NHYvCfk4+8# zM%5V~a}$Ic_t-QMzSsjZthvd8#eM9_`2N4iT}1MhTt0_}2(s8vY_s3r6Sbdp#ot`9Uz4ejTL&pZq)JgRm$Ii83 zd~BbN4V|e`>#5$nO1YJ{TgL*>)Cd-C-@|myk1g4;NHjH?g&&$-K9_L!HKnPK?XZ1- z%ktRqt%>Qf-R<+f5Ojnk~n@qP744M%gnFJ+vru`Wh=Sfrdrf5Pn}T(^gnu`guaMxUv3w1@@H zX%uF?=PM*!y#)Z}@7lYl~W2oD&gZY&-<2%SHdT6x@4l3aC>vN zbIZgo;nFY9VA#Gs`Kw+oxrkt8-pProNJ-UOeA zLLK>W_S~wI=JH1J=^WoQ_0Ie|;p1{#R5kGRgiorO9}dcn+qZT+ER==oS@%x{^g-c^ z`bB$U8#-)H$MPU23STF=v?MO0!*<#|xsQ$?t{Wy*Qt&35mN`=^9p7|#Wh$oQ;&C6D zx+z@gr$~;ZdOEK3gS=1&_v@@8jnwgTbGj&4r<2PaPPgbIOV#o5^5-S1)$z$!btV?< z1MjTa^n1XvO@9}xTwW$fyy>n$`o%{O4B_;7fl$oPmjq;fA0#aE`y;^_UpM*Cd^*UV z#=}IqHJ?4wv-zlk&CMs9SuU^27u9!k^x3fN(>lnDM?^-ri6jfoRSAde@Y~HT2NAf!-WbAo<&q_ z@a&?%gJ&J}AUqo>AK_U_xe3o+%2Rk&Q_jM(o$?pv0+h=zcc8q6xd!Dp%uOiYVJZW) z4>KQ%gP18%OvKEJ;v;5a6e}@vqqd2e9<@-+45^)BCP}RoGf!%>n5k0B#mtu4FDAl} ziZO4dvW$5)m1xY%sa!)EPoW#LehTAQB~VDms)E8hRv{GXv1*~Pk5vwZfGmoj8)OLu zl_4uGiV{(vQNqZ2j*>^#f0RhFT!f;M)g=X(tVSu=Wc5mcC#ziwLRlSCK+0;Gf>T!C z6sWRVr=XS9J@v2b22d}{?g90+>^4x3%jN{+yX<99?aS5&#KG*8P)p3t3bn^*#89ft zz73_#?DJ3x&At$&(`+L_Y0a(^h1u*9^VrWsV_?6FaV&Ym1a>+IoC z~GQnfc;Qf2C#ohivjjqX-UBTEG-P!&!y!7 z+rKbKV7Hil3hXY^e}Ua-`Zch7O@9Y=yXgmk-Z~I&HpX`X&DMHymFBnDHa4#50*`O~NOWDvb7*5#$Fc?wUFfa&I$zL$|R@sd(_*vP# zF!)^A?Xc6ovN>X~#j=@Vu*t!p;;Pz$f%isbgr_7)ZCST298YUOcASNcu&fqa7Tlb(n3f3l@n+@4mlCpb0*XD24 z7?r}-sjU z{qt`>|Nb-l{D=MDzr26?2S5Gm`wIVF-%oM(#b;G~vc>oC{iS_=!Nt>1Jv+sdRy>!* zQ(Qdr#T!z*Pv0+J@un8$2Cxu@* zWR-H3DQcC{)+z93##|-Xbwd7`zgOvgRUTC3L|uM-mn&6yQK4^^ORH*u)h)BC#rEBjt6F$<%kQ&8STz*O{$tgy{BCbn?a;b? z`q^%++OvOX=T`0C?{;z3Uap$aRqOh@)m^p5>sETzdjIUySB?F85Ks*cz6TA}V4@ym zRD+N2K}j)JsmCzI)aHB0Qw@dcAyP4O`W{hLBdvM_R*lSx3ETHTt{ULg1HWQE_&rXn z#*gK+vKnp{v(V4cX*Fv7!)Ue|t5JG6d9Mcb)nNaV z2T;)lN|r&vNvJ3c73JZZB2iH)Y6?b0*(ewu6(QuCKvEG-N`6X3XQ}8f6y zE!eLWS+?NTmQ>tt=59swEs4Pek+>orf3uV;O7k}Zx*|-M1nY{BT@kn|!goOsFZkpo z{rr=wUJ%frt0Z%k#IBO$eM|T%$zLrItR#h%1hG&oehVBcL1ZnU zEcBL@JhPH>e#<{Axo9mft>mbMdbQBHeoJEuC2cLdt%SOTuJ>C8T*-!OnQ;%5; z2P(UQ(%qmkL-;mNsLU2hZ-&as;nVq{GK#2;B`PC|Z{v!}=%O~psEjnejW-IPj@s6v zvH|(F4XJEKYFmp|Q?km$tTH{TP13$i)hZLV+O+N49sEHWm3?pF_FI_)S7ySM z`EX@cT$vkJX2_L!a$&Yycr#Z{&Xw_VWfWZ*OIJqJm2q`tbX^-`e;a8RzT1^ecV+8c z*??EJ;kC{9w=H>PV_vwPS0?F&sd{C?{s+_cZ~o%!5RQ?0ZqH{g8k%c<7u)a!UY*Y_0Le*Ul=s9GlUxqGNuRaCDw`rL$6 zEl#QyEmez|>P1e~;-~LLQPpCpdJ)y<-l}TNRlOGLdx_Tf%B^ZeSGm!vS^)OFFsxcI zRxc#`++S9$JFC~DRqNEg*RNIU+RE*2#V)wd)p6CTxj(F?t5(^4ufD5R<<+b8s#Sd7 ztNW@|fAwm>YL(#k>cL`DVY%0^T7y`vP5j)lSnOo1S2$KHAHP>bRx2gz6_nM=%3{Oi z_d?8Ke`dXIvs%wtt@Hd||5}q{>wQl=+J$JRvyI%iYtqZT#i&yK&tM%o@ zw)0{)`sXI~YVmr#sJ&Y3UM+&J7ROhM=Bvf@)gt?1@4el)(&0oi8@(50L3zxyG~xES zy2vm{Y(gzpRpy^4Z!Tw=?JZj~L(cJG6)ipS>0B0NrH!5_^6!M(nRc<&z}FLQFZm{t zBl&%f+xa?QZl2J}JUV;cj5ZRoI7_3MM2=wdGmcFr~gnbGlMU!UAZ$7eeq z*36ZZnC#T^HDzk0;}%o&=#Yx(xLu^)2U0g(l%`s8$y86r^`5MW8S3zIomZrhI&P`D zE|av=OY=6Um6KSij@x0bM}(|a;Ti%fYbOi#fp^wy`aNLTroRhTZn{pec+-7>^qW40 z;0UKr4TNHT$|NB3TOnbY-y#Xl{MJc`=2JrcG@mN+t@#v^p3R3AY;Hc|B!A!B?FA5lo&Af zQj)+}O$h^IJ0%Z13n-D`*+EGK&l*ZFa5Pb{frE_t4jg-wgYcB3e1xYe zeAGfQL!@?!86~w=%s{ElV#Z1>7c*RHznBn1D#rYo$};BLRH89Ir*e(?Je6+D|0#@P zy+9!y>kA6+SdUPs$NGiBKGr)F0DRz6HvJvg z^`;*Lo8+*MU{9T96YRm$oPs@jnpvR7pUf{}B#^u^FhNM(8kjgFFOEK+NX{LYW+bN% zOh1w{2!d$z}z!r)0~5Syi%eiP2Va zeZeFwxx`>{mRx0G(3VVSFqccFHJIZilbaa(B~Kho36qBori#gO2UEyo(SxBS9erZN znf!k+5lwzUF+ffBLYTKEJ0i?ylYJ4!xpX_i^f#F!VOpGRjAOW*Y>ZIucAcG_ zV%D9Vpkg+jouguwo}H#*_MV-oVpgA>tYWsGov(rmke#xEJCL2Vf@_eSxPqIIjk|)& zkd3~A`;d*nf-8}Y#DZIqjmJ6_Bm0yEb0hnj1<@nfpam}^yQT$?B)hBy?q682qg4UKo6?>~2BEzGT3q1J2KdG*=sV`ciEdV*m~K^GT43D`ZCyn$tg3)gUMI3Qw@^| zXAl#UWoPghY4G`1r)|y>i={*I@1%1&E>7@+&UqcSd*d>6KBvPLa;}#=_?*J+{*Up& z=X89LNU7nC&*`}3B+Ko++xVQq?Xhh1ui$e!eoSq46MW9`Vx6^^A0LnK)sEObf0z#M zt!1=H(Q0qc@yJBt8*yBrYtCPwa5XBn=NGO_XB=9Bg$G33I}0Jr@i-nR;i5e)j|X$q z`?eoL$L->$M}ifPx9h!@cC6xUFx(Q)Mg_v#Bc7oczt6W#`QCar@(tfFH@}ny;$>FW zsJv);y!@g`T7Gynq!BC(w{LA*?vNw&I3L+6f{y5!_UN9E5an#nrF9_@>68rXS-DxB z5+x7gBXvf^bo?CK`4AEI;;xR%Gg7O^J?~p*ZR!bG$44rUh_BxCG;Y@^j}t=OW(&wI zviAc;1%&;b<35%)F^|qiVS(dH&13sD*O!aqO>JTe;n(}Ts?M3+j5HNAI3`CQg|{&W zj$8G8x3Lifbv&Qv++6sgzQVCB-2QO;{c-xMk2{@fWDBd+*vq4?Llz-?Us~fbk`8rj zt;XN(9A%O+;ZaQ@r4f9rM`Qd&3N(uHHyzuJ+X3$S=~Tla#Zm+Ip1&g_Qz>le)OoW% zE#13+O_a{a_@vIY+WnOwsx-GUW4|-a%_5l>b}ZSEX?jO>KW~!f(Mpum5kMlVhN`_Y zSAB@YSDgiY3!M}?ZSK#RIuS^$4Yy!Dw%b)RY1!M)M@It*x;mt)Bi2Wrua3!Xp=7-A zec0V6lbsZl5mI(9)BWvgR<#Unriexjsu49prO57VQEA}!M;j=LoyiVCjTP>aX|=at zJRe;q)J(!}9t;XEwW_QL+HSh2#W;kVI7Wu9lrVd?5G&imZgXqel)FUEuDMH_yo=x?xQs^|EaGU}N- z=6m|shn47nd#~`G0;un``D`PNJmpd}Ubc{&oT49ZxCMhoF_KA69R>D&xA~M}*(sf0 z9$YJyD2aZKzcmcG?lDixF(g^!7O}P3TQimA)Tfh%?h0&&m~eS^ufdGf>28O}Sw99g ziwn@!`?uJOHcaz_GGMr6M?Pan6a&qP>=N9=kCX(=l@_1+uS1_V+3UOS55|L{yPU6% z2SZ}gsNnQ07<`IJWGQ<@#s~WX(=TOkgPN@!zjE5d;*c@Yem;#1{b;gR+;58H5gla~ z>9>cGq2q%Ji3d4l5*zTGmi579!Ax&ai(qat1>u%-Ob<$oj~gdeRE2JBvu{Ze$&a4UR0u@Kw~%`+8bZlSt*rff6|#DbwyFwx-011d9}R@=k)3Bs>+Ovh!mzgrEjoQh*#^yFsRv{5bh~E6oNiwlW=%gfnyEXr||zN zTNS+kWw+25pef$|zGcIrN9f73$QOF5eNAO;ZewE3;t0y)MN2_xe{svG6f3F{M3O;O zMZ_V~x?8nTix5$K^pZscB2?hO0tEkN3HN$P^e0q5T@Q2hZuL{Ew?xN6^_l2lsGdVS z&W~E6_VSO_HdHM}_yP&DRgty06wMCRqLBEUTQxJF+EpY$uR`~VbNSw%fCSA+nFh>8FMh_2TCXgEc~7eu2)cm!;6;(FJH zQ#AZSv|faFMEstPs-hr#M5JVdr(9^Uo%7ZHzTqz-RqJpKOo3v3%?-tA;0_Dn2n&L@ z(7jD}!-y($Byu`Jn(jgaSzmhShD?cCkB}^=`y!d_`ss>%i5ifAvKy_`NWRazI}b|P9NoDUkuX|DZYf(4<8Y&1kd5k)H5K}WbrO>_NGgi(qRlQ7L2iQra` z3xYsd=1GWYgyTi2*aji2q9P?k7V+3}&xZIm1oy^5f|S0-8{#YKRYHhi&K2oK{rrw7 ziwc$yXsBkRn){4;aqq>7^lB82hH#7emH_b^%9&*v@pBRP65fvZeb+u5;qy1_2d>(~ zAv|A1#f1MugdCgnG`0&OzBW2Abr(d-Ox=jPcn;2$*wMQeP)f&*om;#$J6J*8TO&8V ze?2P!qIXiD&yJrlwT?{dyohd_IyE==&S+|tc<<~$7d|2JZSmR(61_Nej&39dSEbuf zr|B*rU@g$7GbQqM>SVzW@4WW8*`c(~*Il-PN&}-#naJjQV+~3sWU&Kl#1+|9jW~oU*15);1JQ(Cd95V8Zde4m4JJ~w^M-y7?%lw&r z61YFH;~y>F?3NIRfaxJYbbBVaR9ttpiy%8EaEl@+aaTeXd1--p75{s0@#eiX71`8L z*$dsP3-LP=@kSA;)?Tmzfq(v5!_5e+ScEM5IQ6;2&$Xt!otdImBV<5U;`g&@l3y9Z zv4=nFmi)~?Kbz{UCp)wu+}zXjQ@Y!ld}%R3_{@WqP22Q0b&of_2i+4+?iqQ=$t@<& zIe8@HQ74bE8QRJ7CigpeKgcal-Y0V1llPBY`uG5FK##w5Jt1}}+(~`8$?Q)S1DONL z;vq9ZS!~^VP}U|{70OyB%R^cFh)2S44fefkohVxiSuM&=MAnS5bCH#!>~t4ksUnZj zov}Mb%05cQlCtlT5vAgaEmug=t3mP{pl?aU+mdXVd%y-;{!RMaG4NGN&w`HwaI9F0M zhL|fao;S>uT8YER;?T;D2M%*3_$&Vz`#XnzjJA~lo=41GQ^Ap*t!EVh}lW_i8?jVETn zq4=vsg1_tvQ1IAd1~d={OSjk+@pK9rTg-R~;#-_+(=gZ3&ZFk?c(irHWx3Fw>>8f8o{ z+hcJ!qg|@wPH4n2gLuVS5k6<RNyNBUIG!cVf^b+3p$3%-~6oFbB ze=>mdJcffY{bG)LAgj|Bz+=`MxBeU^EYbK6?l2S&;`Q9lp(9boi@-o=A0|H0*b(k{ zEX5+>#^cwCQpNHBeRdr{Mbl2G|AKIQM(MrE94pLHiPS^=i)g|Mb%K^6u3SOA){$E9 zDTtL*dOJLti^jchUkdR!bnZIJtB?39J_YMs%$j&47>$|XJ{jUGMrX~#$T9F|!3P^A zlz~3G!=-YVXhuVCxXrf|W$Uz-P8Lr_gHb{J3D%TMSeudV-dnkAJdurt@Nk#14DE?U zTYZrFU^nn>SFoms0dX)exbeCS1LbHY5VcsBLeDLv8J$Z9dTylj$2i9h^xOpm1RZ-v zlZ&`PT;fNm*L14hT;|LnXVocuVDo~HB6dfJp0M-Sh6#T(UWuFGPy9)0Wl$ivza^6x z#tmY8(|VPAz|#pK#$M;550Ghw5nrGcxQ6M6pb$?}F;n7Ui8M2cnFS>tTl#tE%ta86 z%ZN%D&^RM&i-PhT<~$;PF4Hp3g@o>WfzD(YBU$w5+vDKGV*_4%f+0O5|3=Va$EYOPQ(u^reU&YiI?$&G6+<{ zeQqd!3eOqkZ{@k9e3iuTkzd90P5CbHI8?rAG(DB?F^^iMXCk9n=^4r>S9<0$`jy@h z85K+KluVX=y@4{GmR?t$W=n53bHivc$V^;XJ2FF;)|$-R?MqWe^wLU}k-oI@Wi&AD z6il?^oka!=(>_Ggh-uf7*~PTW$*g1A6`52>o2X1uraf0CFVh|^lbUHuCrTur05b5I zP7E0kO(%>Dnx+$p`J8-$$-rtl@npU=oscpon@&{bqw)zX^S1keE#tZAe3xidS=9jV*dFUyU$&?_Z5GI#)oAHafRJjX63M zL3}(qb3t7{I@3X2LOL@-T}3L5LM=!-=Rz$@I!8k-PCBPUEm1lLL@iW0XG9%WI>$sE zS~@31ZO=M|<%v(vrr8-UC5+<#sPRgWK^$5C^Q&HTnlW72H^ZmA$U6L`zk7T8?c2}Z z|MU*56E$r7NjwB_&K^=o+^svlBVQCe#yu{_cH#|HJ#gy#MR_^#1Gk|DS&T*YEV#Z}}B|`rrqd-*4`gySe6B_(zvN zYWHfmSIND4?p1ZKcDfGSqH&ANElRtF^Cj=L2(zWQEy(RyZiDk1V!na84cBeZZbSD6 zKz?AD^Ti!U?)dV@U4A^e441~2z9`z#aSIJ>tNgz z_H{6^N0l82orBg6zc!^nQVH`d8^vBwrwZeHO^h5-8JU(Hoj~6JCcAS733rY!&&eY2S(996_oOB@x&QCBS0C1=JsB8?^9IHHat_BbMt;|&>>ks&2H5|bl6Ig*qi zRT&PJrED3Bm!pI^3YnvvIf`0NXfy0LOP0&Ib&iVXsCy~X&k+MXkM_6?PS4W7=3AB!I>j}D!&};a=jxOxz#W@|>(U(2l z+0mmNojNC9XGCpB>$WU#!x?uJb4N+fDeR8&?kVz)Qtv4EjIa5W7nV68nisA)p<6DDb3!^NyE7WST+-(xfL=0a z6o$DV(Fqv6;4v3S8a<_#Upl#FChv4|(2wM!x!lyrQ=OdE$zQ!()~IV!Ev}R9dZ}+N z4K_+*t2@qR%1+koWzeZ=+KH^aC_B|~JIS|~i06`Wqd@n9^<3cY1o2)#p9=1sK;H`b zodJM13`qS2oE?F;FUaih>12r9RY@+MQcDU~y^ za;8_#B+Hp+He zxO&4^XAqnE$vXR4>sFha+d4B`Z=UPSb~A5YXXX2W^{=xE&aH)w6R|fgHa^FxE3z|D z_NL3ZNwYI`_9oEIG&(n#HlEbp!rC}qr~cT^PTSjWJG<`G+dDS`cgEq?XWZG6r!MBs z^xT`IJ5zOM!k(M98;^JE2ygu3o!xwHPjB4pz4^WI$~VsXnGe6S?f<~$-;D)uV+7pT zfqYDX8*5;vAh@9kX2yb<$dC_kF!LV#cnCL6!i}GB<0{;Ei+mi08=qmPZMfkaZkUG~ z{^5p&q_aiLBoaTk#LPKyV^Q1~6*qRpjcIXXUECO$Y-o%dG2=(lxDhsH;*A@S;|A)u z0X%MCj~nn~<^j3!L2leoKAy;pGx}iskr|id#w)pLOlEkK8}?*}L%Cs6ZupcPR^^6U znPFINc$OQsWrlOPVP0mx(~a6pCv&<%o_6l1nG))Tikcau`N&c?;?$2sbt6>W z$W=F@H67_{Ccyf6v1Yog8%CSXu63hs{b*b>N!QHXO{es_p}u|yup1ieh79LJiOmdS zKl0d2NX`c;y8+B*TC*GN>_$Q7qod8FX*-wNjj>LrUb`XLeyFw^!krK8c0<1XQ1E<+ zxS2U_CzQK^=IQ)%H!j_eS9jys)A8+Q+WQB?;oUI#eE7T@R&Qt9Hx!ZOcLX}JT8}YG zR`)Tc$!b7`KuJ8vh$(9g8DV8@A|tY5#X|_LSn&|zD_TiHh(%jTh_Yxg34s>vCLz|M z^(2H_w4nruvy_zZb5WiW-Y!B_!skWUN_f5qVF~{i;ViWaSY}Jz1ySWvH$qgr)V&bZ zFEu+@B-~pgA}OX$ib#;D^CFUE>ePtBnL0b7h^9`ED5$A(B#LY5G>Jf)I#VL(rcRa! zz^U^kf^q7UiNL%!)f?J~Q1$e^kErtd-gi{Fe(zJNyubG~ z)ehj*237Zf-ZfRXf!<|RcY@xPRX2m)#Z~u%-t|?tgjbVTy%l;-S-lu~4_dt&de2(D z9$qbOwT5^##MMcn_s`XNqW9a?siODi)!Cx=^VJBW_y5&6qw@vSXruEB)R^PNMi3j1 z&RtN~kIr>amyphlP*;)8rBD}=&b?5}lFrpoi<8dnP)n2-6+|6WI&)-jTzN4~28Wgx zGesO-epfyTNXfR+A@@nY0O9+3GIP2fqz)}%=gUV&e7-7KgMMy&QPhjie#f^57cedJ zHQr8ChIj31^6if}dbr2xyba5}jPE`Yl`XDwsqr(?)bkt?7+OOMco1jf(DXI8fOKCHcv-nf zn_{26`$CU@`ySFP+5k#?y_QC1X&XkQYmso)&ID~R5sw77E?wHEkoIjyMfW4VMAmg( zLpn(NUBr($mg_m}j|<@R*kkV3etMTWUb0Zye-Ve6pvCKUy*x$Rlj+m$zJSs*?Q4t2 zo&u~wlVUnOkVJ!5JrAeN0&}Rn)>wcT*C?&dAsMGrYXNWSc&a8k{FXxF+Upq#*la6@ zC077+hN58D3N2BN+=5ch6|4jB7==iU_p*adbd)La*JtCVv`)^?zoLk0${ z>_RG8NG%j><5bvtF(fUV+|Y%LqVqITa0vj)!6 zBfiIuUeo2cDUqvQo1zX>11zXv@V=KgbZ5)D3}y{nV*rSX=diSRY?AAB4d4jXDu~Bx zdpGvW0j~T#fG<=Ftq<|5l}PbXOLcwd&<>Sa1zMV~#(jw`>oa_a3bu&HMqIlY0ATOC zRQduxQ9%d{2~E*fSDx`o-6Oh1^(MfgSmCdD)N~WxH3rFgHCrIHeS0?d4RF<5ZoMFI zR4YgPj10FDgJ$3q<&g-Gw;`#k))x#2QZ2rs#Hht1=z4Rp#1mMND*bhb6lHIJz8;TU zMNmt^5dibVBi>%|QVb~gxgtjZ+&o~Y1YZ=G=dQ>6in{zR;$wzlfsVu-MwTLgE}Hp_Q?sq4!)SH$DjcD}9o^5l(sGih+t2}v@E%DCl5^>py};WI&DLd`U+8Vzlk#A>?N(O%3HVssbP=D? zaaxDA9w6f@K54L&C=l~?l^mbDiG)1w*acp%acn+O6>itilterp^EMAnOl)G2x8CQ_ z^aS9Ie%wAZNfD15i~UcUsuABKm%~XYO<2U^RJf0!X$zno)#9!_-h#j5ozspm!SXvE z+S$4X4=G?78q3(R@A+ESp+Sv!9A>4%%MI-kk2m)m8sHl54Rih+Zm{$Bazmajll%Jo zt1h(o8tJRw1f~b@Eh9Do-(e;n&=V1|0zE+?H_#IoG6cOLLY|;EO2`)U1`0WY-qsz2(NvQ7N!#I>B4NHGoTQmw${OW z9T~!#q7z1VR&*i>EsIXDh(|uz+Fkv`6V?}c%uh%Jfc%cBgx4AKx-VVLSFjQaF>8cOt&;l{`y%s&FqUt&MnWM76=x zvtXfiQqByGUlrd_hAjk9%E*OiN*R2_<0zS5pWZTlA*}WSq0n2S=4|b&R!%S(ma2~k z-;s-MW3?ijTB>fYxd<7~*4Ap(kWhB1db;Amq8vI}+pHE_!U(3)3Z{U>v^~GsiOeGJSWtkD15gH;1S9ow01%z5J$gdt?`Cp zTrj%X+HL5lhtTE;C5bqQHO~f4sEW|?I|x%a{OelVHXXAO&Oc#15yv9jMoj2JhjW{+ zhW#`QNu&mZIYk^zyrp4L4WlYjhH3i@(-MgTVPMdKAMpcPykTY{p&*Ryf(uEpqxoJi zIY=>9SiRJE!|+79(ILMJH}I+)R6+=$0NJ6BsqqFVvR;Jn$Gfx|wyJjPaODkUDG3whO9`)5Uw&fyz z#8uX&U+)V+juvlKmEZP065>&zEMwm(;#aK0C#$AD72;RP&c2tvR`Jh>)9LyAR~roB zqn(x1H7laI_?s4QO*R(OQMV4^*p9B&#cQ)55PzHtzL#MTi0{|^d^`<UDnOo{ht z5M#WJgV4|E;~?~V``ib;PVkqvw@S5Ht@$77)#YkOkN0LCE^N0B^@R zKCWk)6CvxL=0wPTLGvJFe<=ayTK&*$YCYhZ)U@ki(DWM95)T z(v!PXzH+$s`4M~+)0hZ3xvx@dEZ1<*)AR_*3&`t6@`!sXGJ^XU(hl;{ku-(8cO_`J%%)hynQ5Xx(mT%xvnA2>J~wgm66ksWN~$aqT%q~aKGuGgqmC1Wosz~EB= z(bYK=Y-A871s?nn&T<( zr`F1B!^X8W;@5F4qp2jBym9GXtUKcPEN>clQ<8@q0|SVIpmVK?Bd|ps;||5xWSPsR zEEbxuQ;Av=>4I2sk_BEzL5jJ{RZ3a$^CW*gLRcOnn}@3_cA?$7kMSFXp*b5hvWVYX zY3HeTDOmKEVH6d#gXtrPBGZ1l2ajrTZms#f6jwUmYom@J1b$7&)4AgIu-T! zGMdAZ{URfIh{soLpPA222a?r-7Km9b**+4ki0}fKdKoNlBObq~I_h@kT=JS^loRnt zd9R9ob_ZT~R$lA6oP%R8d0aB;ia5w5_cb^I7q851UYEf^7|xoJx9{8FINTjK88a^a zobz0mapGq@m5Kml67@eOn@`5DOB@5_uE9qccA>FOu>p!5^MuOc9JI5K>FCl-otxD& zS&=eYkN7p+PXmPwqbHcgJWi@&JUu}?_2jT(R85Yl+-pEQUaEDw2E*%!Be7gYf9wg_ z!GgC={j{edmoG<>_;1766@63{&$8hw_hAq}V{6>c!3;d&@fw{)@!l63dBm?$n5*r)#L13hWlpRQBP^yzm| zLsagAnDY0##uol`kHzu7KNFo0(4V196zGp!1`yC2A_EKPjgkQe^ajd61bSn+*Uc|D zPgS7xAj27G{m3i_T5mG@f!3$YilFt(OaNa0GIE0U3mH*C`-_aap#6wh47_{Mz>L>U zC&M*pUzA}Sw2#VA588K`ufhAY%m$%-U1o{&V}R)+d}_#~5;|pMvI(6^G6{uFF=oH; zsV9?G=#-SnEOe?e8;1^I8Sp}9whW4)Bc8ZHoDs;p8Ok7JJPl8$`zSnMb!=S zBDorpAz4&C3Gb4sE#YZWamK7ps^x?PN~IrjMyXO1iYZl=LP@1cR4A-exeDc#DqW$- zQe`ZZ+FnO90hg+7;pV*$XD1h*XJ7^$uW5O7Oo=lj8(3uIt5c)G=9zvHU zj6~?wgsBJ}n=lxmZxd!CY;VGNgdI+pkg&-KLlX8mVNSwU?+}%c+X>MUGCUz*LY^nY zOvv_xun9Sz5IG_96M`q?e?t63EIK2g$&dAtYTy zIE1{5Xorw`5&00ZFQOpo1c-)+ItQXTqE3TolzL-ABu&)E5D66ZJw!4^eG-vaQC~$Q zS=5IS1s9L;X2lne{bq$2j|pc**=wda%g=ZKIm^{}U^&a%c)&T!;dmfA%jbB2I;-ud z!Nv-7p2LpAZml+%JkCAhdtrinujAjr$e5?SnPk7F#iR7V+A47xE;3-c-@O0x`ybzb{P)ZI zcYk>YM+7?i_cC?neuE#t47TN;zk8qG|M31V@BjKfz5hD?|EJ^MzSG~nnalh1!Ow9& z-`y^Ed)?!3kIz5u^zCpjlY9Bx%j#Zkw;0luoZd)GaUS3 z(Gmx)xJz@Z#UN^vKHQh89zU|e{lVjqBRJrcLbH%C-%iH?2*J+qJ~g7P{%Uf6$L<0aikqb@^Pe~oJ8bE zN1mkQNKJ+V{zcKv`G>!`FT^VSh{J+U_@ z0z2ZcCmK6qazoiZfTq%~+gyi#L18&0(CG zj5nV#UNyP3jkCh>);Z2*>s>+Syur8*FEr?QFK4Ew{7r&TYSq zOSm@`cP8Y{wA`7TJ5%)BMBSOLdy{tK>FzAxbIW++Fz*fNoq@gayU*?Mot?h7-#2dk z&fGs824H3fd@yRjjV3UY4D!JT`IrPhRKX2la6=pNArEFIgqjRDHX2Dvdqek@Tw#>kC5@?(=}Ai*xy!m%s0i`c54U;9X=tlh(TAEVSWa6@#AB)LQ`?FF-YA{iWQnaKFA*t54`>x~R?iG$`9KauucL+03ba3q@R*1CEJ z?g>gl$xG=RKsXA^yIF;|^91QF_*L!PK&^L=*)W|;z$4;*tnIvN#~ZTh*b(X+T@fFZyh*FmoeJBuKYaAn?YuVN7C`ye`{>A}O@4}4Y z6Dy9ZG)k~gvL_3*T^-1E6Se&@|=&C)hxzj_qa}@CM5MQCco{uOfg>Y=g?DR2Ok9T_gTMRmX;Q zf9-l~1(_Z&6sl-YD8|F7-6@m-XJOn57PDbBFZ;9&kPa165x?Wh_xAVGhB4CvG=zdI zUgM%HVu*8_?vkh zV77=y`M#cm_=l@lJe;|Wv)%yi-334uaBl;ca2L+EK!g#GLj+K>LW)#W<0Xv}d~V-6 zVcBj2G`T(F-p_S_GB<3LOF4lU`Fx(-jLkv-R4V;Zg2kq?z9514G5B}^VmEMYW;`pw zZ8w0|(|wINFR;ES;pYJsMmSQVdC&xv_YSAdKETd+Pto6B6{RMeW5<4fEN8o#$RLUU zim`5l(Ysg&$UIiZ4Gj4l5O%~P{h6)-kw^U4%EA%^U*jF|=g;8|0e>%d6!<#113^EF z`xtx|kWQfKG~P7ohVVV+<_SF$X}0u7D7_ha;?m3MFNm~$=zWq_5xsv0P_C#p$M;oQ zPV{AsBGgeUW}L`%HU=*9eF3J_?mFg2`N2mI#H$fO(!t;oafX>H?f)hNyxXzYwvgfc)G&AFjkU+0!EwG2q82R&f| zfguWryMQ(4-Q?g`C;vcrg95wFa*o=pmkgR;+vM}={%4fdh_T7>08RnCe1e!1#h=v9%hg{X=GyJ!N)UE{6lx*}7E zXL7Wvu2pHmQlhF3tfphzr*QxjI8f(O*-lh6GB>K1m|#*Jdjt1+MJmiIs$fB}-}Yl} z6>_V1!QhJb?-g$qvM|1=q6UQ@jN4YRw+bB0vFWO)8CC4UG@}Z?NCfWf9ua{HSm{;q zcR~<^-$sZ7;*rFzjW1jQiU@;Bd5<*Wt7J^e+HjGEe+b)-@DeB@mN>med?n(Mj@7i0 z@R+Lr(#P834ZjigAHh9{UzM^>*w6)%_}Y-h3M5@%xMLZJ9N72rCVV9js8VTXcjP|Q$ zog`kB9JT0hrg$Lf#t+*~X|{=KgyMUdK(jtd7&st*-g@TDbw#O&Z1-4uc54u_;N=T`+5GhYWoA9zJ9v4t<{|3elM3=Nie zR7u-FiAMaujy7$)0BA)>$ADIlbQoyGNk@WKsB|!BMN7wnb^z&+(2gM;mA=791BUh^Y1q*2MeQBh z>!cY(d!sauXfKs!6Yagyoa$S(^s@TKF0C&*2c%U-=Z3V_=$w&O9Gy$jx}$SUT77iv zaa)j1N$DcesVZH^eh5pGvLD&f)1(t#dZ3gMNY9iq2#vwh~o}fqzm+~2D`BMHP zEn>=-q@_&xm2{wcIwlQk%HE{GP1&9_#3?(J{yAln(r>5iQ~L9ita3ZQr?%4jr%YJ5 z0+cxmw}3Kj;UZ9C&eR3UbT zsfBdZOK{;RQN=EtCaUm-14W2{aHa@B5RMfg4#LSIghDu6glGumix3c@h!J8Ul(G)6 z2m_5B=9#fZ_>C~!*r}cfacpeg*>h}z&s;k~o`jl5NR?3e2-y`wTNg!Ks@vLk~`vL_r7;aHNo7NI~IL9 zLSy*rclzr$bBUk)PqMeb-7bZinv$Gy@2`a>RxZR9P-7JEiiJ}_C>d;(OpTO zLjVpk@DPK8Bn*OK@QxfFad3)4C2SGc?+Ckh75;qXKgWN4dpCkGP z|99;I*Isb#2-m)F?T)NH;@T-6bYEPv#x-|bGsrcMT(ikFr}Ac&>3#WDS>9N4Z8+Dq z%iDaeEoi%lrswEdl&+7@|&2Za0cdhok zHSb#azV&aI0*+Xa6A>J7!4n-EF(Tzr7}kX+Y2>61M*^{&5l1meDJhP^@&V<=QDkyT zjicar%1+AgafBdGAj%0xj-X`uOga6@(WN}SDyL&P`j)4ArR*?ACiCR8oUG=^ZJrF5 zljj`S&Xe2(xfM;SI0V@FB$4Ca*Y?C8;sPMwpl4O83jx*ZMN)5dd}xnZT} z6n4XR_w@LjPVeaVp01zM`<)!Xs0W5=7F@qC7d?1#{#T8DB;l&%d*u#lKyqF}_ zo*1Qy7q&PdOfH;pLK`p4$%Q;l_~V5_xvdq^=?icm&)m!{LZWOoVYI+13K}b7aKZpq7yUb;zuWz^x{e<#&qJ%RO^}Q zLcNI8iB6qJ)rnej5v&uQ7h;{;MC%Dc9+D_1I z_1{h|?&Rf8j&9WJPV8>9@lHzbr1wUtZ-xEF2OzZ#a5e)U*b+D!17~~SY!Xsi1!u$H zT^pRqL+%OTEF_%egmI{Fh8D*E!r5gwdktsDVca`%vkzwu;>|>y`G_+sapoq@48@tJ zHGtmz&Bt6FP5N=S=QWPdwwG=MDFAgFa{I=M4aJ z!$4;+=nV-|14Czc_<=!UZm4Md7oA4%khy)Nvzzqxl&PC#ZhdKdGM%lax8clf zJB`by@dV8cM4jEJvnMrfriu6IV~QG|f82ASSiFvbPjWTzYhUMS8;1sN=xFczXOJI` znRtA!dk~fGc8}B?x@U-AbKR)v-owZLzz_<3RB(8Y%(l)Xj8bL4N)ujALwepDUfin> z4Q#ImPFuK!zuYpeyWBT9h3WO%N*8Q@xp%bJ6{k7U$>!dH0l4crobvSAM?8MWu{TR# zIB(A*S%{X^R_ge=IA4qK$(CO$6Z87!A#0(PjBIv2w%4S>Gcu}WNPcLeK(Z7o_G(V5 zbNL}dazz^sve3ABbtoRZd+*Ztk|d2bw1~&PxYgqUt^C-1jv)!8jWOa|92#qb6py&U z*O*Mw#=Di76?fghkse$J#-LNGO4~QGz9^O|jC5ku<1-3`6J8Wr+tVSI1i7CY5sq~~ z*IgZBCu)Ao`8S~2 z#yuz>&t(W5wWwOA`P^Uey_8T?%b*tA=W`S-Mi@=tdz}12$2+pAsE#W7xFcaKJ$0$X zP*TQwjHM}s+YU71C}ZrU(4%x?FY`S2dMnX!ER(9VUc^wHNRaS8Nqt$;nH$3aq#Q*U zES_=h4vgNnhtD8IFyhlxR-qKl5no|_J=E9;?|Ye)Ej78udks$?!zDj|D?1z-M-($J1D47 ze`N(+dcEF^MA2G67*l}S`(2lg;90cN1plIy3A}7Q>W~du$%3!Z$`?G2b_$${OUdVT zXAxYlZ$t-1@GRHT_OrHc32aFFoWP8L$FT?+~M++26 zdwL`=6Hun{3=l|_&Wxjc|E z_x$@rKlr}uV|?Y`=-0%)Ta&Bavs6-bnqx<32Cv@K}gY zB9F0=Pvn^sQAOU76MJLSFU#;w5#dGNK_bq`J4-|xdB@SCjfM6ZnUUx^vV@4;BTEi! zpmkbH?~#`%v4>@msgCXL!ZJny)gXlv5g_EJ_N5_*FO&nlfRQ_=9_CibYgO z$;c2tFrZ5lIE*kq&by>Eob6%cc_j7o*fQ({P01y%GK;SO+LC)>qB_d_YsghE4C7nM zv^>dei7zU-Fya^kr=uh{k)>!k@!c4u3BfMSPuHMA6UUnu~7&m1um=xT1UAVX6P< zc}TrT&rj-0dfrlx()%IxYk!@j+@-fq%42$4rJSahn~QH+3sR}m+L6kh)|vnTv^E7e z=u25}23q-oOVCasI0o%3f_uL z$_50fr0hYEP0BU|3GK;=0H>782+&Hoj{vijD+!QGxs?FFl#2;aOu3r?%arR04o$hC z;MSB&3eHWrr{Ll(Q56uKvRVP%DGQcfEoIFmK406IWpAi_r|Efyl$CEq|8>n{7LTE~ z`&7vel=ZKe=(#NQX7(xp@$EX7(Eu<#7`gm zBy$JM4RbfxJ`nc+-2-ZmaNHOTHDkt;=t9 z`PS&RQor@4TeaKT{Yj7?9PXg;2UB{E<%ga>BHfXiAHnX(_D6i461Wt?W*ja-aS2VH z0J((8rB^N)%ab>k?D^!-C6g}s%#&4<+xk@4rOqzZcBy%q$-Bhg7Ye4XaAk-qTU?pr z%A&l8%1bU&q1k%Qm4B{WwB@BMM_u{q%3V_)yK>r8-)XJxN_z(cIM~3!3=WoXFor=r z97vLbDh7k`kd1?Q93La=0%C2OXH`!AA#H8f-I% zLLGGKq1GIlbx^K{ejQYt0m}x3_MmkRaywAmV(2O4?jZUPApN`r;93U0#gMloTnodu zJn|Mv+D~!K7uT%u&7Hg%+2@*ru9xUqkFHhe zTbp?+)U{51t2J-Ux>l}h{hCg(Z!G7HXxF&*jqbcL?i%U7@$MS+d1K%301Rg!Cm1+F zg5@tbxx!l@kAd-401%G zoOon-N}kq~a-a-f%F(MF9m~S(5hm6|eG9o;o$$2u~tC*L}n-;7Y8^oK`uUUVg)a5$i)y&JmJL_sW!t&Ih^#vNkzQ0B$uK%=}IPbp*Buy%)CGC zmv|B0|4o}P@87*emKits#6DCSJ)a~JHz+>w?I&;bv*!1Id;8Pd9RKDwQ~ZzELLmE% z#l7Odg=VckjRW!`pxDU3ol| z-P=!+8p=+|qq`)PW%ez}nn;!`A&SA!*oHAAYpXUAA#FTTS}oD0g;d(KYG05R6tZUt z^PY1vHI}ER=lT6UpZERaoj#{?-{(Hdb*^*W*L9umb!PM|ikL#$D;38(!;|KHi|18S zqq{!o_I1=2_kM6G>Tdt8+us4s1~ltdMalC%-_N>`sMd6)rTo0lQIn8Hj-BdJr;G_# z&V@d7v5yx!5U{=}aDD6Mz?64qE8dfHU2Z2}qZqzLRoA|1ts=hkx~=fFQLOu0j#nR9 zT`QnOJMw-b`1OyJ##P_c$JRkIStBF#^y8bL#)5fOeZz;w5%c`;i zx$kii{RaJ<-W$i(zCS{1j;_`I(vsQt>Gi^bx985Y-}{%&UD@9i!Smc1cOybO3ai{( zUb(Kz;y~uDw%wiI#EN^8S7(>K5H>Jgx?W1xLYt-p|DgS+1k(}%n+R`_<6-DjY>g8=MK2FW-?#fSH-!8j|mb4sc zTBM)hvSMa*8P&Mtw0UlA7<2K%S?pG!?{}uxymahOSJp0*2x-u0;?esn@Y&mSc`n7g zXYBrZ%jnkrlf@BHigEFH<<}3Zm{eQVOAUZp9w zeh{h1(e~a%{*v{*a5GXxi+Zx@4XK#d-k8nXpS$?6iv8hEvtZSX=KLFq3rM`XTWc0CB))7QmfV@gh&V@dsZpB)!IO7K2A^)E^t=?roVnCY0dqyJrc(caweAF=W8olmvZUZ6!k2&yP6+|#}Cd*F@nRyn?5 z6%7*opZ9kcS@!qLdC)k%UrC|%;o6+-4AWxd^{=x?4y^}CBH+pAuj zU$eIE`q@HSv_)Z!L`+sB>+p*H$n@Th!oHfaOQ{hSg$F;)DM-cly=hBL`JnNF=Um!TIt}0ON8db;`_X-Nrxcn? zeXf+L_d1t;`xKsWNxvB5Sn3ijxA<}jai8ob%0m0Vi0)N&ufN*Q@M*2jow<;{yf#vk zxqg9tU{uR0arKU1xr@(>dgi65CO#)Vs5`shUhTZE*vcLD56l#rKeevz_0Nv4VXGO` z?vjn(*dD5>9FySi;!TWLzd>BP?uxiGE@G;eRl#4#d0*UjtaoBS@uyQ~Z|}imw-EcU zw}~b+$d2c^>ApXyuHLR15_}9+@zSO1(r-0&>#qAqlf*Fn zJ%YF#Cc_V2vE95ecsznb-~|~+rV)RXQU*&GEI_cvEMG2@19D#mmubXwXL~Ra>{6z` z7k4#6qaq6zVg|bmJwT2tnRFF5L72Dqn#v7HlDU&hLk`{QSF^mNd%eKR&sx_fNxRMyGJPWFq5Y>ceTftQ}C*sdiJF=;zUW0j|! zz|^jdY1rhq<#34xGUE}m!|mgJkw7MO|BU?bn|W$Udu&(d%zKDy8EYJ;nWu7i`nQz@ z3ZeH_)j4xjBj}4*O!Iw@Je{5V%Z(d-dgBa|Wyi7869N_c;@bCV%4%Vk%zI#@v7%LP zSEStz8!0zJ&Xn#Ar$n_$OU^0x=H)inGhH9ZNwdZttT|iN7V`CCM}(~@`BPlC+vCV;s*YcCqH_BdmDKEc@A$7Rb zJGEu4&9keC)=8i4_e8JJxpi{d#ZhP^3D9W32x1zu{kaI%i0RE(9&E$#57M-B^JRfw zoJO#Qs~H?C4%cEo-I+l^j_^1tg7rc01RR15 zg#t7n5Iw@bAYJ7=0;Ya3lhmj9@JoeqcT$=O`e>kX$04>H(hEvpl$~!Q=^WSh!&PcOTLL z-+jmh{UCQHU?8192Ml8bm@rvhtGVDg7;WH*CV@ynm4H_eLZ|%py#JbHQ!c}o<*x7V z<;#TQm@`6ALIHco;MRuA^ji+g2lx+XBEUkd!w&)l<^v}P=i`J>aJc_Q!u;EQh8zp%4)&3DgBzoq_|` zFo(~HAOS-`1?^#UV1By_C@p2Ipn5|j(LsxV*qL)k&q&sTOpze5iP z9Ec4?027C*MS`GO{FU{iP=;7PBIS$~&I(7he?%sc>~I8v6^=w$W`h4nAdy6gL4~dx z=&mW-gmy6|%qmgjTyR|xbag(GZX;gj}=A6M1=lDL()G^&HM^8K>bE56=dH8Z|y zQL?%mI4&1sUUDAqb31LRbO(F;jIBe)@`_Bumd$fyB*tjITQ5>wq{M4c0Kbivx0!Q2 z++(cklBfQ9Hw_<8HF4CJVth}Kt2=C!>s#G42eE&8YI6qHZR@0zF>{MfPTH1w?A4!J zHYF#X_@lff_HeUP$;xdED<`Kn<3c?jNxrH~h?62VKAsxrDCMK8^Eq=F;q0=h66RhJ zEfoaow#T5`^4k@64ZR*3sJYInF-@%vP^nIPqc4VU56n%m^zBTYyF8&;MEkCg@Rh#G z#JGpy?=)ha-!v>$Yktf+sw9(Lr0mwWQPV>{cV1z?yr$?sI znlnPrRb-y6R+SW&zV@II*BW|r?W;<;Gd1l-t22$1pYD{>nUi1o>403`(cV+{Pb;NK z%noOtiBGzB@7N}}ry*g-&OLPhM_EuoA^g>Xg11?4JqvK>plFeB zHaHU18b_sAykN>OE%oj z5*kxqJB2U`Ilt@X6G%h-eDh_O{EYD8^;NRY@5a>otW6WMUipn}cxS?{Ye)um?on0w zZ#T`vt3{n8iasXT8AdDX;v0w>I(I%k)vYPKV=G%EcVd64m4aJ!-|BIf<+<3I>UTw} z;+f(>4?5pvO73x;O>#ZOHl3~T>@v~g+O~|H*Y)??PFZ6vtC1sjpLn}*IW>QN0pc5~ zD)av47^88o6n5Qr&5S*rysMO>d<>H)vcmPn=V{A!Y*0^nK9PIq`HhSB-kq%d7D6?| zw!S-dF*H)V-YoB0-H~vOh#Z6I_u7|guQ64*(wrqD{lJa`NfqD_1SX zZj)cMp`Gk)hWmPfAm?K>H#KR`RXd!s*z2!{?)DQ*mmZ9H5`JEIV}48E#&Xl|-vYzN zoa_r5Um;PhG}B=e3I#p+pI$1kSDGYX?eSDP3HXIX;@|C*fW7+tjnW4K6jTb??)E1F zl`^(~b5%nnNCgp_1*P-J7$Fx7W)w>40{Zz^yd(n8T#%XMWtRd=apLu45ryW1UCE^Q zpxnD}iYMu5%P|zk>7BUjv82%XOQK!=wU3Lpe33QpUg(=ka?CNI#C zcPLQ5m#sM0_O@MwHlh%#ny_2=w^wfV_Sh3rQ=gk|5w#vy?&~j&BQ47RvT@o=`&(pP%f+us?&ue9 zFX^Jt_F_%fx`<>*#w+wse)#J4=|sa>vaOM4uWnWGT_=@c*{CAPL`aJ|zwWhOINNS} z(-`9!N|7h*36~WTUU|pd=S^MtY9401o#XU$*fBT_L)ZIO7 z-N=OiM*F9s{MAALS5|Nx7R6qIn?IxQEZ1>Svpv)2Bo{(Y-;-`bn%gjzr!T( z!<3bdW#J@YpsaL66lhn&G@RO;cYVo^o_5#RdcsV-mIUVFTNr1zvAcKDrLipCE|%hY zhwhnxk@< zp0<&kV~*){hiA)IdLPUitCauXTCmQ&6XQNTR`Z!V-OASB3YV82{`$Mv7&f+kl)3SD zE`L8a`Vgj*u{( zT4pbtr4oP9lrDMPiaO46^-^)7Z@FsoU2YX2&FS)iO-7^)yzD;=O6_9~(}< zxsNit-*u=+Lnk-rP?2z=iN-N{DGA#Qw$D&78FS;_rwtQp);W&XQ#?cy&6&MLebShl zb(3a~GVt&EPXHncam!?Mx(I4=GoL?lI9p)xUI;OqqpE?dFlekf{)q}djImczaGw)20LmUcUiXK*iMPB|XHS)^n0?y(%+(KXlh170n`$6ZOJ@HT8PE^SPaihj-`A(Fk8Ah4iM2)19TXSX! zZLx5lg(=TlC$*k_C2#wc8Zo;3)ve5f`!vM;R;ykL+qwDbqXPv;7&l*}y=dzfUE~y= zIm#;huE#?Jdz+!FK+mbr6R(fNtVGs@+&@q&ay;s5RZNl##_-JY?fZ7hC$qYlGwd{X zYZW(|`fZ!m+Ia`FO(xM^_4N_)1gq`^n{A7|$}Sf@KOlveC1ZB)PQ0Zm)-S%NQcJ1U z-A6ZGWsOdlt6l6SX`wP%nM@zY`IoNmi|bvGC8Yaaij(7TUddg~WYWdJ*K$pUZEJ5U zBA%%!+c7JbZ^CgSu0`Af&JJ&sAK6S<8$ zW_~?%Roe940k@U&dn6WeHI5ZiK9uF|T+(Br?z8munoLvHy_vgn_AFvk*^xRI^xCxU zMz6Y$=-WJ>!-{xx;-LGSeN&m6*C_21C*4xoa!+Q#7NT@gd*qxb7qi(H=OpM(o|F;o zqMR9fU_4tW=yCeF?ZOHzuNb*XuA9qC_kE1in5VBer31`_@S1YY*jW1XqZc082MweW7m76Ex!`X^YMG6&5+_5INVN}u=e6v2L!Kw{+_aSNOO&NRhPd|S7-ZemR_NsOARM$FIoFbW9y&+30*Q#m2yqzv!4PV~MgZ|-nrLHaHWq4&I~>t8iLW+b-VO`Fy|?LcF* zc7cDjns>;|#~eAr(*n}1DHCKCDKA*NC@bK7!SglGNYYO|#Vk^Uax8RXCy#NRxyo@} zLyi&MtbFH@boS+2of3LuY|e~i4e)n=`ZS|~#eyI)0mVs&fW(+#ATbHxk^u~W8T&Fl z0qBfga!|mOL_)CcY(GB+fd0S(CWpoLK!Ctv!`~rrCj=mrajgHSpX8sWjO(YD5q5pEe!(nIyI|P2l2*S@K!oP!` z`8$~Zho4dS^8exIzlEQHr2Ti{X8^WBSoz<<&j48mUeA93KNEgH&k%zC--VyazlNV_ zAS3|85(3aOyynBs{QSQLKchy4ujB>{1d1~Q2zo%(qgXGzLlr$(Kop)v4Fh2it43`F z0lG;bgo#=P5UfM1L9>GH+d&6E?Gk|h(We6D383_7>p{Z=fFHERfYAXE`oJBqLjXQU zuTe7vWMc3RSS}E4Lc2f>8ju%Q4Y*^2F-6kv?)C7%J`VBXEHBA{UHTUt5tTY@cv_iR zazoYliX-?iMChEwga$-udCa|yd$cS)-d%FO6MG=M660*P`>=lmE%3g`3XcshH-?9t zYsO_PW}C?rx2(vjWkg(?qF6F*y6O&pp5knYB|EQypAt)wJno@#ZW$|W!hS9y9edP< z>|flfFP}b6*&_GPBiHuphxUhNcS`IN!Yv)?M36>zA`Jb4)&hr0Aj%BhYLr7iV#Xt* z%+MnU;IKe6_a8=>!HR3r;qeAM5Ev>5oWUawL+v?mPSD~1tvw%@&~Mpt;&5Azj?EYI zL0e9R5%r%TW%Tw(P?-*bZt!FY2r3V^=6^NS0aMOr`(K)I0#JniCW?&C2~NQY1W7@} z_CHUUf7=HPN)AQ|VcZYiV9*luKPr_v@EpBEgKi-3_Vf9VN-*F&PzOY;C?L^jAX-eL zVW6Op!MOsMU^yIw3N#g(K<{t_H1G=pg)m4AG!YeqCdfbuQDN{ApvN@e@q&04h63wT zfIS1jVQ_c?M1p}|N2SB)GZ{o|!Jq(^qu{_`paBInP{3Tkh$4&*0sw{z1R4;5frJc6 zFq#Mw3A7VTkXV?AU@|Zf00I0mSRY(tU>OZ4Ik*5YCjmP6eZ$GYB-kf9*}-!3`On4w z*NZsH;{T(*02cv8a3(N^GZe@%D3yGQ`PB07L5{9FpDjZw!%DEhK;@ww4R-KTmiR4y z$kZsa;=d~YXm-Eo2ln@WqOTt@WK^;9wcCLDM(v%T0UTog@Cdr|1XkIYfZzwst1*L@II;Q!el@T?96Y2nqMCqZ7Qi2W znri_#>}R1M5Hs?uk!BFf3v6!zN(n8$;9(>`mVa;%0**iobqNHqZ9{f2IAjC}He-1V zoVG$M|1g493@>mB>nADTo&U)gLvV1B%VPT*K}O6mnoqz1JwqY@MFYf=rj8@1;c#km zF<7)7IA=A-kHHP_WpjO5ZU{jOuSL*6R&%)l^Rd{U546}EFVF-W5Az6i2d5kb+XQ%c zB5n+KAK=;yw4W9R)}L{QRH=ha-ZcF2lMv?UV= zzz_^C!-1IMurfRq`UFGU5{b~;9a;v?YYwM{j3Qb-rQz!aEFSc`hmK2v#&dWXl`^7?j0Y#PhSehz zaU;ehli_Ay=osLz*N8PD)2Jh8q2NZ+Od;V$)}sMiJ!}kMzK7EcwxCe$4W)%ngWH&4 zW#o}Yc{kk1y6$7nBO0l!(jO`Ip|47@cVCUVATiIlQo+S^$n`3Y*=9+ cT1tj5aS)fm;i9iF*!6+ajH;@OER8Y$0|AV;#Q*>R literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/guassian_function_2d_3Dview.pdf b/notes/03_kernel-pca/img/guassian_function_2d_3Dview.pdf new file mode 100644 index 0000000000000000000000000000000000000000..5454e769795b41afc0a46f018f40e8ece6a4764b GIT binary patch literal 670639 zcmYhhV|1Ng)b`snNn`BBjcs#>O{2zYY}>Zc*tXNyMzfo&L}BKIgoj)|zXq zYhH8y*8O4KV=PJqQE^6ACJsc($~BUTc0^VZ77{x{OGJKt5@rPhGZQBgwtp*1B+S1& z>`h3RMGTw`tnJK51O*XIY>ofh$n$>*#N3@Fl${NnO-MNYMrBG_KXU~GXJ->f zTN2LyLPTZ-M>`{B6K4{we?Fq(|MHu-JCiU=+WhnU@qb2<|1(OG=#Vfgn;RHg*qV`W z{f}H--q6y-$eD!u|4sh?m&3~PZ{dF%5Vp0ob9VY?@lP-EuM`v8e-ZG15=c1Ox!9BZ z*QSUv3A3n)tA&w?lEgpjf6*^T16wD114k2EBai>>{D1cUGh&uCF}5)HVdwrY?|){T zEF2_kJUst-DEudJ{$FBBCQf!Pjz<3w{>SM5L--%n|BK&$<@|5G;uhBb5Rov8TmNGy zYGPz({13T|iLIHlISK23C!_SA(8<}+#J~p8J*&S9Bh` z7wRl-=>dJbJ+%0}+<$E4en1#|-T)sD#NCvyi>F%hC?BuKuML$Ue$vl}ey{iEn|?2& ze!rzZ0BWySTDBK==dV4BE$xS1^!Iu~PkzZ78!r&pgc~@a7rXU}EU&JMn4uB(qMI7O zq`lRa>CIV9o0yjL%~R_()K}G+dm!MoD+v9rAYihEU&c-_@_P5Os zpEql`EvxRg{hsI5kNe#B1G|q{q4)XK&DUK!uME47LAzZ0m%Yuec6Vsrn?TR%^1HYD zuv=Y6JD+5g4d15=p$@vz_l*O&iplw&6;+M?DmY!z}w-c{P_fes@4m-c6 zp8b}DjrZG&p0|OI2j-3UV8)zHoNnptw{x_+uF6AR+es%K!9{}rB}=Pite)2E+>N@< z$@-hEkFk~~!RJf*icR)x`l~>zMMtI_JHO#Of#Gt0`QqaWt>)wQ;p2{Y^L_r~<=k)RV?{#d!l<-UBBR3Rf$-4X zu0mh06XopfFUntx#%I2FA8Q8Jf%HnF$+5QvdzqUJETpN^mn;_|px`CZg*&xvPykwj znJqsy~2S zCh+QAlEYI+?-+aDvc}G&PEmYbfuU4uyNg zN2QYe-DPeiLznR(pl1dSmG$0@mY(rXBir>$8gLuvn8OcKkuA~pIcd2JLmGt7aJE*? zXVA82Ezr{xK)pilwqb5!9kib3%H}G%TG-t1Q~i8-wy2=0(|4P=9e`IeR1Z_@8YP;~8nErs-j>b0j`m*R`cTKzp&E0pEm`#v+< z^Q>k?{@-s$#IoG zkD4sdQvt0Q-H*Mo^Lj@Sj?M$bJ+dnifz2)>l0d-|tUngr2GWzP`IlFJ zUKTeUU)j4T(H=s1`&{uQn4#^_o}6;emLz1j0fweW4Lar zFMaKKFF4OV6?4d_Jw2un_QEuO0qaOtXsK3__qbSZ)vcZhy%s2_srT&4ZmI9e(cj6D zPp#JUm_HqQDz?h=WZLWH;pcB2PDiKPahK~Q*k#1_BDm#)rrS=@_J3XW=9-5k4?nylNSe|saU1RaLGr^>hJ(`rK0L6VHo zAgE;Io6XtBr7NLJ=SRMar82C+KR?9!Zj+3J90G^FB{Ko6p%(tif@Ar0Brjtu^)AKr z$2aV2q|}fh2#{-<9AXb%2H6VxuPgWrnwiBdH_kk+^s_T+OBtMpH3T(!f&>DX)+x>0 zm|v~0_;MXNtUJ)=KcFXFUAjNuvW=D~&d~Y$NjS>3YgUFpS;muhVTR9 zpzE@uQ_-!@j6usS5Ti|LSvzy&J1VP$plkh1yNdZy)LWYP;K4!m7R~qMzaHM1SP)Aq z2)a?*%)zMwdoQ7F`UW*4g3m8O0Ffu8d6eImK~O6l*3ZWPN9GLZN2bp77{pWe2zrPy zQ#bpqKVaZ(mXK`e(I0)S{`r8A!xmAx0Tk z)dFv4_*mm$Z30=2ClArc!#y_DS^F6-b@IUsEVQp@(1&GL{#!ElK)**ZfX}uaRVUPL z0S1st)V{XUPcRmDn!;K?mf#1NY?Qk%B1=aPBGKf6l=hcq zH=%&gDT|-*8}_gH9uh*rENeMYTS!7IxDg`cZ(n+f`jCH&g6ex^I6Ui@m_m3&t9!tN z2hn*f;p$tsioZGNRuRWr^ZBl(f+^eJ{6=RL3CR+O!$+?q^99`oo=%2 zBS*tU*j0x(74c7CVl-cD{LU z&_i*HM%}S~TCKhvk0VM)t9Q4L-;;H%EEZBo0|Im6))#CdA}z79n@n$mO1{M`Q<#z< zD*C&iPIM;P+Eu$uv{;)b{DQ0%ydV|z`xqQ=zFsUjX4dd0tPT6%C_e})by)<=kjGTd zs+U6tW?7Ta>rRiagN`&yw6iRC(-!y2nkY+p-eS!o=wtcKfJe66bdgA#Lg&iwW1!7= z=6CuvpWk@-d+EcY-r46bZFgq8CvNW3(e{+cj}F5hmyz^BIj?%Hh_9qVt@k4+aY};k z@|*AzEsl)NI#;s!gWFj54h7%(R1}oLd5#oIRJDuk^^$jOx6*MK@FAVfg}=UO4|2Ea zU6zOMT#CPXUY-W~RYEJA$VEBTo^Phf1}L3UVXQe@OLC=L^=hNG^7eomsVZXAM- zjt$1Ql4NIFvcnLV*J22)a-Qv`ErJ3-OtnmmtTJLtP%R$Yuo+wN55x;?qE|0#+AiMF zh<27lK_RK4zcz68Z>hG5-?1}4?S>s;OV1wYZ+%fiiBZi>*IXjH3gcwvk|D|@j^D(i zCaF3@grWM(}GOCWrJRwbIT@S#I*qp!>j zxbAvh&sRV0?jOcVN!2;-!drc=_0aEG!rz!>p5Gtra&@oH^DJuZ@u%sV%*7ch3;B*Y zDIjJe+pa|YbmWlY_5IYs1rua`iZH$4i@U)`J9g-Xn5ByJcD58|ht zc%psC-oRL4-Sek9Q?iHd$+D;Zux+GEUvDZ8^jQt!6;=OK4muCl(*_lqz z=qYRup&foEx9p|YEQ=^}dFnH&O5YLb2X}ow-z7#jb(f5hH?k1%wm&Ob$o!$p@Y93q z$B8DP=rQ)bGAeajtj$Fe+-;^E4MDZ_WUSD|JVfZJ+hz5pMRma*NT7JIFv%v88cX-| zfUi*$^upz_T=2u*G!<<2-1xU0pK z2=d8pJ9%Ed16*%(9{<3S#{pY2;RPW^e)I!oR4gMPKpvOK|1#&+H&y*dg)sonHGDm-h@Aq=K= z?7yB=YRQAx5t>XKVbEmiGhY3}*0G@mPunH~i;t<8Wk}Q*IecBr{XpxdCA^E%+)gWQ z7BW%MlQvWH#$r?uj6`?t{CIG*jI;5~MMk0{6?q9^rD&^#G^$%P*qZM^BH#Std!nS* z-*P-nQ+FkqTMNQkoUsB2w3#bBrS8bp#XX+r1}qEOFV7Mi041{SBvt8xU)nA2VLLtL z6REW6nx{j$$8SL>L0YQ|>mdOVr$1=U8kUUb_vjkd9ACC>CBP#G{HQZqE%{7V zLh3@>M3zjZ#`Oi!%8D*ygPQ**1}GsSvGquJC)tKLC2EKW zveqY*O(o&Z+x((66$EZ(zYj4e#{}`G*vS8ON<2uY3I*CEEV8A<3tOyiE1AD=x7X@8 z5`^UEo?mt}y&;jePCI|Yi&K37&7APMAW=KD6G&@>bunRj5}&KRHgpK#Jo(l2xIZvM zyK!9WlG|}N>czKpWDE^w`5O9?JNa;5#Piv^5wCq(<2X7UHjol$6^q4^9d{uxBs;L5 z+}Ocy^Cqev0hrNYm3IeAWKl5_nwI~JQJ!J zbs-@O9Ok4zEiZB+;@GbWTs7)*T0g|M{^orq>P4?9H*1o~(<|re>##LWB>az1^N?`u z@+%iRH)N#2e9FFgE)%euw2-!R>3TEfJ*msf)Rghjo4IvnZn4ENGJ9aRLvtEw{TOgB z<$cdqF9(Zhu{rrQZn0Du21mR-Oaf+5EtEJXSnil?o8(v>v-J@yq%w(2SZp6jwkcn^ zxV{oH$XZ_Xebj2~s(6Qlq;7o`tdPBiI-C0Ya^Fin z4$7_tjRpsLO)aH5-k$^mZcpnj*-!B)b}9X^d$d8>Bs>vDm8|(w> zU2EesMH>f~XfZ~WSpF^acLP4NU`TD4d=rv@rFUXeQ|4h?;k};Wpt!B1hNsk-+7aiu zW2-%R2R{aW!n+i5YwTU?5MFLe<&d~8J2r@p+c=q-PCb_NnT`VGcbj}6+v5boj9`S zdpN5^D3Z}6`_Cl&1kn8IDg+IUP1emm-#;arETs&&XT0~po={;w#WggoTOd|#rO1yB z{CqudkOiK{B2#fPx-uCae>g21-X}U1jaMX))Pb&{k&E1Er$LRAjf$+QG97@1!C2ZQy=hBGOK2O2g$^mq+jdpfw{OZMQKy+wVG|D-9BYj{v1t( zMo8;CcdQRyYvx&Qe&a5;dBtxY&tGbJqH^DFcB}VU-A-2dozGsn4of6G;mfIApL2fc z`e(4=J4NT!E;zKesum3zsA{9qK_nkJP615vC;IZfQ4bHhLra_jS!PS%9S&XGP5g)w)lkkS*Q2}WF6SeH(UK|Cm5mvXKIZF zL{Kl9Sts<5uUa|U^Tsuo;f6XXGCAkj!DG89dbgCop_zgEo5{|+*5F=#^8pi`LJon5;p7Tra{kmq}x!Zk{38nR`n4cp&IYZ z*{t`7;Bm$tY|BoI)N{(BJ{ch0@wR(;wsz4|TL%}-nYC+|Nvb8Ajia=K$MvVUQpv zMHfF+hGgd`>d`ClL`BY+2yEu7q?`eAG48*LTw=K`hsGo|Vj1o^^$Hrk-cP=kUa}~S zmb~$ExM@f_u|6I9MJO}!Vf>Q)9wP<`z)+uVV}1C+mp3(?E--$DLKc%u1^ zC!lVLY@3Ds0JYsU@4Dv>Vbjsghj+{vg&4n=oo}b2C}Lq-C((-+t}JUv5sfa9Y^9 zA*y)1lB8sNmxv7u0phiiuWu6{JUHCBt2{rjzRk4=WhuC|ZTk@ZA!~VBvuS5WI{kOw zyuYyVIzc+I%z;0%{rE`G^p7Vb zjbBX6VYqYf8d>WGvAdPghYms%G-0~L6m($D2Nbpld6A)WXapm6%DrB(2CN*saR!1G zA6dh>1x#B#)|sWV&a5NH$ysKvVPtZTIi`6e@}f_!efpRQ17@139ntlXH&5VO!n~%( zE}{y^KWXjwi)ePa34L~|fwRZ8*()YzX~@cOj^J?-SUvy;(2?2ew0Kza&z6?A2^)TY z(x+qz0`Kvl1YUEcXMwOpEyooZz3q%DWZEHM*?S9FQaC_$q7T%t2SF;?*R$wJ8ISO2 zF$GQJuJ!!(Ps>RDy`Q*WDOP?L6nb%BiRn2sVvD&ca=6D5T}&Uq?LxeS`o963EqJWC zsBDS+jA|%CR!2$w+l;0UYgai^#5}r9ouA>ThWOON(993&*Gm(^lql@_6=Y&kGl_?> z??oGQY!sJEC(gibz1bU3JE8-Hl}#MA z(I~W84KJ=plk&O8Wf~d`|eZ!Y%A$>5~*(`DCtQB^!4a>fTDkBZ5S|Yk!U@sjoL{V zfkV$&)8OZhh6Zu=Q?MLOIp(JD0Ot|y&G{;qC}Al-s8i2;XipFw+3~KDhD&2ngYoRs z2@L_Ey~bDm^`sLcGr`9oS0B?-sG;pVV-#KD;0;%wDIqI3$Lg?l^BA(7@Ovg=E6~98 zDW650j-d8r3R_^7ZB%vGNY$>ek3$@Bu7wFKiZv2j3f#}fGSKuyXrj>Vxaar*pKsuo z&FNiuo0#ciz6`?rO;$}`iA7KzbwoUbRRujz>`D`JU2J-b)4g*jgNQv&$?Kc-ia7t} z@#*kYifLvW;09B{btUXq8^P~v*!I0>AYe9}wv9O_ov!6#>G*b-t6`7}z%1lQ^&@W9wf!er=_sWe1LpLJo&e9 zh)mL~pV+fO`TEw}aHvPu)^-k&Cfv-aho|WMG85yZHz5z^;AKM={?frK^-ZouYk)I> z@Hi`nPgp(q5ntd4xw$~-j@_q&CkQ^Ds;vOm@4w>g#3|vYP>ziE4L&hSER!6I`!8^) z)j#BLJ!2)8eg_b4SOXn&@7mN$xlFzdU#k9eIogwz$g9tzk$!(W`0#)NJzO1))USQeBrODZgksrUkQjckokoj>Bolkx$yXDw0j7;!|^{Ug=dR$RoN7$>vguIN^R8b;#zeZ%>q&g zjW*pX`TG_w6ke$nzQYiTDu}?yuH{F;KZoZhz-zV%vmWZlF^E}tAeu=S#wH=s|Gofy z{*Zsa)IuNbmg|?mPF|yH)!!%oA?nW1qzdP~ObfL7iP@MHy1vFm{fQCmusS0S7I73` z2Co+-XX;IU`903GYl*O z*fjt!Jj;1KbCzb7tA*CHDXEMO%xO0UM@tq2FAY$ z#lD}Z2>ecXs^?|AM8%2_4*Q;oO$)^qAwcOLty5y7wJ?rW>a>wa@4$AD(fK<;z`&74 zifRB{>Qzto1wb}M`k5AzCk_+XpC{>G2NOO9+jB+piappZ_c-WkVe+$X!e9eNE8_2W zMz`!443qlY`1?aD*{$t48d$MKuulH$i95btOJZ8?A82>v{V+muQGGfgYX2}2*UYTf znk$8Hdx(o)GZGl}uIJmfFw{@)v_G36?RNE+uW_>@_PCf>$w4;0?rjuj9`uIO z1}HXdKiyM`rgGZ~nQ-##(_gQ-4$&=@xbU;rb|C~ccX$MH_aB;OV5oeuZVQh+~hUIB`0`jJ>?6;B^PNV@hM$E1opu~YgZAt zo8gyn@Ir07i~vE5T_E@Cp&K0C;?a}IZF+j;U`4}vu|y&Zj;ipW>IbJytZLm&)F@aE z%}20U^^&1vaO^v6<#D(hSy=w5O!EEkaogA-!|isl;jQx@8;Bu)WNx=cP?%vzrUY6F zwZ!boF;3BoyQDh%FVm-+qS&m7938U=3%*JE+JT%k$tC~vPL>#a6YzMJ(w&UR*erWr zrwYtWPIGUY@)(>ld(PSrCluy>WWlRaQf$PH+Ed0w#I=#4Afq@FSrPdsaWaB^#12s! z*{Bmynkf`cwuf_~k8TEqy;ry=BOjYsVgM(k1e7IJ@ijMJx6gMQ6D!uVt)T;*DQjPo zf|%jJ@!^lgbhNBn2GM!ctgFuTmsG`4lkXNBJ-*emzNhNpHnoJSZdBF{DsRbE86nqw z-sf|+gXzNw+;oT@>EX$4$pl^^Uqbjx8!4!A}G!q%MYtMO95|}QwV9o zA2G#qU1UH1q}T9$Pol^g;WI-E+P;>NF&q)h67+0_FFJ1bFqdQ=y&n;9TMnCl)#6mu zL|e@Y=aF#phwA>ZV8g@mlNlch4WIyk!e>SQ3PtUfNBP+l@_j;r^~7zvX1;)JIEgDb z-bQ{iQk&t74`DG`0NLclmv&YBYz3s+3b4hXD=ws+CI$-h2^) za(&|4YfQx6I8@rC=6SLZgmKNPLT0%@Arpb~K&(%skdd6^4m03x<&i+-Hxr#g2AiaL zl*HbLEC*zM(eGj~*4hDa@H|g2<_Pxb@Plo6f_murwFpdW@aIs07NsJr`&Rcw0x24$ zUiT;Zb{O79tDxV*;iEuux%|&z>FUIXMQr_Q`yn^sN2(j$@B46|b)-9ZjP%6buUS zX$PW+MYZoU`_NEr-Ed94aWnNL%RhWU}Sq90UBJn@WzVx>_ z{cai;shOPzB+z_aEn0Ol!dN&fdkFk-wvy-*du-0mEFqVIUY`{gPN9{PT2D|{oH=cvSQaS9772iI#NCQ= zQ@=(v9E>xAiQgcd=Yx5fHrn=L0DDgSAa-jzYjb*>%M4&zZhy-70f~@7n2F1*H8xlE zY3Fy~7f#F%C|u<4(&YWM%;BL}Iap~0oW+gt@pr_Nga27MOiN{^hjf9h0BG#U#zQm0 zZ%0x!;8-u6h`o0;W_{X?x^|uf-Iuc^!u01-!Qy*9*0Gy-4vD(IBNnE8c{NwxaQqr> z-!AHzj<>x?suCEq(A6`VZI2GXH2eWd{^U?99lRG29tB9`CL_3rc^Tj_2&Nb3*~4m% zQkcNS>dG%8X2k9u3epXIiJLEU`YY!qcV;X?0o1>wTk!ovB-auLEppZmMf$jk_>qW3 z`05--Py#2{_lI!tj<)acR-{e#axtMn3rB|urJkhZsjT2k-kQ8W$>uMD`J$_e}z?|m9NTa5W3&?J>!X97FIkiLmq_~4rE zdq~xJxm0k22fv9ygJm&(n2SePLfue`g_*)O9)wSe#1v<386Mz8O2N0*27pQ?Gt})@ z(Dq+jH|XZ0!3_v!J;Du00+e|`3-^#M`vwK-?(oTbJkN!k{*~cLT+G6J^!t`=G$r@- z$J|q5&b!RnzWHIO%{@_u*QgoIMmka?I+vFhV%8hGM7uo^zH?y9=&-2jnHxQ_+tr$1 z*j@dNS}Q*PkPu$g$vqE!L2d#=9pl&i-OA%4m%)TSFlywa)?KsjwWgWFij?X&zr1V7 zkxhQRY$2i4C$lVR!df1X@<)0R=2N1=(lI+VcL{d?uV6kG(gNQ8xp4YKGBVx%CPcR_ zrrsw*b(TOtO_>pl(qP^J3XIRhT#3%U^Q>zqQhiCNPLFd*pU@k&zi>@ZP@L6)uoojZ zQij@&W;Pjf48v!8ipxL(!B)B^fm@Yq*tIw;CE`Nxk8aN*FFz2$D}_TA?WDoSxX985 z70(SRRNgSsn$pI`-N8o+^@Cn*fX)4_?cdc1i%%iTzMfy`OR?hKQ?Jk(8Avrn*yP+j zc(B0>J60|w%a}?y8E)5rSotBp%15by->f?|4S0Q8Lp#kA_fVUVM)+=l$^KJj8%xkS5U$#~`Nuz?ap7dsJ*mr|?QJ0+KNpry;%h zNgdM|obop`UHOO=GnkhLrCCvs)$HKRu-+wf?+o3&k)m`oclf*k3HYziqB#Lx{hy87oY?vT$`>`iBu6KzSSS_nAgniT>NB#vH#4%y1yb{A_$wFX zo3X)o5@a+rRT_EAeJEdFxV@<<&@Bl@c17tT@vE6hZ)nX9l%^Ld8~FY{J$EM>BJ zhoJ9gGQ6^eWeGEvS|T3PR~1c*C^y+p$0i$d1@G{QYAO{Dz8iz_OASYD`Ww`Gd`Wnu zPZ=Aa~;f*Kua1IuuZc)-NqI$y4JH!s01oy9J?aLP%2NM0a{;Ey%+*88z!~@Mm$xVaI1a3 z-C3ZbGgL2DPc}!H^lCi+QF2HQu!t`G%ue%;x-OyMm-Q`N2|@8>JLgYpDVML`FK4K3 zYh0}6-~u;(F?#u3T^fJuQm76P#&f?_B;{{>Sqpl3J9cfdRaiem#>s^~MJ=5i!Yf6) z_-3{`LJwCjlS4w|P^@b(I)fm}^9#X?D7$sRjm(5#mE|hSlP(Ge~dXY;Qz ztC8j?Zr?;jGvU>-0kq^)4r`Lc07(iah4#WEz#qKAJbIpte zf&evdsLIC(?e2AsP!8>$Vg0xh8dh;SQt551ot;g|G0M z`GHi*S;@&IvLP+|SKVh6m19Ml>$l4}o-X{AKU}W+A{L8xi~m@Ox__Iz<9j172ns2i z#ULam<>O+ec&ovg-TaIRA)TmInuk89H%N9h#EuNQM!_%Hq_h_rzrS&Edr7j+ZJN0b zzE*eQw1`rP+6Udb_I;7%WxW%Xr84Var2QjDy$nW$w`{K@J3UF=3}f_q>yLZerGRf% zUK8uquU@x6nYuC&@a#G2T4KfV>PrO6SV#%l`|pEA7-P?``2@&Hl(m;}pw!3mg$Rk&U&bP(i~W&*nyvtWSU+2ndLudO1ep8MA_5__F&0V-3&Mlb5PgTZWs2yjL2 zJp*4D9c@M2?22=v`9y2;PY<<;Z&1}zdy>Edeg~LjWeXx?_C)h9TyxYzQL}X2f)cxx z?O2h`cgTvSV(*SL$QAiYI`;*}W7S4uz>LYFd;B*h!_$zxZay5AJXCQRP zchs#gcfTZ}@EL@MTal#d@LBv+>+n_qZv92x2gPj4#9i@yVdFZaXeR}mt(^V}S9}aG z2hl4moFzC{Kv>u$=;JQQC9b&O)Z>R(tBD|R)zq|2Rq^zO{ps_9aXJC%wMevo1@}4a z@6-26nqv4>2tm(bn-jwcji(fW{9PAcKfJW}uY^cW%$wUT(DUjY&leYuuE%fd7d^iv z`OCcnDa0h&%RR_m&Q1EKA|98lr(e!tMI-nw$aXCHJ7f6JD0ZSn`4jz9z80Q9!TSxJ zkw*zlAi&TDTMd$qD6C<8(*sPe)vl+`U;NFWX)FsG$Bw}XcL~T&0tNc(3z{?j(xmhB zVbi75vnO7AoKwwBkX`Vj&kq^x9INeQha@TK9|oJTKzrj@Ezh7H3dc*ExaAbX$3Yub zI5iyE0xh9-@2ByxDo)J5uWnohpX*?{F1Y$@CE|QhVWUo#)u#|rQ9%7t6e~_sw8OP2 z~(dDMP=u1%>{Il;W@V@v{faE!`v zVI!lPG;q#xreKGHszPS;)(75dWTxTmHQtF&-~~f>irjRSX+X4cuBrZ2hDx$ZtJT${ zMAy+ea2x7q1#DR0Ef`WtTJ;Y!v2}iH+Jh8cO!NN>f!dU!20FO_CEf1E0B+d5nsw$+|VB5 zyNeU|iN)^A_uMl)=baQ!zvHTK&XWwEK93UYx#5~wea9Q2eq zhC2|4TfF5YX*t)-iG}ZS7wRe@y}xohgbLlZNuvLRQJ`+Y>i_DTt=5A}i_c;wAecXJ z*C@@bl`Ogixcbrg=8hZe#MH~*ec36hSkHhbt(7)uRVGvjg&-G($78alkqs)3#kI5j z`TTi-`sfi$Cbsqgw*oEijRwPhl0Y;))XQ{-KC2F2@P*fr-#yW7o@Z(aN_uS^%sC}? zdD~ z+0o?r%VwiVCmRROxa2lPB;tWt0YBZi3KFp`=uUUNJW)n0I@c4&$oVsmuTR$CvR2ze$(}t^jo6*tOb~H?JS8$t?~JB@4V<9|IOXr0mKk(LjZDq zLwAMz-?O;GuaR3i`!Bc@gCK*=uE@z4Gzeu0{o;Nu89VyQkClqBK}n0<1A-t#i<5C4 zLh%F{9FA;6@h{So;28nO=2nciGiN=5h^aaRMt1MkpVs{oFSP{5v~W__1d&A!3{6oPl0`g=h2QqZ`UO(^odHfex!0Ij*4D8@a5pJs?R8(nqY-rjA z(=Lt1^fa=TLuzczE(cMIup{qEssOmddCoJnmW)V7gU!A&PKt9ef}S)C_hNMMC{S9y zyBWtun|>0vA@->3-5eEOn8@xVG~A>%jBQT#I9iqSfN|f@HXT0`>|u>6nD33kLl9Id ziTe2(#NrjGpi(_Z@_AHa{J!pIW|K;{&3mi}C-@W?dZeIUu3qNo{AcIi-wB1Zt^{ha z_S%#G<{=QX^`k46n!w}VE43#ijdBjDd+jeiBHJ=Svcwdo1zPWn0j6dTS*VCH1d~mj zpD+OiDh$cLu`|6J@WrtGLCB}}*peZmC242;YVn<*BA!4fVukz9Uif|<9nm%*L{@g3 zs?+;3SySUe8KETM0-^(c5~}VW+Ag*Ry6e^9(#gMHw=QoHvQ? zEmM>v*&-i5p#$IAbJDVBo5NZ@8LOqUUUt4h^vF2&Z_(6m!1H2xn9OQ5r z94wPck3)eaG!;UU5D7XTmK95zI&0#2;|8X>V4OBD?hM|(>zoBrV1&jklH=bqNQn*M z1q`|4CKU1nhCaGcA1X7&jL(*jvs0Qm4&$AuzS)7f2Tx5SD z0EB{E0S~vTNvM&tX2Q+qIa!ej9tMz$6uQ^9PXiCjDXD5is6fi5yHW(^0z<3t$

S zy}ktMF2U-81Q+Y;RZScPv=8ao^Mk)*GP!DwcmxwXay`2k%boOzPS z(E+3N^auBVya&pfqKncnb~r6*LYZ&csS>wceCx~waD&c$d~YlT^y0UJ{wR0{?FDm7 z0?F9L8#}*rl2$rOKNrqzGfqFk=4@hV_~L!>>f>s26jNj-)#_u@)J^z-3^Fz(;meIp z6pw07lqXeFG7O(AK>`uhqUg~^(?T~NZ#2Eru6`}aL3{${5sg*p_& zh27(c@p1R1Rk;ykC(lVHyc}7^n~HMJkbN&{P`_)Aa(7IOj9}Ck;hESyR59*UUu}M4 zT~?~{SbE=jE+S5$u>U&9f)poYl)$f37s0Z4qq1;3XDVpi9GEld|3(9_AIBH92<2e} z6thAsV!bl<= z(hDH!VCp%l!nw6~(O0X>#T4NsAiBHV_z;>cTRtOUlv7YKVi+XR$lg~9g%P`>i1L*P3twhjFH zbtNX|QO@3>39`{%P;+z>TcV}Nq7%&I>;_>*xeK=~ao0f|!U-E(L48fLnS$qgoY7lH zDq2ld($D>*xs7abwZ{grm|r=F9Jq7FLN3mae`fO+oReVhjp;sZr&mk=Cgm?yps7Da zM?~|=YQA@l!GWtdx|X9WaB8DURa3-rzHsy;l(@%|FQJt0cb0Z*Lsh3kehiLrE4>hN z?%@Nn6nq_=1M#V_7I1|wS9>`!NRR)VlRB?HUW9f5=VtJ2cm@MTY@2;j)Qxp&gjZS&AHSSL;Nn2Rg&8nx7=W3fk2 zGt~Nz=Mcrn*CX-645JenRG}6gQd|k`j+`o+l7`;pTlJ0{QL+8$gW!CllRuFM^urEL>qw->Vtv`lYK#SZhRxjgQjC<%g_@I)eqC8LR#Y;t0U z6C+gLq^owb;hm@z&NtV|d9k)G9vs|#RJ*pp&0MzjV(m)1jzaYis8#J8jex_93=>afC!FL5$HJWoY&R(9P-;H28mMVXyK2J{%G@HyuW;@7UyV<34eYgIWC zg|0?Fb_OoiUlSsx!DohWyZ37_BtPL9efhqc|Hiwvoz)tZIV+1gJ-v}TER)fp}K zhGwROySKLm)FO#O_Wk^8eP5TZskDSvM&k0YFRq{CfF~}h(+zMJ0FP%6Rj+)| zp_*PQTCBX$>x5BiexSUI2FqQZa6>s-&!Es2AvKj!bqPni8D8#0xfv-WeeZKAhD#4^ z5SxQ5=6$aOdnQN*A#kerksSXf*14>o>z!?b&#N!Q8N|6)`xi6$ype7p5E-m-V7@pD zKGJFBYILrcI1ggK0B+24WJfwK6~~)=OE+=WTnf}vBist~Z5pCJ3F~^-M{5?Q5z=1_ z5-_)CJhs{^Z#y^4^aWGz)DF4spQmoN`LnuRN^wS|{bo(Pn(&TFO8_*m$+?Lg*U@BS z7jN1wx6`yeNV2g=5p5(y69LwhsF~yS#BveZRC{PSSWzKbSA{53GWCiwl!wq0T% zMfkJK-SXkwvyogWpdq6lC&1`7D`u=sPU&U#$|xN8$J7h^w2_Y+xcXH}3uN+30w-n^ zEQ9}CmpN%Y!sozGmNC?S%NH*|);%QpL|-FVusy`6QTkMZxDvci^l+D6sCUk)jIhSz#&{KXO=ZO4}A-b9<8>Eu@3SF?K$ znQ9}H29X}F9xBc3FGZMQr1TePJF?ad+$RRmjqYdaEG0dSpuPV;07^i$zmiUGUgaEM zSCwg6r>)dfrlxUftj{orD77~RZbaDqgy4JS0|)Hkh-@5@ljC$%l-|0h!=m(AoNkNK zbN6&!l>WP?3%?@eb4i)Jlv}`OZLSH1+@;CRWY%h^p7emo`|C6f*X~=*`-h)YN6)$s zL&_yF@$T8(%T89xn>YK(HlcYWS}K#W8K_$KuS1$rDxxH^C$oPiikIZnu}a?}@=Qjq zha65!m6tY2^z!@QpspKRJ0%@%_ovul$IHwimz=D+7J;N4dEV~e0a%AP?%5t;&XAfh@`6kQFZo~eU#kt)$ zP<5C$hAr71Za2H89A(7FC5yv8&Jgk>FAaKC+$qRO1Iq@Wklj4JrQ}4kJk1Mazy9pk zBQUoV9fRnp3=TQsJ5@a=gxX8vB=dJMZ*Rc$HTVkh!A!ak$Z2h>W9oQJHNR8SBPx4D zeUGT}F}40q#lN$cDIfR}(omVt>1^kELdWwsEXMOq!Y$JEy1jbu(!->*j6pdw*yghd zlZFlzPDoK_#lc8flcc+IGGy{RA!{rZMsuGlKY2R9j3Ig2>Pfp!$C$de zwo_8^|2nOXiV$k{AsgO717;^R!IIVM%{UToPH`7-1m{C+tV~NNX5q-cEIGNA+gW_@ zR-7LR9cwe4>nX@zJ_sw}gf&|ota5Em*Tf;u3Q)Uk^f+)0Ik6FiHlo}{6y2E8d#3`A!9cQtFr1w2X9;DRo8TjW+6?PLM=+(JAI5qv0Na#$3fBG#*L%xoD zaDt1z-zxQEe0rZ+F4(N~q#HT5+fxIX1QN+PEmoTw!A5%~W3l|$gA?eH?TJNbnvbBR zd!mrrqm<^$%b@GX=c#~J@CpOtqX-z(PUp13{V=v7rG~%j+k|jIM;goR?74W z3-UpR6NProetm;eqWfUiq=)*?&IED_VHdjclZ&+AAulOmS*G_}y;o#J6&z8;M^GRV zmXqA8Poip-u(%~k0^d@`ae_HYNZ%9KQNlY;kO%qnTl)PgaJWk%(nbbB^JbaXM$FiA zc4G){FK5u5w|>EzG>H#W-sRk#T`pwb=@~YS2wcBf%b85^li0J_x?&dQ8~5~%Go7s> z%;zC7?-@?B@iFA$!Ie`CcRJmyCO{9tdw*u-z@shQCFB#@@$w5c5y@;kBH`XVtPbmkBILPQ9dTt zUwQaZ4mipfM;Yd8LORM{$NBCkKYq`rU(@ejV4$u^$k&lWiKgl3=SWZEkwexIxVpVD zUp^S4yLX&qmOL9cYbx^c@yg?)V+dS8p?0LG7N_9CRwd z)EGr@7}MVM;d{eWILv{AR-7M>fW7OxVvD8Ztwh)!$y4>qLRAu!vCG@^ToH$@OJ12v z9M7_e7;OeNI~eJxT^?rMl%r)M1t(HpY2y*gJYuCsEcTf7erL%?ton$BALoFBlyQ_{ zjxy5s40e?9jx*#@M*Wt7|AJWRn!g_4^Da z|LG(dp=dp-VG)0Fd1HBry-^_-ze~<4kM16>8vX5)vDB;m!2PlF)D-Ix}^rOl3b~Jd}cHEDUf;Gh6KFvy#fEd^2a9yItU@ z#fLVYIp*4(-`=05w-L?!PD>A1>=Efb;K;|6`a1YolK2h43E9>6OrE@;FQ`c~CJz>Wo%rdsvBn~koo*XgYPRiTU zjrcB0z*OgCwWsqAG{iRNikA5y;ljdqxsvScm7F#%s1UC(t8>GNns0NVps}-|>5#+c zwDdP0eOFDup!F83h3vhh@+|U`5hc4T25I+JmYeMX z6yOmpXdd`R9P>LTJ>sy(ocB9NKA_Y`4E%_(A7_B0jPW(Y9A%_G$zTTw? z?_c1)U9*rcPuRI7B(o@c!fp}5{7|v`BOlnOyki(zn^|-6hYVOm>1nAe%USq5MY^|g zD(#fK<&ze$eNYq+8ciWN$qUvSX}_Y!c)2w&MDwTRc=u zaf=Di;5}Gmeb|4a>F#V}qg*U~lJ3DQVI_k{4gsxY-3LZhvkQ&%ytbTM_KmBO*RqOo z@{OaW>-*d+I40Du`jx*R%#yiT8-!kf+MZM%9UzTsgHWBNzv3AJt zjl}S}IWXAq9G-`yWzdheQsWug31YM&jZ(8U?<|g`8~(P2E1bUKDfg#=OWodX z9HCKlG&OMtNsgE%dn$QOZq_ld{0V8N$fc39VN-5r1~uh{}pM}TO!g%GUAgZg$lcf5yBaFT{AQ3bU%$X zCl@(&;o`#DS^%Hs~5;e#Q}wu1(2!PpS-O0sgPEV!ahRS;y=}qqt=_oI$s=G+Eiq zee3ZgY;X6hD@!|FUOCRmq2IZm&dw2Y{LVCwnCUT-{mOg~i1HDwK4Rg=Ip8Q~e9tjQ zIq5iu9p$|5Ir1Q-e$T*vMHcmzhJ0DNkwcAzP7ufR{9b15tUe!hQ}X;_PrVg~EwIZx z-$*A#83Xpe8{V>v52l5ocIjS}!P(M^uFjYkgHIDPW?Rl>gGDk`2D2aVfdIvf3 zIHi6|!GA?2^_GmZF^;t)6&*n3iU`WI-NptHE3S?45X7M|tVF*s_u%s>`YAG$Jh3lQ zm7JZxbf1KcRlPO>2E&GMGLD_4c|WGU`K3$_1=*e8zNd}GIU9F4t)2n!7U^!Bl(@+W zGgb355M&CTWrf8k$vJ>T`Xkpjzc#+7c&%gS>H+X1*n*qZD?W@{UsE_muiQ z1^*SP)LSa@b>xF3OtK7rcR(osU!CCa?U%u_~|~>O7(+NU#h?+&IFM9CpDQ|X1o4l$S&)Ki_{woU6ZZb zC+n}pi0Skg%NOUVRc(tHjkUK_d8`H;(hnQC|9<#}3loah5#Fs^7Bkzn|%yxw@u3S>DJ2 znFpW91X8VmMW$m`%#($j#N%z(SGw&crv@N|VDfC`A`}mzJ9at4Itz}-v7Kj%%#pM7 z-Q_SL){>S_wx!Gm;b#^Ln7n(-z`^t?ESKRH9Ftz0QcNg)7%oycQPTs=TJotb%AG7T5to(?@AG7{%L}`9>_{~d%Yk2qKa~E!@CdVNgjX+z+dPAC9g0H?L z&-f1AzTw6)iAH|f^xN>cOc+I-P6sn7IcX~oPV(E5bLPslRmPrBcJjLQzrs%4lKU@f z1h(>UdVTfO7>BlwI)xq%4jqdr5sV zAlqIX)j399kubu#Au*24%w948AH!>-uroX|s+`B;_--k^h!6pbFE(^sOLZ^3ib}Pj z(ypKqEG`_o)|o|RX)&$hPQwUT8!^cvB85aGk~`@nBB|UcEt<+zZdu5erX44(O;P(}2Y$XLRqF(q>Wuj!RLJlIBE&%tt6> zdCf5#VA(4ET$d!>!uiL)$UX67WEf(T#FKMULcYI)cddp(~q z$O1=M<0#8~&q@bL>^SEgq{wd>^{)W7|0(~)Mh3Ibk7B+?ufx!2CMa?i{{@k^s?y14 zfwq$G0K?a&Pl{y|;%#6-U2vVB39^ljkQ;GT9Ii8v*||F;9(p-QPdzIbghG?&v&bIB zD(W_jF`lBNT&8Ce;9pm7cF57s0_EFa>5Sw|0P6moC1~E4oJ=C6V7Ln%5oNRWt_U}E zHFainO*=T0f$vK5ao8`%4TwI19k%`QsI=)`3Kf-3#idsF(yXYIE3Evw)``W`qll_> zr#3}YsF*qxQLQ3s)}6}rJ?-l`OsAZHpf9`K9XD%nr|2++fBG%p1H6tL{!kV?2uE%% zPuVjE;AX9Bu+mBK_f-VK7J@$B|1c2@k?EqD@l-wsxwuEfUi#h_anWm)?ZPHEVi4;@ zcJ7K}4~*#YK6?_1z>n9x4uyz~S5Y#p;KeVAzDaXa+BCI;N1;CEdTL}MYhv(eoHs_A zhRYG&HpfOdBie7jXRxCS6=ubST-UmhcR&iz4y^<>^{EF(tLM}!` z-H50jS87N^CHaJU5>ZtGX3LET^96S5mb!ddijreiq_%f5wB74W>jOQ$V}NhKguWE@#G=L@s@tF=7PDF>7kcE;e3!|H)`3a z5~n%^Pw7Z^TltZ52m5cjDb1&HW(b2V)|AlXBS)68*NI>=&2N$-1- zJW8s^N%%|7{tMu@E5qhxOqw#bmjt#$Uj6CF;caw4dgKz+z(zZ!?%`*RQgV<@SQ4mgg*Dk9kD1k8N3s$5=-)y}k%9o1OKQ9Q)nJ zSFN7rJXXfU+|Wux60Z?RQ_tU3wIm$9XWl%?qUs>Rh{x-ZPPVyuq_Cf=CYC3Qwt+)0 zL^!N!y4OGjB~x*Q)x9Dss^E$$zM=}TnA#Lkq3+bFh-wuwvjQI1mG%|U!~$B`7oZXs z8o*24^>&rdw4s5AcjH5d-?Qv3wYN9>W19`7OyD1u|*ZfVs9!tl6=+aVS2)$ zX+zXXxId%#U3Se&4pwHnY72~+qQWcM_1HVlOaizK%5zW;XCGm3+Dkb^GK+roRt*(b zPTec5qROm$Ay-uQ^+}!By{;_gUPN4th}&`Jf<)Yrm}?SoQ|?@r8}sEWe7ze3;ANTq zgG5MkuIU-{j0YP|4{RbzF{96H!UK1UeW%R*_7so@r-fnNoSwWXr3?Q}v{(<|v($_O z?+k;|mRp0a4s$1Fs&4oWhVm4@AgqGMB|rRjBzc7WSMXnpLwL0xVP+UfRU0 zi--r*_2xC6c%fvq)`9P@N!!PWpMi$vslYo^SOVcyb$;<0! z2kSOgF*(O2K9wDWs_pKpm(iY)*X#$QUp@In$tRA?FpEakS@EiXU5m^pHdUX`%m8){ z6wzWNe<@BcO-9H)oigNRvPPktiw;CGMy_6?Kqh<^GQ;4+3qkG$B2hs}RDco{ti%N_ z*Ls+!d?qfpi5M7n#zsi+i1;8^`bfk!iP75yJnm% zLPzd=BJh*vyf{tc@ohPJz~q~RI%j43;cc>_;;~uqiFHMBr+|?tUwKRGlE@ixzK1QXIQE6pViW!$~-by{A($G&> z7!hgXPV$IIAt8q(qMY0*DiNjS%7Aeq!;J~>vXnWrlssf8K1&`k!(Q9=lA+a}d_2OR zVsQf;=x)^wg_91)R%gq3Dv*zS(OxF;yT;a_jzVvGm+E=8Qisb=AX!!*|wZNUU>s)}S&|siV7- z7#>DSbzib3_dQSBVBdozqE7!JKXZPn5XDaj7!hG3;CI~VAQ62erkh0clpCGpE1_A7N|kksw>le)rt9b#0s z7?wHSt0JQ+%DC$CTBI2>Fe1iAK=8QpK?3?n%r=SGDR(x@o&EA0sK(?RU9CCKzu<$w z-1vbC|MXkH0(c!c>)XBcU)rLxr*WdJEszo3%adMbb-c@GlV)Q2o~%(ff=lV7#9q@a z$>b-*i;o=Y`DsOnwJ?*$8ZBrqVZY2bWtWdO^gZ_8rF&meguAIYD>ZqiPEHEREjvcq zrdOEN%)U{2+pL%}oh07Y<(b3gy@G9G^U0%tY1w}HhMU)24YQ-bn`I(OI^C-c8Q4pC zqp+&*T7(!CErvyoQBh=EM47Kemr;>s+*|fe*@!3}F(o9TkOYjAJ3%EPwA=|WUx8@f zcmOZUfbVLP#`5XvTD>JDCpB-2vk*76<_URz)}$bsL#9065A*7=HL+VSm|||CdX2;s zXnA_lc7^UZ$6M?G4wq&}Sd*{Xp7K6|UQ5?Q)if^}tHgoyl$<~6tw{$yt7<9`NY3hI zg)9@y_L#lQy}T%m#bjALdggJq3PSaezSGe~Vc;%E>WpJ^i2$ zapWhjmyd={90x4EC`S$KT#h4}7&NWvl{I)11NcuzoR5(OoKBkU{wxbEUU7qSpM;*l z612~&prWd&xXS8Yl@(QS1w~&`jaXb$b}Pi;N9Ue*^;(M!OQxLDTLkiP)2kB+H&`xN zuf?uKP4Y6>Md_?2v`p%L|3qSuR(THftiYaKWPjRbo1>;j-p82(aK2*O>ydxI_rJvZ zyRd6sM@qn7L<@X(g9*t)L6GHRJq8OuBpxh1uJW~ZRabz{&JtU6_{1g|O>!org+h=3 z-@IgTopK|S!vM^u@^P0UaIPJn-^6`R&tDhs0G}DFt*T7rW)k)p@Pyk)<06pnUbP8t zb_?3#S)5+|**KKMb4crBt`uS^5Bn$C+Y)cQVe^POjc2kM+4b@(>1=q->Ag}ns_cy` zf$x>WL7{P6mwc~dj_RJ{md#flR79JKX;u*}>rUeeSYI(o?0ZVtS76#VX3fhQzplI$ z)Zw%bm1&Vy*&YClukRgzH$xg-pM9?2KD`R}@a|D#B&WYjmSHIA%@RGY?@J7^9CsVa z`?F4Kjw!f-^RS;fK~CjJemyjlmyNN7fYUZo6K!1G%~X5wu2q{%U@x5u>I&~=h(Xn2T;zB! ziVSKfqms+0L^I+wMJ%X0YbqdFg_Nv_!4(j`?){a)0GbJvb2BNAMayUn`v{b zd+|1By*(W`J1!BX#|Y}_v#D? zW2wVzv1x}MSd88*AUHK>oOY;FJfG}-qp|AC*SD1BwQu+WQ=f^Ph2phucpNXLp2G_Z z3WsTpDcqZbe(FtPazry z>Zp8Ua#Ze+oW74#$K)c^a&_Wu^emOyjucd zAN?w4`oJYnW5UtZuyD~I-u*%Ux7sjeU%8)arsNCgC<`#9)amOoF_s!0i;A9Fnlfa}}47g)0oc>}OA$?S(OAWrLb*lKfLT z1s7=f?~>l{y-_D)YP+5a?P+SdZAzUHiBvpx2H`LeGaZqdGkPYq+q60HxC9DtJ#(J$ zmj(Zox~ecGp530SlU8bdimL9#R#9e?_HY*TS->5bcw~wTRbr=Rw81sfcHF z=Vb*nu9)=|vBWNwYf~6us0&MN5l?^*d#adNyJr&sVx^G%vWSNQg0MF(NtMNs$qW@=m(caETkW=4BL`409^xPIlLQ z5y4p1dyRK>Tqjj#70=d{e7t*;b0D;!t^&)lo%@1KzXVd1Q>97yrg~Z14F~QcP>WM= zauLLa-&Jq*&9nhw2Y*a8TFXf$sNmWO~rSej^dr@IngLti2j0zm1g2J3b5pn9uvkF*QF^MZ8ecef7S5DbuYfh0tBFIAaDdmp9ItKFUzX~5)a^LZlOT&~-meAnQ9XTB ze;?KB$Mya9egIMbfRNL4r9efLshD9E5waoz*Ol)T(ZjB6vM&JMuAG{eH(V|Xl1p#% z;nZvbL>81{Rp#(6&+PhNJ%e7#!>M82yMke;*{W6?lVy4~--@ zQ2}#Q@Eq}(BKA{2mWsGlcP>`M-HN$h5jX6{CHo5S?MA72S##L7t5wb6kF_@jUDeek zM@ZW~7&1^}(>ND!NJn)h3=B(}hJxi*OZCRTob6T(?ZN`pr$z2)8WMV_N4t2T7q)X% zRUUQxkoW{hhWX)$`Y0eyGWFU%xOG;VdCJ9Df8pLe(TDMv?zNXANn6cKFfPtc#Z0x_;wycRe{^^j5hWK?e% zmS;v}rYrX;rbqh0&LUP+$F#FKgvI^JU^A5S%sG0?3X zd3iz<{!aZUTCeq)$IvZTW#!IwsOX8Lw{YSsCNI8TK{`*fS{E?JbNHt8BhUX zDx_CMY^;dAbtQX6+^{Q^%*R&VXfdxt34vecm>4_k7pID_07Uz+vr)M-Q3yE{mvj7~ zCtj0#0i$R867;o%R3 z{-d5+YLmkkEQ(7B;7+f(>}Rx_1;g6_)>EQcICRcVORY-5Cn}lgLqKp|TXQ*M`RY|c zOuS3Zr`e7e&elIeeWKFbsFe4!(%*Zja8z0xRwCaEmqS)kL}I#=o+6S|Oscw5up+|N zo#1sRgnb3I=SGfs9XSGSKT`vGaybd6EQNPGJ44k%B)h;aXnEPH%!r7jwe*7{ANeV6 zmAql$73t&VwK?Bqu`t5cu@SrR2G%TwU*0@$?B)Hm2W^LNwpFa~?-bbLCG?!Il)HQN zCsckGs6%)xdnGMmohd+qp;Yto&(lFvm{FTeCJ&2=vF+kXgPqt~+BxQh2) z^&3?Q$5qAmD&(kY`Cj83vx*`XQp8%ivz#JURLr7^SXXzB){W7nW(e1W`pdGG;}A;2vGigP&;?a*TYeiH(wbZXVV?vO!;5FPweAP2cuh}4U&w|>bc@9dAK`$HLJm*bW#8`J}px{?>N62eZp z9wvEsonmK6k%K6#(3c#}nDDDPrgxSmfj}Ln6ZumD@g^ArJBx|Ov7S~}2062~qM*Tl z^frF&xK}zKoVw6`LLn4;6J*O&xF!@vm9kM~ZCr_aE!+*te50!1sERnQI*tf*cfwsv z(2EFtcLHEU7>o&q5h3wLVEl?=(|M}a=|mA#;&jU6h;=q6NGB^pIq|&njsAm|xWa}Ie>w8n ztnV@9Fr&;W969+0UZ#kxeM0H;yBwA#`Cj8xcJQrAQu)a^wU5U(a|9!ce7*b<5y@(H zf9!%{`E?e>&QpDv+2*rrEEKCX(=PhlM82Nl&Rn;(gXf#DR_iSWIOE#dxEA+byBn1H z#+AXhLgJ|IIH=X6{IovMZSZ}}y}}-0z#({b8k6o>^3o% z6D;s7`{_c#q|kFc3saALa{c?ml}jJfp--m`$r)Vx_1&iXT7bG$)yVD|n!R!Q*wo?E zr0EMPwuWw--qV8)gd>>D;YxhEvN-;fO7_cx_9*vmDpB{9xLeD;yGzs!Ch8s&b(@Jf zcM(VLO6iLjfH7k*Vi-n@#4CaEN_TWv`9}GASvPQYR~F9)TGx`*n{oKlBAKMEfk&b$(JEitU-kDSiDnF zBCA{SLI8irmCjp5tt@h3@qt|L`iQ3(GsMeO`NA^E{?Kh32?Jhj$?oo|wQED&(oRJy zi^v26@^}1tdJ$SP#1Bq1iz;2?%Gi4)ZB%(1Rq95Sy>TV*y>d9F+eP%eh|YJX|3!4c zm|hss5%2WHJKgcIGn4)})8eTfCk+RJfT`?E_^00j=GV(8UdeNViz?hFVsP-E+ZhCP z#hG7=N94qSzzjmK4LYAW^276zcOVLiS<<~dT3?ygD+%q6~ zSR$g9^&2*_g)fF?}?yQMbz0MV%$aiygQ#S;{U~b z!H8dY=OYI6#XH;a3*dz-OXXz@4Qx2M;;H%wCK5V0B3UGuq5zS!6D(5J|y6#Vtjz zaqb}B*hzX@&ebSB`3b>55fz9{Im9nvTfCD9n_W<*t5WP$W4az&Sl+a4sGn z0v5%t?{L7zXYp-V(Dz9J;JsilDliP|5%1-TQMqH-cl^#Nia1CyXDQ-1-8oSKg(@Um z-S}Bw&?V%?q|#dbblVX*2GDmFR2F4rt%G9z2A$?q~8Nn)T5C(!wx&_O<@BhwhU zd=9U$ZK9TtHQId+DB+i3AvL4u-t8bSQc-9B|5xiY6K zGrRP@->ve>TCc76O2m2+*`AxZbGFs$%oJ;3U*6Ivm=;jq zF0b^XLR=ghO8?9~T_AQ6;q=8fMJ-PdwsU-lhH!1w;z<*+IC#TbZJg3G7M~}`rGD7&-k#qBZ5l-$z6h%-`#1%zo(L|Rk07l?q zwA}74&r@r2<0j)2_lLaXB{Gr)55J4QM+au@UMJT0IP8_jl_G~qjybBt{_UY?G#^{q1 z!3X~o>j=zJ8o%Q7sBRwgUhI3(07iMf#T< zl_RON1Q|A;Ty`(NK3&{<(e_O5JGf@7+ZUYIaUq&2eZ~;>zE4s+=cLcL zXF3O#`O;~{!iRt|KA*_xMaL@J@^`;%tGUxdZoB@<$BS*KVvCD9;tifuksbba9*03a zyvlakeC97**k3H_cSpN&z$?eRa@cD}{@uZ^^{+}VtMs)uJ+9L4{v!8P>fpPY_$ogB zf`arat@(ru1#^B1-Buf~gvQIhMOLU}nc!(KbFHu&zd{@C6&1%miIJ1;}2lL`vxO@lm&%Z3z%C{OsT@+#W{ zI>WYMny&e+j3>6gFv(SJMTM~GE`rjcDJ8PHi?Wo6ON+j4BC&5+k95F>k~~Z)+bdxsM~2Fq=XZi%i?W()a_guq_By{FroybZX1Lb^SlE@iSjd; z*fE3F$B$Ewy=6M7fODpN0y@Za@*%8x#gMvzVVgEE`zJjY5P$8;rUm?7BZhOX&L}_i z?n?R?c29JlSohu;hvQgtUYi-X6r02J5Vc1aB^zl%1M$U|yEl!W9iIZ+Z7Eor$)VE+DabXPimLel*7$)G==E8eIf%uY@k za{KNnX|`oAyG{@ju9P%GmiN4Qgk@!#j{Rh7((UX%d@&Lo*vnjP?057MPGDzDSMoDo zNQM2_CR=-$d?wQZXH~{2+V6FoOntTke`gozEG#puZ(q1$WqmwZAtrmzPMPKdJw=uq zv`QrT?QDVp)nQ*#qhJ>iY@KyG6J;mDE1J>QZS zFkoJ09S_-jz0+*zdj^y&Gpg;B_;CMG8Z}>v?4Upp8XR#4O(-yh0$C{Vg$89P3GQ98 zt0lfl609V|cge9(C~HCUO#uDVbb#K?w-4|iLatcw#LcFI`mg^8+1ke?Tej|`44}7E z+}U#nj>J4pwrF=f_SmsogokZtC3_0UI!H6wYvrlqL1gnfDJGaWxp^Hq?)DX=$lw_i z^m*=kIuap-jFuv(Fdgzko_Yrpp+F6qb5Yb}uOBCALJdb_mTlkASjO5g%KOi*%;U2A z^QQ7I#plJc&+yelfFg#^lCl zVM_Yi>mkqLjAZS8-hh!txiQ*3o$x`x7Vy7i({AKg%(K>?6g(j?;Yn)1gP4u9a`tf& zwoq%?C0S~nP0GlA|9PJsYQ*2*40o7=f-dyF0@B>xyXbgyryMzcQ7KJjr5ezJvSyYU)j zPYqS?{fL9CGcK21%AI+m_R1oxqrYUp(^$gc2ZL|JV;F+71IC zB3p;}RoP)Bj-g|?nRCWB4o6a9`TxJ`zcVMgX{tY7@0oXo0qg0n{CH!hO;jY()RWs_ zH^WIP|Db&p^|5!(|JLHx_n=`}cB*#|yLg~QjFJDUE$Z{h*dNC(=NxYT1ol{Aj}#O4 z)01P;Fq9%g!OlrLUyu9bo&ODXF2FrG$aC^KGUeX1_NOANH|n)7zK`E|DL1eik}^M# zIsnO}gkrXQmwC<^udt$*e3vUFMMG8Y5Ecb((U6xr6h=X06m&)_+LZ!cDdz7Ad!@)% z`h6kxSKfe|m*5MXg{uVg6O?_J!zeKwhX~i{3oqC$QKw7}%1XN`EnmKN%g6 zJEoi<8 zpuf=tzX?GsWIc{E3Z1$=9RbN@QS< z=~L8k;^r*4<)<9z5TBe7r|5M6mpS+z6Nv*X&$-`(U4RcK>vmd7OZdW6B%8ChF03ZA z2#|~7zGzO&1u7!|G!j>%^tX4tuGaS|J@8dNEX2lAnyi$}H|6se`gHZC0R4p06QZRI z-Z*t;J{`o8EZd^{q@>gK7b{g(b~bzoMRu$2n!72xF_KU;@jRhAYLCn$Lyol_*jS%$ zM%wWIN2;=Vp=%a=rSTrrJJRDreKkELk&~VNRED%y$A^qJrD~U?It}EBa4Wm^6K%-~ zBPq9VND6%t*9El#xg2d~bEYl;Z4M8*cy5)%c)_E?PFh2bTS~zc#_Nv#QkXD}6}w}| z6t+xZ&J-3+D{zHi_pa|1a$qSQ7Etwj6sue!#uUG6qVSwaT4bO$`ePr$Ci$ea5cAL5`ld1xXT2c2gjmV_t0!!376?; zX0r|jT)uuoIKXuh8;7Vv-%vZ(w*>=y)@y$r>Q>g`ZUJ@R(5O5@YmEw{j)@F0)5~u1 z_)Rt3W0<$(+q16>P!E*ad>c$avTketlY?iVH-D3}XhxD^Dk%n&Vm4{U)13*W7*bk- zt0cR3iLX!uOZ~8t8{g&0Ld|>^KYu|Ke$}geLfC~(EVpWQXT=g~b)?*Io@QsWm9n&r z(IaBA%#eGQYqg^c7y);VSU^sG91KOcEyW0-y&vbiBUDfkvurm?;lEmK#eMSP zxcG^?;SL{oUNrD69LQur)zksF+bQMWDY`&|ux?8FAF5=Q!)R`9AV{6&i>q>D=F zcvnU$CFNat`Tj;W#)~*rS7Zo2(H*V%8YR8oJlOlS90F~KS+Z_>zZ8({Hg-?i zhCQ5T&NH$9NRkQwZJc3se%)YmRBX5SF0-u6&sv?$37?#$G8vPzlX`BuIYNvG4yC~SRKFbud-T`PxbG>VY&e*7)*n)nAg(+orJEId z?^lay=S{W&E2O$C+al##i6}FN3Kn9t+E%_zg1GEV0~ZYI>nCi%{!yxFZRMyd4b3=2 z^huR%tt)Ns4|Xsd=-2{R(lA{iE{;EH;Nh9koc8-W{P1=woj0_>j)9F$N&7ZvAVu=$ zu5LI*eV?bLue)N#M=d5(QGYSd-_7>QoUhFM%KR@`0avns0ugBO?Om)Zw7psitfa$A zYJ8U_D=G6;`TT{x-A$?Xi7**k|FZFFizUf^%QcxPz=J$0MPRl82uVB$1e>0Gh{jI! zsh%s|_GE)~!_85WK+u^v6)xhzpbtzZS9+8I`ygomOkHZpF#4mh&F#8;cf|OtPPra7 zcO~Bjv+x-&Kh)cY6@Dbg0QY z@cd@ynTH)ZWu8}Nd+E);Ir)|GUxESzS3qM3gi7$LDbx}~C0SGw$Gap_Nhqb_@}kfD z``+DEO#SgPUOm$>GC4Zm$N4S1=CCT)3?}q205%lXNo*7T23v7yU-4$(zfM)Moy+8Q z!M=*|B%P^asLT2)=Z#OaGeBZv?5Q1AG|-?*OZ?>CE(R3xM5TG&eMF>6{50#=;x94R_&G9rF zzZ1v=uuSpI6c0`F)9$=A#b;AIH!WpX(sw15SJL{M5?=}Te-ZjCW5C5n@Qp*%P5Su> ziDx~Xn^J6TSIQw5_|jA?+Fqk2ED2;nDzgfh&Md?9$(tLQ1|=n)(2b@ZvNi5)3%>iE z9TnRo(7y+!Q}5{rfDf#{Y$#i8SLTDP7zsN|YJjE7_h*Ly;Hfo6#*EmS`Q*#zNhE^* zu}P%zwhu3Y{fbTsyZ{tqw`pUjn5Z$F|MJW==t@ByUZXtB^btKVMIh6_vOC~R0nx7X zG=*BzXtpcKO>1tIMpsCB?+Re07}g47AxOUJmxbOrm8&=L=f_2l)joLUY1rm>r^s{8 zw>fCP{PH8_gf5EjvrDCV8pn+`^898yikkI}bdN+*py`RaYY5iJ)S0;+jx{jM@7W@? zMWa56$bjfB5f-2ZzNn3o**LajM{uH(Ily4gxL+)dtRr*rNkjW!qsQCH$O4KwfD*|M zc@Th@QU{E@i#|T|lD0OP{~cUAPKBKOud@W4c5g2Z|JQVwg=~D7=Ox zrIH8^tf2?QM7q6zZk)3D{&_m&^Yze?wZ*zU%Hmjw2JP|K0ubjB&~Ao+6+@2ndKOzGDUezZGiT ztGHK*fwgv6NsaH)WF=+3OP{|ne7#LCKR(VwXD-zr*okDY$AHF)W5-hX3~LDWJQ;gC z;dIV1BKp-eWi*G=HZ+}c+5|>Bhm@|vpE;7iBQ~iI17{y z-S0geRBVWL(x@b^9eOgv;RT?%kgyFeMcqYIN_3?pT1wC*^j~+m*j--s1wq42 z67Y%PIR*p_r?HD0VxaDagVZb|XD7yp-J1xV@3TufVLKwFym1|vTh5A5w-2%S{&q^^ zfwA}h_*RZBbs#zi>u~EvXVk@{on`N{MeE!)tMuje@t+6l!D0P0{PaFSlP}{9vuV?AC64d#vaAdha|^={?IKCJ5sh#K%Q_!+XWL-K(vnQ@_uZ?+>_C z!hYlTfe&L_9S&_)qxlDQ+u^-j<1=}0;2PMe=OkhHq|O0$8T%D8KfIRqbBTLDBo8A` zn{~7+0OJ26K(Bcp!Cb^4Glvw4eZTWk|*4=&Z3E91^s=V%49!|>o z?F&zCG#1R6u7Qd1Puv`K0XTSsZQ$8i9yNzT4cqL8t^qqob1DmGy?q0`XP&cOgMP7< zhCj4|<4qd$2aW@*k22m&um$O3e0pSv)U0E>NfQ8O$1ziONJMEA@53{~!3u`NPY~%J zU<4DeJ1{8g9531bzd!jtXwc+Or<{C$Y*8uJ#80P3aH)h!CjQzGU(U zk?6tqU(LU=s3W*xW#;tLsp5G&$BHe)=T+rAp6I($GE%aR*%q2M{AVZCnh#na_!+Wp zU*KTfmf3ysW7;Y{Szq{K$NTZ0tlwdl8h&|)Wh%I)hH>8DoeK6T*`U&;s7#G_3#2kk z-VK(@kf{xv%JBKWcm8+gus1)?Co*vNPx7JdPJ23Z9+1p=%+DcBcyxBDZ(AVNCU|jh zktkGbW6|g{-RRTvm|W?Q1z72f=$rd}6$ok6Pr_l)%dVa8Zx_r~TKZ`0Y|b?u0mS?5 zjEwe%9zz$+UI7~4B#MD|iwR-WVX>;L*A?OuKdp}TzP=xHhrDiob?GnDs-o`~bu=lG zD278^)*;}I*9)SU0+4B7*&T4EfM^P!rhsc2&{l+@>TbZ&hArXmx|zZ5#xZR(Q?|65 zjqMv;2M7`$UpUZyM--HYlMUN!**Au*GU|xS2xEQsqpd>(mP63lm+Vlc`r{S#`pnSI z3|EvcSBrUAJdLn$)*Ca`FcBwg=TI+3CSQY za0L2_PPdZ@V*2aYf&G*o?_*m_`WA-^R{UsCHuj?JCqS`#d_C%A<Bd|T`>tFhN)GaJt2w)k(zaTzm*)O$2NKig|dG&8oVGY?a1Kq_{a5v zm@wsigRLqv3m&H(xDL{Tu-uCsbx1YyecEIj9S|va)N0i6lgsznw!-JfMCNzmz8+9K zDax?_vnQm=Ho2PugVP=kl)cBO+CviZBpUa9i6ieIVz?;e4hqu>k8iL1K$6T0Gs_A94~^N=jN;Dh$d z;$y|NQ*>=x*dV`PeE6K#I&Y_+SgQ`~F+J2@bNjUD;kdE85iRPQDI-2U>~Vf@pu~)X zNFN_Ao?j<4t2Nd@GeP?fa;U~E)Ll|*PvVuTyeB&L8=KY*J2R|-d4goaJ4-2Hl(JRH<_&e4geLB`03&p(s_z zouZ8+W$Ppw6njRl#0c1T!wGGHK{ww98!4Vz937WTgMyDn?kO6;S+}i4OWF0z{*2Y_ zE8g7718JHJ1PB_K?$w~soZPZM-ZY6iOs%=~zY{4G!9o)+?t~0Q)Q|v}t znBRj9TIpHCVX9Mk4C?xE!qSq6QRuvOqIaJZ`9kASYQ7%S_{DmK zCnXO%&u&RbwO#e|GD9l|&sK+-KfR}`)O`Cph*pDZ@1R=+#uXf0h252u-aFJ+3fzSp zUa9BrYI~*5mtuaU{TEh&o3r2>Qiz+F;1h#)TN+o?(MGB%Cg1@RKg>>{!nBXK>-qoY zq^S404yW<9Y>k-2^yz?k4is(0%6TgQoI@Ilpde;{ggLMLbJ<$y5a`y*={N>)u?kroQ@q0g=Nfs@ zU|H!T$@N+(omddmb?P$Uc8?}OkN#ihH@gy_G4cGa{7xK6zW@9t<502>B@@xI5+y?s zs+GIQ`Sm1o8u)rim-VH5C&oy*Qb5Ip(AAqeNFjsm#Y0~Ue zF?JteR?eN^08P3Ff*kT)z}?Arw}blL@9`~fRP+LH31bU>3b{B=8|jTV{Mj=^=%^3q zVN#tFyQ5#oEqBn10>fyK%#AyvFg2QLbBEw)J+9L4-u1ph9<0^GN`0)<%6E11T@C$( zX86?+^l>W;G$!d`L3<@FGRQ8Zz!P2hn(@g6s_yiv)bhqE546`e06O&T5m6fdW37Sim&X={y+RND(J%3?9^ zYsrWj>xtd0x}v2M_V4K1X7fI+Vr#`-Tc4h=*eIPkD~wUeOzCCk@tznX}@JF-tB z{_aRXg%DK8L4_!kM8i7(QQNVUeM{NB?)ETcC)4&bWmmhp+wNw#Z-~TiD(g?Ese8#& zKLnFK^~iQwD%_fv-4+RG$eH7}iXF~O5j2?2D}iREzbV0x8@=vw^5z*rOt0ay7Wc>= zSzI^WVh@JgFGg*;3drl&4<=NvuD2hDkrChCe*v3ooGls8$@hWppVE#4oj%L9L0Uf$ zK5nxbPQiAvjJLO)e?p}insYh*->}K0#DDnz`VXB5w6;oUpN9P1p@4!RsE~sSQK*rI zcLbtVxGP1xQqW%&_d=lmi=JQU|L=Z*yT9NY0P&l}?i2R1y`8J;^^whg??1UC#Vvo& zNhjS#>@Q!AYwG2Oc)FNpz)-j!jvUa+*>m(XAeNrqxU=`FC1nA#CXXg07d}|GZz+%m zz}G zoxaJ1qpfZ#IYIEjgD=J$_Ou#=D!I~f z>)h#yNy63UsoAb*3>Bcqt99jJH+ADK$2*kq+j_c7GLpvgo{b@hVo=`3Q+hLi4$|`a zUjUzy29r7)8907pHO@E|hD}))@T5CyNuZe&$w`r)G%4y%mQo}t8L@a5&nvOL7UwH5 z|6TmA%mUh6a5E!(p&5SFV}HCpHb1$uA{#X_4_LY-^Rvn>sk=tol@D~g+eS2&9#@#= zSz$v3l1M=uIiAF&EOvyR*zogx?CXBs*W=e%v%9?p|J~+GM*nGsM~fBc!>7K&qLJjv zhC4lE+UVKiJ7yh|SMJ#%Xkp47fQz&8C<5GLG8_A2myUIdu>3en!W`1ep*fyC{oe zai9-Ig2U{X_wclE@O>l`3L-t;$FQ8$WJ`6s>bb8j{GL1}8T({1q)IT6P~MQGw|6%` z5-4W>kJ)P0nVt-!72bs-LQIW;^Ok?yZpwAxwB;y zi$=3+uB;oy#`%S%b7${pMZ8kb-xc>tp|2JF$^oDp19ykP-I4IK1Kjb;S>9B@tghPk z^6miDfBi>@vp-%Ry~RVOp?8y;3V6uQ^oO|BsR4rM8RC&0@`eI+>MN?o*fZo1SX!wk zz^*?Sdt# zPl_a}{YsvEy*<0HE$;^L;i( zj@(BcZaXFHPr(5dOi;lGHLUQ;HdH7?flmBI7q4{mLUylI`gc{oasg=9fN~k!TnS(3 zQ(V>Ap9p@#95y7mcIon%h+iaPhNEu3t)A-ag%sZC;Mjp?@Yw1~R8RGADKH-5tYauX zk{>;?HxS#4XQiY#ZcDhG?E$u_!?rEr<}tMTWQMwG`_ZL7yCz)M>%d>f`@0sbvIl2d zjn&hvZRdu?Y}oA!Fzeu?7V515HBHm^2CwVYf4^Sy2k<~jG3-}W^0eGM(l`wL?V0&< z<=nqJ{RJ36a|Eu~0YxcLR0Bmp(As#VrN1ffl}=yl`jrph>Kjl#1K~>`i1Mnn`GhD1 zr&Ge;I|CYB!~)MW|2A|ILU{n<&2qF2>R6yB>xd|2p6^0%=wkig5zhPEj(pK=7`|gq z82vbupN!~0k^N?0#fgP#VA(tmS#Gu?J|UwWn|i?%Nbb*%pDI94&NG!l=8DN(rx|PD{zU?lQ2uZ0rkKp{v~H6S|r*)5!dQ zwU)w~4UIu+*fHVpIt24}qot3+?(?jppTxfiE|s{?oDb7y;&9%9bFX2X`V*a8+ukIu z224(Bt}vL1!D>fusrLkf46Zy5G_o^gwqPrhjZwFIF|}A{?*4L)4)=Qi7jdHo29Ny! zHygHget42+R3YkQv%Deeo^{*AOs>ARe9e+9AKM1_P49I~%UHj2kt9axPF+%zCPj5p z6evxNx>Kg4+DT}ml$7c&y;4#wE$tFYFrgc}$;`fR!nrA?KcS4a&F+Z<4s;zerNtX` zsm6m(jop=V}0$=R0 z-*#ex?E>y3Q`=r;C8T)_&@ZCi4xh0;EGlg!OnTOmSm8UoS;L;MaA*aS{slgLhgB=M zwSr-5!Mf15D>=N9&)?_8gS$t4yu@1v#QKu!^_Lm| zI|h=svVNWy4=^AN;`=}INrXg!p@)AL+!&j6dtRI#{X2}J%8Q&BF5E@EVs4yq z00h|b5b8EGa==f*tN65CGBvfdk#hrkmh#88o zp@%B+lO!+kad~2!-H->)G=M+&1PGi{IWW5Ni%Ok zJEQPlZ8awq*h^z6i@(a&jz(T`^&{gGbqqX6f4JTJ-jFo>FEjgg_t(S8O6T%!8dnT>mNP1(9k6fX}Uw56a-2#qwa_)g{0Dv z^moIsG8jugva&DV?as;`E#1^N^EKNBS8eAfG@SO}rzrpMlDe1-p_Sux z#;)a!{Vi*enS_ScPg*jNQyjg{m856%J5#<1QCnqwA+b7TorUs*=4hJ2(U~pYFQ*zH zUm7+5EicKVwq5k$mx55QnsjpeM#9gEdyQ&A2<$PHe=;$(?~=lMJH2gQeLoE)XB${w z$~}P#9EmNTcBMx0y-(08G|pV(&+oW&L01UTbQV23Kiz?;2mF36>IK zr8rg!<(s1U@6SVbTlUB6cs6FNe21?bzs@u9jI9*q3}`jePHo4Mw3W|(3Zt^78w4_m z;~`<;EKjF9x#Op;1a*5<)tP7+Y*)R$(QkP;1+mqq*F;p>ntjsW*t0u*f?TyT!spaj ziw-(L_Sa{a&R`cENK0EwlYrB+qk23xqP|=ENd@XbFYtLX*u=I$ln)%BZc-+&W;T!y zTG*vh*bhS0O!dl5cA}7(zacj7NKS?DRLD<-2$e+9B3$uT6TSA_E06x&)2|o+ni-%N z12-nY7o>DoQ_sii9S20Ju%1a@UG-kmsi~5(|0`7Lu+0KI!+O~(>l1%B4JR03Co28H za3bzwyA<^2RXAteD-`$5iftF_cAsUu(15VZ%Pv|?|NlgQ!)6^FeICf|{6y~nxbUD! z(JzCEZ}Q)_eFRPgZMEb>regfPPTG&279w`kF;1QtD$vs&wEqK19&ZpkR-HFI08zud z%yy*SPrm;>BtVA>+(QUdXn_tnxQ8N$3BT2RPQ3J);+`54II4SwDCf(>?GEK2WC%%j%QXhsHS6=>bHA?}Nwe zlQ1y_8M{Nt6vRwJ&+d>k1yvIaHic}{4iM!SxjRghBSraFl-uR*j!|x!tNG>&0P(8} z;S*WB6M~;VG5WAKiP13BVbeQAKKm$%KHr|(k%OKJznIrSBsiOcp}A+eAAGPE2y00H zcWA7GwbTx$4G<4J$#Sa0sWLJ9IQwNh&4%=BuiK5zufubYar;Hxc5OsjxrlhJ9DXcj zb_X}C@o>BBmoQOZoYg!3D|NCYO;83o!sxiSYgKQ zSTaE|Q_wR7Nz+iZ8-q3fLKf;3W@j60$7RN}n9LkyyBeE;GJ_U>CX1%v|=uM~?9K7ZMP+|U1%0>+Y zfSH~a>cTfWSk1H);QEjzWRHaLzWg9WC#FT+o>6o-U@`2CpAzb+lDtpb#Cb;)b^8?S z#fbu~9n&Rjw`!tapYYu`AT1j0ALxj?>BT>M--Nn62nd@`UW0Qe_y9omIfv{d`&pGI z>quT*oOQvkm0H9*SXO~(CAapDxm8$Ph0(n-cQv3_nLqAk5p6C}W|XUUMOj_6HAXmT zZpNE0BmiDjHlNU=oRbhx+q=|PW@E?KGPoPDl{Wr<45BvTb>i`F%VkO33@m=s&DiY| zU5<)L0(#ByKF_Z4HDL}l+CvQzFkf#SO?V2B?W#mqp@J9Pxvcn|s7Q z_X06bA{rwtw`AQ`Z3MriIilwjERz0gYoTAm871 z_c2Etj?!`TpC>`WD4OqMt6Sx^X7za5S09%>je9ldGDp_O;H1T_CXP{)^#a2Vuf7vj zc-f$SdFYUZNg^+2gR`8pQac5PsB^enwor@J>kdueZz?CHin^<)lWw1lWjNWgB2 zu`lq8uXch@zgMX(u?R2KsjWhgnpv>c{SaQ#%M!Q|)gb zWpLUCJKsv{aKR90dHrCP-&jXug44)@=-|n^EnpAlYQWm`v@+wtO|}1nQO;rAE%I>} z7uyAm*C)NvJn*_5$L4Evx8LvT@oQ)i?1e4$Gk8jKKU=!oVb_@POY3$RJy{3VzR^VA zpFVTLE?n_f552P7Ym5Hf(k}=Ak{58t3uqUIa(xJs$lX(-JSf_;qC75FPmJ);e4{0P zbG&`R+6E68!4oN#b88!B4rHP9ZhQfRoGzg-|aqy&E}E)UGehFuP~O(+=f^Kb>0S4%IR11Nu2?j_W8h5tcCM^Ux1dSu^AhYzNHp8rT+c6j)!J5)=qen;Vxv zTYEMyZoyS44;jbtVqp@?5s%8njC#6O)E0B1X(M$;nkd|y^PBHc=t*wZ>9EPD(~k1Iz7KIw!LX| zK9MCK9`LZe*9>VNu#YEf)s7y?>VyEdotZi@SnpZKcCWo+w*P`=R>)uegeazS-Us+* zvD=3FF`O_H%6T5@oQp@%Q7z+)=x8kf$67ID1AmB>2?I_Tm^}c>&wZUM9zW8K!AgbND@$U9u%qOy7%PJPF zWY-GRttR7MLAr{&D=@uU9;M_|N`9r}T6cMul7ngan39`a)M?)sG2Q&5pRi7@=V64+ z8kEnW?j4pGG}<{}Wi~K~haUfpJi5Y!34XqzU)z1i4$9U)3S*kI*g#P-?5$YO6U|gMYN{b~96bPl9I6SD_D2UzyB>ilP2a5E?Cn~w$5?E`zO&Ue3yr^H_{V^=Dff|zOO z*&ULmplS-jrl4)wzAN0mcXP1t5^L+RvMS%L&B_XWw@!ZnC3!V0d|at-M+LZcqCRH& z6;`Ryrow={mDeEf*jKh$x4SdGRu~8DS$kNw!_AX^1=|}G3i5IP)C5&jxIv;72$NJC zKCM2>v!W9SKI_Z1uqWbVOUE`y^(2?Ww&$*L3|mF`F`dg{`@I!!53p2AUI*GMGdhP2 z9h0ovm+8}MSNyXhHPGQ7(SSv+Rv$C#7$=?RJWU9v6E^}aVx#@QR=1H@kt@CB7uw4e z4x?Byian!PHJWX6XW?kKh%lEZFUsA!qP#BJ8>755ckj*JtMiT1)XiM?2@{>YjOIFw zFG{-80Mbl6iG5n?qI_YVJQ<(^-}3eLmf;HdC&4PsIej2e0xYFI_tKe$7~TFA8uaOkxvntykgm^58+BdH%?xY^ z+V$Hzk=ynYt38PzlT#lY>R?z+aNR>orPa4RH`&NTD*WKnZnBXi}O=CMQ_g1zg9$Cm82i91Gi2~=4?=*`k%Qxbb*RX zyO-E4s2d}d=V86P!d7VVRv{P$jpp*=o%>96qOBveKUXkPu!=?9J)*4Jwm2ol14pOW zkNd7{@HQCTNsLjq=R}z)S+=ctQm(;!qLS3Uqw|8$57Xv|%`BB3jCx&W;!F1zNqU#Rbj5ignYTEweF zze*&mM8$UzvJx$8k+Tv--$c}3m{8rUb)WFimAQDZo^Wox9=hX3NAF&o{bU(-hMG{o zmQnC{+)f^d5m8!`@z?w5H1ya7jT|gz0=A!f$U{Zo*-Me z8n|L1@r^JY(w>5?bI+-Xf?;0anF_Wk;hYNQso|e@Sg2r&Dqo}WK?>WXc3Iv%nRf@L za(qgI=*3R@_uIa^h3Mn;wZfx`2COe!|GLu#2#PjQ}o zeLW>&&j`{E`oUwq0<=4_Ss|V^61rRw(h51P5Y>WctpV7|y>)YY{pJo+ZZhRQySvqt zyG^^{Ztl6i2N&J#4xfdz!NAXFtK&({+GblpHC$ z>hX8Nq=56sp#bfvJK1^mq^}fwmBsiUXYJWfjphZ2F;CX9A)h5>gmf%}uLi4TOJQ2u z$!~+sb;kR2AJ0VDmaO%h)QvGjVc}@e&q%#mp=V+_LfcjA4p=Ldf$bi(S{jjMwu|KZ zV0W?~rit4la6O6UQ^>wM;!hy~HA3)?98`!xjWoO>5P$KSC~wN$%c8t5+AE{HHOh-~ z_wL-iKHt#8UIe9|5RO))j(XX)?GY320#Um<4;@g4zDm?PNEUQJ71s+y-FB~q!ciD9 zV`q(C59raIlCVR2oVSdM`#d2D^CJc8_Fa0GqoZ^X?cjB92=y5k3@cvDr@V!=T%rxF z7=W&mbz2OdRo^=Gwr~S?pDcO(1YiX9TD-p&@4q+~Lj$or)Z0RQAJ0zo5ADG9kl)+5 zpC7ogt5FV%cH{eUSS~5Yv)#>j@?W)WK&MaHj zXb{y>H8{>BV-IMm>Z*Kvxwb^D{7&%4QWT8+!~Z4bRpMVI7QTy%l^9uzmzCK0qK*Cr zj0k)29lvf|qYbU$$LqbuL(}VxzP|xk-||V0*Rk4r-A9=vU;dOhctG@Pn@C?&P_Iuk z`yn2-JG*bzCua{3A=eR*Xqd`cJW58G;TOwx_ptj5hD~>tI_kFm##-jgo9%-it7AEu ziA=JCc|5AnshxyxI#UP1bzbkVEhe)Ezq%*tW7tk9>$uZLwERIEVYTlFqXdKs?bsyz zEZ@z6k7m!2SpOwPNn@Apm?njF(io^aHcDZp6qf2v@i94)UH0q;XF?z48 z|L=|e9qryt`}PTqn|-tNdKK6eQ=Dd>Bn~%tlC}P7+^{V4*eALDE=6dzv!!d}fc}|y zPWyS$24E{tePfF;w&QLKcX>^+D?-C-ydD(wnN(0*^mwY<-ln%K+vCC8PQI&3ia21T zIHYdwdLA~raCsqn;;zkhD|8L`fV1UpuE43rIz~6#6M7~K%M%(D*6lW_iA>!gF7`c= z{fv{ydgsh4F6|v-tEjiXP;&27T}9zl)Ltz+R5C>+Yg97Gt7=k-EVU?8i8ybf&$sIU zClP)$w#^*F`wFYIJRs@+`j7D1eY|dK!D8PYB7SXr5LzWziOUL4TvvGKfw z|GD3G#D<$c`R#DQJ(K@#AuyppTl$1S*gn4PEY^#ehwq1f)*D$~oVZ%q7;thyzJ5br zO>N_RI0h(A#4h|iwhYi3DWU>Yuz(ICxaAh8m;)J$AW{@`=z=mj-i?vkNU4mM%BXp> zbt)66HjUm)rr+p_-^}2jFn!xUn{I8esG|vs5leeA_xtR!(hQE_JsaSVD?Vw9v!e!^!l1>{-wh@F$4SGzpKmezK&K`k3 z4S_L6B3+<4VPC;+8utC{)*EA|oe%oEOmaPFIIuoWVC$XkG2OuJNAn7d0qdRJ9D6tf z*V_Rw4e>&M(rwqXZd>HS6e0W4OW46chB>P|tlL?c|ENPo53w_LD2Q8NLR9li`s85o z>-q9KFh&Dr?m!yBuMxBx!N$=jojZC*`XZH$QrRwVCe6E{Q`rVdwD!uXAw%Ws?VF~6 zrUzAn?_bb!PeA-rCzZejr2ED)kWBM^TJF$EcTD6YDX9w@9?ck^lI}bPP?ooBUNYu|W`1*kjZ7TL2WWXg)(7x7M)85ke z3&(_Mhdc8Mt$V^W2W~$eL+r--fo8&(%GaXs*K?C;y; zw!bE8(Vi>i>230}xBb2gIHWwxJdi>pd9yfuC$0fB7n5~G-n^4K71>jfKm|Bdb4Kr6 zQpGV4)NEn44bX68>y{KtQUEAJEb zJNu;*2{T8^HVbwD-YxJt^oMDiv*l_&aXZ;niS{|_+qt$;w|!5jOVP>PRKzrI$gj*Y zKm(OxTKheXof!)DGwo~y*lm{1u;o2juO2&~*PnofdibyI{4qqJL*G2uBO)cllXlPB z-$eTwd^D_Lh{=h(RQ^om=e+wrm0wiaOK)z}FUZQT3ery~MeUi( z6$n zf}3QY+e4ud{Oi;AtXugdpq|~6gFVq!OEBugjRbmrCo#m;HYzKz+z3$R>V~7zcp2)C zZBODM0uI@ebv#Ci!Jh5pyR04~NmnMe+Va)dVA7KZ4PQ&t_?5V>0PPy+e#5^jSiE4% z3lhD;)+^cWUFNGq!Ae4WmmDjJvX(R}3G_`e{e`A^y;&SSVP&w5#9(i-Kq`q(;_H@u z7qJw!ik1cI_O}f#c?dhCR=>I6p516W=kJkV+=@Lt_i1CKM*uT#IN+mh`#t6s4QN0k zlFLPQdu81=dx!nyX8V=HvSX)yuzo9XzZ)C46w^)S&DDt@M!vi46vASNGJe>M8?wy- zE#Ov%Ntq4=dq<8GtPU3uzwiA#b>-{P3ngM?*#lxF^!N^i77S^PoW3Kf71CNEuoW^} zBes>nMAm?`EIF3c(7-I1o*lg?#ZkgXt*m% z?iVkl@=hwR<=vYpteo2UshpyBXX)LE%B-2IT3b>QQv5~$H*W2>l)T|H-=_HEkq6dnepAsUBcdBYl}S&kfg%fhyb(M>pNc#=5}ZOR2WZLZzCRZ6Z4Q+_|FcoKo{$_Gd=tc;z2nfjw*|0 zPJFrXgu~6b;#`J0l&zC>$OG~{fS4KiJ}01Fp73RR`ur@89EvLg>{ottgnIM01sij$ zvA6=&McjVn%PQ}cv2Q2YbogGW%>ZfQ^v<3z2tteX+TAwcD7(Xr)GtCop(_+BL?v3h ziyW0GQi~{WqRYQ;Xy4fgAEyF9nwSiPk$F;9$8AM)mqS<&>#(*{WnqVX_Ba43z^^)^9dEXhE`Wwt zNf5SOOqU;{juUxh-9FnK+5DZcze3#>`G@75?`==NnyIW$jaI9(x7ThYS;3RPlGP1Z zFQbS7x8sCRgU_#^bOl!b1;l;_w=2-Q0>dkiyyj9Ujzzh0FBB(3b2S8p<4)~Rl#e?V z6Xd#V#C>fd$`8L8FLD0vmq)z2<2yM5+()y;N$u7`45+d;O}NaM&v)o_It zB-FkG%rt+hdDFW;R3&3g0Uy!p5Q@dX#)bZFd2@j`y+V%Vn44N+>^6AVLeNP>BcoB< zN(khf`ceBsoj6vWc#zoc;K2-v3U65RI_vd3ZjMGH*w(}H(ni3-h}Z8tjThe&ul#G_ z%$xc8JL^TFVeTXuMV`^5nmgG>k#Gb!M=RRz`gf(4ziaF7N_?f<*Ghlo47fQ7e%f&U z5VDg1u3ivRpZa#;#DDxpI8Hxa-(#Ofg)07>be7sN^AIlyL|&{jaFC)^7Yz_JXHR-U zq2&CT)s)vl+U;MZbk+W$pE^Kllrh?MYvaE%4?GPRtsgsi_smE@{E2T#>?Ix9DXc?P zc=&p72jlg_^~r47ok73`GB?^;93AbKD~pJS={b1*XVFoPGH8x$6)t$=3hUq5(d#t?5cW<-u zLTm5z&1?My9m5TZ@bR)OU5g#vMiBc(p4J)+Gek&Kme(jF$3y8$hroIyrrMhWNi4tx zXY_|X{D@sTIF&Sxtznc+x^&$;V@S>%S)Fzo*clU2<6CyX`BUo7sFXq_-NAI?%$cbu zjU#$MIo3(nHJ&2*@`0H<&D&^wG}iI|U;`P$9-_C=UM;l{_Fz=cQf2YVR>byo#T+tN@bs@nR3ZtR08+S~H!g^dOAYaH#zgo9H?pa2w zv@l-|;Ii~wPY1LAVTMQH!4;h;@8E^MrUuQ}J=8eRR&HOJ%etU48jE{-d+O{LCFl)u zdX?-yJXyDEx@k4uP$VDL?HSa0PJ*_Y7Vz#?!xDBM?6G&&F%M+l;CV{oERm1gH(Mn3 z%d9Uh6DAh2tL-bJz|#)2fD`vPk3TyT>;P=UGb~id{jHb9U3$~@6(O_k@t0Fo^?+lA3qhR1Tr7MlHGPmJb@7y$EovI~X&y4QhIErY+3YUj0*wzYfqfXXV+*#`G4 z1eKkjvKCY}gU)hL>f5VWS8IEf7FcPA?^~>EXNX z%bSTF3xNa3zwXm6m@viXS>wsx0aPfMoOvCz`dFpWV6!!F$NSj9od*9JO42x%+mUwc zZ1mi%_R5+soczl8uR#GF%b5sW9AiK3AO`I-m&)Nc5ef25paDP>;HS_e?!f1 zoqB#^M2KN!3|0HPq+_Cpm@49Gt1B#`j#)n^mbD&=q>!eClR~`SesnylPA3I!z8-VC z5O{f3*U7dRmM>p|;GgO>n~ZQ9#;^|lDf@=$`S-(YzTP%-o6SM2`QeLphm3FTqRs$u z7;07_C}9Ctx>-gX9q()_b2{6BO>%}jK1`vB4)uerVBC`Ep@nJJT|f3zV|{QY0Mm~h z0ek+fE7FcpZ|K`lM`AzSIA$Xbjr~_lcQW&Gdb?v%m;i4U|J3#dI^mlFopSIBuk|EH z+0IQp5XwE@XjlDBDLzPn>Z3*G7SQT*#dE%3^yel!Z=tbqSHi*QyC%E;(Bc}b zw=;ui8~zJskiab2!xV{IVpSI?oP)Ag$s!D)h)R?jCxY?=sgKY<=yMDrmcY&l6HiOqm{r z03n~nt{MAwcC6duH+`{A$I)pz_w*eR)}yn1?pZ)8JLvA0SMGY{#@FtB<@UeQ0TfN( z7y7`BR`3mR_eCE42^}=_Ml3J>5*kjgcC3o7iY)__3}b@S={{<lbYpkC) z@}t?_cd=7si`mS&?V$=K+|c#Tj3z07!N&Vz=1h@wOdWoBygdCNrDoahfTHZMMMoWQ zFeaiPEjXS{4Z6^M$ShrK6`_m<75(GL+?yF{1EVOzbS6?$^7R;{tOS3a(=)dPD-S(x z_KSO3*6(3ADjY|L>6B~ujtc8h;XW!1NQVarb^2Y*uEpq>4s6qtPx7}KM|dpv5Ig{gD3STe93LSW^4Q2 z=~jlvEne(C;&eBI-9M81hoyz`1Pr~#3#;65fOOeHr>ATlM4ikKa@qbeRwc(7_LW_n z$5z9cI726$Cx&n?`kvA7s->moqNIi=h&60Bl}VKw>bCMERtegQq%qnrVrA;`ICRQM z=%t2aUZI)_!l{^@g7B$R2-&HKviui*e!lE581aK{vUW3F^VihP2m zv0YK@ix1p(_#jrcg(@suXza~Fly{H7VY*ZvO!vKx8E82SAHc{b!66eJ%#|aE$h->T z^FAEJ*#Ghg{Oz9bLU2R{;Bim-G&&ZW7EODy#pT*Q=npd=#MV6)B~YyGm*v`J_osLyzn-`HZQ`2hdFie_RxLb9voDDoEm$`e_gPQOUcJ;#Yaei^PL{6XtSD5d#Bkd z`mLtr-s!rE#w*l?N{pz)i(2fc#F2L~r4nB%spd`C`PY8)nBKvE_Nh?V zwen=$4}npiC9=2tJnIhEf8De8{E!rS1_W0$it41n8%dCFln2f!e07;8gGCB-4n&!i zGwDpjPp+PPbKB#UtRrEZ3_n|pb+D}O>OPGI6=SA;=Aw+G?6j9n?0IiKj{p#$@l?cEPMe*h20661K*a4fmhuF^g3(g1r?O7NBoM4~>>+GeM) zbpEqG?duOag0>d-l}Tvm!O<&;mRbg6_o&nQWXPs-~B`y4!;jqC943V({UiCCpG1aHXC^&t?PbaSZ3?+rXH+ zGTEjg6M`LWgrZE=RkF=J2}dR8+>>@xGS6>GKG)zM5fh~GNOzo)!Y^rD(;e=lP*68; zl)_Biu~grPg}GU^KViwX3jk_BmA`iwCJL#i|jjlzQ1~l7J2Y+oT5< zjP%9&!2bJB_%3tn)!mQjt$_#x=TN@`GSw@6nwa~&bx7H%z$<8=Zq~tuIOMvoT4%EV zF)^om4A33EenY$AFeQ%=z;=}N(b94Uz8IBWX!)K_)h}kmGhcot49HRUqn_7~?^0*H z{XFF@i)4X&5P=FV5IF}T6+wq6+(Q>sNP`j;DiNX*EozaY5=GucluC4|MVdEJ=NA$I zug36Cn4;IFkK7h*#(G#8oi`>HV(K>2|BYL0k-|AD6SX(4QfS3-Qkl1QhV^J5sA+|Uzr?&{79IWHVNQS8GFh=sZv8~|P5`f^ItaHUc zzcbSnV_h@Z?+kaveAkTlJ5yf!@|BPO>ibum0KpVc`~k%)xbqF}JcMs(@@}fOPpH?J z{|3K)uc58+t;C5ACvtLD#37Dvu$u;A6Rj1FP!WA$vcpahLnIVW+A!0mMrzj7-rWuk=yk%$9)&%8fJ0%!(d!odO z<>+n#Um(pa`FVgwwLdqmgWYa4az}& zbJ(nob9fzWClY-Re4gciQ?H*D0Yj)i5O&79||2{SiV zAKut|M>Esi&^sE>_#ztH129id?ve5P=-isaYu%YFH(f1KlZx~}30L{WAy$}m@1XN{ zS-JBE_iMLCYq|YwGk5Cvk#_N_WGmTOPbVU4@D(*|sblwN;pbeFv~1MTUWm8fIAdotkG;*wm)DtTPut<| z-gASP&(ns#A%0mL*3(~RQ!~Rs}ku}It=R`o~6RJl*wM1@|B5SoBjnOKp_RL1Of#txC0Kp zp?}eKXA>TGcG2wE z)swb|cI%1-8V#YIR5sgZ2k!>>yu$qm7FJt(*`oI^L84BdxD~FXLvtAxH6lj zchv1jehwAhIDvK6;TeyA(+>Zq$MzT$@i~ne`OBPW`djf;O`X>cPh!pF&z)iI1C&> zBOzvEV0P5!W!qG?PmaT9UUE*GRD~ZO7B0pq_EEDs(Cp?`V$m*%SP$EJGX?`TOOExr z3(^QbvcvXX84qG#UG6YWe`*HQ90dKu+jvw~42seDu-m_Jf7B>pML><+GTdiDx4z#r z6zKUmYcDTk1gRVz-W4068P7})u0cbDf9qN`^K6>^E@sN79(KQe$+NlV->AGCov(Ax z<5BrNBJM|}18E?P0?6EfGYU|nfi?<&bLHhIyv`lR^V1Lq0qODQUiB%`f^a4K;o?93 zBbX$gU~xb-82!ShkL)9Mr+hK=szAN`GDht0B$K4tR_w`oN5_>|Si3uF)-kIfgA~H_ zmJH9b%VHL=UATmLpjX(ke>u^oTdZTkTG;QjyW)o_3SMq~>m{+XJyN|r;|E@MtuYj9_`eEUS7TrB3@ayMZYAKpk)N*+8zncN!!L0>P4d!P6di>qb5`F(mzvf~`XCq#ksq-y6-uUAd>$LkOaJgFM1!90O} z89Q)hZ$p@#GH4LbxdZ8y_@ee8<7&MdpZyb&<2<+&j@vIVBXW=|M}Z%Z@F8?<#V01z zX=VHjVtjVMnM2$jHxugMqvr1EiH$2#g79G|%*54bEH?n3V^?BN!5LGX=JxrF_W=Nh zF+nv3BFsxcJ2GE?5O&FY6-=w*vt$2jYYY|QPyMlwilnG}u#^g-y2nT=^D>$Z-M z9zE-g4p`tKh7(-agFa~8XE5Ac$We^?e&}}cr%X!`yY0)ui0b)u#dE^_bM8jP@kGDn z*-^GVC_5rPnJ%$w#bjWI5fyd&%#MWf*r?5ShY@9VHf!zUK1|J9F2^Js<3YY-ruE%( z4DYFjDkV{+DykGlo!WR$c~q&8iguys7>cGL;Tr- zz|D>2G3g2M^Le@_um&);t6{oaVueS>+T+CDn7O325^-U+BvICl2QgP{nZ0(8YE#i} zDhf_T$LXlKdo-PjvQy>~Wkylv73pl}k235X-*p&ySx+ryHI@S4i44l6c^pvZmWarcSq8=_4#P!rgRWb6~-%mH*^ zV;w9VW;}SaDqdgxvvq<mYb@n{DsA~o)+j*%q2Fy6^+SeV8#)Z{=F9K5$eoP32;?-)t?VX3K__+eN ztLVI%=6k3AYUYJvWC*0jmB68h9lsDh6cOYK5V`Y4m|k|3R)1V=Y=5VF(!G%~IFtse zZ=9YD6P#gE6TOi{M`<+_tuf6345Sr)HGs-IseYafIq>lnpFs@)fQ9zkIB`ue%8$Lv za9Mfj(RhLWW@fO+E(jrw?|33~*y|3RYP{v_d5{yv;!0EAau|Eird^QIk{WQpI-ZPI znV6Hr-&MgQ$=Bn?&TFB)(B&%`|6TU4Yyx*%!8fF=H!bKVG@p|)Da?>ZY)Jz@ z)7UUs2-r%ADDc*UbWMcF#gIR8wAl3u8F!SC-nFA2V{0sTFB2lNT5Dsga8PG6u_%s4 zz$={bh2`VW8I(&d%5^zrEp)Fi{gfSNljX+0$;M(iM9HH*?9B=Ltmq6h))%CA@%{)p zty#AV)%gDQ6~$p@ISBRS+nmW+KA_i_PO|^m3ZpDQy|$Z{jYu$Y!{C6$x-{?f;+j<| z2T`|uO2`}0p`_IgR{_D6y!I}bYpnO?4L|=1i><9$hdb#+-R}4n`Ws-NAkSbY(l$cx zcX*fKD%q}*`D$6Pk`do!$4aJrmokCzOyN=*}HmM<6~X4HO{m`dHHItNO_5-yrlhp9rIM(V%l; z`E|ItNvrLwLyN`+xvd%dB$XLvx)Cc&=}&pT|Qd%OY z6|!0*u5VyqeCa@!!=a|9KBS zB|_C8Ek8R()ZHOeGwvP8isH-aE^UpJG#rK(H;&gk|0}YFD-G-89H;^(UbI~SeNUVe zv>$`BY1_p_Dv86bb|CdJ65s6yVue<24wYv}-W_7K=iqtQw%>H%BJcx3DbfpSEyP$s z`8gV!k1{Wu5rb29b> za_5(VP{KTgI2(IR&=ihk!EiR^4`;NpQv@Lmx1>L@TwOc9&MVl?%cfUUGCle7T*Q_mgD|m1?Hg z(cR_{YkO{_SH^xaLH&fe8PmD+(5&(zvh5dCI0N1Ip&!=m(~NvQxVu@mGr>u_4EnBx zb$dSLj1{oi*hl~)a#mUdCXFGeW1!YL>xC`#Um)jqD7s*%YvlSJ(XNp03IVT>@luGZ zbh}rbuhIqoq9aziW2IBR>zeO6=r80!U-<~1Km&{jI>b|alvod8=WAn?wEC~}f(igg zq$Ic`jod*6V6_DZ!P_}6J`))*@je)Y#hMK}-|**&Yj)4B#I();Ajazf7I~8Wi7D77 z=MDXz!Mgp}P7iG{hTbLX_Q@W`d`}=4vu>+Hfa-B>b7p2x^NV zX5rrjjqXkq!X6w0qQ30*B9G42&~|=n2mOYtz2j}~FkDH_y@PfYm{);(HJw7yEEN6X z&dRuxH57?MlRFgY<3nqQq zc?tvP8nb`Qpw@UpEL(FUc+B4rbji933cUx5svuGwTzU^WRl%q#NL2-|YJidgF5Ll5 z3h1N(P=XhAp-U+km4a9OHE{CkSopY%-xjimGW*>*x9?D%LZBAq$9|iWb-Tw3Df3|8 zj?9pP0<^OZ^>msFY;|MVj)m;vBBH9<29>J(()P+oE8uHV#czk~o{3p_wh$6Az^aaV zgSK`O%xnA5zOrslz1rg6wM!Vsb=2()y!mI@gOuW-jv;StMtuVq48LgSDeR(EQE(E{e@(MfFg%3ekut8WyQ}c%( z1qnaNWA?SbD6#2!=G^_q;1MUI2R-g6!!sW*2SLtzPrli768iM? z6F1$!oaZ#gDBCeRc7h9*iMDbFeFu^Wewo6ZDLk6Ssa@%73f89KZpwLocj{|rzajx# z$pHd1ps@ssVsN7#{55m(itqV2xdtdE5^XkS-q9lgEw_bO&^Kp$`~Z38AP5(M#%#p3 z024Aj1{TAtV=KI~H)DTM)Uh&8=K`QRRq2RC-9>CP#Xt^JS$BB=`-^$2ZVa5z-~K~S zOn=GoZKKT=^_oq7&k&doV~_18cL?MeKy$RLdrVYxiok0jg?M`-I?By10^Mi!dG|?5 zJ|f20io+3`{W2Xna7`#sfd)DN;hLAA;uUlp!!^A@vy&8SNuZhTBqv3FlAtJomAX@? z?$oOH@dTTKkDJ!={{x?@zr!f`U;nueJwGwr#1SM03bxY3)udbf*G;^pX#g(!DHMF7$ZhefAGHweNWaCTzO0PkCDMUXrUL=FcEpoPWz zH*aQD4#(^!?=07aK&&V?3S&_3NKoK}4H%2UI&jXMV*tZD^X(62Acz0#q-@RIFpeX)B(FM~Pv~i$)~VyM=UdQ$s@s#s%&h8%6ByLbhBV|)DCKMmpMn=` z0-5^*z(rhN*pp(la3Ku0%$`;dp#;Y#Lz!&=&E8?^&kn~D$`}AW8L!c6OtuH~roOL? zj#@1{qZR-R=!2cPSDJ*@2NW^U+?su_eEp_)W23X0pbGFfR^`ia4&Mn0s4X0V(erAA z5Ddp0G6kd~)*u5UR367Iy+dVv=xmUCmWaw85m6;7*+lD`gdFOwo>FQntvi};?E<8vOKX@G3(B0Ag4r;}J{pXJE`8di3)|Vb#BcL66B5pbotD{BMYaCdu z3bF%w&J~N;tRs^QL0Z~g#)c#GwU39-N5HlNUP;kFP$D|1(SXBjWo59Z-2lUn+u*Tb z*24OlJ`zUV_Asgc$LZMV{r*0~*6OHZjJhh{-?kooW-z3KUut}O%q6d`ed!VQaAk~4T_kh!T9I6OURbi{Y zFq0Hx>CR+Q3@6QeQjDlOQ%W(YuE?stc1>JOaUb`I;c>>`)V4Pvkyh`EIfJ-*v4j&d4Bp>#+6J=25$Y4ddpZP7dIwN-rbvwna{5Vf8hYcbV z+oUkf;gk|rtGOB8F^CRuKYZjgh+b$@>_RhN-^a~XJt9APmrseh&x_IqqG>9I=e&>18(v9t8TCS1I zL~YmFBT;|22cGB9RorJJUAg7j{$1{257LcaWS~99Vp)VS%7!Dn+jNYBoY)3E-N>eA#|LxKwGwj*xAtbe+lz?TL>OfB zw+6sZ($q7(A|!s6nWa;*Y^ufMyrxP;9WPFzThJ6&8vFW z;N|ffWcL&pmz8BSG$>PEwU#U^%JQActSHW!`h2HEE2^}nP+y_dTGXUOP*Y<7u4h@GA-=cLqKi}=!{XhP52U>lcusFO0>T)DJM1~nGxPNeXRr8Y z;oy1WpAM27`Dcx1jLdC^K4lR8kubJ|}^OS2uMMkY`;|03gi_xbt1zlL_+Lq6}3pgKVGnm4NANmZPw zia(VmcIA1$d*qd;UVHF`W&iH*S44n2LEsBLw=3)8;-Qy>d8ap9Gb`d7gHn3^hE+QXpw)Y$P zYV4yMpGp{c#kb_D61I2jUg```^?5}^g$6>67zv%(dCmA#nV`R9h+ZQ{RYIvsG*t;w?x5Ve}9ca-j%N>Hbm>9pP4AdcVW?FoAalF@IG%t zVPn_Bsr>2GHSOZ8KISw*R6g_NAjNb1jzzfqHVOYN@9CZoCE}z+`jkqm`X$}!8iu85 zm5OeuXqb0;rlM_XI;Vhn-r1jbR_GUKk5^ae$LscVs2q~p?yhgIIumKub42WKkKrUG*+kf#QJDogLx0jv$f z%3!Pv$v6M9vOE7`kG|Qd|60g>l|p|)@{G9^*Fyvlgyw5zpa7)_kmEqc@&rU~_IfUt-Q?kDbOk z4uGMj#%wjyIk6aKnkQ&4EUVDYd&s8>1(g}1_sCHdQK}+MRRpTmpexP#UE{7a@mfQ# zH1|rQf7kTiJpf;j%H70fpAeOKRw=4*wyo5Tp$W!Ei|s)gl}+A*a=%M){QY`TCI$(v zzYo^kMjwfD!5t`t`hra&>m9wts3XlMu9wv}ZmxKL`zp!&v}ZSdI6gbS*`Y-`@n#yiD-saf(G(P?=q|f8y9N(n*)r5R3|5~VWc6?V4IP6(3 zIFiP<0(&3-sz|cpa&D)`;6I>_!_%ZYx@M3t+>nEfkqo=G2c(Z|GzSmw^W*&fI(X!t#}+}5qon`(`*Ib zTqwa^9<1Aaw7DME{=6h}TNAjf4j2}bWNxRz%|{4M%rQsA?+liEK3c}}V)mPl!?`nW zYbLlIAcvJZ^Tp5x+(>&?E~_w{z5w_K0!40}ajtKy+un<@!M2DUo;Q#nSqCo-e$a`X zU&Z5nxL;pczBBwa^Z%X^pfUw?2EjeEKxG`LOa#rzQ(Qg8;k$GD6z5NK0ToA3aR+al z!oPp!*rmfQ?LA;$ohJtVAFtc9wNKU&KNH{>-)I#+T?YD$oAoiu%BMnQiZ<$ST)JQo zPm43-*MkjJiGG%^=9>ZW*ioG)7<|oha$ZK!a>0U^@z7bU!y3s&exsYgvi$yGcbF7&B@UUR7!_yl)t)$iL|KRy>xbBs~ zNfr{x&u;H}drD2D(H(W9&`27kbVn~KRFg(KT}e=a8+C{6pl;8z%BKQ`6L}}tUG&78 z6l6u`4P}>gPCiK6lVqXcd(u(z!Q11wgd4D&759xjEeWjYek}IAGVX)}2^H(M{~x3A zK0EQ~y5INT5p>^F(VtL1clR5F@V76@jsG8OUy>|Gk|Vq4De?qgY##2EasTayLKVRj zX~U}p*^8DcJTIq*4`vv2aNa_Z&cKG8K){&+t|+mGbw%x?sp9*0 ztX>`l14qdtT0KWD^K)@jBQb|j#j}9j=oKs;YBYVZ!wUbnLVi2kLW#+YBH%1Slk51;*S68#;V{tBM+TU^#RY?@)Fi!*0(d4me!#=ppa%a&L+A zyiEpkQ^L22VP<-mcqG0J6?6N=w_Rh7N6+x<8Q%Skk5AzAIr=_B>%Y4vFWh*a6eF=H|g!PcR;{coq#r7WMi6175u7GP+O8$cWiN2k5yVS}Qo zar1^Rlx=*%E#ty=_(h?Wq}lO`F@3|9(}WJ#a_)n9m7QeiXv~Lpm}B*Qul`M|E;*k; z+}^%_SPiJG|W=TvrHi^Q&f8@uqBFZe~v$W!_+<=w>`;m zGC+XAXC;tZ$1-&ZeA<@DY{7l!!Ad4fZ399YaI~cz3eDa!g;Lv0$l28ePv9zS3)hk2 zpyf#AKeC+OQ>6mp4l8*~7$=p&k&BM|)o6ufu)=m-Ey9ot`gUU%Q#Hg7hA+JM+Rqxn z^D5gX?2MyEQ5+P8632rppg7X&yW%`OL{3oz9-U?=P01u+bHUiRzHFvPo5!UTT!1S@9P#vBWoVJ9=J6|1BQ{><&{4%p^*vRzb5?y3}^^A)SQ_tPdrUfJ>XZe>Kc; zG36g9r&N6+pTu&|2Uwi4b{b#V$fNZFk|N1v$38Yoq z-^o()*I$Wl)yEZ^(5#z+4N-LNUyn~GE|LXzL$C>D<8oLx*>|Oe5EbzGTkJbqn`Ju> z;n~KW+o2sYYli>3ou%{m4gJHb`1sA%yFh>~#gCuS#%keg>D>2Lhv5wj&FTb`g5e^&g z5)kNuz!m(m2an9pg0)AqGr&sY;_a7wF^bUc?24lpIKdIDQ#W&YiYD;xxK$3{h5d0s zEYXq>EpPffOzL0|;_L?Z32sFo?Py%pR3 zf|uBn2=^i3%`&m8EOtX@7FPmdTk)=d$644hetkx*EPMrVZaKkBa8LUoRM({e_157) z^XN24F?>xy*uKRQ?$&d$WcD2Vh>zPngIUVK3&c8jcA!SfkTS@vOxY2JlGhPqZ0vf% zw0o5}NN{ zGne+at9#}GpS#9CP3ALC`ozLMbG*+fh#6(^O>xX9kvWAjqg-Yb%{QgyF2QQaxF#2P-Imm-(FOl^b+ zCSWs*Ej=iXOScKa1t_!Go|^7A`Y)wAr-X5lLVWX#>EJ&J8uaF92*zQJC8<$BZC6Ns zB3rLt<73foJy?a!?%-XMYx z!2-5ydVd?dZ@}>JaRU^9^`8TsR?){(+#d1P00_pfEvElFV0~bERhf(c?|3##h1Hz+g7?mu(y(o2ZWiz2@)_)`@(d7w(o7akT!tH|@W7 zf6qT)9>w#2nGDBUNvtKhm%-dyUzBec2mmqW9j*WeOyNKVsNA~=a<$?76fiYQ*pE{p$LM6A?x6g3Lq z5qrWh7qrpCFjkpxavoMB_}~Jg_bt*}bt_`m1GP9L1L}T?HTf#0sqC;rl#Z33X$tE=x}3*d{v4V+Kv?8zgbg~ z?f$_h`t2*7`B3M+)o-8c%ojVc(SCbw=aNT>Lef)DDU)By<(e{ir?(tbCLi^doBI7V z0YL2TIM=_J=}n*boRUBOO8BWCXJ-PrvH9r0`8mPyL}nhh1!eG;aEi=a#|JansinKd zq;+HAyozt2uyp(uoCb#Optg3!(LET7BP@xfedWb_oqMgTM{dh?wih4ROuaBgC-3wm z)x!e{k(pP=_5o_=w?ReVXvg-^r-*#TN;YO>y}IM5#+CMdX?WA2XkLPIihYD+VvB>4 zJtaF2IN?vaHGZDEOVylFKFA$bNvmp9K5C&4m|uMrnX$WQ@QGgq4V^Ff`wX_-?54qz zX|XzslWZ4=ZhP~1hrm|F zCr|{u{_F5J#qrfw84J}>e@l*c7c=tsb`~AusFZ35Q15710G&UEbhzOsIpX*Y(PJLp z<`r0Td9Q8q@D88)pC!sON%K?z{VkZD39P^M*faU|T*F9Ou5CnkQjmO;&OA=(LmFL&rt#S(MmK{ehQ~1HzHXs+6ig`i!#{m_ikxqdy zO_&Q>YOtDk) z+!$ZZBIUA;jlKPoLtB0_FMOLFX6A^QnPO(Xn42{|y&ZFv@=Vn{Q$c@gDZS`T(aID?Yjf}L3bqq!X#WuNIP6~6YUZQeuF7f#yH_ot zEOpUS3iCmDCTj(~O%-$MNtk;WJ}nP3hs4BDF)?8L!LRY{@0jCuGn{XR3x4B>Gu&~G zQ%+#b84CJ^n*Iw=h^I8k$7MMzX{X`^m=}6iy&-jmpb8M8>Y?u8ssM`HQ)Nx=sv@@w zGq8cm3H1<+0|v1N*pZaDS4ZepwFqW-cY_Gos`QKjzalsQ(@P92dH7x76NEV;)J%Bw zdrEtaW~Ee|;*X*K16QzA#yiv$;`r*&48{RxXu53> z1W?@%XG-Y|Rae55ZV7}5YiPq@jI8swA=jlJq+v2CnV0fRCRFo-u+3WrClk$iYV5ov zd48i`QOIH_Q9va25`2H*dih^}CHT<~fufZvvuJDqxB3NyVwfC;6lby*?m#=&P$NHo z$N>=c_O|g)IZ{+CkB9>{cE8-6RUGTW_&n4q0vG2v8;x<>7Faa_iQmT87okH0L`2ew z#X|83_j$#KV{iVI?}C2|9)`Y@hui<7BOSvS4=8N!!Rm4L*2Dk>E}|a!bA!El!yLlu zV%cxBZ^y;LD7Cjvf3RP8Jh9Wr+&40}j?CR7cLRC5ha_eri8o0O-p#PS2{brE62Fnh z8B#e%HYY&n7jF7*7?8chNj}u&n5~Goej#ud>LC?91Kr*#|20<|0Z~DsB`55%p%P-> zN0%kX93jPmH?H2n8-vw_`8jlyXLW-`pr);YA~GMmnBK|=-H#j2Q`6mr8_#1OPTO(3 z)iSLFn!2_f$Dh-xggn-iv#(3@)?F*F-}VH`(IO52t*+BH&m+NPXwxndydW`Etwj8-$DHXmr*hA4b?8h@I#-{5t5s*})|oa;rX`bU&*WM) ziL}jI2`5v|$(43q$~=EIk$Ov?ekgJ3y)I=uTiD%;&C3mYxQz~CJRvn|Rp^|8zyh^7 z74OHhOy-H5ivi-8%V?xyIhSfLn1?RQ7y|0bXWSBm3U02N zo2l$(s=RL%-?!@TpLhITvUDE`vfWYxJPByaSAGt%Ol;3ULZOBZT!o~Nz@k+em5AGa zq`xlOIYWwR7Qc<^cFk*RwteBxR+hRm7ioQj7laDf0;@GF=dfChD#D$;%vF8HPI_-} z(1=<>7=0aS=+*#`y2;==_Xbt2^lwiH&8p6L0cb8v2JQY&*+5)~W5w}fwWWJ@|I=DR z4W{nt0o~?DPr}^7@NIdRStRC`if;?X%(5}Fc+3?6GX=p+aquZnnCThj`iGfbVy3V7 z(qsJdQtBzb@S*B}?ev$RFnEmZ5L0ldxjul^b2a)~u ztcKLM246)?1Xy3A-KV8{v78<*YqaINQ}sk)!(H(CHBB6fvP6qR1LtUC-0JfW^bBV^ z+DChBaTZ9NjH%Up_8o`AF-@y^!H9$xp2c#qQcB=Vz4=5|4d z?kfJacF(Qg-`4So(|l%3pBdTb#`k5P(uQ^gNge+{G07+?8HMFddC4d;DWfJM;5_*{ zZ+g$)z>~l5*dOAqIXSG&(`zQx2N)lhT&ND(t7`Tg7x<7aM64a+A%tCGu=YB6+ks>fC|q3`+KUk$&CEo*s}A z5LWXzmQgT=c@H4NeRaI8KWxLm^@O`I!i_#~xRcYDTweXLlT_XLxps+PJ6abG9(Wvf zS>a>c&MZ7RCcJu3P^flBE^+f!Jb~l>lxy&xg{{kq2bkgDGu(WJv(Iq(PaJ=S`~QI_ z@ZuHx4FNE`X2Xa2er9yEKORQ<-V}z*Aot0R4UFud27t(vZddokPB#+y^$DFND`$po zwOVNd;f!qcR zIf;-*7xgsPk#u7TiM>H1s=yP1+y+~fLs!c^JBL&*VEplQm_}vLDdhmjABP!e0(T(M z|B)fJvZ>UOIyJC3;iq=d_ZHhLX`%o-~()74rj$CL`TsB%K$j z=QpmXxg>u9O4yUM>oCp06=i?@mEdwd1mL*XH2^8LB+h`%6r!ksYq{~10LrvNMOaxk zu8YGDjIjlqfo@XRz`+b#*i@jjcKE=}&^)BfQ4JqBh&#!a4jnGJ-k~?uT?+#ENC2S2 zau8UP$v84rX(|D4x4ZC~Kq;-TB7}~75pHtq{dL2G2_?gzimb1B9_F=#YocGd<21Gf zyXjV?P%-N~kXJ3^I+`t6Q87b(=j~{iIUr_^iJ8M|tXdKLxXNu5K+7RJS*EOGp{OvA$HnTTU=<93LAXvi*PrgQ`2|b?Vl~ zgmSr)i52i_Ral|BBfRM8;Gm;5%Gc~>EWhPAIl7Y60>UnHWhq>i^dJ$o{HoWZYq|I9 z+A>Ec{uf<0F@@8?3fh~P-sdvLSwA5ZMn0sEu?SHyeId}^$ zAUW4ccBTCAxw;{~j+WpKt}|TJ72jZ1H|6|Ob4n<|+r#M&{T`~wMDx}e5>WSr?Y1^uOEb&t+2fgQyl0H6y{Lel8~Xxx7A6`A1)CNu?WUd zdIy)fKn+2ckFV%w+kwocAh$Jm+aP4N37O48X3LPeI3$RuH-IX|TV?R949@jLeK{_STOIELJ#Oa>B979N z*=E7y%3TX8IFF?tre6h&DrXn?dG6KaTxZfbzXA2V{a;gjf%c}$1Sw`Keyr-MOTTuD zs$G2qbC-z2@VJXOUXDXt#C0_v#lg_t!dKXmyW;p4FVxQirkaG)>Y0LdSV3{i6^_Cc zf8sh9)M-Y|x0LA?U6)hWhm7twM$od;Uq3+a(TGRD(0m(ZQpxO}#=0LWVrvU(BcFDup zf*~+X2NWClqJJo(yk?2G70^Ri9dLWtU+ox3U)PZV3I>t{M{)EyFw?9n{-!ny+{P;Zg;(;T|DLuHMO?}72>uLyZ?maI_|7-`qJIs%;Q!Mae?mW z1$KEL12i(fcLCc!iB^`XtNGJ0vtzT}HHVM(+0Wwu z^0;0w!l!lWoxwQgmgsmwb*X(#U98?MGWtSur6~@ATZn_a(}tYu{40xioGjrTdoN&7^u0UEfRu_@Np6JL@|{H_U>3lrBHzw~})9 z*I#d`{0}AZ%VJssoJ$NhuKRqP7BEeFd5CBn{&k35)F59UaR7uxjvA%(7Fziy#55*Q zri8*GHQ6FSO{cywib7pT)sE4Vhh2jDG$w+uf#K}!*96{CB zZ8=KkKf6Gu+lpWCs6_V~%IpA^#9|aQnR1xzAa1+F6;9aa2wQRA5132U0ckVEU!Y6G zhdrO*_#9zwE}C6?ht>+lf$?(z%e_tOZ;3k(8G;#5Qh-6LZl>)#A=%>gVM}qBSfOMK zgllR%k_yvxxfHB@Cgz^tn4DChBp_Uk#`oTukZ4ze{&iQE6tlFWeh>7rAt1UmgVN9sbQ<(fLhZW= z8w>hP2Wf+Gbf3P$>Gpj}Al+UNExpd}>HFw-%ZNy$02!!njbC8)!7nTkR8QpBe^6_G ztGj1v@QHYQA~l~Y(`S;JZwby^vNKWmd<%kR0;0L#XeLnl5;XmG_}V0S-O9?<9VY}> zT6Fl*zy3;~I3Gf8uuu_N0}X*47?%!_LE?O%yf>!eyAF;i0E#IdRX9($diavSM$P=Z-s=?JO3cpvRf4&DY4&=K7TA{fTJc{EQ z-J|pP148UlyaOY-`0qC8mMA{Eh;hY5HHB1i*+Hiw;Q9gbJ&Hr^r4V5RvkQT7APU_m zd4l_J<*Dg{3ry?%wvD;J*Mn9JcpktIrO&od;1ETL23^+}7sEraOxd6-XxC6F4I`?>0@7bb&T|ll zvPxy+?)FOW1;lMRZqYBahZcuhQBSda%s>vI(};sgJ=y4McK<|~hLBZRjkgD+GhM#x zUR60290=qe#UTqv7F?bh362W%cu7-LGG4a-Xx^U;x8+-)pbqU3`D^G9#j1&+3`3^~0LbOlHZRn}m z!pwVByB753JA1GU?K|MtiVDoW$|k-aATtraASmc{hYT=Jvm9<(`99haoBIwf!EzTB zIjc9RR5%aUt(H;btSiH+M9~d#?BQW~LFEX>0FOX$zu_^cVrikz6TfN!_o;a8g)bPc z4FnM}=?>?V&D+*(s_8W`ZoP_+)zkrCf!3|}zR0iCdXsd|E$cts|5k%?ox#WXVU zja;lF6Zd#(fxM+d{)S)EOOEd2aS&B15k+VLlYX|%p7X*cP zxPePg32vZQ@q;dlL~DAVsu^H)SV;sw-d(@pFM$26@Oaqil~Am=U5`*^kZ6vk{L5LL zSN@R|NQ&?g0Gp}uJZ+TOLva7?JCOMl4QASe znU>*O`!Lf=%(WF?T8w|pTY7STJ|0KOF5bv)ZVvgc$H5ORjIYgp14uOu^(YCas};5i zoU{WBn>a*kg_JnBP@8ho5ZSS!xhoE2uRKe}WM>dzh$9tVWxqm)4uI%((Zxe)Kr-my zJ+~^hN(EVJD!!IJMYDXjbG+Q8P+p__P<&#mp?rrk1GeHD3J^R$N@T*E zmus9(iLk(Nfr+JiQNjj=@vph$b|}J;tcTB=6`!E=Qr4r{ezhZxyDg0#Ktg(m=-8s! z231L5vE4&-=j}3@xsv8Crccw;#3D6wRLvY%bH~;Uw)=+p=CI%lMx3CI-yr1-)SQE$ zU!dtfre-|34Ii=?`Yf8#SpsmrtN~24bvzi}J7@#Yrk+y`>OO0*65xeA#dwM3D_Sw1~S91SJ zAu;!%&wT3>n|o}TYJUUFNVA_gz0fUFKeke@7Pr{0u*gXhcVmV@x}A~l<8j^F7Oa(w zRg$q#GS*7Qa(T02G8RqFx_NVSUW}e^TYP~q1u>aXeK)d92uY;c;^|+1CCJea5u#Wh z2+4#z)(vPU;G%=bQ7f%0v%c--8l}pVX$&}*d>)nzX-5E{#X|Qc<99{t2d8DHOSvaczrD}%;iOvItNxS}D;u+ktLz#Wu z&K<)WheYbR%fRlW)H$GE)C4HSPuHX&)yFxwj4wczPgETwL)b#`qV|MNifI z57pw2o7d3jW3>>+2MBt}@~8UT?O%!D_t3XRVOb(>HA|cxP%mlwUw^;5h8;%=w^j*z zL3snBbEVN`@r7xgP)fFm3Acg?aM^OR20UBX8ng&%+b8;}#7-iP*?ghIpZz=zI}zWs zwd8C^9sw7O0N!`BbD_ncuq{nh!h!`-t5fl@>Wxv&So=hL-5OA>-uw4750neSP_j|$ zdWmIpDM<2#))eBy{mLP{#ye~^8#`~f0r1}7xeJ70;|5>I6A*-Y`y#c|Z?L6Xvb?eN zseK=a{U={Q+{K{v|LIncxf^6|2ygd<%xxieXUN^)Ysl>ZJD}Tt_Jr~kNZ#OZ%&6vOh88g zlUR7&zn#D2ufG!Y)DLA+@xExj+zC`g*mln*PyvNDAXN$#{=&iQu3s)q0~|qkh_m%_ zAZ$7P6z&1q&f_U9ul`zz#zuPaES=te%LQRa&}N`dpm8z=0^(cYgX!^eyZbyV zzIut{(dlMaF`?i1d43b30Qov`yzR+Nh+^A>eqTTAg0#2W!YxPk0s!e4+S_ewIwF8| zNB?MV9}P0FiqA%*0ia!1qC&;pozE1mg6`G-{-|4<>D*?zxNjZZOm{ce>CJR~pEAI2 z)!@H@-+KYzJ`NzW%-Va)0Khldd>rR3S1&!_gLikp;?CY@@Ni)L*dBs=)9wVtwLA2# z!n_G72am3ygmBz9gdMEn{dk?k4YpiNw75QpoKX(CdfVFqp#2RB_%v7|EzXE=xUHDv zr&$~sKOmWi+dC^iY4j<*8R!2jgh1jvwzu@dJ5xP_R@_Qc&wlZ%O7sISh%nn>B-Ph3 zwH=Vn+QlzI5BtPAALr?SJo28cAuxky%aipsMwLDaWE^7Dm3PyA;T81l;IYN|?I}<` z32|V8ub_&jix+lWQLgHDU6gTE@u?{WCO3r7{scUH0~K>%V+MrGfRk^aWd_WA137luo+S5O9s=fI+QbdVM1LvX93}h@ssFb5%^z}!RJk@&x=odFGbPhAWzKS0=I%OO)K5{A1pxsNh$$g!O zqE{R278#@T<+X+Ek*#P{m(=1Y1ZCihCMjq89jn1AV(c9Bla}K4_{+K~o$bB8isSSQ zTS>n;@95hvOs)_m524?YsVOu5iXJPN>Ll=5oe#&Y95} zlR9HwznI$oF(pFwACC_hEXpy{-r5$z_psy8OW)nV9P+&96?h$wByl~8PN;^ zb4GFJBk9*6r3zQYj@BDrbF7^dojJ&3`xb3|Bg+quM_V0-P?c65h>M6F-qP@(7+YP= zR>i^iqsr^S%Iw1Cvm1fBQzLKQSz+v1!hQpdjlyXz;9W_03+`UgP+;Z)ol_`m`m@Tuf8b)3--z=Bb)_u%<2ondv~{QIJ_0ye$wi%Y@uw zA#r4Q894lT6YdSP`4CWpicW|W%oYg706eh{`Ttnr_B*~S+bDpmK^Mfsn0ekIIrb~? z0=Rgkhn-fFXa=0B0Jvdm#m;sJ{Q~6y)#VHz37X<|%AxbvV`;%nt3@z~3i}6rJn+A% zhnTR6#HM}K&@LFS2E0yozikn(!tlW~a#c;(F z%6&kHcF)j8heXf}Jk;s+e`%w?wbV21^<1m{t?iy^!Drg>nb!PMp&Q`_c@JLZKm{Go z7A9T#XDxl$@k$*R9pE#ub)QK!fZp3uU0!|JF(4oAvPG(#g{i-b(#ev>QMZ` zGgwrA(9a1`-0)=JbPPZhP+%2D-f(!ly@i`yg-MX-6|NJF?J(%Jw3*Y-obS@15(iJJl^tcxiZ?#Kbtj(Gr_t@ z2^O~+)d`BY$z!NZ^8*O?4cg5?z8NSu0};PL#~DaD#WX(<(0@){da-{#WchUGaXCQ* z?;eRME|4>1f7FV=x5MQC_X?$9m*Qvq*n%mhQ-OaF`6tWADj@}o1#l@2r#I4PE(W(v zVUP-BLI*$!M~#C@KUMxgtFp0yxV`30(!OYSNCw{CncAkrnX%W3CIf06`YRrXmpcbd z!%^8`eh0j z^y9*xFfMai-o`(z+g_k`w%GgL4htC}L<$*D@4`W|X06a6o%pcJD+)!Wd3M;9_$8?y?&9UHUi$^HhC6Wi-1 zFMmNev?~syp~361rz)NZh7VQ*xLhOj-lJf2;B+B)qO?MPz9x9Iz!2zYvMzM>;#(vd zVQ*@05r63r_<0B#@$tG9rUWAwi%D8yDvBE;w3Z@ySS3+Y+Qny$FDD4SJ z?GtZ!i^CZh$G}DiLZDQ2bKs*2F@J&vs#JV_5}(b)YBO=$rxr?ms_WL@ zJ+yJu(5wLv_V&Y}z8Yq$C_EL1_rTFSVzlVTVpo}5axv-}!f&C^fb(p1nTz}(z0XkH zcoFgN$Hku5rxZjn(~wze^BLUYRZiHBhu3R&nHa`xi&I;-`J6y=g#qQQ@ZUv#C85)` zIQLBLcN4eX#M?J<0?v(t-$uikF>!8WoOupBJqmvCG{`&Qu*+u#6B1HCJT1%wFkMvCmI1|P<0l)}D`%nNudtD3RTn#yQ8(Q%y zj5m(rXGr@8+OJ&K8jwXb6s}R(a?@&Hrr|FhAFvO*isP4$5CsbP5!k-EWQAkVs=cy9 z@s}1a;FNmnAPJL6$Rvt0Z-JUj&?XnaN%V3Ob)AP6&o|j~ATNL`7eIMi zOorpRlYX#ZHTj+T+VX_lRF~5GR(+0#;)=fjAqsiRdiQ z6JY&xvCka0Ery=_Ih7yHh126e^@2ED=yZ1Yr=Z&OIEXVWuCF^u7C#=^iIbit&6y9| zr6_QGm(nldV{GSWOx+kvZw_w^AaONrB)a%S z?zu?UP}s5E#InJLxds9dg_e+baLHvsm>~l*Bw>a;`~j($AsaI!J5QN?9v-vBB8kK3h&_=hR5%g^#??*Eh+A-z+hBJh-~vmIfdK?6NrT}igo)E4=)G8 zaatf9#^@9e+y;AmES*p_x9RM*=3pWA^$~ad0BwmKgB8W0I4>s-OIcL;qB^#>SXD`l zmm^V;LLB<++WYVk#aXKRU9(o1O|AqknqF87IS*AtY}^H4Fu5*oC~+U%%?oH&=<}_R zrh~BT8N!Q$hT7wJyJxja-g%DiGtA`tGWowuF7Pccn8^|5@`Z`oVJ43F5>xyS=3x*2 zY9I#a>Dj&aKbVK)ufGzx?T^RpeOM}SJ4je$r9mrlI7Nr@lT5H&K6_Wnwl8w(6vp>> zLQQhs5-QogdU<_rzn{~N3w;7BG+FVr81o{I6n~GX{wX|T8z>MJQy=Eqnm}FG|0Op7 z&FHaP#G&M*e-;o^(ca)7JkK2}G|LniAImHs4YSgKC3zclbm&NhGdWCielTypr z#Z`cIzCC)?$yYkb8A=~VgCu@~X-+rMi#H52zEcR!e0iZo~1SR~!SW zo?XZ}dw+_Ygf8o`i*f=hl*i$9%aZMSBfCfe-5$dwH1`Lk^Gq2%Q&N8`uV+f_xw3nv z1fMC#zm(?x<7Kg3N3uID&>;eli~f39B!B(&HiP)k^Z{b;EC(?=?O)pjn7PPP?n>($ zE(^O>IndccDQGf?^w7JI`QNR=4O!yWwL(kKuLT} z<&e{;-GL@h`C?l+g~yBW6b;;Grz~&A2RXbc-wa5 zHXoTS$kRn6GaboIN-|TEhX=~WzG4ol> zd>L~e$G7ieViTF63llJ6hF#3Dju|#G!%{x6ml;+w!FK)yblwZ!_92c9lN2I&VEniO z3kD^mBMw&q1Hj{e?fA6C31Urb+5<$1EzzQ6Sr)%SOC2&6hvg~+b8blbH&?v&xTO#> zcs@{L?UedQhILL4sek9R^ZaNvvW<2IvA8-OlisHIXqaO#4rXq|SHF}O@$*Y-?EsKV z{}D_~x_pa39YY7H@_0B5=sJ$8ah8 z>#qct^C197N?zVVmE!<_Hc&hcT#kAx)0@8MN_y8em>GZ?mnae7#r9YU0~QS0C@H+r zM&=9&@e8FTsp+z9|F3+wx#zo@ZirGX-1f6%pj{!eI~519bcb*E*4wliuBS`u=)xj< zDc&IzO>LfISu9`5I0PXt&77)$YGFF4xoYD)CJ=5|C_e+$yasHU>N{(74jeQ4lw8l^LV_a6J} zJ_Lk9r%0cjd983O!kS;0okB0Ng)0$If^z!9jFm&fjsJ40%&#$4)O5Ev)3Y&K23TN* z@!Q3~L>Aqam9#LT!_|a#aBWp(R;5tA05A3n&)2xFRflIc=UaEx63tboDzE2mDMBFL zz?$a2i{ADPV?2m#4chTt01)GNOmhma|H1<^4E8SiemXzQ!B3vm=SGORapK!(F*9b& zj2tuL$J{6~aglm?PW@m}m04P47Fch~ti)j}H{^Qwcl`yo&8PDHhl=m>6!})!J>NZ) z>|s^Ar8K`>(t>e_I!Kv*U~UqM^4B|-|Iq(R;8$0yKa_(wfEAq;LiP*rJRT0B%MSZ1 zpkj1is-0wqZ5ptle5i1L42v~e>&E3n>hM3_io4P%Z@TS)mndg9=@NMw^Dxa}5${fc z@tY3ghokVk&iwayFS>TuG47RTha?HX0^t5wiE|}wyC#ivQct$b!Yy@tdmF@MhH{zx z+}o@!@wUtS1~Pww%+DbAKgj$N-u?=iA4Bfn@bY{3b49!t#rs1tH*#Lh#A{R>AZ?fK zG!_@WEBDK`h9j_K*?{*PaXioqn`Bn2e3kTdM=!8n4!YZ{qFcL}x~tcM{A!=42+L43 zEmwkjmWMTYBwsHJ{~>Yr1WOtVV2K}vG2~Hr+v+V_@ZzL4#0NIjUIS$Wf=5*x)Yn3K zCm^0z;ej!kjF#b}G8DHZddRQY_S4_TAGEpI*n`He(6DdWcpSgo^T4^R=$psY_*hEZ zSLHO_cak|plr8*d{0>-dJM?b?>>2mVRt5LVK-}I85w@LgM2xI^y@bHP@xF(ctiV97 zAn#}F`izaAkoPmL|63a%(-O$F2i{5r|5w%E&mrV55cbF8wqy=DEdcl`I5CE~wfI=l zDShfyK#v2en9Q!M6qktq@a<*r@X_!ldl>sgtHO8#X+dP@@L}!|X1igng7hwqBe)62FXkwhwT@_=~b`{@e9%ylxSvs~jy zx}3ZikJhjon$u?Q&3`_^|H^zh`@QSozJuSx{5{y~L9l*N5b4VmHW9PsIn^VwrftYI((@ z%HZ#BxO@(;&*1nOeE$vi&*%X;o!~`3`16j$TSxdq{oLN2kdLCcx?9Y@uD5G-bMH$< zF@Q0OW4u%tha{Txk?rY|CgsI1aH`z4@ruqlRQ#?;fc$QUA5gO+I22ic!?^YZxj*F_ z_FRD-4A7%F9&|sT=HN=F{_L-L5C*}lxYr43Nfz{btH=c$A87 zFXmwCS{1jIlg5)0<9I|ppt+xYL=Gc`; zIA@a2nMCvtlG2$3^;@z!leo?$v0oC}|8Wu=E(ZY#k$+r?4zev@Bf<9{esmMZ(>418uXka0)K(Gz*kBXvLg}*Se^|0OX<;ZDT_88$u=WyMOIZDlce$0hPDN7 z$~(r^dJ;TAT0E3Sc1d&aViljZ_({^jHsn>m64tN_r9!~PsDbwvQkJzyn80#W`4&SW zdlQ!FQrHqiKpef*DyehJOIsYzO&rmEG*+Exi1u38RkQrJNaYrM$20WSfQCBG4^K50 zQqP3fGokiO*gY45e+$QFLi4%c>|3BV6SU0*a1*`UOkVdb$D7IbzU6-Zf(-IYeC|Wh zHD-KtGPr6@A!}PMr|xkOkhbD5q|&@~;yLjKc;3ND6-K5*=m2DG1ssNdIDed_g!mi) zgfaiMeE7He^5VGFeTqY;9%GPlG^neUH5oo^0>o0=zL z?iz7>h5F&z0(8p_4QI&C55_T9k*vKtx;4!ufnwI0<8o83E(9@@enOT%S8;xdJ|_~< zxuW!2fjU#H&J?aQMeJPoFB1xU3JYdJgg*!uW2V(@s3Dyrg^T=AHV`8UwjE*7(?BF!&hgk@`gcQtP^bxkzK*< zk!!dhizDLep$a}86ov^rJw{_Qkn#y4J_FD{@%B$_eh%c%fd3g$;6*I>8}Qec6~xEm zAejnkiM*Hj*RAd-yn@PENDHR9gQqj3LUs*pa0eh-#p7)i&}q6$wlp4YS$@Etw{twOps&E~6rW39}9#Fr}HhvC}HUBp;RPFQ2%+gsG8 zb);+6;)z%9(l*Plb4m8(y4X|`tQlP#-3CCeDNhD;aC5CX#%)m@lW{1GGM!H#nAN}G zA>^lh2a9jw882NoHvBGC=ur@#8nr?L$Nx+RfbF zyj>B9umuFIREvk}NB--`GOIm&-GuHe23LVN0|e`a$5vg^vm35VQ{~A8=rWIoE}!Kc z($%rE&+xihMb>~&jM@~dL>#o_B?YJf{FKMh>~vlY^{dX>5y#|H{%N*g%@Xm2|0WTr zs_e*p)ok%9)a~gsPx+UgU$Z;U%#U~NE5_|3qV7raf#~=6vAt``>j7*)@yv(q?c0|5 zyyd=dZy&kLcP{g(%Y5x}q+y0kd?Oh%u%+S*p*fLE_zzsptqGc9{xx* z-lC}LU6LG|4Br-SS17(i!4eQ~2d^=HAxyxxWulS^O>(GX>8shGOnybKk-772@t+b} z<+j5Vy>%DRmN*Z@myZ^M%S;a`GuTh^&uf@aDcsj=^2xJsZz0{CD4V~9&@7zjGg4n3y64G?a!r;D0ki_DyTev*lu%XBC_i(a{ z;>HsMgwc-L)43CF6G^jp#I5G*g*qrepRt}OKE`j2r@vsFUB&wu0f^(*y;~4)WtEFPAMKuI7eWmiy-5G9No49%Uoe;&Wi53 zAfDnAJV(~9R`GQ~%<);BD!Mi3K;a(JAtq8q&)#HCxqHZ=;tpz8yVWDSN$Pg(3Dl@) zEr*dzKWphGPY!3#;O`k+ z{td6s;P^RwKZE;c^ne$g;P_9|sw`Iy;A4_x=Y9 zJ&3QxgHdl}L6N;&O;l_(E?*#YTWr5o8U)K&-Zib79N_`2mXtJdO=|98b}|AS><0DQ z$L*M%K%8qT4i;bK`O$up^fZd(&Pr_l2Ll6)7|iV%hwt50csP;4qc}~RWu3hwki8o^ zxQbiyLUA;;EXJog*Ev1+6)G8lj*m zqsMQ8Q|sdCZ8>RtRe^HE8qKS;bzCF<&pUP=N57DW6ivI~q8qL9_`O$ExrAj3X^_X^E2C5!u{z54T#Oaq;s7U_Ma;r!No&NQNPP3gA=b*5RJ zYg|7iv7bW12t(Vii}?hg|4`iNvZ4+_f8pr80XI)~2XF*7^E!xneM;B3V!j>6kFmH^ z!pjWyO^T!D&}(e_7QgT6FwIKLFQhh${Ewfn{oiPVKV`5!9)|9dR4wfFC9nr^t9RH# zwKyUcdnZyDlE{u3R_LzQYP!)Y-mo=E3plg?RJNy!fqWSL}HqHvZ8 zqP+#w-g0ZXI9n#>_RxO&V+89H0{S7;v+XXT%e5S-1dI}kx^R(Tz3+%`s7?|W34j%I zAixIf7gy=_f;LeVx3bV%?7%q!rnwbAcT?mLxX4;bx^@^q?ZQPu1cXV`^cLx;#8*Ox ziUp3l7<&g6sLol5)Uxx!c(E>$E)Md;u6PH8fap-5QA)%inj~TjbQ_k!w$Pr!!y&(2 z6-Lc?NTLArMmpQ5xThoHL5r~4$2q`T*xFBX)$YFlbd~SF3cdED(_jV`$2XE-E~lVz z1MJ>Sa(()Dp_v%tS8@VTJ$7l+0)Np?6P^}Yv+O}ntPs=T*We!QC~#8zZHCv)@VyBb zI71FUfyNmwIma=-aL<2XLi@A{`*<99$Q~*);xZt9>!H9X9LZ|L9VFilkB0yVQxR0k z$Hz84>Fq7VR~<`sHut^)u-s4_hH(<@>Gl~&-1YdDq}2x_YT22AAy$q=Zx6(0s^SAy z(h^L9NWxYe8LCFHc3l)jM;z6hbTj+%E*)lhNK%$7$a}A9aDsz)Kc`5f2%DuEX~sE0@{Yhzek0B9?T9jUbRQ~y&RYY-w^q^VdixmxY@as7uL&+&;B)1 z18}IsZKzhJimGC{*7!aaXc{k3TWYBz;vMG7q$70O)Tf?q=F^t>x@A6aiEZ55WiBzL zOD*g&$Gew9-tPjcx=*v6r}+0{84F&x{z_!IKOP@wUb4N6#^4PFYb5nk?d}m8 z^6nveT?ob7-A(KZ7t}5@+TC?^rZqrd*}Hui$9~Sd!x3Sf5>v$bNhZy4XbuT)4t-H+ z>2_rC*C=*S;6V`|2t#Aoh7`h(aW!q~?Rr?x@$fdYdl2=R7xR{&h z>1ML%nT&cSyZ#bs&m`S*3HVGhK9iV#Nz(rZ67Kf1wxJ&%JHcM;`&H$C{q>~LeaM%y z3`4@ZXfJ(vWmuZ3h6AX9yYrOE+Nv_YLd|Ud zO>Vb#xJK-#vF)~Rp1-2;dKI759fA-B+b|B_{VU9E+lXpFl=i?8kX#1F9zQj76ub-R zam*M*lK~R~Lc{-%*EeMtZgJZ>ro2IHW7R;;;s@%Yq~zHzS-N~6Lqy-34LWFwzU&wL zED(-U{F1JLFwBrD|Ism9k1%X7Hg&myRgfV`!}77O;%kM4M#KGfyjla$tH=!jK1ths z*gd|qF9?D(U2MqzwY9&?IhMyX5~m`}oHM)1t}p#PUV`WGg)dvTx@X?u}e!B6jHP^NGkf*7;E$S4fc$fVT-*O`g6j5r18l|AdkyWKeaLP$RRX zLTlUfF$d!KaBG{qH^@>YbMAUlEpUP@W;4zX?i92K`E!tt(LCMI=doN&Ub5& zba1D~!5)f#7I^r{4X1%17(eSQy?BcTxF_zy=Di1V;?^6#ww%?aiV9pmCp`FuE`#=g z6>hHhoT1d9coX302btPL)ix8s%|vtGBDud@IcZ_S+}{VH#ljN+ws%I4JoyV)YX1{WOM1Q7X;;uw@V&jU+h zV3ly52}~&O@hzdv4@dAN}XmM^`{+erxbpfc)H;x*%Eb&qL?Qu83LAg90Te5yH zijP4{fP>wfSb4-D?pwu!xmVWQKTtz5D#?>~@+PTdq?VinlaXd#B%43w$-dD8AEE?0 z4MWj|65qh#0KK>%hQkCP2<&m}@ILQxIDq{hm-Dp$ z=sL)WiUVR=c$)Rwl-%7>$$VS(ZPm~Rh44}#^9=%uTVV*zHXd#_O!I>uEaBf4@|op) zW>Eh!vj^1DrPR=CxG))0*j62)ktWeM@%U_c8)6|NjsC_n+(rWPc%woR5J`?XNgyf- zpyiE!dE;fi864Icd@S|}ukNTj^h+ayOaJ=o4Ql%kytZ9p5X>t}!$)A&HJjfT7UVWGF2|F~BLA-CLg|WdjSb_P~ zvpwV8D7@ZVao7>Y14Oquj>qu0vuOszA8iUw_w`!#h0yUK1nRiRy|d)euCN=fiBfK0 z__909%@H#*#kculX4aTlJ7z|ZFXPDX-ZU!}Bd_x(Uw^%wSUw)M1bJ#; zvO^aTDZM?g&gPo~V7|sGdla?ip}4oh5Cu2~jhP16xI7-(&Jfb@_%2TLV|-XC(KH6K z4O)17NUNTEIX1HQLk-f>oZ8+wX0nGQP(lGud9n8db*Zavb3s$ricVfXq=Cf#fH+X+ z(>_i`5a|RTejVy60$|Pc*W%p@Be6y7RhQRYfoR39^+b!a>-RbWVQZwZL-0JI0pRcj zoHQpU9T2GaXQ9ik$6~9~5S;)JV_R$4Jw);yzZM@IJ7@Ockdurs+@56FxM8my4+R^B zKx1T%A=pWm^NCTHMEnm9IGJNk=CG4F^1K{;GRL2v9D*`Op@#v{pO2E>9xNXkkgOHc zlD+nlg$$n8C1?lIQYv`dRD}k>AmENLsD+}{95R-*>Y?|qdCIlQmT|XSs)_^Vyt(@L zTrVs|K_b#9sdX8+yT9o;M;qX9oT%a$pB|0EKr@f{sVmlOSig)gz_ni`lv<;O9>dLl zpiinSG1N8+j>4MaSbO#Hb$PW_sKq>EU2W5DRuB`cJBpM_QhVLZjyJdOecJtI_Q0u~ zaArT8+Z87kIB& zr!T?v(3fJeJ0X>@$$Z2%b|h;uQ6{z`@nPiqBjWZdb;*&VvB1Q3f^g<|Cr5{2TRMsl zXt79TxP&|kl(`&mKulWT-Oy64L)wh67133C3zm)I1Laa-3bA;3gTVEd&nnVpbP!aV zJRImWc77qug~d_w&X8U7@F5n1BEub+f{1tfOgm+qo20@sX?Q=);4Q}Cpf|D$`ew;=Agn1gP36!Q;1^%h|KVlZ@gs!&wQgfe-D%((1ZVhr_7*P%>89G<$wK^Ok_Ts zyuej=2?c-T*@MPF^TOA84|RVhBequ*ku5MJnGxSW(uhu0#CL|Dhb=B*lTEZQB5Vax zn97U}gL}o{87!UWjnA@iTQ;71j`OndUp_6&hKsLZ*2huDMJLgXCW16nGou?~Jfl|+n z^H?#liSId9!ZOQ(i(wT)2FXHKu){}Esgb2hEQ`1IGn$YyYYTbjzI%{GQXIAfk&Qt0 zr769zHH8IpYI&GhB<7ZiZwtoEvN5xGOdKI|1IfgqNl=z7Y+-YpwYM)UXArMa~` zJam`tqScALHR19BJf0M%SC!Zm<~>&+94xhJ+R}5xC0cP;?%dJb2OFz#IP+*c6(0s467zfESAp2-vcExSo=Tn8wHJDq9BMB;sqZ=7d)rGrsp4O?t zlG@&6HaWSi&eMh`v+eo8=I3n-l-UR+HXWI(N9F>Onua76BX38N%)umgJo&%=D8G$3 z3mXsc(DgFuxNvG1ab|!0^`_c=$f;}2&h!pZW2+QowMq>ikDo>rGsGtZ+=W}VWs)7G z?$!$d7qcI%NqGlTX;sO0K-w_E5W*D#3>BnsifH@x8<%sfqF#y*OTCuphJY|1#qHBw zGhoXSI7QsS18PE*DtLIGzSwjzLx75Iirc&2rR9bm5wnF307z#&x*xM-7@!p+wONc|IMX2KqS)~y-VNBXH z`OIR7poqpx4;1l14?1o>%riPK2V7`Qku45!I~{I$?D=0j$2TuBV^L#qb}@bTd~N_}b8p5_JqzaHOE*<8X4Y{~E} zaM$W6#2wfg7x)6u&H%>#hf2a=3n+d!dIcW0^l5#4b3rVsR0b|rT8i#`x}+Y5P8oC( zJr3)O*$$<%4pb(;hN~#Isj`N5wMX2phfWe;k}s~!?%RrTo9b?m67F$+v@*j_*D@tx z5b?aPLvvhP_X{vX=LvQ{9v`m6ra0OL;Zr;IkUC)I%bWZ7zI}f)pWw__IP)RSeT$zy z$3H+kGDt{*AbA5$-td$h%#wj$o>-YTwB~R41-=X;KJ-f1dzJ7x+#IpHw}NE}vW&oP zy2En;YtWQ?Ro^N`mTS<-!>pqi4$~>joE8tawT_Tpw^XxNLQS#V#anSpHR#Bxs|4O? zSglzKxC?2f70SF{Gc7RI*eC)8`|H&OC4;KYVD0QHxmg!FcFY-owo-PAJ!m+L&)ZYB zcE|A>&yP6?B$jR*f1$O?@Kpl>DMp2ts&b5~u~2T!_BL|MjNcNUxXe~Ax1oF6)@3$# znO#R_?~%BHDSrdz`T&Z4JZx{a<8Yy4S1?<}r;VxDzIE_$ z%m`~BLML=?015GgO^MTW{}`X07e}45Lb3GQo<^q<`EvTdFK>u%a0<7_!D3q;hMo8I zv1VDm0Q$%R@yQWtb$Px*f*9i4^LszKaC(9$;MTS4aUP_VgwaC0V8;1jE` z#1qUgx*4W7!vJTP;Wx%Ofh6Y$<_F;UciWEmhB7h|@mFG|@}Z3g29Ja> zUU!4Shl)9d{iH?{n`+218umc9fr?T-dA#g4 z0irk5YsXNz%^d=E9qkLn?Up$y4v1%f$A-6pt`-Qm(Op{d+ra9HFuNB z+^2H4s<*pU=7yEIXJu|%xsy%ieDik7$((g^C!Wl?=k4^97z4e1g#H3U{l)SAkjq_M zi@^~xV}`kAcg+;x2(R5pj@KXqN8XFaQ6iG}jHW@QOax$+SCX61F?Zic;))N!^n$RbA<$~#ltT3!vj8^AArQHKGI;d!zz>JPPu&SQSUJUJkiU*eyI0Xdeq< zW*fi~Nj+oOzxntXdp~FUXX*fNHGxchAXh7Rh#UL|M((X{Tffmj$C$w_cfT<5J=GI;cDgMnLClrqu*;>hufW ziVq-G8DCJQjN|P~Xu2Bvr0)%5HE5kLHUdH0(7uKe?r_fEv7l?%1FPBMMpQEKqA}1< zj%!bYw#?5h_kVl(#by3-sUKbDUza)(WCjLLzk|dbAvaUV%opBf4Vk&a+YI6_5S^Y} zp$|Dhwl|F-re>AC47fkThfYpv#Edn#JQLGbGAx0U>v8$&-I>kQOQ0)J_!S^4O}eGgTA@SQuK!H^ejsk z+UVhwW|@dL#}MB^nL>U`Ia_B7_aKzQ>V3H4m)ij}d7fO%dAfI_@N+SVjne~IEm|;a zA6xj1y$#nggSOnz?QH;;8OCJ>bD1GsZeW*DwcgaOoC=mv$KF)4jGC5H*)rQGmpL06|kIqs^=5$%^`ohWn^9a_@1x*e;sE4VsSXu#HRz}$@Y~e%KrE(@j?1{d=3(q!PqO1 zmckzCdE55X$i<^a>tR%6d9>56p*6jV@W$A{u{SV|i5ZLF;smbh zS9cbnb1Ra=?qEOG0$=VB80dlV zaO|;U;kd=?VdDe~W%bFF-!5?Cmf~odi4eIgMUxg{buANVqm3TM7Ks+3p9j?o35)i; z&Wg+FK+(}x^rE30Hvuc!lG~P5VJ&{`#D~SWRa>J(ydndq%$4omD{e8+PBQ0$${Mi( zZZx|n*SFmwcE(f9?58rjs?6Rhv%`A2XJuwvxj9#6=JhiF`WtlImoMzc60b+chw?#UEbWF?5p~* z7lYAJU1J#_Sdlg?4?~668(({{XeBy~cZEvkpzpRKHs{7T+^6%nkEJVvfbNl%5huO| zDV@~o@;|=B<2eO80C8LR*`@?q;9O}ML*T-d)aVU2_BU=-1X-<^{*PXRE&5=E;&7)_ zGLFK91v#dYyt%7*CcyrnB{kKApRT-;So7?6-UV^s;< z-FEZ{-M@^wjex+7%?ZK}j=XON-`w#xa|nJr3TF<)xnptWaQt#a{u>0s|4YF8kZ2e6 z3Zzox@a&8_+lU&`I=0SG0|J~kmjEY9=%D`YiX+SHLcA<_lOS$cRTY9|;j<@W58fd# z8TyCJJdsfmhqk%S13HiN->=Ih3?gKJup{PnVLuiU`S=t>*e{IZETs>`%TUi_A!)fT z-vOwKy@`S#7KhSl3X4*zhB*)hhnM44E1%8^b0D{^@^D|J%jK&2_c%G^ZKD*qR=vH1 z{51Gkyi7|EMSZu+0Z>Rtn@-&i#%;IRF%-6!yTs3Oqhuj!Y-#CnJ1uWGUb=0k1Q1bZ zaa(b`FHPW252oXlt1afVWqu!eMu1HCl5cut!p6+Wn;F?N;fB7cq%Y#>pI1hGi(jv zAhMc7g79Ay@7?j>{?FQ@ptJ%!55}sxeC%wThQJ1KE*~l&4hL3+Es1l+7k*V2+bMNN z%*+%s^TougF}HSnTR~>lk-61m#(aD;C39wF#>9LxH#4SZ&J4|%q%Y>__lt5fQ#yCF z>Uo_Dl z=(}~E#Bw}&TWp^yHFbY)S#oLJ4o&Kd-QPXu6sclBde?!em^7Cm^2>%y*eYG~JUc%( zsqL&H=MN%YdtGrJ0NoDHKlYbY0nE~72Oqd*$pV3@yXe2;O>Ng-WPEN8pwSv{L6JaR zaox`a@m02{*Kf^U#8Fq4xSB1-_l9Vh>p%IgMIShR?Xj%9YN`qGr1(`({kpshb}_5O zT_~{GX_}_aIpV1-Fibhxt-}?`7>Dk0<@B|k*1r^zj9QXWQ8Mbvo9dELV{$4@M!m_X zIxlL^A2<4*&MhB0v_K-RvgEg~QJo@x5BSj|DX}#rJX)MsyVcMuQUq|%mG1A2+YT-b z1*_*gO%1jKOxRZ3j)Cxqx9LD~uZrJAS2nc!T6iz8r~;@H@rJ(nP<(D6%Gfn*%1=?_ zfv~`TcG+7-!2z!c3B1G4#Wpn*$4GN(53Ge9_2yhtxHZKlDBXEbR^t8~dyV!c z#`2dM0NX8kYTV@wLju5mTT-=+|upwr6AZs-$iBc3^b?)8^@5J zVQ0CETmWRm&D9YK$Uq=$Dh^1U50~r)L89U+Zdd6H)&f+iOIsp7T<*@v0~5-lMExVa zr>bP=#?R}+^8J$=PTC)5b^5-X<8|Du#qcp^C9*I0wUteME?L7n|eb^ zzcs-h97|(cVX$$^P#SQdS~5v=!EM|^rlLIx>^^TVNH8o>z#ya*u-pmSg=}`P>G?4icpB3+H`+)qiavZQSA-IEyoy<_;!^quzAJMEX>os6g@y_$61=_Le^SiLbrYjgHH%T z5#e(kujY0EuDmQn+imWM8`aCDO$WjoI?z|08)}-=+ufKz)8)P-7zTVO^i`CcgD@X) zOw{GQb;0G@irXvMgaQDBN@H7>V(>H z<<}wA5#T9D{8~8mNz^zdg$TFqggqJx2e1fmRa?1bHC9WhnxIxUzg&`khZuHKJag)O zJNxENz=?72(`PvICH}$3IP*Pz`6T}ZBf+Qc&&T5jFb0K-jO99nTo;!bbT@6ytcow- zP8o(@AO&@nTXiWcDK$i)$R{g1xXp2x*4-F*N*o&(#oPn1!G5HC1WFhOJ{|1-M*NTK zTFVQxJ6ptO8ffHFcnWdA6Q(BtcxSo;V;Kj)RvP^WRGY3i1_+ZfI}@T6aUS@%R34AI zuE%+tlg)SmXDqBC?R%srqpO^17WDLn^s~T5f|^B0Z;mUZkfj zh?{QR1?LYd-a}8Id-s5o0WbK(cJcxkiN{bd>__JaVgVh%JiI4 z`KL@R>a8x7sZr(XRWG%x-#`ce?J;k&%>f^b)f~T>x!E6oB|w6YPta}0sfWOZvX>q< z_|}qEL{F^`wRk|!-Y29sAQvG`8#F52+yaC60cQz?(F@oF08Cr7+0a_(Wi>a*tuHH@1(Wfa$W)7ng!L&OUyMyD5ppd%V~IP@ci{lnM~}3{5)fO zVutg;_;@OA*@CnD@b3LUS(yfGyi1|`R=WEhtxCMLnq{GQxiZ+Dk&DVFyiZ0Q?c z##8#&UkRSz<8gdb@{~i?vH}Qzs(8t*sQ`heIN*h{l-ogUf=#{Uh$~E)wuU1I2$93) z3`VG(AT4+9**@n5GSUjTuU!!O%T+upZ_g->Hsd0J#@0sm``mTNUfin6d8{KCgZ)H6 z4Ed`HD$1rf%x^@L0po|?2)w4eY9sFmt}hC2Z200GImuP=iw{Y3B+M-lMgjw>15bnR z_)E`uI#Xp%RzEmjy`8c$XRXADEA#D2ZN3sL#~b>QB1JM_Nd`oD16MMjONxtm!Dzl8 z)Sa#i0il?_d^T%u^jD}d{p+t}`1#?Gvr5MSb_88cGTUAMiX2gUD8*xFX`hE?oE5?| zG5b8;TK~rxF?UbtNJF-zQCA97?kR@i_AcC%5i9t==j(`S8?$7v=ZIE`JF6bocm?G8 z$mWAitS3lWV3KKeiy_A4Y`D7kEc3+eE`3wi1EhZmqgN?*NjE#DqApz4`On&~4DEK{ zsa-pSvf1H<0B4F>tNvMg2lT0>X1$rYZ)OIZcn9ZJ!*6Ti%*r^kKF(*)*{nJlZD*74 z=ioe>v*&a9Y>xk$`+q;GGF>LQRX19~bQZ!3@lmCJ{gv1xeQ1YNc90riv&j1hJ0v(m za+nFpF0Q!6yML31Tlpa|rvhmR2)A&wTF#Xl65u0tySm4%t`?`iP{Od0c>$@N6~|+X z;Ni!%2;MJDhwK3Z`q^Dixyx(F^K<8o;rOz`oM}SV2hLfDPZXy--m`L7Z^C7U@&JZI zwv811D*QuRaiB082gADr$O;X3``kGI9#CRl3g2Fu=E(JY9g*H#0Y8oXRyAU8houg7{B`AAg%O!;y*z#EU46QO=C`_-s4d+QhWGfOG$C{cCMYNF z{pi(QE6{VPDCZQ3aJHyx(JUkN`U_>7fOVW?ML;ikSqytq>rFo^JxG~K$RtsU6z0csR7y(4c%xGvkfx(o{OW(flT-67c=LV&xq%U2BA zP(xv>XO^zL&8=>nr&;U7Z$hmQCr1IITXrWY8cDYaM?0liJv!tjU2%9J$f(TT@KWM< z+csQo1CMFlsjKvjn*C9?Xbw*(MEoubhD6QDy#k(#ySDEWvCNceEYo!}zwyjP z@$I^pc{FB@j&BFZ%rP=|n9Lk0Uk;XkL#gur&PhKU9F{?nEe74 z`x0ocp*XZGxmv+0+-`uTv(9%8T|xVCWd}e4GL#-Csc93~fT18054T0^SAYsD;f3b8 zJ{xjlhT`&FvxgXCh3XlB5F6vEqd1JYTzLVz)ug8-;vj@B0U?gkc^A$E{#`(b)B1_y z0mST_^J4yX2qyUdtbIwc961iATTM@q((xyy_@8#hGodkh5 zKv;uhI6a4!zlxgY)7?{jwZQ$p+D)0zI8|=-O`{<9d)&% zE_mEEkGkwpSN`3_kGlRZjKH6Ri(cTIk3cw`j7Y>A97!*{<*W~6`6J_M24Yrz7}S_d zgp13;9he%hr;OPFKh)Z>0QEnkK&r1SkAl_**%sA4fdE*=S+{rlW zRyxl@7m-Lc91n?|>^PPv>Z$^MWWXNceI?Z_AoOR)bHpK{zZK6Lpl-*{vP182Jci^h zLghAk-1|DCr~CS01JP9uz++CbKCP?`sO^vlr{D8l&&U*T#Ft-lHIxcWC2q@5qJtQ&3jP=h?$fyWO6(O%; zq*jFNdLzLimQ;I7utkz>vBcY35-yg9d5g(B zm1iQMnpoH-(7}mhbKWvLZ&{xIST||w0}n0ACRaiNzSd2_Uw;LSnvWVXZB+GRP6{wo ziW+L_PxmJv9CZ61K>AuE8S*n?Z9z>R{S_VG&{L#B^b33qn6{VMfqE%9Mt}V3KnK#^stE5zdGg7 zUw;MjsP zmRgoh+mfd8nPN-3@phj3mb&g)a=g@0%6V?Prt~pvbOH6=GwAG&a>j7pR|Oa<;y%w5 zB46s|={;=M=;#{s=}aco;nv6q$kKG4_vkGeuCeujY{Q)t;=U`@xp zsiWJIn>v|QV8=U0nw=(%{iUZ*^%VfqOm!`%8u4hjP$Y5w?Q@Ek$ohnIu@E(Lx^*#Qihhml{8P#Mzx0y|lhPY$b z%!N24-ja@o@Z!7}-hH-Q_7Xn}>P$Btfp`PV?-L>%L5hEXAV-kp0O9-wM85&le?h16 zsZRH?He0o}83b{>8-bKt9aljB;%%A^GM$ls|+VTG?rk)8R#zjnTd@2(r7z*Sq<5hsJGs}y`)3D8ao$TB#N z_FdEQ^X+GY+RnVJ4F}?A8#ZU)rBoX;Y@(8qfMiIZ>=OaTau?bA?96IwmyyVoBz7^0TuD0a{L|2R$MmbX5I((NVpQ9^xou3yck<7j-io{Ct7mb#Q04vnev90#f{;I1N zxK?&E7v__txxtxdv!T&~v@bkbgb_a%CSJjUY<8}z8f!k)d_x>?G%LbU)M7b)ZZ-Qn z{jw_-CFs|%^vD^9+5jyk*v;^H6qDTZtMqqnzD%g%-QyPoV|4n|><@_^Vd~>{N;ecS zs^hQTAw~&D>C)w5R&z>oGcAW;$&+pyNo||9oO64|a0r)wyvtBLC zvh@irTFh1*UW+ud5bbPJ(obc7gXa|tyPBL8{5J2gQkCmvu^WIAj!%4*TW0|~vfNRV z2ZfP%_GYQPB?UVjp3m1j?{LEQQPvk{;gdWF#_G!S0_T<2oZF3q7*9403L|G6F310O z%>RvS?+teQ2-F4?lu>6DoV9<17As@Vt;B`q@`BpGeithgYh@SX#TOFZ}n+5 zQfO)nXp!&z#?LpuvP_orgFm!oK|=E>`b<0gfq~lIvlA* z&%T-r@wFRAr>u1+1w6F=Kt=IRnnt>ebWX8S_%dzBf=FocaL6`q1(EjSPj8F=Ax za{5V&il>2Xo>LbTmYd_}8fm$Whf^)siTL@#iZY-MDC>PT6F3mPkx8$5$IshLemFn^ zYa2WPxz&D@>06%d#yc9J!zti}CB`trH!LxRF$So|2qgIiRYoAp7_|8UdHyE5FD^VN z7pF=n9_u%k>>mB~SD>Wzk!03+$z>Vd)YDhfisCs|S#DE({z7_OlRwj@rhB~-TOgDr zt1q8dtUD_7tu9tCIdi`o_l5F<1o8tu1;;>XW&z=rSaB;`U`dD39G}L<;R=f56UaVc zOzMM^RhPKV<#kpg4R)WjHy<7Gz`rIdCZs@XT4ljLf>L z#R9Ro@IS=fpVtYboCj)G)i#OhRUCQP6-YRPrwgb80!-RtT%d}n2B3zv#U>Rx_={RD zieoR-tWJRn`E^!7&vkbLWcIE%er88nFCb2%dB@xA7F5Wf1$Ku~hLbsKKFR%c%{hao zTJHePVDkzUoH1B*biD%xWZEq3c9KS1|4F_e_TGuSdLnP1$O|a;4tjeHMczaKyCh_UaC&_t0EbVN^?YR#8$ddUv*<-cbrv?*xy9S?htIg{Id=mcK2AyLzL2G~T`;Gj8 zUv9#Y_i*f09C;f*y^tgC=|mYewW2bJ z#%U6qOIs?bt{}|3z~M$z{l9ehIGIVk9KzisM3u>CU&E&X6HU9gAwq0G<9k8Y#|U zu(4Wavg6rL`gq8|6+$xP<*`(FJaHs%9)!@tnm3*y!k{>S(5m}B$NqmI6O#2msXJS_ zXM*p)0Tb`P{R$?^594P5kE{u|?qq|9fiJCTPQh5p60boV3+hsQUD5{NE@O~R3|YpM z1%gBzRPLd8J-bw)^#{MS&15(+cN9KtaQCK^9fYUU_Klx=YHt5!bo{sDC)p6O0_)`M z@(;S5kc`MU%*Y)-$%Hg1GoVk!>kgS1CHXvOc~;qVfQbQsjN)fMriRei{4T1)seAs% z4l+?+3-LtZd&Mz|E1si^q|h^w>L+FDFO?)9ohXLJ&(PP|u=vi%YZ6^JlIs#>Xtp3j3> zE5fQSXoPG!1W{vuTe=+Kc~(+q2oPT1Hx7{O)M>DKs$vL06l?)BFoBJl_joiyvo-wD zWxFf>oQuND7~tC?e^G|;yVi$R3N+1;1EDm|qWmrO1%E`{90f%{s?;$Cv!JqW-axgJ zOsDXk8u63xUalcf5-Zi-T_9YZByijPcMoZxAr8rzq2uA#qr>5|*M{w_&&Fcw!vQb! zBrVA`-7_>b8G@Ay_>YcX4XQ_ugO<5OXTgSFV`)MfRoF|^l0j6xaj*=nH?pxTacrP~ zG+Dl991Vc&_*o>of7UrDs+uRO*RklQ`Vr83W;c~}QFhdNHfcLX96U8tsx%X#@-5B- zpGd|Qv7_l23z5oNwNtDT8neqeeW_c5RUX~GOae5!w6OYQ1C!Y*^J8%934ba;YFWpVsw zaD;5BZiPXDxX}-uN^vmvG%PYzLDRZi9H#gW#TWZ9o zy@e4+#d0WVU<0AY$-!?|noOp~S#sm@>my~YGBu-sa*<2F+Efkf z5_=?^tZiRqtuq5%^|n#B^md_$b@D=KLnF7|F2Q48k%pPN9Red#Cd6JMryEb;@;P2N zvu+tYT!v!fwstN3?D?jOl??GQvtBMyH+4Y~2B^pc(0S4rBf-uHs?+^y*qx~;*3fEJ z5e*9E}Ry5yOOMe1acD!Mg-7Khd}w6r8;1*A{zNlRKz-SRy^ z`T$+1B`Tlo*Y|2bkFXHec?mZ80lcf$l6870)))?l0=&h*(W}jFHvqkZrup>cY>TWl zHp*m$hL643E2?5YxX6~IQ;PW=k=R)zjTT9%#nNk$R9htN_LhQ+q~qRFb6@@-7;pG` zN>yHmZArRliTJO-0*A~G`>0CK7<3W<}X@j(p=aPYwihrXZP^9fwe7)?)*~PhBt|zsHob z-Uh#4V51^%x(yD_SDN=VPL>Kc@9~jE>D$sYwm^+6Q=bm2 zks)j7-x|2RzRY3yQ3YNSAI2w)g7jg4My>WsCj5*QRE(4bg$&0bhvws{k60bYhpzBh zyM~$rg{4f|cH=v$m!|?K^LeRB-`yEjng+QkN2=`4E1PbNB=Y1!9_J??vqu9E6?$8prJvO3a$ zua;{ugqLB1q?5w9Nc$QknyO#%U4Xe9K7&px2SrfKBmcp}jFAyH*E;RHESR#y=VqB)-ME;E%ro%H2oQI&2cnDmyRR&X?HbQ;C=;!=2qRALtS^ zCh9;FUUJu@>!2})s4-ZJ5X*1dLvd`F=8d0?p_IKEs4hASRL*)%q9mc6G#zd;l_CZc z)DcW-+&IZJa|-@xX1LLcx|$w@2WyiemJxT?=?gBVI9@5yCi+gcq}-&e5qp`W?+oqb z5uae4h<=M^|GKB&t#$KhF)9D(6~yyE2&VWv7K!HN!1q)j5 z`*=Xxrh3}=q*k@63AieRjwGrbrJ>Ula5H~jUU;srgvxJ4KFZ!mSFaVpr;+utP zJ8GFCwMUcyD(4UJ=`O1Q1s3$w7-^7PNHY$+Hj3^{oA{55GLo$d3^ z_nttl*u~RUS@k|k{OItP-^X6d@ghl6di7e+8`6580T2?kpAk7OF{NV?unR+eS!|uyIii*1lgK%2<&G&A1SZA-*-!%6aoc0Kad|!x zrx~EBG)=k4?9XXb%LA?D98}!DT`<;g9E@bMOdHL|9iO*N1n{}Va1h@+aZV_JD=roC z3yE0r-awoAT#oYd4!MOU%gHUUdUt#PNU!c6#*?4V%kZ0LX-!EXK)IydDvpxNR`0SG zv*vM?fDl&y>PhpJ{B_tXn7fUgU9x}Cd79^yETfeGmmW9XOd~7=Rv5J1G0#wLj}2Ui zD_*W}#0ic##1ZHC%~6gx%`pc$;!M9e)^ASspV#5egE;Fgp?jVR4q=vE)mMjvI|+z`e>1i za@(a+Ngmdc%@mvLzWB4MXnTh=rcxKX66j^iD!A93b%#(1d}Nw&4$)0EG6Tz+T}HVJQ#kyyKwRZN(u2C}4}^9DDP_Jd;d!_0OCmiZG*P zXHm&R2@B%g88L`=C!@3v-Uha0INs0>-bU^x1aqRB4AZx%IsJZ}Y zTWrD|KU0Z5e29@QY9t^GCfj!Sr5(@HoN;BuT0ynrUd~KK`4dLL=;m)B|2*3k0|QTH ztX(_!gkUw-i-_~fs&qYT#kjz07zsXMmIe~>eB0G7@Ci$4B2p!bGl#URfTb0YxY@HW^YPbL}7a}-oBp`s{Z(3AX`yMqo8b^Kd11ozXF=VM|1=JfDzvKrz>U zHVRdO8LXSY-%~mJV z8nA$VUH3?d`*A;7sUDy(fN@qRLb-CK|oKS^D;K;wkq%5`kW-1{&N=euwG<-maR?2@Y0G0*4`6&rDM z!-|eSQ++A-ccBhaC3i`_{u5 z>Hf{}sF?pQ{>RONsJRgIBA%^_sMYa9Yvk2R`3uOPC$#26xCt7_rh5X)h747z-&;^&ov%(D%SL+*Av#fTS_0o9Ua@6S9ONslXiyCTL`FcDv%#@h7j=U$ zNCozRV84#1-#IAL!o^ViKCg^tnc+J(SzR5I}gIK6DbEs6eZ2l#7_?j)@ z!>}_I3sCqx`DOX~Y@J1=n&%7ulCLe-p4%DB$pW0;!Ep_WG|CUo?0R{e@T(J}9`SN} z{fqxW$0Wr25~mQvOk9JRzGsGX&m9(RZP_9n;E#L{Zznsp$M{(&z4wWY+ulZRfiGNa zBlotQ3tZ|VQ@h9nFWvzL8^-tkGTM*E``2i{8|{zZ`|0=o`_CJ<@7CvsaTE(~j|n)` z+dEv8K~;MtmtAkK@r*rfbs9>(f@&c?7F>tfOxo^ebiC}_MakP`48$9Sn%EgyO(1$I zz%Lj!v5_=cAhnSEN*Z~{GKxgt5O3%j_IrFTUqN~l!`D6iC|8jFTmgapYCLV*4NRb< zTXKU8Fp_I4fE{`5zE#uuXe&_VZp=rs)40OjZV7?8 zLhQxx_HKxq&QX&(YHGim;6cwkZm~x#`KX2eYWe>e3-H~}`KWDkHr5vVq>k2YaBP%} z-B1A5NsR-rkl;nE2E;j0yA71{q;9-Ivrfljs18n(XmFe{uYB#qJ9pD+h_q?25G3({ zP;vWbU)_E;eEIArJ38Kx)b1>lK9?W zYp71r$qQxUkhJl(HJx{$d2-pNjrVRKX$P&fFs}qeZ0QS(Oji+yeNr{e90aK0csW^U zQ@lYtx%l#tOHNVz(Ia%92c)YpeIBTi`SKTq|FSM~oh9CVo{9hSzU=(-vE}<(%9Y1N zbKdsuaW^gMy+ysccW*E11;)L@sMi?vCSSeG--{H!Y&5vnVvcv_DNJp5k&6EMD-ikl zFutMgg zH* zYLH~DSyiM{wng%15oU$r>`WieC_lTQQ5@Z9(<%=1EE~v`QuHbL>?hUo#XxQm?^vhF zmQSfvz*k`%m3^-J3ZG$0&}L#KM5vFN34&S9AkX*g90u4+NGt0+3pM=g_>ihCvljb+ zRAMZb3bsH-C9TRl&AGCo#1fd$dlp(dD3sq6y8tPBaA)QP3Ih8%fAPoa#gMB>(d>GAcq+J%LvdPAkTBML4hsH}=Ar z{S6QVT5noN*;&W^e;7Vrvx-Y#!gsq$qL*~S&8yDTwjANMD6}dXNR^rt;+UnX@dA+7 z&}ldgr)_jW6SoRsIAfUN1CpTFmgptHl|e*|I+dOye0IB&geeGO0)y=Mz#c^owkUr~ zZ~;xDGk=?4HCwkE)22$ty2Pv0%*aK%2fQm?4jPmqZEi?8C+6X}E6AL8$FbwnGn>$x zx@~y4+lvao_WT*5;Ww2nW4UP&yN|zcZIJ-VOV>hQ>eTFm{W&g zT6!rRTh2PqQU711$x56mHp8v3m@v^Cy-JhOUw^&3o*#8L(dpHWZh_dU9vd{oC2b5; z?MYD6ZA+dhxEXDWNqgKjCYZoY-P2b2Y5hxU#FV8;EYPD}pf>#MsGNfRC9n_N9^CX=INY z+o`_oSEHtL)S`}B+V2*4)H07->_JC9YT!Tm{eQzr@Z}!yxxNWw2zN0d7b)Ka`7Bt+ z7^3SE7LYFkOZgPj9mami$AQ{_SY}h7UpEM}d+gUxsvVAPV3;Jb3;#*UK*+#Q#%EAu z>lO}?fgvk#x+7bqbFVWJ2)zIspBr-^zQLv2*i>}L-pxt`X+rIkniki z0&_iB)~khD!1=pge84KY69Q?Aa@rG1M z&#Mv!NkCMh9CEi7-R46zgbWHB!begQE@^uOZGgW0_DFjyKL5GNF|NJHfI6gj}Ex>rAGL7S7_HFMKP=&@1FZCz$oVVFdWX=@)rQ?l)Qp8Uuw)!GX5J}vue06TIaKOT^q375GU{_f@k{M0d^OwQ^FdnW;v2nRPUX&!(r=eHj7Xz!xRlV z7y?xy(8@Zgn+;f?W4B0UriJ0%6u{VPbm`2(ilK}DO=G-N_SYEi3aEA9ol+VGvz#PG z1}O!pO1^RIH?L1$%@iCm!L@w-`#Q+{BBnO5;H%?rC&bt}@$Ix2IWtC1j)C!GXcPH# zmHff2H*)ul+<>3v!I9T+>`feb89%L$-xI6YU$z_aR!EBiH>N&%o>vyR(v*f%2p}7f2e>mC z+E_*(oKMQ8m5?;;t>vrz=@Lx^jUR)a;R#vf8=qBGi^P4K#rGop*;uajEpHpi;l}d0 zZ@Jw_o;OhQeG8x>KGtSCB9XTvVG_jQK(M)l}{XmnrrmpD&!vx_$oXIL4DiAt;}W!Nm7 zY0ofKfRwr}2bxw}Bwxf^V(o$1Kk&=V@u?(}Sw0pc!C(hqDr`N`jC)t(SFz0<+xh(Y zKT10oaR?1~t2V$w=#CGmztYjKC)-s{_*2ZgRXbDFEZ5)!c=x-H7|EUL6Q?ni@_%Fr zYOMwaCp^!R&@9g1lIs}95dK<2s$6#%Js63K2XRjIy*MC!x%#7;XtM?~e5#cjY#EZ^{lwBG_RX=Pux@;xU9B9?H8LNnLL~0s4}{R zkG+T>5=1+loti55aDr9^5AVAI_M_tgkIIhEr1tEFFq*5ms0yCvTika*uVFck{je3y zHU{W){G={)Jw#i>zM>qhsM}@B&(*YU{Nz&LkW0S`WM#+ychvtsUKn(Z$>h){a*e)u zU--vgK{EfbsW(l1>0aLSuw(%~X-ie zq+vtHX`Kf3@p(0GV5OpcDm_7k{mep@+vXD$eOfcnQW606YyX*sT}1I-dS2Hpv`P|8 z{-4vTubtT-yFiF9>WwQtQ4*Yt1CiFQl_m6L>;Q^{d|hKuv{AUB1ZKC)eUEP^=ijmb z#a`|n9@vY%-AE(%($MVmX^k2=sYbr5ZVofDqr_w1BZ)L0#0H~sdd|KI)Vf2tCt5{;KOwZvN|TI*Yu2>$vj0K0t{ zMbrJsN> zDO&m$c5BwigC_}!BLba`Ov4Ao8!WLhdm>A(0Bi!Q~CmG=?V;p9L+kD|Xe>0!( zeo^-Y+>xaRs2_ZpPtjk01tf0$5%hOyd=VCma%42+q+s!oq|Q%Jf^w^tPc;1QA1*H{dj z|D@xgqq?tm8w<*6du|9S-t)h`+hVV`w>MnmB^P+ly`AcQ@U?sU;KdA+fRGZso;;l-dV>-?f`y3fxqP`tCfM2c-$23 zJS^BjXr9DQuHX1s$*3wqx3qD~$q?`?)!tTT)|PQDy{FDs)VwSVE~Nj;!z!V-%$W(^ z^vWb>XJX)7g3{(#uS?vCQr4Yh$-zPKW+cCb{I8{1hT zuEh(A8Yy{ogdt|T$Ae$m^t%gwe%C=PV+*D8Echf}$FYXRTF1lTaylHix4q5Y0&lq3 zO73kv7g^N>)^?E<-VdJgkq7~`#7@JV4Q>L^hPJ_VW=?-ENokE6Cy zTrS;cbk=H_q25u+avXzs->p9P)QV%{x2&0rT8&^{8I)ie98+;uf*=UffQZ{=uqv0M z=-PXGeeyQj17g8J*}*cu+2aBV2BZv2F1*^k>5VMQwAJia6&x5`11E{T9|rH?!nJGB zmG3Ko{I%V~stX$*D-u#9Eb38Rvrcm*~i-xp$*2drk%o$iifB05awHs1BlKsxD^Ay{N(#}-CC6sQv;3k7GgSiwR5T>zHRAtDdG9Ig{b3vv;dBA(tSee=3xrvz&BU_b z8Ann+gH|`3v{W8zqq;suI~G{`s6GZE+vRwJv4+k+SSNHGBPLf1@b{sDOcA#stE>pw zZcB&D52@(*eYUGw&0(s9ug`TkC~-?q8;U_xxZv$3QyU7ZC2P2B1fF3ObQ@|5A zNvv`d(5OdhF5{)Xw74R^mr4fs{POi*W@+FSvFdbPCbBRtr1-BZYrmmbb1&zljkly$ zs%*~?KI?_P17-B(_6&*{A%u zkn)Qu{t+Ym6*;F>fu%LqO?FB&%W@pd#wq$zMp|)Yfgws$ zbz7h#>3Cq+k|Y~NvXT@Rm7P&x62ZPvrp0k+fDh4~P_s$haX347#ZL-(i9u*d^_Fy= zGtPfAdfrOVk#cmPG#x2Z|Da_36uyphvIAM|n5Q4m`Xd#9NHyTCG7zZ}#3}}n>cLAT z;cti>y+ndO5(5GNT4F$FmJ;;{aau(=4uM66J5)n9l|jKwaOWIwW^!>D?$B)Cj-RQ9 zf|*dM0X;*<)3{TTNa(&5D-#XcqAn>MozzB|86exAbirbP47NLBf8)8$ZZ1MRHD&{L@=5 zDw3Cq<)|Y0s<+(LTOR8_7$gcqWazi>s~Nj|zp41IzuxsG*mOdsa&QBOxN`*q1K*pT~Z^eH*(ULoKO2No7^MOClFZDHT{0g@xsks051DF1f+!hSpCI zyFULChh*@ZPPTD8*KeFG{EER*uq67~@d{QpXx*@`_464T{l?pQ^J6};oNXaA_{ZY-L;RPgftimU4cKt|UOS|?#GW{d zg(Zq7X)no~HBguPjVENby2=T_;PfLKpyC!kc}w0*sEBV!r|?BB!!hupK+*341_CfW z|9^nQ2*CITJVpS?7*H7jFeAX`8{qi{g#HcXh==yVM;Z%5qB+>5Y=NSwr7#5Jr75%E z0+q0p%GoeM0AvnFH-!2&qi0FpmO225bFjz()1k8uk#Pz3(*u<$#!)TTZ=y52MVbZf z9#+GSvkkA)G_*&v;}eZCou*%}HN-djfjs-Z8wFGk&cZ?tZ;{JY{_MX?cu$dbkl-vEw9pa2&g-GLxAeVHx5nssom#9#q2&~cxPts>fn-j;~*o|yQ@QE_Me|sF9MN_NK@mj z!4YY8gc2W-BFIBPeHK7V5xf@-l(6q^z~~y zQ^fX89RQ$f?{)@Q-QKC!(#lVwZn5uMU=tUZ%EcaZZ_m2OQ=_Y*}wqVz`+0Fh+C zTVf!RBnTA@BEf@~K*FEPf1N9W7f4+aprU#n34|xU0DY01#u?| ze0OyqyPuom8=#-=n=+mhu$C%B6m4ihwD>3N9P%tDIck#6nwW-fe4y;11|$G-+T`Hk z^I3-74Fv%?`(77t`d_Uu!#WnFCR34`*Lif}VlIAJI*pXJ31a8 zf?pK~1X3a?fG}IlWpV4nv>Nx?t0*Y%VgFx>`y!9^kp~JMbawC3*Go2t% z%-Y+i7P<_SE3#ekl%NaZ1GQX)e8}>{d@K^ zd%F7%t@|^hCDp9zxvlSMAV<^ntB|VDK6=8fLDWygVc$0$hrGBedZ_wn|2~nBCSnE= zZ^@wc3HA}d#wy*Nje?%$1lt9cXpE0R?4z%LH43z_)48NIf;gOosXbKqBBa4F>8GVH z7N`xklK7PC@?bc7#BPKWHe>S|<)ObM&N?;osYO<}-Mug@bemGOza6!V?z;sKzPcuq zj0C~Z0mj-xFi-6Y5C`-vxi(X(3XF)K^+h(*i0|T}#A1Q5_-9e)($GZiI|ZgdocpY} z#`FE8NM}u)XA2jhjNO_)spyaAlj3HvNjIufO_1(Rh*LO+rRqKmgThwyR#PYAx;MbRF3XP13uF1iv+lgf@h zh<5-yH8TUx=ouJ$YH}bbZI#W$U39cu)rgcbiYF@wOzdt0ay(eCD@dAJNjm=QN}Jb2 z>{XYn`hZikNFCykgt7i2qQ!IJS&AqNRET(0Yb=^05l=wbX{tq<UD2f)svZLL#;V?6-!>iLLpy0jQ(?FYe8NYZ-SvekTNc2AuLR8U$+Gk8uw}Tf zu&uRK)^6~1UyeiJk~f9azgB6jOs@O8soafvig?EuI8Caf$V{9EBHS|7Z`jJ%caY^P z_6oX2Hl_KDRIrqmt`SqP<^j~PP+n8J1tz*G4nIfy-)JknC&&-ua7tiyRiO}XdNMeW zyLWplEF3=_A5fZCvHy%Pv6d%LDrwjh0p9iL#=#SJCkJ?r=I~ib)loruw`3T4W~?(2 zti9ZZ>Q;pTtk znd11FQ3a;KW}_MEiL#Vz)rnE6*@pvPv84sfwwSt<(QD;t03!5YY5?QipM|29hD|>Y zS-9EBZrrf3Md^Ecb^;$PkKw-9^yiJI23=#lL*QxKJv^fsqr+jI?#plBf<5!x-6sWhqqw!fD^J14F8$u?D5ga^r1g|15-Gw47lG zR=D8ma&oiE!DPj&ImgJjnwv8~$H!g3OjVN~a)Up`kiV%yA8~^Eqzxd7NYHDQkq!Vu z<>HkgCnQ7|iu7%AtsqM#OGyx9o-@X%@}CK!HEj~@sWUeZbA?bTTaGU%zzcNV&K^fQ z+5y24DEf;0Q>@Q}I0?DNC7)MdsuMQzBsdXIJd+iw2XydztHLD@pfj`MFuv>}2%bbc z`T9F1g0&ULo=9y_v}WcsT)7m~m>q@&WK$gUbe|r}_Eu@Qli8&W`2hV-U0D{#icN>n z8G}5GSbTfB%R0!hBwGV0D|EQ0;~A#3qAQl=3L2gQ?9H3*wxPv-pAKdAMG=77QoB!o z3&lWSbq7G#@!sgkO3-$7S>gw#)|=TC62T(gSj01X^U@+7TS$9*vE=?7MgA7`{z$!> z+fK)qj8PE>E`L~L{LCoj%6D&U{jGrtmdusiu9Wt4{7kdmafpT9pKZoJ)J}cAdpQ%1 zbBb;u7|>-{<1!9j%}$0c1G%aCD70BJRVkSe!gP5%K2ZF+`EQX< zF5+iDV>R)!GMOO!+J@V2_rXT%{VpTwFwyFha`L1E|+TxUGviC&f+ zRyc*x(4W`K5m-FeIoF(0&ncA0EmRsvEY!JL%FVghYsmG6QOhupG?^ULSbm8L1Lx6i zv3LLWn*;-~xTuRNQgIv(H`A)OB@OGJHt=_f?NCl)yEWWlf4Qyw(@C=P`JpR=YKZPi zY%fG1;nj8av!R|p36zHRrIFid&YqYT%EFr6ARyJWvT-KmVM2}kY`sqm{6!|wy$0GKA#Fn$9PEH><$!e zxq(#tjL3B3726hvv)%g^=GjKC2%3$Zr+w|9-)`BlyY}0SJ96)i+`a>I@X$*9?K~c$ zHX@Km1PXbANCM1B2vCXOEN}SB8!mG{rj7;!zMBr&P!ca11ReA-#eap45&5k%U&Oi{ zXcDSql`dEyB%EYglTrdlt=7w5Xl31S2ZDK79q2lRCmG5#kuT0il{C{P7|Jw)x5U11 z3QrJ3cRN=sES6aZ~>$(p$B$TO!WEBR6x!L_M5X<+z1V^v-TB{ zJD@+L(*uaybXQQhA~{I$2Inq|9__1Egd&wZ;i%0-)i%XZsPCe(&_GD1K?=*4Kyuic z>RSe4I)z=vVaCpyd5!z49qXyJka{w(i|y&NoSETM!128g;mi_6WGobQv|&j^vUc+$ z7t{s(=+DwiMi6;LDEK)JOk8z74FXef9Gaz$!~M2@U-{ZC-EBf~9+5IN@QNsytC|SN zp#!ThF-?$>-ox?X_G;Q^8UkCRDXn@b9s=|kba+A8YQ2o{_aklP4xQ>PpF0EC@E*o+H0U(nZcBrQ_GiQK8Z+e(FU z$Ml>gFsP??y-0w>-im`9xUZ!Ngyp&rK(+SEqyQX9taH5I>P;)+XJn+L>#5)k3WZWB zZKc}+aWP-d8;C3|+EvAUCya^3}~`^U2@J8bIlx3 z)`j}UPz4y02i@@oEQiYPz|k6;&rh7sv9Q8ntJKbPwi?TS{(ocNIP4^^)iQ2sIzHtx z%67mRIGW))cz#O_B#vTj7NOP*k0BE&(lv&KS~F{utN?=xXT_dOJIt)M>-iMz(1+Ri zd?oH}gVA+Q16OBOhB2V8!y8V+Yv%Dty(}h`fj(YKaR`QLzQtYbrE&z#o^6kdr;xCC z=yGx{Hh#neyO;=}r(UiPH7M+~XF$*R3`(szjVP1q9`l5Z`hB$#og`qNL}ZmWxg{dQ z#N?TXY!i`lUSyuX;g0)4!+nGhOLVChCUT5^0c*HefAnW<-TT7c2Fx=|D8!4@@feDo z?HNp#dDU{wPurJ&h!>x($?2jTv}fqG%Jon!AR`+{I-8kmr~xz@OK|$n&A*C=*J#wp zscGxE)0P)ycAx(2VGZW%w5uGK$GD8P14gGN;YCTyoeqyKLNe}Ym|TZ)14;#+{_DQx zwF#{-&(3Ec&!4@011sRrIQZ=|{4^zw9E>B!0N&E=;H*UP zCA2g^$5+o`uyRloujf&@WkNU_;VNjQREsp9@ZO!J2sUcEG#Cr0L0dI$(BAu%_!|%@ z!?iJfavE1oftX^`sM8nL%`LhsRCjgGe{StR2HNqHm5a<-%1Y7$u#ZLk0_!S@XfPmK zB!mP66i1$J!Vwfmz#lNrCl^+o3J@HWBPEoGL}57$8@Qswq2ukg&ZfnA($8MVJFjLX zwP^^I&G(*8J~-6b0={V82eVGXTNTIls^56qO)5)Zi&@DKO=Q}P@riAu#C{#;k)|Y# zOISxKwFvuWQJ*d9%Y|*csOuMX3Ey4Cs0;b-TK)|N#*4@B5nth~>Qnm+*wr}q2GFx@ zZ->syYvw~hXL6_{2U(2Xy?sJ?Wo>Vh5)81K<9*p(h6zu+!bwa}i3lxk0!+Y{iRm>jI?mtlaC+HGeC(`{IcHN!a4f;U=)_Q}oD340<1$b{ zU%L=935Nsd{#`={6l|J~N3TBpHqfbDh7gD5jf@*0CnkABh=NwxQOi22PPS-thPTH zcnNH%q6&S!rg@J(n^zlIK^v@I52Q);utZ_eZqJ>-ekyXS3f!$CH>@Arv)*o7fjL*? z$q>lvM)|L04;j?8VX2_fKP2U|<3r}VsO&&5 zR$)@m>NI;4*vsxXgvh2?q9?mczuoT&fCXZYW+S$sT`^GO7JKw$srD6OHk8aN&FF>? z$Dyy4#L7gUE?p-?aKoqAqZP%pYtlDQ;%g#h}z@wY=_?5Oy5Uf5W|r&$`@3dEYQE`7nO2gB)MPVN0Ny zBeTZP)KbPH(qlxkrA@0CpJ%>2|Bwp1?Zry*I!!2*Q1Yz~G()f6mLu>v~MBF=Y)4xJy?@ zF%!vTvhPIe$LgoBGlCttj&COcu)SW#8kw#AJW$VWjzfQ2mRA$Y=x-OLm-SR+RTWuV zMOIj`b=KQzE3)Q_t-M|aNNf;JbP@H~+Succ29(7uWPG-!Hj|>OjZU7BAl`%1@IxCi ziRgC(!tO{z2b*DOqe2{URas17==A$AQC5ZevxeGP;=jlL@5uif9)quW@?#U#!kr9R z@MT@YSnS3;4MTm@c?vCB3FMVyY^m4Ct(_^wmV{@UoyxUzJ@bZ5prE`{uC3fzDo7lp z8xZhPj*pye^g3B`cNp9LtvLK^mDQkJ3;6=X!Klw&$aa+02XlIw-=$RU;b#G4nu*4e zysZ>JTgTO8?$a<(uixQGDTri3iziPJjyh*v7K5SFb{@4(-xGBR@BH95p$Q_=fZLtt zNU46}QNN6)=&!%tc(#vlYtYp;xj0i-_g~@D;5*a*5s5gvX1}ShMo~~yV_Ti|9*=rP zk&M|%lq|=wG0CTtRrZ7drj_{tZaZ6>?&|4z?1J5)tatVyI=&}=Q;2t@KdO?VHn$x< z84>d`R8>)#Dvs~7z?XZPq~aOe$gvC1;eBkEjy48C9~NypE9Nxx5F0~5v~l%kt~RO< zD&BIJLVR5tamd_v?XR&I)@D2M$ZJ0GrVp*`Qx@M8?+V(W_h!dg2ihf$ms0ODJCjW_ z0Uey)ai2Y?kJXsOWg#fKpr5(WMEM15?r=On6TZQR5mYe(Hok$75pXgFT1LRk2afa4 zYZ6aD+egr~3WkX`m!sDUUE77_33)vZ(E$lX13_P#NHpDV_)L=A4^YN%O`+>oBPE^5 z4vIEu8gkaCNIw*Z>ap6MOPyewA)KdWQw2InDs!BKJ_v#XW;=vVl}3PXx9{;27L#`S z0H5y0_xV-lWG6oqBNFBbsA}0fVQfQr7E**cona;TusVE__*IlpPPiI0$01v?Y|T(- z_QQEwGw?icL9?+0Y$Lu`gULx7a`Y9X8jHKyA~v(^ldaOa=*dV=IX-;*U?F~XEtKWQ zyGmx8;vpj^n0~i3t#KTR>-t%gOAUF9;e-+VFhDE5!Hp3ZG6qiuSj#ss^MT_0mcSE? zd$74@R|1F(@R)81JpAjgK)CxOf$lR*nskX#CRtZnyFsmUSthw!wh3&{^NOBTu?7ReY}6}nK~o}Mg)WxnaBK#9KOtIVM2ZNDt6mql@?;|NjsgK+v= zXg$znk7e8=+4n#t{;4S+NzlI~>wmXsK@i6~Oz0Az3!6}SzdhRMufKv!{v(U;bJJ5j zLAuXsrvNf_+DjcuU{>Y+fsTsJ=FmvD;RFoFbCMz+`jdVcGY&TjOo*AmS z<=BgjW8i7n0mxT-6^Y3`{_JJgfkBTpFX#6iUGG_Jat8*y-9>O|t?TdsHT-)xlz-j1 z1e3nrI9gUd{v@K)acaI4cal$*Qf|0Hd|f@kgf7*M17c@qlrti2uo5{V#!iZF=f%jW zF)((Fd>~`r$fwO@Y%w2M(nl8dZ_9i3+-~>`GrQhU9*<=%03G48TO6-2ZM0K87?#=b z4A(yGB+)_dcOU%P!2YRO=NmQfVKY7BR}?>)rkO>9y@KYpHWi<@<6OyP&N)K)r+1F=3$$KO17!bFCmhkUx1dvL;Ai3}eiYLP`pivTqeIGN}f;QeQ4^myMRG?7S9~c_*Jaz1(>#Wvuz~!KV$ZfQIEBlS3iZy)o)0PuczG+(n2J7|o zGh+)qd!Fp}BA!ZS*qZZQjz%iBeJe0k zExC&{_Cai}K`)xci)>&=PJOB<6%DX(c`<7@`*#zMJ|}H;fDunBw<3P-bvu40QtNx8 z%!q1=2pf}L7>=VyY9301UOmGA1&D~mBzYQ@8u&6GPS4h9_v#}22u?p-Ypd*XeXkNC zK|_bb3CcDUnMN~CV$s_x_vxGkdf1I)0f;;u2i<)sk2)hf3!sA*)7e9&VwdJ3DdNxt zJ95pAT(*C3keDb_M@c$7qA&cC<1XCPdkj6a)@4wO@K82N#7`=)*=qEP<5W<6&Yqxro;ej;C^ zlRBE$l}d-XX%`<5z*MKG5dYOzOp`TeNH`7`XIlrYYE59`2Kwrk`HWJD<50{iW=a>B zq&N--<|-AUiLJ5_&ae`$qOPB>(~D3;<#ZDwL5li?4FWjkW zCsLTxExL}~zHao_Ujc{V!#FDWMWRb56DWGZ9V9I?GpGU~xnsmJ=~xE_hCB1J4;IZ$ zh_7#cADxiCD(#%}PVGbtRlzf$yFvPO_}n0!ESBuRj{xp+I^M8g=`^WVd-$CAKpilP zGtlSouTl%Ro7r#@7JDgl0I<`%`g5B^Zp90XJFFIX-kli?NO3y*DFE)_kuAsJQjx4i zm`e8Vazi391Z&BnPWz%i{`!^KVn8;mCAZQ` z=EL}csEK_6QDorW4=s!{yCFvk&U2<;#&z|Cd8CN>%3d$HTYL})atr=r0#&k z`m_teCX#@AEA-*fw%76S2;~%7LD<*=mm=J;6BEI9;_==%^$&F#Y{k@nhD2{lEXz|y zhDBn<3!0|R0nVmVjpn_->Ndz3PNubPobbzO^EcB!5#I%MB)O^$spx^_d3FKj-D3IL zmn`}qfAS=|(M=2mE0k4ld?f1bBU@Y9g&bUahD^7zEI@gipTUAnx0$PO{;rO|ipefe!wyF+ZLiIpcg7~4r z2eH?E$IU`>QYAhxrn=)58K_c65G>X`4Pb^h1x?K=o*1ud4#y{)Z?oeAW>HX$N0v1Ja(30~#en20{O#H6~K82<(gJ9+)7BDRkjk6WAVA&-P z`#LUM)CEX2UGjD0jQDm^jGPxEr^dk8G4_Fc`$k4SlM%}?Vnqfd%7}3p&@%%v=bQT( zaYf(U(%(QnwVCj{RHFog=8NNd|Ls@M2SEo49|5INDRG#Pv0|C*Se~&1WgJ^tfxtT4 z=x3{S`dwE_O%Y8ZN83Vt;JOwV{nbJRMeLu>U4L!A&l*j|f+~l5)owvi{Q4Y2ILSDJw@Y}T zL_UZVE_i2c7xA+*>qBPYx$Jv2=l2O_th})5E&+CP!{*cT>^+1P0Za2_{Igj5ryDN> zRwo{q_A;0z@_kQdN?bm^&Scri&#qO|_YpiSwIMWF2fbgYv4Po22`sE9clyQ~G_iz*%b+oD$4`<= zH4Eeu=SkarZ-Qe}4Z&Y72`*j%#ox)%Xzn+AN-S8B( z1=Md}|JK|j^~T=omDzl%CGs>w_BF|+_H{33lAeWU21vvAu4Xl3BtdBUhRW4p(qne6=5=L_zw${b)$7G}GpMZ!Fa4`Zp2Dr#4iZTLS#vsiI z)cFE|{)L*vixB=HdHU=!1<@s^yR1tHN0(%a5RP5E6yw5I>X69x6y63;M=aBPxn_o2NIDL^`fCZsBBG+yr|5o#eMf#!I?K zH;CW4tZ^1y?TBdVkeE{@VK2(P`T?B)?YPja($0!%{>aL_U+l7_!_z@WWNIH-0A;U^ zH*XWL9nV>sVyHnkPRSBnTiZ7U?bn{0PJfaw$v4Mz{D8e5aQ#DNfJjK-Ej$nj6+Cqf zzAFx(^7sOftW~ltDoUPSal*g;dXpJGA}xS2p!nIk9Xif9&m-FM9xlO^X%* zNMZrxMfc?^oJJ(R!Z0JS=m5YyW^OE5W+~ofy7({c;HqrP((={xF5mL63BRyRlhh@Os<@PmHIZKd-Ud1&4*qMI~5ziEvEM+rG6J-r? zh!k8u%e1ZIhRJ4j@9EEY%=IeeM23iO1I55^@omo-**X4X|M<3xjO-;NDoI2=379G| zu_YqHyooab&nBkjJXk!xiwtC2Asu@(*&;k{y z4D(@eZZ|3MLk9!IPgWed(--b z)fvz-FCgv*Y+-~&jIfJutYd_YjIopv_VNkUd?P!5>qG!a!7O{|!0A%J)s-)CMR0hRsD{I!TDjl44s>mb35;Yu@5m}KYw zeD6!-T)NVXPGw4oM5_P;SDGR~6}JDdt67e(L{L5v1lu0;dBA=F6(k`D@^*ENdU4ay zdfwP_7&KPn1b}}`_wbYOH{%}?3jD+IEsih3=X0@fUZ)k#7Chlx`q($#==>$v0&MxZ z<6x#2!3xj_6G3!9ev1`_Ld>F;7yfE9V*&yUru6aZNklF*X_xX9q8S47jZYqK_vJn@ z=!5bD1o^nCKF%kc>2}9A*rdkB7jlLNa!R~#-0QqAu=l2NI+2TCVftqUl0rAa7d@ z)oI1`Jg@@Dcara>(l}5E%2+zKm8`uL!l1@<#nD<(zR>CFo&1|n>DHQn%KTXbtH$Ye zg&g7Yy;Y-Y=9y^)KJE}&N?#PsxmC?oD7v0a!SL`!L%2F#P-NTsCaaOwDCwdmpzz85 z)O|pFh`L^Y#TV5B(Ub6zMS<#|uwRHTn40mM!LT0JdZ#CyKZAodvGm^cgI4 zYi}Ios-%hI>}w3z?$9M2a&*M+PC23DA)H@ogifKC*e?_ct?F^(=aw$GhAdi59S~CL z?fXuE+DJN{iSm7i5fthToruc=mRsGoTb%4r|Q z7YKM(lHXVU3yvU_d}QI3hb9OZi{SKz`<|DiiC`DFD70j`dtR4>g5>T zGh2F5L@isR3oixnY=&XK4-FOPLaiE7D7&8x(qooja5VM>)guJ1$EHWtTvz=L99XFe zdz7Jx;drI$7_JZu;N@tBl&}p5KrUxEk&v~_)I6i3-Z+-ReL?OJxN!V`2mN0$>U^dg zNcXJ0sky%uJH!r_gNwa@VN0wxG+@F5La|mB*k3DQk^^AXtU=t-a2(b&T`SQP!dG#u ziOrsk$eR_1_@(TGP>h0w`i;-?zHI1x?ld`_TsRMPeGy0D`Py0+qn<0%g8el_KGQ+c zX@Gty4iA8yjny4hjsl27Zl(%viMf1V8|DnGwNG>MM&)l4Qf#Z(0Tbr+>K6WBg8ekj zj!d?HFy(%mct@t+kx6)DD*kq2MjX0hK7R(YXgUslV!Fqd>_isr{mQPPj&B}4P$Qb$ zEYJaZ3n0Z&m@}0H86P)Gq#N+Mj?^{lGr=H-^MLOw7mHRz`S$P91R9nJf-jpJCUj2f zZv;g2*I&Wz{-a%drbrKW@k=y|N%53ER3iXXW#7GYO_kL+np^BW?p_@)N8ytxP4(_3 z$*8qoJ-KOx3GApDIqwp??s!Z zy|DaqARGt6*mitlEwyal`6(0fz|uHzDZY(TZV3YL2^yYKQ0{CpyxColpJ7UsiO1YZ zb0Om$gQAO&ssWwOVaO;9Ng_c^TmT59n^@)*Zzq-3x3ekWkgZfxU>Sam z=}4)zyblBxvf~ijy|OheAtaN=I{R)cA2)6pIF$vpiwk4 z(sqkABM`>%tl9?N7=_U89>8^_yzP+U~T?S*t-uc3?j>e*dgI*33Txo!6g8gcieg4+tMu>fBCW$e$zEgN(PmNcL0i~@Kk+=6VGHAsG_rXZc(j?q zhUYvBd)gHM`H)(99%VYL#mt+I@b&pxE50zN2_Md5%T6A?c=K zISf5OezS)7xtx5RJK$hz#PuYDbdm9l8{gT#y5MK5vx5b! zlDtom1Q;=N(d_Y(v+Kn}s&uusth!CpRcKqyggdnB1oINC}b|70j_KqPj96#HGYBk{r=fLF)}H;>>+r*_M{;-K%?7^LzmtKvIeg19kPw`{ThO30~W{scj*78h@P<(Pcn2w zm0XhcuAxVN{1r@;AK3>js%lYespR~18#vcUtvjBISX}qRv0D zr74bMsrL1(D_e^Ag5Qve-%u#l>to_KceCTpN&L!naj8}5KX&x!aaG5Wd;0jZER}Sv zcowAguZxRp`(n$Tz@aBH^a=cbV!NQXy-?sr6q^?X239Y(tI!%NFw%P2ZbdF#Ke&2D zE?}?h;JZSBvqcX3Mz2{d;&FFT@n3%h2=0%N+E9iN;v4r+FM_+n@<@>`nD;E$hVC~apZ^`!{^^{ z`v9FEgZU%ye?%5|kqaU+LPTEpLXj4pKmI`#O^o{nTBor{;a|@h1(sF%%IsCB&qEy+ zacEHu!$GPlIcI6WHja|jz_&=;M{&yE2tEVqj3(hVRgh@HG=ak39EaoAmWE+QwszwX zOjrgr^*cK+s((`V80ep>5-Y;k>?VPf;O{YR9FiUuH$2Ck?&1wDeS-h{qQ#-diRnP%?N=pFv zg=eFtT|5N%m70QH*xBh~q366bZAw8eoP^OrAFo3R+F^9ys_H@~AxPh$gY|W*rU0MY zc1O;nC@f0~t$B;Qly@#coluRCBo;1E>Mbgy!TG~j>7h7(f0?gN2L-(>GI{#**S^Sq$*m&s*E_QT^hf* zd{Te-h{2V=mzmDvOL`&gEG(KLCeq0zC+B3@VVvp1&W0(2EiZa#meNsi%Uc;TA)$l5rUAvhUe+e-ey+UQ@P zR)h3#c0A`{;k|~HQ`n!(@%~3r9d=`Z@0XB;uTP^A)hT;%RAwgt9@cv5AhAmnyHDjidI~1we>0}&u zCev?G(w?evVY{fUD8dk|TMD;qiZG1&N?JNe@8Ve_d^S+6s6#bi?XBNjU~g&vn+Ry{ zH(s>H@Y(bxkQU(CI~}gu-;pm zruw5ykZZd)b@s&jDyWSqC|xa@_?L;p$j*!71?~arPETy8r{5H62|f>bwf7B1l;Sr5 z`At`j=*=-5I-*ZUbn6#A`!C3xzR0D_p33@lViybdd{HnnjK z-iG=fTpl;MHI%hL>g@Og_{7ST?Ru1;RI@d4$O&?|bC4jBw2IC{qq*$($qrd2L%daC z4hr+CN)!@q3tYtPcmqC48QH!79A<6M!F1jzIA~$9a1TpjLz-N$ADP-z!?aI^(1n~q zIqW2DRz5lV+uClN$+Oan^Ek5bb-2YU|0-r)S1lFEXl2WX@tI_|hwA~@&JHeJmNtsR z{Gj-FlvkSL=VzA_KFA@6T7ir10>e`TyJ{0ys9@Qe9cvmKe1_i^^3rX+Ygpm_{|s~j zzn!-|Ph{s4+y6v%L6N=C+m7hzUi8i4cIR@Ef#%#K3GV%y@)Z8{SHK(kh#z!v*sM6z zj;*FUX}#60)(bk(rQS>!R|@6}n@Cem7L7HEV7>_uL5DkLKJkebFzChcO|@0Vudzvi zZr6E7#XKWy`IqC+nd#=w0AWC$zoFhd9p7dyf*@2uYeRgHjRf!!iAJkg*n6;?DHG~V z|HOLZP@~EsAf2pb3FkEu1?yS3lk%OgdZ4VeL_iIxaz%DCh{GFUDSpOJ)!YI~oaJOQ z`%YEYkMqDWQxv)ZC!&6@2Z~!_?y<+59Y@c@0%lOQF;NP5pv?6Vh=?>*BuD&g%9rCH zYOfnlJ5whqvxMxPYUl7C3ZtPT$YRLbig;cTFDzn_MVzyMqV{IAMGUw%WA0D6?(b^s z$JXC$f)J6NF)IK0*G}Py7&{=BVV$J9YbOh&3M-tk?=6m>JrZvp@VPBIDtt-Xrfx1k zX0xZS9V$BJSxDsbCawi8dMw=45ux1rNMA!W3JF&YF zeSA;@(CmW&}r2XShC)Tq&(;frDd`iv06+m4TQ!@%zd zzYh^kc-czoZa{RrI^NKrYK-rbH>4XkOtZ2>?CBaEKkVox<5-*p7Gc9uMhTVOyebj~ zrLhw01{Iy)V#5gZ#qnk9JYWk8EuHxBv7ms<>_*rCIB^o@k}cGiojIbdzv>k=-!MbI zMks)0*5!w}ghoWXpb~Cb!m{VrAmwF*!t+c?mPo{}DF>x^RUJ;aQRuJ%3xw1PD*-fM zsphV*-7nv|N@|nsn`mIZ30$b`*r|SkIE!NjyX*g;w3DA`ZH^cDI|be4jSlU zt1}}$N?W0nNT)WQ^2^Bo_Yl4J;?YNOJP~uiyK1!%%}&HA?CZm(BCuAJ=Ma$LNgK7+ zlbbMU3^-c?sZbE0fG{GCkBTxinMwwYbbw6BE;hj@Y$K{cED3vuG^2)Es?j9_e;O(D zsaV=ahzRUB-R}Tq?M(R;`bgxnq+Tex=Hh(?@q(kfOT9a#H8Fws&Uu8~R&l|JCSl+_ zQPM@XJ1WN1uWO3}GbKH*Av<0eo`#{ZRMZpS8)yOZfuZfgefbkmEsZ94Jby2LZiXB8 z%RBujzQWatF|$*R7&FXKMg2vF9;5%n$?Kv&07TM>#FTw*TQ*|YJKy0%V&b1Mdl)Wo zKZfW{PzdFqWcQk2AVI5Bztc((t>r1U)zoY4(&ADi1rF=7eM`Pu?i3~$i6FQzFdFpN(VLL{1Rvio2Lu=#`n_oPBuvu<~Y68N0sQB2b5b(v$F;{kjXAHP$;V3SXVhTghrw<#<~ zFB95tMA4F*E6Z)~BHrfT_3-;&e=f|{kK#N3>D3?@=;)yarL1HIvlYzsmtnfsR3TY` zyX=%OpZG*3*9_JqfU@Fjh-(l03VMIutFtmdWiv>KYOQm~DU`{<4%Km_M`;e1IRk^# zs%LKEkkhkqFnf2=OgfyDjmj7SVgYY!DjW6da?YQh7IsIxzhwd)$oX>2#Zf>8ryZD= zHp2p);Za8NT|HD~d&F1X%d5{Lyr?h#)kj>X*+070xf&B-h?o6IEdzFnB;0*dOPJqy zINh3kS)*nO;KZ{`W1MG`z&ZL?CoGQ~j~)s4Z7A5&P-IU&!9q&9dA8yCVebmA1>AA?JF_?s=vC;P^n)D{GE#iocw}{*K16SfG(V>b$Su4)HXR>^b?WFL2 z0x2h}))U`9^t90Sv~1LWrIfgr7X#NSZOkZeFKG&?OUkW2`#&fCqO7RX6tsYIM|W;XbDuU?~^I5~c>iubJl^ur#; zuAzE>lq93@|K3@}HxlxVw0tKyUpUb>3iT`F`bN-xCv^YAaC*v9ItzV>M>{yhui^Cj zAAc?dCrW+tvZwwi!9pafT_j;1OG$c&z?#3V8h}D~TIBdXUk*!l)-ga~ic_)4=lHoE z)dQp`7|jg(#y^(RM75{2^)>FUp@L9lk`;dP`!Vj3kZn-Cw^Hrv9FJ_R58t_D`Pzu@ ze|Lm)_1>|Xkt93v3Z3bfo#RXT#vw)N@_8Lk=n6LJq_`&8WXKTiA82|uvA*!>-ixF& zIb^GLqR@Sw3ff>s{M~{6?pXisa4)Cc>ZgX^Wj#-!@>%#PcR=f3*Yx7D1-9N#=mGJN z_mn+t|IA$W`<*1aRj4!itnqz^|7(Iy941PLP7WYfE8?^sm&X*U%1$d8J7bC0&)AV( ziHF*r4^LG(o`wGSWzZG~Am-1Cx}OeQ=@5p8|_@xYu9Bb|DZpo8Okxmzjd^5vPqx@R$)ahlm4H*jQ#h|Ej?R=A!P zaq53H?sg)v6>*7t1c(TQ*K?lkdIk@7GH%)$?^+x;?T)+F$4wjLrX}*GJ@PlyBi`f}KGr12)lZUfyfc&|O0ak|9HWKnt%_k zVnP6zOaKJu;e6qSB)-+sCHiPXQU*-vV;B@)ZAb3r*BxedcMZ9@jNDvFE+!@y%agl9 z%Dbb=RsG^7mT}S6c$MO~D0lop=;NXba#0a^6CL>*#-4Aqp^xc7W=L8+WABO&!-l?J zIwBvTR3O5S2UxP4YmR6`oFL|(QredWMEV@qPhkFEf6)E0OEZmku~(yY;)6cDpYGlc z)pookcNSdZcS|722p6=K&h$?b5b?c9aY-b}(y|@v%01IboLkf0Ou=sId}l|BY4EN1 z_(A?}i6FVvx46t9-fWBw*iHRdW-=oM*$UZ&V^{iaOM164eYZWmxTM}pRc|J&chlBa zkJme8>qhZ?ATC>xC_)Kwhc`+v`c)QCx+AL|;l*^dgEn*UGe7nId|J@Nh7 zO(Bn`$V8#mRUXxn%csoYe;M|;yY()J!BJhK42kF+EwfOv+OKgBE6V* zah|0Xsji;v_*~^4`oe5j$>P|=RduoAnI%}@C7uDq%V|<7+Iz-4Oy(?Kv|L@I$dvoE|jJWhJ-di2F*2uk;^45C!*Xl;E@<1Q! z0MY0*#sKY$d~|*G{3n?Zum|XzAEh3U-EBq#c)4SqMejy}BQOb3ORaKO8PlgHAq*8G zic)qB2dePI=2bwi(S{G-&&mW);sGufBw^_V}1Sj|bE&dwE4^o0J{Ggtn-6^8gil`-q9wjKdy(R`~fKsBTCP0;?lw@#2qe*xk z0{KZ?rR9?R=z00ejH*3+jaaQ!H0}}M8H($Fl4iO|Io+h6-i4yxWud)%S3-8o7ShMJe#$SPfOkR} z@VEiUT#pMN`Vxd(qBPK0bHw-Jtk(p(uh$6ER2a5vZU2dV1JQ~?SYZADprwf8EV+#B z+ljKbr&8joY#I^o>HZdK82$y;!`ir5t&Ng zBkmD8Ent{@@uE~7vdhTFj}!LJ{?Ka)-tY+XU)c@r%-z_ym05AldHR!+!EV!XM*dxD zndz7hwEmpis&D{;$RJQ&#Gk#I^%69dH6u>?lvVqO;L_!}=Qz0185q93CiLUzOBG}I z{252^8u6Rc@5LDS-ADN5JAAb%zPTE|cpzU4lP~_t-w&$u4XX2$O=6eK+4-QZf8~S1 z)pvqn6;8Cv&JN#c8DELZs4=;ou1S=?l4rlUg89qx$#6vS;nr1g#{81_#PG~59~Pt3U0CbjGltr#r5qNlpk zscv`7B;eFz_!lG^^afkBVxo{myjG|3>M+qmjyN;VaO(y!xpa#q23v5qF+s^1 z)vONIv59~(1Z>{cbg=rPSG*JF@*GbxG^G1E&%S!ID5l!Rh9$Qtr<-1)Wwh6D;g7|2l9(m8uu9~8gm=c~)-q}iJ;&iZHYu6u@$W5T`~8@e0TIU}$JBeh7C}&n z*XP^W7aCPrE;9l8nJMBsL3Za|P7w9H^}^R&WAx1YJ$wf=sIbS_4=}}GV=`|Zock?| za^ibm>F#6`fcP87j>U)X6v!I7gcGzQ_uYXZ&(o)W>#zR}uKNpD{9{&lO(Gpq!QP2Z z)Ox230cTXUQ!+MPH18d*u1P^B{6l<#hhh zr%rBRqjl3x=Rcw9VDm&|b;oJt@6~t3{74}4nr0VDwK?8qv?+1QMA z^s<}sf+WsWm?(Ei)b<&xZU>(p@ttX^w!s96+ggwKULwq|bvZw97ejWg#YiJ?n*GH0 zT62FY#5pR~$(m|Sm(mw1D3T+klx;E)@bu+ZFQ>sC6omeZDb3EQ*prpG#Zj;|9!5!IC>C{rF<4(Xzja9s<%kr;0K?fbuz_kpqL?YXwA~ zwqF)hza~RTjW@r-ayQMf?&gCpgV_8-?Odxezi>cZVGvqgTHhVyZ>N`?X z>H93HKe+joR;}?6Snf69Ndugk|7m_fWAX^u3w-{D-+N-W9@?$vcJI+$T6(t*;CsjL zy}$V0jr{jzyQH~omgTDAo-RW%g1InTnX+)H%haO8+zB|#>MO||Kz{RtDXkXGN=VD^>1>?%{{Yq} zc-Q&-fJ}J~t`Y5>!E^Z68S59<*&m!SBm6?MCcIO+mVy(%RwO${DF|;|)ZUA_w(Otk zGs`LH*+3>g)Fg z5u_Yaq#P1WO}5fdywTy*(zQn#?~yqjDIB1KZq? z2^VX+67M4pSK6tfo#G?rNlE1Q7MG90r`IBV?Ls+O?7v%jk9b=-#qm#$&KM>1w= zhS0kA;Y&x{7B%A{**TZIg)5GBy(Wisq`y`P)oJ3>(mo>UV$9Pb z&fX>zO6etyb37!ML+l;Z09G!4Z!7Xq9IMf)&4P`M95iK6(LiO~-&zG#ivc7i5 z^YE@nLv*gAM8kvZNy6mP0p~npmshikw8Ftk#S|McZY0@jHgf?}B8` z6&~3r|JN3hRJe-G2=4_;ZoZN&Tkb#;r$bfZaMoa-hOJZA7BkD0HdHcH%_%Z^BMu(> z91oY}NL!5>PTq8FaF=y>&1`w&E+D-GT4-28s5r;(?5kzp)n1U-JeS$`UZDhurU^Ua zcn&@S4|!*g@$h+S)#VMX1wr7_Q?8am!gpcRZ#>m1{w}PTy%@CbJ1jkUXWx;TKJT_c z>5sAF=k0i2aywDH(49DAr%4(}g##QGYm7B4c&g7|_gw`|j@e|TP(=gb>c`n6=r3hV z;?PYZyzg(tX~@1kb}lW5zv1ol=H&9RhsoYBg%eFjs?8=NnQE~XWKgJkwzCfg>&q}$ zfcUDx6ZHD>gir4Nib4W`^`!)66xk``X_ZDnl(z*7sqr_y9y+ax)0PXvnWkc9xT)s) zJn8Es#85fjDK)N!KG~DY*`kc-osb>w&0P1EsqZ`dT2N&^LdR80IaX8Xop_7#q-P#u zs{JKMUiz{AK^R~4|ES62v>i5S+|SknhH@t3^9;Is4Bb45-aL%{1}Wo>Ec7vbW+&)DzSs%X3i=FkBfXsN%E~1yJwXuw zP>Wtv_IgZwN~Xd+CwQsHY7te!+}+bDq47)Mc2C8RJ3#9IidCOoC_OF7%NkCs5<4&+ z^_(F4oG|(~oFH2{fY8ofr2XV35?l;L$TN5VeSLd)?TSfbe0ebi*Q{s$u_~H zyXY^IOnf)pR;!U877-mw3LZ&=QGI9y?=GY_*V2p0>CF@M?xFhbxq9VaHL%OgiypD zrA`BB+U=KDT`Ao!*Y#N;2^VTXu6!bW?c+%&YR)|>r6Wv;tRd``k2~In&xo^fgnU8< zU*p-7@jPboRTiiL$BwJDA(X1*7W!F1>2QvoL(l@8(6Re^*mA93*1s6-Ya2!jG>+f- zOl*zSWA)w#r2#a4&+&uehUdGT6$E>mlpZ%Iuk?F;p6O5Xsm&8Wcd&podHW$^z~8&Ne82vQv^n=~o=~_Sc_F zgY@G@=tF5P@IEztJBf2OtG#w^bVc)yT*g2#Cbs$5m67<~F69!PM=F*+p89Z>W4Jn% zWx15v>A+2uEa+_J>VZ$3e6hK6x)Y6{&o3!VOdl?Bj2!VgA9XU4d?8moamu{K8VXcC zqE)%HJ*c5PL87F~9KbuCCnP4oape=IccdK$Mc%aB&K{5W3y;sgC);Y+=wOqFN`vBi z5-~@T_-aobw;6a`G|MLqF0EiZG?wM_PSVUzbfL>kJsPd|?)0sjed~U|cgt_x^?Nt|(!9U* z`rohte}g#qLcRN#Vh0Hz=2Yw`vc|E*8Dy-Ymzb9M>tK z`tHM#)Ji8TSYBLC?}wc)g^(W1UHT~o$e@M>CnbzUX0w|f@wWdd7>hvkB0GIlh3HPi z_Wn73_d>Ad_zsXSY%+3bK|p`tv(yyCcc!r%*N=`!FdUIha6*SwV-k+f#P_t)d2D<4 zw<2+yRD)7H<_<;3=b@81&TGlAhur~xy0{L1raoSnk~d=II}!6n+`JP#Z^Y0Wk@SUk z`tL10-}c8Jn-=fsH1@|(Dl80*$uXlfdU!o{I`Tv=t=4G1%@p2Acqpg%sD}G73WGba zN+LYCk^>Kmlj!L7UB%HE4Y-KUy>>joHQdX+3wu~XVx-{n)b>QFt3KM0DnYZ9Nq${*Qua2ZQ2h+Rb>AOSf%~AE@zTw(qvwHyiJF+wXUi@Vlk> z&4T=`GW0iKum7vK@UgN2JE~<|>UzczEJ(Cqs&T1f9{B_$zg;-MVQ8K3YHJz93Op?x zFCG-ud~^jHc`Sg~sxBQ3&oIIbgmQgU!q~Y~3dsX<4Ivb1{2|DbB20Uus91q2h~+n>;3na!g|U>m;Cu)-g<)I0U-Vu+zR2+7wDB zMrcj!p`1ca;bKX3bFjKQUcEbH-5j-U4qP|KuDiq6P2%ER65}qRag*G5m*}`jdfX*I zZjvGYD=_l!S-5XJ){ptB`>RVPtj-a7!Z1Pi3?e}gc7gk4e2JqCCPL67zcTO;P|5ME zf4ir$pvkiA!+2J_%od=_%A%ILuO_n@F>!Q~4LqTX3x(S)Tr4d{liNM2z9X8EI9lw1 zRIS_HR^V~!@^-s%y`5V}?MX2TMQs{zPuzrelYZ24Rz8{_Qb z_g*OE1hDB?!h=IjoGI7yBpJyvKVc$*lih>r$Asx^s_D4-BZm}l8ObQqv z7K6R2dZ%Jb+Uykt6D>U2aUMzKop`Nsbkz1yJK>0vz;|y4*=DEX^Sysp)f8Kx%63E&`V34mILanfAJ4^-3k8g9RKb#e{-h4IoX4@81A5pS72u{*_VTE4!C;{%#v)%(Zn+x9a;Kv zVC^^f`VH=WgU7$a>2L7+D_Z{s?!S=%-pB+0-s9|Td-_qlscxt^CS)$-*DN4OD7Ap2 zi*0d{@2d6KAG9!Pg!k&KR3K?XdQ@jY!PcIvqrMlD8P;6XW`V9L-k(D%#aa!qTkEk8 z_T^t|HG~qa_YStxWK$N|j3eaGLFdh+S;4104=eG!;iET+umCDI6sL& zM8O8kukjbiBRg|(!thXIvr{Zr%$L8+CLq3tk11cw;B7>W;bzfxvvj*zz}+n4ZU%Gj zc62xUy1U)on^9Pj_)RV)H2C51L>R@98j}6{3wh2E*^6{amdM{zhWR5&Vkl$9@jH7r zGLsRwQ?e1Kf1X~f2`%lORHG2GKXiLs5r>N%g_8j?`JCsiF!Nog2B>auO1;S1qU@z) z9TfQeuRj-F!pBJc$MP5Kww}T5NmEvc_Q=(1nYZoEVb^$HTmCGsMyN1@wO6 zJB95tT7-N%W(X`wTrLsOvRv8e`=r3IT(@j0^SFC35w#tMEVFPCGqDN8fvnLL->*A7 z0aR}k=2n&iL767LGr~EdwL00aL>%pjXj$$%59NiGBx0IjQAcl&x$zvj2dw^ zrQMK}XOD{VCy{uaXYZqOiRVyqP>e{Bb9&;r2|04^3zuNWsl`0!_?^?10AtZx>+#sA zeXy2m16VG z$oXw|!D=BsINdtg?(Tf^Yj<(`>(2!^xz{P!v2!+Ch3-VQdZvUN+n3<%~G@>~Wxwn(IzIK4J|Il_+JKe&ASfOcSXYPVtodr-|&0g&%PWM%Cg(bJ*n z6LDS#)Mn}LJf<+EF3ZUg-t?1(PLKFbq@VDzpH+rsjw6^meSX^DHNupng=R&1c{vUo7!VH^QeGxN^;i?=;6=ZE!@N=~{kAE-I^#DmkO{1gsQ$rAOclZg0IW1cUrD_Ja`+PIOTqoHH0&>9364A$eGi5{0JGJ$2qH2A9-Dv3)l0Qp`{hQUijt# z_U*9Dw9sautpjx{WiKUF$hf8%3jNS>(M}qUKS0SMPBn1(H2dvG^26w{gg#-)=qJ2C zO?jUXNBgp$LC9_`;`_w~xE5>6G;FZEXWf*}n0>U7aXeYo;077~ZFxa1YTJoLJC$$o z%T~Jo_2&Ws__)>I+l=ls;(+V4+{tv7TkCu9g*WjKFhV>lb+|AH#&QH&oG! z*L*JVakcc*6W6psI z>521&DZ#QpVSCFw;=WA2v)??Sr?fYJ|}l8Be#6*@I-3F^Ueyx(3Td>H%`5C=JOoP>t-a6y%3HN&pZ6^_mTfMma6xi^2b)* zU1H6$@~%0s_Bel62|zNllGAvvDX?LVnR|bN*1DFj_&()`nRS0Jc8tUv2W=|Ptopi+ z$IhN!1U1(RGh)TB)@5H_c~D>cZS9jyCu9c24x>gKPq$?cpG7y~YaN8(wx>Sm66wTe zeU8l&5c1H zZf;aJ_o|!Q)!iNI)lKW>zIAo$y4%TL+~;p*^*3{S@{{KCKv9e`4q17&*&)on;D^xH z>NT=~jHLgFaLH-_5Eq&A*S$vcyIr)p8?41tzh;2dX&2r8`t#nv{3r|xTJ18m*8?M1 zjfo6*Q=q)j7F!0g%p-AIymjQ|A-UrA8dR=ynvxBa@{CSsaK(u4Q7hG^EJxtx-8N&m zJ+eliMY@)O(!__peYf>?j_3Yb11ZKAW4&PPMwDhW5MkcoQFK_YfizWz^iH$%215!4 zhqPr!c3Po(vHQkn)H)>KibJ;Ig^Ybw$2;D}J>t1!G2Lk1w;2K>IHc9;W@XXNCY|FS zq;|a_++#3m4*PdWKUa(Ml#p-2;Emkd8!(yn`WfteaQNW8QEKOjRitiu?Cx^(rZsy+ zqgB+~RnHp{w#3iop*(QnukGVoyZP3hzBaROt?yf_{I#=w>BGNv?SHROSt7@P^M)k& z{nefo>h{;4%Vy-`O-IS;nTy={~kVj5sM(n`z5vn zgWf`mQuK=b`psokXPG#i`|MA1ey59BNgAwNIgLO`O8V~4I-mA?sBi@jb`K>q^Y(d!C^B~QhCm{P^ zpjmlJH_b1HT4a)|;Oxfm&6@4oqi;)Meg^U7aH;}F1sY8~aGIRQXp4of89KM$e>q3P zSQc%I~I1w&%9m50)r{v@MwZCAM9=TCc;SzCmQytHHH>{~@H~=$20#G>J4aK%Y`*iIJlV_-yD)^uh96%Z^B^W+)>Tgz88*(Z z8({M8-*)$Vd-sRC`N>`U=Pq`2e{i?E(SYA+!&jE^jg)-hFuzlt-wD#MOzIcT^}pXJ zy>~z8JuSR-)-?QaXQe5+B|u7=QI6DG40Z1;C&QU1YR}zJ=$#KJn+^w(jQPNcldR7$ zENR2Y_<_@DB-83AmVV+p&zFogsKuSnyAHSGla|Z!b`E@}N**ezH_0=4n`ixa;?(xC z)9Eon2$gu-S6sYp8}JcV#8LR}J`aB5-}5YLRweT99YaY?&lruIlMZK+=4kUbWGrbyKe?8!leO9 z-azDiJl0On89RIWYSG{8jL|dFx=n`^?`3+BbZNXu;)1x~N)BhNn>>zp(iu%rs$5Go zS>nu;@0jd5TqI5hmvUt zR7n}>|3i1&&>%PT$UEBPhEBPoS#Ic;SG3FpUGr@_LDl~y{Ss!nM~0s1+jqMD_2*(_ z^pS&4M#s>t8!&j~7#ww6GTowSO$6ru$~kB+zmhnhrGtd>ht)Ct}BQ)1a#GyjeXlCFPnmkG2ex#v=#zSZ*>N}X|hE~V%5 zF!#(TYdZCwc78M>&hBB%@O#+<=ft17MqDSXgn8_uZZ=Xk+o^Y(s++CV-3II8nsqbT zdN<{IH}N`ORT1?czk@w7s9#&vSMXPL|Lgv$5MQcRjAzuNp)Qt^WOa+?36Em~mWkJF zmXbtNLplH=W&h@Y~ z%=pOj5lcA9jq|S8i%9?`p3$ zk{)5m;|ba$zCS=g{2;{4ZbYiyIRhsYX;}eA#2@sLe13?_q2dcMtsFJhJ#cKTo5k98 zk3#liLChe&6P_F{di!Ghi7;RR16vLFL9fpOwjC@wf z0sM+kvVSwg6VyE_-BmO8ndNXiCCO(pQ5(SoVme=(lknWLPdnkZCYmt5H zuvVw#wM&F6s>n;>C+Bh8YtRDWN@x+*C(OH%FJP}fQTPjg=@@C7P3t?@k` z1*9mF!lDVC5Ayq5qTmFKdPJBCT|T;VJ?d6~x1apP!@-`qM|fvlYNSYZF1XZSw{f+L zN5dC&)IVNb;cq7LH`Do>N&Vf_KIQmP){IazVP80Au(2LXNjtv3534=GVGBXfKe4xN zY_A(T?8YX0XP@2JYBz4%jS2V0ocqd)=Oor(M##HpQS3$dLS<o=YDS6TO)3j9?x{-!birb+)7>@OxdJXJ&* z?GEU{y9^(iIda0I%yGBjSE1E!>?UA?P76e}I@<$h(QwX;jG z@A3_Nsq;{tim8kxWXA7~xen;F?_UalE>Ja-9t9H3^?UueIRyyy7{cnQQH6;?*{jQR z#4|(=&nh|hc=(b?)xuJwul@uyl`OR&iEm}k6)voc?KyLdKM~sldWb9}SgU6zeU4}7 zbo{~nvrlM;5C=XL;`?+;&f$C0>C-169^EyWOi#H~$9X>nc*5EOsam6|GW|`xkNkg6 z&wYpGe2i3i9*gON2tL#5phco|%luZExj8-<#Ac2@g1jldcT0Px?|F^79agOgG9W0jB52$a@71YE>o1G-q4oZ(Or_FI_3ARk0Dy*(< zsV`J+!$%5UOYwe%?7pV(oqD7K5X8~F?8i-M>tx$Z861Q>%|O1QO6*Y&p*pMKA{)mo}~xOv(ZMIO) zw&2C2CVZMh6(Dp~-3WFZ=hEcksTYJP0m3EWuK~`i+U>;t)1yaxZ_#4;lK=E5U(d*4 z-DBBL%juNxUT8wvAH(6t?6D-suvIGLPh9QN!MFa*aBpVg`joJM+%wLs$Ca8|Mz&=n zHJGqJh6{qSq2d4^vxyzo2&NSh5OyL z`{wd}a|M5QQYKDQxqI}W9N5lVN4`aF)zqb@XH4SwPb4e7=GxBvf(2V^_&j?L9Y!6D z!kWwS?}B&OMF2R*T4Q; z`t!T`=fd+r?mgY6nKTE{ztQ#*8==ABHkIW zMTh7`2V6V~i|t}+304}mLi z*XKzNq&Gqjs~<}oo^VrYE+j{^D0opQeq{qu$TrPe8yKi(k(;Qd?YwxN`2Jjtk&xv{ zE+?LlR5p+wH4J}&44hf*>cnDmY&Qm7@TqDzzx(9KAcdUHDti+jkw5~+9VWlha*Le` zVBD~@WptyC`6qPBx9ud07aB_qoqZZh39w1Dovwe~nO`!u&kYy!q>?lwG${m?ZO?CL z5W2y^G`}R>hJOkM87<-qPOXn$U2ed{#pXAajsDUs?tLUFM2pl(d4Vj$@c|Xb`SXw~ zrQ4gD^n3J+26p1-a24U*r&>vyT;dS%yr@aE(*`_*Y46u_m1P)ufN9Xu5+v7_wIch# zh$>?s;ociV!%tzELS4OuTl5?vj?#S&ZX`ghbG*DePOmr|#EFl6Ncb{l)c;n*_q%V^ z9T)Dzj*>~(#JSq(Fh!G8rboGiRpFjK+=}KY06p*)ZpcZ;4-GejCt9RjS&n#tX661* zL3J#}y8^DdqK||bU5WU9u1_-E5&xNb;(N*}(O=pbX&@Vrmrq6u=_&*5#MnVBFLtc^ zjfa#Hei}W0H`b?hi0i>n=Et^rSTvb%#&O861l+Q-Usfxew%m(eQ|7tHEEQW&%*wP_k!u zXf(FvYLQv3uzOY|K60#cdxip*Z9)%weQN3^9-()3;!WlOLR&PW_=qm1B~xy8`cnP0 znwY+Fi^$3^T1rVH;DnJt{KQiyQ`@ z4I?4=Z;F?^T!1HD@KOwQ4dk~^oQC(Xp2Dywo8$XdUF;L)Af7yFv&tGe&EDJRbD4-b zf&9-@CSX}boNlJWj3aMFNbQ7rAl#Rd&9&-E^1 z7uxjMLSU2CdZy&5wo|*P5#MXf6JE4Q6|#sUYS28_A`>2QHcxFN&&_C>86!Cb@0r;p z$vu0!sE5o>Yk?HV$K!|a6sgCxI3BRCek#QZP!5~Ha>`1WmbV~g7u;Ze-OEkHSr(g% zZmU?oRX>{_+X=(`jb5iNz7)Y(i;<<)p^1&eyYQZeS+_Y=K7SVP!VV`_V7F2sA@V+J3Ft4L)z)C_;SUr zOiU4SeQmUu*vzbRv-HH42XWq+U_B2Li9W6Pped&DfqKY*XtVdV zY}nFyDf=FmcXj(gyYj1-xIf2`sUBmerspN@|E1KI-5xOY5%C9i1fQSnQsDL%3!wmM zoWJF>z2as{SH7Z+rKOdIS~!9{Yx|A*SH$+UK!nFed;Z=`c*IuS_K+R>vU^@%=Y^5~E zK__|7uU?Bk2I6~qtS7#3ZVdo=K!(5Hto=H|Ck)5wUIHz=^NDqgLigiZfp$hEE^Hko z&|^9qaEM^(}*rij1$ir#!k@4lt4Hm5gN)SHXy&2{ze(t7i5d-r;~d&Awl?*9gHeno0b1@7IyvS}W17(+bS6FKRd?wtG=gU`ThHq1GV4~jnkS%Q5>PXr zWzUCEnwBbmQqN0pmhhpLKn(gAkGhQbRFZpS$6vAmkn8_ z9OFYa4B1~kLdNqC@AT@Q_y@nmcYns4pX1&C@y#vr<}LZ^#+L-?8&)V~BQ~upmyGdD z!Bpw9xeY1i*j}sS9X1l+8S%0gfo$>T0@?b+0p%W%=bbLcL!gTQLCIqQFQOW8tZrfm z?(K6}{=N+R_?#}JppVHvgTjd7w3y7-M-FU%Ez@x{1IuCgQ2uH$Zf6Pl2~uZ|+C&=t zX$Fmjjgt9vT+~;r4>_;K+#4h7#^Aa!zHSV$cShNbfp#UV-S};9 ze7N7}2P&zLHd&%qR7`-s&D!f(NRwr|sNrRWYq=~N@ zuB71Un$xR&)70FbXn_s52xb?X zqEcp@kkn6zzF7`FH_HTf}KT#$yBX5ejPaUi8JgUtY(frPurUu>yzx+^BE_M^p4q3kO!=8 z)A$w;wuKGFNJ$Zf169n1$|3L3Uev7q1`qH>+~;EzAI6P_YzlG@dhU|Y z*N`oJhNY#1*T`VSzRNvWfbdkP2|(1_zZ|qIfzM%?V!yLzwstHx(*yk)RpFkW5Z}R- zjQb`GBsUmeF4mu~Mxhs5(TfS`#j^Bj zaQfzkda+J@*HOBNE?p#=u7XY%`KOCm)SI%@MTY8CwCZozqrVa8J|@ahj_@?H_uTn8 z%(p#mnh)O_#zSzUHyLvsG&;*cQE_Eu@tl^J(@z|aYBM62v3w5G9ZP-*OkC!%4Jpkp zyTa9QF(}F~m;r-UnU5bk5LXYsy`8mjK+)DmH7LE``~)3vGSf~Q8Nz-E&f8QwF$4i| zGYWq;(xDt4dT`70Ied?i6dv%fa`F*sqxxOU9^7H?h3}s3HxKx`XZ*Xz{LPd8=3#&H zya(=@z3*U~6q@LN;4Qw>9Ivd%3y1PXxqM}4-Uyv{0_YoI^lvOZFI4W2dCq%w%ATdE7|1XI1Y0RLHqnF?2(7_0rJ8!u;d|v!OukN9*UZWRh(uchQDy< z-=!rNO# zx(u;q7+gnq=QUP)L+@}sVJDQ>5hba#Jwl(mOt9nh43f`7MI=t2u&vLMyxYIzD!AjY za;nddph!tTwN2RukFe(~LGBqw=vigl=|(r+O2yM4~6` zM4+dfcX-3f-mtarSlkcT&|eqpz&EXUTy zdoD%d$^Ibd?+xqbF6Dr6d_gC+M-yxBtil_Y&R~^IrHoJOHwM!G4q?1^K4lEUP*MeX?NuY2?3z5DmR`~BYhfiHH# zH}~PYTk)I6D{p+~ruqo<23LUVsNkQcTRm|oebGJ?{NkKv&jru)^}s!g5%S3C zIr?Crhz;JTdgNzd);8v84Ai|YHIHI6HOCpnZw-Tg+X8y;N`BmZ+`qDNbQ9A&&BvXC z3pdJUwJ%E!(*;cUai?e$jAM9O3{{R^Obxq)StK^$C^ZcWm2c&(v%d&sU4f*h`%|c65nsg-M((yzH^=@ z85j8ovfiU1Y_MJ!v(6QAfeXiQy-E*HJ)I`qYRA#- zND04RCZUze8A)4`69P(fBd;9 z@qDbfg9ua#;gc}!MOtTPkl8c~OFG}nq$l!)^Ym5A^0m2$Yk)#JCrrl>cAv-i8Q^B&<<+5RZLlMU14 zGgDz3A?wk*cWzlrZf?O0fJb9AP)%|)nK{tYH6&&$IPe@GX@sC7jP}TULZBysW;*fA zYcPlzt#W6coTdP0F{rw*3~MW6xkZVX5$5R$ ztjrE-#jsN&w@H0cmpOCD4rz@UhyR<4U4j23g7hYtbQf5<2{OG4I9>FfuIf-XF{wB4 zsqgNo%!jXp?c5T2l!^L$OZUJ2T##rVBhH{W8qo&weI10?p24OolXNNrpa!s@x6rbi zIn3sWLqd$gC;FUr=TY;g8@P}JLmmfMCLooC+zJJ9W44y6qtzm2dwD7$CccD*NG&R* zl>8z-hM2O{RauU6gz*=Cq7Dmk$fZxoN86N~3fJmU)z(s;<92b(bWh}wJasKTe^rw+ z;uF^?KZc6NsVleIyYz_D@Q=#vyVjb{Q-{7}wAp44&k5DUM-6|LJx|qot{?n%GVV@x zF6VyX=49gu1t>W2{ktKyck^>)@aK?-H4F~v+8@%HTZ@9#F z9ODi5c*jZJaFuU3%rB$7bd?*ZBd7q;_JZ+E`tE;4$T+Dc^_XO>L*-DW*JHOhgwRlp zumrJg;|YP|#WL0-KCAkrqKKC;cF96b)3;Z=hjIwv{Zv;l%GVlJw8-Fs>7Q~qMRfyt zvbY##ut5nqNX19QgD&PAmF0fo%|4P%ad?HH!VH(p(&p6Q+cyetW14=h68wlb6U#WP zcN*>y#}90njl2+OwDK;SZqxo@;giQ7$y~~d!Cp?NdgX|}N$F-mQRb*7LDSz%=dRqf zx8&F=-^;8!`dBJ#UydtrdI;k;Asf5e5)X||v^{kT-ahBaV=^4^1V4Sno8s{;^TsDR zbc*=iQ8iN>_ZlBgb&rh2g4-^%QHk*W@U<&|HBN3<&afd{FxS4}b5{J*3AAL|tQ8&nVwq`KSRKHQA}D?CIRa>a@%{ zBaEhQU(rFBF?sa-)#H%+&42brVNXF;2fft$_J<{9K;LkMcn%{S+>570OFN^H%?S zub1BHtM_{Bt$uqc_r6t!|Ax!+Teazv?7^T#aX8;a;v-4w zga?1wA*A4h~gOsSN)w7HEyqo6DwJ7FyBRtX12 zNRkn+wrNks1xD=)kk6EZ5ng$SQ=QXLVabl~cQK--DaMWj8)d-QMi>Xv_RMxSMlCaN z9>fu6E_PKu_+-N5fK2D$4og0YR~L`!o2T{F1N-KgefQXY_vF49f(D z)JtD`j~XR9fQsd5Auu;rXpb^@XvKMu(BVvHP+1fcnK}qhGln1?mx#01jyh=5zxveB zVQkT3tCp~MEQ3exUe8c|tF!(E9idlSm5=RHs$d*~-e!P3eBH3`YCTR5g;8_tQ1(fl zVac7n*U1)%5&dqSl&7|8U|tq4%)B#Fr2MsK0SKoiAYr=vCp>Y@a(tgLR(tK2hX9hq z*AqK@y6S8r;eO-lDZ50@T1;bKNX7mUw;la~xx0{ZxncAB9fzt~Qf!?xvOprzBy zCES7Twybr|lbHAYl=shPr<~l@UTCME4!!brZfhqJv-|jtG*mxNbEiYW`kp-S6W^Nx z*+BCa_hxFGx3Z^W2`}^3L8G0wdusvQS_Zck!)r(4*1)(oJZ=q=TSMio0rT&f6#v6X z_?Ub!QNR@-D)%r&K;aCNYT==BJr=?p{M>2*-pgLm;0F}YqDH}?lYU4B^ew00c-Td| zZUtn8-IAenI~6R)w3MCWGVtzeF3m*Sk$9r2xKAA(#GnYFHmexb-SL+jZuZ6P!7#sP zfG}Wqom!0N3{&n-zLjLVN`S=x%la^`y_=#g@7z6H;whaHZ4t(4)qu=fDd&n#z8Uad z?0Rq3zOOdG7t`R2#qh73lOURE3ndf9 z5hy562~f$-(%fh7RmheADuMnoEw4+eR#P~Dr~Qq1>(d(?n-V}JM1TXhCzXwq3{Jt) z+Yqtd!bXH>J(jecwNzq-itisXWvr70NSjJ=q-RdNO#X$4=V`Hm&ago6C*mcw6BiSu zp7Xd@OB}FjoQLAK_lvz-xY*inaJ2&$2<$71%Lx5}Vp@(kV>4U1t{`;OzfbLvg8&eq z{a@bt@RYk`kF>A12|&D+DHJDVfIQDjDRM&BcAve*%-(QyihIw9f)E}q=kQXBGH}9m zxvr$Kv$~ClA2legyVMazT9%8I!vBopsTHJE4xVbS;U(hm{sP1~bNh~1l8EJ^$6#Lf zY2HDTe}i1{zZ8X!xd>g%bj?yJ2wL)X>(gA5g6~v|@J<|t0mC~Jj3r2%^T(4EKW!sy zKte+zoSJdNJFf`wB40xRhKtGfMHYO6lyVdCr@BXM^0>BR96mm7H?pvRtSyuSA&(t>%q` z^EbE@FO;~C*<#pRDdUmt&LNSFB;P1PsH?fBdcO)rq@#AP;ci!kOPdq>UD`v;$Mbi{e6=6EnialU8(xeMFSdynlf{cALc7Z&7|GkIZHUig@APYI|N=RD)lP5Ss^;sWuVy{UVv z^B?t+?y5xcc_2>r6Gy0On7A;Hc4@8MI&rU!yIY^{+7`TZ5#PFw->)h+ne{y&2!&*50yoE3b^Ytl1$Xl? zz@|%3NfgCB=3~X?QyNe4NV^7qV!!vc~w$D1mOLRpdUiV@WPp8WG!l!9_?GASD-PrTp z2=w9`db1h5xRTyYOy5mUZzicX$kPoXb%RvhAy_xa)*Hm@1_}EEg6s`&_Wh(*Q^v*? zU;(=05&WhHUjO=Yndm>B(D#);j_-*t#R4PranELWVS8WBMBGzqG4mx_!KaO|4%%OPEJvge;tJp#1TthrcrRW8OiEQ`_H|CPGr^qg z_|uV*^u$Whj18%sgL*Ron0N*|uZ#wKMXR>>@UaJ9|K8NzA{1W^ z%c0Tueb`fK>hcq)?iTSqnRszjU1W^2Xif;fwy9zUch{%GMSG;*BqOGpVsX4LvhR!X zeG$Jc`nM$EJ*l`QA@`)^Ey?*C24ruI_K)IwPRtsAB&7T1%(G;NzmqR}HWd>)h^w(I zYCw|BdpFIgi8(GjFrq+vn{A4Zyq{#xr~$>|pCVqLYNN3xJ@WFkoSMbF&xS^+ZAxr> zR?NojXnDB*BCD$>wQR$(J&=Npi#1kRE&Kb~+nFaFD=nywkB=w+c#iQIlSMdqt?KTS z9JyNYz~QT%VZ4R;=^jI21oi|0Y=_~K#Ya2Qsrc;!_GX`Uaa+5Yv)#@dJVL@4&snk&bNfrna@!4+T&4nvr=io ztu-{uh}Tt8=xQ<Gl1h|Eco~n||;d&`zG`dIlz2ze4Ub z)&}lte^k{SU-FxP)Wa5eT4<~zOEn^#Wyxdu9IdKZI@fvpm*X9`v zw}$eq0e$IL-`d;n?eJUs{N8TAwdY^D`Bo))irm+1c7lU$5M_&Qee1DPuE+z`{Q z>%?ot-1L`~Xp6Ut@`ad!@mK&i=W!I(rTgSB2?4%!l-&2DGZ9V3T|ETqvwSc@9lPvh z`#Hxm(9->m`Otpsk?16QYlcVmN_ z5yC}j{31+#(=q>p?)gn8{asi6ro(>MZGY2w{~O}>nsaL~e?UfLsitJmO~bogIx79B zhGQuxXAZ(xQuPS$n`kFdy-B zyt9%CO&s!79rl}VDew8FoDsD*Y~m$~C6R-U&Hyaa zlRagrQsa0LK4c~dd*V6byNHdnE=M)hOyqy|-^;-N3-sAH2I|LDQ*`^xZ%q)24tcaZ z%|1@~KN|Xn#mU>9VI{WHLz6i7zl-2a5E~i4E#k~+!DNNPW2CEO90a=7GBZ>$A`Y~( z7(|-HE%e474Fl8!!k1{@==b=Y%lx*eKU(3H{mqgb5I|6N_ATPj<7W?kryy&Nx4mEu zvrSoZzVRXPA+tx}K(2@z9%CMKzkrf<0HMZ z|F0F6$1?+L+EUHsC@=Sxx;=4(h;SCsRbd|C(bH#GD+3}=exb(1j<4Q0yW@a0?%|c! zInP`YK$5UCOM^2w8P<-_lcqtsPP~xr7>f(wr9^n|@}I}2K~u3D*>a@bM#z@0*jE>E zV4RGM|2$1@mH+*NJo!z|{HlKbE|z{1SHFv~ziPMNq~33KO*ea|iyPF{JL+aN^=?gd zv$DEdU%h18=W{{`FAKQP-9(~YP)=>({#S^zOBCK|ljHq)Q!2%anf`7L0xP7BFv3M| zr+dAjZ+FZQK&FgTBfhi#V}6`WJZFws5_NPx58TV1SVS^iz;>ccEtpI%a$&^WX9g)% zs2aqO6rbr32H_m-vBVgwOc*JMfl0e|lO=#o*C0!zsN)UADPhI$Lgby|u1JdD3I3ug zIZfY!xV9zeV^oBuSWj?mpKR45!uwxc&Gg|tB6~arwd_+kRnzVc=jm5NV4bEn(ff<4 zkilP3y$N)Md7u#eO2m09BPh5f*ryW6&XQ)3a{QrUBp2qU*{7r``8?!;=eSSvtPsH` zj@^7vMkb}f6)zEB=`fk0qkNgpOUJd|=LdWk4^0LmInG~OiPf0Fv!~Z&dg}znk|N%h zb`GNP^Z=1%p~do{@pLpm&LGTg{A-eNjnVPF!O_~loK!{(=GU?R57dxYCgLFR;2w3= z`uVEvfBm_jC_%6ei5^Xhtq+*6zitmjgth0T?jQHH^#0i3M$uwlfE z)k;)@+7mcR#W86zoN>qb^qaFUB-O&T9*E>r;}>%*L@s@P=}_AX72W&r4ky0PuFV_! zHN2Ep#98B>h+~l(;Tazx8=k$*@iI8*TQ;>kwM~5NKdqld+tQEW!3naS%kNUY;A!?Y z)(Nwn5t4STe_@HqL{_X#ipUw#I@g8idQh^J>DSXw(R4Pb+jfVxFC!*4iis(GsiO=Twgre zLy>{Vr+8M=ENL_N6(T3gRA}xftjSnR5xbL4h%(qE6A#A=?wn2q_HZ5P#8Y*Xu25t; z3Dn!L{~N8^cLc#laS$3Sx`kb}oByiWUS^hgoX8`nhDLmhX!DV*>>G0PS(I)WcP253 zgBrk|I0ZQs|%uQ#ug+v4kO~D?e#OOKQ~7SgxWyIU@GOL zT{w?>8jkH_Wp|V-;>Rbx)A`<_E7;6yC)}8h+!f?GnqKI|CAAgZzkD39*pqk0gt~u% zd`3J2%QAs|?_x$=4xeDxw?j_4Gs5*fPZixs40dG~@w;fLWi!?HwOf3Wc&@g|<~j#T z3Goyt=nX#|M5z5)4Sd5y($LdM!;NX;u)&wRoqPW8^SqTkTg?*9+OGxU6~S>seB2Ns zcSOkrfO5mDyuw>BjUYu`h;m^hv+m{I4WEdBGyJ zg6*#`M|khZW$1|lpK9_-l^<=kXN$u}bXgw>$z-v#0V7A#7XTfoFt4U8&t6Fcl+*S> z#Rsht5#O8Ik=L30LMKxYv7AD?==qK&DzrstQxWH9^q?<#I64jJ`Iw^tl+XCto&S#! zjQU>J3D-q->-7%Hk?%vGRA@3bxS)9+8k#_J2GzdJ=frvavGg!6KIdJ*cL%93SQv$xaJ)d#8ux%9}<`Et(g(npSLNNxWMRTg&gXHZtKd zOt4akq(x0?i9{gU8xQBv5dW_R_+EtsNGqy~xLEl<@c#yN_JsrVG1+G?(j^%Lzrvw~ zE$I|*ST0CCoDn2_viDae9Z+OG;Yty^s&&ilHO#4ePwcmCNcS?!hD_7@0CZ?x@?In9VUFVT7S8fMHh9Ew!M z13}KU*5KDX)OR_?e53ff*xuwK7mz`7XMSy^_8NojGOO7h^YhqB@efVsrupNyB{FU& zO+jw31g$8m$oS|Kdq)=5CG0Tj5-Vt^0$+}E*3L;FEpX-)R`-PQ|5z<9&+K++sg@w) zUfMXOW>Vp1W5u0g*|8!F3v}olBnDyOwTJ1m2hI%Idud;Hus6fBtG(Kr7u&_S?cL?= zVhMLOkb5zkyHeyYg!&8p{*A1Eq4wW}0A57{-t`4u#0ZQ7dgZ%)%m%aFk%(`>7N8Hf z-;75kY{YW-XY4YjEQ#Px_QPPq#%*a9f1tzrBuh?2+$RO8?#5qH+ihy$=#k4ko43@(iR$KCb!7}* z_=RsdC7h2ePRLtfaE7p~AMoI2z3Gn+dx2n{PFU9ZAGDoA3g=4otZb+gLbm&#Av5g zV6vm!R1lY25pLzNzf%!R=o^OxNP|f-jZX;34p36vY$SvT%PD8EaqMdOkwvEz0!cd# zd!Sml5N)?8XVI{1LU|`4H@zhxzD5gu!cguSfO4ALs!6X~3(W8USRpArNmb@)ejoAv z1h8J1zUs>Sj_=gFP9MME{?GW$nL=-nwy{9kj-%JxEXIgSL_XKJhrKzfpi!f!KBVDX z;?eA{ItsM|eab0RPLh;NNCOWT$k{KvNZr;ok3UrOZWX}yis7xoc&|ua3YhQp&P#dp zy_)))5zZn`(g*lem{ELpzKrnOUwE`wqkAB1CO#P?pP1oZNeX;H*m_G#cIuOKNj5lTZ?JyEbI z5vTT6LSPpXNK{V-Ab`2H^JnrZMQz_N7WSP2{)>$eKL zpTd6k>URlen&vl7U!%o4oQK=t@jMNGMoF@qcSub-xD=3s!k*yHy?Ezp+_@b$F362L z^3FB6aZ~PGmN)LpZ;7m;au+%-RS2C5IpQmkb^GhjJEi(#>h#FjVqb$s`QaWTZJsSY z17+tBs`pyktr*tQdP1j#m)E2AGV9??LlNw%`6};Qg9>%$7j!B(sskEHR3D-y5Y}b*FiVVV4*mH&sM_5|}CCe&MtAfK8U17A+ zO7hW#m2pKFrj5^C+0dNuzQqu8Yx(P8{O<1jY6X2Uj=tJVzq?Z3T&!O$uW$a?ci#Gi z=Kju#zp?1=tos{F|DDx;QvrAt4fxG)NP@DZr7pZh3%-5N`(J-9EXj}JdmbFsWZc5! zVLoBQZ!^NEJ{T|Fx|}!jaqwI#d}JlxC}4-638@7+lV)%8IxWq>-j1{9&hJ_{mXe^9 z6W>#1nRY&9g*PHYezc-eO2Pss*cow*v%@KM)~|D@{Eo#+0?d%Zf?E!!@CYnc@jNvc z5p8L8D%QMs_WsxSNtFCoqx>U5mbyG9iObO|G&1m5UJ)NCu0@=ZpU!{twY~Y^UVU?K zKD&2c-gh70oA2+%CivZ0l{l(YE8_d%dk@>_{bLiSc%x-_3|dixOO^+~xak|mBRN}- z1(_lDjIg$3Z?qKO>p)O9u(quBy9HPK%FeW53OpzAHj&;`T)s&w;`=N$+r}y(4DP3(1)v9ALY6TR-YJx{yQv-S z(eRwZ>8oYmtb}%Z#DRZyBmDb1bh9CKU0F1+YR~L3%&$`4@Uz@Io`9#b0b}f~pfl|K z+PN!qF`My#duki;4q17Uo&sgCF;W2S@aL2QkZ^xPC@jYxuYJNBj#XU9;2l18oB^J= z(s}v?ot-LWOcu};GWpt>IUCK$ulFc6Fm{;eeV#pUoySI6*hNy!Anofc-!X_J=k)cY zqp``3jWut?b++NDMc51(E@+7FyyA;nd;=W*d((*b?fl2v_KcK;x9uIH`(Lp=-(TDC zUbZ|dSVfFuz<}P)?_i2OC1i#aJM^JKc7!=ewUR&ZhNw{>nqMU=q-IxkVn=)+%3c(Q zm+I}u03`^j@Ryua0g;V}7xhVHq}nlxjqsk7#Q?CPp+NvcE1^BKANkFfbNIr)XeeGV zL33RIBvq5j5s2Wliji77uA1ype6Jc$Y<*o_ia1mgGu;QkrfSQ(EN|<8F`+YZ7{QK8@spRIh}{Yb}23&Pde{7d6@ghT8)P}PhEgdLn1@AT}V$k z@rN|WF9qV-JTLK9PPvs|-pe&_rJZ{j=vFqmm6_hlQtxG~?=qF0-|c0PjWL9~)V@Nf z_rLyJ2yGuxymtD{XCZo1HXnm9jWr=C!J^c>PJDmna=)S1GJ+5Uu`DB`WgkN@lVP?9 zzQhjKv`U^QUTW>eaCiae813YU?RIpL`lJYx(F`vP zRei*W??ujr+qAG}cO9YfsR>&NL2ZSODB-=ZX7kVzl9P(^o$2G!65d-FnpU;aYB7u( z9WqyBDjsId0O^jIVLsu#xq1RszSEKwkC?V>?mqj@J;Fn6hyRbYGf9>sN0#mUu7WEl zarD5RD)vA9II4zV%6|^lAUP-zmPMpr4{rc#w83S*$I<6`Oe+HE^0{Fz+G$2P7Z_DQ zG5zG`VcY@n1PI1^7Xk_WFasx&B#z^L(htM%#w2`a9$tuwcV6R-2YKU7zVj?^yv%nV z=U;H%do?ln*sdfu)kk2D_m)_XZwUC7@LC}W@SY$F;-lpXCRo}}&67>f<|YMjnuvEG#&%}tr=SRAkc%N&l<9^m;x&f{u@PgXDG70WWRZ|i z6R74e5?w{FsCZ!e{qVB~w~-aYmMZv9`^}Mm%Nnyrd{`(wi$qrJKS+G93psw(vT%*U zDO@P=OX{A%cJ2e{^wq_efYhtxCcYLP`cQHW%j7x{^THYbDX(3 z)Z83xUL9~QhB<%m*Lip2dGqf18%AMo+N833I5)eTgt)Yq>0^8=zu#d)A|afgGodW>?$;>btUNVjK>qe~nrWq*DD zpn1Mcx<5S3UbB6}Z!`420mz1SGURS18`7~KD*>{V%^Hvmj+I=BGg(>g2FqJQsl^IN z#AmNHNQa|?h*ccLpd#S%OFMJm2pl2pgP9Q0B&DEcNQu z=Ms}O*{>a#?|#fzK&*jsyB)W%T$3q^z0V$d*xq2lI?hVrYXz+;ou36rKPaL*S6t8h zo<4SaUbByk6>+R0mch=$PK3T}cnJmadX<1=Fqf)wA{UZ6Ps1R&Sqp@icit{7mxwo8 zPH5*n^)zu9iCX=ctsIIx11p?2ymjpt{7LQm@BlFXWkG^uIRxV5IVtjh)gL!i8BDDu z`9PW8CabU#PkV{Z!J%T4bX;@s=BufFsYdw!KKuXNq>>EE=}}9^y8saX?opQye=c?X zM{(v|#S2g?N(Nl&;&CxkED^odQ%UdtqYOY>np{a8@B86NP|zgyO^uA5lhPEo~(qfIa)KA>DFoCB9f zl=3~!QrfU5-kSYe`K#~^&(Zg;E%RWV{V5416aO(EqptY#>-?%B5tKktjWW;0Ur>+& zMKx+vSVM|&>v0@2>~!MTQN>C>NWV|J<qmmbwyOY7e& zZ@nW8KAOFwN?`@8osbyNNVqcQ@YmZ4w%iV*>ohHURC5i%b=F&EFpeW-UJr5r=v}rP z61pGe%nN&3N;%5nAvP!L_!)X_JU}hFR)8XrrMBWY$%Z9vfrGB1{fH@KZP9@cr=@<6 z^W>PY3(9$%Ot@a|tB8!yl81`OYq@MT@xUsE0@SZCnulW0W(*q_=$;ct_`X;k>_O_S zM*K}?TE{_6#1~op{CZBO_Y`tsg%NH#zpDFLdgNanq+^hzbhkouY5=B)xTI};b0^Pg zjySD>8sL)A;%AX~49{)>3+51FxWYVcu#g*!5#n*a9s3EX<6(KWeJ1~Ts5$CO-h@hO_YvA|$fLR~s82g9XF=PK7 zqz>2fEsy6sadOq=cmnRxBTkp_bP3=ErHHea7XRJJ7(jn_f*nVn;a4a{cIOyVlFT{z z`xOLbig-MmUw|zuS#%=6U^hzcH zL~S>~pjXY88J^AgoUcQt%+}<3zBe7V0lv3BI!|4VI56<#znW<)_lQ@~4J;uEmL$Sp zHj3kPhUYo__}g|OE2uf3)Aqz zOMGQ9UO108g5-rwdEs8ZFg5>%ci0Q5?PJ1MmHDimQ}(`J!BeXX!B5eFQgC)4q&48H zA`i80W1S+^m8I*!+n!T4&86ZTKogI|ZoggWm_YST;<%87tHW#V=#ZHJoBEwr3ZUw2P(M#enT%*7joScCmoF7{*-* zgcrKug`9YyGQJWY-&vAZO67%s`9jzH8@SdNi0DT^$ucDkt#u`e8p4Afp4O%ndn?dP zwqldL*iSq?ZZo*)$Bc^3i;Lj1?Df)={E~0ksyiQ#V_rn26J-+6|$#RcI6>rgq z_)Jz@N6=(%F)mLQbP{#5Pz2dosYg24Qo!G^OwwLYYxK97f@6mj6W%fFiI1HEO-o?m z4L#0r7PdVh6+(9E?^EU*CW=%@UtZdX@26P)T4-ZU46T0MTdc%!ZtS6fwd58Qe>dxO zR%ds%8Xag#*BlM&{gS!%Su$`X8n%3p-zVTGVbi+UM9VwB@Ulsft6+bdp{+fs6}0kY~ls-4D-tG-#6nKo6wh z90IcYbTT&S=UJ<$DfnmA5>R3u*$MVIy71MoGahk}#{%J?>YbeCy+8W@c&Qc(hJ@Ov zHhFCx@JR7eT|fP~)ULc#B8IecU1&r3_h-oocmE*pb;gNK=HPY3m|$OAgLWqywxsch z@9jTS^`>SI8hfH)*2XFAv6=(j?Y4gzp}8^6R=1^s={zs86& z;$F!x2;wML6vvq$`(d3;3Dfk$y-ThbqfFBLEJ0xj;XE@+a(SK|$u>+sYJ~BNOTJHS zJn7uly1x`kZo6U+Nblvg5-+>RO1_$K*!nq3X+L^+lNsZrbM|e&8*XGwdFVwvfgJZk zypv&5y|`*4V4u=hUnYbTFUw9ZGa&CvP$Qh-3mB-j zbJyl|ktxEkA4gF$&iW{~uFY>wEn|&GQ?AuTLnqNXq}t1eKbM)y$Fr4=&yr^-9W|t1 zo?7f36}X{hB1s@@$Ez$i6sICj=lip{FAvqYj6l@z`&$v(K?xw90}ao#)nhe zEE=m0GnQHF!Y+pnT=V1!U{UP$#IY$m@m-l4_%ji|{Kj!MG?a&DX8eu=pj{E)1$S~7 zd+>I`mHts^V#6jmhZ(zcURLzpx2~GYIUn1`*`!?=PYU2{_0Xp0zB+g{Sw?9p5*y#Lx_0 zbbFRH2KH_hU%yYg-e+UCN!o4l_CBe*P4@1Sz}w{TZPNJf=@#!m(2o(HJ3C4Spr&<3 zr2p=5l6b(HDtpK z1;WQVhiPOmDpcM}ly3Al|$90$AV)BF}h0E9q$zg$kl zvXZ|~gTolfs+kTr2a6)f7Dv1mPS$u3lPN}w zvr=_gZP>7#&)9HV@Cbz(PSW(1w{J2`-$RGYJkx~qWp~ClhnrtcNbm}P)jA8E~a-|zfI5f(-Vy7ol5lZ zgwQZ&hI1O^o@3LMVag;Es7E=r8+R+Tck8s9)!Mr=+s(-B55{lrMsYV|xw~!CyUo+h z7V2&zb#a|~H>tXrTHQ^s-b}N;?-ZlQUxJ(t{R75E{rZ+)KjocDLJJg6{}WZSgo%(b z>(V5)fjC`Roe6!#sc|^Cz8rNC%}La(JkF<<@aQy4A3~O%;vmlu*v#@!QyEMg*ZCZA zd~lLaM-=C;hg5%rES7V6j-ehdW>r{SaiSTD&4};PCeFT%6xBEV^sEI*;02P5V`9ei zeED>C)iuLAO$`ITB~ofj?Q435W$f|(ex7{dP#l(5qMGKhLSwm2;ru;gH1a1aw0G;Y zo7LLQn(b!gcDH_eb&9(g%f0(?5l^g7K1~c-To+}a>-k)qy$+Rh9;sdEO7K{akLRqr z>TJ&ykdm?jsLUhC#^amV0o?dFn2Q;=`p5w&9<>B8MWior@}q`*eenM=R9du&M3UzO#1mm9wmtJ^mt&621>Zz8j}m>1aw&K_ismep5&C;918!fxM|lypAc_ zhRhanyi%PRjv)bfEgX}{9o}i2G_o1LJ@t4kRLPf2pZw0+b3bRZ*JnxS@^oS(FyrK5 zKn5^;uel- z!v8=EuSXmrh;ng|SkogA;<#cYKWOMGkMn(Oz{tReLuNX}e&&%OD1eIF_&$MI1sq}C z-5lXMZHXi4$@0YE#bMC?J)hHUva5;0k-*0>8<}>xsmuh9mIaCy(<~O1%wxKtW`y z$6~53mZ@L1dp>qrOvYvOA_G~ ztc8J9*_&EAafGaf;|-`-3IgyM@}taqVW%cJXt&+rPcK#of&1 zE*`iS$J~p*?%j^}X5ag6_j|JkzS{}E<=p>xp@jQRhP}vgiIwvELR~)nxzK1niUZIO z%{r{-%x2MWLW&o9BjR~iQTrT4JZyHH%u@tcENrZg1|iGJ84^}_EMT^CJexuhMpb%R zHf?Vdk@L|a7&3p6;F-pKij#58zHCpCcsNfS_nvAa1js6(-$Em*TJNPX?=2Bs^aX5d z08-sAYqKLu_E9LzLf%8!hybEsXjTALiFa`&6Mg&^^+1!St32*-M}Ti=?UsVbsx?&P z8x|~ymSr0L*sNh%WHSEhe$$iBhW3&l$sK=o6_~=@VP_*@aW6?&HHX3DlogDjCcK`o za!K}8y?w7Sjb&f^U8#iWbCZWl9+pzv|MM)~x6n*P8Lx#$I=7q@rdcX)zgV-LN2E7z zfIK2kG~g?9_bf|wl=x;jOgTA{w4CEfi#fO+z+JV7%7(Or{81g>NxNDZJh1zw^g|P? zW||}`lIQarzp=-@WfYEGDwL#lM6!tI?kS_LpZ;9H)gQr)v$$v~Pj)%_1yOg1bWvTg z5*fye>}#!$Q`^Kdc~H?v#biq@9nuQniKuk5m{@Z2s61kDWRJtUDS!@Be}&xo&JV5j zt-{92`;6MbEJYZn3kzbwXf+H_6~KC8UOz(OkT7kmrf=_^(dM*8MeLeGuz`-c)KQM& ziRxB6TL%ZY!~4~s{m;+AGw_6Wi7xs6g++;ZY8Uw_9R#fs=k=4oJUy^ZXN> z{RV%3hs)pK^;b0h4ZMHB`oB{H-l+s%E+GCLf(@0TTuvtN=RLZAirJ++J*D6anQrkn zd5_ramnpQko*+%8>qsiG9;IAm$qdf$e1SQt;JDJsg~_IPM;V0T4P9N*mxyAE%U?x> z7r_F5+aP~fQBp?EF5HRlnPx>naR48kxMfbFh6ow;U?kSOTOG9OaYza z&(26MiSOJ4tgQu{i%TlvlPV_ZN9|%LnD&61_S@9`V++10GvX-VbUVv{O!N#2W>ym> zS4_ra+VRb7QHNO`9mq;EIJCr{#~zQM1%fK8vw!yf5+08`{p%;r8@HEE zZkf47Uf)73d3G7mMa}alCskaya@S7H;&xRbAQ({mh>c0x7m$-o@T% z|7$M&HpRZryl*q|%Siow0)Ly>-zWTUh=6|!lz1#Wrai*LmCBmzjA)gQx4>Qh2y@M=YHvo5$>9lTm2T$~jC zV7%~d)NnI)xLLH{EZr{-@OQ)bi@*H49sSL|{%&{w)(iTgCFC{5KNtuChmhKOfF*7p z{#?)oAEOHBHdt$NzfbE69;oGMF~AO|1cv*0mlZMCMpGb$^+H<-7sI@7FAt9oli9ok z+LLNx3^0hhYuN{e{fx2fA?n@jI1=MN~48!F@iB6-K0+%PJ4 zOv?=ebHmKMVQju-R6^z*f}e1!k4&c8ahth+`g3tJ{wNNQtGQCxIgQu&Y||=@webmI zm(_*WB&l0c1(eb7yi_*Cvq(=<>t&B;n{h9Lr|hx|ld2Z+I%JrkZDVJuhTSlv0o&4D z>6BveEj@`%R@YQ%a0PnAPa~bvSwRcPV)U%#znWpv<_Pa9|9Py;GT6BMSAmxnyERTp z@;dwSGpDXF>nkoQCE|MvDPigiSHj3e5JU*%8c2^oij!#Ow}^*D%~5-3dCH@_v{Si6 zmBtG|3&N^a3!+|&v!AGqxS~OnYn>mv-|iJcEBno<UU@Bn-likIs0O?ee>mh^YQ*0wtX)w)sHEhMW`3p ze`-Db3c}}3e}`yvdr_FC5J548C@!wx&V=)qkP3zq`VU(I_MN{>F)gj2?*{!ZW7!em z0W?G5y(}L8t49W2k9dCjvGR>58ubbJf!M&IAu&kYNnq1yX9&>e%WHPoI;v9=Bu=K3 zOG+M`-&4bzkmcmT95;T=Y{yn`Z}BwJ`0Z^k)-%GiT9ou z^kY&fpgZ0Aj0W1_Y+^t@bf{fv9v)^F$=wffdRF~XFuU)5?jF4iNYGq1#u*#SG`AAh|Nk*cEcP2f0baj0XrfDa#tKE-R zZeHw`fkARmW>T+XC;I9BHY34@(Hs|h?_fa+&B)dvYNAzlwy%RShM#`^Fh@4qnXy={ zk6jUW!W1jI?6uUll(l7!LlijF#fMj&KKY3i%ay?Q~K3``r=o8akst_cHh~(7b@_DIQ&L4zL1jd6y^)z`Gp?+ zrRk;aY$#27Ka?63WN6UzuAlx~3tB9bbMzmuI!OHje-aR$R$EXjsdOe-`6y$+k>_#6g_O$Q7>n1fi69|2pwTL&OBs{d9#k z6WKTp)jr2OsvB-ufEYO=C_~;adPoUFuAABUbWYucH?5Q&y5dykDav#ziK#bCSeHdl zF5>)@VMZcT80X(qBy<#0FgSzPQM9M`Y0V!@>C*YLbn}vVphJ!V5tp;QnRtj6M-+U; z6T-l?+vYp#_gUJE_)fB1vrsUg6%c~K!kYQYucilGP^RZA5T3%%NeJ( z(+caRXu5&Lv*SH$h!<0goiq(kJxH_N27pNpOVZN{ybof`fGUi*Mm8jC!L@=VQsywm ze{{)4IL^#1a876_#o@`NpYep*+Wuvsi1$b+r_G4>kd0niU8K{cxR4HxL%GgDBEV@T zMVuCMfcz;+Jvi9$ohXzV;n6}fjlsK?aK-nJim#{e@>RHxkQ=;M#py76CGBBp*GG)Z zI2(YY1{)4M-OkzP{mUPp&Vu22uG&PV*VleOlqHc4m+nnn@7rV{TZgaQyIo)lp_dW+a?^K#-zvf6Z^O1XP@rC5co-LvKG>cE7;kN|HxH96;kK z5#Cp`TJjhx&~lD~H)V4pZtu-4el10Ema4WSkL&U#B_FOHipNNojPrHCfy1pMo(4bL zoIE_QGn-Fy{=Nv0;G9Atpt>0sbEl9qhZ054(d`rtaA`^+0qJ6AuPnhUyDPCx_H3av zZX$Zd&NC=0z3=Fr8#k?yU|3HPFJVF?!R8T0rKzfEngd>uP2tbN*ELOq1R*F^G!P?9mA^mXwcQ5`My5-{{X|$K>8&cc*ZoeVFk<#Fx>UipLayr zM`2aPR%scbdrg>j@U%KjFV1Q~$fs&sdg}Kt=BsPpvUphu6&j#_mAMb;HU7Xg!sr7v zWyU+7ug~$+-1TI2p1+S#j=5qcy_!y=kKz3z81e}1p;Fh0?zfS4jr7@eT7E1z_e$CA zcfW6tr6**;S&v@YK7xG+2=7O=_Bd(NPh`y5ML(i|7`a7)E|J4_!i~}cm95kS!TBlZ|alsYsKudlH28o?_Ge$RWs3b zEGIj{`H%hFhKDUJ;`v#D4Ib7Z=P;0ei&@!JI&nk91da*qLUHc=S}?%htkIfn$uQ<)_f960o;MOtwfOJqI6<`QjQE>;Yb9n_JvS%b1y3Pbk0)OT^0jxvIGfU})Ib~y zzhMd&&99&fy>qp`tvck2B_Q0Fa07cKL|ZFbb=OaSE))5WC+`{S4#g8va%a~4B>8V@ z{=4ES)+9Y_>S!b-Bd5#Mi5;7;2x zL)UCL7?#FFwjm))J>JDex+UWKy_0rSw%t!ZaeN_yB?t1=rzt2)(Vta`oZ2~j2pSOw zBrwitqF@pa$bR5L>zbdn7lQL=dkAz9=cfdjPYl{~84^^3c_@eHI4qYMCnnFELx{ae z=XQ3#Ru2vr=eFM<5$^zs8{Fas&v=J(+~6N~xX2A&@&-rw8@5Mp$g7Xy1LKCOI9dkb zFOx;U4@4FiX_GE1Qd~Gp{K8%!&7g#2F-WFO2kH}Q3fRsdXJSJMbdrOTh8;y#8fn%o0h9pS*#rdQV5Y&&1Wrw0UC z#0wn;+XL+s!EYw0$>fJer_)~u0+6n&mJPC5YRU8C%96yV;E~em;d*?iHtX5apUZjvk zq#j0|J*-9c1qs|DzD{jqKd$>RZ$S=9pgf)c1n%TGNTV0P;kQm=cFrpUEl01+>NF0c zPP%^jb0LF$6i3ux*#eq6F{oxm9&h~69f#`?M%WaVS@QhJa@#G!`&Bfj4BM9#&$b+< zb$NGqzn`J*E_d}L+eU1*b0973t}ce8Y`LH3F(*s*>PT@ZPHX3DyN-xS4!d-?)+OR# zR%NY4`bJAG;+g?EUcSQYO(piV+&Ml{NNv4rJFNi-|Vd>;}qL`0< zADpJkInP(qcmOJ~jba$zd zE!BgLqWe{}fS(pBFMAmaZpcD(s7f*Pk-tLt@hpTYiZWjb1hueL#8ZmVT&TPxKk#`K zOuzdI*^j*Mc8Pdq%xnD(Iu{1#@A$4uuu-$`OikZ-hbnAt*_gAhb9`Ainp;Lz<}??> zGqkV#{mIL_B2LovSlWPD7?4hMIl67TudG?wxbWKKk`pMmYAcrG*--TXK;5HRrP z2|G$Q>Jwq-ABsT=+TNg=|t5k@!K3}?q*#?5fXMaQn?2(s_+zBnw+ zprX=TUvCcjH*FcMH_CAX0e_MVl3P7INdPZ%&*VF~ci$CJDmi0L6M`0o5p_APkAR}) z{2T)lCKra0mhb>1T2;Pr%8&w%f5|{Mq1h2*wfwb^q4%O+f=9wJOi8c}m(g@I@_$`{ zjaM6*t7*-v#m&1P&bxQc#c1bh%X7g#y#b}JsHzJF>w?&NgLhr9U{~bW3(o9sc(nXq z{PM>@Wtj!)A;nzUC{euL23xwoqa%ea2YC<@X@Z0DpcuA@J|p5=0*~(NKM(epku@F? zDA?qKwnQOn2Gq2ba~IiGY+6ABbeh{C_m^iSe;Fu8JMJ$}nrZ6L6+m1H2bNxee)lj zWnO(~-c4&R4mTG+oU41ztJluOndgEQe}|S|aOhXm`UT_uiip49=dWn{{|n9k_X>3H zNzcd04bn)V`PNtYW-&!{7jMY>HC!iK0qpV2*ua-tE9509Sb0q6BF{&eZeNiZxzJ3J z$sudjQlvc71YyEi`Eh8bHM)E&;#BF&dU!PW(}^$q)2xDqYMT$EYI3v?LCXOyCyqCj zgysZJ98L()tDCYQB#r>aI^T!Ao84C!sBkE`v0xq0X7w9LL`uXn-l^^gB+LS8#48G( zZkI5_j;ljsa?I#B?8_Gvs9y9`$;+F*XHYGPb8aO%7km3Qou^ae2(?FiimMv&x;KaE z-^+N_UGAQxm%idU^zZedlbF;s<1qvTbnfkY&iS69-tyUd{(H-pU-RorI{t_3{Vm)7 z!i4s!BdkJd((P{2I65$)+lN?`M|stZcahqrWJx$}DJqJP20*}S5nRzG2x^r@QCBX(5nB!e_q;pI5shFpxT`y`N3AK`9 zhKxxM@F-xIQbOHCjO`ZTeW(;NBl|+OI1K5I2o@4sLGtH3Py^X8$7Ouh&I7o=9_I5B z)=v?KSvicvYCW)uC?!?-D(Mo}5%c}m=l<_#dA|wweymx$>#SjgB38W+gGCNwNVDdV z(De$zU{nsxwR~h~?xCMFbjc4bJPiC|Mp%y2mUZgv>pkKUU2}Xt!Sne_h$s2FDn61e zti}6<-DF`e7UXdx#IbztVb)CN(BG#N2B)An%WjP@??gQ=#k)j5a@CC#%3p7-Tc}Ka zrjJ1TYV8%NO8i%H*n4qyH;Rs8Y9W=oWZypBfqdwl9{KE>7Wun&`9`9LjN)v`s9jGExf^3rSv;M*z{i6@*fE zro@?XXlnQ)=G>X)1pMy_-9P{W4JNmsY6~q{g@yD()?vv|A^e51TBPAlhemuqLezV6 zLu3=^*k0K}{u+%2W;^9&T*3#&ps4bqc+G%-aSjv0!-J0u0s>MsZm; zq$GE*34^^F&A0E&HM2w&n}MO(7}o#l$sIVkWIY<>ay7#L|6~4lj4fXfpdX_np_B=y z`JhsK0Ga72ZvUYF;?9A@nb1Qr8*tTpK%I>EXEhrzRTI%r{h?}8+hxDUN01Rwr-am) zIF{>~#}Y9m&0xgotp_QK>dbg-o{CxT*H>|5ATX|oApk{qfdR8y=w7bZv3G>zY)WCl z1oeawxipKhGWwbkZd7HS$MDn%YK;PO`xd|wh(wNy?eJWcMh;_oWt z7t!*Y#`#SX{jQ<@uDO2GXuliEyc^J5{A#Z5Ha9bzn|aQw+0MUuw!HfJ{$7q#q_+bQnCIV! zvdbpRdF--`Jn^xl)vt7B*DxMXqi{FZ$xdW-AMxtFPI0L5Ck{{f=_mV{0l|jqsc&N>epbu3Ek`eP%GZhWhgCK~~fJ1cZOoj3ZQvF0!^d%q(AZ+}56U zjzjCI9C6>!bI%rfs8LxU>z2>8K@9rIQE@cG$GMafZj$5mY&OK}G|N{0ErDCzVf6A! zz&^$b6v`cbaf55z;2rO9kQ;pD4mY{MQ*LmUH~7nMaqdU#^1aom@@bEJIF2^=<-?y# zKl$UvF-eLWqdV2Ggq|A2J9kKK5aZ;zPNR8ItcShDn&D8`tH>bX+QA_C+X$8@qM>9H z$$B5BNsHhKpxVyH+|=vnp?1Udq+*q#(JV@V8n`r+K{dPe%E%yVEDrQ+FClK;f%3;e z*0?XZ^7Z1(I4jD zDbFtm@i8!?E8`VTM6=s&J7^uoCf9tOw#__ev-eU7>WjT>8W3?bAiIHc`}G~`T!p=G z%XwIA!VrMrssYuO2LZx4+1nlQ%+6|H-cAKVZn#&;WIus&?1=vS`g1$~*8YDV7u?1R z_i@B+eDOZ+xJ*ahhbiZ!0$9ERRyWl27RoW+s{5xu7wXJT{f2YAa3XwCl$(PTFFyj| z!)9FGzV?&EYLhL2M`zdB$4FYnr#%Pvc3j+u8mv5GHW9}{%8jl8)GkRm5L3;4I(GCJ zn6yb|M@eS!yF++ksY94q))Oa#`ovDzs>0ORCBpk{aSs<{;0kl1!R$Q=YEO2uqvafC zC1o%LpiUjO-x=g|L)NEq9nMy=Ar5>pI}T4|p6~DcV0Hhd29GpHd}1o(@Plbxg!j8r z;%s(;)YFOY3@%(6p^uyNGtf+c1gQA_O;%ziUNEt@h-NP%{Ia-YtqJAH4V*LdSh>Q6 zV(W&}I-U_v6k$Q>O5tS34Ga>jv=+ntlsIaokLeF`i;i$%hm9~C!gU^-C6`N%{$Nj$ z;xXF`SY19Fxe<-?`0aNkBpdfHj=t<5i6Cimysv1$4s6|^b+wBI$2qib6a#V~03_7H2|J7yS=qQN)oEHk*!Ik-1P8u4lz zqn+^_aYMBEQa`rk=;x*g?_Z=WA5jz}RBFV*$vl?qzyUm+?;}rHE&YMYp+`m#nx}GB zYof#yg(1{xJ>*RGqFck^ly+5;9V2B-9nU!mn`*HQc|i#K{3uG`Zf%vqz`sYFc1>uj z)ILHdBzmS+Il=ZZt_>PxRTxhdRZk2z8QA0@k#0E;)p_m|@7A&?3Qy{vgQ zyX?$OrsiGL=3N5kCYkdtvGX?^j$SA;ABFdg5XLYuf(VL#!pj!L(Jp70U8e`tv8pk* zxKA}2Kmg_xHGji|)oKr5(8h1WrB-*E z?l1z~{A;C_#88qDto$dxuZ+=lXd#S4()y2K)>UH(z z5yUND6Skh>dl62-l48?~Cn_@$D4rb3O<8JtdUAGBc*2<^-%rl20n<1S+Ee5|&GW~k z(Nq@H#k5#S1(H z^SMeCA^Ra5k=|1YwNi3a8!2>EIx_7(9nikRe!GP8vZ6>(S8Q$4CA!msX@wl%Jck+S z$?~V-imW=$acG@Tse_Z<|8i4>G$Jq8N=-gj-u_1DHvh6y+0M{&gc~DCyLvrC=my6b zqNaFpM)4S4hv``^#k^>YslKPv@#0V%hD>0AfXBc$_i5JLeVSdiTci3kCraoguIAVU zea^wuDI;n(l7Ot<58&NrhF?w(EWa;X?|DS&d9ML)HREfEd8@s z{(Y@jpLuci6Tg=Bp~aWuwYq-#^Zr~9_KO3Bn072 zS8521ll69WCV2YFae*Rv?$V*~`rK^#M!cezQvH~*5T}T9hr1s?6r?SvN71$4+FE1R zi2*C|y}?Ua8a#Rrn*9!Um^$9n<_IAG;=oo$tlPAXefA>!D3wh}xyd)m@k}k$y`Uow zo+G|jTv^(nd4ud&kNAFW?TME)zKN?=WXLsBtn^QK%W#~%_s02Pxapz}De z2E)ywRxLEn0Qa14kK+jlru{qZnrasn+r%XFUXCA32Gd~g4y2jG3U#V2`uO`h=S<=0 zfqeQS*J1g}JpCMgjWskh+o^dy_!U)d(-%SFU_pWZgRRWF4b9EA=4NwqamBft=)9Zm z+)R4zF1PQlxHlKwyX)@7r1#y^_vQh7_Y8iS1%9FAjE`wROqNQSqhp^QNb=iz-DX0IBb_)mL2p=}p?Dh7I-5ok=DZ&H%x;NT~rtqZJtRvx3%p#F4~l zIcRAu3I%}Gi^WLsvY*2EyIH)r z8NJ_(;qONBufFp)oBFG({hJv$_k1rBWB3u#IBZ0`?PokkJRQX-o*mrg0@e<_phO%A zpy-c32wbJ}2qs}u6n|>;9UD-KB!DM~xV=566Q_w5vH_FU&v}&J1Ok3L^3kl>C)5P3 zf_I6r+Sifq_UX?hYx+1n+O=u5_bq7OdD0Zxx6Nq{`HHdRbfuA(3a{MR?e#=_O7_L+ z3uYMJ>aq5F)}#Z z;>s)HQ?IRS(ws_UgRH(&rf|s$m2n&hGDFW9+9-A#a=bzv4^eG=T0T^l3FbVTPEf&u~A0TDqOPf~ZM~yRy@T_P>(WTatTAif>8ud(wSN z((g(Ar3QE_8U8InDfn+4oTDvS5iML1-9Pelvg^p$A(}#g2L&b}+%Lph8{| zr_}@pne!|;g;f#q_f4|E=(4sR3=Kvz^xncJm;Ind92nLz?tfQ4V%puB##|6thk zZt!$Bgt{3>y&F#5463evRyX^rH@mFgZNEnnc{|xng7THU$@The``teMxuAJIiethS z;Nb`3HBQ8Y;9Qp_Jk!hvhJ$&w9ktuz(V!s%- zzuLTCOyU1vA^+|;e{-n67~0>VQ#Yv91(|gNa=pR6E*P;pr0fPkdxNa~d!2{>tC;Yy zGy))FlehQVY#29vRJn;XLAt&|1+ycv0V}*k>WiuY>1)z~TgzV~DC$MizjwCKzaCQ$ z8KaK8GyK|)nUq8U^ldW#dhE$2shtk3DY=yZ(34Jb-J)ZXkJ!YLRj^H#u=D=flQjUz zK0g#R&bRlIuuQh+-j@@`Y%XORIITcbyRHP}sml}?3c?T=Od{WFhdZ=)kFz&Jw2OV( z&1~&r&2}|%d$oPLn8aQ5DK2Uj@6s1nos4%;jduZ#SGA6dw#S1U!$wnVC!aLtUFAbP$3k-#Gb3@_%v^~fAYOm8;v*D?(QI6RbqgNJwZSp-wlr#xx6%x>3&J(7c zqTjMtpZSf#(Dy4)=yHCI(4_Pz1&J17=Q13XtAi9IRylrWukL6UFSV=l+M7+=yQSO3 z|Lx)ycU7CXXj8l@SzL54ZXy{MMU9L8#;aP#tG37Q=JlK!_{al;w4nUnFRmZ{ycgCV z7tpD>Zco5q{!u7HlXo2X(RB*e{=~c+-d$CdGdP9i0?bB0t_+FdW6gd-Z4ULN$wR$NQ$@| z%^XKdC!cr?^a~=N_^i!{@66f)YQWe=$c+t}IZKukkJ2|Q;N%JH-tMMS{~Q6Eni`?m z*o0Fq%ZUxg8Ce4oj*rgmIi02o~bmdiUWfop~K(!N!DWz0Ii zj3{7^Fi7O?L&N@1abcFX!oio(Rre&7@ z;5PW`O?YuKy!akoToSLIif;~#7r(|k8}XI9cx5_Xc##(tGp4~T55}az4ID?0_+H>eaVipU&jI$u+AvFxurM-j z_IOD{y_aezW8Hh82R}PZXGh&1gh`$tezRsbygei+i&O$jC;#zo%nu<~8fjMaY_@D&sd6fQIef4?X3hbl$f7Egna&}1S0L<18mE72% zFjwPx^U!s|vl6hp)aAQSuVcp}KT@0(LBLzFr! z?}+cUMkrW8H6GU#Trx_YY!@>m9_qQo$j($ZkDru7uAK#(spN`Yc@BAgu?f@6ZgOYd zq7z5;^SF}j7ujQSQh?M}C=Q_wWW5SKIli^BA4}dSliMyi+}1ct&y#rqQ-kknbGGMs z&Xbv^HVTalYWR2&M`$c0hrlMq_uroUe;QI`k&MvT9Q2>rA;0g`{nMXI&GAuu&5@Rq zZP`_yS^-JS5ylgHp|dp9AR~XI9Zc>|N1#VdkbvR2CP3oZT(QZ-2yUa|$n3f{nus(d z86Z4UzIh%mOgRXcQHe1-#cjlC2B=Y~4nQ>+c1koy>S2%ElcqbnQ<6N%hbbu@D8e+* z#H5x}P-v%3WX78$sUE%UG1ZtdcumuX-%nZdtZ5d6Y|`w3)R~skof4u;)4-ekyalLp zvO6`GI*oA}gqZsKdfcPkKY1?3+K&|ATJD{$Wn;#&dz zUU2_@tym@=HACyvi^HaW-m1%oKNlR=NAW41x^Exeu)N(>V2$?p;ll&b=?V)r39#ck zNsGmpY3OjTT_RClbMe?{OWg_HsMG^lhqcVUxbbGz`t;)!lRO`LrWCB#ar|gI7k~Wz zv0{DWyv1q8E$Vd~u2iK|Dx0WBij20RlkdqgJQ#ly zdL_rA28Y6IUlKWf`E)8^U?U1xVX9q^|6oz`?r3v!z_~f*Tnu(@ZanYaJvXnPcas$5 z9J>O2{8rLab^4)w9u~WAcDFYdVdP@q~p>igNw5#P63J37eM?g1lV z+S$oR-*rgn81QgR$-e?qJZiv%_YHO`i{AJMLVZP01MHP6BPjGE;(L1^%?!1g9zQd= zY6CIl3^m&3mU`BM4KU1=&c3Hc=?Bl!0A-E%g_L;XFuqY9Zw$#lFe+~h%nM=jo!|M+2mRe6w<{84>mmrZe5Ov1 z{PN+?C1v_JHR`Hal>?es4Up<))bqZy{yCG% zJz2Z0i!0;y?W{t-1|odzYT6)%i8fqM&4_SBW+Inj7F1M2JajytumPDk3~Rt9)bKtt zKY9~iv7I0Ug8Z0T?C?(hgp&bG+_WG&&f^(>Rz+}%I0LfgKPyjGf1epmqsgf_u+#SvjFlSD5r+&WG+S(v{&XGncas`aH(0g$vz?IMm%XZ&2)6Yic*EWhz2_T_}Z z)Z?;s62Kf_?iO$U1k$*)B5=2G#ylzOPF_`ga(BaJ^iLVS0N=dbDf zE&G437S1d6h?NZ?ETkb-$DhgT{nPzYk%@s_X)e}Fb8jN6ahV`L5SK2bMPy+N^j2N; z@81zfRq_X{!-wJ>^h}EQ&hYhkkaAHj<%nay%ynl?M%~$d-Wm+ceXkZF9DE_^iD%73 zs%%Z06|w1lvw(3JQmbrQDe-;!D!Y^`J^34Ns2yg-p_O`*6_GMJ9D7T!T0Az{PccwX ztM+h>M*n-StJ&9VZz2IEp#i=h_}atp{aCX=6W*)Rh+al77IV0{a1(EGm~#Io9d8!c zp*Z3i8`kJ6mpJ*+Q<`@9&MSryx(L0y(S?d4M4`BrG;y-4^+7mCydh8>Rs1tzK_^q4 zxt^l`i7}yvS!ud?u#Y$_6TmHRa?p_Dd$M&P;j;7X?%oP&|Idl<+Q*LXc)$&dhw-G% zp%J)RIz7j`K-v$I&#+GNu5scuW~F43GsMh@CtFaF0`=nv^ZMZb9c#Zg3iL;Dkc=hx zR(-6XI%j&EmYHE6-Cu7JFUuA>=2fkrPT-;4l|KvVv5p^I(c=+J%e}t`j~z?FB12U1 zW$6GPFSdoZeaPy78#sn>!0wyEOHLaRhFn{NQCV^{v$00qPgAiC-hMHxA|anTM#}zv zQSKM9F_#7zJD1P%Mym=Yk zy$@fl5^v6m7bC`-Z{ywP@y#HQn~pZNX7UIvAea*IZfyZ_khaEobSl85AcgMtIF8Qb zE=g_%D9=viTpu=N`ziU+WOVI*Ws}gftqhg3l!#VfG%W~)BUF+v-2dMyUi;_&5@ZxG zvd~;`Cy$KR?bDxkOy|dNN4!R*ZAmix#YR3-!=)2FhV}P_q})kVk~}7w?zTq)cloFh zKtG#g{}{eA*SAm5nvrD{sh>T(!?bvFNCM(W4=B%rI~Y1KaFm>2^Q>_1rXwH!`pI-p z2iaL^^RyKm%A&SE2SJT~MtG-M%cIZ10PK8wSCHM)KNK29ME8?~B><<54(bWdA+a(2 z8mo#R4GQ2W>8et1_oE~Fq8O@UEF{|`FSYDX6N{kB zcM`-LaVFz2Wd(HZkuP0s;J;O+U!A&^j;kqaF2LRhj1WwuyKT7ahL~Rrn$={K^HBG(EQU=j&`Ck5_j%AM9NbcO?vQ3ndJu6QTEYDSbmNalBV_V(J z(Ot>3$~=lkB4C}nNV|8sD^W){1njuP6+`<7hFgpHeg^Yt&P=#V5r4qQxQo&2=;b_Z z;G~MbKVeL@h@+)Hta7wBq+oeYrnkzLIDfk4^&ID6M|B*b*?Gq0Z)5a-?F1vE%`s!D z2P1NyA9GwboF0iS%SH^vWCYX0qy&SQn5SX{Bhx6Q>rsjBW#~U;NT$NAN-k-{5zu@* z^(7IHF)Qy>l?RIGO3f@W;wb%A(~Qv4aC>#f7melOgcnH)pJt&Yorb^9Gwi!3(b=Xv zkT%t!jxLo`y*u1_b$Z0*-0ETma;eqY(4s{`{jilz+O>dNv=mnXN==N3tB}mY#ZT@n z1cxr8MB+6|x%EBnhbRW9FIqU`YRii;3 zbRt|vV@40&qKRu-1h7g5h%Br&x+l2+X-hyg7L)K%dh}EG&$WRv*0X!dSzbv2@AdP2 znk3Cj%hOlLX!GzaiJ!z$G|G9{b{-@tK24BuIX@3!MzzgLAfVjy{fq@~ixo4~??a31 zwyzGr4c;rC;QM~Pip}V25x6x$MijeRbcDc|9tp(8tJUuoH zF4oy3Tt))F4>uf7L6$i&NhIH=x)Z>pe4ID}1C$#TvFRFoEozA;iS|Tef=trqvn&8! z72joPiSNUNsKAWWX~_AB<^c*;662uNP)~;kD#VcADD9S+%~#0K7}iwDUnLJ*-QUiV zzUX}h_pk)VGRxQ|Jf_M{i-NQ!exd}d#2%}bI?Q5o*PhPH)?0A&fRT(IFXw)LO+z4F z9&_%djNR(@-unQE1mvgQFM~tKF`xFgQs=HMENKR0a(b<%V`jie9 zZ}Qq3^ol#Xw?L0B04dZki=&v`bx`w4fem>*PXbt1pAD|j=0H;u%Y)FY$!;S7!c6hA zFButUG*u9huzs2bQ){|qpQNCO=a`mDw&Wi1f|I8E51?c%!TkE%|C40CBo7WiC{SR-NO5F@^La_5gxFeZRgG4Ouc8)+~i_ME^E?8;v__ z$wRyf#6&0EouO2}_Y)5lCOnsCsn0AG&+C&_uvU){II7p>66E6+Lmo`k%UOF;d7arT3$9D!@h zAb!ThLx=m2;x^Q{ z%s}2pChsGb-^%=t>@xQm7oo-rM6Yj8@A~P_yH(LgVOS?o8I~SaH#}F;-V(!d*$G%C zK=9D2%ga@Mdj?fC(^Sz$?^zZ@yKZpRnU52UJkm_{Suz5RXoGr#=!eSR5;7=ol?S$S z3eObv0G?P$0-nI;x~3ohm4#N4$s^p+I-|jq(V88P-I%b={(iadBUTe9F{epi-!8en z2LJN7NDaw3jv#&Fg)}3MEv4z2`!<&E*KZbU@0M&g3%9%F+p9y|%~0-UKzB2&yW2zE z?4;i9r!H<)S8uC}6V|J5*2QJ()sySnk&q+=0F?p)lAZ%{&8H)A{q*Nj6Vs8_jtO=^h}?|NSitXw&)gbDAev$d!Wn1H*~1i~!+TV*n+ zs;7vvuq5yLbsoUYA=>>v96{yu2Xx z5NEIIaXv^6mB_nyu2iOT9}xHPcY(on*;2^pvi0Z~2ttygO5!Nr@4w~m#4EZcZop*R zm(Fou@rL@rgh;#2`D6ZI=t@EK^ZeeOAB^cTMk`c~>o)hoT3z@Z6`^m&v*ay=OPsKQM_WOiegh0S=tT#&WfT^gm`U_N%s30rsfskH`}n@)p(aL zs}cehK^QhQ;;X3-LwvRtWow6M-o%?=O-~qv zb}98Whg)!4R|lQkWCVI(&rOrm0UJGe|=3rRGKda>7B9$_vE=naH` z4eLg@o@F}9QaG^bUG&d!itlnuX3Rl}|3CacU)@44-l8`n(pT5gi^u7!A?n3F_0@xt zXn}O1NzQ;gbH0qBch`}3@mRvgQc88aPh8azIxU)q@5HWq#P)=7v!1j<7hZF^GCf_C zi1remh6&)lF_tZg^7-`AASBuO1Q&53W|`YcAOi6l*ca zGwxT2bvzPgRhM@x3u?$oG_#|l#gL-*E_$xfPmmVF{@b4QAtRX!MxnHjQ}PZ*cF}IRe!)edztiJ_m{Z`@J z#gAbWXx)V(YXKe**4}c|1j-W3QpR3;uRq~khgr`-URdkbReFGMwc#bmx|!QKxt*1U z`a@Hn`23QUmlZWSguZkx2TZPzMtBSq)wP?VOf9KlnLeQ_JqABPS`j0KEC;Zn%&<_j z<(|i%^;s@rE^pE=7onKDtjtA(<|0}1Dsb~Ehw~5JZ}r{u)bbDDD(N4(-D7lxP82V2P&akU=5OUm@AwmiOcbVW~`1u})R8ws9K_xlv~UCwrh+mGH6 zv*j6DnhnZT{A)c4EqrwmD$qon!4d&w-PBE!86(Z6{1mYgrV?KntR*D9h>;`*QU26K?8T^4 z)LOrnkNrONQ0A!dTR>OQF}FHJF`V=d>J%3(i&y1~i%!N>RpX+;@v7Ky(f4>01NnzZ zlAu52y6U)9we^3SBwarJxy)HUo~P^_B75|(A7FdkXl}wP=Ot#%VPy^tNU-{}OYYuO zW;+uPpv@)4iZ?>HbJ^IZ#nSdbXo@(E=;4L`p;JC1&S-Xd>473=?kI4HB={F`&OTHj zk+vQ!j8>6G4E;xgTDmu)UPUx>oY{IF zKGVC+0BnEJb+(oF$ zw^y;rQ#BFxzxIB@X(7y?cHJA4$}V*9vL4u4YI*$Ej#J%M0xWcX z3vt)?uHziEBD58rYItR?Xg^ksPKLj}w~m$0LxoZtxhc9|DL9LI2w6R?E4FWQxO(h| z783XHGrKp;_^pWR4S_u%jNr-CBK|^Q{>l-7+x#Ur+a$YY`Pv+*hx?~L7b@yU9L(ax zn>ZFL^>9v6tXt8wZ_5P`+)s>5y1&1-wHcgEWoId71&fOEa8W^5RHHBFkv zlR|cfSz1tUX;0@7@y5*Ldp;vvBPkZUk!YNM$5G7R$G6@aeLe~#HN)Z%@b@*-lB zUG@XjoNlLi)$xWvQHgk+-7|Uq(2Vx#bGue!1cgM)`94+pV@!=aPfmPqJX*XTz1lrY zjo4HB7n4#?A7u!)(iPrOv*GT3Pw(zfH#e!f`_#Kz)y3TE=7n|h&U$qm5}6!nV;GCmV3AgiC;j1lY*lg}Kg|I_0($cx;zBVy*5T#LfDG>_UXZNhYPN{>m>yw+xbqdWY$SvXBZ%VlsrIWNT*3TSSE>6l zoo`QOVb+C)@@skv>YmCLq-2@BOc6$gs#@Sucf--0ngMC2E}q5dE#ZBSx=xRwPY{~A z1c9x54TI+^eu%BNf6T<}?x-B@{{nnBKfU$G^1<)ohlIf*4H2F8Wjd@O-~)*rfje-( zRD_FF;g=G)Bd#w51EV;}NA5H(N4Vj;VImfI@)cn@`DqG6nsi81ph2rfIS+++KKJpB zTXkV#z0p5Qt(>iYx3ANRC{|0=I&^f-a)c+tH}ipO z)%<10>CiSAFetu@xG>FjZgWKRFb{1J-zAF_0;KNIy(H%%*ZPr6Pi9UP_Sl@UTd`8E zE1vcchZ3}`T$j|Gb9jKF5xxiCp>dAF?8Q`*CrM_HFkS5=Cp^$ny&12q#0I3g!Bxzt z&exF!3YylU+&@Q$9_Fvp{14CbWCOd1kM^7^20&~1D6 z$XH0)jJP5D*g2p^qXa?Z?l*I>r@6V=+}&?(ZaMGnIyX0-yL-=@+t0rrEWLNcKJI)a z%3M!!aJ4@zB?ba9C)!n|RRCyYB^l3q-eeI^!VBk>fLQKdX|?KABxDvQA6S=`2s4rL zFslHZaz6?1ma-JVMp<)5#9`GLqzGs*PO%9cA@v@)|?D&MX(1( z$z*Uvyr7!n3EH#Qf#{KuVs+_{5@%X;j)U`Hd>@Qyur-A}JjVys?9$+3BBJ9gwO(}* zR`m+O=>RARl<5c(rhe5znc7#lOMN7+%`W2tB#X&|yI5RHexf^zsb)_Exb#$45ig|} zot8!DdTi@LleF9A;!mB(_s-?L(|PNRzIRe@o!5J(_SV^b>jZzNN-Y^bhpvcv3;WRD zZr=UVpNo{hNAWgoZN*R-D>ak)$xxPh*h#vQD>MV(K&>yAw8Eb82=Zcl2u#ubjH~45xA`Ux+C%n_R-x2Zsmgva=t-P>Js|qDSERYy;_!D98Rx(sBb2c-1FJhV8st> z1eT`(+*&EDDBBz>?l@pZFj9)|lZpmwlLYgcj_>6p4&H_Aj|UK{mg~OOWf0UHPf`(% zI4GCwliYPo^kXj?8h^v-|7UVld$W>$z$)bl;f<7DdYwTlh*;rVXvC)YbmmZG*4iPVn1{2N)orW>f4No zkGV+!#h`D~;a|ta1o@R#eS#s&AuAN}sHLA%#|#IOE;f$gPy5I-usTc!Ge~+Nm+}*S zD)jG??Q9r^_8HN4gPK=2n~V3&)hXxISLfowbMfrCf|uTrP8V3z3xw(dx4MF}-jQ4v z*w+h4?B9EXy^Q@op6}DB$#xB@BL>toWODM4o_QTGlb%O3rG$;E)7mGfw=5U)Ri=60 zi9N%&q%hpQFk6sE1%l%IK=__B!ibJ{9UEBx_>75bw3>B(%{&r3pKw*T@y4vgXu=Z9Py~BmT zy6Y5~UDdFhN8KgFis{6K0Fb4SpQl)(7E5nuc#=YXTIdCqRze{J(l#187W8Y)ny!|O znWiqaSng@MF)o64%sL@mF%huH zr!HQLIFzXB=L5;Q^N_LG#?!Q~T=FHLlK@L^#8XzSaHOUTA{G9Ag0h;r~%PjKanIr1xR(^%`-p-72QCN7mh0shsvqc2+ z>WbOrGscMe z)!To@j7j0tsH9o1Ca>YUL3|8}EouU~V&Nvfrc?wpDSQs3s46v{%ahBAVMvd7O@PEa z0R_}@;<*2U%%yuMW0Q#Q?Ko4w(rnB}YPsRGE3O#8$;I%ao#QkKa0tB1hI@{an<(4F z3xv#)57CA&;>{CAfy z%VBCHndm2;V}AdPaOZt!9;oltKb)7qEDOmjN$jZk2lp(xxHMi?`^F(gH@{RB-Ngv+ zHJ~0BsCp#01}$azE9hNYkLwlUnO2=orqEHy5wA4OeKyiKOA!ZVHGLfNVPBiUw0h+1 zsefwEIA7oSLkX{{UfgTeU)>K`ITk|I1`?b-nvQCS=%sevOdKQP=_|kgoAQrKrjAyY ztIhn!70!>?j8kBfI2)t9{Tx7manjJm^74HZGjRG6cRB+PMVaEL2DOMIom~C>vJ*T{ z$h!#KC7v@H+|h19qou1iOT0<7DV{&}_#jJmb*vmGdoMw{oS~geeE-oD=PA+U74bLv zu^_S|oe3eDG|rhB?7Ocx2pgD$&Q{b!|WkRd%SOPwjyC#y5EcFQI z7}p^qkj@luDQ|FPf(T$p6YhIIXXM;F-RUPf0oP}r-musd*x-~T-NkR&8FxC6;a$el z?OAF#l;bKW@T|VPQiuoN%?96`2`@f|ch|#LkHm|k;>CaQ;?{Vb|6ZoWue0ULB>FbC zzRbAa2jZ{O^VeDXZ+(&_Q@#g4sv2h`wr7%h|Mcg5e)921VTYS^L3VO(a+oF%`<2a- z`q(>Jq-lDHGOCMm*-8Pp;tAN-_mNx(0~Q0TxC*J5@VK}EBce!oW)Uy(EQ}EhWA~~@ zQWhcgYXv_fal%fCBVq(4eixFWkFEM}pHB#%S=Mz%4MbQ;VK6Ln3R8OQyH@o?9mqxe z7E;28l}DCdtCiz;j~0iCmwib9?Z1-eOn5q0|Croj&h)CYn0BOy`?=Wg1au!Uk&fA0r>Q2XGKrL? zfQsM8RPST0`xxvtHoJ}4-p6v6Dc*JF_c9^;3ed@fop%B#ymTa4=|X?*_96QBz?KUM znB?S!1SHVE2kj=63CYG;h4a6P19ApM22yaR+ZG)I*#!OF@^Cwyj|vKWR1wBNWXyLJ&)Sn1$CBHqDB_$Cf=d11%iOzQ6tVoZ8^Sos6ZkJ z#o4IP-2oZ_uy}p+|B3?sD-8dmIC7zalvm)X;UL?{W3nKp$)>HLsm@{3fE}6W_>U+O z8W@`tLiz=?v4?1Yf+UY%b#uH|BHqhWOGu~J=$@gwPlM2s>XZWQ=hIebq6kTws;ca|^=tVa?aB@PSk?>8Y} z{!J=S-G_(G8#6jYgE8X?f%&G+ z5pFBVte9>%RFoO$h`v{q*P3`}(-YwU>@`G@NS?w5l*; zLTf{XhM7+}%QQ1?U5oI)ub+h=I>Hw+z7J0co)+Ob#7fTxhsvp)E-U*T> zX3scPdYF$jng%(C6)&_&FSz&%R15hP39AK`A3uWD4!7VzC{y7q`S0S!T9_g72=Epu*&jNNuN}%ibTn@r(D#n%t;2fn$lf}*Zyn$77S*|m{KlG;+3hV4 z)?jQ=*H3@mHFG}JjcH@pYQ3{Xf5maC2c^TknWHi@;UfrK+eL5uuk~xtB^M%?-P|jc zq&E_C=p_ZVVk(~I*KFs4?K1xQYDm&n(qF`;BZLc;eyX5TNAYMu(3~$4q7)9gGAT<+>G?_x1GahaPK%}u=KF64UAeSMdSy{O9GMQAUY zwQmBq7d711HS2F^%u$*oX@t;_;Tc6_j)oy5c17n=rXT0Tx}R&tPEzsc^9YbZ zqO-Qg&Kg1^G--X#ZshK5J*HCN7kgTk>);B-IWwu;uhMdVcVB@cjJK+?bNai)&)SwS zYL$#$-c`dmDiJ#N|1MgA7iGa0sWyU0K-yxe^nHEL zy#+MmBj+bs&`S>pb(((Tb9A{0GY^{0eQ=)k2!jzwCXB5x=TRM}S(4lL*_$O;GLlO7 zu=`P~e0i+@Mxyr8BL27+j8Tu;$!WFlbzkz6D_Ob9zOOZa?|@gNTq` zPU`CVS~BeocG=;JCop;5z_>6=nh%}a+P+?6(%9AIXXz^E+xrR#BGq}0OU!&Ik2-B1 z?#j+v`Y{zlo4{UUmPoBXK3!8FctKE32Rj0 zeYSOK)_vWxC{hdz(&L6@lb?yip@lmz){-!?djVtVdp}sGfZi#jY?=gLINCBeCZ;9~ z9BByfg$R#?sGw?A7AaGN8Xfa;>Un5PM#D6W2kHo^;JxkJREsz+IN;96B7x7G?;~s$ z)9?MPgavF9G?N8Zc?Cn*6!C>mhsAvJ2ve|~X3BuU^1M*~JX-@&kK~~Bc`?KCBGkHM zuE|w0j+U4l#o;>}s+E*??i@5XY%+INBPC+?-2L|VxC|44DW8rsuFqww$t5?Zei zcOln{>gz=#_NplRraya8tG#L4UZLg}VEQYF{Q`J@L&smB^f%o71*HE1>HqCPM8^D3 zG$F?GNSNvQii=!7{kcGgKR>qM3ULmm;Vq=TrMmKH+yF2JO^_9F(4SJ(U?RtgqIlIf zK%ipP*#>%8gvj-5(v15kF~Ooh{atY&J^v8kvOEVsm^qFTlU#5$2}CPt3Ipai8aB%s zO8bem)0HHea36PkU*1xWq7zUT9Y3j{tVhzRB40NDA8TilB{{An+qthImVl0E_Vj%J z(~m2nFpqzd@ET+es!lvLOF9h%0fnkGic=d2C^knUW||bEaIFi$tIp0=mxZ<<^|{|5 zv&%lMN7Z(M`lCm6(eZlM{krLd-E_rnI%Idl zG!>o|7KzgSDQkIFO@ytUi0`9;_Qa$GH3#5*&%(W;N(zS4YJEb^j2f*{SK?T29^Cw> zN^}XMEfbUZ9XJ2)t-aohLEo00WvmaCwufy2%^5oOLE+sqC^T}U8n~hwgvNe8(kPVX zp3sqntJWj_K%cOD?H;GOj>O7h7YaREbSBNJkeHe!S0L4Drm%EVWV$Ih-L;QzTFLL)$~P_M zyLR(U>-k+9`lcoQUJ8x(ii4hr4`eX`^Fh2#uhsp-uZxA_x8k@Uf?aNyU)KQ6lWkEM zGj?b1(#|eq%D6c6Db7yrjv$%Up2m_2Vdjn?(kq9OXpcnom{~RAz@DK@@4aT-WcGy&_=<75N}5_c$LdgxSylm$+(!+?`&^A_JH0(oinfHoDkSO`y%abDv5>@Idg>B^ssZ{v|k>E=(Wz4t?sh{=YfbQ&LOMIV%1Qk;hZ3Muz+ZdzkM@H1%i+MX4toBcS?pq0JvR%3L?AAGh@!)B?H zU85d+tTMr(JmZ7u37wC-h332E=GCF|X6X590DAEYy}OIv%t+tNOaB8w?l&;>w^7eD z1cD?udN{8yB?ZOY*J^@3AmqJx4kxV;InqHaLpp0thv6R@-%Ow4p{gWebZ?>LtaL18 zb9({#A8qD|CYk=?ehWvW<;;pn*^7jDU)<1ck}E8chSTT$UiS!N<=%A>%!8k!DZS_b zD>KI-ejbA4Uh)`Wok>#YZy`L&4(T&VDJC{ZGyKu9j~`##M_(LTb5Nk8q;VAzzsiok zX_Q|C%`fuj?^@|sVf9xT_8ap20#kp-w7&u1FL3!Qw*CUdzrgliK>i;mFNqOR(r)6j zKDBaA4I{7HhhLYX*SCvXJAZ7Z1nnLBuOb%3RDYkoXg}2?Y;CHmE-8o40M#d)2if|I zpqM7O5bsM~t}r-uP8GE+;pOM_*E2@!C*Jm{UQ!ye@#<0H8!VdW>k)rIHu`oD!ANGB zAZi|d!OxTvhe~sgBuAo_g!XvOGJFD}-tAgKoZqS%6DRT3>-j#;hTU#vz@_3k94(6$ zO^ZJmSpMLDxChyCA~ewNp%W?4Zjm^i71`T#1rdNjI?wi2aeOUM z-s+k6`sb})daJL#*JE$>+xL3!e_$>CD$(|BDYl*TOlK%ht&xcc%Jw_~tfi^cj?URm zlEkNL>d9Cy1GzNZKa0W35NJKmY7v1y#r2;a9R>+i3Pm5x?VeA(;XNOJx9FhkIQX)- z{e+>P!r-&1vMN*9nYi;S)Hj#SxdkKcGyW=K#5%GH)C^{zM;vfy2$yjNN$2~R=uTT^ zqIeji!x{dgCAYKB5_b>Za;0M3HF#L{e4oTJ96YJ2xlO=z5FQA5xPAF`{w}IF(rz!-)y~9A& zlK91(01;I->k&slgX}@Xt>qfP05IEa_=;gfz?nx=(WHpAOIqyC{!n#vR5Qx=WRKd* zc+66^igIaziW!fn)Q=rLalo==-~jmjJhmI%hv4w98Dg>JkP6=yai%~Vw2b{g_sQ*$ zS)sSn`uY=ope{%3@O}q@P^zL(0G=yOe|GrjLG8DNW!+%vbn$D`Jm(L`TFzNvq4KjH@ks&2Jh4~WE|Spxy}7;ftE$9U#=kzwvWfNm%>#E zQLZ5k;Trnbyff{La2CZ)dSkk^BbwVBeU1gQO--(48C_`Wv`Cf}~x%y8jN*vZ*r>w&b#&#>Y#sS7VxfA?bT0>vO5+exykzch8cp^RykPmZ1fx>)Bb z`%5c&3j4VEoWHvBuGW1w6p_=pOTe1Lz6pD7_i{!dCFz}LaP~twgSHovTwG&MA<;#c zl=rb01O^SCN5~8=j-%7yEO2l-TPDAt_18b)y~H;64d@%kZ<3~@lCdmNh44HWY_^un zW#a6d*PHVYCrp*nEdR2gtMOhA!HkGch!|&L?&qD7Cnl?ea}?goXTN*d1|XBxQpEo` z@&9JPX0?*2txCKEFTkCl90u&|Q(h@BnMK7eW9hQ}j0V_C9fE-5ZRX)p@XQ z2~)iNGA#FDybb&PG2I^PZ5q5!o69V_&Pnu!x>uon_zTtmi~rsvt1knvDV<3P0jaFG z`#S3xohcxKS4FCACE~3LXzx+$DON?S8uqSWcbJazRE?(sL$CS!tSZjeQH5xWVy#I& zI2A>FPl4S0bX%XvNEFl}*be=DojgvwpW)ft9<=Hnao7{hvu*#jdS+muc42B%t>X+E z`)A43Uk7sNYZHQM-09Mv|}*K40)n1 z6yCt>Ff>n)oWo9oI0{(RQ=#rttCu*7 zkw{R+P>1%M>!f|!hzW(KrjJQoV)%Vo$}|TQlkh&wrs4U@y6s2)I_v)`@L`Xs;&&R7 z*`jfg&*|y@>DQ%3_N}T>L2=T+E&3c$YnxKqb&U)Ud8;))jBcV6Cy4sad!AFQ0w$SU z?qRxpie3}thv90{KK#26(RuxoYfN;8#))<^UVpnjQJ^oKsRRmM@r0P|ia2O@3Flx- zaF+5ed1CX?z#a|T)Dwr%6AHt0q3XH*N>y8hl!u$)tNT}@J>fwE_ppN4)`2X#gQ)I=|hRXlb$GNcB(l|s=M^! zW{yf;7eA+4?wE3UiLvBNmO`bttjCEUD#er@{hJm^`+2gs%w&&Q?$iJyek)Jj%9*d# z&s(wdUR=EuV{gUV*IMs;Y52#$$ik29Swa)-z5V&IFM9v%>v975_DO>_pmXxJSIBfu zAWXp)CyHmrfr5L^mKvuyC=8wB%)n}7$Mfm54lrJ=27GDfebEFQ^wF{!>r*6#$ctz= zj4>SV(0cWxC-9E;sF6+ez7^lj1kj7ij`bV?Yd#TwQajh#X-f|m#w6+2Co~j?nHGc* z1t|{ic{$x2n1bXOB?5%A$MJ81KYvoSwj!KeA7m!e{ZT~`JqF&B8gb;eldrS?zS}Ok z&fdi46Y7;EL>s2Cn7J4ag9y1d7Jk-fT5J$n+WTcX_n#Sj#~)zcXOsbPg}|f~jC;hv z2n>V7_Ii;&$3j#^0{%lIJfEj{I{@AejBm%w+hO#6c)cBVZ-?Xe!}R;%`$wC5sqTP0 zc2k=PTEaO(-9IJcBmaKD-iU};uyj+#N3kZWk|#7M60%yz$nW>o!OF4k1k0-#aa0Yo z9?JA1V7r|ot$-NBsT{eV(m4Y6v_dw&1$>J*5|W{Po~cR37MrV)L2@U9+a0-`463cVBycvh5PZJV2a#Hh=P(9VSFa>cVni%`!HJ*XA$Z0F2f zg@MY_)lcqiFh`aZQ2{6Hf30&J>_L*_v(~WHVXh57L?97$I2-CftVB~}rh%$@A`C!% z`P-~?CBnEzH>VBzXOz!X{yFjgdZloP7VCo3tkSv!O)Xxj>!)9ryy@Hd(O$?z%%>25 zl4WEPGekWkf?jIeA+4rbBR5Dg*N8Y?HPv|&1=2`(I0E+^P6$8<fs3lRL{=(kkKmp(#fkQLGdu40XC* z&)tum7EQ+|`XpzT)gs>j-Tr>VeLU>IQIYdd9KA$qCUvw{dddE|`;^(%8T`FI9b<_F zy5KzYTh@BZaxY2odk%fex$impEvLVo0p89GAGqE#O)!60?&;jhc`@L6w-15qWwOgM z41)u8-3-^G+l64X;cjDCv9!oy_mK;V;B;$wn*!RBF~l=$Zmjq{f$9lKEdk~9IH+U{;;MS#%^r~!l1Nq?rm{OzlCXRe}cHZ3^lcp*hGBaX!U zQx1}Bc#c5|%>p_J^+!|ne4oQ-^tQo?doocs*=c4wJ?~QL`LR1e)yYc&Uv2&jLd`mQ zNesOis84+7u1EN5mK5D;%BWb}7*F?rqB!x&Ze2dYU*2XZm(u5R_Z9V0fA%UTGGZELU*s?h(hpu!Vx}49PX(le4Gqr@~X8ji*1{?R2inNY~yC*qF^dOpjK=@XmAZON$Gsw*qx^BLzXkf@&H zUfxWo;JKh{=dw{s0v*S5M0xFrX)=dZCps3a#kH+Ur9ZDTANI*lUfGm15S!@{hpVow z3N^dz{DC;CC_U1m=LxzD=@PPYCAOr;TMzNQ&w7WfxahQYrfm%$U6oiOgSZ(@{g_we z31}Qq$ELmC4=|G%{*WwAHV;)n8k#eYiPBvHsc75L7JE>2I zQ!Z=jVkIH7V$GVsv6qlHNkS1}Wx3-G;Dt>N9^3{_9Q19qsRb3tC`ZT&JIshNLvej+ zR#Df&d1D^{4F4yNlg9M-QLFUWSRyAn`w zE6Uu8IPXQDTaoBmQ@WL)ZY8U?64%cgl`J2bMdFiu2i&joO5HyFdY_fwo_*MJKJi$y zkv}}veJIMq(_k-sMhX$%Z~Ta9uveGo%#Mi{gI&URo-th!oZ|RMPY`v__OzIlIBMHQ z6mQ=VO3!-}gb}>LJ$x^eQEi=F5=n=0wD*O0d|j%gL225DlM?STB?2wDmi@F^(B4rv zIgRsmXb?H#Xwt>y;pe)cJ30QVzf2f-_lPjyoD6!KxwQ`SfHY4=Qujl z^<1SavHo=L=*337qJ8U|SvZ`XvEhFNUuwTm`Gf(9PaC(lPeEqKcV>hNlU&F#rg~!N z2eKs|dc?>^gzJ7+lGlU1;iq;c!fidctsl4b=CVA!uV%N^@4i~zR@axs_}}Xhy=s+w zTa=_2|Bkk9f5y@LfNk$^hj4KmqA9yhiNfGGXCJ(zlWGXdz_FM|PlQQgJtDNltw{oD z5ZP=Y|J!Pzyi!%yuwMTj%6tsb$;eEr?lp~180oC~{0TAh8c{I&Q{0BVzNT>QZu((% zpPP_GT7>swLGzOP0D0rEaI4_apesD7hX@L!fz@rzj$+D*3gE}jE*Sm&xvIba;>-T( z;(qabe>aG~xXE9f=U-jwuaYnq0hw31nTt5hRm$cfd~=b>c@@=pmEidl9}q;fyxn7$ zq`mYWZ;D?&-A5&~Tw0t&#eT#qbrGG|mb@Ii=P6V&A$uQz#YZpGdz0wU zwFS7o!0r4D!;}$>K-I}csYPOUovL4-b;#E{(Wnz02f)vg+)r8GwVW&W3);4R1ezGz;>j*jym`0>`X576q180`VB-MLeSc;WQPZeLrdfbA;pxEYTX~))zH_A7BJe4yJiqQUfO; zu0PO-+oxZbGsd^i66C$k_Q9Lwlke~K)hAql@M!-;d?z`NOcW`bwiIVOI;7H@4_yGa zZ6?xYtq#-tTWFk3>l=lnL>{)s-uuG-o7tyrxc`rxs)N89mfgJAPz6;#dKU^ZlIT`x(U` z*-+I{o2ThokzZ(z03H&9P!?dgtr6a<+OP_oW37sFK6HT zQTgp?{a=`tzX)l4TQQ3c|3f&h@Di0Y7GgKj=t?u3S_pRl;(rzo0)OW}7P}%@8HMnq zQ+VvF_kD<-UPLx^KEJ~>h#rOenBn~mVJhi(LtS;uaJAM0De%n;nDt&x7%PgV8^JYk zo{Nx|7hPoaF+O(ad$k3%!jIYKw~+2?S_F$nWDmV_ae!q2to75YWfL797zR}-j_tF; z6VX?v^{X%YtBd=^^ZnuwfAN#Qy3b#P$X;d3t|Djeif9-4v{$jUi!|F+$n8b;?eiKy zk7LHOC=0HTbp(#r;QHy;yS2!-!q}x1x7qOn^oIDzExs5jf?P(}nb3)>vl`aJUE9g` z0UcCZcXuC&sBr8+PPQ71Nyn~syAnQK81L-(gLvTi{(2;7p=SEB-p5Y5NVm%}rW56d zaCM=Gnza4%sP@Vdh9kh-=ZrWqp=RSfla`f0Ws?7AZbiJz$9jsHN>f-!3Pvd=gAf-u zuat=IH!?r&zEf6q2Mv5LFSAjjdvZ0KLOv1%)XoCPbfpsaIpzHlAc1}H)Xw$y3zY&S z(D3rh=l&N*bR##6FYxb$RIGU7$nWLCih>vDQ}V^-wN;3vgJR> zhw4!UNtkSSxhtvuh=n9j=UOw@&To!d2$I%MEGMIW4BVOiS~f6i{zQSL4ee%)7u44P z6jRWTW=St8HaU0_h`j4Y%CYsSA`a}=;E8WLmnOXTdg(6e+HUJrzyxr_y{=Ims1dIA z*wAf1-Sxq&nZ=nwKeCMw3_%tlNt{?aK<-BeQPSSheMz+)xy@I_LoTupbSi7YxQHGP zVdjOkS?XSb*E~OG^$?GtVx9UKljZteljmRPfj)?;(K?anWSf?bX1pf=PYJw~@VU^# z8G_wQ;iXx-{uhatcRiSQ?U;+u%&RQTMa1SRd2_;5PhQ6KdO zGDX8y)C0NQr9sIw!7xQGmPS}3*7%tuB)vjP0WWBU@v;*9m}&sV9W%l#L#rP*Iah0m zKgqbRioA7lt(7>1ab0IpZcgjOSt3G?0D(CFs#)a7RDCylT?=;>+QLuM(uRCN)qp#W z%zXE+-7~bGucN8RX|W=!|AZ(X4bG+`xK7$LTc?0H+{tN8hW(Y0m*@6Dg+G6y(o-x3 zNF#G+xMG;I)^{J>7|gX|FgcG8OWSCWGf)9b0U!W!27f1}(}Du5KHe{ft@n~`!}lDr z6a?{|Q;ITe6^U>&09?*3*o=NJMzJ3ZoHMX!@%8sB84UKR6y0}|o*F^}SO#|iHY92| zLxB*Y!JegE3Q537OwKIzkrcf&*rNB#mesnwi}w2zbUe1E zXM{7&EMZVV7{|#ae~`%~&bKKB+JS}&m;YdsMBmfwKojZ+gsW{(sN%!UIpG&i)1tFU zneijx?e+5~F=DaD%3c@)m&i_QG9uMz8iO^4ghE+9zBK7)XdgsJJhV&tln!U=@bvU~s)r zH;l8pN|c#(e5?>}Cc{F(P;n-JCnjEm=%rW<03xmPkEYg|RJveUk6BK5FY%CSMb_R& zZcj}-YB~5@8NzPRGN_&OvP=*^0>Y2nHGI}ZZYT)c#20GgCS)U4=`aiKJT!A?XBNqM z*l_pOW8!s&_5Sg*0E$3$zXd951`#0VI2r?VH%c|jtbRmkqNs~5QX~dIInvf&jBekJ zaW6i)H{0EdOYhy(_tgaWW*U6)S|u(+RzGh{u$&Jzstf%Y*4Dvhqn`P(pR%<&szmIa z&o;yj(wR?t`!?QyIOmGx>+Jowx1+hfcV6ov6x~lgn(HVOghtP>M(zKu8ttDqibmxh z`KY@jw`Ugw-*}_0pMJfsi{G|N)S*U=+@KSR3!Gd)1&W$NM5-WQ!0twL|CS%e#sS|* z9zHv#4^KY;Pw-+CrrqOjgMrJa7h*s8gx|c7+XZVZdmpwLmUA4zN4WLu*K&j#-(KH< zCCGnA9sU;Kf(N!PGWS28V<7j)?|wxYErKxP?L^25TaK3<7YK*9HDa6KRx5Ic^yJqw zVu^FOd;>AGmYPa}m&Ukg?e7Em>_4<4_2EDq7 zUOY!%9ZD~Lrmq|R=Zz_rtV`%HNEC7}59@=0yMFrhjwbsyZVb^H>By3fe&A#a`#=H2 zK!3ZMrLHny6UpsDj5(;U@w8zT-n4VkkUXaLg)FpcG`*~}BD{CvV^Gp^InmYS=FE|y zcQ?o?9eZeGuF*i&KVeDS6+44aU5)VIoa#DHUIA<4tB%)WP#|OrBOvMJP;(&) zv)A{rQaH~O2B`Mf5hZ0;?gby1EDue8K;4-*F9-8)-7r;SoT8iQlqM z4ZMU>_}z)Z`Q^Cd6oUnub@GX#y=VR5N%3*SpmyXcoArlBK0}RmLKR3a?=8_4%sY1P z73cR334Fy5UeJbDY~lsU_zrt~!ARx) z`=Q75$%diPRzDxwe#ifDZ&tc*=G3wR_T4}8&1>`3mh)=i`D*xiu?M}HiN0Eoz8N}7 zF$lwrk7#!~Va9*>72Bsd7g)3O3AI;&LF^+g(m?-EFhhu&Lf4sO`&bkU06Np>%X!H? zf~Po>nas}ld`4zjMNu@u|CrYQ4eS%lGFg+sa(ne(dSTS(cvOCA^zlN!FRNIij)H6x z251|_!HJ7fE6yJZKPBROmy?v0ZENDR$j?|w7$@+QsRjZNj&x~Hpg~cKX%VLx+sqaP zViUl_4r@Hno#@@UtLU16^im<0$~!FLPqihWtR_kcD4~x0z1f;#r*_?W5U0?@f@@|X z>ijF>1!KQyg8^Rp9`S~Uoav|tPR{dv++T!FEyiD#h`(VEv&>hEp9*L%Sg|MDgd=R^XMsC> zCSh->cbjGG9jC_i1w>ZKADAm=k_hJ^Ien3GOOKAi>)iiKqMII_%3zrsfcHkU=aA^W ze){z;as6#AYZS$eSlyYI4WNj3b!Q#t-LU{OP=mdcTR|HmiRWldHvuseZn?Gd_5Gr) zY4R?WR#QG`0_}M6WlCO0J{rVPndMBI*-Qng0@aW1@9*grKD2eHRM$MbOv+GxhRD^M zlz9<0XfuSOhw!S5FVmo=^@*=NH;X$to%!TAjp;5$s48!`qYSQNhiIPsspI!T?}^2C zTFp8gxpQRfo65{!8u1#d=PHs_C%m6X3bpg0L?yJfc@<0;1B1y5v|p-kF`8Rw-X$O#NZU-9G$!KaYOf=ADv@djb2$oH8s&#pEsyg~qdv z;UbR;y^Yo3c7;EfAVSu^N>ab|@{Cq9*{@p@JMjqkI%3K-$w3xA!rs)wxr$ao8Od=_ zkFLp~n7&uFw18SJZmu%lePWCsW-4ZBeu#x+? z8GdM}{2XVjJ;~&E0UDJvj;{}SSjZfKS09OkINqp<7*<(zO`##|03i7E>Sn%(lLSFmXq! z#_otK@YBUlVD{`q$+MwQpFTaqx|iQ^N-+z}Up|v|MWyJq7W3~nsrQceeyd;r?{oh2 zu1?P5tQ^L0^6teNyZ_T@w5vJj?^`e~I^I$%Sr-1ER`PUs;xOQ(q`_`?UmmG-b!6Fe zQb2vPn5cWq9N&-8jlDc|5P2dI#n9x0^Zu=AsA z7&~OnNuAVtBUoSGB|sa@_`LA7=A$Zcgh)$JS4Oh$I`O@fo;W8bSBO9!!=l(m5CZi(u$-sxiN$TeeOeBLaB%Ne_(@+wi9#0GO z1LcMkyAEph^L)MJYEuJ_uCw&>XlbxYL0)P^hC&m6$ZoxvX7N2DUY}~`0run^#pu~= zc<;S>FAheoGSwjbWM60Clu#nR&j4C5xlfe8R>ZMWef+b^F*cZ0=F2U|ucaHP_&e6) zXPcUqK5+Rz$q^&{I9c94{krf@z7<~_6Um(0HZipH8Y>nv zJxd1z_Bp1SC(OC>ahxaMJRDoveVyXV;D4S!hMCbG@|M666bBPl zR~VyqAYUiGx8D*Pg*f_zL+Rb#_T3KmW}kbv+kLm^z1jKR?0;`|!S4>M#0xbGs}aC{ zjNV|85_z@Y22vVfx0^|UO^=u|!Sudwdme#sQ8j3X6qUtJ5>;rhbw>wG%0N@1coM#> zF$t4!eWB;^9CX=*a`o>UKd&g5Z^K=Rx|FmA_DVJnoTLL1bPr%BPfo;_EKG|U9Wqyo zAm4n{_?hS+oG^cID!jMQYB42_!Ju?h>j#CGBTDaeJ#Gi_Kon+wdN`9)>u(Z#ba+pC zT_Ry2IU=}EQ%qL%pMpaQKl%a4qUgSxc`iKZO6VFT1z@@ac{n*N#!`fNR#okcGG~}S zP+&l9S=X-BdO$^Gibp@B&KyKskPOtz)H8daQ=Yp6m0A=YPvATW)00(O3kGR9KM+2A za;u7JX^Ekus_VX11!{1{c|W${e$vCS_dFG_womkv)(B z@9?Wvtkx^C>yy=C>#Mh*_ONxuIxv#D+lOD5w1S)tb>ptoxaq%eM!v&TJwom)Aw1>% z6a?u*>r2@Zq6R(Udset=N77!RgEfP;>12!ph!^PX6h?q27nVOsNLOUx+F?H| zd>oLc@cpOKJ{2O`F+soH$;k@-G8ob&qpqeC%X)sRC=pk3=mO7Prk{SkpV_heSUOs> z?cDz!x8ykE9OH)NuvEHqO5b^16#A%kndMFj4&*z+k5qdiW3TbpmyQN0 zN`uYeGZVOTO*L?3GX?xFM|>drY;&tD9=_r%x=S>FN)hC2IpP8W*&k{|>uN`Pu?erD z2;4+`AC~PZ26gD;Dkccgitl&24Nt^tDAN#so)wVf#B?HwtwP?cFsmZ1$jT*~T^-2?hCef7E^0Yx0MvE}R6iL6t^d3nRyazDM` zT3zJ(KI96y;O$<(2LLYuiYtrB; zdh^0XnR9Xy(!esaaS;;LhjJ@Rcg;C0d?j`+jT%a8E3{YWV3H4K!kl{D)27`yK$jCP zlm|{2;_K9%u$E?%M1Yz=Ce^if!eG)UphYdAx|1G76vF%T!F1)mG4iVso{-2DUif$& zF62%sKnOBaJ0r8g3|QKRrjD4qKyu2TD|1p8ku!kWCg}-d=>_~ao&r_8V8V!}C%`6L zW@Xa;?ck!S8CtM#W`y_C=4MH($~Y_~$>c9{V39m-=i%&Zx*HvW)Or4u({y1#UHDR0 zcGZQ8^~&73@Vu_9uon*5=Ny!)UWkNbygVs)N_cv;zkK@jj*Iy=0A}FdX_8X6*d+)P z`MNJj%;r@hh%{>wb#BiOSHTFcolO?~lKDW)|6@o?oze`^(>>4?^4KCfZ0PReV|$%x zFzQ!>AP-_yQekOm==QBz4T3OAoVpFFd&aqNXfL>h>dN~knL540#SQc-T7{uJSo$&X zJ@xip_wh@Ik}~vdbRklS@Z9;Bx!N)@^QBQI7;H>pH_!7IFMjD4clE0m`>S*N#pnIq z75?2q{_Zz_fgrsCmag!o3mEDhIrR#&ddFm40bDO|uMf7tSsC!gP|T(%708CmXJ20h zrGb?!(EPBQFtXo@!zxZ8D^;6ITm^_ed+cMxz;Ml*uq>k;-f7nI5fGW!9S(8q&Z)CT zyiL1M14uv|enp(i#GeKJ;*&qf(@w)Kj8bV)ew)s znx;l)ndg)It`e`nJ*=Az#?Y#uc-9Qb_i_-zJHiE#!Yb-cv51o0T7{rh_vyX)yn|1U z^*oC5*<}@~oj;cNRYS+7Qlfa?Ly?us>>)`$24NC5&R^YUHC3xAl=9A;Usd)Pw@}9( zDV$D<6a=M(*yy;7{u!MHd*K|XRyeN|gphI%Ijg;$Hp`31BT9!NwIa}XpAj#lj=nyM z3#Mc7)Tv!qw`%1lTFwROFE%Cj?3Z+ zimOl}o%_$LnAP@;IH_6Y=xA)%Ke0w|5?V&mNs`RIe6!G5x z1C?YIGr~NM-YrGgo~TJlb&WJe(4?LFpC4Jt!_4ey?o}~-`(I>VOT<`{JPAJ-^QeTF zIH8@vR_{gyz`ZU8NaR*Sd@na%YLl;(%uC(#S|xoislHZUUn;f#UefoqZH@q(u&7!s z5H$k&?{>8MrBYE(YTSg{IA+?9%B~0irP_mOA+K(+@vU$5c=eS67w+g5JEE}iQTRe1 z=L!9yodibv9XiyrLNtl<=Qx6Ndtq(E;z+BVt`hK|1W8i@UzEpIgiEuby9B|WXa)%# z)I=;nAkD(-PHQ7;(qU1fbSw|vTcX`>PNMvbW|PB$a4)Dbo}pz7daUn(!%PS zX3+=8+rR@vPIv!wZ$Q!(%p*)g_5nDlbU^%piRJWaF>S5#Ni)03FuipFTD(ypNsc+Y zKk$U7@Xh`n!z25SA_`RHv{ zp*WP3uG7chB+{iptX%j>J{%LrY^#T}47z2Gzx#CX{e4LdCW^217}Q8@>}io>?p@1d zcePHdx{%~KU@ktxP>sY>@>!C16k4RslG06#vM`pU7252+L4$OLoCWa;cF>3sR$41% ztG7vxahe)Ns}dhFJ#kZmZhVP2@~`L5Ccm?qJKa=pdI%HSlZYoI!rjwA@7UW5UIj@e zMCx7agO$xVld5q!IsVKP%7W-*Hl%MOeQPVEW8dcfUoI)BNrR_|Fo+FGrGFD9DYp;5 zE(%QFiuWvi6yo6L^HFSqw4B1Uf(PkpB)K9hq2iN1?un0QNxBnxwfzf>@xYuS3hJu8 zR`#%WvqL*rxkqyBI*y3a`#*Vr=#*&xPfCt%a^M*m-;caV8^oVhvFTnue){x^5OoHv6Jp849VNr^aKj6LF=4ch8poNB|s zgcT~a(qpczAh&l(bLH$gh|*I#YGSA^EYDf|ghRz_$+iaRyC&+Gr9b+6p&Das;uq&MHc1? zo_y(Cu}*ZSli(A$#6F^hXM*}+%@kb3jq0&MD7f4gGyc-}eER{);qd;E>wKHeWzt{V zd#WJ|RTd_g_31b6`;YOv7*V{tR$MGD-u*DH<{7V68y91ai;c&%W^$>pTdi~7 z=TaHEmys?tr+*fx{tIQ(Hzka3#Ro>A!ydjnHF697sq%`F_QcQu#W~Q9!xN&SAl~S# zAp$BPMm3=6_{k1QaRe<~v7|v5E^Y{__L0Mf6n@@3(wEqPgyQD0{*WRjlsqeR7L1RM zpla`ObC(V2KI}T@KyeezWXJcJFIWVR>>yIOwC;yI;ySbd7wQhgF{0{60kq@L5Vp{% zg}mJZrsGjrWyeAPI-z_}s%b}&bibP^WKM3%tQR5IyYB0|PV7xr_O3(wDqDL~xqa0I zC7i;@7Z>R#Q1lPl#j;R^Zk&arig|0p{NW7hV7W-|qC2Sqm<(bLQxcp@Ox?BAQ?VwcpP#NYGiL!%T#n@-BR7P66cw+cT?dcX4{^i5keP5*YC z&m7)IFZ_@f{i11tRMjCtwQr(83L`pr_@%>}Ngy=#p`Dv>fjesmsQR5V~pwIhs z{q*Zyr|?@^eOfq`D6^+ONAM4E>&M9={h1YEDen)bmNRB!kveh<))UlN9 zSWZGxT8RW&VamiGkt4`hmPUl}e8Lm`P3PcyeW*u+Ne3vY$3Q=IxQPlB4&A&zPt!!zNu=yN^pKUL4py9 zh5MMvKyq>#LAMXTE?)EBito*`szbq?Y~gdpqPWJG?xdtJ>p}EoNkok3PS&dn|1yb( zXs!6(%Uzh4C}DGOLK!?!1np%EH}T5Mu5bZUT-woyW5ntD2np{(DcMaRG>gyoaRpID zZ^%e@=7_J>R@^%NqE;kE#b1>Q|I{?XAWvER$a4g8sJ3#x-_?pTa%hikIL!kN!=}&3 zArM?{>MY!A(vRWY499wQy`}RDl#8VHqOY@3PSstYJv_-68(a&LjglmZ(&p#;ISFa3 zHp*Io1!5f1DAU~-oGR9d@0F*AR0^z4E98>+@5$Hv{f4PujrarT-R+x#vfUH$oTcwB zOit=fI{eU~CMo`4gmR|NUNv>%(S45dcR6Rx6sVk?g7eB z^=&04>Mx;gbwnWrryfse?xP8IPHZ&bmhJX#&nxLNIi-oun~`Y`v_4f zagUb2yz_;0lwtSaVCo}XxgHBHX*KO-%gy2bdbDVf+eyXMwGnhA&R9ReSla)BLLHd{g_nNP}I3#9n2`E+S=DNwbRp+N)gJtGL>K;c)T- zZT>dwH%Z?>xe-uoeoSMKe3-+t$=8N+A#|Z*+>ss&HPZ@n%0(1ma-Z+-T+3)Z!uu(fc4#2!1Gc|7 zv%LDaTwGt?En+TyGFSJRSFf6PW19<*`~o|_fYh&$_6q?19WDO~t$)Yizk>G9D??RI zy_v>hB&M7y{(fcdpMJfPxxN)`yb!dW_L-;jKpG5G$t?(78QlOB3^dHgvA`%J#rbt0 zd7i@2g6z@f#UX)oX(@njYBN}C$f?s%Ru2!jtC#no4##Y61@=At%#|CYj%=gIx{Ezk7sFE+*j*upUV&GV~PpTHH^3uY9#d2l5Fm zogJpnA?FQRF}VecPWqWDm2&%2xE$h0TR)G#E)@O~Usngg1|ECC@gyS7j&1)A&PA@V zbMqv!HO6=aWpFeJ7x;-_(>l&?m4e~;V~L_D3lB}#>L^q^Zy9j($l%>|K;W&b_&Rl^z?%%Dg&y@E z5FBbpRAk37#d%Do1h#c1Ygwj(GPmi*ocKTai~nBRSCure@ohd>R5HlODwU{7wh_q5 ztWAM^XxSR3MwG;P4KI-?=37=%vAGD^a?4JJ&=#LX-NP!z#X2gMu(7@R(mDF*s_qf! zCPrcL_t90Y66GTd+u48dG2ZvF4Pdh+lgeAA$LdzFFN`Q!Y~h!znZFMJ4uKQud-hdsVA_ zleT>o47C*e=%y<5QIGEeQW`ZZA<_RRXW{@cGBbzNFEmQo+#5X=Z)(k@NttD($80e? zj*Tf|3v3;@nYe)KTsfs2-|anzy3#)<_216Hg07);m!%Ka+0Bk`@cU<9uQ=fE@NZ_G z{IQSqjJYVk=RCr|8CC0#E%nYags&wt50SvY# zAnF6-)FP2_l-`V_Q+odhunen!CK1Hr*$UP8$U_j(pl6>Bk9-VBosfz7(HG}j+~kfR zIT*F#BToIDcAMm5dMw1CF9BL-%gyX@3R#~j%d5w6%$`C&h85wFIs*{bBq7!R{VFH) zE;_5Ai~5SU4H35NRf07}|HYLa6Bvam*E+h?nO#183FB>PvP zqVRucN8Yt2-?b@kT9y~>%bQl_FWQ>#TAWuaiHq^X#iruT)8b-)aWTud7;C)RaJ=>i z{@qSgFvUw|5kRbNc+FF^#>R0ikra~e*mS@luL`OE%0ytzB6A7mBF0#`~XJIyRT^6Ui*`%8PKVc0l^tO42VdQf38Je=w^ zXdUZlE=GJO0nc=tYK$3uQ#rqsW?A3hYMl69B_IFQGFt$tuxqR-)!32gah>cs}-4R_yDoj(#Rc+taK#KiJ87|4g*ftWv^$PoI279Qt?2 z%k3RFO5Aus79|&&u)W%klz7KkctjqMLmK&Y;{VOC%NA7JXVnIddM~DXb{vA;<-@P{ z3Hj}bH(Ea%Xd6D$^5{s{bB~!Zo_QWMz~1DkF^*4qk$Plr-a)B#8HzmN&Q)6na&mbd z18a92uLEUMxLgbu{))6Osq87fCu}G^PnG^vXb_KX1>I%J1#|?xE_JK#?3GxUQn3T6 zFonw&aWJ024#c_oIp6P4lFj|XK->M5$w?`BT}Si`HBiMFl6=BNi=V^vqNGL7@MZ*$LU&jHD}cD1n*n1kXPC2_>I9)JI70as%b=ELbT*nw%r z=ySBJB3Ll`ta1@fl*pXV*D*t84Z+X{ZDFTDJ)gO7Sq*NB$8E8>FHV=W?0xCGEtU7B z^<^dguok3pPJ1W%JhBov1n>K&Ul-W_x8eQ3WE@YBV+{MJxB>Rb!u@$gQxq0F>6?uN z_V09^pZI>NrG@_gik+?rakjc;&GsAqST#ZH_#|5fFzKVZYFU~dQwbR~@CYYNS1`y1 z=pJ0pF`WmXgeORW;$^R4<2Ud;d;f)~PlblY{P9yl{jf|| zXnM-WPiY@H71B;* zn(^P8_a0eSqW`}SxSKXq7_z#Oq-N@WoNa?F`6?ByBy;>7oEwX74pbNEzGB8=F1cHxUT<)r44 z@cxz{zbDkU1pJ<`-xB=Wf#Bu%@XKMNPXsD_b!EQiZg%?YFz&qR{8(s=A#%O1oj#`r zcFyV_`|K0fXK*t4>Z7KQ%#(PjM8;>KE^bo;NbYqHHJAr13q#Q7KmOgWV{ve4p-LG zQi|VC#2e+%NAWeKT>rnztp6{hNZt<{-#%45BI=O!?}M#ro|EpP;GYtX7{vr3;*dh7 zB|)UxJtFI`ZNiR}K*Y|f);UyA0t-VCaO@U#!p%U)cpHc8?W{!@6OLlti2bHSRvxe- z`+b1%i8L6&mx_Ln;-$ICK^%~8vF*u-auH!Fjmc)}_83L>FR z)0Oa8-#N(>;k~9<8wzRU{XS=#mGr$4r{65ub(xxb{3yh%y);cLDux*ftkfA{DdAWg zriE6(L>);a9F6aMoS|VlQQ4aPIFL|zB3^=WFU6R4My3l^5NE~KPsa7jA@6o5d_6g`DTegwXpnBNcB|DFI*Xc_kk>?j+5!u$TMIFjDUp3eJ#W;74+y;w2@0HBO! zOz%#*cBYrBc?Hx|&Fvnz3Bbt;M`v836&JAN3Eo0M0Xav!QJyePe!qE6bLrJr4Urna z==hai7Mb4`rQ0I*zUbW+$@`*uTZG>h?Azl0aA?kPjg;fwX_U+rSbjM5<&42j$9m)i z`$Xas%uvf&?0F${p7ETaTvgXplXE9JkuEgG)jk)X5xTQ-;u+(;6@-+!3@jG5BnuOQ z_x4_~B27VpFUtT)42u>!D2S$l=ddlmlMPUbbGGd*CQeQ28DE>M4BWKuQc@h180cFG9rsIqm;0i+lg!_iFzs9k9x&i(fwcy0kdH z?F+R>QA$&SFAeuI@sR>j5w=-9G&ZoEva+-6oc3;Lj0=#Ioi2r46t$jEH3Giedx;f0 z_kgEVX*-5#7WDu55l506w7s;BRJ+u9P?*i#!BORx>F{1UqVI?nzrS4QUJK?*cpl9` zR{J6zCe-v1f?Z%hyR@X7TOQhlfhNK>DgDRyV%de=|)o76eRJ~Fw0vI0>+CGoCP zZ#A`@zPEF_u0ygj5eRK9gm?!pYSpNNQ_rzv5EpT>h^pR&Vu|=1kJJO;9pS|63@FPt zOJqsmL9_deJKoXstBUWf!9s<%J^Qyk{+1Kma)|ewR6U}!_>&N&n)@8<0*nNk{vhP^cB~6_dXRj3&wirim{SZG zq`r?Sk#&dn3cw_n4nt2to0ulI=-Mj&9d89Rp{${h9#PgDetH!xiL|+eP|n@6;??2e z;)ii{&v^CPxHxlMd^|3$A6L4^g&guqCAkn!t~8Z*PRoS=^Tw8WrPh4tu5+pNy0Z=) zhCp?fe(0{Z55F#I@ZZu$M}Jb>MB2}ChX0@9&@4?2#h+{((RbQ#PpF~x$cPM$8pWi- zR%djji>yoQ@MRuoAl4(78mhA2Ceuz+zKS4SMa4dp9bo0Oh~ov>{bzd*oK_KHto7#! z?fWPClm**9dG3i6S&oJs$TK8&n>dtx;M5WEVbdWSG?wN=K2AS-5Q@#gc1}9O>YAP2 z9$ie^eY`tiWO=RCjzOu@D47Qvj!DBZm*`${l?QFq(0p$u$?#XPNvT#D2Un0w-v-CRtXRG+RGW@4g)6~>-Sj4qnf}LRH(zrokK{CM@20r%yThQc4_DrA^wYQ z|GUip#TDRgB5*SucsD7ynHs#CAe=1-Wn=9vdmc>tKhW&+4s`wS>w**bHXfjf8DqP& zG@{|n&a~gBrTE@jlaX)CLXHZ}jc0T!9e>o+Y&J^Xm(R`(_2WkLwRc*O%rM3fV!sC2 zwrhRpoJ+h*P`f+cTF9ml?@h2y^~ZCM{!BxlYKCWSuQCNBJTN~f;hCGdINFYv>FlA3 z2ydM$;^-bXqZ1Z>Q7htOPrZoKeR5(CTOFCJ5}csk%wdKNUmv~ps=y4J(iOAeC0$u5 zb&ToMUaWVC4Dfwq|I)dClt+`}@XMT_pwRqOU8dT{`;5*$PN;QJ#F61|R%D=R7s}jN>BLflVq}e3 zBg6PuJ1`BHk=Q5cO!ejOlcadIQagvNQO)6exYdf_4-+HN_)>pFX=-POy#Q=yS!d^pD0{f$UCePzJf+NdueL$GA zwDKcmab`nS3n6bwk&_zeb<%u{jnG~i!d!bHeF8_1x|8-QVUF^MrxVcih zeSGMr_;CM};=>~Xki@E?^`dZ3?V)p$Um<}wpJXgQ@jcSXVKOVPDV?qf%oj@t;@+fT z>^S@8qHYRqqL1kh#3jLDMMl#7dX9wrQ-|m&Q+cm7oy2cp7egGmJinWlBjo+ac{`w9 zPP4be@9SatcDVlKFn&9{=h07=3fdJ4$+ z6sX#aenph5cVdj7ha{f%b{0w5vhA^nPACY3OLisY4L_XrQT2xCx-YUqRjS9FkSn5C z+9*Pmw4!25qEVM+ufRPn%&I71T zLHao1D#KBtwYxhCFfF0YMzEtg715ccoGfV%vxlzk=NGT^cVqR73;Wfx{l(w?;st+k zj=$FLFV+4_Z{W3)@ZNT~_9!kLjZ6RIrCajvDdw*T&~HOMr&#h!y1>rg33CcQr06rde!*YEmxj5(W{DAU&?5O*DdO1uxVE)ZmAF41^&|Zn83{%O4@(o$ zQz@YKIrc9y`c)>@sBZZCdx?C)(?s%h zB0Le_E0amT%3)f1!Y8~-U&L{&rNf<^r!h~wk1YLG`HdqS9C6rM;X^)9Tygy7a(;6~ zzq_cvny%kG+HaojHxKx`XZ)MnHcx#%s>v#zhfm7HDf#KCQ_4{xE@scnquS+r->|`a z#Iv+69N+(5pE;N$aw-n@$Soafn*EGuBPw26=&$!C3!3cv*~?Tm!T4fj^YJHQfOX(W z$Oa_gQBG;$mrpqb(Y))L$VIZ`Xq$d34)43#m1gA-d+eMtm(5hh_Y0jo`wCqyq(2*($_wlL0>w(e8=avt-Z z&fc@%Tef^nu5Y>cEq8y<^>1f``&j}b0CixIirf?ZT)$^GS^*B!($C$O+-*5P2DDn7 zDIZbkDHZ5!`eav3x{76^$61z*?hG=_&F<0JKk%Go5jf7OMI)Ct#i4Z^YlUgm{(YUm zjP@q*1*MJx0&rOGl}WNw=|`?q1*lH_#QRS5mz|3^4X!h(D#G)gJbR_<`NXsRewk|{ z`DNCW9VQ-XZm!}sI<8b5?eUn(?QsJ8I`#hxgQ8bKsBeYQs+cBa!Bx#iKWgWE)hbu} zG`m7vYoJj~HcR=j+El{vy|Aq)OD-3?-}n_Rf8uD9%1J zoF^vl`yN}@e%A^!8{IsqRXG3b4e;}$+LVMa4~rWAJcGjy6NEd;tRY>65T}8YXo=+~ zbfb7EI|RgV@}sj*QD*;xI4c0?x&xw3}=vTlP9@A{ZBm; z;VAv!%Jgg`3|e`biMdZ8QAI+rUi+0FDAM#b;^1Jb<7j@JFsFm$G09Jhk{QzU%|6vt zYIf-p-~03vogn<;yr!Z}KT3}d&VC8APwWpwOgpw1X&D>i197u!k*t(`_XN}JKVT%M zGK?yzqZQYY#HzrBsGk@f<~Z0M&1;GISovMo*{ez1R< z&)xcYxBlOIzwpvteD6m7$l~w6s^$?g$4B0gvE4wfNg!YGh5ng>Do_}B>G z3DQj^=rvFYYTVFo@z<&S*d`fQgDgoZDWma-k2}Jiww-<>c-I_j9ouw7$PnjNY~{4>o|qd66Ov)Ia&VAB;(yw6TVbXvqYkBWgw9+UD%QVn8oa~wCmn6vNFX`iR68uv6@&LF;K8 z3%Gx}y6F-XM1aO)pYlI<*I;Gortvdv5yg`+$;Tlbt#N)JKE_#3U@x3K##H~K`FS28XCdQ@X@zNhT?@B}S z!US1fQp}H$af^55{^@>K9;&H8?xVzlsuwQ{HnT$luX6Lv?TIt7dV@-sz($?+eCHTn zvki*#Xi+YZ`*qx*jh6x=QSSJOOl`m`jj5r4&t|iJDvS0@|V6JI|Om^!QuM>Wb0O&oRK?HB)Xp* zu7mvCj?%pE6I086hOJ`QhMwKMr4k-BwN=Xd+5~l`F^71 z=-Gziok0+L&hCvhS36L*5(YuUA$rC4ch(*5=dW}Bzj38}v9S79c=jd{X;Ab#(J{yC z!GyI+L>li7SO^jBg&wN=`SAbkEl5eONVNuQ5Uk)z#Q8npEw~R;k%`C)le)LT2n`bs z#qq){Iob2FVEAx6FELDRCF)^EqHxFeL!Hgv$Fk$&X}F-kx*(RzDX2V}-vW~eWHHVD zAr1;T>@c4scD~~r(vRQcoMH0ysD&WqE16;R@v+0)DVvBT6xP7spZLvI^VNm(X4?5~ z@p&@@y&H(W8;;%#O5cqgi35cV5C^N|JaY$tPq1ik^8L)IKCCP+(8qq0&ZOcUoH5q` zapZ{ai;U*ENw4K&-nM#DQIo`C)Mq5IuG z{d%`S`L-8GTWWJP1|o`KMY^DBvNlzW=P@Nov|HrIf;?0{Vbt@-u*S=<#)%f+{c=4r z_@F>MkC)UwO`s6JB#swqrFcnk&>;&b(;e!tfSZ;g) z@{z4*c$NWlq`qiN;-l)z)<&UDnl~b|TL!c-QGnTz1e z+tC`)SKG6zN!qKW+QoqF-L36n?RGVSd$ouiV2>w`@^o`{L7L?0(z6<+oXtMSZ=kLxX6ItC4*wWA6-J>v^{O(B| zCJmhupA}7bFHt2a@q4k#0K&=3y%!h1{~ET51&D^9^YQZ;W&p{4T>A_^e;&(p?@nZ< zuqM%Cocs^XhCNL_k5`hzo(+4mZ+3xr=s~Mf>J?HXbjLC8l{vL+b=PP5Q03MA!$_|= zHcZZBBZoQlzW)-_2P7b7Y3@Dl#V4QmvyYDvfA-=S_xWy4{qMEzUQHgp?R2oyHKR6A zeE09i7a>g#`yX6FFIAYZ?l-%3f*PoW3I85ZY3bGr&ronfh@w>m2yQzo(nqsssri z|FgSW+MBi7#fRyNGY^~0}= z3J3Zpa^qandPfhbRAT(Yvt3rERD(3Dgk$~W_S9pJv4>kHv?P{IwIV#?noIUZ zQpepXW%?K{AaS*D-Jor+3n@#V>5RB^y|{l{C4BA%45@=Xn@>*qCr`!czmksM{V-S zG8A0ye-=!3PG4~!ZJ|J^|G9sg3#|`3@|29Dw1rZQeq%wnL%6-Fs@XW<4xOZ#@HRyR zB3>b}B84ddno+|m^pSc^9pRgW9Q27dV8O=c;i>3~)dMA`AL}W38<&XBeG*h#G)dql z?uX@4#!fPY7%7C!IqL7!QI#V=r|f(YN25{D9gswDK_gC6PK8Zzulncv6|8`-lcQk6 z?che2d>O<5UEos9Ahm2%V~1CLeik5rVI1CG$K92nWU&9=^smB#HJ>=W(`Go|P8%&O zz{6T)Nu#ssxSq}X_@$YAYd*g>t8dNido%pjJij&DUz_unX8s4;y0Fg%#e#mP-kSu# zF|e)IPpO8pSU-j`Ajl6;Q*Tw5(_IPp=`11P{$L)l(6`lt1$XH?A9g5Sio@`;N**V# z)%?JL{q!31kCtOrFApH)Ud`h51R^tK(NI)W8u`SR#0DX-H%yQJ-0PXY)jwbBrMLR( zFZI}4{q|PxeXkGS>&evoimyXC@;TQjLsT%D0(fViUo|N0`#8B|HtRST-{iaB8KBEK z#KHPEHzPV)y)(wRPi?&%4@(d7yN)g0r(U~hxH!-8WX40m>uBUCO2c~!)D5sF3};DqJ3lT zXFZ_bTf0wEM*H)!I0^ou|agW#LVeDh8x_4~r`ikk*Q?e(W4OObaX6^yG=_eS@_-GDSwZxhm7x$P8^WvoebyC z?^-e>MR1`W!LCQ=7C}0&Dk9-JgTK%|=w7(?NCmFyL1m-H#!0QcpV8mjnXJ-_V1Xl+ zuKPxN+n8?~`TNFyOBC*j#VrxJB`$A?&c7%6z1C={hm-XtP!&sHrWu8As+Q=i5yogP z9IXU3031g19Z*7vFd_j^xj;&-mqef6wrAJhb+_UoufcA}60OuYII&Uw;os zC^YgOKG1w*&{ohyj4j|SKnl)LGr~Iw`@M+7^+K|W~5)x8f{HZ})Km2;vxB6BXh+L6I z76;kqqgb_%vQ6QHN#N0-s;KSni;y}a85Low0(;p?VgQ2UfB!@Hm7toD>aa43~dpWg7IwXQIAsz5b z>PY9ydp++|8WEUnC9X^xkhe&q5q>DOSkA{{UoEeyO{bazGP^av8m~o!_wQzEq5($n z_uL1B(?{dK2S1zn$ZuIL+2IY|MmnRn_M@kL1hx=?h%#V4gK*LYnDq<95daw zejdxaG}uK*>>@k%DpGclG`k9*UF6a(;%YBaY@gC~uA1BlR!Ncc+yDd9q`o*pD9))hpypI(Ut~qiZ*CGtUO~xDF}dw(UV2DP1k;z)c*zK;1!bj zZR{ny2B8JS>@t8;{2uM993y4?=`a`)_3qn#x186KMIe8pR&YVtrbHOVMg7?CgdV^m zi_o;APcf!W4r9V_KhHiBc_&{Ew`y`=7{1L z`M6Di(9IL!jvJb-zjx{qTw{D{I^urnbuG>l zXj!oCY3}pxW9CB*t$tQpMU8d3=TyZc zh`mC$^9=Um0wc!$Fq-KkzlcCwBqQDgCN6Rmckzmg)Wt;@<5foERdnMcE0>JK!MDap z9JG}_x^mY~cT&bn*hgq?A-UY)D`c%FOLS!zIQ=n+E9+oiMu?UU2u|8}b^6v>Sd5yT zhImUCBz{jNE3;9%_5oeUdrf3hWS*Q(yt&?FVYyz~iDR@lLRoIgwu1OFC#ot=eO}mluCq#7(lA3wD4HQyaPLek^zZg8ixn?vzIfOyIN=Hz zmf$-@NgjrzVtvF>ElnOaU?}TIp1nz%={g}+fD{^p#B-fJwuLSU(rG1tkK8@T0}IPR zX*XJsEqyN$6yRXaNLexBq-xy)Z~LA1o0nCLNY*)pee?v~nBAZbavurBIZN=<-PxM_ zT$_^TIEXKCi@LSR(R>sc zmrCfdS<;C3KE4+&uc?9C0?rQhhOjX z<8OsqrsZaGGcHgjH=~m`{q#g8inGMzH2EMdthPAreIw$}(7~22de8Ic`_x{gnn;=h zlvi=d0!rbt2}1W6B{HkrA&$OmPCkCjrUqd4AZDbta>VzRq&Jh6;tY7gY;u|Mqw6*{ zcNiW)vUXu}PD4Dci@YFCd~Y*CD{zL&K)WN39-++LsD0ExX2MOTC^o`= zgsoU{LExm1jW%pik;riz%EIi4HQ3Wg3Ilb7r_Kbjy(0eZyL7c_dNp;rc|hGfqi!Bk zS4*mQ2dj7EAL%RYGj6gaOdr6{BQ9l35AuE? znWLTdKdQ)cI1l?H$-Y@XuJ3HuwSGE!bTJg>thMg7{<9-t8e{88T%MiD!Cdv0bpQ10 ztEkePMQew9OifvhP)IpTl7LFMN;3$qK*}LAablJ5w|gRvYQ0qA@eJ=_#v$yZM1jb+ zR^Y1%HwwAS%D-vP%n|Xu4Cm4#Z(BhFgHplryodY&u|Be`E8$c)(I&oMnmW$+_g2*7 zc6RRNe6dhU-s5ocJh*}@;``tu7zm;dtAvaw=-n0hsN5a%Jl~&tU_*3&?I|AO`b9du zA=1BJxaWjX7gZX}X}^ZRJIPVX&G|>#6D_3v3tPtwh1~V=Y8A$qmnHJKYPdJ?ealbe zH$6@FYZwK%zNv?>aKNaEV~v)aKY_z+XEd>ckL&D2Ez(iR)Jh0JdEp9BFL4T-8fD(- zQk@=4nMft>Q2w1B1`xT8w9*2|$QJf9d5TJv_S*S(3jWA|JQ5vz$>F5lXXzq?+q$|@mAeFM3s99 zgPyEY4ZmuNz$&-mlG2%dqsM(DwGGM&ee50-VsYQc95IV=PM#6pKTY;I;E_mY9ml1p zX%?fZ(PyZwqmaPH*%YS`U~;hB7K>D)0Nu42j~n0=+Lj7e-?8IkACj~G?0ClK>zH)1 zX!CAXcgzZfaM(LOnmwh2=a~$Jh6Es*q|i;RD6WMgDyO3#&5IH7J(i^4JiK8AW8$>W zt019>I3yM19IpwLB1@lxPn~g{m8$PYBzHG|iSKMlgk7o9w{Q>T{-M`e#e1)3VG_Y8 z;B@K9T1Pu89p&F5?SLk$?i9b5%Fv@x(@Tpqa>R9Wj)S)_EC46X{Y=8HVXyV)I(nH) zkL#qpJdcR?op?PVn~jOqiPIsij*kTiD&n9=;%tcqN{FQ|dWX^#WJycamN3Mj(G-vW zzTo_PpT_X;^GXzZYQ+CJ`Twd(NJW`c4giP@SH^*t-aq`h_?djm%A@Sr^jQpMsI3=k zYj-cvdpQc!Y1JZk&fNP{=l`!H+K^%5o__XZDnmlhv4%Cs3c(yNnkvL+m zF}?%9zvc}|Njj!643;aZh}G-`Q;(0XcCkt*aXiIStcj_F8aR-Rvw{u~V`J90}tprU;H`ALONt-V_iLz!oU*$P&R?@t%&i{yhIS>x&Y zD>ir1G7wvF{aVB9;fYJ5ushLNr&ima65_HLhLmJmEcA1uLfWKrI&=|g z37>FdFDbrAu{tSXRAOB4{eP^zNwVcQ5@b8~Rm2KPK=jyC`u?XMN7e8msuJ)&h#aIy zhTZFYyd(%(qYYT982A9VU-O(vv8q`SKL0}>o(W`5qaT@D*rZtpX-Te+4r44+tPzYG z+WPCMeyf8F&^@|$@1n8iIOcaJ&WZ7BGdAYSK<|JH8h z1FTZXjr`6|?X<;ZS?8S%61Ua1KaE#iOxfdw=$~!aEU6qn<3q09N9Ah0eGk z`^_7oYICUnUL9XuUMh|^6mFMJ9B0I6-0oVCHml#b`^Khdq5f@x>&!WM-QcC$Y$}Cg z-&cdPHYGhc{dA_%V|Fw}eQ=fC<(}=Q8OPt8dUImBx4M{WOew9Zmq8{7Y|!^9i9TA+ zvfnr1#BoMyD>B3ttwg|jL$f^>A|uCo0_!FrO#ANS=r}#@>nC&{igm8~YfC@p1JvO2 zWtIYVIp;6`A>XbNQb5FaLg&Yg(FHWYh=bot@jR3xNib#Yv?3i$`#JRU!)-xqmFI!= zV?$)!MN-eA@O~l2<1po;=(|X3sD~i;j$>gParr&Wh=Vnrj#I(7<2mW?q!iiXhgx8Z zIM;Cb^vh&O9`RjIrt0tSwA1?j#9^a#TMpt3lurCIocK{jt+2%fs_CEm3>YIFY1HSZ zzaGNuzZGvq$~7e3H2*mb41DP885KU&q$WOe?P|7zTa}?f#CbufvCj++tc2naW%4;gZ zZBlnQVpuB(?& zPd(v@!-X!>e$M(IaKQ++kHepq1N{j#69rw2;v4yn50uO4WvC${T> z1bg7d{u^ZWx7sPyr&`@rIH5^t{v&q!`0&@A+K+&6Rvtaf?MG@nIQ$@&rk;Iy;0zO1 z?NvDCf15CXQafQmZih zTa1*E6gYkPtoguytX2D^PfEe+tc-j#Z*!fZi3tw)qrt05#**?~(j&gk_bCZNI~S3s z??>nu(VJ$WV<6&3n-|nuwgxY-xHunVrkD;`n|Ht1LU7@&fP7a>eh4hT^_cJa%@4Wf zw>tD)P5Q3Dt3-dvS&?{7Inom0DSo6!C`Tk}TiOlkKBeujZoSjD?(n6uBx2s6i)a-;S74(<3h; z)MNSzPx7cveAN=oG?XSkHR4TNFT(Xlr~|PJlx2Jvyu`fffx6ICDpsSQHk}a%CPWt< zm)IQAx5lEhu8DsYzdwF1sK8p9zt3TQ6g<8pvbe-nMl-`lz7SPD0QBGNcja(H6Sf|) zl`_v^u3{^H5NElIxjeLAUQ#hHX_>ba&0V_YuKA(V*Mh~qD;6VG&PsEr#7zY49&wVl z;hRVi7)m2>4wBrHStDxvM!bQ|_F9{8KTaGff2=j!AdFNa_g&fFE=;KXSMQLMpRBIS zWQFzDvoucy7>=aw_2I9F*81;X9?dRh7NXqj-yU1j5`0@P20V&lBNJep{vy$x=7!c1 zgW3K1WkZqJQ3?4Z2~I4H>(H*`I@E~cvr=qu3OV#hV8U(5HS|_z`H|SDJe zFOU>PC!Q9f6s%&qg@X){+hJ5l;xylKu6Oy@mt5>yUiL0W`;xDHsNKHAaj%M^f}qrH zz11c;z7wW<+k6y2k^WIEoqdgU6tpPfDX6N?HO3+bO>%i~d~XuV;flM+`8v+R5`Sd` z(gOAgZ08dijpeq|awx&5}H83T4}(5-sZ z&v^A_bGr6}J&%GKcG z75e&&VGR)JANf^OTpZp{z02LKf{p^3Hg87+A;J}xc}vap16xOxwIqq8GL~tp9N|ul z-8Bx`2R0f=5`~}OW=sBr_Cd97_b66S+nLMwP8eEwoz{mfGyhS=^`ZEBRfm0O$v%~5 zuR664RolA;?prwTuCn)#>qL;(!k+!K?7#Ri^OY+d^FL;%^Jm3Qa329=hH? z^0l8xu1q$W zJW5|$340?-!KX)n2SAC!1Ex!aX@|~b>e`$?Tz$|cMVhwIbJ{rwyYFW@+Fl>^=sCb; zE#leJ+44q=b`b3bk;cf6`UzJstJ7rtFg=j$$G)Lcq7aC6e&^d)nTMw+#8pD#Avp1r zr?`q)JftrkLK#o#u!2FPFeu_Ikq@b_D(bo;??@9<*AFR5@ou}5RtN#>2 zj}L$S+Mj7OlB|w5@NSlq%8pm&;f`1LJ&4Y3`*~*MGke3?FBV{rq;N`nTckJTyRv2!=wwP9@%s#j-cNlXM1q(RdNw|rcq0)v z5PPR@;mN(@h-uT67yO%^V#Fmw>f^J0w-awwR>wO3<0mpzBxau_8gubidG`BM$476s z_4BJroibfY5VeP!@?6c;QkyPcw4;uQw@&ipm6!x=l@MO(CM!~kV#zI@@OStl?wFD4ZY!5*gRKb12{R}PF zl{C61zVJ|rct&8~m0ib$^u+&r+5a!>#;-aCzfI@wAW+4eoUG)VMBjuR;lkM&d!GChD*hiEyYoi_im$cBRw-P;(OQIMH`tk5Cd4>O|Y z{CVX z`IcpVxFn0_pBAboMsWf69hrKN5T{P(CR8X3A(B$lINwIAvCpV0?IZaIwBG|8_&^d~ zafc6-;uF*OKtNvcl2>%)-+Voh9Z>Q7q^I3!y&tyT{j;64VVS$Wwk!@!T_vgQjK%Ks z3wdCiY)mQP4r99=Rp;=G&5dYrzQcWe$G=8{&kJYFa7W(@YRQ8{lI65bON57RvPH#b zkKf7|ubL*P`Z4q`aiRVoV=0b@yA^RKpoZ-3I>wtbyw|R){-4j1`U3j`?dxj5DZ|e5 zFg-r}^(Z2KyI6p1ADqpKy2L38b^_m>7~N$$$jqqny8tG36bRfz2dqok>RqBlNi3$?d!}xjj+fT$7gVJsfn!P=E z;EEo17SmBJUIvpR;vKD@|GcZIZUmmarfVQ4l((Jc|5 zY$lFF9PntRR{`|tIKd0tPn+j^y~;pq*}Y&t*KvV+)x#O~1(gP&4Xfl&GnbKs0u`@_ z^N`!xerHJeM5zG6!hWBCp<6pK;=zEAD8*)kqHDwCfspD=fSuxti7Zz9ERFS<@$07Gs8`NKZb^%b=PO|3x+UoOssUe-82Gt^ zlaT^(7%g$-3kLzcYcX-s|A_C`&d_$ryJm$3MAu003oY@_j3}ZzH)b~I0Yr`76E3`% z_t{_#2f%cU)COEBFISC;O2oNJ$=|O5vwQig{q!906BKAJVaqBc!1^0f_xzL!staZ? z4ZGR}5yOL>^Nk^K)MWG-xG1xi2k&p-gn!BT9D3c1__9Tfulj zyJBg@=qD_1T(JzG`%}vCNnCB$>cj=xu-Ol9M(68~O!%2O{~^l*3s^mxumj=BF-i<8eaW(XerWqTMw;&bgYNE=sIMmYYD6rWBUi;NVIwES6b zh&Z6ZWn3gWJC@t$X6;2>4XMKqubrC+mjQqP07yj7X2kbFx>rb@k$|y4_A7q)+w4H@ zwePr?n_fD!;GILW(8%l!uUyzomWUVHGXeZt%gS$Bur;-aRLSRdad5oXJq8wHAjDN=|6*`z8DWWs| z_PUm+wW@1$G)Fo$0Xf1H`&IWON}12r+WPW$lqfU3u`<=k#-hEas6w(DbIYRiK*Z0t zp*YpgZu2{{@M+V!C?pDm!QbQvLk%7>xQ8c|Pk5)w($1z|Rzd_t4Bj~`tBzlU{Ro(+ z@A}lX@L=@4P?mJUvgf7;ZTm2b*D)xQB>N8MIDQRI=p|bu9{u<4gztrXm?FvIqmRH-}-x z#uMOd@_)kp7$~sWz=9NO0G6r^o@9%fj|z3id10EwP|uWsdH}NzaX@y4(vIx4aIIn{Koc`D z2pm3OK{FH5*MD@cX$e^2e&-DBM|u1zG5!=Jzsi?C#Lgem=noO|&&n zC3a#Izz*&@0{outp(b~}%O5whrq>*#vjnECeV#t$uv1W~{k1qXq#KLxB_M^8}Mu_p9iz>f1aF5y!8DoT~ngj}IvPg@M>0g8? z(294m5=JTFvGovUgOu@SalNM&-&MKqF7x-)1iUH;KJ*6f>V!`tmxt@i!z1SEDD&{2 zd70HboNcZ?I9E8;zqdrWkk)>i)3wvaA;MWMZeWQ2^+_yfp_|w053{Tz|MnN%))mH0 zVwQO)6jfQ>N{1^O_$0i)+R_P6)W<%;5Ma}>@6f{1LE5gdf6P`O=4Aaznt9*(c4uqS zLH6PpVdS!(lKpG;zQ_rt&yq^TVtI(7kObrr6Gm{5*e>};wtUE22rv~1^Q*O)+p!&C z5>@mbMM{30Z(qDz-o`Iio0yxU%)@-M}j-mn*g!X>e1<4`4s;Sr#Q7g8N*_r&_p>q|! z9KvvqxzC`FJ2fK^Eih->1B@notfG4ZH0_=!i6nhwQU(TpE8>gcllfuNkaT&9HB{{JXOJAdCwkL5$ud$oe>8uh ziir(}_{EBgFh5U8-~^Tx+F+w=x<7&wxN11-4Q8ZO(^#@nFwp0obWyGppMg*yyiqJ+v3*9`G=0=#ZuPf!+O(~YwXV}*J%A`WJ4_&88j#}Su&s6{@sC0|mMSLMo=(B(@O^ChDB z65YILbp9_)h%VsE--abZ6I2+}v3ih@iL7;4mSL^%)>3&^Y>&8;xik;Ta$0#t`S4mU z51`4H73t{$YH)04_FvIP$DAU((6F>Yv?%&%HM`y?EE8na2hgaZ5Rm&dQcUW;&DKtM z=UvkIBds1b-j(Oht}2sC1f1i_iZE0bJ3|)aIwRUNagr=mOHrfI#M(Qne&dHFZi(PHk_0$vS`hdkgK(r6Y?G>Q=fb%}VzYnPJ z1z7yI=ngv#-~u4Eyk(La2uF11^(l1_sk2EmAmM>K71cq=Y0z{PS(m@(r1--%L;P5z zE{=cQ_ylr6mh9-lw20HM6T_M8D_DoSqW?d17udyN>(YcP5#MF06eytO?mf%;uP8}@ z?j4Hn9VX|KoU78=cpUVc&%WUSo;n=E&tB>1}S@z`!BxI?9Er~6EXxfbs z?;bR-OOBgM3fImWnd~&v#O+4+JmMV)lW#ieR^u#^T8eKvdGcOg=lfZ*8(M5UH{Usa z;$2k~-~TZ3Ak?$=+oU+&AwrCZ<1g@;k3J8F`M&i3X&|{IKEE^nqTX|vQkXaflCMvH z-Ajt!t{ti=lR%=E8K)`}ppk|rWR7P9GGoQtPwd{KuudCr@4!`BtgLH4IBHH8=^CM7 z@tJ{}HQAF(l5+1JSH#ZJ+64uFj)5Sk1mQ}RdpEcLWOQiDBf>)>P7d$nXjpGH!Mzy~ z?#u0H(#%?84ril@;&2Zu2P9;_y{~d|S?{4@_9pZ;3gSkqe3C(3dl-M+CKt@?5!teg1B|{EGT6XXec0- z%EF~_m(1+)tWZ)yErrBT3goY4w0iEw%m{FGl#P%kXpZv*kG3qM)vZV*K8J;hpt0I+ z3eL>F=H~Mwv{Y*=j_>_>%p=Uiy$s+nxRu50{Pm*-@k;$&m-tK>x|Ss2;a zO;51&S8FvkRDhXK@Zs#6EC#vC``sK;9`xr&kz^I>RUjtM)%j?)4aL!2v-&kxd0%|X zxoXp$=cepuo$ZEh%PvzxS(V8R+vezZ*W+L&^m!x%F+qd*yIFq!f9Q7R98Qu;&m z6s27?nui61;qncO)b0c)+{#&gyBL&79xtEI1EWv5cGm8}S<)ez5ib%n_VP~Q?efxv zJr5MMi2wwxhg?;oT=nzx{1C$-S}`?A+L_%mFA0Zi}q-;kq!-$rgCaIZDu#ZS%c$%cv+FM@E$8Z3>4Yv z7a(CM)G`(#{Vx`QBi<39_hC9Vr7PlcS^X5pt=Hofwq&TnpH2rg3s(t1LFhUZ{oIwl z7C(!HYZtO6(ZX;WO9C+*KPEJ-efBau8`<7xAHO!jH^Unp1)&Wa9m(ISMI4Q`VdEmm z&-47%v^;ylXh+sSaS@i36|gyij+`URIBi-je2`JCxb$$qLp#5qjb0-Tb-vglb|D9s zBTnjgJPLL#<%Sx!oRLZoj{@On9q(kF;Zg9d{GBBNQ+3#j0Kp$;fe@Xi5!X1VwLnOs ze%G=$OE&IQ!c_>N{x!mKVC>gYTr}itx^&0T!9w`_9Ou7R{y$|#f|Tm%n#|SPk9_v~ z(_arT$!~iU;!hf;fC*J*y)5N`rbS6H&<_qt7Krvqq8ccn)Q6GBkWncdJGfIPjy{v^ z8`BJ9VXHjK22NDHu}}0U@8RP+P5G-p0b9hEku@?{L|NG_U zB%=EPk?9&_1np|qh2KwnHQ^$y;BhcUDDamr4zphgkp&_*SO%Pka~Z*UsLc>KC#0^Pl6aI?Vdiw>KcxJXc}p6>P+2-d`~{LQlsqe zOzEvy%ii0g+usF%?`jfFnc4W;;N_cW;GlH!X;`6ykL103EHv$H@P-opv=IQh9Q$s# ztMKT_{Hcd?@A1bF@19s^0AoeUoqz?so%6w!$H$*ANPc=*6ywv4 zR&gmK4h{eF`SX{)a~*a{ujfQkmEbJnI(Il3pW;#pKJko|sKNm1{1Wd|#KLCDNM7OP zEC!6wC8#+eG}}B}iv(%#5)zZUHYgF#9T9b{9=WvEv)J(KYKk*=jYS9>+QL$wfMAB_ zY0>W8Mg3R$HpL(*;^2K(aO(PWljOSg|KT+8c`4+qrW@&rxr zJRPr7WV!z+j-*VtTO%-QKMgpV@_gAlau(Qlife1rDkFDVB_^_xC7fdNH-?cb;OlT! zv5I#Jx&NuX<%zds#ZPjxGDdip%9gPy2UDj$=nn{%?W6DplM3hOI)%7!L5{O0emUYh zDUkp*PP01^@O6jGy0A)hLNS67m?5p^WbdJ=R5zmd4<~0a73tj)ae8XuR5WPP&4`0` zuZ}|z4)Z|-`lhJ$GIL8au8vd>^-iivu;w~vSy4Rl_eZZWn9kKuU3;D*%YUE-DN>TeeJx88Q^(b#2|I8O^_HIcj8+7m%1tB^ixTGliyOyS83*#l=DOQ`6Uy5*VmP)Ed(*o197=5C;laGIn4c_ z%Y0|;(2e%k5B19yVHVWvF=kug=2g{4ly=_d?6sfoV_6hSlN;-Dg(r1qquJv?dR603 z_5uIiZt|+w_S>>$P2NumhZDFK1Ziu?zRi@5fErR?#cmjQ{vM??@gK5<=DuFex2Mn; zn%3v!`)pKL%@k2D$ikC|*8cg_~!Vvk`?4;A+r;l^#umgDPbo$&rGr1|{Dw7z;wQLm=5 zPYc?sVeQ@B_F;wlFwTA2>|RZIpY!F%H2N{SzD&9wbMZe+(H}GS$Atbe&;R%EhU?Dv zTj65y%l(hlVvbhycC99Llve= z2oqIzH}ix?n5ro^-}Ji5QRPmM&UGI9-iJ8@wT?O}y3`FVun0HMcfPr^{Rlr#ch-Pe zP&4=#pgKQNe=r4m2k0jZl+g0vDPzwX;a$(KY~k^mL*coJL_E7y!$0FxpE}?V)$oVL z_+60vsa}4QI={=JKQz>zy7>>4{f8$1Rl)zE_y2SUcz6jsoChwi^#6sm-38+L+gQ%7 z_ORGZtNp+;Gb}dYM0W+2gV%-68p4ZWuFa6g28an5fBz|XZZ-5B2{S^NV%+VA*8|$3 zd=|x7D0F+LScZNUO1t37LGZH%Cb@Nz$1!Ag+PTMwZISKjFCro7^QamO?TaTa-?9!* zkx(u7WeReTf+h$`Dbrr$?C@AS;r$GxEIjSL6}=ssxSj0xPf%Ek8k-yTfrKGc*oOT!M9JS?j6^A#{gde!w-1z6O4R;F8?nC zvoB%-zfGtomCxT0GZz#^XNc} z^I?uV1e}7e?I0*ZKCo>fOQ!mOy@H*MHCi zzbc5|<;I`dS@N#Q+u^zFTRHvhPp!WQ?~+_vf$FuUXag1@qBJ+5*NS=lq0wNY6cg{+iwim8 zPE^Bg;zC$-8LqTbJ9lRR zeKitL`(W?&lFsQ&Jh%)5f`M;!EU;0{nugVTka6X*w3C;;eY1IC#m`05Dr~tC{Y@vn z|8DDnOIm^dETDmN54h6&5%FP0j09c4oA$LaCiV|xs5^P;O}2WGv#wmO2lMMq6nhcN zEv4j|$^!G%$;-(uqs2d0L`!;?y`IT=%N@EQebAxj$X1d$Kttb)}X# zPixvb7k7BS-!w1CYI3c44)gym`*@fhj)K1xrypzx!Op&>QIoAA z+*6aUf43)@G86$ui)RT^;`fz6+aKdJIO6KT`$1nLtkIgpASF|P zhZ8g09PxdJWOlECVhhQr25@s(`j|Gw7pX@B#x}IbxdFQ*3>n7__bkGwPv+D=Dv+7w3zR1ntxLtrmLADP9NES2JC&P z53f&u-CI1r?REx3wVRmn)BosVlpbzJi59t>)IRQw_#t25o{)V-47r(PlEd>>vO>u+ z0Z9AQBUn`MR}k?(V`O&11Kll2GL(Ic7_1A*s|&t|JVxB}uL6 zqg`*v*F$ydq0x0$^m^!jz1705+F}nSvWITj(^>D~!}oCQyL$XR908yHfe*LAhd1G+ zgZTr;Zl8oiDp*;UH2anD9X$5))19DE#{-)%+NDhCt^ZbhqPU~*ezAU5+oy~qg*DK5 zrvd?{q3Z0)iGWeF7WIClMn!3&A6&Fi8&tH?RU^tM*t{sp-@Vo$c!I75Ozb$^iKLXM z+1X{>~?(LgysBM<=KHJi{M!0U`4#@@J75E>D@-{z)%N@7YhA&uhM)ap6T z$}LbQ1(o6we|P6tS*UKF#T6o(vi{=p*uU5AQ9SJU>?9yR}iM*k$tRS6D8(Wc2=EE zcu+6t@9k6jj&$U=^SJ70`Hrlm)F)Z{)9|Na z?%eDj@>EKF>Z;yUSRb0LFNN2;9PCp&_Np{{)$f$pIGu#y6Ins06K_&O013Lq;6>8m zrMfA`LlY|p2P*uL)Zj-JYMx~VIN1_@JLht)gL@G}LJcvdAQ2J%z|OFTHs`P@%`Nw_X{pqiV0l;s?p#rc~BXv?u;QfTNmUHtb9hG9YQsQ`Euphwy zcR+~0dYDpcbR5#1{0=I$efY+9F_LBY1K1q|c#Sy31Prl?U}w>(25G%dFgw2HApi{X z6wRJOh0kgI&?3yi725^nVP}y{RS^J+HuDt3J^`&oJ1ByBOs^q;&8>)^t9Z3QJMqf= zwnRLce@%Q>7OAf|{&Ce9R^N^9Gh}x*G?)(Vw@!`oFIITq`@nFk&vWmN)eiuFw^jkv zxjgg>zjOZmlgeq4Xw@Mg^5|+LDvrPbfBLdn9}vv{nxUGj%Une&DOsQ?=hV6_s$z;j zzO(<_#Kp*4N~n8v`fR$CL`RrbfF6mX3pT}1B)<3Y^b-f56UV^;Z=U0T;%PRs=ztR( zhft`TN^wjsM#T5i_r+T79;!Qz7NZsqJ&P5K=V5;F?*VLAWXo@b!Lhf`P_XuePymJb zCq$0M!ZBhKb!A^)4H5=Zt^+i|TRlWn_Ny<%U&sjLi!RLc5dx}Qf5X~xui@v{SPC=( zmZ*CsRLN2DlK{9x%WDXK!spG?64D9Hx^s-3@{}24!CdmOIE3*xEj*NZAZa?#lF#y- zC7sb{GBVS^z5Vp{V@kR2P`AoXm4@42){X%zJ`~>7lQj&UUX>4L%a;x2)id+qu=()g ze7JYstv;U^q6gyWflqp%nXcHUJ5cJ0s=7n4E_ki;xD?)qJO_!vDzBNHFrA^#A3mi? zEuM&5ma9vxbD{ngm6QcgDN{Mu~%Q)}|k$$T|F?~T$|WA)vL zeKl?$ecnQ5<8~#ffa^~jdXS)SgDs`-nIhhbz~lDA3WO^0{ob4PXLRtzpWT z9=Y&|7m~xScq2nP_iFFA(wv0{@|{}+455p2PCpT2o*eNacR0m6^PjUq_8XPSfZ$Fz zw~Sa(z@yU$cd-#Vsr}O{g-V&FGmmLbhtA(tcnt08FD4)GSj2dx>9FfF%aHU>-OVv$ z9oNvmyRQ3xm}(8SeCWpAAcF>N^Y}i#KmBz#OZ%-b4))2XO&h`46~p-O$kLu{GzanK znG~nZ0I^1x)L=P2&cH^VMxz!xZIv$|a`<>PS)!sazORG7i=L`j*J`SL5^{1JgsUVO zNTLrQSwxx7~gmtP-wH%?4R{t{=y%yB*leKJ0BbcDE;c*_plV&#rE1 zFLSlKEfsOu3%6MBWVUB1B*svRBT(psnw8VR!+D|2Q)2c{I7N*w;Fgy)&-eG2B+|lj zM(@slH*xuu0s<{$k)Al>38^_T}=Xia0%KBfx0kI7w}*lBk%WzzaCN;zZIwO zojr6mDP@&k0|y(eIF2fouI?0Ee|=W4#E8=m&J?}QUzb67sI5$iddOZC@f^rPU&OI3 zOrAN{nS!T_jdA{THcjwBqt|gU#>$`?-q6nQV`k}~R)4=Azh~n6<)Aj8U<~pKaC{d% zJ-&}jq$^oF`_69I!!DAn+eN$zyQ|Yg#KG15WaKO^1#z51{OnKs7>kVF7^O!KL*B+r z;1vDv?D^u`qu4JE=18MhmG_wYV2V(qnh>`t;X>x{qiAJikxkjAY5k_j$50g&UPK zhjb1@M*yrz)8Gx^hrLjO;!dLv9{68&+y#FKU9#eT0nfhRoPQexOtr7p zFcJvqAes@!?h1<>9nqDgkbxz4$(HjI8W|Ui9VUnC)~_hyN=m*Hlj#YPRbf15F`FX1 z-$HGkaD%C}E&XLRV-xFtx6kMk<{9ck(Ncxb)&`GD` zs6q=94v2qY?LP;ZI~yr#$7ZI`$A4wNkpRna^-@?aK22O6mM>3(n5&)4-FxO?RC9N= zdBDUUpz=Ec{RvlpfZOj#_$zGwj&9^~u6Op6 zf*Qh~r8iTZ%}~{k6W{NX)%|rk-SKD9DZ$I_6V!EuU1^okiOgJ!7UL}E>kyfilOo9} zuec@Mj>SrfuWX`P;bdR9+CSiMAF$m!%J+o|exrzQsN;W+P55kJDuoX80Ft27 zzZLKMol>omws*g{-B_k2cU|E310Nd^2dDFe+8U|HiK9~P@ZQFzFANOET~5y)Fac3% z9pA5#uJ0FW>kxuY`o~|u4I0mg1$ood`@s_(RZ~ z-v?hlnHm`yVI;3vOHFzxValOiZJ}we(f0m}UVFUjr`S-^AlNSwOWvd^ago(RnZn5G zhgKO!fen>Ce&5@Cbl)V3r5c`b{eGpi^GEk``K*$Gd&A$qf0q!;(k1(Gb5Dl2&`5z; z*tza^t}h;B)!*NBY6znwE9X^%6WSUpgyKZX5n{5+e%>!+ZZ{a-WTChYy7(-czE^Py z=);&fjzfKgdY{h+J+1ToT~gHeU91C-o}r;4kz{;ET}GE^wa%W8SO^fM^Yy)blomQL z<=};`tNx!tamj{U$TUd+7@yg{h2mbH{Tr*ox>OrqA&p?TM+Lqp!d+*d&~3P#Qa{;e=n)P zw@>BW)$;Cud9}-Ym}|bAI3Kp150lReIPs^gP1{e6>kK+c1oZKPR(OB9Q@l2W`)KaQ zBGoqKZ4Z2S?_)f&f>BOOlo017l-vdWzL*m=p!un(s|avrhF)2tKpIler0F_p;FTIX zNJT(|=IX3r3rhbUY95U;8Di!VR0Oah6MUlZj)1UE{MPS(&j+64gvapVHLJMKHeR!k z_w3{~YuRUJY&ETx=vnD}& zZ~1<{{ZY1f*4K{cXk+Cs>FLtg-WicCh#EOq?lDTFHRV@iQxaBs%rbz1=2#+&J=eGP z>nS8zcO0XP>h}8w_9wzknqPoqcb)8ERs#c@^ulAv!OY?u9OQVczXhDdC*$5g@$#;F zlXqfyUH1O~D(uA|{?FbFy9hx0Z?-chdVl)sA)1bS6$Mcq;mx?8YcD-XhyjdtoVyiz z;Z4Aiuzr-|gIh#epFP>Gkg-QP@m;v(&)*+#+ugB}Y?fTQL~30B5Y4LP7>S@H81czA zZ)GB6n8p#!f;8}1G>a>JbeJ-D&(P8u-Sj_!KeL``=`igC$nQ>6;JS-1QDW!tkYr~C z31V`y#@4P$-3kI+T62VV9u;(2l8XU{`Y-cKcRh3@wqDX(cd4$IwAWh->@FSlk{WwU zlij7v?)p!%S1U%c%18;Z{)m63l@f2{3;C=aM7)~f5dPw>(^)No`FAXj;eQ z+L$i!cu%x9izNL>wTE<<9B0~JE%&;&g`l5KKsKDOGnCY=9YuU6$s;l;TBMfeoLznN z;&?+%$;TON^t7~ zJL!n?oW;$X&1}bsPY!;gzS)SVpPP!CQRpNCh;V0UB4fX%(rK*0R+v4_riohi_i^M| zXVD1JT|#R(hIGU!D4W8i1`mwzhbxkoB(4E&g0WQRC*60zK(twM#3A{2|Jla8x$Vnud(l-}aME(ITC)~c1^eQJ7JG~cZGo{xazWl9 z%wl1fL3uGHX2#CTqd_4C;37#l0Hw26nMFxIF6u)9yghF)lmLND=ZYB>Q=@DK& z>@t;ljqu(Y@(IIsUOEw^;KEesY7we~lqos0!S0m8J!r39a6YP9zvE4p1wWj^3(6rm zuE@tKrq#sN-X%~tn+j`9i-dcF=HZMm^l{gldnvSb9%ZDDv=+$0$GKyV=l-!vT=$g6 z4)olw9=qFhFMRBrmtFSXYmQt|oWG6N#QDiuF!Xbcs_g24H`|!!`JLz}DdbZscsb(` zrPiN{4h;c69alec-_bm<_;SEWVS0%eKcyw=Y6O45ViyU)-qXR8l2;ErkTpO+U=tTUVT6xuAvXm>;q!^0OY>VyAP=E z4Hx_X5x)?}7kKjDFBqp|Re}LYfX^Qs!s9buFI=sm*1w0w$uAhyB)NFToYprYlfvHc z6aHTI6Z1Ucyz=G>6aunn-pBx*sOA*lH`<*bRJxQu36o97!9o9ivYEu4pto?V1OT%i z_~lpkLg4khif^ynKfR*wuk=?6@XQ!q3C2Akc_lEfgr~_Aq51pTL4Fb#Y%+cNG{M(N zg!YS_1K|5$1oz_(o8od$i>i?pU`%A-s+BVN1pBN+UD zCe%$@>r)UcRszV7vqCW1GwkH2bpoQQHqq~dI!QK$AYO}L$69Cm%^K&J5%|w1zQp`? zJbj`B8K%;!8%5I~GnkKn9L97HgIqBD<=dZ|T!l17;15*^;D(Bbgzrzp%Qfhac!@@NI(Jl-SBP_2rK4j`aJ6yZ~8*)@MMm1 zE~~Dp^27c9Z!WM9+ud)@br?HCm{zuBEFLKCp3Oa9+uF7EP#$a#Ss+o#`EY* zzB`$(&gZ*Rdhe?~ny~kt?W@Q8>IqM&N-5g+?wn7Q&2$99Iv1(YmM#?@aIW z1HW`9XT zV79USI}ebChW0SPX78>6s;HWqs+kBlBgKpb5KfWRq>$Pp$Jn6)MsAi!<6o8$kP~PK ztye=oI<%M?@kS|S?Xij)=lTB5+)8|ZS1LX5JG$suE*>8^v@iZHH>n1k7ncwBJZRJJ zJbu~I5kW=2Mro5h_mp{kxBtQThMj`4b7!tNNd zpPqsyiIlov^8b?K#ahSYsKzv`*xa{#6Ow>V|if(cw6p`m`9vud^9t1lYO4_dh>&XN0a> zc@5NBP8=hyVf;BDY>#dsEzGQv3b*Y!#5u$PR1doUG_X9Ou;L_~ImM#FHfXwEPm!T&%vyv@pl2teGWJOa z34Gq9uS266i;)U3LJ|79=RMMR?XPYyvQ%v?RbwF8?8}|B&K;2=_lk z{;!4r5Bq?p*}%h;<>uh>w0pT)!`y6S9;P#Ii<-Ni&BgrY=W)TkNoon$(yC=WXZvYr zKR^9-SEK%IQD!0KmQjN3Xfh9kpR7fXY@>CP5%6dJ5E3>aY||(bTZw2Ox1}VFjEgb# z2sRv77gTt@dcs}>&=>Yf8KI8zh1WJzg*3R${)-`Lfqh|v&SrI-93Bgp5-kS(A)=k? zImqO!EqdPjk?&!%%WBUf&RoCxW0jLd%}{BZEqW}GQ3ft*y;2mLoQLlvCN6-hpzZlh5Vse{t`I9i=jW1(=R&fKR%C= z`b!#a3AWRu&lf(AuMdAc2$R1R-#-?ppr8*(5}Qa_xm&H+36Q?9cf%=XLSYi+>m2=S z;!-MbdElx$iL_t@Dj%xkzVHcBQ~(k1L)wTj#RLTKeM zXb*{L*2x9ElB94RI7pUmHNu=}r zZc}+Vs?quWA`TO3_~#;o{_RsU$xh3 zkDIcy`p}q~(y98A$tgUk=0VOO$=aw_SC?RLTx5ucj+cJ)Be^M(v_3w%5%t*A}^>pzPA6YBl-W3u%(GqNufW@;G$mxFc1Qj@l;-$3tAY0|MBuotQx{bV5V zTVcF#hee%c4zrt`VzQyRLn4E)5MYMOkU`Q})M?k5(SRYns9M;PxevGJ+@Kg}_mbEX zo!2kogA-nAovh|DNQ365ai9>`J0Ub_;?ZdNLtp0J#(8vo-c6!cQ|Z-&x;L%fO)ezU zW{v)$5q^Yswy%mDwFY>PE#jobp(I5^xy6r#pkZC8I#cL5BDVYanJH9*D_hG1jmvME zoO|I9!SxnrI2Z>WKf> zs{aS8sQ2IvkvIi!=v#+X^!)VK!^iix{d#4=*<^&`cc)x=Vd$77G=b)5W#opur8?nF z{`AN7SA!OfArVN;A>~GVef(&}Wn|;yboMGKMiXDt8)p{cdI*i&R8?EKE(6fcf^bS{ z6;M!)I2Hog#Gie<62`eyzGfdn{26n)$3-W43L_ux#6Ej!|%AgrN?nPaC1fWzc-HbAFjWzs;gw=F)dF>brUMKbmu0V^v6u(#b+p{U6P_$EUyU&J}yIT3%%&+o(b%Vhq%g6!>B77R1J zVp{8`K6-uj>oH>a?NQ3UMZ>J#MN{=m9gy)T)`x))?Cw1MQti7R{D^txC2fB<^nmux zwb~h&z`>s*CIYj^oMz~6T3iL)r5sUIPjbu^MvMKJ>S;eREyP}Wi)oBBsx>=>O}%fv z0W(xRT{BIISJZ%~W$$mF#w&;(tY|^QFR&S;r!+mDNUAMNu$>^xAknfLexC&53fnib z$`RkGwB)dr&4!!@arCT`v)o-BxU-<+6iX$Mu9Wl>PEwKcVbXWzbv&zUO~?0Uyu9yH z%2hPdbvAG^N?gjF;|k+XE*`H2-Un5x!;)_;B~qj+6%%Kh2v7`b@c(J9^_qh{#%A{^ z+iNQKp5i@*e)k#SeWv)g=R=mGu;etWS^t072yfqPaA43>K6V-rU$$55O{=5 zueJH(g@A;=_StdfUIs6SwGC7U{^^Rae6I}ES^3XK6%SjBhY7~rG2>~kaW&(3Sa&>) zJ|51mSD)CIsqDjn_Uc#raJPL~;XZtGFJpuMg`xtEoP)(DI@ex8?q>V7*wq=qVc0nK0JdCkFOw62&L@einnfy z_OGS3ck0ziN&ZKdYtlbwosq#S_S>MuasTZ#I0+hwXo3^?%|st9BOgZYMk5 zX_PCXrxub5J=*Cyb*Vtu9HM<@G|K#BfmId3E+3O#K#x@d_A18q>o%P$zn}6EMbyr1 zvm5X{-Frh%E|w7EiSwbmYApnuP8@iqey#vhDbDk@@c+@BlaUtp zt90x7RFsyYIrsYT*F7it?cAp{l1o80_C^!X44EO#W+@pe-Eq>5y|;>wiU8QoFUHAQ z@W&M%ZfcD?J(0;p77hr(y8VvKCyr3MWJ-seJzYpOsR51TIBl5d@m-rNf9lD+dN}u< z&!a{3?kK%FP}hdlyT8S&JJ}2%;bl}J&XoeUA@E`wr!lp!lHoPTBP7oyi0^bz5-W%) z&?`JY7G>|{AGJ%KY#30J_fhfJ0lx$e4>D1u$dQD@KFe|v)mK9LN?>0J?=3xkCDZTZ z`<1M}lKV?7@Y7EC*q~5`&=^kOQ;7S~PI!L$>+VMK+m0Mn!v@0p5cSxRjD3%?NItvT z`Ho`<&QDW%XLyu+$27L7vmlwaHtO*a*}Fk8#b?)xrq+oHyk9yyYh}rDKRMP^TfPA#ZOYQ zv0yEjWhV#{%IVmY*#ny5`_T@bI=knq1^aF>taRk;(1P)Ti!guC=g!J>@e z2AXURv4rf3BM<3Pi!l&0rqAN?JDr>7`#Yy)MlS@+`o40$Pj8Liii-R`j2=$>a#@ScS4i0_!Y?z-yLslzZ1ZK!c{lQW8GpWvLLa`OcPmCE(6ji~lEt8v z67d9s&GDkt(aUB+546+c{+}BtQclB|W_g*V(3H{Y)BRU`S7~9+!mxx%t(PT!Ke5oz z-s|em;GdfWh4fOmJv}t4ORA$V6#oR-Vc!Rq%r&K)v zZyu)afOuB5h(D7z%tRhEfszg7E=(eB&cuc*+<4@`cyj#}u%bSU7YqcOZZWZ7)S|jdm zGNlzL{}NHOib$86b*P=00WHmXEjHot+^JlmeAeV10w!_>%`hKI5*dG>P`U zzjE{tW(e#*ie4ROhBYMp;b|!Y;ssEQZ;1p)N5py41_TN9Be%N1)+W0nNQ`H$bmEyl z?+oNt@AF*xNn_DUxD5-Bd2R{Sa(LB;Kp5dvmAp&BHnr1pz&KC6aRJF{ZqX}9YGP&g zC=e90?h-4fh@&TfSqe-EaRBq>^fYh|h!qI#aJZ)d0RB7iU9Sm1!yI`bP#E!DPtW9u z@%Xy=U=JwPzps(5VgG)IO_YzZUiQ&d@G1f?vFtfo~c zODBv|PI%{U`!%Z)=le=XNF$Y6YbbEL>F)4;+DOhoukBTB`ztmU_A^Os?>FWb3f$D? z`|H;0-aE7f5~v|cuCBla9-TG99d-`US(?33i|P;%1uo3eDn15?ZlRJ?3HA}f;YM_K z{q|j_8xuhoDE9iIH1p2$(2LeV;ORO0-@8a3=S)_%t>S(p+yK>&K{{1`k!HrvPft)^ zEE!RQxuEMeilz_ARPb|IL50~na$mA+frL+kenxr{;SQDKKd3`ol_YMe6Az7wx1z;e z{^F{Y@le*d>Tvu!m4&+mC&H)Q4O(kz?lWs4E7_%zJS+{6M)vSeEwb8$E0h(Sc(z7Rs7`y6tnQ=*9>oPauXD2q;4u-O6(iN3w!n)#Q|aj0YyGvYME zk_8($nQ-#fn{{S;Or(s0WyJTcd6WcXkYoWgwwWyb;vHv~{fPsq4$F%<#qV{TtRdJu zU$=skCd>F7o1#R^shs%Ttm5fyakavDIA{F9Xyb0o@$m6@*?!#Z63iEr)0?!9j~{4} zskn?hbqiPc2(fbZKdoLNSnsx2Xlvhu(4Zh!K4JQP5#A5$_w#kO?>GwZ*`Ihu0I6vm z!=3SsdPvXy%^@;OAvG~%Jgr#Y4~OXW>90F@=C@HYo%gFaGhhEfvhZF?;Wk)vI+&H# z1*9csVx(}eGy6L5iWV7U2Hpfm-cJyAiGf5CEy*Rc(?kZLg0VIXyA=U|sDC|u4~u27nM81**#FLXS84`@hbANE=ZwNN z<|cqY9P#5>$4z)5u<>7wuuS=cNh;9DR$OkidNr49sm*%sLS;Us)xhkqoqP7cD&2rh zFA&rNF?GdPJAvdAn!Oo#b}QMAl%sZsbjc|}>2WYkAa3*%rXBjtP>884-H zvP=8xKjEA`U<_F#F?2U+T!4Slk?A6b>-ChmWpd_+Alx~~)z$pzfqr#NzuT)nz1VNY z?RS&+ha>#WWt-^!fAQydMtel*g!q)d+N{K(cjhiqO3W>i^JBfh_dCt`F)iy@PM|G2 z<6BwfSj|h>!GH;++p?d9a=yGX;^Z;MKIZ^U+}8EKS6;jVPJS!A*B7X6umknfV3-$D zoC$}rS4K$g7KxVA6J1@JP43Wx@h_}@a0WCF{2E2>tLYd+qp^8(@B#7-sk-beDR4uU z$L|tk;my8|*!jm0qWvW}<%+ukE)#g*ng<;KeYQFO8-w^ zfUAqZ!*k&2P;k+Cmx1O!WRiv^E{*l9g+>u>u}o^gd6o#YdEK!t1BwX4%=&zP=QPG# z>+Dl`#A2w^8srj<0SYp_qLx*A2%}a#1%uk}*{}q=W2t^#G14TWz(e$bX4-zB(^2zz ze@g3`DyE_R0hyWVZ`PFaDq1Sx`^)}+ z5;1;1=}%D{MzGT&u4BiE+W3kV-tWYr$~9}dloGI~0Tgu!lR|ZlI$BE|jw$z50ESWoZ;Q<9z=)Tkh4FIEcsXsnoH^c39(U)DyIX=- z=r}xhOgr!*s1XO6w><1UeHtrM%@TuiB(jYMsuo;P&lL423062xCv|$pO!Lw^6J&Pi zk;4P^y=TVhsEg93y zcns|=uiF(zuOwqofSon~007wc3n!K~9z#hcA(-FnqP#|w>3O!*52_?#OAl2YFp@+H zWzSI~P9Ks7P0WS3NgY_rgtq}R0O3qOH*ylv)KIL0Q(@rTQwJ8QN|muXIfq$*wpN(Z z56_k48ox8m>^S`WdE)e?Lej9+SV~>)B9=4U522gyJ&SnGP>~#e@7vDRJ2HC{r8g@^ zLJEp_rNJ4@@Nz_QFuX6yAM`hO>f+}E$NMIDN1lQk{G9oy#hQ-l$j9$Qh-8IeBt(Ss z`}g6#uxY~h@q8Vc1PN)DD0X;!b2Ctj^UX^+m7ja}-yZdZ;U|A17Dh3PoFyachkq-)ps!f0B@6TBcIr+)r&U?7n9DW7 z18{*fW+3AF%MiPJHyUz3DOT1b+?j_;!(~W!LSd%uEyP;zLS7NAN$muS1=$va@C3Z- z2^|Tso50L{hM0@u@1~zH#s)J~fl~6gkpW2q+GMom7q-DPhXA`)pGnD~^-e1Z`7F!J zw_1-rI!Um{jdYqrb-qD5m=-xga?1|EcQtjwGK-dm5H)gW`HO^aL7$zY{QQ`Lfr4b= zkFK*W$X>ajE&r9U4d(Lge7aXR`9G`Z=vwdB^$gXs9OKX=txT?^G^X13o&Nl_5&vl0 zKbri{k-%es@EA8-hZB!c#&z&V1Tqty{}FNeJ-i~NM;sTI_`Y$NAPKR#lWU*nC*MUW^ESB1 zC6pgOK~cLT7OF;8u5CdHVjFB$67n@O!ef3mf6e2#K7ST?EY@`p#I!~n$Rhh0*(@otjS(wk zzedjCcWn^Hty6-gpHWr&9t36*G~iB#mmywAKX?#CMz*)P7Cyl9xL+r$ywWggx_&{7 zP10NXKGVlK9)>6W-wXeLF(bMnWPTexVph|XeThXQ1T|r3p{70~lX37WFpxb0*rn;` z9p;nrA5AF@Y*Gz~4A#U2{VJwDpO_>LlXoS3o6@nKZ%+`!g)lEC?=Tq10Zof<%R1BH zeb-1+ICg@d8DXe?)n@{BG)H)#73K4;NR>pGlk%_pz!du+5a7Ya=*Q!*e!}~yU zIoU7-Ew&F1js`R+bVO8dI7Ktl)cV&SF-8wW(gVMAMLRvPQ7<6X19kPlXk8FpKdd?$ z%}TQnjMLkrd_Srp?@xDG(;MZ^T-HEBYf=aU;zKDV;T{WW?-T6Iv_$1LyNj1dbyc&7 zlFoR7x;#gGC*W(DA-1cR!2kClu2%5Xc%odecdP>9Y(T=);7oJ|&dc4ICIXdf0Qoby z*{4BYboKf)fY1~!dZr${b{N-dg?a!(LNhfwbAt7)7R{d&29TXjVesd8akYTFcBT-+ zSBLc;&OgL~^!3yHnI4V}fjin4y`Sl{fH0K6XbFM-7;%uj{1A5)u4Ep_3xBlOog103 zy#>d$XDTUNFxPB9208AP<~>vQge|3#7|LyynnX+;IdkLxii$&{HCwXZE${ zy$=EXEJ3tq+F#*H?9m7d79Lc0e5Zjy67H;*7DfkOGWg)W?Ek?Mnkc5KBSq^0Ruo93 z!xDOax|225o^@-b^hBW^$f8I8^a}^5A?~vj0#Qo^v}5FBB)C>@3+rqEe9^ zG4tvSm=kX_F`XzMd&K{H>Hnkt*=2|n=O=yfATNC76hO~U_d~@>gzVgu2=4pED%%eg zD;LG}u8QD;L*+D?_mREn8(odreYeYquYl>M{pShBypl)r7f?4nIR=T|7Uaus(OWR7QNi zBW6@N3>u?aTA1O;ZUE}oUbCUzM(W!o>)O<`?xBE|G)l6>f|MQ3*Z1SW#8_kWoI+?)d*J_Aovf`>@>RZ{#ZK>m;`zlxhb zq|l$j=?|IpizxfQH(kBy5BxR>zw)jUWv8B}fTqEq+N176IZsjW+92(x#;HN#rDd>_ z&}_(M$H6ATYoZyfFmfio7{CU*2r(j%wop<)&#Ih*P#zqadxj&)-~J9>k}Phg2FcnD z`)vDB&_{CY8)hrj`5l4v3Bp-8%7UfB5pS1tu!?Nn+v{lMqgb-^ZQ2W=gWgRg*0GmL z;RsI=a>RXEF|v9I>px`pAENyaiT|e|z|B42VKwmbC3r|ZT!kT?G7=BbiK|4#L(t-- ze({jX_-|c}pXX&KEFviMj9NQCw?iI|=jHk7ulu(5+m0H$!p&;?qu*VRnFzK?StNtZ z+x+;36f*GPX~6drrGBgWG91C!I`<9O$#2)8ad}Ed6|8ofM`w*f!||g6kw4J>@rB;G zr0Uegm8;1(!gkHd^s+TUw&Cd7p=Fnfk^SueWt(=)Auv2=U5`#0eXA~@JyuzMNE!O_ zmN8cU%fUR#cw^e6knZ6sKjDQ-k`&Q)x}N)wklRi1?xBzO64Sd0@7+cE9*TYs{lBML z;KRA)>htn+g?V_$Tpec~{xlCSn}_es<$eCsK4@K!Lhdwc)gYJ*-lBc*{1n*ELXKL3 zZxo(=zi2Ho0*7`8H=(X>j*Yo#P+;*90UZNyB%QRegg-=!d4>tZ&PHk5WLKnnXD)tQ zS>{3AB^5&}%pNRmBF*RzBlFS!A#Sq79w!L|;L##J@Z7Vy2_TX0#P=p7PTXhQho3rA;x*iXWl)I$LOM>O8*m9G1d5OV1v}0aUGk1{=kE|q4s~4xZCK0FQCJ+(m z{uyr`O>uk7C3t!V9&cs25g+b38n(fl702{GOh#x{E%1%LLOsNFbRR%37D6@IL zSbkWWrRv5(u${#MCep;C>1ZY`3vHgSr0-=MTJb9OeX)rg{Tv zQ8n~IBi_2(S&8=m?Z}81dO0GW?AKWE%dRYwfA7$B#lZYF*kx~c!BS6FLKLWFKRK=# zu(g?{N22UHne&mvLi{*k%J(`Vi5-FXK=pF2FDO|#2ko>=Gs+5cD5>X&0)(5+Vp$W0 zhX^-!swJkoIl{YU=Z2_iqrntml*Y_N!}W8F2=`T4S(3%8qn%@8gh1)1CejE%4+2e# zZCA=zs8OG%1%7VLXa;j7H*dfJK;bxKJNhqW=HjjUMQv zE0*bje0t)f9;m7Z2J4F0y5hTjRC)3zaS)v6%kep>N0jIF;jf2_$ZxxaWcAAw-@p6E zT4QA-_^i_l@97wQ6!u@MMCrcdi!X9jG^*mBS#do8)u%J?n= zP&CE`;y{i#y*%p=?U(yE&euEs&sLn>L5ox2+~d4P0PFqg@VrVkMaNxaj8x(`ed5|3 zQ?tFvuXB<+lSwP$`yifgVK1Z}OvICk7sM<2?cqi;!xD@5{-x6KB)+eu`@|V#!v;t} zae$UN;=s9QeBZON|NPOz36ipJw|Bo5SmAVT6%}z#w1rAuHVrfIT(2I*O<8=SQ{pPnpwM0_) z;`$tJ(90sc6PM&;?}ykf1cK4;7Y(lzHP^?Fye6n{pC9)$`rb4$HGlxh({ehZo6I!K z_TC$JlsBKuClK@$FzK@qk9cl7Wv%*l+1vCu@}KzgEg^ZDMof-^GpYjH41~h`<-64C zLznd~;`&g0eaXY#v}EtXvoDp}Cl~#}Tz~M~udMhhgZ|03e{l1!O#UnH|2!_d%0Cr4 zYJtJ6B?XPg<^3s81W`Z00niD_^i4E1?Yz2IVuz&_lEQ~CcV6^}#;EIoiopppj?Y%p z-05A|o^=HJ1i#S00`bBTanP8{WjC#$IK1TlSW+sadjL-u8}CK+@<)6RO0li%a# z*SPvU-hPe4U*q%ZxcxDme+~0F%oKfGQw=!u=kyzsO@E)=&pH`h`U&#%X26`IRO2$B ztRI~gF7vsXRbm8csLbB#h;T|n(sB%pcb<^XO~IRDxEb=n#>x>_pZYXOriXaMp|K5j zN!E9+G4IAEF5g}YxE!tsH{|-4^9iOjDosX;C=%~X2F7OSQRPW z7*3z~-t~1y=p9$oC?o#g3;&-}Q>*-b&>X9HbFjpIrlzk?e?2sopw;mJbcrk`Ish~J z?N#29+(}7MtN=s75&iHTwH8SBkXe?S7+u=%o+fqvAvKM1gg;ejntN5`JJl`Ni4N^J z(N356>$OHKO zL=jd>4p+gW6>qBaTQJAINLr*3DBRa4knWMC!v0M=x89K7`AIKE;G02sXB@s5icdo0 zo&WftOTO5ZS5}(LR7+Ajj{>vJb6>Ogj3Lm9M(|k%dmE!zBmCja*JF_Zu!_Yu5u5uW z-iK;ZEwe5+3&(3!L9Rt9NMyt%YTIKGkDyvTgvEZ^bM*R1*^rW!xCmP2M*{f$>9705 z;&&L;V8>+Ovi<63IitQ&Gmu$Ty!YnZ$5~!hJ zva0YyG373=^3-CvD!1HaUhbMO4+WXG-ps=e>E@mEG+KJtGF?ra9+po}gQ$m{)MXU+ z^TZ%s$16q>{q$P64CjG)eYi6^T$>LY7Mt9LVaspD*-D#R+Pf;%J6y)wncKhIaB`x7 z@%CQI?tcTNF;a>uq{8>LQp{d@ddI5XfPRP~3}pNhtwr8Yw7QxLLZK1(ixS^i%`DR_ zrKd?Rf`vDeh0+LPRR~jzaGn;e)@)ltxFP0<%U+sYLte`YFJI3r)y^e}9F0yFMZdH-$WH*-*WEg*YQ zwNp7+Ofmui_+SGF_o>X)dpTiQ5e$dLCW#M0-offND-|-}i>?usu5@-Dc%1vU3&1Cd zoOQuM_*=?VZwTr%q^L?r>0%sVk|YVzQ5xMa!lPI(cex);O9($>U&ZN1xlm#HBuB9rVx^jBMi!RG+UQj(Km z5hpGi)jG$?EOEhwUqJia#;!Tc1({7(bfy$8z!V}pnhbiUP%I|cq$yLcu;Ik((@!c> z@|DfC?me!KFpbS}*QolFU^~O!)PkH{??x=heLBzU8AVLCK9q_VU9yZs1J2_pi!IV)G7V0hxML#uE9QM42 zyW6AHLwv1D2~%mFxE-Yi2#_SAj}%j@<%fxb5UCz-R;u6@@s*Lu?VCy3-2Lo9`qj(u z7?vZ_c>hsF@-3c>74=(x*iL@helEM!ZF4(shR2=ry31bnXHf1Dq z<7Y}4WpB!LC8IH5T#L-;RN`2N%H-k|Gb~PS2Al6FaXT`CaeN5W72|y!t z{UZ%}^F9Zx++JdgTd8eE#PhltDwpsK!%ZUMFB@2OoX4!iYGSt3yqb81<9y7rAkf{W zag|!$ab(!5zYY!=b;pq-p8ou`*Silu9I>P7?=xo@>>d~WA9PbvcP5-_T+zL)zaOUS zi?pqU36|cc%>dWdLfe`L<)LRV=$`Z^^d|jWF|TA$-~vG32l}v9cnF*xd@#+!9+@a%2ARTPlA+p*_{^}Blwm~-=4hFBg@Mj&ozrBEBK{!i(fi%l zLovc+=CPK>R?b|HY}fagQVWSFh|wuhD)ZIo)-%)1ue#w7*3<5dqJvl6JEw1-Biys3 z&S_u4Jp6TSr2ZhcdK729NV#5xUym}e7g5=Z1np7Sld!rt{*#l&VuZn)`kOHHPkSxA zB}Njf&<k$o!;xmP1M34P4G#mnY;w~S2W2@u^hY-nnSPa<`p zSwi^;+nTaXFi^H|QQsMvhNc;X!WmTBFU#HY!tHrB;5-VjEWgk3cpOi>fXj?; zvv$ch!hQY3$8Tr)kRm*>{qc14;po#M8h{yLjO(`!NbEh{Kfrh>yb9ZCx-Ne-7m4lA zDjbhn-1_pRYrij&uY8Qp8Q{nsxwfF+v>tP}CWeqFlA@;t+MaNy?czZC{Yx0p?>_21O%pM-@D40AuytW0} z>GFIps2A+zx6+ZYh{w^xL!i!7&qzobYwIx#jXX9oC?b{+T))Ynri%vOZ~N|HUP6}# zkN7r}=-a;g_UhNUlK6JXP>|hI-^@ zE_SXD6L1Q<0_ZoTyu)eARh4jSTVK7Y(8&s;`(n(%l(Hz}D#Gjh=sP?uM?kf*9wuvg zNSL-ZzZ+<0*(&GbZ1Lke{@1!?8JFG^ z;k=%HW4T*;j4kAHPx@NE!7F`;lBUQ-<#n%fRWWJboJ-wytn#ik;iZDS)SJiZ^is=S zE8jz%{O`#=N8s4E5n@gDf0D9D7Of#XG>4EtgS})yYb9iVt>ldhZHlnA2G57rvm1&< z6BFIn>A{msDItoFRvFGyTF4kN)R<7S$aU70Ht30w38X@w_Z>@(2-jD9W3q#p0y%}O zZhn={sh4HAFX2`Fk}4<#n(kA`gJ@li6c~gw4ULni?gJ2C4XHM5MYbaq<0_%hvHoQ|GPSCrlb(|17tp5THPY~dA&c)=}R zP>u&oho%p}vpe{|H5f!< zdOJA}O4gJ$yHkFhqj*P@Y!w&P7BnRsX^8{)SKUUDGj=~Z0VGMu^&FLfkB~u*@d`!t zNN9U^z|ZyHwOqVcm$z#4R=u99-CK2hucmL+x4=O0J>O&xUVR^_tr(2GzGXBwkWkJu zEP7f>yLljFwjtefWS`Q5zcl9dIzk(K*U~`rlJ6B)&qwT#mMKo&ufd-^KAc^oKUz7J zY}#b_0XMWFn4%(6w>g#w+@&xz;$pW5cY43mlS=&XO2jL?H%~A}o5t@D$3?XG{cA^l z;?}}wug0m9Sd1+_J|!4gJt0LuuSNK;RsVbcJCGIqSfCa~IRn&Iq@ekVM_>3D&v+asRvGjzOtnjm-8 z)U(LyMU(X+;d+yNy$ZyhMP|X zF)pk16Np!+zgh9M{z|Z-=-wDZmSwtY7+;k!<1GFd7)h>*E1j=lr)JDJ<_zM}+3|Tl zQkhmK56$`{_Yc-ST(<7P{Z&A5Xkp|Y;;sq(S-B1)R!c`K>vmvk?%ft$+LgCIj!Sj2 zMw~xWt=HP=xa5dWxwa{;4AYP&cE{pnz>UIeIpXvbngv*SxZ?fT5Oe{Od6cJ+qW@g6 zO+R6w&e*97)as7Rx*@raz^@BT?1m~66>-L2eYOxU@pV?r*AT;k9@>s0-5H3)*=-5Q zZ*5qn*j7Aes;`KzMbToF^+0cO={d&qz{*6<#bGPLpQl*zWVAivkI^^gtXhw0-EZI% z+EgHx*^=0Hj}?m7j|;Vv%$Gi@?4;GDqta zZ`J@QyZJ#0hOe&_aA7*u2gO{$>@+EZ6x6~}gu!(B-6b|U zIp|3+QQx`;IGpfWRB!d4(xU)e3AX0?vNrLSelX9H32p6sDsoG11W}4G9DZQ>6 zStMSzO7HC_N)juvsGmV$ClzSKA696gd` zoV6wnn?s#YnKZThEh*d|M2IpDUBKxP0_;Cf)X$Xm8wLJOnLktPZ^zIBkHm56QY{vTNRsE6d_)nk|CcZ$$v}Yjamc4I+V?fH>CAOtP)lsDEE-oE7Q1j zna9t7(Zkw@DIReIqh80;6F9$%JH~HlT-Xbz2fjJFP7F&v*tpxPUuS^hcNn83jo;V7 z@j&h4d&owuard-qvC$~ZgD3qPoZ>#Dep$3tBrZ8-IIK1?_rdMuwS!!lfe%Hu4I3hX z<`DDPbX}~eyG_>~xflIomhd{MiaEhc4QJc%`J7KDMR7PSC_xDCE(FN@N71Cbtb&{7#=XZ|DM-iueB*jcX^TL zYJtVBnPdxhm$d|f)7jUVE{dLj?rRSZTn|I9IZXVg0(~O8?bPQ*^pl4{d2gYosXCmk z_z5?i{q_M}{x#BlU6g0{UjRNC(B9cb#;S9 zVVuREvg&Sw`t@zrV$SA>q>#qvHw`4j6m5tD<+ucWmG#5Sk#*g}1-PT)CBI*h)ix%Y z3y&vQ^9@-)DCAZVfS<3}5zymi4D|XiW597l{^LFYSda$fqXvD6yWIgNkH>rxM7Eu& zGT8@b<<&=~Wm+q%41wR*q>Lv}PrVB#E!IqZkpl`P(pX?XT0s6uf;x z8uzs5|IjN%qn*_4dB{=?QW$;fm0n-Pu>sYfMA0D!2Beyb92+RwFq8-fgA#K8fHy=- zkrb!~I4$DqQ=ef;(b_%^4_WK;m7xOq=zhxNCo88VH&BYnEyO#f=g__dJ}}`U$yI)+ zZ%01|=1Pe;J0hS2I)rPFGun=Y2veu({Q%QV&E_%6Ro*?7va_0OL7a`S*!Y3|X7~fh z1%fw8DRmzxNwA*!$UOno-TAsb0IK`uU(IpCb-jpjtw; zS-!!yrGXtav3jK%!M%HI14Nw2bXbpUZvDa6>&MJoAR`ScEJGh=m6O5Hblb#ZOdI+VHbgyT;T21k(Ar6Bu z5;MklcYT9e-RT4rb9iADg;FEb-c>!k@h9I<17!LuRh(h!sZ$T?2)tyh$XJ`3n^YrH zPqlpv%12gH<&Yf<7{F{bRSZ8oOT>G(Y<<)uxTkbfT4Z(*WjhquF)ic0ML#=_tyBpg zhMq0L6HP2Bd!$jfw%Ji)^`ggmS8qLPyh>v?k+#M2lb4|EvXawP;$>CVcRMUA#-63|=6Vn*G!t`sA}ReDfr zoncqfBivbJZk=uM5W-l4ST3?Wp(t@vi@az{UX>`1x|J7|%d;frML+YZwt0~xJ_;CL z<&H1n$VVyVi}3PQruic3{P*_s5$X|}mJN#5vZZ)7v+n-l*IDc4+nP2-dal;dS&8~q zo#8wkZ|LsSa6ZBc17`;xm}M3#Iul=qTbtJDDOIHEf22~A0b+#S&)PGc_+{w=miW6F z+hG6QESc!!&!N@p%o=x<7HUG`uFQx6YkYjv1DJ6-Pwo4p5-9`xq#a(XL=7-0^)+|7 zsh<&28X=Xw{=MJcs&a$Efi{L=T2$d3BO@VQao`Ghpep^2HxRJcPNs-wn=NAFO8Q#k zV^D@lMy{fS^zOg9PE={L0f1eJN8R62@aqpSHU!$$xnVA9AstKsOT;ssV?$tpyE)0C zFND#Hzt2i+!ql8L(v#KQ6d-p*u6frPI?EDWRg5m0M>mP2v!v2Zg6S^VbWnKuJr)|8 zqpnP^*qVX1@@Fb^dGYHa|M#uzs}Ge&IIe@sE~=ORUij(=>-;w0as6*eKurL#&qidfT@;7_T$&L{uMnB5IvkRx zk_Og(H_+TipZ%b`WH2Sijs*3G+_GyQ5k~5-iuECC!M0UCV6YHGrscgqhv@O082RTTu{m zAM)GjD>Xl#aWvVxTJjwY{4REX7jwXimEhHQ@B)iHf@rUh+Y3PV2pZsq)=V3iLQ_pR-x@TU0&80VYp6j0|rcY4rFIT8ivJDskVj zr9YXqcPd|rwf4EA?RkdF;3_FN_za!M~D^(jx#lzahVw`Z}SP%1--SE(+1%Mjf?nyp-{SuRE{7u%PsNzBPn=IlOmbE-K@Jsx!- zZz7Tx#mS>Si`IF8rf0G;B5EMnqM>jW!G6O`O3JR4u}8h zN~++0R>jd}3QN>=v6EDyh+}0JC}*C#Jau(&ElqFTpEH#tYRXTV?Y9f413*g{1)hQ5 z=A$~AL!)a&%YOgg zEB_B3!%KC_(@1Mkuxd`M&11N}y3)2f1v`L=V{_I=Y9cFKM|W7gVf)St8K0+r4xm_% z=>XC*%>l*BKx6%Z7V*ATtyl)`PZ<@^cO>J;D_jlL)mh)=ecCX8&y zLc{ShcJ?Q%?Gc!JM)BTIzju`I4OM(bA>S~|q?N)?BTx2*Itt&W+Wvu7cikqhEvZf_ zK|Yuz&>KxesydBzA1KCeZ1ST&5SV%Ih+N?YgTPRFdL8kjNRL+bR&<5e3h8a%*n!`Y zuRQvNo?td;kvBXvwS^2HT zm;s8K<4uEjYw%TopSHtV&s_S*`>pEFkm2!Z6e0%5^xtIj#=j#BZ=&1E3c21IVJMhZ zkz9#I%lkvREImwnAGK`x#^+(gFJZ_zX5Hbxr5-P`karQuqvYgSpYkGRd6B-n3T0l5 zz>c|%FzHAg!;sT~Gsd$a>~PIS|^?4(WN#-8omU;R2et$!)yFT4X;unn+Y#agKwD>H@T~iJYas~{dA05 zvhD=)3tuZdu!j)r5`f?^^4mcfLfDr&#wt*pC3MPxQY4O%jIiEsU#URa;inos-R-lc zfduN_ZHBxF9x@;8jdhu3+V8I%BmSIKk_Y~@7ujyLct1l(#{s!yfjemiBNVygNLubV z(us9{&K#OeA%npm*xzRrPypKkH7;!|K(kFS8KG%)ef29G*k2U_DooM85n_~%IG*Z?Ue`j9+8xH;N`HZ*OY8)pgk>1|61I-tRv&uab&w5zkkrk zY4Ka($BVJ?h{c&BywZFT1|Bum+!X65W)&Idsi&OX^dJuD;&ptTSRwDhPO+9DiMAR= zd4HQiYg~mfHl=*A8F5iTyW%vT%y?wyn!-kCMLloG1hCTB)wAOCGL1&;fF@g&1E1Uo z4a?VxT^oexGNdda?MuAYT!MB}fZnx;|Go16e5R(_)(>5N(d7`HnxALt_UhMJb?sZ> zbt_4t2MGES4zG;J1~sX|ISP7^&YkWoQ9<&zkQzoMNh6n)K@B6G9tj9a1cP(^b$)~B zII1i9WVFy+_1f)%N0l&U9oswQ)e(;9;!3TaZJo022LnH8E~XsTDKH-z#|J+V-p&pW zZ-Ww+t04w2dHDxw#*l>c6WJ+1;_j@6cM;D!DeYZk`EDA17s0=aJm5i0@B`VYoVqx7 zg(#ftv)+x_xxV^!kt_RF9D-N17+Q5r_>bc31|)V!v(+&EMDPOSrLh{CK<9|Bo1}hA zL9r)PXkQ6xyyB%mwS#0{B3@U9m5t9`-#g%!sAb}QX0*mi&LVF_T{Ar!FN}Y!tFs|{ zYM>kD&TTF}DxGWF66)hcxWTK9$1aOnFZ^!}lSCf7K7?ba&u<|w;z)hwjUuk@XAtjZ zY**!1`SW%ex7sTTbfg>LEFLl}UxbyBL;@ty@g}hbm}J8cZo-AWaW(D*q(j?Z9*V>; zPA0e5ClGe+{o~UGLN`S`LGpEcJyLn@YdogxjO8m)$+q`Bd2I@V^~0P&y5k-Kb1aIZ zwN>|880#~;<9WnIfCpaH!CTSx^st>p>gBx?Fc*YIJEP({kXIJogl6p+x`wtg$!0TIbWA^-O2tN7u@MEt3_M0kQt*Jr$- zLVkt4;M(enXYjLoOfDM3dVV$Tc<}1orh^^yhQbIxeJl#8`rl+Pr<7vQ%ehFgtohIS z6K$I!u1uAJjxW86l)2vxT))~pO5DH*k0RZ6{qnbcw49FCloun*v+L!>BJ*mfd9>fW zn020=J+D*Y%MAHEa6V3_FSG3H8h+ESD`2=eW+v@qWct3Z>9o!_Mp0)?>3`*SA8yRu(YIHpL|6(7FV%o0fgCJ23rL<`TP|14Lf%8d$24>@{`I4UD3237eI zMt2)9G5YuMb884lBdal9q1{#(^AopT5qo(AP7`xyrDS=>p|^{iLczFl=o#@soBUOL zEvNd4BLdTna7`nmvywCumD1}3ePYHAUL1;xagc?5WdGTfPpbNYrM)(aFg|1uhn31N zTVu~B3>4{zbQvXLjXiUKN~Joo@^>GWi15BUUXXG3*}78U5NJfy1eF9cfOs5D<^%aW zN!{Zt9&V=Srnf$Z&vZ0f`d%bZh5d6^3K@@PE8V_U&R8xz1(Qj7Eq0n@R@JMK%D_$8L zZT*D=z{dsXq~W^t7vRiv%QZB(_Yub0Cy4J|y^ViN!+%Pf=G(80dILWNinUBZks95* z-@leX4mv-h+p^>H73xLwe>(76t>LYzkR%sCHN4H(^H2##974iJj(`>1EJyI*J5nNk zRCl@v$LaE3{FSaM~9<# z5f(B}_cSoqa`G%_`SZwLk3FExz{@r{d677(TUA1vg4|Vd{a(m#=r3Pf&OWGy(NqJi z-{j0K6#oO&aD9~tY(t*BdTh@SLI_gAR4jZCfc2%u=>mnFsy6k`f}pNRsFlbMY-iwrBSQqJCpu52CI5eJ{)-fdNbQVJ`OR>+F?=lr$!{}7XVoAeMEQanoY)+UxeVsh74(Pxy- z|6`T2wO1G68iKqmPK%sTXUI2H_GJ=W>z1wL(4~4+VLvTT1`gOW2J*)72nYeSt0AEp zalO2b^swPM}^jQik9iRK&BKrSY z*^V+WZVFWNUPImQ;e6gJt)Z`Og}gquDE*4B%}VDKGJf=XO2pqB8yXPX$J!SxaC{rJ zL4oD#!{^#*;r}kCfY+%^dH`j*UP_yVcYSd^Pe_HWjm*6LrUaMgNg61E_3(!i$ag(A zGM}4T@qE$s%S`r^?n+J7)d<=;PHm=Tp`-R%m47T%A$5Tex%NUYxkg+Qx#?nRqtw!) zoM*?ol$;}u=#1#{10+IdJfe2Pg0pS{?qY@<0bsTOPKrn4kxIv^xq=)X{k_**K~**dtaY3ns_s? z{a14BQxmHooK>S(duM9<{lHL$l>}hTxg6m#$hbsu3ZsqwxoVH_h$_}l&gl_ znjBa??h4!nRWIv*O*4J&R(hL?J91>6m$dKtaD@dy+K)GiJ*C#@f--yPd*#q6iq`99 zs3O_Zi$+9M+>7ZX7cnR%2mYlAKD*z~7;f#BR+L!xJ|xdD3tO9FbK$ivRA_OX*8RUX z9tsC3^w8B&M#qwIl1$3Tu?VjnBPJizqA#qeK_35vPSV3;KLL)?uIBoU2qUWWIGlnW zhDlUySR&G=ZN-v#aymjVv@1*x=;K0@v6LjdE^P1H;AW+3K+*>FO$#(58r8s1lRrBd zAWs+uO83`JBgEMr`A#59!H=9Zg=r1^xV6VCyb`9^7HM>?D%3xc{PWqCNfo0^k)0m$ zj2dC2ULKFwTJckR^-MY&EM44~&ely=pQn>4)X_ic;x%>j@F9#E`0HuhN+8`!=bo=a z+_bGK&AkY(?F&L7bI8_u-s_3!WAS9MS{PQVY$Y;gggtBLjN2t&V1T1TF1dl#Vxt8G zsTB;jQ`OdKUH_>d_eidkjzzV}5Co5pg52%ZuM^noJIrlUxKUudXGO4AYD!tw6^+xN zN4Ri7Wkw-&s5inC8&$|K^1k|!^TMTG_L1x3X5E@#6(Y#`>k!x{q8bs5?$SD2`%mie00Mb@0j}kydbd!n{GEgITQrPW1KL zL+k)Rfd#N>1(*Fb;lP%+IO#x#!%0e}#CV%z2PX31TaZC?(kD6oq|lTn-fBypf~Hya zx0KbKx@&4kl@_`YRNl`kbe=;KJR(Q4Qz}iEfkQW%jb@mEURKWR~ z2+q~GDg73ZG`2956P672u!l z!sqrPQ=~^AuI4FEeIz=-6bUu-ZV|60VThO_y#miDH%2@6H3Wt@Gid5Qnl?Fwpdx^( z{M5&l#=0OaK8F-cg#$y@9n5sYG<&BXw+T>86`M^49;2|(wQ5=vq zDVsj0vG7~OkphTvXcYp#-(NZGVn(&@XWj804UZ~zd8pvQ!5h`%3g!=C#gtwqP$l&d z!>Afl74@gHJoTu1a8Z3DzILOktsskd_K7E9tzGxDwRx2IyJUaa@zjLnbsQ(XcZ;P( zGg6mf%DQ32n{-!w)mjr3iJ1+6!WQB6N2Tt|KFMv!ai`WFrBTav_=;5LFjKXdbY(j9 zb>Hyvwh)j(FK4fV^?!=i#dj%hVBOTrel6#gq#7PkaIG;XTEEBL&sQA+I0IHO90BZO zv5s{|d_UGt2ysg2epPZI>Q`X=mLmT5qW>=xw$}w*heuPN_r;2XYFgk_7>4Q1mXLm_ zxDDykAxnWPWw2z_*E+hO{%AKv0}M%t6!DITqGui;wL^zg0M-z426;DkxK^%)M;^0; z`w>`Vc^X)08UKx+0ERyS5^n&;GvM(Ckh}vbZvf0QVDk>}Yz!y-eF}%%j#JGgLxb1$ z;dPLVWS6NlBc2-2S6Mba$%7v#zaH&Ec$XK`2W{P;5sxhrqRDwT%L=8x~9-1&CDgdlM z0gg^<$N*ue5hs^#)|Od|EcoLE-e?)a?_b%<^X|_X452N7vvRW#s=J92-877DnnyQ{ zq`RilNrLI7*mM_oItk-&&j+ehzWD37j8OpD?Rr9noy_oN9y^{*Pvn-bO*$%40SXO! zr_YhMu8%Ak!9ZzAJ^9@$voS5mT7jL}b&t5@H@#xlqto58xX7G;kV8!#Lj^#HOQb&c zDRqDG>w=*CR(#d`H9#cm&QCY!4wIx9rw-qMy;Jy6r%!Q{PkY`8vQ3im0Yz_AYG-yPEjLFLyeX! zIK-w5&7V@+=j{c=f_3oDdj(jUNyTg$_sYghU#7`;DoYj70QCUvS;akkgs+%QVy<8Ib@;;rBfsNyRI`GQ#f8{Yiy)wE9X)ZZ3qUP+ndaagE*OG~fP-#-M|in67pAuv4-x3YzS zCOdMDk7nwzb%xglGY#tI{QAfbSLwPDO#p);I-5X~gi8p0YCetZ=P)|D8px_~_SBR? z2iy$dLvR)ui8-NuQ!c?$PfYhk+`+eZxala@xV1&pWL2*cJ2arzwZ^QU{o176VS2un zN6w()w>U4okr`sj8k7HXmo`4@AYVn3j}prlLFS8m^F{3WDh+*B13yWJ--X7{s^ljH z^NZa1RUG{yrT(|>`oD#GpYw)q#o6cF$ypa=20DT99QsbmR@k0>HE=Z}^dztO66zgDI1G!~J8EPKXR_$hit5nrjKTGB#* zw-^*LC}{Dk7y_2aR_LhJQVamcVBND^O(C)rMg;(eEEDlOo`76bFlQyg;FF$kwg4G9 zBR*(~_#)JGh`xJr{!AOoRCpn5jS)Xg$Y0G>vOug=X7cg;;0q_*9DCDNDxMhT}c2G`;+gE`QFSOw|j3@})&YPBwt9#QAf5_3JG1_N_2L ziXbRrwX0{E!BTCOFGbg5d^FUmcv?zk-bl`0*{aUaK&7GQFgPbpM51pGrE!{gNQFAQ z_N|YY8yR(Re#b4szS} zHbAtk=rny$x!ztB)f^dR3&X>E%;;7%)T~U$1Yo;MU`gYQ2+ybZerGF+i*Lo%<>Kgx zadFVN_-$O=IWA5f7dgG7_}*2j?;`AXQUSb323`dQFLHzj@xo6NE*XJ<`LYlQNm?Ay zgS)->^_5sbS;|!mpD}0RaUl%7bY(EI)O<|sPRf#>*JI|vK)gm6XRBA>0w^94p4x1g zyt73Pv+$B?(1#`wW9D^QhxOIuPqrdF1FOmtHqxNAYc#zZLpS%Kr?q3VHEm`rcEW4x z0T0G*`t}yeo4`pXLg$3()3pd^S-TZ5bEE7a42CLMoC&$JM|gzh5q!7q#!sRh08&xk z`k{hM5k|_T3d$jktQujsWsg3DV>whk)l&d4Jw?m6&IW(7$x%y#_wiUZmvCCg)6kz} zhHdye{gAaIb=@1lE}rqoD`iMtRPfM{s-NO&idjc%SjalxgeJpE-FKRg`%bPu`99gJ z>(%c@WuruRZB~*BQaF7UPo`fpci1CTQ85APL^x3OY8ecm zM*fo)!%ZTz7ZP!Wr>Pak)%`nZlTyns`M{9cke885MAmkH73u?0n4+tw$-L4e&sJ$6 zA}koiJm4Rtw5!E`j#^}Va?m(+64f>c+N!JtafbW74$SvNaOy?~^?k~)y# zBA#CUe2pjDu;k(_?lBN<@(r|dBWTtQYCnM2f5N)ou<G!b|BUsiCci>%VTrtCBZ5&&~4d{WC-}SqIFzh(k z17><4f@Uvq*V%(WqbuIcj&K~rgP1MM&8oNlq-H3DCChK79Cm)JlBokpE1>ryS&PAR3!FTZS%=4Cy%=o?vTA4Ufb~Sv=@wL29hL;QWEL{=S;XOwFr~gue1(fWmiCAW*(=hUln z?tK~!(^nWhFn4K((YCX1Djk5-<6`sI*6Lkhpzl8EK(`jzO~`jV)R6@8ELHXu*!I>? zngr#UUs^t|1-Rq(%JH>Lubo#z)`-)ltagq~P{HzEQ_};1$54QXlO#-@0L51V?oEWX z2`kr5wksz|VcA(kmdkdaWzrl!>afKBcy`{Yp$-XoYZ9MJ<`UD@xRH$*k=Zk+*V@#B`~a6rNjl z8e&|+0gXXr-S}+jtdhUUqhQk(q_diJIbf)65lBg`K1>g(1!#Wkcdr`+Dup}oOmkkO zB#f1b-VI1EBt-lFlPiscS)Ugz@d#&iM5YuPe`|%V?UbE!s*C*51Rd*xd$tZNtzL!6 z6&^`(W;JQj)@41)wO+(suTrol-PnuB>{XKXZ}r-<&h6EP@8sEcHTb*O0ba}l4@QG$ zPr|E#;bA85?+t@anrz?JC3~cuD9xyzg66`AW^(G1bxm-{3d>YwCAJE;fD*kiJv94* z7Hjlmm@&!dkF$N^$P?j}R6SkPA5egwchl+&z6Tib?I)3dP>cH0XJEudsfW|zKRMpt z4h7vqK8Cq{n@^zQ4a7=xl$v9j4npl|F@D7tw|yKD0PE=8%q!EjPoSXg;dmGc?3^_KLA3`m~=K-V;^a)zul83;_Gpg zroRRT5S0{1@SwHkIFEeL9E8$&jOkhTy*UTLVvMEJV!rT%a!ZEvoCU}N!=3{)TvTWY zj8mo|_ch`PBwCBH!)xLZah7p06a{LJi*-iy@&haN==uWiu$UHHZtk{BZ@Rlur0Vl2r zc}RBn6cfag8mU;vYX%;Ef<)ILSCn8fEU`NQT;5fCdPGleA#!;s@G7A~s<}m#4iycO zr)Kf%vzi5W#NP`!}{#Kqg;n6n*xu0h-pGc$O4C@9IN8DKgLAga6J%VLc1Jy%n}*i7;f# zs${EIoc(_NSd?8#xJ$uzEDtZm#+^cKNNI!9$$r#-*6`$?j6*)YHLUIxiVxaIjb?m>zHq!%K%oW8FS3! z(PRb$N2{q1f;6vPaNn&|&8`fdw`UE5nrVuXBv$wv6D5R2khSQL(&KW7y^!>8*2KRrru97>Go2}5cKHLOtiK$Dw>tSIB{2qHZ@ycVPgHSqR} zinxC+OaJ#nRaUw2x*wg)^~s3!$3u00bv;xKJmk9tOxD$<1OKgfv6-V_QV1{EbB66( z8=jO+*p_T{1A3E7toVAH^<|0k$0QVnHf0;{e*av%IiPHCPR|IYQ3K^svsfxH9->wz z&a8tm&x+&m-8awUMCkZ||8b*>9N8r|GRl>^a-+K3s4+Jx4MaJ~oWUYZHpbA`S;bCu zoISE_dKNZ`uYVN)*s(7{f+ygMfTE8-zky`!CRTxM-o&*A3iZ|I0&t9ad0%`)#6(z9 zqGyIQH?g6VIdl`tQ``n2&cKaT&rJt+HY1*p?0dCHR>l>(LgUQs)+7QpOLDRoTWxY* zMhOx(@Ema@c_l}NVc2?n-iWWKHZ|)?f!y_`iQQQWsU__$+luP6`2Wxq=~H|k2*dL5 zuCfi@!XnpKzb-!0--=UpY9B>}XJb`J__5rhA?ZXUy(=OYX`QW;=m1;V)4bu`GxhM=W>J7#~A=z^fPv0F|J9iJA!M+NDXNyb1nM&c8!2o#cA$DUa zgfg*K)IWE1$*UISS-SEjb$M0BJPT>wgf}lboo9JNQPm+DyuN+!HX#>Z*M=Unw#R<+ z`biQ;dZ=~ZK)X`M;Vx$5jMq)pI{~98S=%an7K%;{ot1 z{2P0Ju@tB`2har@%>*1}suG{dzK}7fJ`b4h1L^w!`!?{t z4am;}_1ggcKCr(H_}4FdhP@>j@#HM$`6_{O?4 zRwE&fIa#&857YIyy9wK4ozz*?R1`}fGS^+~z6!AB>>DGr>Xh9MovJ8l0Nj57xMx2jMr+Lo1Y?r zv*eLddJJ5L`hwhGvMf}GOC4e8&2MsJy!hzDXPs>{s{`Iui$<8n^HjLy=H?k;I9l$P zbMrqRGB9&cFMi04_gDDCuN^%aRCo)`}=5 z38~dBn%NLe&@fVL?cZu&VM#Hxu!pC(oT6|vIhH>Avok5HSWIJG$UfrNtPQsXT?vP; z{Ud2N8{sRblpbMa9!BR5EU)5nvjW^*FV?HL^O7zsrVHok&XBtBsV?lRBUkIf>^kzm z{tG{2=8HpzE}F3oe8{)L90k>GsxXnAN;Uc1_ArNCd7}$z;xufZFr|ftsj##{V4@24 zg%ZVxI8RhHEQ_{lc-WG&NMDgSRaD<@$tzJRHQ;HhDCyhVR=!0RC?+@aK&=(Eb&_{y zhG?Fv;2~Tc6(zEstVPKN`fX^zGSOU+s<(pQ4|#Kd19}Ht+JZa^Hy0l?HU5 zIw;q8D$$xJ#WhYHt?qw*aAQ7uH{ZOTZ{E;1FX_AY^x3QW=52j;1SY;dM^u%ycqW|B z8H#8A>TnXBde$tXdIhV z;&?A;1^u!==oStDU_hV0IIa6XLD*?Zl&4O0|0^T6;okB4b3zc zbQ9hh2r7J(dW6?oK?fl`x(eQKAZ0Ml;FK^2?Ymj*Owqf6RbzO^Rqj-}925kz%lmIK zqL=4|8e%ER3{Ly?G2MNy^;Cpi7z2zdQmor~H3oZ{OQqc1n1b_`KU99U_ZB4iwk6~y z3Bfzu_~OwC2{d`-sWgRy-+A~Wj(VOf=`@!Q_7bV+c-@XnsMWs~HoM3-+|(X^P=`3H zN!-*YZfX@bb&Ina6bN`L%g;GSB`iG4LvC`*{VVFLAX=17s9JbC}oRo&bFgDMac)dmVrA_ z@D9&5Edvf(^amkBm5;q%&aA!_UXR>wdp(LtQUFO9mbo3+5F?1+xRRo}9oR;f9isG5 zbBw{sDKd8yN!9fzhGeOn-~c8Am8DeK261g=bIu4?-kUzweWR%#PDc2=DWpQr9(@-> zzl;6f*(>mBEO@jbJbM;i4Gu4Ysz>?Nt61wr+Vv;|dy$R3ip*XlX%7OnzxmoUr>T=# z7CNCz zE|3xryVkh{8&^E(^*c5M5wVcYm;+FB)WCG(W|_^eK226jY6l>j+flbsBt`9bYER=dtv0hJBfMU+3fJ zVfx>L_YbJ2weWxh)wfkhH}~iM>emGr^KAeO8nxDFDI+@(7SiQ?)SN;)vV;}^Sd{c8 zrTsKuk<}>?XKdANcDPo#$8j_>UWtLLzuR{YtpNUFl;_553Ve4#NMLT^%ej(!-{Jy8 zNxh&VF~{MKUJ>iCHmhn*-}l1A@X5uZn!vl`t7K#uBvDRRJtsTdBpRAs!W2Trtb!;Y zLsV0FK1R~e{CIX8yq2IP8Pa`BHfgV>WY_YfNvP=_v}3c}Or>1~r?&6U!DYwqFDPZr zh*O8f``hSt(Bb>zwB($>?>chowm4Ac(m_3 z1>#=Lj>yeb;}(AcCEY+wH_+1&BXvPkUGY~pxYiBcb%KL^3{RNI|MDP8@>I3p3bhSS zuCHQvA^=C1OOv!x$f0mN0Y&i0d|PJMHQX=Oxe1@zQ_v2LtwwwzFX%xTejPrnad$w% z($m*o>bAcqYAlC6Me6d^`^QErYYDx!xft&rw#fBC8fKF8XgN|WM4xx3k%-EWSbA#$2q zYuK~VO6~kc_#GaAlKF)R8Q>G$91U32ql@@THl-sb<(ZFn4B&&e#T1@9W3w@-hvDU? z<=U#}x6(ty>o$1~jL760@xNF7pS=XAIZ}qf6NmW>^xxe~xV-pvM%jNW+~KDwoG}G4 zW}PWD`k5l|0Na}pE|yDzt}->Ha~Q>(XP5=FiVxT00?%-eAUElILLqWK7L1--Fn49+e{?0ti|ZwmPrJ^ict{!y#{qU?Y5 z0XVt_oGk_pqU{6$zjCLlBxC*eXsoR~2#PqR?QjmJz8X>)x+}GhuvMUcwk}`Sea+yi z>Rw>@%lLL99&QQ-G7al#5xZl2L>*TcF+S5f)R37GJ}^fDU{8LOZQg?IHHc8aCh{q-KdqZV6N_>^r6Mwe1fxq_#o`VHINg< z2RD}Iq$_a_T> zF?d{AS;!cz`;Dq(@j#M!QQh&*Y2>MUf6Ca)1MILaJdn3-uGyQqW5RQD2DY%hVEH`= zQY*gp3L}(p{wM&h{r&XYvJfIjCDqdYU7h0r^CYkjfgYAt$xfVh9gdUAsRoZh4}X6z#SH; zP6{bTakF++kG+wOBp#3P+H|M$qdQ@$u)m@omg}n@ayM#lB6wZ&UK~RQ)!E zzYOg~ZRjB|QK7%jh$C#B90$9d_Sd0yk@UfkmRj1wcHCmS;}}kThVY=NDGN~Eonueo zhj_%*NDzcNqXrrhAQfVQ0nM=7Dsg(&!Y(Mwc=lSD%*C^=CXT5FWUwWzldAdIc?C9& zI3)MSk0!HWUmeyOEnBa7tO(!zIqTv))fL}E%iVDlEZSa!tJ;Z97vLn^!ORpPyD^mF zxc2|-&%J_XuU#}rO9Wu!9H0K&?Nwyw+5Mq4{Zca*jYKK*u$gu7AL)yBw_e!zP{&FN zuAA3g$g@$xF|?#JLpHZrx`1$o9Iu2R&Lh+{iLdJ* zX=UYfKjCkG!s}k(y=OG=4Ly8E8{g2$H#GAN{k)D)t6)nteoGj@GASwf{VOx9rXGw} zV}E@P{#;|rCcMlt^c+887j4}MY+Xe?RJy#WlRaQL+c;gaeinE&0awv~2+B z@4ZsBrd7Th869=p`8vG*WDQROR5F^Jb7{T5Z@A@kCvU^cY2`sZ)(1Q5s{@d=mrJ;$ zDD#-U#wa@UPnhPfZlR9IAf9!p*UEbU6;vshV)t>Cndkb$jva z-1_=o(N*kS7EUXiKiE$EL)AyS~fZKXw)29q}L7ATi*D` zmZK?J^%uJ{G+E5;hUTr|cxzDJ8k)BT=(%BfYp~uMvd8Z2q0{?8m&!>*tpkp7;YU9W zyB}T!{evJ4<%V#BsYu!2TXB^4geXy$Xa*hzadBC@WP#A5Vr&$Wh@LsY33)ie;NXfe zq3Bq;Cjl^jB82Kigiq9nIM6097yJn#>DEYMKF*@Crpys8#e(L{US&<5Gei>>FWbiZ#M$8n=kAyYeLGqIvD% zQAuzT$<9sjl~6`$2M)WyV^cgE=E}!RS{_bOsUclXV-h1HA)$9$D323f+gXm(73I~k zF9Ll6A#iv*Hd4?AxHA20*E6 zGFiQ9m^qidJO*+|3X^CXw85&ubjFZgbRzX&=82ROSje4WD-;&-WfC(S!S&R%OIdcH<=^d&ce`r zeKsXoW>qP?G8t$V*&xoOJBP7X^qbcvLO(YmU6A-b*a`JFEC-nly!)mAzqLW(3``2Qc0O5dOxSebE-@mG{df0YO(Q1n z2{=5;6ut-yk!HlHh?}i3dT#R*f55%kVgpaGyjNgfU+tY?hW2__)QUw2r-hDl_#ZMZ zS%vs(+2_v8phW!dh5tv<)ENFeq@XYsfTBKc+asm>t6yhyz_%yoMx7y^#zgotXMaT1 z8ajx^`$o6{iI;vX2;6XJ@EkS^usgRdGGP?V6om$EjP;|&gM}|-o$B{;y_wqyAxx(? zM_A&URsxyN6DVH$$8~ELqaN(~8j$3{xO)2w{B0zlPbfKCzjvKDM!AEhp=#~E(sWZJ z{L-sd8262RmB8MQW($S#^nE$lm5Zcz2UNO!rROVubI=^HIQHG50r@H{eS!Z2h;f8% zTtOZeNXP|1azdM&kttUg%K`NAuPwdF+8@ThL!(ma{_ig^JrBHfMHw*g?r)UN1yOOR7;MICjSyx-&BQ0Loq`t085AFxKE(k)`cj-oey^N z87e)xmXI|FgE0yN>=!zGXB~-9Z_^E-DcAO9*d5r}zKyCooHqaNzB}1G--$m(n7`e3 z7~_jBG#;q>P_{AWrWxsn_CSrW^{50Pd_uVU=0bk)EWbFMU;NN-=IKYL^@}h2(Z&62 zjV<_Rl}QIE^vA!2d;X$jtuF^{Gu{j0`_Z3U-^ZSpz?#={95_ol>Md3n-_6(aF=ZJ@ zk-(^N@eO*GFy|wvAv$_1|KKX0mh&Gt1zGz^9RLwCDu%*C890UOtI)oM<#-{1k(4m< zQJ&WDQm_v$Dq_-f;dpCBl3~C-IPH-~bX-=3N-apWrm_ad$+?RM{SUB_{eH$s3`-cT zKWdp17k?-PAOS5s#B^&v-NP8yfAlvV*1{g!8a!HnR$F;D&LvSHzxFrIV}q@ z$H!>V&~GHc(mvPUZPVKUaqi;u_g|ZQkQy6;cuj*aVGNJ}j_V0IF9jeZ(VUGqU#%Js z@`99!+cnoIO+t*B%QMQ@@k$yrj0fSDyb;e>_!uXGGSBDzD+^}!tL5;vP(FvB@kqgu zI8C3tSDV`Jzbr)8EUwv#)LygE9d!1_j?9h*E*G^0Lokb$|8i>_Ygh@G6W;b$oI(m`?4I8GI70OuRc zv`ilNHi6fBFQ)afovUMb-W;V=J+aM;t(lPf05ZIMNGhhC;ipL1!saxC^FnPTS-|2(PXd90amnL-GxFIwzx9=+LF# z4?Fz{&NF#kir`qOowN(^c%Pg0e50)2DDF2({Eb3?r`(?@`WHt3T>#+3pH|Ov03-Qj z==u|cdqE2HDdM>pI7=8=t>GJ+fbj1)YFpC_ZN9OsxZ$VThjqrF=8Z6dw#_~9m4chp zpgv6%S4!)+ecUmR=9{1ANy8fWDdn+c5Nd7P(Bb~-mmPH1FA@3wl`>e?yoem4i8l6v ziK;o&J%GR@_3|y==X$xrNgL+UAk!Bed$WwBfFn7+>J~#c>#+C^NiNVIj?i7N!_4b@`%K|7f;dksZWE6CMC39+xr|%ZW6}H}@U%l`1#Qf3;hruJ z_hvUSGtuPFmVylC^B@fI4tJw3-9){Mhd3k$+?8{{T;Ts=Y|3 z8m?i*OuK9fR{(Vt#Oxb!YMthrJ==^s1<$bR&%Tm1nm+zJ^Cw2iijzTm4k$DYS~b5c z+_|385%HB=sbR+^^91}s3pF>HNU~Ysg}2|&JSO?`*Vg7-_PE~vc#vewB(saIe`Io( zkCV{#)vu!`&$ptC4qY0*{I!pbO*c(}H6J`X6lAInWk(lhO<62 zfB^yIX$JG4GRhIoeOK>X=)OJm8at5;b#y-Lux1#qi+X0x3d8){en0DYeBE}vIq+Tl z`flcaCnvy*Z{Xc!@MKAN@h?0ZAYI&&F5XHvBc_XM)6wJU;s|y1kNVqe>hr*?ok^Vn z?x{KjD7Al1p6jb$=X>~VCqYE9-I)RR=6fhrisbIedH~ywRtYpJN#w>?#<5qc+pkiLT;m=np1U))8F=1E@*tidN45(Rk*$ z%=!#$T;8qTEmKkPQXVwUceo_*XX4~E&7B->tp-(Roh>6i8**Kzkp{V?BKfMYypz_i z6w3w#(H613Xn-FT!_V^KXDRZFZuwQ^{HTe3QBc1aR$lBaFJ_om>&%PM=Fyh(V&ZwV z{5)(=|K4Eus80QDjpp@m=VU5jZ=vY?ZY}L0*nlq+iWs90w{7~HwExchH~JEoL!Ia>?01qi;#@z}U~pz1+w2fUVLnSsK1Zl5qL+-}pmw98M} z>Nr5jeO?B$y{*=HLk1!bO#MiI~1@4Jzh^YE~CFw!c zA0WvjP9n9^Vz%jB95)(vAd;E$NIl#`bshZU)fP$0J8Y4--=IKo}TsBl`FZ(LwjK5 zN3Y+%E>iX=mpT?dOeVrIU~cYFQ^z9NKNSb+WMC47Y?CnU+n~oLQ*elbQlSIX9zPGN zQPJl|?sWa#_ClaBbBj1TP_FdM~RkJ^>C62id#vyg*Rgo~kKbqYc@ z_NVj*YK`JA)&e==Q}RuMHZ)=8SD3PQ)e8a4kbp;ona;&H`>mlHLL5=NX2e5%qSccm z`PJo;C&a_%PfH=Js~(r(+;HxsFOM$vFcM+mnO&SIL?=iZhF(KR6QOy`&KtK7g!N zx=~ex^SVv`dh7S4P$z>*fPT0C;L}5F0K2>TQG-h<1ku1r%w)y3jLCpMM8E)`Cj7=) z+egdHf+bD2?blVuOdo)^pHdQv^0L44`d!sm15KI$2mrMZ;ES8J^0~lmtoN*gv?zDW z=?U0?{`l)w45xY7*KTbn@Z;1k$yOlYwyYg|y8K?bPA1Y0e{$h-|UwwSp~yEtFF# z@&~6Af=i6ax}g3U$|%0_jF5x^yR{aLW`@I)trT%pPnO1B|Ex~U#Vude>T9;{3g;bP z4~m>onLSQKNF%;hjz+LdhkH=-AQZ0?`i+riZH5jJ&#So2F(SpocfY@(`49@>3D=&8 zlTDcQEJ?ggEq^BcX2sXxmV;9a^9VPeD#%4)VSCGRcaa{Ymsq1Ho`km5#roi7Q z^EZn9jgo(-@E;lfXR7ooy;Bczk={=0e&&c{_%ltp28uWL`*G`#GC4_j3VSU9?H&!x zX~t0#??qU9wzRN3E9&R{nY`AEcDA%{3mM21G?gxKl}OV+=av88$Xy+TqrNSll#+VU zf*^$ImZn%QnrIj(kS91yQM0xIy&KVp0Je0x2FynZKOv{C2?PndAQxEB%!sZvSp4RK z_t}W>TGqWw9E;7%A2H2A7B~jJg`0MyH&Z&%L+ZKDe)B4=vyn8bwoRWmBiNqC_!=zlU@^!Ipvvct27j!Znh8%mOzr>RF=Eps&jWkmRX%- zWHBe4!B-XY{}J5*o0^6XY=l=*O3x0%9Auleq{Djpi^Ur<&8QLKm3%RP!i@Bp>7(iJ zA_pNdKe)1=MI8?M4`-=}v#!KNh2pMRaa6dt=wVzuDld+f7yrwfS?1YT^XS5P@$9@h zd>&>2AD!Q3s`h$@;fG1d_x)II-CreV!y0Zq${gTb0@doaQQ{A=Mw6OJE|)2_MWQNF zM=dSfG8-vD6ZAe=Yrw~GV-(Rf7}iRjJ@5GXX>X_n=dMY)_ojwAw3GvBf zcXv?WTlBRd&th3%G@d^1UyHQP5V%EBa0}CFjalFpjM3P_w5%VX5Qu?b%bg?M9`<&{ z8I?P25LAj(Sn+in^^ffEgQ~sdh&vq8EjyeA?^GO`pM`>ckSRXP8sB7)@3P5fndOTr z^G(G0Ci;BT$|a0|b#fS)4dR>1)u_rhKeLVYWQjh5U z>nhjswtY3pa|E>Gu9W(@TllJvFmM4mvg7OBecGs{Jt(9^9Qh-l!*AB_GEoO&Ab1C_ z9;89cneFm821=z>mEWL>vD((d#-snLb(cTyr@*U@H?b@u{K_l(^+jOWunh~#Uui_Ac_mmjh{jh$dhJ(OCG#zs zCsq;%1C%&w;BYaPQkJ4)3fmdKKk0$yiDF}_XqiNu0+seHx!<#e^_phccKbr}W`@>6 zlUjhNq$HfPS&{aJti2;~@5tR7()R)kKEjA^sN*|I`G#r+TqA)uSqg>GX49xt_&gl2 z*#btynKRSe=3Dkr15M2YdeGn!T7g;mzG`R+R>v81$5mj{Ytk3tYBH+Wcd@remb+a2 zb#mBVvZ?POU?AH(>hk;jqPO_8h`Nb2!sDSsgp{z>y5mepvJWGUJ&!*)18FIC#p&0^ zRYuuy%+Qx#2Xc4I+cOM9&_OLd(b{H4GMa$8B*l4n8#*riKRVm>6MuQ8Q z5eLfr8mReugKw0Qg9CxYmIo?562lP1auTx}) z@*40tXs&OMsxzeg20_0=*3S_48zlY)p}#@y?-2b1v{_2=t_8OM~SW;5H{K)8{#NCDLB>s}5xSuTpSfmOk9yN=3 zWtq+t&$a-c5iCPuF@uoe^q7^@GiI>YSJz3!(VWqI(U_5ntw_p8NAT4BW-OWBAY60Q z7BVtTF&}tZdhB1dXJ_?Lb)`;mGQ1>JG?Elwo0c~rP%_0p_6D4?hDOXQ2Xy%pkd&{K zv+g+T@9ubA#jy`Ou!j|!TE*f2zB``i#d$W1c(pOq0yZ`&$SEnWR&yiXp>B8m+=_G3 zem_jL7`G0%?Alyu=s%h)Xnu!9{fPLgSR|@}R%rt?9&yA4Vm{bN>t@91dX!)%Kf~tq z`kaAkqQ;L{4d)1>%~3s;T*tE8a(vD8ranEM#iVuaub*V*%@8(sYx;39$J(#DhoL-O z25G+-AZ4kIF(gIsy+j<;Blor{IrLbDn}}ms3tl@a^S|%;IvBEtyz94q;%oh+7#6Sp z%pTOgI2}mJ+ZQ2)a*2x$>9W(wI8y>c<%|8(Tq?stjG~KKQ zE7X7YwD$i!clF2w{WcqNJ;YExDYb`Pqs5(sjW2>|tGm$z(-QFkMb~j1Y|^#8jVZeU z`4$^SPZ&4hu8&^XLTg)~KO@tjk4BW|-5wJRmuSnf$7C~}b?Oz`$O^wB8aeD|2$T9l zR@QG|k_4iP@YsCq9_?gC$IL%Xj!j{}&gQ!INMZRnzeeC(*>i``KCocX#oRs#>yHED zpc^lYQiNq>GTe<%G3mKkRa}fM&Mp{d$Be7J#?g%9V%>2y`nd3JPbA$dqxZu9J+g%_ z+~O+}`NCU1u$+G@1ZPQUuMLsM3MWXe{6`}A_A0L6Q7&?b+$AEId6mrqy zF2duLVFw-CRc3}4gpNtbz_ekv$ra&MtiA55t_LOT(CPZ(&CEutN!#%!`fUpapb zcY;@F`mClXpnvaaG)@7=sILmF+r={Pu>dk}z+s?7nEI@_Jr4X}hcOdQGLFvxYW!>X zTIwDUrc~d??CS@^!PZ~NmI@}kD*hT_FhVuLef^)0z3NLgM(J$suFoi-6Xi0`X4E76 zW*NBiud;Q=xIS31sRIp_*kuY|HlsG-UU<)O6J&-r+>xK_$anLGrZGBKy20yCCD&>) zbx5pudD)LBC_!i=SFd-&O-%a+*Vk?f6#dvqMmR&Gc|$EYoJGOI4`ja;ep8&qLTF051jEHF}(6$<)r zc_ZkqFMgdRYrhqitcTU()`64V6&++kO+AnTZ~2W;&cLFvFrt!4L`l$W~?*F)9;Xj>3pm#vrds9*>HF?8Q~HyS{D&-8(K#rWrk?2Ozj`h zA~lvrDME1?MvnvyHI|S3=as0zlX4EFn>xq-d^p9*H!u(>p-rV(_M>JvlBRDD>mJEg zyj7kGr50Yc!dvk<)WFtbK_MKrt5Bj1+_|yb>u~TkDtk;Ri~*Qkztz1)5KwR9>_%Fh zG_6N?fJ3(Q`#3p+c}BMHnREutF2H>D~8?q=_%sRjI{21De?2jRgL_?eL3CbaA-41|9-E z(*9Gl_wiX%T@JT|kxYvy!%HvAm3H^|WV*Ah#(Ot^T4)QPAr5z^oX4g8Ul4{)@Xc?5 z8xx>g^LH>x+&IntU|TMX3;Xj2dAS~cYqzZXlRtP$Ig$yrLW&fKKsc7TzdP6NB|clq z&j?~Fk1r|haF?XE3WV_0Wd^fS>Lh&7c+%6hyD_|Ns|mrBC@sP=Y_nVpo(B;HCT^$= z&*J`wRnc`rYOv5!IwynVRHg5PkZK=cR>?bp~cf32iHYvutP#jB&C?_+d@sBfheS+ zaE;Ucc6_qgq#*86{1VA`8=Hdm&kolr4N{7d5|V0!gT_k@NCMR3N<)Y+cnR=;$GMcL z>q-}eGiHgqXuA|#=j!ZI%3TV-W0`mdjxBt#uSn}q{o)?IIb@i6Xv1o}j zi6&Wk%^d%v<`u0RC{`<-jzV1xCXEu{l94w1@GGDqsS=QY!x(Kwcoio=xl!{fJvs*L z=8`oK#cFLwq417Uj)0g@aZu{NYq=s_q48J@r*)~$;g{Z`J%Oe01Z7(VW zS{(@T^O{W%QWgL7DCaLuL3kH}{CVqUvi+uHtrFY^DQLOEd=zirTD zaR7FpwZWI|^0YQR`kDAu0Z7{3RGU?s`kCg9^i=LxNhxhr>Hc-Ck8KijMn6mHK|oT z^hsO^mC`4bUJ))}nB|8hk(wQDQ?(5#{oJJ^ZqabZ^lYbfy5-I9q`)hB9zGMMA4sxC zO6`S!d!g%I$h}u8@R2xtp&4Jyz%JHdXP>dFDcRY<>}Yp(v_`wRsQnGj{jhw*WAU?* z%_$YhE?7R-R{;*7X(ll;kVsvaCx8PJB#cJROpfT6c%+T3%wuW?Aot%g+RC$*2_%JNck{O~{pimZ!56v~1d?JN{chDwqG!kdW*L@zFEQA+r5#3{* z!*y<_K1sWn9-<9sbB>tFFvrx0vW6O3mB+jseO_7R%+JR&e68jpalVJ6VphK|m*66` zFi*#5FjKBeye9<(*WApa&2GgJMJPW~lg{GUG%ybeMlB* z9jfog7kYg{v*6MyD_*zcrUZQeRt|$*$_@huo{~UbDZ=AC51D{0a2O&=>(@Lx44}yR zOqJARf5^Ho(gzxJ54Qd`LQyY#13G-8j=EKs5AwGYOYu0OldnkuLZVC_77)};&n3}|}k8U@G>#JX9JA!Z94&-67 z{Sa-iY#Raow)Fp5B5z!e6|ZaEgfPN7K#g@tx~Lo7uojfPtHkZ7>YP_vo&oJAPEv0~ z3&U;y_{93pat|Snf6R>ri5P69H>`EU*y%%l63NbK zDK0%wY{7S^x5xb4l1iEF0oK}J!cXi6BZ#wc#MNiwW=nCiu{hga+-x%Lwi*W)j^F-s z6uYnwpDa2lqvZF41iilcb=DL7{&FrMEt4S|$7gPdK;F_q@~D(x!LcuOHJl;RK3h%g zp)LHh&^(%vPD_2+on>)TYmlFqiDhvaVe02CZHA8AE5&fZt=|xELr4x$GkYvF69Wi$ z4iJ4v!z^rvacQ=!UIFK!XqJZgun6BMA#00`#=7G^^Y;kt{;-9;1cqM&!x+dGN#U6lMT+Km^b$BQoHRYmfm zIeAj3Jj+?$wJ#4!ng3oE!A6ane<1rvQ2IE zq6C+bwy^0WO*erUq>w+GHr9jy#^7K#{>;wTwl77o>BC;4nhldv4KUW3nYIin$8fb; z+4{B5*6Vx`NE=pFd1w1S^iGfJs245Oi}LD4r}e7pdXj*>=*6DJ=q}227oEGSD&9py z@2I$UROh=Y`5kosJ{V4MTBYPa?4q!K;pdRKzxwq>-zo8M19W>{Y)f$oK-hC1-c zn?;Lw0ZK#19(p)r4ND9T#P@2IJS}E(n6_jq>f>x2U4g6r^22nLq*d`*!ai`w8KOL1I=w{_OnjvS z!ykiPPh2y31tGpg95tD-i>)O zw7q5CM-4nS;g_W3Tk%1CK0DpZ$#lUvG_(r zz7dx>*_E2>b5`;0{RijLRgGphTG#!nA3FS7<*1-OZjMGphfg>p0YOqUTW>qg;alBq zW~O3RO9x78@;sEk%yOTqnYIluU7Jq0ROmDywY}+tWA&~R>T=0EMHNxml)u(0-+!b zUs86B+Yt(%KtGqSK=;%2IGawap08Rmhstko zTB@eHTR!x}#o);jP6A`&nJjMBTRkBOE$tb}k48BX6p^4(8{S&7(~2_I{m|jS^Z@Cj zd~GMv4q>TwxVT6Ott^5x2%*#BL#BZV#qc39ST;R)hh0Njm=3zcJM?u>`QFLH*rYgVi-oW!swlr4H4|KI&F-cI3Ix27 zyokp;>gGFy#CCAFu}4SzwP-!r;!B_R)3j!0gfN(WU%zC`^a^t2zZ`cI1A5Hevk;oB zVq5i|yIxoQ@5t&RJ8VETS)FN~occjlzh3>i4j;b54kj~M#1q+myzklW9nFTZYaAJD;HvKtQ`}fn)E7av%Adn<3qQ+AQrZ{e5ORuS_>u+Cu z?i04}$s-}w+HB>(QOfqts91MBoiMB1IU8HugkNqi&KxNhz{$4C!CQC9dVqzNP*z zob_@|_9{gv>Wq4IJ-CgOC-Uw-U7krz;J?xiDe#^++b0Lj?gV+1O6g?0~54_S} z&`l34)B`zn#aTU2Syv3#!RO#^stTu|kK{~gCYO%SdB19h%m5*)6pZ>-%$#pUt=a*i zA#AW!$-c4RO4^JHX()Gk`W0u$%jx%&%N5t)1kXLqHvheie7mw)WQaW`>klg`& zgUwuI9p%lo_8o#i@1;%EQ%!_$NAwYgAq!BkiF8|>uRC=10J>1xKUYA)r({cneL>D> zuRu*s8kM_<_p4tak3Vl4%w{hBB)n5&zEO5y>-!6+QAv89fm*AR2<)e z5E^AC-jrEYPt4I<&U5mu^Vnz2sOrWNl}O zY=ov2wiWEA3|cw%@nD?*r>_!IQ{2vruzkd79<1~JytFwG$BEgi!NGSE3s69GOpkiR zsnsd1E7SNKeo2>g|C^{3y=BQpts`()`{`)^=vmFm9=;Vv?WMbFk}Y62 zlrC&vTLeux_}DwVNMW~g>w1Yz)$HuP!sfWuvy$X0HuEjwfUPJ}h9(W}a!GvA^k44O z!wlXXe<;FN<+?~w@g&h~>uV(z4Z^$v-FjGhXz_LsTW&hz754IvM}^QKX;RK<0zkQv zY!5S{F2q$J_+G6%qn2skf206Vaq91+R5|bW7Sh7 z4J>e5S95cpn=(0_!V0LjW6wm7uegd+lQmU7H`nsH92P!(WuMg+HH!pAllE0!JM5Mu zcB-2Wu+Xl(6DMgLG!1WsZrk2$)f%+IhN(iwkgm6IETS{0nWDs|`se1tTyIBg3Ie9r zj@PyS^HhzVRpZ!W%FfSo!v+#h)%#UDrI=SRm(RbvIYkcgt?YEm&;RIB+Ov1MK+Esu4Mqz<;{4efaqyAZ z#ZBz62uc%<)L`ZPbC8YqHsM5w*#}w;?m!Fd3Fh8KRtCiFh>Eu5Tq3;;e?NX7-gcKs zct!1wpIdpF&)?O|$K@~P4ix_c5R^33Lv*8L*JR`8>ds}w?U;1lsIHn_5wuVmn%r~r zbJ?t7l}=-mw0!XrL}JDE8><${8gf`XcTrWXdWP*t@K5RX)e~nKk5~<$?}wktr5-c~ ztB0xM@c1}J96PwAB+IVV`na`@i+; z*3i=e0H!8!LZXy<0IH@)%pq{@4J?Q-^JBM&)ubm?E?A&ME@z(>|uex#DXg>H8h91PgQ1WNQ9Y2xx7({x%4VY1dkjiB_^O@+!*=#K<$ zzk9cpc!lxhDxfKak}#?{Q)ni6fU!H}i1#HYUGeu)jfu99+bF5(R&61`{HIz0(nG}y zpp^65xMG%dD4)tQC~oHhV<)j(1j`D!(0{_5bhv1!C^<177G!@Yjf3enlDC$#8cGwY zi-?)cs<0Es>&rjhHnLhyxWnKJ&9dEN2Zf7oNt(W;&|2m5{zQ@<-?9gZS;OItFoztp zR{kh~bp)yRFE`xE+jFOf64-xXr*#qK{B~tZ`n`hu73eEIC`Pho3K~#__b5IA~*X(b)a*Y)MHl8#%7W~OozvdU+%Io-7=a?9<4NiQz0JMckaL3 zQEY^W$b@m)F%pqHdOnym7^kHQs0bRXrGDZ|0=$an4}fv9Dp{7UFAnu&M%)Tv$%P|^ zfJ(tH2NR}{zm|;n4v^LZWcU|M;swC?Ks){g9QnXfzMz+PsOB5mIfV$(m-MBq?=sNK za@Yd6r1LvBy6gUvs7wQ9s7ai%Frg(v&3kS~D7$t(!i@dgjR_mZHS#G^;xfW)ojEk} z=jT>$>Am?1unXhE;mNk-Z4^DH(}5wx(VE!4Vj85z6X$t~6=s=04%i^5y{YyoE02Nm z@psukxm^i=9=!wNC@zL_KCV#SUzyr}>FoQ~xK=E&%Yy%Tj_`x+I%UL(29Uh>k%s@v ztH>t69cdc*qdEpMK{UHI#n>!vG}C5{#zLFY``iA0I~H;vX%-q|@?_3Me1yQ3ARtyo zcl#eS@Yi`i8TW7-pSwi#&oMpjLLI#gq0Qm!E?N(T^Y~KNH5S9?13MhjvWwD ze|YMbr4sj}??4h%9I$D3+Zp9b3@qdBF8nakaatoWup>A*u^)4_b_5=3_5w!20c+3m z{toKVA-CA}CH?Raig?IMyi_ROsueepiB*Utl z@SaY*GHmnJYLBs_h3~8Ww{xj&9XUu`>L1mUuQ-^VuYTRc1sSce_qCdV;l;C00OR(xk>&`Zt86v~cwH}RMA_|>NTVQT)cK)?H?zr5A2M(oc? z@^$Kbolsw=+0V)MV@`e_s$VDY*LnSqHk>>8B+eKOUe)?L;&6`_zwR)UZ+F<70xcl7 zS7%u9Rp}Y>ux+(9mv3(XtC|e8Bxg6Ha#rJr98cEpGnYuAQC^V$muf+mx0x=^KCZquP{2 zmp~cN4y=B{woph}k-KLunIp_O)?D*z_Ow1iQRI%R_1}_R~vT94UssSRFa=?yPl}Rh!519izcg5f2|Rh5SkBkIXXNg z1Iq-*&Fy`fWsctJ0%nrih=DP#y*a|2ip))mt8+6N^<8IWZm_hRqV?5 z=k!id)9bOS)S$@uXZ1|i;qR*Tyq^JSdZqZ5$p3pzDOK*8leaffYPg+&Z|8uL0xHU%u4w))DU1i&vAeM5ZM-41`F zwIEC+db2GbO2A;G{o9_!dLIs0~0gBRu@e z+5A~OP}s&j#jcWM2ri8hbq}f^J>p`I6k*!`EyCN?8SIfh?Ml#ZcxVwuLi1yXB&{Mv zDTR*#lRCoo-2kbLF^{K`trcn)KDveU5n&Nl)&H(QTh6-?C~3uiwtOT0k>`_b*K{@{ z$IxavHeI#`=9;b)QHDQ&NtTEsdvBdg^kXx%9WzNnxuc`~FzHtU3qa` zUfh@~mF7vj!PFq&3>qG+^KG`+6Z-UCT?1g}|NoW?M3L-e2gJ zjQF*EjB`&cjY!Qen%(=Lv3o95>EDY%*2Axxj4(?}waO62D`0N9ohMnuudWtY5XcaE zf-T?})YZa1oJlg>OkWCv8QVNdZ8UNmoildMc}pHgNw+yAE?e0V@oBpmEqu_jxx!GBQp-wgkkBEVfg;Hoz87j*(OocfAS$<=*; z_%@_v{w)W~yq+IL|9pl9MkrGgM?m9T96QYNdB0UZ8Y~qFJRNxqcEd107xKx|KH^Qh zGupnM;T!^t?VU|Ijcy79F72+w<25L2~8s(am68)E}*Nwo|4vbW$dex<9y0*^Z zv9b@5QWjfg2=AY--ei^Gd&M-sU9+@ism49Nij$7zbY9eDFB)Y3y!+3U|68NMHRVBt zZO6mWxHx@=*Nb0wfXTPQllsY#wiAAemz!DJP1t6ai@yWODeQTY}RaH)TLN5lDzO(LVPO1VSjHX6YnG9QaKNMbzzd zp)8}7EK~F@6zlRzhov(xh}K_a`)?<1zk|F~+Twe7)dlfyiPR@0@;(AYChnxhY(hkl zN|lJKAkZZkISSi5tm^YHZQ7bVFzmQ`VC<1x=V^Mr`t^|3{Z@R#YjIq^ZGLSXNnAFQ z9PhU?b05iFJ098y>0T>3eUn5IcS%u0@!SJp4<;0-w|~wctK1Q{`!4Mt;@NSX1?Z<0 z9Am`uhvH(y$uO(G9brY6FRsij<-jgA*d9QDN+Z7K;0-LxLF;)t_5{@-blQwhoG$U` zf#?gz?}xZ-qO;6v9r; zl3fU#F!-41NUOHJ#AYbSu~i-MwQ`KXIQv^Us(|g|OIEVH?U3%lRBA+c6t*xyr0fJ< z#~lr$LNA&j(UcP|fNE471L5jB!uA|VBu0w8E}$&uHOs@RD;dr)&zmg+AepQ|_uExtk;$qa z&VE~@Fos#&`~JiQ3_BWp{4*F6xsBNRPcfoje8llAlNC|X?8H~2MDr5oeO096p2_yo2{>91L(agrULv__<~5j zAeAo&rb~!U`4WG=%L1|Ezt#1w^o#5a6Bd@ut2?@ZxRn=<*VRdQ0JzeXc0sC5HryjB zwJX0%RywrvW*{NU!{{P7Ul)!Xu=(y#F?6&eOwE}cA6YE-3-l?ugngI5P3Fieh-dgZ z<(I1l7H40v#*oBK{(dV0l1ns+@M#Ot-)|3QKTFbLIRJ2J?)Wx74iKJ=47^1@?z-TA zdz8e;lXU6UX@i$&S?5uDz6x#>ag?02s9n_|i>TUk;)3kcJxcR{`EYonC9U|T@$3^q zr^pn42yjOAk`&u;yVc+{$xQNyxiQE++|s7sy)E#v$C2EYK&NyQ(s}!$#@h-5nDzq- z%weP5?6(iL(TVd+W{(f_9}jkM`q)a>eZ{5@0uo1%Kq;=a`muLHo_#wSmfQPd?^I+9 z3Iq}hqY~lKwQEYG6xEO!aZ4Li@dA47E6ms{vc zsR?@*kiDwSKD23{O16K>-u`=sx@%VctuS4XDe*+yD8&6Wb~e*dsm6RhoIj>{_i0c__8&+dLTU< zlb-%ccQdA|bJN}C>FEh|sW<;E<{B^P0*uxDSckeu-wM+lo`U4ks0oh%T#uH}XfVUd z48sLT9Gl(*LxT*OGQwMS(p5ZK&q}!yDZ3jwgQj+(b|I!?ye+{yCVqVDMgj-Mo5E#A z7V~`S6z1vZdpg@(Ze&E6d0iJp~*cWiH%r_&W}flV(dpYX*~oe!ZgSmnTOnOFaOHp=%{9s}j? zE*wDEt~4dNuIrA1a?7zQ>lRc5eonN|;}+5x9CjFO0JxH4DX8+AjwQN0B57oUxaOG~ z5l*P04o8)jJkMf4z!RW2;{79vAfAUcf!uDX9fchz4}>Le-NUH{O;TcZljl{C@X^95 zeTr+C94QX7_4u4m%wZL^tTVjX*^WzbFgzmKF1B=A+CNVW{PU$`OZ*MyGiX1?BlCV0 z|-i^*Q7Y^2Dvk@1R{ZSiBAAX>!Ll{!X| zNTtVVCpM4U;o0*4NA=_?lJXK&`HKk4U9{yT^70mixk<>}l{bi!&kkP(SO$G=cPXOn zXnCv|!Wk@^jUckm_$|+m+l?+lWg8JDAVb?b%g=Vj*$#pr&9nUAo9ORW8nW3>s~+CQ z#o;h8ME&z`%l3ZA-wePbej2(7zHBzlL%~0*Z+I*v;O~wju8=1^+VIp8CKP(vjQ3g| zNpqF^fYO|9`eot%mXl?g?@4`LI%QUO(L;)y?DgW;J-zw%JjQk{S37PL(kFY+b(A(T z>3uqB0==>+$!W_eqOnTiVdZ)acjjHfm7DBxc7HdHeh&59{+utFdNRayY?fG46%?-W zHktl;*q$cj2S_Ap8IhJ%DY?(-seJP~vT#W|%o(B>wU3Beny{uDQwN-Z(|!rn#^1x+ z^L)Z$z^RXz(K}@?$g8^HDBVw=gYPcsRyV@7!*YLIqA$kJ`Vi@`O8Ys56A}xil@O4o z@97O_v|Z^)nT}B<}x(Sk9laGv6-0;#lh?EYT=OzykE>~~}nXVVS&=m%;e*9YO2f~$LTg1bzMA*_k*~tJN7q;KSR_cLpBb-ub z`O&*XMMv-MBSiw3Vcm$Vs?D{ZMj6d&v1s^_H5}LELuBiRP6H_8mFuy=sgfHL0f2*h zMi?U7P{*#3@0|}>@LF8KWue>o%lkChc3~ISSs={TuUGr#X>s&4M7r81-MyBc#!NRG zr@QCVTjb}a2=tT>dWa1@q=~LVMi1Ger%2MDib|g|hEbZ}X5v4KcvL>-bMIHbWG6^1 zZ)wK%c9yiS36tSdF-|!%`$?d#Dz(C|O{cX*)kzmo26CL{1)so(4%B=|OfM+*R1!do0FyM1&L^LdrXvmRC5UuwX6!Fa7MAGPSSa(&df*Q)qg zLz7kbB}w_X&ZCK*1)_$UjkERnkwB-K-aRM+PO%KcHtQ~sGP`IxgM7AN-LjTyoHR>J zU-H*2J;In%3pXLU68F9AaOwo`qD`GeVl`=eZ2?{~X9VFgNkxoRrl+lZ2t19JvABzY`N-)$1L>Ax8ioBB#N>@-Z;D{Bfc2h55;YhE)FLLe}kIy zR=m$6E)23_Hc87!fVx*dezPRZGo#D_IsM?kfpaXhT@<$ucTqj!jAKB04)j)L_xuWM z{MHPH_!x(;1Gc2d&s=|Z&QQKCz!0a3L4FsKhdbh1O2u4;%BkaUL$s8Wh`^$SH&>k? z4s*0Qq8c2NfBga*r*hSx=)+oSJoTWmp5R9?DSbY&bO!FY_}w{z^%C?UFaUHkuI zEId@wpxDemNQ(1s#=?(RzwVX8x0eWIYXSupCIx|o-MM=9Auai!XHnx-0aVyk?H9~b z5Lmt){u3bmPKIxX9L-gBeP(^0w*pYIucd(tnukv3-$SAc-COd@rw&A+X`~u0c?TL6 zc|BuetnrbpIfuqTwYQtutIvr_^#=?W>BQ_wpWV_a$k^(2vicDga&YPrw3RdkVCj9r z1sa}vhR{e~5pHC+f`HkBkbJAZyJ_e{rf}3;DcfSo`QDZpuC1_LgjCP>2D+i45{G?{ zpe>i-H!LM|q~k&j3b?L`3!JJPVc7D;hdFzU_~{)&0<(R}x)$f^yHb19b=NBJS}{JW z%WEZiD_S2F?zJ91htLe6_f}~#=$M%-H$Q~luRyNUi3cwx8YVA9wlK8uXaWfL+-&=#pKRD_Ayk9$;!I0qz0hZF*u zL&V@+AOqV(@1sTyuIHWh_cxm0i&l82A--sfZ<^za7I~*pK3SJT@@4L+f%L{9;Nl0g z+?m5lc`uLw-P>tCoM+n(f1Eg)CStt8l~}>t0K9J}YjS@Q(g;6TyA&6D@P2Wg@;w}q z3?}HyuUY|N9rxBABI&SHK%6m`CO$-lkprWv1bDb5A4MRaV0X)p6sQxHByj$7&)MzD zS!olaD=nSGrZ^(bxUjebjO~dt2)?+5+ph{y`QCcakkuQ}O_!McXC42!?te?`W|yP~ z(}m_k8>ZwZt$V(TZ;5s>fEJQIhvX|~`y`!7vHK7?-!oW(KnLyDlh2@LPF7SSz8yTN zG|m22q-jaTIIIxTF%qB}@#%mD;$&>Te^DIc5X9dVu+;1E;-_e84??4e!qch;LqT{cY{wjpR=K(&oDq~VHz*QQ5S9$ zHFjIG@ja^^w&khCqPuk7Z!4k)6Axr~Iq`+KsT-hR>ef!Y*^yIRen`3BintXt3^+t1 zNz+;W`u>tUgsa_0PdboJI)vmi&r)kL z*HlJL>;J4wCWaw+RA)S}NeF)ZO?U2$A@g6ep z2U1i+T7;XeBW@U*(hQGsSc6MGNDM%FaBZsuxHTD|`@T~7C@#XDR~ToPbky`VAOiVn zT0PVp?UdBZoxg*_CGwe;m3A z+g)~eh7YQGNNb)J8QC>$ZGUzU4B1mn#>N#tg8G;d+AdUD_(L9@J+v~WL-`R)LqM`e zoGFnEyb^7MfM^b-SX&lPRCpxV5w{dHg?}Sj0ps{gzWgWeew8nO%a14$(42fL)j<1tTQFK#3NmS&9X*dn52^B!e5 z8q*slThg%HK6mpdbIX)HT1n4)gqeLzr45)bjx(XUwEX`vAb5-u9>a(0sNyl$c#c6H zLzBmd#h!w;mF{4v6_=Wx1FEf_VF8wjFE~m9^%BsYbVe-nMT!zehznle$h)I3??;c1 z(RGP%gFmXw&^G@wRrHp{Nd{H&@WWiR5(9=LVlw!zUrP@E3uin#5tlCUKXW4}ZkAWVFpjkty1 zkJ~E$4UItQo|HxmO@VATX&*4c>qS^_VilBfEGys@iUkL)AW=rhDTIR2`C_oRGzced zM_l%Os3C^D0@c>?8`EPXDaP|tB=zT z9@YrE8MOK$>4i2{+2yKYZ~O zU;M^5AM!>cg1k~$tVgFG>19ru<`l=5#)~j~wL+SOY3;R%!y=cyUCaMz{JsH)g>KdR(vp-%~ z&sV?hv&nBCLJkqO5wpND)5m3^=hL1?`XbdsH9@!m4y_Aipt%@fd%UO^C97fELW}U0 zr;ao@Y>$c|Tn=IcQEF}{8dyC0+R>mdC) zcK`5t==4F{$;T`qjn66bd=b%59z~tp;;3}1-J}_+Q^r{sNUUMM!na^N(g05qM%>Zo z(W4^Do19xCbj1l{`_!E&f^Un@o`(<))0sPEhkPC3t_F?>kGp=}YzwV8e$ zK$_y)A)I2pXU`k z>s?I`7KljFZgkxGI`Ia5-9IPE8YSZN&05ILA$aNUC-qIaJ3@?<-;pU*6!sR#F{Y9J z05aOgs>$Q_{o{G1Aq29^B?~RH4|pdHBs)QqL%Y`8X`T05Z3Tr$3X(fdf7%#kWKa#E zLy544;*J;FF5}lx=^PQSJ-I0|CNzD7N+8ri%NB>?R`sV)Gn86WlZ0Xx>^Yy0v1_~C zt+t|ZI?vak@W{X1tM1GgX_2zzisE1zKXG6c-Q$*axzQb$lX66+y5!^%GxfM-moB7P z#OulDc5SX&3vtkLzUND#@g?YZ7l3>TMn3f=UviW$`O2%>7}mpR%3dpH$B9j>{Oyy(Z|zpIdOZg@zQkmM2o5a1gTRINRcQ;Ri^B5xIE#E z2r|kO*yFY*yJ=!)1NGkZ5DZv+Ycx{Ntv2}_`^;Qy%z8MU}vjp!`(S82XfDGrZ#w0`aalK zRQVRC(;1?%R=kD{ysH@ZuxFYzbW6l%ZCV0d8DIXyXV#ISQ)RehI^i9gwWw+-zKjN) zdHTC^N;6#JwZH^Tmv(X}yJx3=9*NnxSJ-e+L)#BNZt^v}HL_RpE#i&o?TmO0%Lq_v ztHcyk9fV!uA^^_v>5cl#NmwNgn_7;~yjYtxu03M(-bJH-((H)}BY50&^0{igHBGm+ zX!8BMUpS7Udp@{t?c5Y355b^m1n>3`#4T?uWSUJynGdlrU$#7ujku}N>hxKbf@Dv| zFK;*c@Ma2#&AM(=9xC2Wnc~_Dl1=L~FVA;~3xeJhXDicJnNayDsr@U~5OKkK+ENO3 zEcvC57F>s5a6P-Fe1KBoDS*Af#`%?-e~Hm6-t6J zBCbE{@WG8woxlGMD|~|xUy#KY#PJS^d_gGRkjn=`^9AT+feSVZ_9Hv!rpQ}(DEX;d zcy6zIy6_df1Y8%2{Q3IDp17DHS2UAbT+D?Qo6n+wX2s9doL==GGhxfR9VyrW1CaUo z<*~EJjb+$Qs|!UpI-Dbjr97gxH)-v#@mMx6BW{n}(ECXrV#Lmxf}pHfv=V~pw}rJf zmp_(GtaeXq8s!nEj|L~`J)Nal0Y+BExBU{IQ1ZNBj4*!rC}c#-<+|{HvOR2)B-Gmk zR>YCG#M2)RlL*&O*%(SymSL`|NOTZanjRO~ zEF8H&jDhK{czun3?2P!z+v`)5{sT&YScL7)6jsP%)i}^(R#;@*Q#5M~5kYu0gI2lX z*h2NAbpZ)aRWZYk8M;msS+cn#j1ZcS&`GROA@ZVoQ`sFU4be-zol@2@3ZzD~Oh!Kz z?S}4)%xldm_vtbm0eXZwkZzhT_(5^e&ga}EQl5$`cLA1{V9QJ32X|6L+GOD+-TCMk&s`}k>!KVSWF6fhoyl9j($2>pg)$jTCdmjFppTFkq_xb#5p8uZzzwiPu z6~f0cZ9S*{cU1r>+)GX&Hb&(FK-g^`5zaYZANULnMy@i=*%6nGSt}+M+!S;!&*iig zTC(3njxz5WkgqjaH|eIg>AL>JnRSr;I^_qVQ9HOYBARjlTnTp#D`Yge0)hf8{#8wfMa|tRVbL5{xe=78*Z%hBb zF}MG7V)O08nG`bZR*1M6lcq56YZXS^`V&SqE=f2*%*-=ES+42cTx{-_TauTmBu7RC zp%P0N(}JuwS7*?=VR~wss!2|ud+sH3b?n<*%@m?kjqn)C{+3kl=7}y0K(=cSv@??e zZ?uP-G2kB+6D8Vt4F-jDFjtPb79IV~3`k!)r7(*CZ`1^f z?*^vD7^X^szt1qehfStdjfQ61DR+OFjy+~+kICD8On05>Jtly!ap85c_~#JvUmK!c zbfdndqf}5JP!uiT&{4AQEy>wTn_!kB29;FEa}>al$sV<(g2W$D((2H1+IAAL!jpX2 zl_fKawJjv;6L4BkD~nMq>4n~Fe=4_Q7oYFW936O|4-iOs9QaX26{@x>KMfC+n~!V(lg99Oo2jGX$% zvh?cW`tW?c8^qqMWS_3H7mwPzq3zTB_O8%%Q}cQ$e_chwZhB&O?Xj0m*;Uf)qJH-8 zkCCfn^tbCKTe0H+4nRBYh%c8RjdjBIka_!rmLkGT9xlh3_OuTDLz1wx9=4^2=#|7= zMjj`;3NT!vl-aI8gCs|lVG4e=Gg4=``w1F`hf|2OL-j|O!4H@BY@c7M5g#XOv49zHY=*P5q7_f^mPF8=*g3V-N|UscE-n&mHn^NSk#zX$nT zZ{v5^$1rPmvGEP4nBm~6=Qm)WVRx)^ zkeF_sKiEy)M-92SL=NG;b9^?vY_Mbs+bRnJOO^JYKAOhMkTJ8 zLzDbkgl)^?y9QvXpLZ|HK)Kj}o{Z(*aS@pgu3<8pkC=4TgjleXvdc%g`ytVN74&|{ ze?P^-uhQZVA@YZ8`9tLVX;k#EHM*K0JuH)+21|E0rmJ<+!|3U{MSWV;3B+Rpz1!RA zMW4aX^F;MDk30JNH-j+B4H5Hv_rqcLhI9GA6?6x_^Ll@aL#OxhoASd;6Q|yW}FKY;~m9Tr! zO>84nH0+^^(O{U)`aD1?A3fFrB#`3M19-{ltPwlSi%48b8JjwD7v?5pLm`DOD9>R(@K`Ok^xi0+Q4xvoytpP$YRa9-@?yT+2?KiUAUylM+Ixg!5j(TU!0LI~ zqt?y}u_Rt|Jvwk;d(Qjq`KGzT3bDPRuJiuv^ee3>%Ra-ID2u^T6~=eLGgrn{MJ`L; z)h%a*+!p@t(u@?L&^LuglQPa8A7#eJi(hwM^0&epbd4y*AT&Ik1r*g`mCFtQsn``^ z#3{Gj7l6Li!)VXc9}3%%&u7Bieq^!zMv*eApD0L<1-psp=+o$t7If#T_*-co!|gq*iF@c9$|ZG7xAw zH|b1{DYE%Lu0oKZI!h0c-qQ(VH`o-$W_}!ngNNqBRUzUoC-G38xQSFe6fGY57Z0_J zs{(=Op#xqH7jJLZP$8OVsb!a*9FhI9Lij0e_P|{n5$;Vcg;+zNfR@iPOWM3-n%+yu zEXWKzFL(Zc|9&|1h@|ng)k18(ZQL36A23hq5{B!n)&P`R(Qwc_&sV=5aLsRrWwzq} z^auma(ATs$#qBYoXY}O|KorT+POjv#%Nc>N{+Oj#R|d?>IUtrOt2-Ay_gyCG5eEgc z95N`fZH~C*S2g?lQ=0*gT#`2qKqBZtA89}#$MG=y$L;WNDJvvAlAb_~gIg?4;`W_| zQtDC}^6Opz095e;gdVjs*@p}0Z&@WM&uiIMhj?U_x{>QIO3<+dOjM$2T`*3>UIIU2 z^*d%go=Gw45)9klZ_9Bir9s?g?DKV)PD|8>9%FK`2mP$=7vG&X_6b+SGPdF&#_1Px z+gZFlKEWf8h}(A&>keFyEpZ3tNt}eTL%%8=owqks_Jyo{A#v}>-51jLjSPMviC@U$ z8&dfvv8!rCCt$Sdx!FTH_9wA>z4~<*r~X!WqFEz?lkKN2ktjK5tL0tcnjim>o9^9> z&p0E;3Ikc72=bm#E7W$UkFInD#-Xm~9Q~Mu%_@h%B_)q^+{sX&^si^vHE3g52N;uN z8nQDS?g^8sc~`e#uyj1tY~{M5HXYP;%+s(c3%`L8CPlJUBsEfJ5HQv}@5TUO6=$T4 z{t4rWV@L@Q3*8zWshCd|6 zpMvBM`SPpS`9m80DWrapT|eiL{V$grSvtwpKS&3&^OskF!P$+;=p3>00L*BPg2T^G zMnXa)Hb-KUif2kI?T%J|P9Ip4x`T?Ij#IR3#~CrC`V8Ft{iy8j6GyJGdX(v1;E@KI611f5N<$B|#Oj&$m`z8J zT0!&) zA?e35q7cQN5u!cv=M;Ls`gL!+euqEcp5Atywbpjb4l6>4diP`u`Qtq(`&U?s@bJ7f zO51nv*b&~oAVu68QU`_U$mw--jW!%^r%OT;KGH~bB)K{+XHZ!CExwdI50>Vh<7jqq z>xUc~nX?{=CcDMpRproFenhxz$3iF`BRwV~E5bu4ez_OckQ%@yixh9UGOd#3f21tM z?6A8Iu06Z;NOoBz0djUL0jp85Je9m|x?gvZu(zVvRe$WER`$>~dnlp3Tqqxwl~;qy zhaKkAJo90-dGqCbn0Q|237=x9@vH&_Q^v|M!w~!wL(f;g9@WIR;#TxZr2-%zt;rVY zc$&1#f(|u8PzPB-`>#h-ADP)f#25KpRYp54_3{k3CH=?FNvP}WQwf>UCHcyxgCw?n zpkDG|AYWb>gzbp)xHM-6AgbepBie~}-b*1=$%rd)5#P2uvVkd2myIoP(d=hX)R6j% zjg5gkn(tms0Ph$q#(_m?{HRaf5Y&{y61u5({?@vV;j)Iyc& z1N?#J$<&xg!JJy?`RdmlF!t@xu%T`+nQrcWCRFc2GH)i+rDJ)ZVM8?yiLTqlIH(KJ z=_z1AS;ZMqgz;wZkG708o#@5}HB8f>;VV2)gIl5GVZ~C8C^{{}eb=lY2%y$bvAn}$ zt?bbwyy^Vtdt{Jd{?Rh?rSRbE_2Q&R!WB~=W#@J@%@gfT?NKft`fG%33muNX7&%}W zm4=npg&~{gB-V@39!2LZ?f>%u81A+L0D_*dTpW=p+&L=oj z-y+4ePi^yh@$0cKe=82zQKtl5b9?IY*=LiWBBHb*7gWxEnxI@OjuV}ueH$E6h;mN) zwIARZY?AG?q%#1+X7|Cl9S4mxnibP!b&P{Pdm9zS7@!y8KG7ui5x3 zd4DJSui_v{5?d2bHvaSN2SWM&DJ}JU3eHkoryqWEtK(dnRb*TK%u*;p6mt9k%bo`E{7z5C2!P@J=pn$;f|Tc?x*3 z3R$Zx&UR_QppY-B@<&aCRAFw}%L!MBLX(z1qaMpX*&-n$_OLdk&!mY1(GpUJ3~4$u zexi04^cdn<*gQF=?y^50-j|~uD5)jm`#5R_V{A&K)Rj&!-k2h9@ZJ?w(ss=e4znaN zj2=#`>%GJ2}}flid{ObTWde;?@E>1*9}Riicp8?v`z= zyM;69&7bvZ<$8C0y*tFd++=UgvsaVayPxgVLX>$M;&T4pG~zO1t}b;2QCV}Uao1^g zIaZjp;6P7FckQict|4T}TA~YD9ir)BO<~!e*^PcdI``8T zz4=Z)Tq@t5mRASNhhOH?UGwV2`Ec&MOVd4c>>jFjPmR2XqTW@1@1fTB)b_h50e(25 zLI-m^jIKVIEnJpSa73T4!Vv|nm!zv9YPr>J;)wDtO{V2Aw=Efy)mwb+c8776=Y%eAtB( z##zt^t4ooHjhJgo&P+|?!%+mzFkJVkVa9yo_M7$!9jb9)kIYw#GwF+5HUlEcJhlrp zEqEnE#>25}VT>0#QT4o^ZdMO-@RpcJfK?Ws_Rg4^b0%ndDYcc^zJpxjIjmei`ct|GN{P;AwsRF~0XHoC<*= zBB;FWdNdw8IJm)-Ux4r?V$eVLW&cy+Y!tP8gL6`K7rN9-oac+!YN_*AB=F638&gK~ z1xK3MH8`$ZAS}el4&}Q-dsXq&cSyh`O+x8xAt_|XgV!1uA`X`DFPRBwX+#{(8(opg ziPMUM3ousfQzEw&HI=bLF%6%VDl{ft-n`T?7wNCNPS{IT?5;xgQZ0L{oV`@h zUMgzn(Jp`g1ogQhj#B-MziTIEKi?A`F|#e2#YzezZr8c%d7@*>2qvzj<$9uBVw8|; z)Hox{Tqmw&AIF{(@0^KlrtV1wpLg!97*rkyAnkyXkDDCfv zQ_2=!J1NhY*>$l#*!-kYwL^TaBdu;XdMJ()q7ShwZh0}CUT`~8BJm#1GVUh4DjLBG z-`4%_Rn8tRc3rz0XJyi&PnGj}^~)udy3B;h7TEc>_|~*gNCsR?dgBPg7nxW!?kx&0 zt@1I0OG_0CTU7Ce45r72X4NS`l$OGVL=xq~R<%zfh`n}2eEVFGBiXVIF9RUQRxeG3 zLrf_Yo9>+1H^=tH$$fKpU!31NNBBW0eiD#heB}fY&*Lb7?(=O%R}YrPSI0dk!UgZa z0K9^-opBNDaNXM>pmyrS{B#QXB&!P`qu{pA`_m8$O`_B}mZaSh0Ouues@NE}h!=@u zvO+Qy{JDdPflPCS>{dgUZvyCQYq_Gf-Q)aOIin^NYgWW<(<<>f@H6&#KQ6ct zw>O6wAS>4HX7lf3^=S$5E(zY%;fmcT);PKRw(x(mJCUd)Gq?eUR(-boaXWdvh}lU| zo+LvI<@4L6u-OisY3hi)91vBuPaF#TvJ&yl6R}u59oxB+#XAMhmv`a2c7{gg( z$O3-&`%&)vabK~*BK5F}+)+%R8EP3+acjv0|0lvIHCLCs!4bF}dlA&xLQ=-8FqX3r7-s9v zN+CT6ZaSx%7#{#d?V0t;k#pT1%;gIZe1n%}$l=0m-M%pAtowWp^)`7aSkaz*9wzVU z%`9ATOZ`(^;zWVJ)>R~CdapQY3<2L$*YrU z>7UEJPD!Xt&zvn0kGx<4$rhwsZqal2E{U^E-;mnKklPHfH1SF2sVn2P0y4y+q=}vhH`q0OF>gm1Z_g-p!cXhv)8sJ+!@TE3**Cs4Yo(rP?HfOf* zWmb1#4!)#4Bjv;`p{v`!q@=S?9OJ0s*M{*;KAM66?_?f<@O5%83*rUPC`?tfh;rO0 z@V%66lsM_Qzz#-`Iq9o^=&>GW!;s8zk}z##;gB#_#(n(<1ST{ly z2}DKRHn-2Dh%+x60*IzMyE3LAE4HN5WmRhxG(TY0^*-!yXG(C#2Bm?NUL5 zke~5)h&W|aXxgAP>DN~@E#N1B&85l(lnz)94bH!^(6H+&I(MLgh<1J|KPZ1+U=2ptyUoY;fMo9 zE^@HiV5g2_=f#8b$40g4;IXX+4fv$2tbV+>p0DD?<*>;m2ShuDAj)9HwFT@-@=LU; zAP5Faq5IZ8bu`fo$znHB8Q>4Km#NeEJN(U=xVi;&e0f z)m@H#BYlgEK4J9GLZd&cU$BI9Lp;iN(=9qJ!(32S$iKA+vt{+_NVgj09n%WS9hp{a z_gx(kwhb1|ZvJG;-n=fFiES*I0d~<)-x0Q&Ui|hgHhOp>D0@LP-@&(F#JwJ=e%Oe@R}vP^~i-S#Z|EQ4^( zvOVX@j}h|CTY@T(0ykr*GWWTY7@F9o$H&opI$>IoSuT(GcZ4y$W`4^T565`8ux*ue z%fnQCJHmtMk3IxIq90MqvB^bWu;-Y;6kUA#^GjdQKE(?q-PlG+ur;wst{8n=-M<-n zV>?E^X6OFQ(fjW67U$)ZvoUuqBh}RtbYrYR{Cs5J& zh2sU>BHj_69d2iBJICjDF|lZFioI);bX>Pd)w&dKvKxwc9qKJ0)~F%ZxnG-Pa4U{# zkt5+4y$cOZA;5%G(8M-7MGLy2{b?W2z-4yqs~1D`BylKpLvD1s>}tqu)1~=a%%?z@FRPV{^Q1 zrH_sGy-hzh^$b8umcyv^wDTwVdhQn7N^#N>VJ38Xvt6F_DC{W6JGiZ@i8E%X0K2W%=_;{aWBZ976C zMALFTK*ED6csVt71%VHZ5t_NqSZ(Jvf|;7MMTpWdIB!lcn)POMth}8m?YB-fOxV)a zPxz0O{a-lO{VAdL?NVZGNhSzUvGP$+vwf^rVKaI;y)Kg2DuDjdETQM4eg<%U37uh& z+;)0@a><7+2oRI-V?IVhY3R);qkA(4HoKMC4gx~GGbZ(9@m;(FzJ5LMEd1BJapBd7Wc@ZCI?)BsapYH36duzm(*4n19sD)JTu2{ z>^^jM^*CD*A78zz-QL5T@8#rowf%dT1U@VU9|nX^yTXTF-BsQ0sfG7Y&b#XD-9`DH z3Vsj0zdywRe-0QH6=w({{yIc5`Cj=4n=5cAX^}rtJvZ zckX&GY5RwGpTtmPx3A%rtQi{sGWTzn{&a-Ve)gT(9+7b*7_1I*kn-cf(mW9nErBP&CCE^ApOE(wF*3iWGCNGHUos>rBXInu*V>ntc7eVWc~`&~|0 z*GShA=dKS)HG30{HEgFSViYVtu*NmQ7k1UB)`6Wt5#!uy9T7BDqSkr7YH3+X0(sC@ zq7Ogd4Um`7QM7Y`tdycAa>f!kHD&&(ET2W98+icXd4e-^>ga>8~1iY&^vY-@N5 zfJWT%DI(AVw8xZQ0JX`2IjIhjB45PitS};RE;08sN7~` zzgz{|V`fw#c3j4{q(z6xs5t+uwa-o2Ic#Te^z6|{an(L}=~C3kKm5cqjM?Ve0SLME zxamm$`Pa8^=VQI%D6QV3hDyyF7&M%L&ShO2Zku|3pw|dP{@V(}0{nz+l`|Y7Y>%rmHb84Pxw}vztm*mV!_8A4qP0eu zkyokb%_ulKl@g(S?`D86Z?a5C>MGjv8m%6*aVXH$gB*}QMuaW*mXyJg z#dbLtJKJ+NMJ}~k)Bx5JI46z zFusW|XYhHfS+=(P3Rq59yk4Vh*EGvDi|ioI=PRO7GG}NI9nLjh9U@2x8t}@V;juwT z9zl1ipH>@jR1$Z%E^^-WbA|Dt2{ET+#Z;x{+5e~(O%HWJ=)U50*CF#%&sCqM*HZyw_%zUv(KOvk?r|`;7>+PW%`&L|!S14@C4)#-$_%+@E|S&E zbZ9M3I2~-T+)}1dOMEcsNjxsb>1F;n(5zOJsFAH$U6hVd&K;Wmg0jD$?=PtQ z6Ip-7;lE(}Ztc&E9Rd@Jt4qG*G%g)Haz8u35Z{qM6>9!~LEwjLg+ z)OmhpsjpYR6wI-%LW_=|2J}E;ppJ1)> zG+(c++IwI3(FE31i_w>I*r4X=d(d~0$RX6F_>E+pgI*@ALVKp7B>%v4|;S{P1F5m^O zf^gdL)1hBy_FhGg_#EVU+cC%XaC3Ti5d(kIJyRIky~5NK-r|^Co3K}g$AoC1f_58g z1pl8!{kvBd-TcIko>lKKuo@p(-{-4ecVmNZg)PaXcS(3i)aoDi0^s5IcaH-E1scU( z>)|dw;y>;)Fl3$UVc$fHG##t+{_VT%&|1Ok3gvAN2hrQr>_>I0hl%9ziZBXxF2)Aj z&JRb~mu1jOk~LdL>Rnl~%8Vv`jD1w@;r|TL@Ea_y^X|z^&YAx?3L9Chp}XhqMQGo< zz6%FnlJyX)dU;JRqqa&_Cj%bzXG(-0n)p`*{fFNEQ=R{+<^NFrzuN>nJO!Rc5)a#n zn@PpP(&BA^aW%`h8f!dkIIgB0|K5<{R)c?gv0bG&$W8|Z%L_VX-}-VxzR&H1@wnK! zw>!g@iSX(=S7cNqvIXHuA4!x=QN~V@OOl_NKe8{Tk)kQVc;9j>2}!_I@XcwHRaCqW zS=gvg=Lip`gbJ^IwtTFGTx?;4sr8c*;nk+4HYZ}6}PDyTb$w7^Xc2N%z%GCiR3@N+w4 z9?=PEf+lj&Z5f8#FqMQLK{~g$>nIBA59(hZ0>t|V@R!6;-;x>2>mX5KM3I**POUb7 zV1_)@gzIVP2$YB))Fy1VynNuP8S%*mI?&co4uB_+M-gp!Agn6S2O$Ymg~<~j#8TRM zH=4DmIVIGIcKA_C&YT_Dv9Eo`tQB#LmZg&9gTPQg`wPnT3W|L|Xy1t2J3{w`=zSo7 zAAsRI&QiP%yN-UzETIYvDlCvZk!9K9iA>K1ST9RbJnVcJ!>$Nh{jF&toTF$gu;y%u zOsyiuUVd31u;3c5aN~SGvf=i~HzjUr(&dO=G{!#%PH|>8kI4`_)umSBzgu$tKO7-Q6^D=Ajd0(9H7UBVtD zYx`umQo-3~?bA!>5e2D4+0wVNK7LZpd!VjElypTRkm;8xTdW+$EyBzroAQI+gVg#L zudk~!*xg3#={a_FD0}#sJ>1V8UTIHl;hPZgL$&y+ar{t3e&{FP#Fih*%vT-f&m*(D zdeLMvl7&}0^fUq9uYTP#?eDN)nz)*%Q3ssnnljlU3`>Ku=x}SMGSxHi9ksx^Ji4oW z7oVPpRK1yCXfQ)NrAPQ7gL>0UeF&^RBLCg6y=fMhi-lJKdv1F4V1 zZ5ZSphAvGYX3Mg^Bw&;_jX3`yvLviNr7B@tvsrA~rvG&}{W%#M?nZr1Ld_ zmx__J<**!A%|#}~Wp|qJ%1qUX1|6PSKes%L7qvtzKa2NsE==!#gI3M?v!cMNcmEvn_ks=VJ{i3p_Y7#ZdTN4J3AUC zMTSeXP$yv&O{}rtk2&lBY^JEK=^n1b_6$$|S~WT=qYlN+^E&lU1;;Ajd(A{0$ZfCY-C76t#5{aU&W=T=s zaM8V_yr@&kZn=()nm`V}RL6V3s3I)3Lg+3VS=Ude=I`dX~Z5cKyCw0xU+f z&_LRO(#`XPQSS{rGukyDCk`fk&1D2<01w#zvI;8nSaV7ziNRP=uPz5BJ3W34>&C;g2TYP5 z4jOTIZ*a|V!U$`5cm(X8D{5NTZA$!cu+z`!W>q)z}U_9I28Ix^RMJr;b zCprIk8non?D@+rOK6}yenw$y<^m-pLwG<>a&V@Ex^aU9m#xh%){djmsS}ma}0Wess z$nhPKBFd{WqDNU)r02KA{hNS}l-<$DkwUus4?d`xzr2dbTSxjvDJ)IHjP{5`-pHt? zMA&HaOmEQ!z-;!hdq zE?NREtfSpyM7-m5Ii%NuLafgN9#UOTWv{0W*h@C-rZV;tCHsqr*-P~7C6ZR`4udd5 z01tK9^X(bb7LU($##Q_(OHOx)!L;J)#l#cqH$-I^B%OMOIfjB14x*ZB5n>x-tr-7PW(g&>&-yJ$giXu!Qs!0W2 zPQ-_!<>X*lquMXRJ8Hln#h@P3IRqt(d>C1=8DYiqcD5cWTUIjq2foy93;(}>3S7sB z-wH3f?5?)YD8i>vKwt-o7)xN3F;Cd`AvYMy2y?q2ev%-*+kGvB25N-6W{hqnwntbP zkl$(k#-5L}tcSBij#@Y@EZ-liD0JdAa-Qs;H``v}L4?c0Pe5W8;ax^i-A06~SFcNB z{m|tvG9cXEK5j9OAq;VUcJH{R73K&P2MfRsY9B}XO}KDPr@J7GF^(0$McrQ?(!?F( z@_`IG-w(h<_G`^zoDoKH!Uwxngn7q>pT69+y*bY_f>1%znfBJOg~+mwa7+PxhMMCJ z*q`biTz=D zzKB~k&7Ib(cfrb%Z1K0^L&7?W!>0C{1{r(?oxj{wuZH#s$7U;nKSFl0nr1~DTsSPA zEDhG04>lB9o1lNTfNUWLj8bTB@y9dDUM1XK@y)cAH63FrGMYp4C{Rk4z7rFH9w1vm z2&Y2}1>y4i%^`>Ct8@)~(!nj#_8Kli1ypz(oTF`MvpXc!wzfdh2)C<4M*>f_%=>|= z+E<55p|J{V!W!}27l+r8js1w;-XWMqMW=5gkEzlb6t<+^%SvMDPViy(-I z=zW76MtA|iboD)`!B|3i%5wBSh|_!pg$_%!9z8_nklN2YQE~%YsnPMsWfug7Po$9bG~8W?mE2P83%I^N2W<#j>cd_o_Tx9!J=&iG%iJ;t)8Cdt&REC@nqzSC)b`PHT zU(_7$>W?qA$fvmEU5oOiUHR6!ylZ3LB?Vo_q{l61uIrBz>dIhvma8{2Kg+RlwzSHj zj@sW}Cki64y4ExL9=;(;SGdte6r~v}lCv%m@6h^7@{e)sG}_Pr;Ja%;s}URVKbHN^ z>6Gae0Tck+s0T*bub)oO7r$JdIg9@4^ECwCB!ZP}j1sa3mv(yIW6TZ~So}bSt zT`H@%FIpksRfe|EB%`LHpEu)UE%KJc1~t+6l1E`_Xq|E%B80;$U9lJFEYpXZwlvZd^FZjeK^!%EhR-f)ZIFR+@vl}mBL=YTxvb9&#>U!sG*`sZ_OVe8;! zNA5tYhod`E~)v>$FM=^`^XGAxBNGg%fp*}uw%2CNgaf-l!Ico>{U-qAyYgjU8L8MYp zs|yKeiTI!q)D;I2=KCcHAdb&|`K_+n;5je8^__%>3#CCK?1mSV< zR=_Fe4mQ=ttPjhv^9dK22~EpsBUoKyeQc%~Q*rv0p30(&OzX&(A0DgYtfz+RSXbO` zX4~ie^oonenP+;bH>DdTCjnW_Ezhf1#xq31!3f)N6sq61W&dBuj9!si-)`GXq9s%u$=G?P9+XrNWuAYvliLBS|&H|?YU zg9!YVTuUmu9tE4!M1htU_J~@(sFVD0R3v0e)m?tA`t(*u-io=?OS2nE~7O!B97AkXjua)Y^$666$~(JJ$Bc z;w%+d)(W?jj~^OzfZQFO(^6=jVVXc+$3J-=8$5Uyb)Ih>3YGHiumWoj*Nn@755|@y zqf9D@4z} z_%sr{xeh)o3LkoO5B0jc)ZJ4T@1df1)!ch1^gZ?bF6w`uLMZc;qPc5Dx@sPK;>t}o9D{V0r&YF`z_oiHOgjq5OJH3 zS9kTJjSO{!8;BXdm@WNH4pyJRu@~yG1H@qbNkosctIZN!JCfL#}Jh$@{GY;=XFHoKg$0?dEa z2K_h*!kV&gg}z?bEW1S1$`oXI(L=~g8x^)IT9mB7N!&efRw8w6Mp%1z>XRc36ex-6 z-{7zH2-_d06$@3ix{6HI(TcJGL|H2i>W}C@#~WeV?jJ9Jh8d}lLY4ug4+ZeS^}8_x zA3VZ0>+s4^d@vdx{Kq?4@=7{WPu{kOrmI@Vta16Gi{lqN@2F^4BDQXt)E34(vP(4Z zseX%YWSJ?FLGdgkGzpHrM$2B17rUMc+b*;6(VyH!ZWQuH1_d19i!9~m1cC`JB}Cb= zamH-S3*!WOzWVi0O8QoOK@>atOA6ITl2K@uP5VXSBXh)u?M-=vs&~jwXVnRod6u&e zx|uU^h(p;$2<;QS4@{gRziD5vWGAR}o4jSP?6q639SaLZ%9Pt_zOG( zzpn{|u~*h~ksc1D{~mFx8GW ztu^v=zt<8TO{4hkm_`tDq>Q%D8G%b{Js)Gg+*PW!+$sIp-?9pott*0yJq3A{uV3ky zyI^}u4mIQ|*!Bz$-qo?P+iMfYmYWWb#q9)gOcU|kMTU}|SdKc5`iS1bk_Z+SWAnuA zQQ7+VPG>c?e3qPcQ@Pf*?uZ~(2nQ&+2r6cCdzV!!2dNX6-bynjW~xT_ZXU;ja-Rj5 zg{vbx$VmO|5LS}Bih!Z@pzf(KroxmGT0inW4}GwI&tlMzF!r0s;2fB2}$JK`S^2Q50|7JUz?&#je0yYQ;E-;s3IBCRuLmO1ACCC^Q7r z#hh-;zx!<;Gcc52fI3f&TzQ|7Vvz1|z=~63`MlZAHzi#@S9p{I#kZXg&qUiK9X;<# zxl^BD1(we(Sg>~gtKMtdo^S3fSCGBcKVdsrNvl_!;n}acW=Z-0=AIrE;?vm%fJ}==?HjUp^9y=+Yy%tQ?or3?l)c-fW(D1T zuWrLllP7f3IT9nqlC>0{08qOr+N{LZb9-C4zail&z+okdK@-#&P zw1v82N2(VHwk7<%MYsd+F^RbQY@4iqRmE+J3wD!O5k@AtbIzIfDK`qmapWkP;wT?}-4VLY-qN-eKeQ zh;N<|N9Wn2F!E8tL$7kyz)Y>NKZb{tD(C2-Jmq>wjgKszzfZr6^uC0y!J2%gvd zgmeWyMg@+}8&Rh`(RnX4-y8jRMGL;rg?~XK-mr@=q~jeSrXdzRp`n|FmTZ{j0o5zg zG0pU~90H@2!@SPlo>mIIFpF0>4ci&85RuRO(_omPxb2^j_cm-ZVOcv77(a&QlPtUZAb@<{ zMwx55BpE5I(EZE_+bZFJ*J}7M@uzbdq_K*rlULXnR^tQY8mP#s#wc=$d&X}^#fqso!xn1NPbKoss2ww`+nlacd)F~%! z|LwER#r!M;a4`C2$W}bQ(8P~;W_02MW!u?<{D}EFju8Gi3}L;7!U0@RDv$4A;$PSO z?@3yc`J3(CU632((?1$*uNS|ZXphQ;`MU&4HJT6)*oVY- z<3;_ANA==eU07OoM%Q2XUoXDci(mHQqcPoKE0d2+Yv;?*kP0JDZTsgZVX^J@p(qu) zY#vu2`{2y3qywDWaAOi?3N;pqo&Gs|RV0_(&*E`UasRU`m=sJkV6Hi?E|nUK0l1x=N+Igs zs#o4xvR23>?>VkMTeLP^g?z!HsX}Pc&ANw=DKYs-j9+j3C4A zBWr=lo4O`UaQl(KfZ(A{h&VUL-plf2>UP382zHY0OIfWs`x|Zjn1NaS#g(I5wsNh< zqpqN{s^*-=i#ftpQ5WyHZCiNxxRTk~hTgqWni1OS8l-m4X>H}l?TI<+lBg0LoQZLB zgzdAz!%FI8mU5i#s3Es&jacTekEI#!q;OHvadp}ZvV3eYjRcFW%Lk_dzWV$$E4&PF7!{}yu*!J9VWd11jT))MBoM$y5 z)K6bA{QDfsf=aPvAYtn_B!c8&w5peE{m6y-M;JK^rmv>j4E+f#ju3^ChJ|IPfqX%9 zIg!ZGB`Y)h&*Y!9LVl>DjJ_)vGeYC%4fBVRI;4^7Ieg5^W+@+OY?@e|q5 zRj4S_3W$yE`X4`$=c`{%JApYH&Kpy%?ca){G3%_zEc0Sg#^KtjGuV|gr2Q?-oQ<-$SDYa|Z@z1B z{Y|^;D)seJ274=sy_CmZN@aItv$ql&4u|qR0q7&^aF45=){jC{GJey>bI+Ncb^z4) zl8}5#>)sC>$o%w(+k(|t5gJDvv|Qo|uBAI4)p9_;gHy*>a=Q;(i#^CtoBVW0+bvW| zPn=DmIcwIgS8_K8Fv?kze_uBr8j!|gt_vvZVAtr?Iz!pqKZmT(^#W~Ku9=)YyySX* z$WZoxt69T?+-9nWYXuYsZUQ^?kPF6tk5&IK#NMyF;&-U+OY2#}uLwG6pOZGfprMqT zv_&Gkwj5C;{MvfFyUJfa#jL?{nj`!O9nSY>%i+Sc675ptu>9SPmTH8X<<>s*fI@II zB^NScE*@(+eMpR=XfdQ>4wV0h0~dLyNsFn;B=1DK{jx5_emldW!6stXpveKjp8okq zW^-)iQ(X$`p^!P`{x_RT*Ei?#h_2O9`h}5VuAVI=ujLVm)&@{8rRk#O z!yY2tk1*Vs?WOst6N-}vYv3x8^6~Sk$UCM4{}KeO3s`_ffuFi=~x|jZ8hSJ6lgfKrw50hICIGCNK8vT zLKLeo@7iuhn(^=n ztfIG(-0YMCt(`k{wOD;Qvc4Q#-;S>@huFKL?8|}n?O1y;xc&49WFVDfJ+{g$`0fvciJ;R^0Y?w*$~MiejR%&B>yQI0Cc2&owqhjdY2Fe#&P6hI^}Y zdY;C#tqx* zR<5L?KUxIHV%TZZTy7YXz%%)MO^UCB<<}hgHMf4vxu0Y4>k$1lbHC3jiQD$w)XJuB z*}M0}8b@fCIDu#sqG86$v0Rg`UJ?N}$Rve65V`@`tx+#N?9j0jA?cTC;3{yP_ zf8h+PMmpe&DJi#l39i)z@8 zpt(M5ry0r_EH?aMoGCi!-|mRpP0ZOBp{?ojJ?VI^U1D(}{q3Jq=)`vsV_D2IYQ^i~ z|0l}6H;LSDSBfpRq}4XH>^px{Wo;>TwK2!R464RXm?9}$#*vk!s!sCQAmKcaWk4&) zT)6l#=HWHMc5F0n)Y`TZDo;RSQ2cF9k1FBtOC>$V_V0(|@jgZvma!}+x((b4j{ON5 z=}Ygn3M|G&=mS_m(YDJMr^v4nNwBJZHz%XjU?FEA+Dh=t`V4}$G!ljiA_+`Y?-?SI zu!}qmG#;%^0exDlTzyy`t}RcGm#ZVp!$0P3HuG?%c`6b=^ows|#}8%Xr;hSNb@?XI z{Lpj0sz0BDXp1k9RG*IQsGhWroA&!vtbZ5xg>wcu5*o%!?QLbct4coyEJg~HJA$54 zvQd1GL(U}wPD-IfvCSo9no*^&tGQfmNM=ks;?hZXg-$CYgV-&)S5g~HGDj&Eo5VAu z0ak_j43B2$Pe)vIrSRZ@qv)P7@Z% zkfQPio`EG-geMQ={1u#(_z+ri69$9m6fu%R&>1&-tv?)&!%O zF5j^AO)O_lQZIdhi_(z^Q7ekittel3>S$4xU;V?bCbaD9h1-_%A z8WAvn96N$gP!jej${+q`O5$ThHYv zw&5h*E%mlrT>-aG=ej>VcC+W+_t+^f z`>LLp`$X>BjrkUwdtX1R#Vl+h{Y^88F!{=e@U|abs;?^t+j`PC{cd7ZkdAHOL|j-a zf=+mVR0{a_jO1q5rOiVu2@ek$sV(V`2juG| zbM+L(x=Lu>^|tQfTn{O)xA50hChTed_%MrnSW8}wC?B?!Pm{}sCFa#Y^Ezw(sYZbH zG3vy&RP_de6{i?^y!hqbGPNOPDR4C0e`Qy|QBnB#B|vF&Kp$bahv->AWQ@|XplDxJ zq`;7$E8KHb#L_pTVz9z54nh<}$!tj|N64w@r(#~BI%kgq+lOLq6?&Z0x$gBoH2-qM zJ`Uu^@qIn)AF07Jk$9vXk0b@NDy*L+Prk+{?U<;Fs6IQ24umx*Q5ebLU_@}5l&I!r zondRlg3D-G>A>BooiONv(Y+2E?Q_Qf|4%IjJVr~7u$5WG>#!nI zt<@x94aC>{V0plWi{ATVgw&NP z5bYYL{C8j4|HLWrLfZcpi5(c12>y2J&lG%jC}2+I?-Y)~n78Z2*mJVK&8dzanTTD0 ztWT)N)SE(dpkhrF!BAaJYS|&e08w-tkC&b$I4%(&f1WVzgP~v#nnh7Rm|@%p(9F@) zU`^t!1F;!>0}!GSTw7c*enTJ5*@AUoe>UrHL4K)WGuZ5FZAV=*HrgH?c1}$pcJa>2 z@d-N>4_aZ_wd(KAj&~Ett6${JSn_2-d9$m$TU)+tFz<2*H|d0z%)(ug;U?d3ReE@d zLfi!;E@Bg(=Rxv7%u5>80rQf~6CKaP^VP4rh~KyC*l}7rA{#+}2av;3+w{-5MTpZM zF+7O<`5?9DN0o0Ch7MdHHY!K)^MEu+h*Qwdbwv4aT1xr|&Ld}BFqQ5rxlADzf_~y_ zhz;3ESJ^IoJ|2B@%l~hRhtbk8`m?8Px@f~VULuU;ZBLuoq5V;=5VkBg1+;%3A402% zxBYpCxZAHvr(w@jZ0^vsNHJl7zcAb&5-a5OF)h4%J6@e2AHI=ym&u1G<=esX>UViJ z$9&2qUd0t3QjAaG#)r(~RTT0eA^8-XyvS3229OKV6_)NL%c>e`(LVmw?^nO>b?&!U zv{nXIK?ISF`V^z+(_|t10Gmhg#oV_f_aDk7+??rW!lKIZ4w`MYQ=@jex$+LO&D8t$ zgl*^Aj?Jr-?_LEC08ZPThHPp1NQ^K83I~j$is&aTn=Y6IA^E@oIM_9^vxRirTF!}2Gf+D<0fJ|4_={I3%qjJ|vz zg)XIE5n&t?C|W8%au_|02;a;c zp56~HtB9ww#LI}{Wn6JLy13h7yi7Ej)0lrbP&+lRx8(fO<8Ru5;xJIGbBd_V1>Wm+ zb!dM7gfQI|XD`_2detf%6V)^1{T5dp8n<8cd{QpLwp6la$~0usj^D|AH@Vr#_K8%i z0s9RkZiG1^!35*>*ObtB?PDNTX?X!|Z9`KQ;<ine= zniGISx3kFs4vqOi@@c>>QQ+QVG6ufSinHnOwv##>ml5o@r#C3_kfs9^IcUUbWdO|U ztA5~yQ(izq@xiQ&u-!PJzNHcs=2YmeSQ-KV+cJVos&ycdNeb7B3$${uk0^2R^d>sw zh*L%U1u(q>QeObpC*Jjnj(ve?U*OvpSoe-`B#yXsaajSfoD!>p)K~O=@X0AGx0*o7 zQmRY>JUBiBs|2-xT%=;`up?+b(v)&T0r*|_iIY)o*H$3gkB^s_@XWr5k-+xs@w({$ z1?XA)D)&=X3Qdzr$=tMWUe*k>FQUCpbz*eegt;VHhUMmB5mbGkVHD5xv_dBCI7kC& zaoB_4^*8Z_PfgL?wu-d`iLE1HCy^2%T?4W{g<^FObB8`SefsuLVfdSB!$aiZr3rD@ zka%fMyfrEwk`^xo3@dbHhsdu=$@`b+y;$k9{M)ZQB7wCy3S!%@WtDPN#Nkn4!cRYpOFCto)=27yKnTmE)D?*8 z8dN*B)tLjBEoZhG3u+5&$uhHj%DaawGyIW@;&!Ch_({0X%BobFQ@|Y}Y)ABr)e88k zo;WSA_?Y!^8NV+2-}=#cdCM8SFG0#|$)wX=d%ybSQZ1+oX2}e1M6=bA&MMbz!AJ)q z5F3OWB-JY6W&7ah%VtgahxC{es=&wXTy8P~gMbzB6C2Jl6^F1OsOH?PgcXKV7+$9yzBA1%^rL-o;qeKuEgbbfl#?^nO>75TT9 z-c1|J65p>!eJ2Y|#C}&OxkPm1-6b_f)aJapW5zbS)A7*-9uc+r&{4PuWPNOtg*J2T z%$0If`an2`QB+T_w9unjuIDY;ju-|K5L4XP0?uong81;Y7xH<`tjHtPQE&39|=tB?1?_50}& zesL7P+mAoJ${)_=&(_DIQF805JX$c%hRvhBb8QAaT1VGL)2E3b{%X?SDa#uLdwfvL z&sRY)4=G=e22$a2o=Li}%N17KODg5GLiC|4!H{H>_`9gx{c?0DLgT~Z$jN%v3mrQ5OL!RU8nBCk25r$6EBcQ~+Uq)aQS z;-cZ68(t-6=Zy^rv+FDz+qa6x>G6i%DsyMVj=Vv_vpgd{5aC@~n9x(a5bipQns-^y zm|=9g9njfXGbBT<>;7MuPF-Y{zQ0@`aL`DS+_?*1OHOH^7s~)@)e!DVqKEIL zsUz-w(e8(goaH0M*s&e^p$b=g`rMHZj(1BHnZ1y38OKnFqG}HRY;<8lO^KQcWEN3K zf5*aT42YHb40VDcOrn((wudsP@sv43ggO24zSpt8YW^EEkvsStwG$SuNmC@rXj>o{ zo$=VwYzpb6W0qylK@3bg@btfoBVN{84*)t}@eX_Vj6L+M9_m*Qt*ocA z)PXlpNyk&lAn*vT`X&LK-F04sc@p;$2hDO z$Pu^9P&VJN?Ai<>($I0yf=!p|2*#{@8ke+*n}j+-=L; zw8PKaEtTdyYL+cGk-}=zc4=wy(Q~W)7=jjAV|4c|wR(5^nD6OwdiO+qSg5`oSMLt3 z4@1|7|Lemp_F=P`C1Il>pvakMe4lvgMN&A8x$W9<^0S(&yO1W|x6U%_ent zT67DocKNI(#7(o7%^t-YHge6ii``o+n*f|N{V6b^RMB>7ML!%wL>j()r=KY60g{JH;VaRJuKi*zakpzftM@87Qk!=^o`M^f)!{@ORBYkt&D3wn? z;fCyvAe`eoC9)*j>MXLC2V>~TrF$~(t~|X5tM9=9d@u%|{K6X<@nI4CuoHfm4_~c{ z@4m(_59Eho^3`7Xic+%iu24m1HRTZkfL2irBpD>}qE;!Wrewptp2q2$5M#^J& zz7MX4(?8#~fqBAo`dW)Dsf74d2gsg1XM+P3id&tvM;sfzw4MH7l_ewr$SSQ*nfzLcJx)lf>`gtk_ORxIx_U1Qot`=!dBP zq27Q-!re^_iGxO+o{HnXtG73)=q4G#PjNBViCY=Fldo8M*8XF!EB~LEx4}ihd{IE< zuB7Js3-(55nuuM&+&+?rM1p81v4kYeFF9!0f6(i~Hp08~Y!P-g0o$Bb8W%M*A#7$y zP6TZW3Kuc=-?YbxStAmZ%cDbCoual}9i=SS4$!(dPL%B}bFlvKyt98o^Bx>K=$=F0 z%I;nGg;_1ywWsr4cMC*w@e)wo3fm{$Ettcgi!}vOJ4GUkH(~;_=ADh~EqAd0j5G8J zb}ssE{IHq3ThiU_>+V)}FI&8uh2Gt6@8-;Rw?f0G5aQ1E4+!fXa)iZzFTTQ@aohP} zBgc>M*_bjIEFSzaB!3!NN`*;qTrzK{ieV(_SY6)cZe_4QuxQjL6s#b$@Gk52=XpSp zcdKg#HR+ejXZM2=eZTr8;8hy>@-*!*X>wl>i`(-j6JT^3*<2lyhIC3-m0V<4a3Ds5 zf>EskDS_4&I4CtBrvwx@=X+3N2K<_=b-I? zRaZW7uCXLG*jcvAfD^ZWTLg4eyKVX;cYvT8-Vg^{ll^gIv7!F1MTLrYNP%G>o-DUr z3fu3CYb^L7Xih1Rk`C;M<4E5Xw#2aa^C^F>{NK6-c&2lT*tH)rJj590)H&~0zwT=1 z-y!*(G&sbYu1`0ikU%&Orq7W*sd6>(3aVS-uy1$maVytXcoz13!U!%5kG60|)q}VY zHBmSUC@J!?lSZ_*Bdm(4Tla5QYN#Bc&Z>>T2dUMyFLm7!G#WlJZQ*>S>kbW1vr*=G zM-bMEk=ES^vK;oLN^s;&na$T7>Q?BVg1lFlE>c_&Py$<~097W;^RKeLFAdALb<8(fF=p0dk#Js%qwmOfq{{?XIglF8b98ciK9VPOB zl-%$q53tG=*n%E135vYiDQM1@v+{?zsRK3KbDD6TE~de?3-vU9_heg~TxQ!KcaEs- z>ztb0k(Q6W7_*+uv!5N4F+PS~bRC=by9RVW5H8dOn$^5tkph@mmfb?efBH3wmaFa|*`9oUYih3tVl2Pr>tlu?fDZAG*g^}N;G;ruU_!B>Of zhaK_VyZB*r{Io^Bnkc`JLU&Zr1A=q~EIr^&FD%ppICX(pJwRDM`s!KA0bIViRi?CY z)Xx6$>ep4J{9C%+*_IOHrXgrz?nk}6Zw7hsei7L`ZkMi|_t$V4M=qQWKUphrdx$-U zF6@4i!k3o1o!X&ZzD3XJF3D~;I=FOFo2$Y{K!Tx7tnX7b;$|a~;5#kv8S&B){dBK4 zIQ}`}%}#in?T2i0J&`0nU{|`uT*r^)ynkmYo`86jtwN7mj3 zvgPw)AOt@kKSm$)blae)3`o*ZwFM$*V#0rTpvA#ScI)mp=wlk zgcc_8OmlR)`Z^jnE3PJw`v?*DwgYTlnqRq69jtR?-&t z;p%wSD~u9HtJ?W%>0!T&f-AFr_ZhR>8G@x#9d6gDwY;@|EQc8GJLUro$9dkpk_rsM z1x%^JOAzy|&u+G<`Jjao+HS0??&4|ualFErP@l0zn)`(38VKL%WD0NVOh?exy3Q;6 zu$b&*o{+g*>Q)_rV~^E~VBj3TmSK9O@vz5wnQ1+&x1L5_S6i=#3E0yz?B*}_(%gLr z^j_tBAL74Hso;mO@KuKRAzFNuIQ~2{8%AmpZTDb2cRo0^_p4v`TJ+nER^Zd?tll{V zgs3#>IcecALO+g4vaVc=;~XlwMi^6{8i3GR|(TW6pOiUbhk_##t=BOTP) z<>hI^Ogw$0s1~a5fM)ZU{^+7gR63rMGQe@MFi9AV*&Rv?OsF0SBL>-fx>rj&MeZWg zVW0!c89fUB5VSZd4pC48Y!8`7OsP2lOMWz^rxONT?xbTdU+sLzP0{MDe|6EydgyB1 zMY!&QT~Bqds}|VP%jed@=|-@|I(V<@x;=P|OQt#LK&&Y>D46=^UkE8>=T)o}Vn&2OLg zqmH^fsm)vXdB2Nx1pD3PC)$rZal5vNO~}7SUcV8y&yYQ`kc;b7+D@@et*EtG6zp+KN}MFYty4Ii{3HRE`X zqzsnch0NxQvpLmPLS(YLP}RX8LXWYXpy~41Z$4;fG;PrP5iWbRdEmUzthnp-!0uDh1kL-y+`5O&cL`*aDG z17aJL;l*6t#)`*A9|K;0LKta%G?pRt4k&!KkfnAO>sHqz%mu%B+XE@ zf-q%?KRr`1S90WaXz)~Y4!w?tXQvg0Wa1LO1X+lh0*?hv(-QyfCOr+?%)oLp7Q z!Sa*c&uv6CmOP+CLTJ9&iPx~|0g<%qK8}cI7&Aq26z4r-ltb>^5x3v#{YEVx+7d(Y zxmW!xH;_lQ_Mfi0Wz8m`NOGWl$n@-{3Ls!hLPRX-MCLKcBm8th)_C1+^FXrHzX?SNQzL<m#3mso;imgq|!Srl&U(9E%Zz~}I13Y;Kv z%T|x1OW}~C(?rfPW-twqg6JYosLNITD1Z(zl{v$y03CT)64mh`8_CN$(!ut3()c3s z1cQ+C?mJ83&8oO@Fdl@B2fgD#26+%it|XHyO5c&EgZ?Jz9X5R#-`kCwvd9lz(8i zc9YutcEL%zbk2#iqBKZaRHsO3ctQ=Z?ucsQk~x)=XVBo@FqBGjbt%vk=nD$v3=&U4 zxMfFba|_`lte}hl|8v(Zhq4i_AznauAVlYBH2}Zk(Y4{fDqBy`NRE*kCc{NcNxK@s zhQju(f*N)G(sPnzp`f#483)vd9pPQXUU8Y(P&>s~eJZ1YS=mcIu5S%yO!g-GjzstE z5qEWzd-%^i-RiF1b`K}Khi~59WbY|#dRIZcN~S&pR$pqY59!v6&g(-I_AViN9vGgs z?7W*`f!4l14pHw{zl0D+hd3+)F7$sWD|Ij=#MC(UAfd4;$h)M*@hGVYv-$2cl3Sev<}z zO9{QDhaO5rFJYsb4AM(9=_RrB&|{*22FIVIAy6FOKdS`El3xKx7vucW>a$)c@U{`3 z&fLF>nVW$M_Tq{e6F!Tal+WdAst zuvTqvmrF72?H!|M`nSuKDlEQ|u<`#r*8D$cW#_K`OY@fXvV>#`fxr~2bP0HlB?}sF zDd!;}(0n@9?(j>v)h^A*Ap`Py-VM-S_yC}6IY+COlzgawrKQX=?h&^QNEjzz#3OkD zUb2wm@{;BPB~f-f-Vi4ChBZo8E5ZXI%%ZnjZqVXeE|IxweEZ5=O>ruXlGPctZ%~7p zM;w(+JO_uei7+t8JaAz}Pb;A~>72M#Oj3&jK4Dd>zGYDkmWMZ>F==)*8VJUy2^g4< z?!;Zb4*=y*X^-aw+A#wiw%LHYsz9( zf&Rcf;=JD$d~>i!!cpnG9R;s&QTW)o*BXzF8V55UDcANWLAxH%2wy6%6Tr@B$Y*9e0b zcw~Ax5bM9ZY6TK`huvG*wo9jGt3aBX7BkYcmEo#=$~%$xj45mv7`%Mq;^z{@1<}zY zD16SMe4*!4(|BC48hWM>K5A$>A=zp9clKT?5OtrBBh6V|A%do63N~YFAfFmbdTdt#}y- zlS%Q}qi@Az(azpcuCdwb+b=2c zay18dzxp_&>SZ~Z71P4UJMx1`Ekw|S=`#8MEMm(nXl zOxv^Pxv>Q*ZSlC}w)rd%d*tLpuXy$LC}O5?KD&pD&Sj4`+Hdi8d(>hbaPZq{zZGZW zi(lFifv3BnIK)u@t*Ay0mw;Ia7-er{+!p=M)6|XzydAl<`T@i!(x0aHt5CD~{gS=m zR!qzJlfVm7cV3u+6SrF$2{KAEw%f-8G8qEph}$w*IVY*D&adb}~}7!kh_Z2v~cy%KmIeBZy&gI{#w2mAO= zR(_M4XHl&pX=tnL{7CEc^#n?Eh3V<76MhxOqQe>L%x1l8Y0RG^-bL1!=lxldU4*4k zpX1`|&lcy=TQ2CLhAg?#JZc}kJXO(ktdc?j#aqda0c zLvufijSOavaACwCS3i_T#(6g-`F68EBtbqpB?HYGxoxH$GcI``1G<*KAg(M&zNA=@ z=0=Aonfc}@d*x2KgkTDVT#oQWb0A9t#r||U@4m^Jyd+SrdMOWem8TZVO}OQu^77Dx zc^X3A-6J1XlUHNPhmGaa^zvbmc{9|!gB8y+L;qRm>kI~vb0&?CFyiw?Ca;xLg_A@m zUlb$+Xh4Vp!67FJ)5wWYssN<`R0J)SYN6sZs+>4W)m#E%-B~y@52s?=J@5TY&uBq# z#up$j*=8ST)(~+Xdhe_OPIi^bt(hZ|vPaBHqLyP19~{Hz9!KobYK0VoV}|ce_aw1T z;w}nfX}Lu^Vx9NN@ng{ZnoB>%*zc+LeM6c|lqEvRkJRjdRQShn=&K*EopVhbNJNaE=s*+PgLUZs0c zg4z%A_q_YhW&ba9M*mdo{C3$&GO^+qrNBeFr$>|6<^o4jKhl?g4_yWW;%`6Ujpt@| z`3BpgT>w(MK}wFm+cTy`GUCuIPQbi%6e_Xsz?(t%H(UN6|GM5~Z7f)vZ0=66FnSCE` zJPhkyY9o;wo$$jO@9L!Y@ZGzc^gSH?UiN=iufT`1;8Py;DyI67UVRF+K4e|5BCrq1 z*r&kkpK7%K0Bm{@srg2o#c~xMFg!A-#f~1$?5>DomD)UFGSJzRqM7eqJc`G7_o$tm zj(3DOnH>IUd%xo-ch!)^_I!*tMtEsfNl!CZ9fBm(@Vv}La!N#Vkn6Enm_Qo!0sPkO z(NPhx(>Gv`Ssq0ztV?~Tgbg5u4tD4y1sU9FCt$n{=T6V?z;G|3Z2Vd81rwda`V*Yy zRCKe~1Y+{$se1Qcy?eFZeO+H3us6ThySMDihxV=jbW;m@DGS|Ih;E8ScXgwO5YkOE z>8h{vzgu51$+I`8L5~+w6DZ_cah&w1sQi(3vIvGQiQ!<8zYI<3a*SRYD`YF4YHdNC z@1hGT4zhmcdTelz5^OGMxyuz2|cK>|TvHjyQLP~r3$J+zj_8CjhgeZ;2dl?^Bp{5O5YdlHY z>c7X@{}+}$S3OI*0~BRrFNGN>N7cp%v|}HG0@*w;4O;3XEO1FEoAJ!LJ&4dr}9qc6I}AdBn_<-}f? z5DVegJk5C_`JTAHD@yQzDZC>PA9%$#y72~uyrRnpcT{BDRH)Sy;I}21V3GS0o=EB3 zcGzL=SCmnfsj;LGAX~CovWGP?`zkR3Qnl^i?|s6WoN4VOt*Hnj--9SiL1=hH`{ydw z`t#JZCeEoq=G0k}Z2CMjj~B7IiZffi3p-7lMm~hmV4^QFF=X1|BSqWawKTZrjz1y_ zS7)k6Mq4=?fSDXDE~J~gx{NX5E(Jsgj%zy~h^Q@6^{a#h3~Cx_BB_j+jL>>rZb2ve z5Iwxhs4$;*+tG-$4`foX$o@q@$3wT5Z*hsnKVf?^)^aCZ`sz8t5WGB$_C}59vIJp@ zr;3%bA0*tlQAjbMB4{Y*QM<{*S*p3W_|jKLT7ATpQ3@;v_VRwdhI6RsY4+(d{DgsO zWp$6-QOAF{{pqB3RkG*FPh&D2hWxs>6(gqe<}{TQF2vB2*ZW1vh!Sd}zi4%7J2$3S zQM$ap$oD%p*HTHqel*VNm@`(wQW~}>AzS-I?MUEU;*%{G@#BZZgfKTPHZ(X&1gVId zciyno@GwC4MF(QRB7-Rr;n~Fenh$)bH)=&?n5}G4yT@r+vPM z{T)!f%juzU?a+2C#l!MQ>=7T5akqI|Xhry{!?p^n@hG2}61NgH`E0%2I%KbHVPzKfZ&dl))42 zY}=qhNvOH}qQ|k~3I!ktVo4xf+S98>iB_w+{mrR#yV$xP=Q5P+Lq0vy%cs&B;Y=9q zYJa;3oL}Yv1lB2h_Uw4_OT1WyxBPQZ>5a?wmJE7H3_TQy?gBNMZKU68hdG68TzVQh`6aJ0;u7|2P8wFGx1-Kd=eE2$+JE=x8p#(yDY_) z!W3ZP71%{Yb*W7zQJ?U_VMLz|*y!Wjmr${nAVpvGBzJ=zHVktVLU)P94E5d8rWJaf zY5C55xBt_J)VAHs5IG2kgKd;(A?)j_vSXbu*l|(NyGI$vKamNUWW~5&v(0uc;LP&T z(cKLNV;YdQMQ3H7%y@k(!nKvQp(o9)S8p@C6U}>8ddpxR>Fz5xek9V@wEK~yUsL*z zdbK)0I-r(@GFCv=Pl5A(l?f<~r~>aCK(`!peFB=PGvw3N#kaT&g7`mgK4G9%qsYb#1#mGgAr|eqoT6hkz!T!f=O#3PfUZ8Xs8! z1j?TQ8e+|%QoUzPotd{45d$SKwL{HA^ErD?y309(9ZP5YhaW`@=n~21iQCsaD%--l zpOGvLcF|8m%<8-!#qQrimeytQNX~!n=U+?XK-j2~p4Du}4eX3T6-^{8|8jF%I*^!#>*2qDo>* zD4veAx`1J>?A@iS<**419vZ@RirYgMe4*>o|4HsZAqZik`ygMDd`3F&7x9i`rzq@( z>V%N4ip~v2AI3ygoU7sWDPaHXb>_9JiTQ$OH=CP2P1}>rTjEMV$M6CD_cKSbeU&~^R3NBXDI^ov!yM>Jd zQ<)?Fa=p8{y_phngG+oUUsQ&Z6)QM^L_suBNl z)&CA_TVg0=^jvvxYzzEg3Z5^1Np9Ibj9zDDe@xC|STb-y!JN)A6}6Y*D7X7 ztHx)6`6x!OrR$^6eU`-hF zjWT!FZIQbDj&Q27wc=cu=O^k>M4v&ocBS}t!4?Y^QAO` zVJp4n35+_zRegJ+^-wCwuaV5wn-QsZq5|?Gqk`twG<^G9TYmSpK&QUQ*eU1>k|LgL zx`crwpLbU!7W&$2$LQ^{s{eQV%}omGo2YF)q+`q_t0evZbJ3@v>uQTk633E}u5@9ypMJ7K+>C%lfS`*NVOyMz zLYO;L716wgF5y@rpfZj%p%XzPMtFgm4`AixPJFd8ei$D=Y?2?Q%1;aCn_u(Y+xelp z^-$@$OL{%^zaDB~7j3b-5ZP0->>_aX;q$Qf@{MNOPS|Ovat58}^&7e%KOMbiK}cExjLoAr_+L{(%#0s0@JAo)A!tQiBVHLZ!c&!#4REBSP@5| zEPEU*)mde>Qfha}E8B>3K5_omAv)RqmrfkCX?J2&La}Q^T!cZVb+rC7zrSsH>8D059*77TmCzT&g--H4)k$OQsgh-wjm!xTe@Hi66!i-)ih1(dS0? zLO4TtCX7o^mz|tE&U+jMlzJ z#j!o35(Ib(t0rNL?WRwv-H{ZPL4&36?PF+z1h7P@Z9{ZakMxp2e@(Ys2+e!KqfZ(u zvRCK<*ngP~J*|muK1O%XqlZD#!%pety>v5bdaHClG`$}R;8(ryySVsMiTo~Ge$_a? zDx&{*_Hc-b#6?nqc)N&)$Ft}4>eu}qe!FYZcD?Z|oWaKe3IxD#=L}#o9)_zv`5y{n z4<6xW56tp+w-V~^h=d`H;bE)KW9@ZX$w&}MC;c#Uiu$I_-Ane2qgTpgb)v&2o%CS1 z3B+$3S(hC~X)*GUIJ52HN#+@Ln&x!mxNR+<+dx7+VlseATFROFMa^*Vw-Lr9MXpZh zKI9Wc9L5{!eddsoD}pXk4$GvfdXe;!>3(W@U-Z8pTH#M+@v9E`L$&;&asG7YdU$y~ zoWHIcHN%NGgGNWc^FbJNr{<~^mu08ui_)W<#b+Mh6S8P5er+6 zzFgy9p;A<%b%|_OQiqb~V2|KSsFyp`Sp+Z?U>)&%S*nst+9Qk=bfP0kCUKThKExTM z2AD=j(Z{aUIPFQh`JuIf$keBs*-0ptYp`^cz8+@|*t|cPM)U<~qT*!i?M#jU-$cm- zbCY7rkPP#O>LGNwI;EE2_0yrXnjj7D#3sZy&)dP(=hJ2{`$J^Pfb2hQ_PGwN<<(}t zx8+}L{8!umH70nE74Bn**Vy9T>m_cNFu9yfL5X(6GFU7+SLv~979B=XKBSMT;%HjO zEevH(Urx5&rr<1*u8g5oNsoKQu|!sFkH_|fhHaFmMNRTLP`I^<=g|whuKM54pd=7A zc$%hD2G8mKIfGuWe%*(U-#%r8IpVwX3irva(HQNWB~cCs;(|@Y=uJ^FZx_)4;8;AD zquCKhP1#eeQ@7+;h`!edWBcxITO7#_SCCyCsf3auxJ*7gTawK46R7a|h;Sppa5Jmp zh_+pZXM{n<@UoKd_Qz3 z=l1KA&<*Gjy|_2&Ghi>s8br(Jyj#Zb?sBz4@s6);1z*=k+x{Q@F1MHKZg5D3a;_f0 zs;*ISnK?cfx>H4al$mgkf<#i(Qq|%_v1B%%oBJ5@K1RZi0rGX+{1{F@N7;|T_hU?c z8LEH8dTa8Ls3m)Os55~5;1TP6zWOD#7EHu?D8|~8l!OT#5-6-L?jotvqXlDWSYl{^ z^+!G+DHM{H6pSQy3m5am8<^=PQsh2RVB)qYrJYQkg;|>0(;|DJrm>tV5ENSxXMwRJ zkwUOvd;IR%`WK7Wmm}=MK=x`k`*Np!yV<_nZ(nY?b*UmzxkPWIov*VnCJpu49LiG? zY_i&S#;8-@3*HHMSOU5~1yJXhOcO0YoL0hDv_34j8|O zNK8~01IFO2oVcZ{JEV_$?sJ~CkQWFWX$to!ds$L=P0A1&O|%_D0E?r_BYhz$A}@dX zhJ5ib*C39AK!_a`;L2!tP|V8iorD7>X;5 zq8~lBZW7Z75YKuqfLtY(j4tp7Ekyf{F*oo~6nK`Rps~6~p@~-U-Ef7`=DegXm-N=! zL#YiU<&-}e)F5bx;X012(b6BwJ2Fk+sxsx#CxF{19<>q%{ZGC^vaKwl6y8-GZ_Kon z*)2JGa-YPmi5*J*K?d-R@7yohc3vvg7%!KkxXA#J#jFln9kDwO*}>(vmHFE zS#Q7Df79KeeMy7|sa$WxZu3+4Sc+hZqAp*M|MF!bt z6o`zfQ^Ft(f{{Lf*}C5^&ac6##XTT%(~rF@+kc|OdlR+&mauDL8s_0vLm(L$SY~S) z0B{uVBLizoKl@x@_OLA?%Vm2B-ti71hqNEj4|V3@4jM4!2n0$eB(@ZG3`p4_9)d!=ljA^^6FzTgm##2q!JGyO1y!r(`6@(vp!#8o_hm!GA_xPcbeAQHbC@^33nt$-rC}C2X^PsEp?+EfAJoW3< zuLmCaTXCz`_s?CTu7Zf8CW1xHR#kP6%(85HM%FC9@p#Ni* zw9(TW5uZ5=TEekx3)V9g6z?QK;O0trJhzB*S6uQEx{HHLtFmu|`M}{~GuBUhyVfqa zU5MVEmQ|${61R}*-)?~h=OmQ9V3xdJU-9`sPC8Ga!;wb`{I9&55S{G;pM;Mqzz$4c zV|uW$af&#J;qYk#z~rBgu>&K=EbW5|M#xjF3*p~ZZh<16TIw-+gPIe6mP4`u#E^su zefbsf(vu`U5CJKn+s4ITEyi7(j$~jFZ*)S#_eA#D5r2Wf@8Iz_*!+P_zeCwy(Dye~ z{spbSLGeGxn*{qq4S6;(KqiQO9_Y>U)h`iy!4kR=J6bRz^zfW-Jb9rX+7^9yu^Ti5 zEMpo1c3AXd{hrVm6~)s2L<>}j?Ca_7LNsJ#Q6ju>OcPDB$ByY9@0(u^sS_3R9%1{7 zVqVf<-J#Tc#a8?Ui1C1JJU|{-NXP>~@)b94VyBQ$1!qXMKh;qJWIV)5|LrW|i5U$DJ%!qwPSO5k$y~xKVPEwGtdRdZI zLHkZaUVy}i+b|4tWg?ujG|mXuqm+7C*Z+qAH;d2%EEk@LhPdw!0q*hY*HsY=hIJQ{ zHA%J$O_z{8gWfH3OcLx=ean|7Dr{K2dzTc#m^vUju7a?_s%y9s-N0^yDB}_KgPrZ3 zBvz=jvYKp&=q)PfQI&gb{){57_F|4j>St#} z3=JQ&@HdJ4N;!WJ)Sq2`zChx$=gzQ zuQ=rAd}1SJP~>gTSHB*fX5Wg#K#~?Z4_OY=8&N*(tmBCjyQrQbsU%Q`H8RPtt#3(6xO*)5>L(s96*Hpa~KXJ zfpB5*l@@!=7X8a};Jsx<=TUSjTn8Pt;5=dbjG9BQokZq*8BQfnY3;O&pQ^pYP7hCG zDzb$w;;FbQ3pwiU-j320D_c5lq)8Pr>$$@AudC;-xZyc&L%h{;-0mx4U;W&{p7Qc+ z4x2(>*J8ygw(7xWK(-w;%{a9l**nk)ld+7`1pM+NibGYlK`ZS@M{fk*03abzRGlz3z6gm zn8;)&t|i}!0}U7ogAw#wCwbMZA_xy)bmex$r`-Svz_8ti1+3symJjQ5aN2w*%l zJu{UD@CvLrLs>gm(hAd%9Fi0aWx;v6B}ZDTt}{ksmd(?Y$q!RlM>CF_*l#LMQM=Dn zk3+2cxUB8-J(>2|W-fjR+DGGv`7!8eZoyJyoW0Kbnd|!;*KX4CJ_kcav@YDkqtnOr7(jhhuoqf{u=OJ=fRKZ@oU(8A5Fgp*|)j(YfSzaFiP?mO)kZ)3)PtRBBEATU1kB4U!?I(?U8u?a5o z-00Fc!%22A5_k_iu7*=qm+2voXr-SK7j3%uukZ(!%Z>w{gtR{hz_qaukLKP!X&5L!SNe--cEG|&iLz*x}>0~k%5qo(=2 zWw6{LZ0VBtOR|kD$t{4Iem&C1@28!l=Mjm_v%I?gi+UE;tke1;O27W9NVKsF!Tt+wbw_K*}`)S^VlTZTyadaYY;v}m z<*(A(4^GxYZ7|Sw_nx^n!h+3HVpM zt5E_R$gWIRPXudAe*&dQ%Cm+2#MdeXzKNMV>5tX|3_hPF6f`0`f-|g~ec+NefZ>Ou zyitZx8YGHpXyub~(>aQiYHRi+gHmmHEvuK-Xo%mSG z!AncdKR$h?{FeeO(~SXkDM!3np240hQtk&qfSkA*6q;|W=>$})!3xrU-62^S;B~}r zmSInev6m&;+rjK*c=j?#yBnA@?VZOl~#p3&b$2I<86mO!a~ZVRm(sH|{AN1*xO zL7l5$1|azVSaYFINp*t9o`uf>N(rFS+JWNhKD|Yw+RR9bRu{qeDv%g z!6;I2$F3|YT4OvpUZL(bU>rs9`I zG8{GH1LXR2FFR0^=lzI)=<@~jp8dQZ8!)ON-S!onqr^^MdT}qiZD(pa-yd96^NtB# zsh;X_9hTr=>X`H>e7KtEF|upX*MZ1TB5svF0w0(93>hr4pz~+vFEIZ2GjH+hAL^}jt&y((j~EU&sGFWMM~O80*C>ps2w_9;xxvZov1||QrC!YX&>XKqLc;3-X7-z$GM62lX~%b zlUjYAn{}TYzb4I(!Ss8M{hE8<=j5-s`g;z48QcHwY`QDJ`P-q)2!ji5oEWhl%(A7_ zZtZM|OYkYTd^)FdpTNX_Aj{~|c5&?Npz_+J;@qAz1J;S?R{$lp&Jz>j8aAFl|W;lkpvfJ4ra1LMt z6Mn+@B07EVY^6j;o!z;96KLR$Fe=>+0a~T`S*Xuw@>kbYow=V6K_}R0X;v{f@{I3? zn}L&}Sc3b6Dc0I>IC*hP0L z07ULdHNq=RAa$!-bKpW(#HjQ_Z*AwSdj2{*$}cmTH}&yQ1HWVCW}2X{GAj z_;HQnJ(G)=%M$3H4trq((lTG>G81!AL{k)|~>sDJz z=9g5%97Yqmru`U9YXY$sqfvo-YYA*4wCJJ3h4rGYy@!$Vm=dqB8xv+%8hfx2N~VIL z>%k?`St{3O5t3mGV;`WGq|{Zu4;8CyvB>6h0Z-_dAkb^8m;wn$L_vB4;P`E z<zk@IJaaB|UtVt}aaHq3L*C>G?>=x6$+gQWX!)`_(UXaL^emXNCo~PB=C) z=jt9?v?FN4{PK7w{Xyo>Zl^QnG)x7#I4BrOi^2POWZOmml@$l{WdE@ zqC*5=yK9z`Xo#e!|0Zy-0ybB+R+dLOGVEaq@fQb)m*K?SpyJ_Y@wUHs*=5}AHQsg{ zcAb2bXZtvf-DBoLB26<$y@eLtKd_jK`M!xx(xwayq&+TI%$FGUE2;_;36)js#!YWfrt?Cd5{gl%71YOG0;BCNb= z)vPM)gyyB8al}%?*RuE$tSK-O#BKkm@i`!3m7$3w-O7A0o8J|4FuZqxvc zKytqm|8wF0_DHQQTu$j4ttZj+>*+|pUj=7?|5gA5m;lPV2b=+Ne6?%-3+mMhF$WIN z-Iwf*`YjH0m8olS<3Su;_6V5>RADkFm;3zWuu>u}%Vv+aCSHxlHxr6@66W#TYwm5< zd?}$=Kh8ATo?b@ET4H=ogg4cnhc{A&XJ%fUK&aueRSG_HVP;NZ+45~hP)41 zVOCw`_Tl_i*_{bI(LYRMOxv4J%-fO5>Kd4l(QDn!l0WemLgI?3cp)(Ug4nntJYI;9 z7lPygIJwX1iQ8r3*&?23-j0Z;DM>DFiT&Boi)7_AOep=%W{3$9w_}Jdv|GgGcHRz` zZ~t=B!QEng0JU70KWY6P*atd6w#vd-sJejOe~(4~n_j5>ISo1oa(+h>^mt*vU$qme zi;N(dYzFYCAF3ZsE5`QJ9NL|8c}YQhA!d>l2aD!yeYISg1dd=!hch(rKS9*xCqs`_ zJEYXDq)|;g9TPp`uwAC>k=n`Nr&FiqX`-yt%yElG;&9C*j4XU)F76UaoRdoLCvhCj zPcvlI?dgyVC5i+Z3VPhO*QC#3gxUO

YSmh{Cqs0*MV=3-B`Ek{{SSLm>{Z7{~xf zMoYIGqTMw`W&@C&Z=Y`ER@4?+;=@)c08HP3`5aps^v!`j$|vr8AGlXrpATrioUcz+ zqR$^pKhD)B-_^pVhcrmH<7%RvsISR84nIWAuC|9?HQ1KxTzz}!>5Ovm?JD`HrOx4& zlbH~%E8rdU*cOB>*9>j+8X}Hgoou|tLd%~uf*Qeatyw;@o`trtP;*gPXo%hxR4=d; zS2iUl@{UtiX)Z5Tuo6t}cEoD}$Ex_|d)A2mx$b{^qN-Ow4Ju8IXQrJA&-+z0cq>>% zzkT3aDDtJj+tj=TGzheo7NDz|%F<8GVQ{;p1qj+vmlDY5evIWZm%@NHl$LZun52xO zjyenDLS1+}lT$jPtk8k{`WEH`HNyC6NK!Uy8d4&>yl+i-uHDN~g0(%vRd@lcv{093 z4%hvlZ$%fxxp&O%c9Tm0`v=I+^Et@cHoxu&5_x9M(93d13FwOL6+c!sPgS=S+5_;P zh}&~rT|PIFupedNtAy}VaQLoI{L(Xi$REGdlHcmeS25yV+dhWNx zFg@N+z00z(hhDo1`(yFa!Yw*rH3_-Dg3PPchZtb>y^jOztiA#~!&j^N7iYEF3evEz zN&_aOmaeP*x5fi~D%qw1Qb50qHrMGpyj~>T3u^<8Z8~&`w3c*FIo|Sc2lnI%6X3`0 z`4v-+XsZyHcUbre+UXkEVV6j54*x@_&n@B;l~9il2>G9LI}J?%lIBV!Ox`p@6hwe- zac-fF)ATs`=YZ$hqn$i6t9j2rZuN087ZO-~2!&c*^OL%)V_ImR5T$vWr~R$ewvQ0N zX>utps!IeYsh>ou?BZFVw5Urz$tT^(>Q$Rvrnx?d%6qPQPiC9z@q6|=GN@$Ex?v-&ig%V@k2vxnO3aJwxXXFJtvE?_N{P0I zEG_6mt73MnzkLkN*}d}6z?5+Z#2Js@mi=$z9rXWxX&Sgi=5Bn;kLu3z)h{oWlUny$ z@q-;uEeY;r@;q3B1K&I4b;iVK~EtfD3v2M3FMGLx?Uf%4ElPbL>W< zL7zBf*QRxsQM-AKFn-8UK#L#&SYzwo<@}~jJ$Y77R@R-u_27Hm*kKPY*^_woV5t=V zbo$ndr+dd=wDQSHdqi~*Iy`hV%VzB0qeq?t%1_jO6%WT&d#%JZLbV3}LkQ>}(^e=z zdNSdN@AYv>We&V^-0~E_pud>N!m4OtB5ON?qf0agkhOv0u5|fdxTo3&#pc@K2S(i1 z#q9BZOaH@k7X1rkCL`Xu3zD-m!PJ+C_x9=I*o7VEdyeWd^!FwHFFfWiYSG`WnVcA% zxnXtvO<_5K%<)eA48KhacbdG#wM9}$7)!km5HJH682HC0oH3t!VS{Tse&CbC!IeFr zqI(y!Yi_qSTe6$rXfbux&~EmyJqq(PFl5k`Kx=-svl zmQeDhGM3-F(!*X(6uwgHp>I(?X6=az!*#O9AtNSfCNSXEh^L=c^0g-`$9G8VYUc|L zbH3liHN1I)eg#<|3Bw7IP!iAqHq$W&=qtP2$8;o(u9O#-G>tLVTM-67=S|~`N9hsg zwv14vHOBr$d#@v~8wr7^_pCRkvlie8B2jKABeD>}lI#>SYzs;ZI@+QHTOS z_GJzH11L*_%_zae6NWBcMSa8+qaGqBO{FIH!>Jn+VY`yZMu>Y$X`%3gP5a>9KA5@> zUhj(pd}Rzj_{9%4@{QlAR*7vxsE^VF-G@!v)Y}0W0Wzu{YAf#CBEK(DT*f%>PIR{2 zuo8c+66?$!ZqNzbN87v0S$@5!cwjBSTWt}x%Oh7$q+qwp20j4pKfKf=8*F<}v!kl3 z?A;G9_4Vr4og4YBFq5?)WLm1ReItjFOv`=chI6dHa;ffGYP7Zx(wuhFXF5>?t@FXhGzjy8ohL-^2&S z;3_cFseT2?kh0=`nh09)B@?X>`>0v1*W2Q!$U5@=YC}2280Kr^HuY||{u0C`)SQWv>__0?$@ITOZy9lOzqZL+>q7pJD=cZkY9hQ!mQm|B;t1+_) z+Ox(iU$!{yL^}hON>o$&&_LS^>?Y9};zjVE?cbx3MNeTmt{qc7rsj?4s6jNqm@m~z z@&H9UdDDSQ+=aK(C)j!|9vyhgb^i*b&iI67rRdf#OW-T?#j4v0C>2$wc6k(88JB`n zbyGYF*1!eF+8O^zFQif*OE#{1_wNoikv>VQp0t8|t`V(NCN0F|v<%TW=*flLtlG`z zm*H>c_zpUR{%wUy1AR^uVrYr$IJ@h^0p73YlG`Tec$td5Vd&1?)#z@zb$5lkiyGct zIq#{mcUR=QsrOx#{{D9Y!hM(Hcp>9b_Xcph6T1FWm?uHIP~;IO4pJeue>?pGy#Z!y zt?d|od%Sn-(HO)m5e+yOphWs+iHH%EjCcuhdGjd!aWMoKB(LaUf*&Pq@HlcD!6@KI zFLpNKrMVje;cAPTCJmGv4BXG#2OTp1s~JhJ6>)nUd<#W>EZo;XuP4-RoNQtFOKS(! zUbDpBbxyHn&-;7VOk93z)gP7@2woqv8k0^ z2u;KsaSDdvSTLPY<3;z+vo=OTj*^jhuiCQC#wjy?Z`Do9?%Ry( zR6TLD1blfgc=TZ@<^Tmh1jQ#tzvpWrtT#PwXQ?0l#H$;=x%f(Vw7D)rmWjGQJt;^` zSghKA$Fj5s&#QFeR!w*30HxyXUv3H_vfH1js}WyE&@woqb) zAONzRkW?f&6AQ;m@ad!*sP*M6D9jskj(x=n^%Kwb4U~3M+(!Axg2j_kmrN=|%lTc| z0ol+H#Wf3s+UvUioq@pch&@T-C#=@B^T(Xz`6@G?thAv><;_lffZ>dMqQPMcY{N=tJc08Mm;?6n z)an^eSW2r&Pg0G%&veOd`zqd$wXHEkOBt19VYQMgZKU&d>Gj0WBA=$vb4c|bYTbum zuc6s%$o3k_y@z<$ncsa@qFFC=LS14IwBDC(+DJ%&Ni&f5I-kN<*4QwC_H7WL9ViIjP$!|LyVNV5g{Q8apJl zhmLN@UtayX+e&>ObEV>vuuwUC)w&bYPNKrt1JJx$m2J}o%}3Zyi+S9ffTI-W)8x9w zkLQXT1gQ>lVL`VOS}=*{c7R)pu+@Fi2WG;u&W8ZWfNu9I1~2*8&{P!Gq>&5BA%buO zio*5~hdVQR^O@13$T#SUACDpEta`JROriN!U}(q_NZgSfqrD=MSaRA7cIE4YCvJ3N znoP$!{r5H`de|2|%#I$`NKYfBtL@Umr0HSl^fd8$SbjYW!mf5=cki*MQQ5=R>}rB` zwM_dsGLGf|H`tJl%aOoUSTa6ewTA{&t)1uD9RM+q;hCAxtZR0gzlH#xmgKA?obKvO zHn#&qKh;;P%}ouFL-Xe8l(h{-jHHy9Xpe|tyA(#HhE>s3j(7r~v~-b!Q{h)<2!tcYof%^SFyILHdz`Ml zZ13*2TwPZEZ%0t+ zuA@_w3?mp`*%spndcOK~)nos5O>#T^nw!g_RsK;h$H>baYIhqSx$~rynJB%mqnVCX z&v0W{$)HD=3UDc0DO`@Np522z!VpXwxX<(EJ(X){bXUWWDXTvty3qn- zm_E*d2qXBrX_ohhT1MIYFK#?VPZ-443~~89;_#3%2Zb1Lg)0GfZXLhF zp{cZ^1p4PQt|pRC%gLKT<-^YMWq$dv%6uAYUTrv^;`a}!{D-jqRfhi|+W%7cf7k(B z%>!;u1D_{m+tbQ3!2`*ENComh3*N7O-SdcV_xCGXl0ij;C2#8E23Wv;DV(kPInIFv zl@EV6;@n6pAxpp zGarR4{<|m)dU73YC3|9KRv5jW^JZJ8S>}HHQvZmW9-Xj+oZ6FB+mqaHfuU)KyIDA-#1M>Uzj}JvG3tf?;=cv4<4d%R%yCH~BE9 zygON5Z7&}tnNLg2hXLm$JO1Db@|H0vKx{o3jpXBub>6RjeU;^SkKuY@OyML_06t(! z6$()=W(1D5l8BH>9|qP8HzN%0CDgkR6>!KF{cH__7K2DjK}Lk9{N@)^)*6~P3$Y?G zI{(MN!QbohGZw6kCNlP0V#*6O0_W3zoW<6-iF*!ZI-O5PPIb4_44)sVTC{+Mh zx#d((Q3+S}!>XZsD2{S#sBF3;L7)Piu${n|J+J`U5zOKK(pcF-f`Dp>C^9x#QBq|` zF3K5bc1M#4m(e3U7++JhEQC(SyZkIh##b=?+EaSamS!tBHIT{Yh zpYfwcnN~8mTnN1`J71^X3k=D3k0c%=3!S8V?;Th)m}rxSpD-HOHNy1!0A5j(yQlzB zyRsBq8q|(MM9*yf+b5sp|FL#vNp9>+mVVDwXa#MUhdtfg|7-bo+`*K!0KNRGwz9tE zq?lv`0`TDsQibxUB+gt!VYs=LnpVJt^s5^M+m5g;sNw^<0h#zfsWQ6gj+9#>i2nD2 zQmNrq)HxMea>Y3!kZ@jZ1qFC#pFe2_GMf#>RBwSIRyPc2qsEmb^fh#yx)fN2w=3s+ zlWNGFboz?+Suje5sL(r2zIa~!&}6vEH{6vTUaAmx1&NE;#9f!-Az^V*yZAw?F+WTH z&!t6xqmBG?sJveMlCcHDt0cq`W1}HpH0G0Cqv_>zMdzxqQ+Lf-*nJ>cjR;S5rW}aW zx1*HVHf?iR3NthGp$zhn60uv744>z{cH%K(loq&;@YxpXkj)=EjvW%-oWJiD&%Ncb z6TP;r#~ydx5g+^KYqNdq%*^}sUMpjRW4xsCA^g<>Qk&1lToHfPbyjaYes)fd#DnEC z&yH%v5&$7V$(9#ogfqspTfj4J$&Sl!j~L@yX8YW<6Gl8*mK1ce+qqYE&=yC_67@QeoGu`SyGzLm!c0E3Kz>5)*7vW!Q>B z%RV`UEdj{9GMdR@p|iCk(ni7B<`5zZcp}@X+^Lq9ailTmCsmFJ{AX;@g#|0a#RRq* z@14OkL1ElmM_3EzoE?%)xB((jT~dI%j|iicJ@oEMnZ6^uvs{)bZlFkc9)qHpR0>Iq zX#?&EGf0ash#l(*+h5VI1aQ@MKH=#U&n5hB3X!d=qpUsz(u!&%2CnsdktK5N5}q-3 z71;w-_o_XcHo-b4nHa9}bhmq4zO5!YcxRT_2h5GcSH*(T|+_lA-?#XT^&S&9}5z5`r>{)}RbaZ$`jA!IE|gKRzZ# z$&&)eavxti`!6J5{X7n=GWs!tS%-@Tt#zy!f%n($`9=!%Wflc?IM_ZhqB>!<4MiQm zODDQnjn)yr%>QB#w9uk$HNq8NkR0KT&X)`A0NjcwLIFoAX}F+?EC=n`cI?+42n9qK z6&lyb$+)ub2t&M`+53AfYUPI;*yvj&M%@j>p7!25LpFWg9&0?ky zZnQ-b^Iq5N!vzlEMto!aR%#U31)N3!V4h{X+`?nILZfXiev6rKZJ@4Uosxp@futRd z&MxkWxTrrnORxl4F^{aw%qI!#_haXP@8;rSHCY>bs?`CuNPYO1=djDYxGKw$d$yH=>c0qfow_jStIUPR}WosI3dUYxj#oM1ud z7g+gTKUa-SWV)NgNMR$&RkoE_+;Gtz*Wku3T`XY^P#6GAIL=*kkcnnuukUknS&0tKUMEnzg&$1F)mlBm~~f;It%VW zWe7JW2F*Ca3W%_279x@bbjKX=4Qv%cInZ;Ql8Lh_>=q%cP!SHR9F(S3k?B4)7*dvt;*wAZ}}f z{)qbGuo%zXTFtrQ@?fYVpE$i7CezqK*avy;#g15|2S?nNeW=tTcWi4P>{vz1+Fkfq zJP7V`Q{dwC7NEc`-S3`!5n966&RVnFUjhyopyH8p;(3UtTBUcN+ecW1MAU^+5XPHm!BW@JL4Pb%X+nV_{_EY3JSiaLgg1 z+4`ftn1F#JT$}n9+s!LlM3LF-if;TlPT0~bjssXVIp#mG+PiT5TP7dA_64WgwAr0z zJz{GF?nRdj#Z{ORmGy{tYnl)c$6GC*IFD>{0Te)3;|Q7*&@kQg zQaJWT#Nk1gkYmB0b4PqHtcP8Gr}g0dg2;u^U#0evyW37ly=AZ^E8N3&2L$sLVV+Ce z+DGXHq}FsD8GBT`CPKhxh8zudb>#ffmqF#x1$=-wpSKUTJXc7vBd+C-OwCo<=P3kq zl?{5S482r|UMfa!)uX#g(p_IhRJtjE45p$rHd#(zatB`=ISrSma6*HgC-F-M@&~cV zz=u{}WX<+~Pu!Mo^4!O=vq0&RQ>-m*96DM(CaI(#U9cEG>_VUWvflp*wXNcqQhgdT zing=wuhl#^(S!vKu(BhvdD}U<_-YMtlk8DTX`p=oETg5XXs47WB^4H`I`N*asAZ9i z9#F~5uAD&&6?%~VS`HU++O3Uxhal@lHK<6kuo*#8S(>5FrTE-p<@4{oZK7x+0n(?I zDXTk0L;8*1P$EBNhTEm?A$8DzvZ+yw0vHpbTD8z++PVC4QOIe#V5p0ag7f7V*w0@t z@)eEdSv9K}B8%x+rf0pFj7YsAu<^94F(hvx=siY!SFBdM-fJmgY7tG2&X5p8cQYS( zX>rS7R++*6nZo z0(NYeHt4@P)26~~iGIQJRd_g}zV%>x(Ndb?;qWdFZSi3?C>)YOx*1hEy2L>Td$&4E zU0(Iel$(j`L=v}sW-gD@YVr)7Moe?rBT#l${H+tW-5!cNsJxP#os&t9u^3Pk=P(~t zXSkTnKOI)oF}uM06T24w6nHwG|I=`?bcUTt-^Oxj=VV}hSm;>jSIxl35eMSr*JhJH z?+6RM7)-dn+`5?fB+GZkTiwxN#Z?MQxs(2e?XX@OWyu{T5w@p{<$d^*wSpuSHA2qg z{Mm+Pcrdf;X#?}^`TAiW1KsxgT04tncm*e@L5qucW=B;R`4QKbkxQxOxT1j7e15Hj z0ab!>Eceit;MUraUbnm7*pWKYSqkv7i(4koU4E8G2j4t{qBH{FU~w4$xxrAOd^(?> zFr4!E22$E$2_oJMP*&bf^=D~zA#45W_ZkBU^myTtIztR&upZ$**8R@`gR{55W|$Yt zv=`&oLnL^=`Xw)|U6UB-pyAk$-2DyZRoOMDF+0*cZf;f}&*PppG%xy3zF~MRvF0=5 zs}v(HOrGqZlt!=vl0Lp<+a4DVX?mhHMkZ4##j-uk(k|ZZ*qb3P+uT>S!c6&_1o7V_ zi|+!*FFEA9eDX_f`7O`Rj6dx{ipv8R1gJQ{o zwQ=iSQMcn-E^2pooJ%=+G4K@8(H-s=+(-Rfdi$FzjPcOfoN)tRwtKC~qnmYuU_?C& z1m4;5IBt&7{J?N-xR)F1EjbiSS!i}GQyALS95#KBaG8qu=ZrD;30Fa0H5kC$w?#Ok zVw@FcFK~w7b=ChiHZ2HFflid*gRV^fU_9Tieo6ET&39WHs4sNMbbTvKT0y}L9NQHx z3*G6K7<4dUn{s#ZFv%4KH!HJ*Nv;z_m<9SMEtJ$XxNOMEfXPaJEEAoeZK?!eHVz63 zS57jVaJPIAgCKgJBL8LPd>c?drrEF2_jO8sov1(N@AqMSL$G7I5RRR}J{Z!suwo1; zJGP7?PQNtevPWUdZFJ4^`_N$Fd(aodmoCC(Q@?VzkVL9+p^*Th2xs_P_dM6%k`|^h z5@yJ;MF?=4e06jPU1uFE$UbT#HTV-f!h^|--pw-b;V*4(v{}_%s@Ub^2$vA`sZ!hW zhM1b(aGD9zJ6K1_&Mp#tTZzTA_R*~Co!*sy?Hz~wZB_r)RKwtk3I?2uDj2kH}00|y{_jU&>Bz&4749>FlzO`&Q`td-cqdY8gq*e`C}f^cP%uav+65hiDu0?apL zV||WIUsy)iOF{+FlBLbGB*V@9DQo#241g~oS1V(wp2M^Nn!QyD4&8^=5I-Dm$&6?$ zep6`8obbg)NgqOIKa2KNb~JmTyW>A5W;r16Xo_ zp?o?5J-eZZJ>8un1Sa_YXyra%{Zbadtfsj(y`5n@v^`P2cAhPzb2)Y$73ey!FBh|$ zBQhkK8qFp2)j(Yz*AI3piVGC#EOU$W08`v8hrOgNAcV=O^wX3KBht`&r{ns;cU(>f z-l%^^_@>(UR(X7>LcUcbU#gRLmCBc@F<*CJH-=VqOFJ0xhoY>ayoLi_52fS8m z);6~I9K3EL@g{l6>Zh^BtxgWn*xTCwd8%ypP+|sVwtGKX$X0)<-miZ7D6euZ{1VN9 zev;sBLpn$DQiU^I)EXjzjIDzSC1Pm%q`wr~=)a1=+ft1IBHYQW3m}b)(PH2T+0!0( zMtN*OE5-X^*=IGf3+pLJ|5z4hT9iw1F!dkj%eVRN^Zc-d zez{14m(5e2)~Mr_8P^yj>p<*CU*DawJZ|TnBz#Je=36>fVNlxSUrt2E=Of}gnsjx< zgsa%ifFA(fPZ(^Og*2^3K}A0SNV(tijI&vZo4%~9WXpu*P22FS9rQ0L zg;+Zuk78H+6J52?wVeU4mBO6BBv8v+5XxDakma(kOk_w}gpqXJ3eR!$h3TQ&{|sN? zwp9gi^SbbVuY~Nfle}%@Qbf?1sE3?N==JK?orCqQa8LSzbQw{qbnQuv{1Jy%^U?B7 zS8-%wWDmPO#LCbBOjQO(DCa3W+eccI5lImW5CaJZmLWtsxcx+T4zNj;V)$^j6$SA) zl9Z(@6&FhJQ0bW%U^XmFV`=>-%oTG4WGA0Kl9YQocv0J63?Fd}0XrmQcIhb{(b8r` zdkYrKN4k^oQ3DmAu6hqjYW4Zil9p*%4q@+kU?aY9}GLo|6;A?K@6A zF}56K95bDMo{{=@_Y?qsx_J=0n{73YlIcZ7Eu%!z9)@8Nwv0nA^N71p%I1h8-^baH zU=7ZVZgrz_SGh}*M!#b{iKFaM-GBq_$gsw_yRH1qo#o}`@-Tn7d&RuGW!_#iFYlU{ z*A1Fi+lRXg0C0(TN^VNPz#S=q9N!aMa(0&_n347T+>(aSVITtPp<3XcZI9Q`RVZ~v zLE5o-*QCqkX=<3ecUpGHlloP*kL~B~4q8Ut-BRG`j)(*L;P4ZEq8y*3qN*P(oO}^V z^E168Wr9z(;s{{}u0~jI2q|uNH3Dwm)vFp>oU$kl-|)^onyI*Y0Uhmm;;6!KK1l^( zJ0kPG`2U5T`$ZZ3+ttCbPAhJ_d$1&EiMLUGpk@VL5MogtugoPCu15+8opOM)3g_9z zJo4oosH5}Iz>BX4)9|j&x9d4JOw29m<#s3BAx075i94Dz?pVh?!uT`$6pwY_ds5mg zuIy91WvjSGv_XpyO|6Zi#UQ7)7GGqbaCXA>=jixr!dOD+J;Bwj$iRJar}2 zxmr5!emJq-d|MwbuWwJ-tAp&rZ}#C%`|z@TD$zf5>#r*J4^8}+fc`^m|EkUZQ1ZX( z{{I6W=|!aWo2cEaTQ&8^rc_)( z2AX5I(ryOR7Q(YlcBmA&yEx~Bre0?{u4s0RG=ZYPK?rwHXIMo;?6&g6-@3_(Wh zJMf`PeZalBlWc1E3AuVzPxq?J)ySVX72>C9Wd=Xgw z(IZ$w7l5&sJbN2b2RM2JuUEhB()-^ETcHM+2yzlFb+0d$D3n$H-;`Ul%5``74D10ik zax8U;GLfl%NBWJ`hgwRB@WoW(f0rq|jY__KCQ=&Ot`Zm=Wq*br_U*_W1RWn|$T6EH zgp&VhzArM(uuT?SRmuPO6nMKr^OAg0UdNvawc|lMMe08*TGVJGPte8UbJ?R9!wLPB z?MhXL_klx1ec|D=4~={9naO88gv?n%+-nosPjCtOio(u4?bjq@M)HFmCb z$u(6(5o?4kEu2ZSF+_rW9F0PNOduFOr8I*Rx|qIKc$*nSPoL+$T&GNrnbc!~^_+J- zreoJx+GFzeoYVa|)cZ~INf}Z`tWeB=iF)>r=F{WVFHHt=oqFEFe96*)nk@Mg~0T>GeroTfJDhg_pNiMp28A+qk|{|v?k7fG~qXYQkxiq z*yBaEVO?k(ZM)0groDfe4L>Hy*SYg!O8uN^KPKSUdHHL&j^(AFQhV(3`3$R+IA^&^ zqg5aXVuR-v;OEKO~nb%401OVYxSh+&efPXP@QX3lbETXT=@pN)d( zJWG$8>wFGd2+>ZKyTSzYBhmHTV?uLT);~?K*_THCb|jSTT`o3d?}0sEgf+l80znF= zHX)-}MI1=#h6s4iE}Fw19Kspdz;J4l*n__ujSXKaJK=2Z?puZEl8AvgaSacFAOZlb z=|X7LD)qd;m@BUsLbk(`9!^%0i3=?j=P)sq+#kZiUQUtfGUN+%IQdZngr=TsYM#J4 zvOPJ$4qNAV;Dv-wL%akm$4BU>%9yp3V{YBTdQtp_x%}%>NSDyW9m;wj{0o?m?&f(v zSiRW=$xuap!rwcp)zy$pwTj>Z~2_;sX>ZcGU>mu>#as zLxz&e370g498|Bkgu>|Hd`c`k;tdSTiDQHkZdTCSO!M+{~{%pKVz!gf5(qr5#C{0-N6C@mlPZhL8m`(z5)Ji-7T zTr;=qV0a+`o?TOQsYl{NGx>Ea+N~;yqIkt-BMD$i?Nes)GY}v{+vtUp*x1P!e~=Z~ znoHPPo_{n)ITDy$O5D|s{t&l(=)phK;~!e{4`uqNj{Q~j{-KfoP}F}a^4{fpA6maR zW#EU7@LP5GE>V2dGrp=H|L-u)>uvmYaeGh02+!p%Uy{O~sE~SCve5szaQ>(~hzgey z5~>hk2iANF+rIP>IOL_}PW zzpt^=QHk9@7}!9YJmq*F;=K>4--j^pLqzy0IQ)<&eu^1CEEKMW3r~B7hnd68`Qc#` z@idjV8cie{F5g6E#hDy;i0c-D>P_>6NBHPDC7@CQP8vGP5<70pzl2}7ioLz z6NVk=C(2CT-)kHFRO*359@92`F5L#y-uI!C?SJXm z|4IC9d(P*j^ut>5Zo_!DY`nTVzKkF*rjd7p$-5Wji-3A3t6q7ne-dEtRM{7;_D;dQ z(RFXk-hZK(c2OVub_uSQhSP9a9=?lYO$e$d!HbcEpLWR1O&=LCa_S!~Fn|W0?ZP}c zZ>F{7a-*{&My~LHzghhj!D_1?--4uWnJBs~9G)}EnwSkLTmx*4RDEeJzV@o8EXB`Y z3!C84tGHs24ySyZ5Dlv*4qkok5Avi4!#TRR=N7yd% z@=VU2v|j&`0Q|));pVLHuwi(bHe4+p?tTyt^N5$$+d~-cAtQGcoqI^sz4YuJ;&)f6 zysNO@|E}(Y##Uw#ZHH{yVLMf#AaLeF21OF7VabA0PTE_@Pmn1qE>x!-iROcg9SPeU zam)+oZ7HcJ4*FJ$Vw4#oOU)HwJP!MCdv7kG=5=~=99_jbAW)|LNu$G(`W!lYOEo?k19;m)tsLG|Xc>KJ-f?k~cL9POM zW-4K0(3hOY=}=-)VAm-=|F-sj*M;W6M{S-xPfcbfjUQp?*Q;Mw1nsw?+?g%}?PQ%C zxGgZOCHZEakihIBq0OX8p7Y@9M}!$*gKb6?dxp1Cwck=Dvb6MHPO;YLmUg~NA=^0+ zWAYGq1ZeF~)Key)#l(d1~;9J=N4QNp@`5*`SK7u?|j zjdt2U`yE_WM&+E`ZkKmVAt$PR~PMBxMzcM4(zH*S~+W7HlY0GJY@TBGkc-KE%87 zpxKjeAVYxRWU!%!>z4Pl8Ec^GGB5N8Pnd3Tbt80$vf*xAMRFxUn38ks?YJac(#9B= z_?EPz;#_+2BNxF*CD1bJkU&`VI4Nw8_?}Ao6rTa(r)!tm4(**no2o>-$t(`Vk_yCY zM3`xl^jx;Uy`Q(QRg$!EX@~7#I2JM9va86@6^$=5s8jSMhX^Ip365A7*#Q?m$(TKV zK4z}$e&MyX)y})EUJ@962&Fn47EzEt47X+Y;*lc}mz9Hy&Hz<9VN%ZOHszTL>s(2E z_qP98dVn>;Rdt<9(R8m@xleXqlbcp!&wHW|>+6?O_T5?g<;4AV?tVFa-<`oruMh9Q(L*fpg6hqd z7bMJD-z?E`u^TRDN{P+~D+pIc{KSSFC@o#BpSWcyfR}Ns%wicu9I1Y37gyQF^kXAR zGRDXo0#5Bdun}=rJ}-ouUm1_XJJz4&%o#!PqSw}Pm%z2ArtxhU@Qct+*cNJ}HZ*_= zBKuM_hS?e>rQ#hk*p)vgo~9@MawEN(m%hAC-`=QqFV&a#>dUM3VeNWz#3X7JJ@8M_ zshB91h;zk;znkHD*nA@QxkVFg^vqH_;ej!mFTZ@W6Ip&)AT?QW13=pmxBo4%jAj1m z??<|#<%pX-U%o<^LGt+7q%$aTJ7{E`e$?XHs}TOt&~zZJIU2O^iG zh-lw9w1~r3o{+FI5Iqglk`iO7@t3e8>xQwyadh5@wq z6i2<#u}C^7Nr<3HppKf3VA72i{x=%=op%1BslRFMFB<%nHUA>nzexE&>@@`wS)}&q z)U7GS2?1IX-O&^bGqxav#;dMcuNo)#&mCxxOvC8)MfIaUbr<1E(o9Db0a_4bv$GhW7KFalDlJfbC{W=8?{RDw+EJ!r z$KAdNA#Z+!tnA^M;*)13Y)enNM>nwU+kjC8pCvliIc<59v19y^CfXS|@fH znm4D)kyfV3C5<07vmnp^pt5WMO@$#v&C^4>wisU>$#)0y+VOmKNS__mR|odlu)X!T zxaCN#NGBe@y&N4(8D10+)tZpPVqItHpbqUzWMc_dBM!_|ItJ(xbeBeQFNUcWopOWj z^Y9K}x?pQ2*@GRvLd5Ny6OxUUoP(%)U-`d{O*f5f$>0qgN60SBkMzy+)vr4z^4ocV zN!z*RbJ^SPkRP`cf{1#v$-}lqCdZH=miHk!t_(Lt=7i%o64Ut3ID`bp?8Q2wfeA?)F3v zFQdEh(aR+1W~lV!o<5kWH(u+51^edAJ{Yz)I_`tJdu96m0}khf75OcepdBL2y{RXY zlVM;KRxlhsq;GytARpT18c{n+l->aN22tcdgPK1kjs>=g0}X8Ja1JI-(6$0*;QkUD z?1}C#(bQa-VKYmV%;XdlW9IOdv_hC>*p$J`K8}+#gqFS+UgKI=d!zN({S#KMuClph z@555yDxkl#JUXyAUJg55&Oq8Uk7!y5(3%`Z57Lk%&o=?&5$1sYdK|qQ2f~vNuZYoqqdZ>Rw2_Kac~^5J@xpq}(f!JANPs zuUEg6CR=J>TvCkrN|i$AR9A-j48Z9K|47x*mAlN|A;46gf?1)`Qpbez>bU`}HAlD}joqEM;#g=nPY7{2+zymxb;Pps4O$w0tay8jPwTJ-ZHFGKW}+9!dRG3XSSLI>HUImiO); zTKe<$&=`4ZlDsucUYaK_jg-5l%1eXgt=aO@cq!8JQQWGCQqK3c1A!Hx&tG!?^|+m> zQpRCF4&(%3rQOZHzTJp+uJXt-i%{!|R_KvzDOtvRYM7Cq=D1mllep?~+Vkqbb>a=o z&s5y%(Y?<5OLCq27Roy_770QZ6rp@1B%TvT^S*ft7UMSmo_r{*5$`72vl6yjjUlN^ zt*guEx*>$^aUao{we-YI8Cc=4^rCf|ITTjJ|5*9IX%AwTEcUY|lsq&weVd*y==7qKS1GBz4kmNuT~qjP^TJhNqq?ceXWehr_nJG)O1-qu17xz5p-l! zezLi@z&7I}mJo1N94!|gIzC$+uhz)Bm2zvmyxKJHw$8l`^lBU3i*4dSA|)URl)E-> zX>@NqcHP`QMjIy#ab9p9<|ku&GrP-5RVP!;O~g z4~C2{kAvITxKUOK;|01OKxS5WAyMxrKGgwduZJpGT940}f`$a+(hBx`!VtUb3M-@? zy#+jlC9?*(VL0g+w|_?k@vRLdpPi24f`Jcet)q8eAx#kKP|vX)RN-xQYoh9 zSYq=w&OUD`$@UEw_)R~jrj=Y8O>)XIWBZH&9;fX6RDPY}uT%e(CA@Nqdj|5#Snk`r zX3ZT(RK?Toff{5sou{VV8L77t{7Dwis$i0YD@S&$N4%*4#v19GxScg9?GTxK%o#_o z$l*C0MC>eguMpxmW`u``FnAIEbK(CBfn51oWZF>DEuHAd$tnciLZW0wxwPyMTgCv) za@J6wrFwGp4cT_#R{$=|Dy)#%7_yGu!eb$f<@FWft1cc3)H${`@j$R71fI4X6h?4y zdJA=B7u~z21xRWa0eorZ?#&*;4TEVR-`Wn>Pr^gw9(_m#-W%Z!`&59qiPoNn(Jd)F zir~K*9qI^IOY(=l3F>)1^j%vprL13wqq_rI1h%y2T-U?aP!yJ1{CFM$z;;Y$Tf7@V z0BC9QD%>vH&Ntbb$bzbyD;#x}bb_ixVl&{498oLnp!{&>EOGK`$}yPmV7YT>_T&gN zZ>iD%wnaF?a%2kK-KBWj#?g0QXaH798vYB5u5;77bP=VGyLVW0p^96nd=*BWv_;q! zumpV61Zf{z6;=_XH#S`Dbsiq}W0F4GR@QV;YZpD615Ux8IJfpOc+?yxL1o2WmkNb;Gh3RAzvDU)z3Xp5+^QIJddv|v+(~y z8@{aV=VwZ%X#fbXV(8{8kSBFU+vtrBw!qH z39E1%{7my}51|@!7LnAaqH1yp1k2=4i1>QW)hRbI;yu+C2^qD-lmT9rrAgiAj7K19 zxosIGdsMVIG!$9kX2HW|K8fZYLS~D%MRjsYQTF!b>v-W6c}mfS+RKWBwM7Aslg3E; z`Wlj*gsI7*etW)Zxlj_ z>Cx(AQKhk*>_FcyiH)Pl@t$W9vVu|Ma0t-?_7w3y7ys|{h$2bD1fo~khFgY*haT~I z_3NG}eS1cP7O*lROTa>2P^6E(j`z`;>7*xZYQX%QO41^u zIA<9VMo?giG(Tn>B62~Stacdoi3w)$KH1J34joXaF&q^izd&(0?HnUfl8^RQ81Yc`y}6>Uv_yD8>e07GXto{?Ci||S0QimY zJB|m_#cW9*0!dti5&GaE^;gJuN4P-&d!G@8om%y7BuD!Bk-(X^vQkF4VL+7urLnxo zcxw(-Ie0|2`wzW)=3s9SwyK{#xN__k<{R&<^p?ZEGu}sje9fjGx%V?uf8_O-D&Rad zO(`g=5ydABlAv<s!T3ezJYIh@Jd{Vpjt6!41gwhM`X^Fcd zx{(NYl}jbF^PTq*&+If6me{C(@@Iq*G%L<@g}~*z3-%N;2Az=9+s7dj6`kbfFLbAU z&%ycv!CBR%izhz9sNohbK7GA{gmn*MOzdZLlMEi3N(5m^aRs{JY7YmShpO7dmuyP-7SMccUXP z;?`i41(g))_8MU|`!s&7E{!Bga9{=H9-C>q5vI%R^|V`{W<^=H_#D3 zR&m`sTmEpZc0nIY8jh-c9-yz|_I^0O4)e$1|4J7Al3d)Ak?STdphNMwpC~1De$E2> zNIz)0Jh=L2@qnT8o4ETqSKB;d-^6Xlt3GfAm$JYXXzkbv%;)XZ8RG6ES>1V6L?zK0 zah+V<(Yx1m{~P0#VFR32q*<~uHaS-Y>8?$Dt5L@vaxNCjogBiZrcn?0XAscP?z&D(Kq*D$&zZr zY)%dZ+Up}Oa0yABVoe$tder6nFUH&ahlSVQ$EYlaD+wxn=V3A9>-)npZ8ma zy*->u4Yq)^zml9;RU5$`;>zJAUA7@_7_)8 z`=8>8!*-pkjI2r5O^4&`*%CK}c`KhUQRtwsa}&jH`z5|bZ6RH`RE&(&+YHGqA}I8IMV`D?=+I*9LIp5 zif!YJ#IgylglLk}{y2 znQ?FFSoRS9=`(-s`Eb>KX(}MRup{1vWB`eGC`sr2rK4@;OX}#L5Jz!uxj+$0FY)j`KNxuKa%?k^QIE^tbCRWAW z3;;^J$UY2CGo-f&gVP@+SQSBYL--jkw>|_4kT+$MoP;qlk$~foh7q?EOERZ5tSGf* z6owA0m=&0|99J3f0t)k(s5Z$w^2EoqWPG z2~{j&xSv0APDAue>U&OV@G3jO3@W@Ot&@ zE=Ke1PO(kCM1)rgb$=xNZ9(Eq!y+3|-{5--T~Y&b1aCr4scXBStYyk>d+CueDp^$$ zjey=mja>E!GnxgqZbEJhcLb}~x5CtzA9*gTBT$>|GFP7wr5#;l)+^D*9$`dFx|{W; z6x1_ByE3YLa_b%ABhF=c9c?KIWsV){Jb+yidVtD)lFN%ocB*Vf7DzH7wt2Lx(h%{9 z+-j_`k9O5f;p-s>_7o4hN{u~)$sRIh57D!yMB3ev_-bGLG&_D+Bj0?KAEwJsi{^)+ z^F?Oqe^uN15jex0F^4cX) z+U(A?xZt!rLn1q2yAxsB%3Dh8!{yHi(>Izr!YC+am}D_`9=IhT@^0(KQIhx#Etk9m zK8-!J!qNgNt`u)IkK2|IhR^H<|8Gq1>EGRBXtcW|FxBdo{3>oFdC4$~f^x9gzpKGl1U z051c>Pfj*Oc7V=1gyqSSl8&70^&+jfrmpiAGc4|bar{Lmg`3E2$B2SZ*9V}3LYN8D!#TRvxl9~-Z4sYyq%xM(I z9$=p?ki6IY{bQx^=?+!oSDcT&^EpQY z%TT3-!$6auw~$VFe?U_?Jw%jIqCZ5_yq(XXcdYRT&;1(Zj5Mx2#J}_$?>)*_PxIXa zz4uICJ=RA{_TI^ovW|TlwHzf@AM6RFb#lp0!b4^&owbnhD|50PQ;fJPbnvozaJF3M zIv0l>q;Gx6B*w`JH@uy+qHGUeajQtsAcU}1S%?13FAM&kkiakc?cYSPDjA9f#DmGT z-D6c5wpZ!;Z^@;-(^O{DZc>zxE|+ zG1`IlXNCTt<1f-T&J=F5RYfw;h;)3+;v=Ro!X&=NlMM2&A-Ru5Q#8?mIweysBRo4y=^`a*f(-#5S$|X z$HM+;Gq>vc2g9nXF3q>Bb?ANO_pA2A(8Wj_MW-pHn(9Pvrd8Qx+R+v3ZgEiLPv1M5 zWK-s2Q79zo(um5;R*zBdjJR!njK!pWHeB)Hi68Tz5TN>BdFXiwfzqk^S+P%`I+|lmMOx1*gp2;l< zX1qPTU?iwo!tI=R%}uIoD00pjkTbqKgx9Tj<0iC-ckk^<+0!28blxwQud2A!FvZJ7 z^#U{CZB4=0uX4nTJpfz;rd_Cx=D4$nvq&QqjfvA$=Z+6qy%8U%9Gn%>n0EQ!wJ+lu zCd93pD4ILzKKNLcutYdv%3NUI|SomNpTJqz;whHmX_yp>;%`?n#<3_ zx+4C^y8jnm*jIzL?{Fz21(H+8jN9a%W?Nm~rFLRH4runwg8d@gqV*xWG`sWuW*GGT zW{fE`$|9UTPG=-P%2%<%utO(ol&EbJ(_zAxF}a~rm))J)k!*muJHklvb$t=0E@7U< zm`M5&qqRPq+EY-)C%ksVeDY`+L zl?>!lIiKz4)?;yXb@#ekfjxc0E*@hKKeC5=*~9DX>5TTU!@HX2J+1a0#(Y;Bzq{w( z(;)EfCU~(P{PAMU6648RQXM+u8BrfE#@DN~0r<+Bvf1+OM61%<0Du@pfZLK?iAJe~ z*ODo8m(s9zh+7jCYKDcUUCBJtzakC4r!l-uB=Vz5H(bKRa=G5%>-o>le@o0@a8Y$1V z%dJQAXy`oJKiArs@En>v;Yn}X>gV0P@OW~?(Rm+dm5}y!i7w>;I!k7y_mEM7!5V#r ziUbm`?Y8%BG0=zaI881z$~L(*Et4DczkH3Kxxoq)SUZo|)&X zUw3P&Z}~7;1|nxOwbFO}m^s;L(VKhF9=BPXpJ3K|I2VUcio8p+Q6C~;ctp1?m!c6H z($w>KP*$9d6$XUk%MVr-dJ5A=Y?jseUWUq=ZMYi9)iS-KNw`94)8wtwmOk%Bh)rM5 z%C}OEy{hdUYAbLi$btPoS$LwHwRD16mJ&kE&d1uWL)b`0cZ3JK-IPsDJ#PhWkfxh# zp*Z;7_nro=4?EX~`Rmgv_GT>mu%UgK);?Xp9-d(jhq0?4*~7i;>2>ySM!Wi`U0v5c z&&-;dScd(+l%iYv}Aj$F;jRZ7s*B!mcS`I9b!S>1#p87}U{jO*`wyFGJs2 zqYF3&}3JpL<|6oQhX zS+V9i&M9fSbxlEqf5dlw*snayTAtP}S0k9aYs}qZ=3z+lwy$}ZuHGD4pLVWy@7JqQ z?88>}X+rz3ti7bb|9dHOoeF+yXqMqeX}jUU@Zz0g4>dFGa8{*6BaB0mcBnGU-lHtz zKuy9DvNu@;5hE-_N0Ypg8DOuNa8B)k+L_Qmh$$G4Ef`eP4&h<%h%Vq&zKx9)aQQ8L z7!o?wNX3P#3F8pwTcqX8E9P!8Sw($@4b_em7lKEZuvlWG9Um9OeLlptcAj{CA}5{C z^hnZ{WO0{9fe!!LG#yD_JP~gxrk0$pBtw2tclvx0TUtxWycN|Uz2@2C+$t+*w!|;D zEIawI)}G*Ka+2s&JWMocO|BBmg~k)Dx(&9iz+kGqCaRC|>vdTB80|g>!PlYjb-?@> zM_-56A6#?B3^}pkl68v}J=({~=lLq$BdjooqQUn~Qe(t>gp(on;_7zCB9W(W_L*(W~H zysYstBo7hCs%Xc@V7udAQ~y|$W8zd2HR6CRX8?(3a{4Cm!T#!Da?=%I%Nj*z0B}pP zJLAvdn46a4fB8e_SHXmk%%3!Z>pEW_oQW(_cxqh>QWwqMNEIZ#^`nTr)Qckx(!I6& z=5S$difx&I!C4BU#RQa_*jx~ZrDI#Fr^Qn!A0#Fuu9J2-Vd}6M@p)V^(N!(dQzN{# zGlL0ZT_#tVE}EAonc7Rmr1JNVFqNO)^rPF=HHV58k+w)7#uabD2fZ)+e=?`M$UlD* zovr{$|Fwr2sA@ta=QQV=OFedEce@hDo{O|5G8a;T7G*fD zDE*D>Q%V%&e=LusXw&zfTBBUax)Lt?gL4n(uD$J(?KZ=bcsE-6HjXh?Y<(;x&v*N(NEc1Wdb zJTB6e;=Sf$4)o{R|0k{@H-Cv7z`1kI7w03FiD0Rx?e*mk;8Pvn=u z4ib9zIp9mUYgql~b|c6|gtI#LS9=U+?#N+5FZ)g5A-Y7iz4??ShD*Or>$}AEjFyvY zDhUZ5FdRuj+07chd%B zM7-U(!yeQyROwQ})thZW*RZ7*_lNPf^x{hh6>n>dJC; zaCy4DJiKA9PBK^DnNRhPd;^8flq_%34z&+o=Kbo|)x7yzQGi8`nOW|v@}I(+;jO|O zPOpc7qz<@`!Y0kIIkfQ9{}4tRz)J_3W;9TZ~AOxCvZZIuss%}JfJPA zr1}0+FP|JZ5F4q)s%9Rr5Ih0)QMq4dAi$mqdWVNKJ6~S&Az)wj?j}*QamGevqjXM~ z_I5wO)Gm2u4XVgS&WFHd%Nj`mW2|Sqfq+}rQ~~t&!7g6MN%z^)b5M1gYCT3^kAc~J zy7nB!U8Wn{UN{xDfVZB%gK8}jPXp@X;#}eIO@|O29BzT-f6-8FH0ESq#SN=7gjrc= z_80@@0+5qyXm`MFn`qv#bO2ne2sb?624N|^l?eaoOa5d1JKZ9nt>lOVhRhxG7hCEywvL=V~ zhmf#kQ{lgWs`LW*CneWalP4k4@lO&x?@Z5f7=eJR-R^9FW-HyRqltgfzJE*Qzohk_ zO8hV3{+H1I-5B6yB=9yKNNObO{g{~c<61GY3V#8gZDp?WcWrg7;w}`KUU-kofWW7! z@g$i1K3CIfYkb1^U3Ni+Lt!umO<}IYr7B_Lb4>Ej4MsD>|PQ0=&d$Hf?$+n1R0NVRks2&F~lzD4T za_y9i@j>RWpX@5F1GTe4y6C?6e={Q~jD?(Potsc-n~FWmNS?2L-7TrV<;To)N9Zr9 zFLlo?0jKO%KiHleHl)B%63|P3dkNArHUU_}gh95mM2NfL^m#wIWQ({xkIL++uvVMl zr3^@|I@pa(Dn~g)>t7QiH|$25d_}ym?=B&h5C!iMW;nM!jE1U}%%*cO1aB9|V~q@{kjyuHHrU+`PQRNKnGb}o-4oBaqC*rDe1X+|TK zQVjn-)hY+)H)E~1g+p?aZ%WpP=jD5(p3KHO9cjjiTj4JR4osoiLE(@MahBTJNF~Y3wkTU_H zc=yx0rS7N0eC0$Z&P&~Wnn`_*XEII~;lXXkax^)C>+wiy7fuL;M_9Mn&7pTs$HzOf z*z;!(b~ZD0FB%j@am#&jG}$eaTrLbIP0En16`-@oQWQZqTdiLG;JM3)!B09IcRz7e zfjNwicJro{S|d%WyGUxLfb~7yz~AoScenAEJNe7a{N;ZBG)upGtKVIzi8q?0?i`dl zF!_kXMl5c8WLZhLxiX~$jI1yKzZ0HSd9e^c1Iwp~lY3@gd}8HBxbVBD)-ZD>Z>tW; z1W#oRrLxRJ(=AelG{M1R$SHHY3G&xxvB_w#>x3`fXv?%MgG}?DH zk=9Y*BV6To7GX5Ls_G5Mg84Yd!FAsj z*-L1$RJ|bDdmMAN3!?mqKfi<3pUCzH4*m|Bzai`&c>D)?-^VakRYQhla(n(DTCfm? zMlJ2UGXs`U2}hFf^Rwwxs$|)g^~?jihXv794%vPk%!27QFU@Z*C*^Ul>o96NE5Ux= z@wpIkMf07~l)r0+@9`~OiwFd6;6xZHi>2g1It#UV z$son`-km65m6h);g^rXIJ;W=>$cX2N<8QP)j&Y&4u+d`fo(70;AdEI~x9v#&Emv_` zCgExYN%1hfX2;ZHf??Z|ew2IXxC$evDkd~TX+RUhi!ewAp90dB#h0Wt;NjArMKasWhJuHXTp|c@`O-B+M=&3**SUjoRq=EdL$G-k!d8vz8CV@b zWX_UJ)bN9Ex&27ex+$XseE@vMXWf)7s{nFwrrbNi332SW#FVN2c97a$g8Cg<4r@`X zaLVwUsR`=BIpTjV`rp`Y&`D@qFUFXXgepG+)%UAkccj&~!jn0ikXEFhA*n#a#uk|1 zP&}oMd#Y8qa+jYDd-BR)6L|~TdXMp0NJ$cISY7!8va;Z|{-mUQww zNUiD}wJbjr$m=JHL^2>N03<6k$Lo|;mg|x*-uSzw$W4FbAy)E`HhBo4JY`d^A}bF` zmaEJKVJnI$4eX@sbMzNVu48&(sKsI1ag~(x=1-n?mj$U(Qql~#TZEyQHiglW z31t$pVEqX0F5B{f58@U&w0cqe>nD7H51yw5^`9+VL8-1qh`7;Fo_@djCBKJEzqf=d zMFXnv?Y0s2Tbk?Y+wGXXiwq@TJ@oUbfLy|BlDi228?!}aZV3Gq8jIBItX5z0jS{w2ZyZrF7)jWviK5m)u- z@6QakJZk`)F+{(^V%=_6q#jPF+OE31sS|p{@l}>#3h>d~BAJHtR*cVgV<>;gLHdsd7|re6k1h8Dle@>sS4SG`W5WM-EE zGE4QVY-h{o@<30MShcw0F%#u9veT@&c>x+f<5-$hhAwV`Ks|M=NbbHaG{K5Tf!u^s z2$1L2Vnx;PIL6Mz9+~iOu%}?3Fs^g77nrkA8lUB7i83Gz&CYtwv2K)y@O9mK#-8_M zXVQ`&fNl@b0_}HQ_Wwdt?IKS0?HXO|i;kD*J0ua3E=h6k_`2Is-I|i&cNmPl+WgH+ z;#2}+FuwP3O~QP7;$}%0n2d*^M{B6gc)iXNmhSM!1~YZ(8dP6C(q|u8phInh$%|wN znN*kh3_BxY8k$siZAW?VAf7Ph8!qC8a)j@GS?UU?j0>hyqYI&@Pc5dYeYos1x?{B5 zs*il3GDH~B#-<@|S%GnS4Ekh%F(m0vW?T4w5oTEE(rmW#jNk;2l=oF*6nsGK+0zW4 zRO4h+KUc~&5TAnM6nUZz=@?C_m(Ni=oRjo+2~S5^{6!1yp&WNnnR_VGJ=E(SN_SUX zyoZY3RderulP0+7dwnY^&H3)?-gSkZaB@l~(P5{Huh5o+SXl~BR~+;3;yqFbx4P-K zA=dyCCiMWz7(W9vHf_MXK%fw0|K;O0Bxm|^`GC4UQ#gB0@gH@)g7um3jRiA^@B#*M zMtSh4m&p7~*guRZ&@xLB3C#V|nI77~!%%1QeB?t!0~Vu+6sio=H-|}OiweasCd@cj z`G+)Ddx|#38lQ3Rbqf5L89yh?*Ln0~di|JnKPKbPIr^WINw=_-$u3eY4Twa9EuG|X zkQ_$|TSb=1rnMlY1^cz>go|Z>v>}{R=8zVanyuP2UEE=Yvt%WAXi_Yr$y17>1uNa` z5lfJ@I3oI|cHKWfi(ZsszNMa$brRBL-Od9>XvH4zDybPt@f=YQzb+ut5HyJB6kwld zJ>EyK8ep~PkCo*LP22a*DP0?@<4XiL1(kx?o-vntkpTdjN_1@z56d1Ut=q*v;0WUk zDp)Zn_y*IgIOV!W0YN)ZF{RM3f!V-S zasb|}0cpH|7dJB(2v9n>li;8Jw;r`rv7el8Q(IuL}+M3(lD`|H2CZ`6#-M_U;`MS<8Ps$K;4w@)~3y3+nP*;<_cgqQNV` zy%Be6bDU;Zb{AXV+`+`{k+3`D+8JTy!;0D_8bdcuVjL)4Yu^@kkWyGSz|xE2Qdyf3 zALP~kM>pq7iFn=1Wl4k>TCvP%y3H8&cFV&3%PctL1ClOr+rR>%co(-n4-<@S`5dN( zb2=kVsyTm_o-g7WUqqPAKH$QRXvmWn*oD;#+)?q{T_2(VdKpqb)Z8nj946vb-3!{s zLS&5*X7W{rmt4dq#c|Ky3Rs&i3-l(}!oaz7Z&hkc#^yoYt+?!$nf@pZ8#`td5AW~4 zd4=D-#a~|JZ}0M#*ZJKW{pF?p@?PguY=F#&57eAbTphQmzguSr>vYl2Xw)i)L3wk= z&mE9Dmf{oiT#vZ@Cp!nIFwbX-5Hi%yy2iL9gk3%7#S{o!>E3d#C2`uYfI`5;(I`Ai z!A^9wX1KSjIV7*hfH9FCYZ__0c|S{}HE*>vHS$J2aruYd4mY>$M1bK$_eSjjk z=A0JnUNW<8LfRG=V`mt>%GNEPdg9_^ZVUhS2g=!Sh(%QO&af-opC{_|s+~@I3pc2Z zHml1oaI zMQJff(IBV9=^UW`xFZaGha<0{kJl*7z@sat4JRGiMNz%<(+EU;T2s1}90u9mgqSbakqA%7YY#_iY8I z+cV(?Q9Ut5&IoKv*f_XwYIk=EAe#MHbmRr$S#kSIF%86`V{Ykp6?h8vLwCft95oOa zYP|$cWT+_yc|%%4tHz%FFfx7{AHR%}-^R)>Bj&qt^ULV@Z4CYJk%s>)uMa6hr*{4< zMO^Z)zmAk_k@e1y4`WehA+Uv926m11%cZ_X%&CX^O~b86tp2K>w`Y)X9!Fd8V=)5r zovgaZY$8tTzxc1@BBKH=5~O=$jchDB{Ot@)f1F2_kch%UE~m~C#!Pkl5~NeUBWw?g z`=HS2UE}lVl;HZ3vP3>jX>rB`rj?Ep_{bWH|@ zq9!xC@UDMTvwAhBCS%_lfA$Wr{Tm?n4&Z$Oe%}D$7ohkBK)&LY-|%K0BT=ilQrx+S zY%YY66}MZ}{lQdjnA7%4U)Vp+`{{`Y=tqiM1AI%5uuheueTnQ4*8un; zC?{VE#T!B_%uRDHNbU23_m`JXuf8zJ!-F@FHSmZyTqPg)T^IiE9c>6OfGiU^5c?f} z=(MySFMdht)%I^G;=37&n^Z9nhLNgi^aP^f*ezv2!{^JG5PWPyn_%A>+9OofBMhLd z$b6WDz8}ZWGR5R(zT9gKS577U*~iN@I^#taqEbm(!b9W`&_#H#a0@{}aQSwGu{Rrz zgD87^>_H)?C5JZj7O-w?KFQ>!KHK4v9^|>$WqNM z5nbFP-LDsCuNt;Yh9 za6!^r_SB3?{OQI$1&Mff)L1)cumB*y3va^qA;}?4FPB$ZutO&1;I5(qhh(>{`!X?D(W&tf@?{deM+hz1S`=!lNW@-$w4@1UfC9gh7Yae5)y-8^s&w< zt_^l9JE1B}a@M2P6MAVd75H&3lT+OaSK>+oT$=Q77~S;`XY9@ zgA*;kJKL@_<0P{^c8jbH7wWMaeBApQg5Y%Y_zcot{|tHsnp^Qj_RJrxB?@Pf0FTH4aJbu|Rhu)+`>0Xur@6e4J)Hg62wM45G?cUxZ2G|eZOwQ!a(vi6 zK20L8mXZ$x%7V>zMi2d?n^@9aSm~<5^r>Ica-m$tWuoVB zejink_p4v`Qs7%*+ImCMla@mG0ifibqgg7B(}@NirU>kE$HLUk`vG|HA(W_hM}G>G z57S9myV?HbV@<-lX82LacJ{CdFJNvey>T~!t0Pih)WJoJ7E5NN&%5EkdcK3LOc;^D zTf(A5AA$z?2{#u&lg8wnAuUK3tj8Crfx;#V7^LYlkf1phVhK3EqD$1G2-^|Cqm9-j z@0O!WVW~kW3Z@Ip;=WH)zzcudX#AQdhS{LJxaxEVfiRSpGE7X#QkJr zQY?g>C!Ce;Kb2HuW6xK=Bp3t>Zn~_vWzkKOQ-=BzWU#`(IO|8I$d(p}Fcxif0T!tm zK>_S;k2OlD1%W{CSmhvmx#v-KqPqm-kg!(Bky2t-yQH-a;3ha*GKie6nXy}Us>OrO z^cV8el`8chRy}E057O41;dP~hJ;`I1x3#h`RKJ5L9zM{%`ni4aS5vquI$=ic3L`Dl;vj6I|C|Nx{V&v6C%vQM)0`( z!%w^=q%M6m&lcl_+baJzQU*6MfNy90H`)JbkYvYbu>QAkxygF)VweMudenbIM{!P={Vf0bIDXHR4n)SXLvJ-#O|fK@D2~O7)1bxpV$3Q&W-A zl=x!`SzrRVtTo~dl-hRltaLP*7Locv>lRJp`86Z*|U>dg`AZI2PSK4*#9dITO^ z>%ihkkE!lSnV%nJPp>cu+(P?9>2nc$1j+s}_VyO2fUcrH$xRBWwsS3|Na-$C5E-0f zV)3*k-vHGn0o#i^sL5H^^HJgIo_K?aTm88iB|0ytZDpyr^Em~j^7UCcNYVSBh3=dq zZXYg*6s#8N%x9ss-FI_{guOdje_Oo3fJlJ$>gQANGHp)8t)7b9F^NB>??FTWa;%z% zT>r=P{q^dX81{(khTWqoq9e6y)BZGFkE))!nb;3}>?a^dpvoHvWZ%vn&>IcMK3WNtg9VJ4dcF6ed z!R3QIQQY0#ijH;M89Sq#rQ43@<+<2YQ(LP6T!?3P54%ccQqu zo6Hz>NJn-bQVMErFr_I{_9}k{t(%J zg{ERf@*R>Y*AL6A&&uik*SXkGWOsxubs+K3PCIt~tTTjie5V~FNZ3=ljO==XF^920 zopOsWzM`<<=@I^u^8V={WLNe8$KPPOVZd>aZGU<7>#k_~?Yge^`@G4zZIhcH71$*A zdcv&)jRCGL6Hb@!wvX_G8}=-+$ReQ7D9Rs4A&_#;HQ8-{OpL&jIkg3EjULg-5Z6tN z*(??1$t}4>`?emr*Ck@u@~$bA#pAIwP>b;2Xjj*7B92U8{oHk#jPCe1A?)ouP*fs< zlqryP(wo6y)$`^71wx$6O)fJcj39cIN^QKlX4d zd&&pjwT2(U#CH|rtK{)rANeV!{E%M02sQuju2t7=@3*&gZ7I1K3fjWnron<62J&=A zl^*a6%$2PkPQ$HJN-wARO1b7akcI|mS1UIXpi8XH1`@DPcL?}EQ$NHa~ zV1WK6eG~hhe#j7J@y~!5EO*5q+!1fo06raP=G{$3pJAEn5FUXk-j46F`PTY~fsMlX z)^_C2u>HgdsYTcxOyoznlL+MWxPJCLgKbxrzlHNIJfAGOm0IzohP@8j^I619I5{n# zPVeseqZfbe+~3>$uaUrGesG&MJZ2O3Nycdi3{HNsE%&qmAPu42`vK1vznpnOYP-ZF zS(yXjTVVt%DTV8D6%r?POb!Kp0EeC(jMWpy4*WF3@Ibr;K9j@mFpL3H4S}VLf*M2~ zSYYnaTpP#M4AKb6O5%K%^a}lk9Pw$XE+sgfsk{QR4bRTqS7<;npxqI#;H{?Ow$%pM za0tuJK`WCs`?CQ`PEwYkrmkoyHpjFSK?dc*CW|#rrxtO{SK#!~n5yt9BHoY}S&G}< zUh0VtR_j(AYp3|0a54nE7F?&#{P}!14Ro*g9I)aC@N18maIjUDY0)em=tX9546>P{ z*LZ$c&8oX3b2LK`fXm4dqU)o%bqdb77# zw4+VmF-30@POSn%bRRkZIL%86TF|SIscRAcWAXpiWRuDR%+i5ci)2Arj?rX$zKUol z1Be2^U)j7ZMGZ^U3K<}4#g!r{@FY~N5L9Z!iL%A&r;B>I)mQyg-WfxwM0Fh&E%F(DoHD*X#8WBvpOWra< z^v3o=vFXUM*YaVuL~okpf}3iP;>SOtH)wXd#-^1$>4=+B8PUo`Od8{J*UZeKUo97t zCgpajsm1NeNKlk{8MbB-hSxn^*%LTPJs)#ZJ$*`~UIkTO`m0y9)|a;HU$kKF+Ob#N zO*Ovc_E;snbAO7AD2yRpo`n}t*H5#t@Ogkh_L9P5uW0fdQ#G& z-a#p@$>WYNb@7q+0yeYtP2>@Gbmf90NlRu+G2uTK8pHNd-vrO6b@a#V$cCLtu43O{ zpD-Z9rICLtO7A>80g=g%)Q+~}M+%c@@=z{G`-dWLMGIzi4_DNLju72lbM7Kf_mHxC z2;V(q^6rXySMj}vRNuow^;-Xqo|aabIKc;{x5MF5 zSO4$~-miX1AggbX$x;IAcF6nKbjXHyOYn+pI0rO9LxHO85?QAid~!*Ct)vtI6(eZE zM>>o*$tsIBPj}l^Ns3L7W`r#lsrv}4*`o}31ic}i4WA}M9$b{$!iKq;$bU~$qqhmt z%QWe2vh*@#x|=w?OrPE+Q7=;|+eeUxA`U4rysw0+Eiw|Ds07yI9R+Qdi4c-bz-rEA z+t@H{U1dub*HMMDL{N-IyH^Fvuk-fYRE4@e)&99x6U?rw*I^kK9K5G!o?Th}RpLzk zjwYXMMLb@64$_G9-Ls^@k=(NUFtXPrlu;~A%G`WZc>mTm=y7yUaF<{yf2IjT z?h=&CijU*gc3t{E`5f&ljYVzu&#w1A$7wA5C<6AxKo`4vdP?1DEkX` z?9*qmNx}Q1=}^;|N^co1FP~PEa5|NgZfFsZP}B3d4{uDc`ym~Sind30LLjYHlI^B= z`^-0*b9lMoL-;B834gJg{>FlOv8L`Us|P9T&Ea}+zFr)$7pDwz`Eq*RR{eLrj=*JZ z7K8cv`MGxX>M86J3J&T`qqo!gbQ)ovBPed*T+&X?BJ4C*a>Vyf30txytTtrxj_8N*@0K)1KYzJ!YVF{}qiE@O0 zrxdw>m<1Gyr?R0owbU;T@ennyly3TnE~KYvQ`xCu--HPT`eNRPxsAsDGDmw%-R>j0 z>pbr<{d>*|ACtxV7_wr@v13T&lM;QArDB$*(`MKjVY*daVrf=1hHJU9+k%)4-LL-f zfJ7BdzUy?*R!Bw>wt{xMm|L%h>`u24h1@3TH;9zyjy;t3E9JJr6@RH7VT2@HHs4MU zXGlnb9>%c30OkS!2kN0nB~ORE6B&xQALt$UH`ysx+SF~;_k+7yE2b3 z{U2-lpExt#^f>jT424p0>^boSeHBaHfJ0i>q&I$v(I?<(( zlEqRj$6n8lwC>S?_VS9bedBQ`5;ey_gM&zD7-_ZDc?<*#-l0OTPn?I2Cmenv zqqs!zez2PLyH`K*pF*ZB7hx;xpC?=xN```2_tS!KXU5rmE;WMEg)A}huiXb>9J0Tj zLyD*O)9%nijY{fwsL41pY=qk{ zmVGWqG?lG5GqeCg>H~3dwg=0KV;aHz=pvFy1^O4i~rMv?{BfcXv7`+5e>FH7mlLl}?t;REs0Rmcx^TV2@&FOAJ?dj~#=eu3CA} zV|pRaHfH*ENUoNfL<>duJ+$zQq!j{aUxhn;@znjT`#}vm0 z_+#~pyya+!Um-~H;mIqu_3U`p9QT3L+pmY-@1>(^@%Sq}sFS+&&Z_UB8rO{1~qD zX}{JbPPj_YOPzj~VnY{FRY+37X_uNOTzof&s#L^lYqd{xUXV5;_WL*c8Ey>%)$!B@ zKakxfyKx6`%a!)<*2bo>HqJ#z$rXuMNF&U=EZz{A_Ra~Q>Jygp()4<{9wnhFp%52) zg%x|`t)Bdd2c6=@zId}WUhIxL8|1|vd9zJ!?3B*~RjNeU0lWEdlWynH-hIFN^;neO zx=-1~*k}Xp?B3vnnKBIrc-wNA>)dWDQ-?2A3jc8yO?Aac4X!|Mm58(N6^ENMC=L1v zIn8v>Bi=H@;EAzuk|!2M5OlQu*6#RAcjVPfc{N{dt(sS3=h+8(bd6q3rrOogbV;q0 zy;!c2wP2gdLQ9l$B}rdI63aprG*{IiPLVNkv;=z~b%5_ysaz6=-xg6@9NbHygB)na zecENnFc^8hT3bAR&&}YqcU-rc$Hw&D$6ov1eV=^otM`5QM>9%@H3a#0l`7PL;e9lt z9xr}fCvo5If<)Tpq+FU0K7AS*Ul)ZJ%Dczs$5psB8z$wQdVr^BdNc%=K%XpDUGA4zlwwlkYBPiv3;B&2J#0omm<;V5k_QT3&U#_ zap;P?ao#sn_ya@!LYzPF=?^UX75Dx?$-m6DZpK^>7q6G)*TWy|>Lzx#9(($f{W)O% zoIJ@#ngd{tD4~{BA0XTFMSECKm*wRmS-XaJx$NBlwOYLvhVLax0p}Z6c0bv}+cRDx zz9?F%3jtbM8&H-hAF|>Th0UsN5g&Lt`6ytq$vA*Sq<7%U?8bImdf3Q<+-WX*XpgY- zPqH_rah#WWq5$}cbCgrq`!0IKlc;GmaMaL7GADz-zeaD84S?oHr4UR0xL+ViZFaa#|40XY)QJm#9P!6#O?WYLYK%7#n&+?PuqBO08s9X zfE)AWhaj9>u(l539uv~(M)E+8Mu@D_1X%8yB_YQdR65CM$r4dg+c^OGniB}3!6MjB z+mG8<96yNWA%br?;&viZZV*q$0E8|ICC}0t6L4?Gs@ZBpdYl@oM0^ZkO(X}|S}Yn; zj_g**937`O01lNO;^z6H zJxYxMerKpEqWVhM&HN~CbuB1wQN7zaV=Ru)H|de6>UsFh08zDMAVFM>*c$OM9&_@|yuOqy4koygvG26N9j%}3f^khB%mh_Bmwtl8|2=Z>VmT-oeft=~| zZ_9|$Kf3BG!bmO^M=0RE93KPpWh4F|#DtxUE<=S7C>RWf1n^h=Ns!6*PJwh-AJLL; zU$LZ4o;F5F?bRdY11{^)J6T21ZPG|vA;6az?ED`V$-R}v$c&&a*$MTh|I2vAlb~F_?66jAdOg=0q z4crBQWsOwn19%*1Wp+81nr-x+Ej1=csfFqSCM4y2&cB!bKOmtP$T^{!)`*-EC}aW> z`g|2gs6beGI-+{w7bNC2y2lfzT(=6?-N6jRQ9~qy#*T>7)!}_|*#-IJWV0GJ5-J~= zxCZ|2i|zm@Xy{%-)QqAs$%PlZX+2_i;7}KI9LJmHGp!M(usS}K+qw@7)iQuB+$Vy# zR_u<5BbwAaK9{SYJG_yS(Y+z;B6-pz8*{uc3T>NtDe2ZmL8&g zTe-YjLkR+HKg-tkR+18{lfy7!yd!BD4BKaf?X5rnPzRWM?z8XG$1xE zHeK%7n}5YFa9{})nT$>DIcg_}P>&DG_ncDMQG!P@$@fu!kmoeHpQ*1i_<3YsPxx0x z@XR1y8OJ+Axozv(Cl4T+zKe_6@XdCv`mV<_E!*Jsc(LC%4DZZwV7}|d}8`x@EgL|H2uFIrZ=FKQx+6fX* z_dQAd?-fNa+MGWUs7&Z$DQx>`bglSGNGWOjg=B0yVIWyelTO0={l`#M1vSH%kli3~Fv!0bgHppytrX&1GhkYUnFvU-e+?;!bx}OhMS@t=? z482SBFSu7f;X#eM-RkjN>qOg63^9qDrjU@v0XL^GhD7hXrn|N zJ_@7REFI{Sj$6*nFZ^%*;x9k)yMOu1@BC?xe)m$p`>wxS+Iy7;i@qUwR)i63XUdTg zk+d@|$2YfSA+N?PPwM1@SwL+2lbSSIYYRDbPQjfGz@3uvqzIU@X426ME zo=mqU3B_anTDK1YRg&5LN9z-{s9ePARY|t7MEs5AsBMJlgd4s|l`t*nd6Mf%J-&Vm z)W!QFylKeWySqGt#>w;XQQbt*Qr##0NAsqsHngOncq^rm3d(&)05vBZbXY;WT^oJ1l3m zyphXFC+N=_8SurnlU&OA49n%S-$>L`{LI3Q2xH=+`wKelF31NDO_ zNAQ_0LHR!<%D(B`f#y$G`U}JU0K7lo@mDbY1A6}i>OWxp)X}N>&E0|60bptmVbbnm ztGbW#1uI?itc5ee_(0;olMx9w0RXbYHc`!)vfSIq!IMo!*s7hv?$<$>h1M&R75u7+ zlJ7ZCgtu2z3IB+q=bwhoo@4p|M0`4o)^hm$wGW zfH5PW>8&_~Z}00dZMHK-UlSRxF}?EXuAI6&>%z^@`?fd+ z*Z5iE|Hu@{-w#+~oH#t$?6Fk8>I9zn&g%978oO+mdLN2ofW; z?`rlmr6vtSqV#qye$E@9#5lo7+=BmO`e35b^HbiL5Bph}P*cLCmf#R-mlqJ)W32JFV8P#y<1K zTl?cXgxXe-Bk5Erx&fvC{Cl3S{<=Hi{3twO?08rY1>ZyNF!2Af=b(aKN0r-}Kk_%}QhBtOh zw!l3kHw;SkxK&Xl6`bpkPJ@Bz-Y@X}CgXSMo2~X)JhfiP@J}s`%kJH$9t$GTxfVf*8Og-c#d8TcBMDlJg)<1Z9&u#Jrw=!5 zHP=YTuFCm;6WV_X^WTO1U&8-yqkxyOz{`l>;akupEUh@+J(2E`;j4(w~5qb;$o{`!f;R-qh_exgw5YBrsa~U^_%g{-!hm zHKWXk*Y?FL3aIh^GV`~1QZ1u|pu{oj25r4c4*dyx$EUC`WQGxX5`iEh4xvBZZ|P0S zN2vi=YzqB}dhB(sOaC7zx;Evj(BzKCQ!|ls4iw$%MLU7eaTzeY1peYzs&@c>Z{QE= zz-7?u+PjtvuIWmH!^KX}=Ph74?O4kJ#05s@C^GKYD&1B2fxG+O1Dung-*!BshBg12sNF>lD;w_D4`6=*bCa8SG~7?s@K5Oix4*ceQ_Oj!Fl9 z>Ki9gu+?uLs0E<-JK|8S1I0d$F(YEqCA(<>jP4q2)+Jit68!_L1e4o{_Y`IWBE)S^ zZIJonlM)KN-+6^6VVVF+u*lNigV*C$Yvd{`tS-0^7~WvlbT{LhXXPt>G{#LUUVGi0bG zpETS66ZT#?%1miOS#zEvPjH0o_?}Mj#O*cU!X)C#J78SestP@4jj;NZ#406W0F(g_ zXRNNLAUiRksltV=tT2tOBQo_+-MVUYJrunj`d<&Vu&1`zRf+5_TXr{Ky_&T?j9uS0 zun*JNtHtcYkoIX`d&!}{N2YXlle7JPX#PW@_!UCWSAX3lq<>sUSAN1A)g>)VC)1ZWd6-#Xqp4p`q3vC8MquPv zE-*0jJa4vTCEHo{`5KQG^M?#;O(M;t4?VJQ3Jos|t-uNd_sf3u?$!G8b-kLvJ}hG& z2D1-4+NXK#L$CYa+TL#+@VjXERbl+0NB&eVe`uXwl+i!0tPV0jOKydtXiLYN@h`7h zCB$$-E*HPOhmt6}e-zh{hB!0)8OdxDBvMW{T?S3rWo$tI42if3v;iFc#6eXwm*%ue zY=&?vdz>sX1Xx>WcSO9Sl28?gi{do{@E%b1e(Cty1V`gC`TYL=cd>on;Pp;+QaZ3?tENTvc z*z$>!nIMqXDgwsa+uU8`QOWEgxe4{=e4QbMG>3rNM(LFz-v`SGWmrHUsjf;zEb^h}-|E(*t*SewM44#i~N_p`KM}A1_xZF!+V1 zKjOOjMXR$S6)iN2BuR-Pe3} zL9ad2SBv%4l6|#s-!0#Ji+D-|bUKuQURHqKm?jn#HypIJyVx9Y{)Gv)Hb+;}67R+i z8KA>ijg=WlK{&Lz#2lYt=Lr{tA$(q+q*)hnmPYpZ{+MT!+vTqgutkR-Ox5!_mds$f zqw{5#gIuMjR;T9vS=b#v!~NTE(=G0n3^N?&FvaOOchRl`aPchF>)FqI!L~ZlM*x!4n$O4BX~h(lu%#=G|M0cr zO6GFx*r}d4%E`1NG%v_87l#N`i^ySFTgW_sLpzW3NM(5z?|wSycEG9WV{yRw{U8W$ z9r}N$`F6^j%s5lD)d^kckDBk})n9jGnjeL232!&1AvuW2voHx;LT*Eyyof5_D-tNP zy}}De!)s1GM%vIo+duZ=L)yq7(C} z13>1{%9?o=p1y;Tu&z0Fp z*tg+rID8l`$$#jF{pfbH1{(T9A`P!Ftn~hz)C6E2V=Lq|5;||v+ZS^iFPp;`@y50o zATvb?20U&%tyBE!6$Px|aeYo_uOx&ZPaG5u+gjrW&5+Rn9tUgM)yQq(wf3ot+uoZF zkLlRC4=KwayTeUP)Q~;m_LYYxYCUtVMHqyP@ppKa4cuSRE2ea>t1QfV2h4i!0T{AAl}ywVUsM*Jc0bahjn2X<~zO zYX0c_F+6#{YPC`p0#lQAp=uVeN2`@GP243J4(ILq=#O}-Ls}uu^Ibl^$y1D8I{#Cv z(4CqJr+qK}`BQWR&uUdFCVZQS+g0}@JIkz-RE{w9vKzxvooY>F4G~KyVq{LXAsH&WK1ZZ;(HZwt}dy!SjWlTKZ#S7a(QLz9h_ItT9^ZAz5sfWuLtu$x3@qNI~ z4fnxC9wwddNjXyd{mA`!MFhror(?6r;pW3LS^&_&x8kFF>$oVBQ-4Gz7NdkLkKHRK zf8FJrHhpBGk#^#ugv?EslPM(dnNFy9Nv}2W^U&Q;4OzK#kVrsK<@S)GdXEKZ`f+T z8JgQpo#OLJUGoq!n4EKsc0OkTg5&Q(Ps!oTJKQrKfIAgmbubEQ33e8+4;LXeLr-%c zMy=rrXar!#=k0cvNv;kMBiQK3@@}LoiHEd_$FV@wm#0M%G9VUC%u|ZO0G7XNGw_7- z-`Y^~ZV@jnYhM8(uy^E4IQeu=8nqiOS1sq((taNfzQ*<{Yv7~QFb)LGRC4xk5J#jmpmshluSNYU_Y0RQ(Xsflo56H`Y>l9WD zK1+`#`lH7C9|$)7TLbY&LV%V`IR(fvokOL;B?>p+ z5@D#~O_zx>I=;x2*CLUEq%rPP@6aC}{vh&T%gIbR0MCgO6Lze^DEf@^8?%ON@;tX= zxW^Tl1py0TF|b<^o&b!BQ{z(5*F?r?@gY{cN81iMPsJQXpKWDi zNHybQEfe}Frb+d75~L$&3Bwt4JlqOHNtQm2)H&6n_b~L>Q1YZ@up>OCRF420w-vrt zbO(!+MMYpsd7a_L)!+4Q275P-eYng%J!!8FwhzDCr#tRL&-<$W{nQG7D2rcp$RDcZ zPmS}3BKp7O)BpG{G&wsa;U#HIK{x*F7alMEx{t|!6y8`_%P|uebT~J`o$7jTVX%1| ztE}!M1(#%$UBaX8W!HMTt0f?m02y?ExX0`=)gUs`x=17Whu8r)0#3mB%y?1Z9;|!{ zN@gWB+&_=#8jk?Ob6Iib7VO`uM*!G5ex6nzc&SejYk3al3*hzU(U6;xYDx;vA^|K9 zZ$a(kAvI3}Qeuc@xeZmVCk82=YsaWzlT8JLr(DJ z0(P|wdl-y8?Z_VHWe=;ft1;TcM(qm!_*_z}A0D{bg+LFwYsV(_`6_KV+(=Y!VhLsk zagpi>KqR~D#SKUiv2m0Pz@nu*wR*QuL3pg%+4-Kee}XogoLjlNe(elBumNa=X{F+b zmW4GRKeE6EBEnd6zxnfzEfg_?74qb zdL#!d*%w^&cm&VNVXxIns1jcd1*WXdwS;<#d}YUpk0lzMFitdvO2nHj;_l1a4x1yX zbXoO(9w!3LD6>QB@2#b1xI@8?}5zKY6M5&9}xpEd5aBz~39?~2>*9E~FJ z5bQTaOPlOF>B}!HZ&TFmbk5W`1Bz8^50xoZVlqH3xU?0Y-3!@h^(fs#uwwLKzdKDw z%AJKbZWH;ej17!P@HD2Uy|Aw}gr<;Zv)In^V^J_6)u*>*7Gd|C$t5Ac?d;b#u~*TTYmD z(I&}rsLRojNkgsGGF)%@%#ar{d~s(}3sV~wjvf7UrdSAl?|wQ&D8Td_3rB^r$JwZ~ z5}NS6{j@It%joNCXqNjo8n=5cF#3E0JqwDc1rowe4a1E#oT+j%Nw#w8HtL{8R3DBt@4+>(4113Eo`%+@&>Aa6Q-)q z%1A1$(i~yYP35g_AL67(5WonFEnvHjnj|*i$ZX|dmgu<70@z}ve_hFeeSjNuBV- zwT#|#6r%X{BwdV_YVd9Oj5WYNEIE{hSoso(Dtj&m`nW~3Oiz%N1o*+l4`)Pb|Dv0f zeLzoGb%vCXQ`SS_VbJYEqP?|G7h&P@!x_#}?VYrqPndxby2+5Rci0g4*HVTIS9N-k z!$PoZ8fYKiDYs)<1{P}~oC;chr+QWmGu)y#!>;pIwytI4&+`N9pb2L&ol78omX5a& z-QeaWF&@E$+r{xo%57Qy6N9iEKuT>rRo?&=_%H~sSAX5t-j6S`qNTOeF>!To^p@*L z4)4Y3CTY5*o(c&p*O6$!GE35@Sxnokv4qOL=kjhRZytNoV;{TjdXGKwx}$!{n&tBpHI@>y_)tGs%)=sE zd%kLq3tC9_N63=F;0o6Fqp+pX@?sD-a1QsnKxhdeYM*Gr_ZcV7$=rQLX=h^dWhNOX z{H3y7kEZvvOBP6+x&pa?6(5e-*rWyYTk6=y#aOCq0}cRTD+?XIQsgIFd%PXAo$rWQ zMZWk}JT)0>gNSb!JNl!Q!o$Nw9Vl?6e07TPdV-3Szo~j>$%&-IsZ=zzq}QF(K3~VGda=LMEl%BWt6A^@H1ae+O#6J9 z+~nDt)e%3lUakRY^^PfI3r7`9;n>qXj_IF2LU5*;W5qNx@0cZLu`;)hVl&XP5n<9u zpNUQ!jJ~@~RuU6nz&In~B;Hwn6yn6UX7ZNaFW=pAQQw2m4+BErzqA8x(sxO49ORyx z)ykZX@F8wx&jKYOT?XfK5vDCMYK%%PmoE|j*NXoK_<)%{&xmD1>Pq*H70dx2JYW6w z$Y6io8Sf)O{!2c6O}}5+`YXGCRRizp0r-|02GX0W=j|J%{^8ZBoyqxNK{EY&k8jJh zLkPIa6kJdiNbDt)Z6Kx53+t+)$r{pEjoZP?0MqueN;>wbgtr~Dv z=MN8csj_fRbV*h?xAO>Qr(@S7D>P4&c?7{%`lAW9+K&qEAKsbSA6eWrd&CEYpg-Y| zTE~fl4bzp!Y^Ft8!L!K%iYr{}5tb`@utAd{ny^<`4a!6dM-gvV4DYEB2CL)mMyx4* zZINt=FcKh8tB*2JE6cdDEyXPtnAetJs&2_byfbwwvCR$d zKNa<{O4XOd^%2|mxCnNq$M9}Q#dx(wyplx~UHrrd;aq&Xd?=ymarizy38Ol63++I4 z^OT|nkGnrqO(gd`OT^Bw;!QG3)vJFBdvx8=gX0PDjKmGk1#DB(YMtd|Pf=UG$JyU( z&KIXQWw$0ecA8rGhm(RY;k{^tSJajxZa)Z<4E4?PA;;WFD)s<7$IGwP8!LxO3^Q=3^-Ibm@F<*B{f z3ZmE>R(=JcKOpN*fcq5={{YY5k@gQ*{uS#?82EQ_Cw2RKfp7;sB0nuIV4Ft>JB$91 zw_B;VAQ+=&Zx@IW7i#>3&qvr z>3e8wf0121Qi0Nk!?x@^Gp`qaNw=(kuhmyWoK2z$gt_6(S86XgbUY}Jq*1M2LG2+q zMs)V%t z?L>ZXQD?(-T3R@*gzYlzh05`*Wmc1uaJbydi49tlJ?(RIKyWh-Wd%?793h;F=EE%a zKr8A7C*&Fl12qYWHxeo7#L@LhGaQ|#Sj|xTmdb=b;fzCQCX6ydNYFuAt^W1U1p2i4 z?8;Anb1P+jT7C8wY8Up(JzA(2UKaO1;RaU;QQFRl7?nO0wJ- z-IbU){Lc||HX!Cl2$n~vcpQ|P7sEph73th$7Hh7m?m3#!*qPX2(>!h)e2LFz zC5g&PxNaBa(8s{sTp^b?Lpu^r7uu748F1*WCoZ=FCyF72^XV2_HQS3*A?-QefFOGg=D^q`auPY6QKxPUh~H}@{P-09yG$?lnxpKiUy7_B!Se9h*vu%hI91n!9NM3?KdmC4jsmOz)KXDq@>(bL0G{@I&u4Ea(xBc zZFRBtd#+3Wf1x#UZ4v*dQCe{yma#ap(erd$tuUw(dmw8br|nykZiSxxFsLC+gJeon zWFxn!-$=?)5;TD+^%~dKB@8sPO0Wd^^su!D9xp>6T7y{UxiLHTB9r_d>C&2f3{Tj$ zBxa{DEbP{Y+r6|-hbxoR9LjQp?SufdkJ_1S-u}JODMg}axPN_(t}TM3Rwd;yurDrE zMi}Kt|0cGzFV|;+g@-J-u1P{?-#`0m*v`90%G4@!5v_vpHO@EL4w1Eo*ltZbKi*DZ zX}m94-R={%1t~n(M$b2H!=}Ws^ijQft2&)bN4Uc**1J0y_qjWazsL4oJ(Re(myf3W zqlN!y_+Q5Zk72@N@bDN?+$I{=@yCDf+Hi3{_;CXOE{1@u_KX~avYOt@-48IiTF0Rv zDG36%Y~Rvh7<4Zydg}_;P!g4vq_`+Rvu#a#&YE3sb?KAoHV0%giAe6aWp;9J>19d4 zWqs*{>Enthy1#B70UsovHzNe+*j>8`;i8kJmL#`#etGW!iKOi$b~}*XHDhR=nR#UX zJOJQ%)Sl@%7qKb?pgsneSzxm2?gEuZ{*7kz6Qz#>ewJ@d{6))Ny54MyXSeesSM}he zI~}psq^L-AoUaVASHWP%58Jn-Z1_hi7zMe% z>LkiFqd(G+t{Tn7F~&U7b{K0?IXEqnOYD_H7lKR92~a@Wa(oSOD-wW4sur|uHN-m9 z;#J1dICSO_>yUD;60yp?lAAbjaY)!r1qI8&5QB1JkBIuNG*^(?jkrc5{&q5ocHS@e zR}n;PurZa0FDS%QacU|*w2(zuumOL&5pU`~vFIX>pc$1y-5wH9)2jStR7eXKc^SNwGQtiLbt?gY6OYaaJmv%G}suq}9M9?u-#B+fwsyH$) z`RJ`|^m=_s$#|)srG_}6$Hii35x2@Pj~%pMNInrSc&<2+*S?IS=cVUTSIVy2vPSgW zZtMP^Y#$OsRXr>b8tsMh?67@aul|yVB*3)kwq=#(qe`JE!8VxiK-3Ua9rM7euJ}`g{2^KX6gYp#p+CgaZ%XSAS@wsBJ96MvKL*>jp1v^Bg-d1-4Jd4j zF!Bve_71jG${(pzD{1J@(J7oeA7xd`HkLc@amT5{L+EV$V@ zVYJhnUjoF|n^jvPmuX6No20`lNxTVcA6yD^j(E4rgtS@<$02j5i{Uh`|Uj3zg zEn)e{3;^g)Q{fNHgg?DCNZ3c67y&>DY-%)6FyT`eQ<$tF4{2<5adE=TS&}-J8=TGO zG6IA=6GpHl%sr+!oICoN!KjypsBCZPMQ*`J{`2ZC{-qcB=v>~~oR6O9vxEBRx8Az5 z&sOfR!p#mM<{TZdoCp`-Up^I~)UWZanGRP?gqm#t?U!l-S&>uP=qZf=9{qI{%B`E>|)&JxJnhr{;8(pq(UjfXEP}1BhEfKSWs%w zp`gcCVoBMvv8UW+ta4u7sAGF$2BmjrdLc8yZ6>b7W`eV4`K)qKn$^#-hqQbSEC27> z{^!`nZi^-}3Gi}KA^6F=y^MD5J{p1tl=tNkeRT?ktaOSDRHE5DlOh!^td^! zdoxu0W^zNnr3u0^zL6`3V)jAN3RTS}^v?3Bl5KnS8^l_gQWR!j*pBp)t?T5|G%W4v znJ>032na*o+K$uvb3l8W<~~Nh&q48Zto#^4KStJ%0rz!e=$s?i-I^-397YFCZCQHJ zAUbWEaUczb$yt0#hrNMEmNRBR_@L7+IoWHD2#;TySDb=xSq zSvtENy5*I1_{S$Jsl2B(Er?o0TIe&Ed%pVXZuarxmKW~sNSJSVd^!qxfs(D|_&Q!6 zbgThGljW3{g=4+ZQR-EAo<<8I!(GrJ!aW^D>_q|!;es%2qE9}%No`+gSoZdi&~S(X zDBS{2c*58X47WMy8gBl_RhNt4l^lqfN;bk3qcmyD+EW^{aL_;5Dhh?CrNP021%HCL zqz?ML0xDN!#ZbLnZkfiBtp>5X0o#yrjF5DGOK@KWyC3r2PciVDbofJP{Gm$zkT8E* ztK588?w&1AgO`UL%+);RVKwtKrn%VIe2)waV;+i{X|lsgUh5llzF+-y*MnKlK=fOmU zoO*nOm_>w{Y{~1`!E^!5)D2xN0I5atVb~1o>*aBx$m>?;#arp)0wS2z*b|WSTL$3t z9^r-;kuJzi-Tg=jPajEAx?4u%5RZb4P+Bg1ZRM}GNP(Lb8PyB8d!B)}7tz(Z=<0Ix za723eCq3PkuHH-!C#Q!5_d~GzA@BVZ1HUVWUuDK0qU28r^NZm5f3JRX)sp#Smq;dLdQv-&~!q;tsi+9RKZxPpge1AICyun zH|kH;fVR7#GVCfvIq`dh7yjD%4A|7`7(Rn69FoydDcvHBBe^~Uwol9t=vr%buit3< ze2*{*n1A%foWj4zl#FwgFiu*{@ic@{PwFoI<1-Bp4;MVq7-$6t`epz9Gz-64i$9FW zAGYNWlk=w~`qe=FDc$oB`nk#i-8F=sfRp5gry>kl^y74HRz;&17$r6X6SE>rWbV+rj(8z$%Zc0z~r&+NGnt&4V$GAaeA}e@0C?%+XtVVE>`OyFCg*p z`0nU#Iv|QcNzQ@Ur$)E>pJ@$)5}w8qamxi=o}H{CmAECSfMk)Ukd>a{J}x22CS4Kt z?u_J-1qjw*D2$D;=MvL(K#<)-&ApBgC{}U;eo1l57`*_xuKPcy5PD2NoRNEzD0OeL zkoHsP{pv5FeO8te3xi}Z+p2ZI9@(R>DV8WvBj;oJ&Oe5~DZ5)hrx-YrG|Mlt;Z$?t z^djizFZrwoD9M&;a#hEK!e@`Z^AIRvXfD9wPl4hDnT2R*l@-`nE^+sA2zxt z=+fKqxDU2&E*GiQowBdHBhH@E+&Gl~)GdfH=~`0BA#U|Y%z^%b4GfQAttfD1=W}Qf zIiycaj};3F0A6=2o~0+A01B#T^=>^2Gw*dEj7($U5D-@}7;&n!9`DB#;JiN}haI19 z7wv<^{d?j6qZHa*P9$mY;PLd>W%|ek?^l1_3)&wyR>BKCM>w1@ktkW}zI&Y;eF8`s zQ+P$MbB~u3l528@&}LsEF+mY%f}1&YZaeR`BBjJP=~iBNRov9~&R$wWC_MsLb|f}$ z{bT+fg*bvZ^ma9bm`>#gr56yI?EdzswG*}-K{*A>42EokXQ46XFs~Kj?a0VXX-t8a zvh61N1nfN($sRCQPNMTL+AlQjl2o(%k!%X?8b2yS8e+M@HibIxg78OTJKRFCLlatH16lfj=&lw=f)1 zI0Z8iEUfLD$@A)?hXYm>Fo!4Mdpqt>f_+2WcUg$atKmN`?>7+BQG$e)XuEEgKt(09g?l7o)|}^hvsIZvl10m!-NxG>2&A3x)xPUt_Vu&|yBUey zUB_M)Wmh}1r}f!Gi}9-5_|$oPs6t*fBp-^CPkqXVn&n0N@+*SSEGHYI&mqDmK!QUD zeZPtm7R{L{VjNUEyNhYa35yOO^mVUC(7AC>A&E{)@)tyx?f8BqV>g9VO;HNH!B6an z+ZsV3ig=-8aNfVs1+HE;#fL0NFzj%$n@`1SJ>nEx=nTo2#Y!?|F%Ki7zZoCBjFPU# zN-ra(zZf^YjGkV`P%k4XdyiQB4Gk`8hVy;4pey_n2$=KrNvc-3jjhO%8d@l}eRnq} zBPm>QH5U#!Q*l%h`nk#th|v1&&hIt(0JBl^wc_OnD?BbHEoTlzncpDVc5W;f1+a2m z))48e1A9c-h-BT9(($gM4wLB$aq9pM z=~6VAp1$M%HN~dUI<`99)A8%N|A+dA_8ch7ZK~n{X3`Ga^Zn{CF;+>*KpZkJsWd@V z2H}ZPM+lqk)dM_7rE4kl2tsom`%rchLPbY5jr}Cz_~W1xA%paN2q!d0CddG_X#r9m zYB3l(Ngs#~IrHH;OCe>r78m0~e}9z%T&T5MZM&WCJ*Xj7qN&fyEjyHEupLrs=d=v1 zP2$>rv*Huw;PW{^a=WX1zJ|f`{;Vf5-4)C=N0Ab}vxHE_nu)@({rx znsgVZCk^U{!3_sm?1nI}6{Qqa3A8615+eKgOtihDORz!NR;Wd{jf_ z>ALv;fuc^?jYjaVk(ajB>z}C3`_*3$uV<{bmw4IDt*uusVU~;|n>sLA6}de=HR8&A z+^M4D>8f)V01xf^;)WU|MJ?i%|H5dOF-JZMv)k2LSbjQ@vjbp=TPY=-P3AzUMHdqq z3aSFljY3)v5Irc5zIis(;6WvHMBMg$=@&{PdAo!YajWDcPoM_RjHWpbS>RKO{;nm0 zPEpCiW_6tznV8+_z<&(U1b{_#|GVi8nqf+tSM7Ch;Su{I)niZB#&Ft9li#OPOGH-WU$nZp)rdm ztZLj~DV#Fkg-L%!X%IMQ+yT=9?@g2@2p7uo%yLnmCl$>e z#55Pwa~)hRKtxooWXWc~W=C{oX}fQcdBOyUHC_@RH`rZF3lCCx6r98ak{Wg91IPO} zzUePus0VcF0kpcpvK}C=C*<&omIF_tVYHEV5BjC3WP~KJ@yfq4gPv7%*=P3b%sh?*GI#1n&;hi?qE8{ zxO>!fp!o^)V}+BKmDhFszp+mEH;wGa*;E-fz~8|iIBY7qQ{C-Apb~mLi0A_&GR?E> z>W7aq8*fA4l&}-A|KkKOJ6d-4`DUo#h&#L?(rbh}YH0S`&W{C;hcg0F3O9lO-GQWI zd3M6Bo)IoqjQMyq*t1H#Jf&a|umUU`B>%3V-JuvjJ_aE()uXV7KOkngyZVsR{;*s> z76fBSokKHH`co0!71?zSJ)P9}w0n4%Lp-b`9>x<-n~JNc#lr&QX_#@R>|ObNPd4C# zJ9uRpK6r^w7UP5S_-}&bf2*{6?Wq2^5I+ji3Ih`Lg(}0mNt1%Gn643~+NkQ*LQKlX zDS*6aNfNU|3f~d76}FwL3#Z8^oq$wP@>3JHBaC;Th7|bT+wC%6_o$^Esp*SY{!v4# zM#CD2DadNB>60db8=Dk6BqSNyP=Z1t+$D`l%MRL!S{^@K{W7gm14){>>cjPc8-Vo> z(#qK-3C&e&GjM}2K+(P+w>Nz51I_z{{$6pyPsfLcKg7SS zBp$94PmhX+qs7(#;^CHY9TogJVHlv`mW?c^Dw)k5b55AotH16pv_A^-WDK3;5X1ao zZc7K2AMjR$_yCSDysoAXu_U{P@DU{+rHzh7%bx?`yHC&4PuAEd=!!`ojl;Q&5aFZu zg}i^(37;TDMVRUnVp^9{+B{(rU8jlJe-{8mx@id$F2WNWWQ%aEqRZ?lX|NSht2@EM zZWt|RRd*eeh&U})Z#a)hriP+(tGxB)*x611kw9+0D<#MV*ji(tLYFH|Nz&oglqnJ; z?mRaf#Iz5@- z_B=VVi4GuoO`-sz>>L|~8WGSiNdTvnsQyK$MLIxZ(zN44-XvofsTXtecHVq3S3b{+ zq(1a$bnq?I(3^D1pO^QmzcdRjQpfxa?ulZjOHB&X*(_`pP$qDR-<%&)j#?F`H2&f( zNiR?SWSasb;tNtYgg&y^as*gV{pb>`lfhea8oB2G7`=iQpjPjPbP0B^ibjpU7@)v2 z(Z3P>{zeSE6A2%@!#7RwMQeP~An&xvC(9B!Ed&kmUb8Z5o{zUp9i30ET6XIZ|5dh$ zNxc}qw-H8#!aLBjXu2z8tHIMvIzaR}kdIpwO?LIsF{3>K+-)6wMXV+(sUnL+YHgng z&=vHt&~lWdZ(^|AgQzW4A7ychGbLORx5~poAD!;H!y%>i!wEV)ZpqC&YCm*7Xo4oX zg)5CCo-{xd`rn1n`$1x89ea4-cyz-5Ui<%esus;dH$Sc#{6M8UY1{kNU-wPs=eZ?4 zHn8`0ciS5u8|i)5z3)>QU^NJ0QBeKTN1qoXHYclRE=g4gA1itZ&79dSd z(jpLoo;*9my@cy1zM&r46D4^kn?`dx zZ_fj;gvX)Hoo}zF+XdJe>V`G9S_C!w#K4MiPqMk1h)?OJt0Nwpb&)Jm^F}$Gs&E9S zK|i#sOwk4$Wb-%Y@0U~f%US&HME-Ive>UZPyKa9F8Ms~J+wn!dyNgn?& z>Rzw@x=XsyYh@PH0?!gC6QvZX)W9oZoi15|p#cCB3ZEepgz zS)ms4N-OGq65z#bNUY%*+E$<#x_l+*6=RE*BaFoOQd5}zL_5i~-C8?)2=6V6KHrfF zXzxY$w+D9BD>eVxbeTpBZ3F;FbToFA=;^oFZ3eTO=d4HS&slAc)bxrmtrDjUxu<5s zUIPX;?_Jj2iokot_%1K6#pt7SeH6NnviMqU5H7%V8rKOJ%ZjM|T1c?WFBpRMZ;6bg zLB&K7V@I?jSf=sC9%1OnDg&X;JzU@oA_()thZiu-0x<(V1u!E zE-AtTF~uBVM2FoNq#%~-@9rSob;NCnMunS2mj^vxhQ5iN++Iy3iQE9RBhEy^Q3N9W zP+XwBi_A-lD9|DDVI*aNOq{r#zLTQHA(AmrNRqacW6Bn~)wA#u1pt!e?j_0>d&DoU7<|m4a&T7@hHI`a2@<=ir6tM$vZ5!> z;hbZ1jH7vpUu!9Nb&HOIp~Q@^tp@nDIwkEY)pO}B-65BCvyD36dT zTTYYx__1T4$NLewYa@A_9i-AUacEX-37{`=Nw?(Q5xB7Y z7Pc0O&3%Ouh#J$Yx?K`x*i16TB zsaHOjP?ZQHed(QbXi@1n(@EbaJg8CtyOz)lB)L-A4i+ilo?Mg!xvsrW^kI7UZ-2bI zlit&I?`qQbu=INv06y#jpDN+xu1)XWXpkJ0a7)ji-7ZqvQpeH0X5`e>vL`F8XW>{C zsUZe<$L^lQMO*2}{%(8prl)3dRI6mDni8ZCxkIb8NGFBMFh+^N@?~ZJZ`|W9YwyPw zSuY}VZhDmK^WK}3Xm0Vg(UFQndeGP8__aXWIYNE8CyZ>v zK$R-oO0qW2-@xaye%}}#yU2CVdF)Wn{p_*(UH8iC&Uzl3298%x$mABg zQ}a1zo-h7-^izJ`?Uz@#=Gol2_kv!%qj#_A-kW;$vQ%>P8I4TH$R*;^6>%0EA~T*V zqj~BN9&xz1(a}Rsa*`~=UsJsrVZ>*gzDEDAollwgWAEP~AnTC1PRG|iyNJEk0a@gT z7uVbtdu>R<(m%#B5Tzz)+`8;E(MA`3I|mN0z4KixY3gc>Zy<`HbJAVefy9I_1IE2a z9KkY08=LZJ@&Tz^!N`lYxTD=S`o8>rMBu)bqy05?ibO}BrxOdVV&ott+FlkUmCosB zb(LS=vVuCws-ePKew+3TJA2x$wkyyOBEQe5OZ@gG--dec%YfYZ>)pbH^hHUZ{p%Gn z&(PYYmDB=a^5`M{_lngQoq-?c+LMF{=#n7@9QlD!r_>E8_5&Cu9>4vtCJ>EPO*y#i z43jsYO-2~41`d%NpX0s~W`L27^e~#Nh3MSdtq3Gv3>0!J3~J}7VJG=4PFZ`#AkCua zcqIKnD77gt4$tA57+!WH3?`TTf_lQGtiA`yCdCuy;>N0|>(`?|vuR^@D}F6gvQQM{o0 zCFxTRbiiGiM-ujIX|AiejyoJG_#N*ANfIG9b}Sc=ux`sGiPDTjZp)ssN+@fAncNW` zxI=XpmuYF7uw`j<8mBC6=4ZK(o6w~yC@HrijCf;_$d&E*(QDrV`OpcIloEF-!V6iN z<|0?LOBLqn7$Zq*)H1g4Eq&QJJj@@SRuMO2iH8lv%e3O|aPhFicqW>UwDgh0K2qLm zg8WFQpUL+lRlg+m|Gll1=r|-pOM(E~{dpuhA*JjkeURY7>y}cZ5Vj?I2HQ{$(SVb+ z(?Om|&T`6%My^rqlyXa~`!>DS><-qFROXVdCn>IdSUnYW3Y#f*xPjMYEkwuG<#~e0!eijEc9Rg2*IWV z$qOs36fH`gd>y~~=$YE5B}?bc{$;ra?Rj$s^CV$MOI3$g!}KcCr0>SJ?%E7IOfzG4 z7j{hbgQNdzb^l-O0m-!^-8@B&vpi=1qdo9=_19hK^2goy)^gQJqz1iJPw`R7kGMu{ zQX&D{(e&G85im?rEz6nZ|L;YU@C8&7vton-#4|?*`yN1D$5oHv)^ikg9h^PJY>%PbV}$qg ze0(@WUi~B=?vqci%7?S%)d%x#nt2s){j#%0+6cc`DxmD14E9fU_I&l%U1{*gH3bt~ z0k>lb<37pr;f5=O`L-1@KPkU0+_iK41BQ(7-`a4#T>V-jXo+Qd_V1m28yEYLz0n06*I7|ceq_bZSsqA>wfxL@GJ{2Y(dX!i7%7@nFOBnN_qIrNgs7#Q3(S%tJ z1kK}EhWzDK=%W~XC(Vg4PZkkU^ilEpMYD$a+z!H?35@NK&EuBjI)9BgJG=zYNYHlo z4Uq9df{kEt`OIuDTEVWPuU~>nc$kD$I%=Rep#a)}~YIp1XR@L@DxUTp{+hWj&i!kaqwHN54Q#K z^-d6-bcxh?JO|>QWCN)ke8XR?SBHHLO1CtET`T9&w4J=0nXZ0+7JE=V3VFS~2w=h@uF25B>Tk3i2T*K`UbX%a9O|25F zaq_u~B#&KT*f{>^iGu*P%;OT7ia5%>y2{epj)#xMgKkXrxIOqz_LYNd>snN_*jf;` z$Z!!4_P+}ssGh}HteP3|Im+Vyan zfxtj~CT>!EI4 zKe4T=s@6k;>!H~7)c3lofjzXt9!g^mU9zVv_g%yLD){}72Y-r*KcvTRLgf!x^ZU8~ zA#yTmO-Vv`LQi)L_YNTE_2Mr{HrPkO*pia8-MFfGD9R5ElDd>AsE2-^^R@X0I=E*tePN%Y623ReLwKeH-CIY)SrYEP+ejI~*DrOHVaJ=dWWN zIT0At!>^kCov`;tmSi&~($!D!C(hL@>RuAYjij8L0=opBgo{QW84$RoSxTj#c4>1Q z^_06h3({kVasGBOa~i7=?-XDy5YwX_l#s3d`>^=RtDeC=D1$Mx~VUPWM_19zc z_4C(J*>$pZAH%(dcCR7ddnkAtA-)EVr0_}hg2-jszkAhyyy zCth$8^;;+fobx#enrhr|q?)OLb zxD0$hy&dM>!cR+so`Z;L_vr0BU;QO7Nu(F}CJoURqqf@nY#Q?>&^ZtybM$-kx z)5te|p5oo;+R70%MJh#{BO62rHm~^ntcYLTVi6y%sEx{(CyX};cj@3@?bDcWMU;zI zV=cwBm~h5TGu%_L$UVlm%vCwk8|mO)@m0v$nt-rPCg9$5kzww1+y~5fJ9y`L|G!uK zKgy)i9ph$il%678)BSbqp0ED8t9$;q$|Y?m4U+pR=_q-Ezwg~=)M>clQE~P9=@R>J z@Q!BZ=DK>g?AS+KoO8LoKm}WH!qaM`5rX_`nEfX_RCWy!51o+_?g+W-vkO1xynC{s z^%onR4n-j(Wbk*6BA#A>7eVUdi(r)+-5)pVN z*J&ZyZ`p1VjU8?}?|wM3+-zGO9xo3^n1_GN%WUTAO!M%udB~|g#8)3utxsXsy9(@0 zGWH=bdzYfUh}M3hq}kQnDE*YSb=q0^h>|{E#hU>>Rgr!;WKr~aab^H*u?6FD?tk~u z4S&2L#UVJ874uHN;M>~;tu9b$IdiZ?xdcTZ1;Nzp8F28Jl&SawF7`hF`zcQ5p20>a z=K$p1B5w7<*5^}_W_KTTS$|Gw#mO-};RMs4Wl>7X1mk-jLkL4TvK^EVl*FkEI?vgldL$|h%j*lH?I?2w*5-6xJ8|%`x+#FFzMD&1FlWh_QW8n<@ITj;|G%)IyCP$L z6vqC0d!x?QU_A&EEHjJjpKO~+UwHB_J~io~1B-lGhS8*H0K!Yh{nc*nbg|~yiw{#| z3QKE1yB~u!7g9rx(Do;v27mzxybR?l=JuK$Knvaxwr@ula;hPGK7``9%7F)#O4vzk z2|vLg*9=IO!yX33iMdlWGh39pyuq9@Rb@b_2zqY!(Tz~fpL99pq@muwx=0JubOM=FcJRp z>Mz$}wofm9g4hECZ;hIUE3%}K%Totp(lf#gen_Nq(I!jer;^$wRc_j7L*5US8B3N( zxtYMD2-YG#oY90fid{2bfZClZXgcQMv=>y{)*d?djK$U9PA#pwV|q$r(SC zn3jo9GBM;HQPPlGVCSxAD=pN9yY$qhFu~XwJ>c^xgL#L?kWYFy0LH2s;)Ac)iQ^W3; zBO5fBfBn&qQaAtN^}79B1Vdcrgp(gF)T)cd;~t9Kfcd?GYoNhW-sfJ~K=Q$KzOM!U(!M&v++1k zp>f_{R?#>R%IzrOZrrm&a1=&bb03{?dsNeiQ)TAh)Lhs7Kg6!B(y7ugkXRNCft5d1 z-uJ7&9Von7%(S{TB72`lEq=t_ESr6RjuS;3@E(LM^QisEPuZWO zv9^WoP9fL|$Dxq7Y?)r|b!45;^~(}lZD_WfcVFaIAJVKZ71xL4>q8*+Dkpo_o_z|{ z-c@bsAAx!!f7zv;UovR|Wa*`i9O5b|;V)Y7VSX!zn4hw=#jYhnK{xTV*T z_>a3S*>9gdl_ICfD$+Z zAhrwBHHD7^Xk`%E=(ZBhuxlc`nbGO%ZF)c+1_Fc1zcBedkhg?Ehc*Z0TX_|FmGrXp zbU}U1G1*hsbqld7J%%7@sO#FC#e?zFSoKJ9g2ZeJ<1Uqte&?_yQnR~N?etly-(*pr z8md>p)rUOmL(KId{rVJ&y~@fyZM_~QU{}kqhr!s>j_hGx_OLp;`J!Fn9^XTQc%G&> zG>>>JY}fi!-`}tP(k4emoQ0gVD?_&Oqp($UWIB*Taxmy=J5sO<3JVRm9KrSm{+(!H zf_8+(k$UdJMKdM#3RlYP3p@juYm0u$?Dn^r@PP5Qq;?;zb=%vyc7m(tC`9i7^uNH> zui*9v6#j*qe}L?7i2Mh9{{i*~2%~{Axbn?BJ;E5~I)2=~{6_&u6x*3F)V}y0{#BFi z0aKDsPQEb69Nb2LLG$R{FFCsrM)hZ$Fy<{&$Z|W+kNxCbVZW)nkR7*;&RvhNT_<4K za=$3WfhcrxI+G;A;77hSf}c^-y9<2tV;8U)7we1A1kL9_9*c>bP~Ipff93*xiCVGM z3IC4of3564bq;_pDjC#^^K`!TIE=Wzyoya09&S20020#I=x&pRVsT&FVWMqnC-{%z z*cwlV+}S1=6GDpCRt56Gn5P{+d&4Vjl54(j0^_3)Z1-oN)&{%IibZFbU( zn*IegJ}ctP6~oWhcE$ktK>k>Q+PeQQ4U)KO)T;WH-V^gCCd85@%BG_kYCNdop-Asd zt$(`lHR25wp{}dkprX%+7m!JQx0nfeOQ#7nka~{Ryzoc9dLV64?_k)|KPxWOzK43- z0Br1nl(X8<;F}(|WZhY&TD5~`U8|79(3><36U5~1&LU>VWc0fF|H+t3(lG#4xVuPk zND6$Ex!0?|?uzA*e`p83qN+ z)UZUDYM|>c?(ED_F*`bFDn*a@Xlp|51;H#5XrgwNNXeHxt9A%5cbB9Ua}UJI7q(Oy z?i$_k9GF*ekg)0aElrXZ`2mlqogMJv!19;Wj}#gEA*bySIpkv@RiWlMo;QG`y;yt}gNl>wlc zVO1%SUEg*r$;Fh)``{FtOU8B3CGE=kE`pvkGVN6=Y(OUC?b$9gh8Vw{bunUElCoTw zToP``dMma%vGh+MzkU3 zMhAFk%t_ufYc1#3+Li*Z*45ln$af;&x1s$AJ&BE$<*X?3Q^?7ZrtNM|u;7bQi% zr9~Y3+YxG_^g&9*=`G1NOc3yz%eQpgY@S?ehCExAnr=~VQOb(G6bO%9T_Y6-)fAf% zD!cUgLVVPY9A_|WWLv6?x|lJNa(mD5-s(Kh6liN{7<8G!b2L&+`6Kmw@z(?X_wyIH z;0s=O2O~a_i+7;o3mEwVQoewfh>>F&BZ#xz3hyZiT`)40H*w`PE8=iGibJ1KjPnLC ziJ~na)<9;su>t}qe?XB^GQEZxl%o#a5~X}0qU|sZBqauVWd$HwhxUo@jy9X(_+P}g z+-?{<6mJ+1m566>-T|!sR8si%V0?=ISzFnmRimD0m3O@Tr|2r5i0NCA zhS@FR7a;f+_iEBP%Z^>2Otucv77)w|Ec(iIA7t(z-yOQdkb6VN$b0F_QRk^f!sUPx z8X0~IQz%Wc&aAN9)t3UlFa9ocnwnziaBK6yAva2MNAmX5;Q+^CnLCeJMi_a7X37Kg z`oHkUx>!y9DBPER4;^GVg77`EWZD3Y5-tJil$Vp8y-V-LwbmJ-I6tBLEpe2x zq7}`zCb@Iv8?^p0Ta)=#{am3bt6)n?Cr1*>5w@d?zJR*q#SIDcL_xH2b0#{<{?oOB zmwPtBp_&J(b#)DYc#J?ns^i0HxdewL*g0Gfc?bUh>iNtfWA*{v60wq3UBB^6(cba zb_}+odgw8By=w`a{2T%M9_(_oD?E+}*oh+$-sAmjqKB4)V6%2{;wc9j8mdG0eVNbC zF|{DU{QPgdgpUY4k0gwD7XECWwSmVgLLi| zkb~jz#YFdzkX}@*j0L-spK$u|zKFbz2gq(GIUUe899XPuB2Mf7EGonsmM=m((WA{q zbHF}x`sZ`{#%QUki1V+rEb*_0RAlFWk2P+a#-I4V*Zx1qK-gmcmLeKXQ1q}ZKR(CM z`&En=$fm1oh$&5~GT9%+H$3A?0M}_M zWbDa_E;2{2b#GO}m_(Trv$(nVvd*ywopl2?~pHNser{6Q=X# z<L;Km9|mPED;}CsLX+6brDg^Ni{5##1oml;&Y{U*n*=_%KoA-+}1u) z)$#OkyK!9iPe*9q_pHnTxI)I;j-zvF03kO~^7*OA&5wxVwb=a07zs5uAS+Xiep+hXm^W_^=#&6e%>EX7Ax4VpaN)w03Q%xGqLyjwAdiJ@? zSKhf2zQ_^v(_96EzGN3rVAb!K+(NYi?Xdh(B5!cw42$JJuZ$ruQDEZjG4Fm$66no8 z1sg;R-C1x)r&yj?H8`7jS}t2o95Fe5EDLJXAYM-S&P*>_dB-?qUmD`}>j+9Kge)Ef z-hVGe`fp9oA6K?y?MoMwLdggJFb1ulE|U7Rf_nHLFO9)Xuf&<7BB%$fg!b09d*Rv+udeDfS8J znA*aoi!X@E_IWqzqDVB*=WEMhY}vg)yT0JUdwWH=F?ZHCvEP;AvzZ4<34(0g} zOWs^JlTADbDi7o1hfVU!Q~7GZ{IF|&m^(kLpkKbxcL~+2-s)4G^`Yf@5q^EB#6Bfu zANsTZ7OVZofJkDa_V>H6q;?QeaDD@#$E&~Ykdq&`qqWCmOIh3&<_cd+{&=TOCoC-r zg{kTb?L6s_*MJE&%J;=DTtd;Nb>0mZrYO8nmHcJ^*uUvRB#l)g42aD?d)Z_6jhPZg zC$2=E3aO|NPajfU;URKZp|-i=Z6pU%{BTCruy==(WR8gO)5gYF-kk^x%aET9=2^iig&E$ zw#V)JIU*C`hN)kp_z?HtKQcsPm8TQW<+EX%I_3RidO-h>|4Kf(*Ppd#rA1uxfDxs| z3g;H2=1M>BXKRbE!%VMhNRNPK=sXjKkELnTbYrOVF;<93aD%kk&J0J`l^Qe73pM17BYMOGwOVR>#d}>6m24Tz2!72h^a2&a*U5e5hUAI)u+Yxs> zH)R4iIW|5y`Xm-d@VTyd|L~*nFP?c1hrO2}-^;-7Zus{y2z(m~z6=O&hJ_!04$CGz zJ_*Veg+fgqWbXayFL&={>yg8n{j%9y+gJ4h%iPeYL#= z@30zaIAPo9q}Iu1lA^5V@>`Xh%i1xf-@KkquOuZZF z1qTHwQ|&mHZmG+R09IzO9?TNqLLdlrAl`PCrlJo)t7;xpKgv{G?WRns9QZiMUk_us zH_wLvw=DYXWSh0iS=<))pQi?hp#%+ha7Ec>k3GrT`_*4AA?0XGrMeABoSNG((wJ{b zEya?>@`);~qUwiya##JZ=!;r0+g)YHp3nWYQIQ;&uGZ7%QHlco;hnOi-b5S~k_?>c zD&gi}4^>!piR5+nQ7LE<%<%u`8l>LEST=jT;zt5oy?j`e*Mp%4IBZY{In?9NcS0+y89@Oy4M zWzch(2=FXb#Vy~=`3Q2|Ckv>Sz^qhwsAJ_}G{0MP_}dO2xB<&#k^Xw;UxI1A)ZhYp zRQ3fCwP)~L)2h%a)Fu;yGf6al1ps;7TZw}fGRJP zD9y|g#J4H!r#(E5iAz55yRgGs2;wdr@e-PN3sc;MEFQWSFPV&+w1B*bQI>Lwv$U{# z#OofCKLB4W{9G)ZE(r!XZ>OjgvW_RjyS38BI7kD|CwhY0xzZ*2souC!x{CkpXeDk5 zJHyb*Y1*Zhb24u0{-1drk13p`mL<1nn->kqlh?go{dL!*{&8LADFUH%R92`qpyG^B z>sGja($0`GTyh0LTGwrnsuvWhDZ$MU9z|0U$Cl|zHhVe{0>M9>^N#88ShxQ*m-BL(QEdQy_5m0;;p9!IKkVc{}e zaG}N{gu3cf>8OWeO>Y1o14>ok8VY&leY99%@VTl4_{e@fO%36DB^pA_Yc2!lbMYG=ZKZAYG* zra|;z?TM%-Y|k#;D#Eg&iLhl@*%2mo%6ZDk#KrbAx>%4rQ;nyI<^&yg*XGKp936aS zq^^A>!0vhTM&Q9gF*|0e+?NcZOR`ILV8u@-sZ7mx2GH64eGi`s`wu<-r+WWY>;K^l z@bD3MxDGruxE_jKSADOC8rV}i?4dMv)g`-&m|Ydm{(DEQ>)!X{%F=21KGZEujjfM^ zM5NFuyX@9K4QWKAeMhwCEcQ>lDum#Z2F)kYtS%ixG`6RW`=7#~-63Eo%v5>l!$@I3*NyA#$rQqf3ppzG&;Wc|owKiIWTF7B1N`{4OLSix5Y@sn+Q zE6OPfszy$;p7@ds>~G17MAsfW(LNEw> zAD*~FHn1FQ#L+z2=lwkmX<-%tuXB{yAfHCg{`txNQ0Q1=zhea;AtaenTxMVb1MxHt^&}<#ZH@hI0A2BHqjcbdH%s)$KwN?2|bq!KX((e)(& zTO@FOmdU4P3aVKuwH@=}fCPauU=y0IFDu+q#O)TUMPqS0Y+O@Ms;G735gO@;GltVVjy)J_&ugHwquK zn!1m?eTT;fpvmnL;x!%hk@)hd%c7*pa5|Da8I4RSB(t&P9n<0=ycpduJ+U=FnT|zD zo)nfzMMI%E~@(w-dsJ~ZC_ZkklR zbjS1BXFUyWY}E=`BI8D!QG#$U;SF=r9PjY06N!7>)7 z4(R2QOYZcpF7V9CJPn}gYR7(Xw*)j#{{*gwF!;_kMFY_G>7GG^AzaTLhVL;cgnP%5 zm*J*t??;5|LcyDNXC|aM!m4M6f5_PDI5pBubd?djMtzLJki5$@T+}?v$y$W%QUS_A zQlp218{wWH0O;qWJ;PzLU<6MtDqW7<&qrT;*7X_qD7l;ns#@ox?ErzB2r8p3_ZjDF zPhs?yNFnq4jZ~-zU(f-q#gAA4H-G~YUcEb0RhE`K_CgAPiQnfYWK_0=D*!(bvI|dh z%{DdD_6K0B5J2TD%Uy?8g)z4qjHssxfS+IR!v=gRD zT=dx~4bR{R1OB&tU8v&eFp2BR{$D8eT$kUE!r+W4g%F4-ZUjZxj&8bue0@9^R@~ky zr8^nB4yJBr<+$S?5CH^Te2uVCr|n??KRzE3T12V>k{*fg;-*fCpS>*bR$wl=)cy+qfhv?EvZ-#QOo$s+zgc}|gEq)9|WmS0M zh<>gUHQtt%jfg-w!d7{Qd=Bai>D+@kaITd85MClP!q7k|xb0{FVxRy1u-|uv$2RiV zbgo;}V?%pxe~-=bvbBD5pOrMwp`Fttd0p^7I&+`rtM<^Kuw(~YcUw3+ys8jAK!`SZ zo5Bc5D{Y?=#a3iEhfnb#ywg&?6Tcl2{9rPLo88bY_)il{U_Gv!_7fFETZDNHk$g7a3@Q z9G^YRe&kvp_bR2tV>)D$IJHy6(Si4(4a}SUmh4wQ9h2iGbLOPgfF}N^p>C4A4?o=c z5cA`+s_Y-d>0&s$B;)LHh*Mf6k|pq)f~AA~%l5^Y@Yp-?33|dU5iQjV?bX}b|8o-I zx6z!II-T8Zg~P{HeZTt4Ic*sz;&02<>6^Rw$eBD#P7l(0ogewjGB&-PoD-01gu#fA zTOu7Wr|WHM5T2VTc1ft<`i;%u%kt?0CC5p^Z>Caq5kHWS;owBYTBzwHJJK?z(W z^_~KJ54paVw%-jRsq!o`tRP{y8S5I9EzFgkb z4wz#JG*4-eC;>{yNnod$m~Hv(+o^oMPaX$tG;pVG@y6MF4ppZeUbUJ9m zp0WLhF-Swn!5P>u_d{&#EsO9-9G|U&MIn=`{(d==ewY^U`U)einh!5?2|uH_WHCNy z4D&0;mcWzxU=sgc^Z)2@)3Ok^8*{VYURR9sG`(N_b>~q3IE@&*Mt2zhp#tElJkb0g zT50@6xc7kkTbi-=;Y9DQwJUD;< z5Mj&Z@^a!uS>?PL?Uy7118xH2Sac)_t>{~WK=-D-*-FCJ=_%`?ryaq?MdM|Q7Evi)N@ znLjvQpWG~9$UQQDpek-SP2Z(u_))Z?4P@=FdVuk7xt{F5YU(!+tyk- z9P9tb+L>fYvfEI0o~!sPsKdV5lVbnV!hHZOv+9#Mkp|L{;GP!dW^6#RW4|zJoDQ$H0=mdps6z2vEftIdfjaZJgzy$xipno?m-q=P z4C%C;A5U?r=pvXet`lZJS9dM7MZ#gFC|}V)Q_l&wMclU(n5XxgETIjy`1=rdJ@P#d zi1*Xv{p5K)ralg}&m-`^&&$6FL0N~LY-3I~K&`PE96r$F!(R>oMmG&2irrvy{{}gD zAeTTG5x{!%MQwE`P7K*L+dnnZwMaDx+ujr#KI%<&GAZJVw&hto*gBFH7qnY!;*ztn}F2t4bxj1U6P$F&L!nqtF zix%Mud0OADn5g6k=iJ#G(U@!V=*Kp|gUGC@vNDf)`M-zupNW~Hs|!h>4l+$zp-&1w2ATbyBlY1T$hb*Yo-$YTL%;=*v|z$ux8x~o7q^sJ8Jhel ztdj^AT3(&7JPposT3Pwd)&O_Na+Y^ZvQxrV|D}G<8q$?3=dYQLbF3I>;LXs;Clx&J z(Viq8B`($Z(ji2|kdp+pu zTY0?0=NrEbkH=Vgj6B(R5BGf#r*cFX&WZ;?n9d1Fub4!gO zoaF#nf#6d3eB&_4Yb$Kq##>AA&QGsQ0=4`!vIekit!G?hRb2 zgq_38&uI%dWp`4^0eiN@iwwOmo6$0yl)x;ykwHq97^yUBvHPuV zAWxXTFR^q>6rB3xzDfY4$<%8oJZl*OtW^lt8fY#c?C>p?gw;_5$PorXzjY0}jZ#h+ zU(7BAbxYc#Xu)R3@w$jL*TYv-K4KCe+pu#}I`5hW@D@34Q;t4i0QkOa99Nh-l#DWJRzURiQH1@L^hFmIM8mHJ@uFU-uYddj+2EE}Hz? zf&m<50!2GyI@dDt$Dakm>(gI%jN*@6Fra>AoxBhw{yaSrAN`)Lez5+ z4|m$qirNEM=gXUg&@W*p#C?eDm7PR1+K@e@OOy+AC+XtK?fgGt$OCGjaHW#z3TXh8 zBr@Y+DmQdviDqhtekLHA>uc@a*UJ zqqsozU37XhHGN5^$F!lk$X2A}a+DQrG7JyRhKIt#Ll5Gq9&y#0cqmicbu8XSD-T7K{oO!v?vC;&;=PV;e7E8JMjS#b16PnFe}xhi$4mj4vw_KvO9HW zcvM8 z`YCAsC<^R?Ml@3YJH^UKQ_VJS+E2~NB)*o=ghL^<$rlqKZai}qs!ATCEt?wA;rFF5 ziza(xE1MCwm5Q^x{4dc!I6OfK0cX(-JK|6ZgWg&iO3H}S_{fYcqln|wN4VaH%s4pj zFHt2iSnTII>-d2bsn(?9=A27sv(||q?|BH9^Z~XLF~<>WmIdIJMqEaISvPU|+1+7t8j=%6+qV@2uYkN%+AjzEd&X#Zh^j@-bV!VtUZMmsu9^hGg`K z(@mmr=^in|w;>wUVDY9#8Uok8y+d+eI$X=JHRm9%3_0!g=B~K5uFmsy+XuDyVV2wa zS^WMz?Eg3Z+LxZlk2gPTqHmdCTQ+?lgiQU)S#*k%u=440*lB|Xj;NaZ;M8bzO7~vc)-?9I)`XlwpM2cT_Cyve^g=HRdaY_v+RH%5*KaOkh7ITbjFfg zoaE@Zx}P-JvvXQ^$SRP}vto89qlL~6$v-)a*r@0qeAn2t??hol*2Wu99776QYA_qU zfd6s@e|U&L9mlW!)8o=^v$kawntCy+QB>1pe<(* z(7SX7fz6+@tNi8DUyp*w&%1u|D!07KGp};ayZm!67d@&=uTs?7(yt~urMRj%U09Y^ z0ZJ-o&Eo-pjQMilNV2?Q9@__$-vn5p)L%Y)GkiEmg zrvwxW9x*sR*LSvL_-MIlKTO-raWbl*C*IU=lV5hJ{QY zU1uyKTYkQ88%_x&XUdko99F?McBrI5eRO;$>H$-->!H=;Uy`U81st%M{n+5Nq;f8`5#(pv&V?ioErNM;2dHrtRpDM;L9V?J&9-7Hc?ESOQaomqYi@&r2^`mAePa z)3D{{?((pLc^Jn$Y-XOOG!N0>o5Ju@j`$&7e3d$W2qQmblpmtY7m4QI3^yfh%uD$K zqg(PBG(JB2b(e$v`Q=Bd0U3NrVZVm8AF5~7ksf3;UO$p~p%lC^&r54YWfpTRL2?LF zgFO{@%Pf{#?O~}EeofCkPO>D!Z(G6 zC1IG(UCPqMQtRkC_WEO-}N;}+LrV#N8f$! zj$$_ae>J&Q?tkk=-5XbrCfB_o_UxWrdu@--+`WzW^pt!!P~Pn-uilmqC(NgB=G|oT z>d1N3IR0PwYSY(7WJs@&Q_&VWEvpW+^ptF325Nq~|8G;c;k&dVZ0k7ZdZ7g8s7Hho zO?(YUhY9+0Ld0O|pk zx?!vCIIJgV>jCk)T8BT3#viui4-@m3OL9j6|Z(Yd5WNd;(c z*Fq!Q1&!y*4fE!R%J@^=P8PQ_n1Da8<(=#nu1%_YVpgr2_BGqX0|^rSM6@M7{nCF8 z>)%HkfXZ_9Wesujka_G(-yi;Z)a8HvQpbPQ{oj3pdtc$zhj{fZUVV;tUu4eWQWbPn z+m8E3gL8Dr0+7#^b;6)K_^aCuICF&U-I4@(>$aUv6^2+S#Q!4^@+MfR$3e34t7z1s zo8 zub)R?-%S*2=|)3PIdR0}IcU*^9PwZ<>DQ!gt-f1ME3BLRRgIua7t|eyago z&x^IUFVmPR$aIbd7V1_*zCP7e;QA-Xki;L57Kk0)(iv!V2n{c7rAqmVD8`4l%R11CwO%Kd*&%x&P;jd7!1sJ=X zAAAivv{)cD2n>W&8@3_~o5O=w9% z`go8?8xMUup&pbYY>&7)0CCx}d#)kbxJGogT|Y(V|9@=%(FMiV^dA}LRMpXF2=#fo zpwCZj&NOi$XzI&nXmavq*3iN#_7LVj;T#kdA$7clgzYKkmg-I�Txx;Zn6N4%da_ zg3Z;_>gxjPd)!t{i1ey&+Q0qct87NBP@cn&y9Gd6+3FfoXq-sfM%-TEE-v*tC(1ez zmpX#C00j^C>txTByaPCv6YL11#!cO-Cx0s|;te6$=*spI97XbV z_11|^p?@D|?j$QZ9-uAtK41WCQ_ouJ0S+t<&);Rjg*q(Gd7ie=&g79){atlR&fm>r zseY#p=E?8$BeAt}ZCl$#Jh1}iHZ1Gk(LP?$e`{)O%Eh`1a_8JZ;xf*d-X@;l*dmU0 zZ}qojCztN81-x?4b$dhD&WndOzc@N=3I8_GHl9-p0w*DVH74pGV-13jkEum%_*~tF z7xi0}>Q^M94B4SYLk815XgE60(JP=mV0Y^rlk2$uJ)=0>v%NrEt(rWxzMM_yFP~ag z=hh#K$}ZgWEP@ge)uQWiaMlKB8-ZtUQiBjaLHlmWk)MEMq8e01HZO>JXwydPW@(%& zF~dLc#3wd4LuB)WqNA=aNrsMItx}{Oq;=xm%Xwm(hi@BlBS^?(am~?(@$)5=8xnNq zpxd_S5;4SW|6>PK<2ofbx{z<<>}Z!MzHx$&xa|#;6N%?}B%Wa$b&(n!QZd3-9eE5U z;PALDqu=-8y(GUrY;I3E@YY#^F)EJEV~M!E6U}h;a@;0*#1pMl=iI~S@}l69>A8Ru zq<$^OWzbHVTYt8b(d=>_GT_POFKa>S?&l%fVxq@`I%smY1-%qen-!<|?=PK~*iw_i z0IAW67Tn?lu|-H1QmeR&i99?}^eiEG5K5rSa|-4wVW@jO#uSZF$uFQ_;Y!UCS{l-R z8}ii*go0>Jf<*xRu@kx9%ajnHYf6A`^%ea-?*Euk_NO>$FB2wS` z041^=c0s-Ylz^~*;+;LU3s_;pG(?gy8?YRhYCUxx`$75OLfFufukj=#<-~1?n%VIp zh+>2$9A0EnA#`|2aX~`CPWI$*q`hUJeyry%4+@Zy+KYBg<-k`O0=OIo0H3tTu$YJoY)IJfBj}4^h+M)SBHss33XNv)p_*-Z$Up z0ax`<On32IAd>#H<)P2=7de-g{L5V~=Akb05~Cq!t-jSk z2@5*|;P&PBS^S^|Kh`_%_X;TElEyT=hjPzEko1ZK6AWU%6KDn`wF!ZdHaOn4pozo(RI z{PVXL@LZj z?$)w-y$*CHDOT=?x9ONkG|FrE3P>K;a?SAl-O}iYIMQa#eS)bShgz?c@3C=_s5v{t zhyo5(d}X9KWA~omQ2HA_LFvcz!Rs{h(foD(`8Y--~0yI{0K@2=Sch0*{an=Cl=I zigH~L3uBkXhyb@$ zcr|~Cm`pdF0;Sw6HEj=rqwo@Q*lI7T`$g>e24np?^8eVRWO|*XqqaS@gJyAd zspqG^9(B&2ztlxvb<|hY^2t zJlC-i!ivXuvNXvX*bG0GWv2|SuO>gKe{_vi#L?%8+cGAo6gwd)eEsKL+y9PH8x$co z58>$_cdEBv5yzMDdwr zg9o}I-ljm{;^E~IC2o+c+l3FCh^RgE%;}*@&P{|gR!;xE#LB&brZz+Dm%@Td2}NC~ zw4wkAR%gV@0amR?bS}@}pq>R!L5lr|DfqIqB<}9t)`7(@O>KUht3Zkw-r%xD={#Wo zfm?+iQb?cyC*Gt7?}rM!8D_*&#@R!0+-p6br1F;efxgtt7D}@a;w`PxY{L2|d{{dY zlBtg%64=fidy1MzE2cbJ&YlK#=~!ygfNU5k9()zSjh&B`X4Po312aV)WjYNamGB0n z&InJ%ho#u7GvYm`=4=Yf!J}m@Rtv1)I5mq?_MiKp|0COzIUsxAR9*+r`b+j6pV__y zAS2^BBseuN?#rLBo5AQ)>AYhV@6 zh|it1X38LECSNhYy4YS=1D)8a7hZ@%eMx~%%wY~md^>Gj@I>2o{IE$ky~uBb@7tyy zKol_kmL3g{!(R0j4E{yhae0{D4sR9*JW1S@8ncAvWLIzV~5544VSb9KZ7V z4_PjuWHbTmr*s0iN^x8Dg6>YrZ~xVESaaHQIEDf!tg#wp@jp{Nh60sbXDCiGp3e30 zAE^F)OU_F<*YDfX)U0?Z$q#P2|KuL98NbCb^C4%@FdfH2w2X9~Lvynf;s|e@uP2<2 z{pZ>tqynM zAOAfo?`o9z<7R>M2;FLpK7^Ck8}QyOD2I3p^ll*BW#D~tTi&{R6y!nUzv&7-&R z@(O!8i(P%l9I+QUEXZnpMxrF?i;J{&Kv{+JIp&8PR~!>RLT>v{D6{VamI z%Uw_M;Vh+|4nrs`f}WrLdQf(LoSS3o9l4~`_-2W!Gl|E-qMCSWQ7xuMQkA=tX04Qh zzo;MSiV6s5w%{8Ow>3b5#XvsM^Y!Z>c33lu25H$=5z6B>&&P18kfrTjK&;|xNHU!? z%QjjU;?%o$W)8fI>V4W0KtlF^9&SU4IO22!t7k`+Ei_NRD~^cSsXPU4%Wy4D2I2-- z<`f^-%JR6)1AGeH@^&<@D>7$ohL05$|Lth+;wEr81pTLFNAZvw0uFd4DDPNqr^xLf z_;uRAeT6YK#%^_alU$M^p$d(4R+TEo5ckL{Sb)>u^?GWD#!ElX5}PoM1aWB6AyLU> zA$um+#3cI9U)fR*a@C!S_2O>5xn3`B*p*B6pq@RLYTqVQ?eNJqV~=mkM3|Gw=a%~X z^w-^Y^v4ZGZRSr81L<_dXK>3~_8EvO9S}d{sV#F&!ucpFpQ5Y6m@nmsj*b4aqUAF{ zMcF7h3#P9gO*S$879IwoyObcu6bEH(v0yCW4YrVLSxD>^J&cxpMJr05rZatDeEHgs zmP(Pqna&tFdaxqC<>l6|xT8A~Rx1qh`I3jWw991_RLZr#B*ACY*25T4Zki# z>!)gup%1ENQQN}39Ic<%r@tO+_>WdEva;zjI`tMFfVf-QAztlPfZi?KSjd-Dvs7VV z1XY*t(5uryd53|aGNa8}Ll{)1w;-xBOMEeMTOg0xSc)zhr#T0lKDujv>&CshclU1J zt2_8?Ccb))*H-1bvq`DT5mboNt<%}GpGw7Cp!7ZaK0kJD4JiQxFmE_NN|mwcSfiY4 zEcjAY9Rb9$O(wPzAjJheQB?%&Bo#Y(|3B`Bs^5wc@!3&dJLhYseeKNmo&2@)zcYnb zW^qkK?s>~^z3kxV6%=2XFD>=MviQrVzpe^sKZ;tioMCPOd||s_PGgu;b&w)#sc?w7 z34zCSTUqW84*Rn3Kpws;+(#TbTj%h~nVj(c6wsJSa!LaJh3)P6w(WiNP6XA{tNqU} z7kL>N=dCQrXo;xhJ7TD00G&blhj3;)Ly_9Gjl9DO6PJ+T2Trf2=0^`&I+GVAMej-R zA;Qfb4{R}xZaV}51fXQp;$US-L9o^^`kf@rE9jz!V|XDRK1hlWO5=k7`J_u;$(45| z=7Y9*<--w1kRVGYoyQvl!6saLnXdj_q8_F8T*by+54Fv8^!K(6uj;R0N^IA|vuoj7 zF8voH2Xv8a9VL{W*E-?CczcHMD_C5BHm-L%Je9y1ZCq%7IF!_vw}N$~U$Ma*#imK`$cd z6aZvl;3zmEyoP`9$k1{0pa4n}4GDjXiP-f)4Gh$JC`wHUwtI^NMiqDOadZ#shZ=Ng!C0pC1i(&6pVrK$mIioMUCr^GF7g^LS(JueN$zSqaqoo!4gXTJcf#N zxSlc~;(b6EnA{7jK)&4fIPnz9BZc*&x$uj?AAs!~%wZ>${aGo$KqR((CLdC^Fs5(p zEMR($!QfaHmvD|c8{-5f8DD>KklP$f3B(+(^v^Sdza2NhdjcR z=DbEj%4_?GUqqUq5$?<0rOH2+3$=Z|jf7KtJHu2^c%j+Qyle${Ito$Xyt{bwFp5J= zn+B%v&5F`5$`Nif4^=E0dj?391}2_{vcLdXR!?|i0VW3#OV0fi0qo8u_;xdPtcYfW z>yn8v>KGrwoHngZgel!tIx|6!PJ$S^Q0%ZNpZ==R`cQPeh`&B`VxOY2R|VR;T@MlTSp5jCe{ZaWyA$;N5AJHshCoAG-h=qrJlETn4WT`q;Lp+s< z3eyKKJi@j+``iR>HWTP))sAShDy%NMO3F#%2%b){qPdhK_@GX~W9t93d zK-&p-#N|{aAuW!IK$8T{Xzo!(-}gK!TUEU7kyaesWiP=lGX)Z?t}~^VP}xZdBM>&e zH+FUYdiaE0UB&JeWKX}chr8L;3+>^YcC%Ugrps`X#=OCvJ6k+`iVN>ge;so~o66Ec zPYlVQ;5ar)F36boqr)Ud)U6uyp8g;y#p8p@_G{ z-fh8NhnG5BszK85C|D~jvDfM19nkORq2FH!^?#w?U&;CpYX3_I;I0{P6&QHP5j?~T z$f`2K2B-moRyD$a2yMjy$*{)nyCz#mvhuJO>jVS+^wOjPPkA#rxR7w+BsqDJcJe>k z6yQkMzBe_kUBi)y5o&1SQpu}+ z(=cq#KP8NOk**B3s~oa4${F?*tWEaEY+Vjv=BBqGVIFLfL-$|O18w{7QT=6bax=@=k$>n;+#rk z7=6-rI-)F{|G2VJ37=@C-2!Y&Aj`IFFVHJZ_cIkOca-i(^gw*(6n3hOTk3=XVUKRR*tVMy#diy6z*X&D0K}e&IP)7tWC*sCm5amb)&) znInay7o-q;=3=;7f|gD^VKnN0wp(HrAQ|D=(vI0s_Bv0eAls;$=M4BElyDUUk;Za~ zDrAeeO}jaLxm+vM6UDoRrsVO4UQ;IOrCyc_s8O3MmcoP19sW+-^ZDH|5w)*-h~+VUF!_TVi9gOIyaB zv;$DW>LYT`q^Z;NcbivW6bHaF9s5Sj zNDTI|ToWK?RnAx_sGK6{StD-Cu>V?b;XBM+`)3soXTrnDUQX6^7EBz)TM4W#f0lGP zzMrx)stMyg>B60TMZ-U-hPqu+R(R9%B;nYw*l^OfXOYg6Odw0WAV5r!pk{=@o~%$E?Z<-E1_IErg&T_l0(Z#{Z=aEbO?*oO#t2i&zA!X#sxlScs{7YZNj7|uC6g9ZbfxnjQBZy z#-P<&+4JQWLzmB0ba=Nz9=0IPcMU&MoV}%)hWs%3V~;Q=`R&CYSkA|$v`!H;-4C>U zHl>zbHLnSg6ggI&p_+x)SJ7)m{T+C@MX? zX(_)|@;qrcjO@K#pfOzt9xh_fqo1)*Fo9Ay?@-tW4n}KSQCpdF7}=`EOZS2qFuorn z7fntpGDtdyUn-}=t(SVi5jdj%8rOeTtCuPUX|62}1J-IsYvC`S{<;smAB86zKhC-OQU`I%X)tUE$DR0$Qh_2oms9TTYG-` z>n=?FLU2idODr4jiFR5znL1IH=H82EWmZ?8pgmG13~T=BQe5<+dim<51u1qFzG**s z_I@p+617t*wOz`P*oC$87h7lll|0_|Q!imw%%pDvvkjeXn4BD+U79*9U-X=M=vc4W zT`)`!l@}&)@C~#jpI1Qnqr2+$(W`!_fIl?D?*ijbHS&jc`Az8jp^E<0P`@ay|Mx^6 zHScQ@vxXCuZQsI!s>lNK!D|Ky0-aYoj*UddseDmk zn9e)0F+F~lzTlP*#dF=KNk1fu<(H>j9}tEi6Z`5M5otsn0YID5*tZaGR6laW=LqK) z=mm2{k#f+WqY#%MM1@zgt6^3t$nmSl`hV*ScKP=46tarq9&fmaIrAk^@jHJObroJ# zk{)(=7Vs2!vQsam^&lM*FQ|Iy9n#78N|y`!$E>(2TqEKfvbxua^!QGZ@?HY1Knbeq zg7j|69H*3OQxhbd;mCE6ELr;DE%;tvGC%EzM1$*<2eR<423~8_S zwGXq~mox6eM)v~f_#c$nvhcDjY@8mF3Q4vLWze+?S{U(#M5z~^K;y#V{l~Qm9fC*L z5+61X6bAFDcCjz-DI+aX_a4)OxTWrD?MSI`_;W2(doyBbUInuwvS-`CzzWC}#bN3? z-90mJr`9{p5pxIV$>O$E%HGv6i%xbX-jmWPDKJu{EfKf#u{bCwJf;~4uPnhB-ZS+W z8YEFSWAW|`Rn^Vx>VA~ZympW|6oCdnpdDd+PO_K0)?DZ3B2tR9g}W=^Q*y2{wZ-XB zUg8){_Q{*{LKv*gd~R}ZDjJI02K4<_&Xdb8Qvt8%c$TX*Nv}+ic(?DA8Ir*$r$ELb zZ$zBxC`I?_He>6&Lwg*4{eeZE161|S7bbar{XOE?rJR4r9aA-)?B1IiI&{+AkqXR5 zlrp=@qh3#g$Xp}Z=#6JR`3i)lM7$Jjh%5~2^vrR5@$Gp@(lPqUw?Y3W$eMK-5KHGw z!F(abJs9i9hrhf9J}NXwW`S)SMHw9pa~wSjVK|tMJfBjX$h7%6x2GQUG?ZdDJSm;> zOP`m<2 zxz=(Xm7iCc=uuO8RG=R9s?PlbCnj5O=Qc3H(US%R9qt&kZ4$fca`HwxkE1Ld{#fDm z3e+g|kcDM0;f}`s@vyLi4pn^W9$Uz44<`WSf><}3xApHH8@43N2t!cJInKMK>y0gi za3*rMPgJU+KvN~q zvqVmYW9Azb`-G)0tGi{WHX#q&mpKA6&tOFPMQ{T0zldc@u(%0#$JU4oR73g?2NDEY zx)a1xbn&rXX=3;2sUMcj;yA?#Hh8-sN{tl7+RQKhB*S_~SRxrt*v693ZxBR=c;S#9 z=Z^jmvKSqYEdQ0G`e_Iw8S459Gjj5|$i?nc7r_jrJH5NQyp!%k?gzYtQld$ZpUNyW z+Vsjs__oS@rIsRgH;{sKo|G*&;jX$!M0$h^cqgxRavI(7a?rS6DiKz=bmyJjON7^Y z;-mWbDplUgn)edutz7!3tzIj!XU5n+RspTRf_I%N%lc!&JU{&9kQf_-oYxY#4;}V@ z{5+T`6}Z`DKQ=f*(x)-P>~h3<=(?96TV;D13O72OX25(3>e8msknBCHp zV~J-ofhy9~q50J4%>AWAgR~0xhol)-=P3<;t|QMg$50^ z*ma(t{<=G?{U}V4x&I?6qv8sm5`o6HQCQ5H9hfCI1$ZoiV%8LzNgXa43J6#^7eUMa zBTHCt2U8|(G>pCCE3fv^97bt>wxsiIHk2eRChT_ScgdbME5V{7eZ;V^8{pXq<~jQz zKg;~KQj(UB^-kebj35+8<_$7thdsTFbxDr!?*_loA_^v`3nXi4&2JZ88=9QlHjLru z=}YRR(_aVc$Rj96oG2|Ea5ty0xjvm28t6MaxUvTMx%;>oLSnY!>pAy~yI$6psfDlO z49%MFuuc1?Eo6gKj-l8F=F*Om@x!UzR5t9*eA=O}(j{XLt_s*C8CZ_jC=IpkxXW_h z42V4{+*_UyrJXM~I)}m%vu}UnBk5oOmUtigfG!O_;7NdqXA}akr+{N!geC6T8wFj1 z7C5S)#5-#17<1T(YWrxawUiUSxCVYCIEqLVbOc0nJ;ZqwvY#LRdVrID{t9NggP$H) zsXMaj1;qLbaO)2Adf>wFsUOHY(*%KU;BY#L`A*>m>AQfMJFqj@;bL4R(OW`K6-koJ zT>_*hO+9u`)xOXAC%RaUXQ0Bq)Qw<^*^l+w8n9UVvDGDh?dndS&Q8ipy&fi3cVk#C zLvJcOjjZmm&)tZs?~=pQeo6dUAI;sRe+wq0=ht=!0!_EMYRcdDGgL0W{ff52dH6O} zqzDWlBD@5J?E|Rdaa-PdIRaaDmyojkq1m(S5f}T@AEq3756F&Q=yDQYUuWiSA(WE8 zTBO@!0cOn{KG2qS&Vz8Ath)~V#KB{paS3cw&`%7rYx1Au8(TXdwplK)Nx7kL!2c8IR z5l@H7b_AaUh;Oqo&O1E54YL!n0fMC--h!(x=c|+wu8!gmH0G?RDLI6ITqsduM{p2! zuIJl!@6%#fYJG$k-zrDQcaXfF`)08yE}(TRBYlsQN6pUl#9mC~z z*=T2QXVHjVRk|FmbsfxHG-VmTE=`N%i)YrLTOlvGYB424&rQ4hA3aW=I_G{gYuA>} zjVvO`A^rC0aU(YJj}u-)^&LyG%F#;U91SSKJ;>qci`Y-~Qv@1{kQ%4^7m|OTIM56! zkHhSr!9$jYq6B88_clYry(>YW7~?8yJ3Rkb^Qv|^u5SC5&szbGx1{)?M(%cmk#Pbp zt};%2dBh=}XV54X@F>Yy^Lb=wMe8P|m|4qt#L52D3}s=vuaM!Ta?o7K7Eo*3=gqzZ zkdsRRtF4Ei|BL~$@=9Sff;wn9>c65q6J^yOCkiDJMfK)_y!i~X%pMoR5=Vif=DV@r zcApe5rJp!7O0mn0QkE??G0two{=c_;yk@LF@BH?W4L@?{XQqA4%kN42Bjdjx59s$( z(Uynf3?8ZLnKDnzheqX~KhX zBT4qQ6Yfsd-ueN1p3|e{&?3J{lBa(cLH8R2Opq5jtuvY|himSO$*Ffl6m{(?Z_NVR zZbi7-rr7k#sgI9y4NN@q@-deFb`JY;Fm(T=wZ@`ImNgI&JUQ6&(_eQ@vmclBTBz45 zY%8#jCPcs}l60pNi{}0xmke77=!zz5S=c%%WsQwe1mOzO?`WE>=~ZfYv?K6L(!{e# zA_lHXq7kK>>5_1q6r2$vamikS?u=pf5w658&xyH>e#ZGWV&Tony*Bq8dMBC7f;`F8 z^4xlU8zyT;}TcIE){jIVhIkTL-9L>(Fis?i1 z^r4XY&{KV?uim6uAG)p&71*bM+(T~eAx?LbvU>>My=C$qqIy>ezN=v0|G?E=3X+{t zq(rxS=z+qkEyz^Jkske^Ly*QFXu2``I++j{zbe`Yt%1_^XT^&=QI+X?ww1e`@X!%% zS)yW_cR=9j?b($S1~^j=iy0)R3lc3f{to5&(!6@Mx}J@(M;qWZT|Vbp}6m(yiAsAGP)ooJih*MtljkI9Zx9E$XI#bNg_ z$`2rGCO4hdc`;JkR@f#(*b==7?VQkuN~`5`u0iS`cfgq`aX63Yw4Y+h+Y;3?Kn37j zYZAqQJbcu22;la=@GIl=%M`5<#)^khE+zuQ5Bp;B_bdWEIFoX`moDS_&!fJBXH<~V zVIGy>Pn6*K>9703_v0GI;$>?ES<(I`OzX{$uwE$ok1H})mtF>w*K4dldQTlBR(A&7JJEB$dEch*DJzc z0GsP(&f(`>X}NTX(@vj?HBX8>l(j$eicfo25X~ zKnYgG(b%~P_1sl`9uhzg!JwzS&{d4+AzkzkI(mv_KcuxELfjA8?yJc6LlXQUAO4UU zzijD$@NUMEx@Vel+NNQ=|KQy`KK*sm&HGWXyZQs$K&qk4jk|I|)shLH@UAesybk!Q17)w&>AAn0WFK4!NnPdBFNMBiJQ$ zAWmViL_gV<6S`D>dJZ8RIWp-`-CV-tG`Deev*ECt5Yk==rME5oBPY5t_SchNLTLMm zE>KZdL6f)m$yF!is;P1pV0o&w+@)P^Ixuh581}lwqiB|$jdL4?zI`K%s8>9FSweFV z+@NPePFX+OR#GYt)CuyTAYhMDFd*g?+LH??J>=xfxq}x@ZF5K14hnj+0#)vH=o2@v zg-FL}@l&Q4A@C`#1%F51mUmcnP*kCNo$Bsa~WMg*iYX6H^|F7w93K zFC)j=bk`J-f-eACvs1U-!t0IS0EGW{NdGQ2gWCTGdMjoTg2m+h85ul3w0Y8`{>*8? zZE0&)yPvo{8Hr~?gP^+YzO-Ff8utuGaL!vJz}IcdmyZ#>ku#))b{{Ir(m8YKXyQX_ zswA2@8zP4p@d1gt{-f@vrPf~EZ;}LI$5#^-rLq-q8({4JYD!riK@Bs(6`PmeNVKpk3NrUHFS7UU1P0=E=Mtml0YL8D@!0VYnf|~?CewLMI3mMn>0(>D{|K+u?nFg$ zT8%bryrwRK#7_EApt|G8hudQjA(yvpo6Gj8FRQpBZO;KiE|qW8BzgL&4Lf@F*^D{l zkmN>o?VQj$V5~OrN7XL2k*e-cu{+Xkgi~kb-dT}Kx|tg zUXFyhHx&q5o;|uNm=El`&(}8{ZTBLx<4csrfJNJK8|v(5X+HlSXsfZ3>WHNaU3y zD}+2~aR8d)EVk_fq}mqJPrOo3^Ek()@B7kauZp9o=f4-4Gk7FlZ?_$M(l-Ff@O@@V zxjjd`GLt>tr6TEJ`p(lQY|WwIcOUnER0&FVF@Zv_M>0`pGM*~I^V45<-OL}Cj-(AK z=CA$CwSEgtO2blq0LP~S>6uBE4W-qx6hF(OVQI^n6PAT^-w{TH*_p`;-_BzZLGOAf zYWsRUJ|uP&V(BJBYKIn!%>+jwqBvj&FPZMb#MN)8tsk;h_*YP|bHz|JL_T{Gc~wh` zv^lSYC+i~LPV7i{j5~mow&{Pvg2YeemqtA3aPOfGqPwSJL zPs+no(>{eLFbX$#c^-5h5y$j%JJ$>VPe0dLmXXpRUk(*??Sf5eVfkoLTtb*T;xsqOn9z)vD})g^ zlh_1_+qah*8^!M8=;`Tf8K(Kx%?Yw0IpI&C_b4-NKm%B<`%|+y?2xQYp?Vy@FdL>0 z6ZiY?KttRBERS~LBr?g}U2Gj#J|r!k+K@Xn{!X(tAMf;zZS9b!3f)iFFeF@%H>mR6 zVEOcQgqFAMHr=gRXbt&(rW5I^-EFAQg!Li6!NAQl-6qDq-19eh00OvAj7noG#@fPn zrMTY*ysjMa;aK=AoX!lnZ-H*}v8^fx)T~#EqS1`Uo+-_Q2B zCR9Du78_V4;cW99i306iC0HsJrdJ#Gr9KB5L>7y-2ZvKOQ`~&BEbCkxGl=ge^HiqIx3- zGfF$ih6@hjzt@Ypb{~FREgwrg75xDU`A`AqL!YDPb2&WnrIIM0eUlGn!m?J#ghz7Eg z9XzA7&f2MBC~8!z1QZB9J)+!VTorGh$<7{QCF$so2`Dncot{mWR#qvo8Gw?qd(4t6 z0)qAV4JC9|rT1i$Vt#%@SG|OXy24Y7;i}wlmw9+-LOc{Co_Z4xQ--UB!_)BLVGnUL zlejxiylpBTrWTjZ+Hb86+wN30=&Bkt){gmUbv!=&brp~JaR;ZYAEi_Cj-~|FFGks-XwikG!C)=@dnf`9z(2SCa0POL8N zYa?OH)BM{jvgn3RVxc#{A-%MK(l<64G-MzcSJG);YvrIir_+u{99cStpb2ysIWv^| zMufY)wkDhcPEB8X1euHM7>M*Oz#NHl@v!~D@-<$rEvkDz>)HIewaV^&wO14F(Xx9s z_^u{eSHrEBJJ-X?>uUVeU}SE6 zn=NlgbPBUY(6-OxBLPgd`kzZ7fiCBYs!7W)!Th^K*k(O*k{*wiYmeH&&{Aj##n}mM zooj5``mV&5Q_NXtFJvVuR@h*T)@8u}w6U7G4p{qb&T;oKxw@V_JW^hUDp&WFn^DW% z(&gd*@{)slXvf`@<{r9qZxy?T=G{#o@1dr5livFSrzQu(DVbxo4zNJwH%{&GDZZEN56MZQwMIUQ|e zT@h5NF3v;tn_-n7(`9rZJ9(oOB{fT(Ia`2kqtLw~J`kGRiWe|{CvN9jUcPivW(&?v zqEeVt8jx*Y>aLP@6))y06!N9b!iKZuLNy1S{C!JC+rsii9SaOC~sJ>rE z&=wN30oA;vX0z3S^myH_oJM84?(_Nz`))4&tI|9MvI!7wb@yx9fzxZW#O--Y{+%jL z8Ns60xvIr8!*M&F*=@}KZuqz*y(2Ouo<;(Bny1eXe?3@yKX2CGizN8s6uvo#ch2IA z^8zAs-oKQ@qE3bImXwAPv;)-Y3nCrkGl7qC2pq)V8zQWoKISyRA`j6 z=|5NAw9B(tcOuzx`eO|50Efe{$7KWR4Qgy7`cL%3o0sw`hd?)2R|`x{R-&b>IAvp} z*qxILkQl}7b?)9y6)b!}hV88d%eF#HTzY6obk{gDAo6F+fA_lw+>=ini);~C#ZU^c zHDZ2AIAr3S>B^zaB8EUoLG|vmzj&u8t-3Z62{od%sWwRbli>2E`rw4DqI7oa5>bAa z&zsn=>#>xen>u`iAd;9r&xdS_sT*`w+-i6d~lnstg+~9vX%5h2!~g<6}I_W*D)x;l!_srgolUiK19u3CEp%4qW8p=eW(p#i;LqiMKI9fy9Z-mSAOBlg+!GA#5;E$*+mPeL7(^iT zw2r;i6?XmtsXrj?ZvgxQF8=`6-;nrM(EbzPfAzO}xZ&Ns^X^7_Z&$vnhu_2T?~Xf^ z)dZ)=4Y_HS59cV8X@yJAC)n)=_;oEO&Sx~$q@_S@pI!GEP4==P4At@j)WMVkc_;)# z$Xfxov<=9PFZ3@<8J~>OzsB_+aJbrpB=oB&}!p1;+alGzri zatiqSBfJ)Wh4qdSy#1FCYl>TxRF-gDi>|Lzag#fC1BD`Gu$5{?oWC{{&c_Reg4LAc zRTtOiFl#C2)h4`Fk~V!rhZ}@ZZ=)mWSJtzqlh~B7Oo!$HlHTs?MUAgW!^q&yKv{!}15FYYou;_$A?a{}F>_`& z5m>Bbf1f{CFY zc-OX#C~h|}nhQA-M-;)w!0bm(tI_xd@h z>SE&zEFj_tpEydkyP?UTjuR>)2eW^oL4KU2zICh;d1SUdKT^AG)!TId*l+x4NdujZmWUq-9khs3)11N7N9N(gv4$g! zsi2Zmh#PhX;eoxX3}%1mq<+g!HSi*9kG(^1(xpyy<;<8v9)rXrp){fMg{5*Ki`P}9 z&3;H(NOjH#+i{WM3pEly=OaF_>HqmvdOgDtgLc^mIAs!Fnus?v_+GW*VX^>UN@pG5J93|L5@u!XaNhb`l zEj?k&(^@)W2sX2Y-mTL8IKmGTsw7!vNG-&YPZBnf+gE%8sTuJGUjh=y!Aau5)%o{P zPbi4XyVim&N9%k&LD48a&TM6>XPhAdQ9VAz0*pAGe8VpfT)IT4_@VWAl#Q*@u z;#>vCJ5S*@?Ee>P)OT>nkK%xowwF)rOy`=Q#L1ge$N@w8^f(eKEpIRO<)i0E98#r+ z7o*a#G!8$QZl`7&x4)(=n0%ehb*e4HIY=P8w=spUm0O!E)rq^z6{kiz8O3K#mZV_8 zia~_X00$Fh3@lfvwjmt-p^X_=1G^+O?U@|eU4jQ_9J2pkd z47_8nxrM5A4Rmmlh?TI6v@S?Jy{2_9BI!C?Ymbmdvj&PkB~jWOAheKUTIcrhxbt`} z@pU}~cn~i1+-$Ee=lhW4gw$cM*6^W55ORW~Q=FQ$7qDscV>s=?(=s_8@ooX%vgl6P zFZ3@yYru>WPGmizaBy3I!nPngXXKO?a@XKI%lUrFvcwgP2~GVGBM`63y+f5d8kPtu zRB6P?<<1_aSDrTF!fa&z5CFyh4OR79k~+DbAuSLuc-x9`d`8}%{<=5Ie_UXHH|Ya$ zf4xV~jYc4jo(j{Fnh^${++|>tA#fkNfJOOIjqZ%<=+^_=r?qa0(dlRp#CkX^$-yY~ zucJpXH*PQ_HkF#KK1W17#Su1WsXROJdpdBBAS9kc@N`5q+A8qP;Py5*b zzqZRC&Gna!!`1WQ=@9YolX$pKT)iqD&K6G}j0+0nzxPUn+%`!SrW%o`n*JyZ9i;28 z*}*vuZ?26@3w`R0c|_dlZ6s>6;L=eWJF4JF(hgxd`oYymY2Bt`m4RHL;gTav>MU_$ z+i&ydx0oGO2y7C3!6$rfCwoWX09IO`J0t3yu9Dn$if;>-vi&0J<@X33?ZNPkyo?H zhc)HH$ns%(`83JAisqvvCZ#XhHq(CnQHkf6f+H3evEO;dLxY>6JF(S&>`%R)QleHU z#JBblkg$!l`3=&2`7|MLyB=~KDKxZ>u7r)<_&I<(yfJng-v1lR#LEEuah?7}J71Ww z84P^6P%gD&cr>f#&$4n$PR7~#F0N99Kc0Jr9{en!Ho=lIH9^qGI37!4`Aos(n;g4B zbDV8)K=_zWYX96pSF?p*Dg(ACIo(+$#dCxEK-jp?YaOymdoqn`rrG7kUNy&`!Sv3CM{5@ zPYDQy+4~9$GAVK*1~1bLOcVXqkoCkVUfVSNrXz+k>`;=l4pn}?PZ=7by?O2`Op$b5|>N6?|r0OaL~*m zaUo!qK7k*U^^0@QdI}Ml0hk~=3C_0Y?43u+bs{$Enr_2OzY?gaqRB8=>_K-(7X`9;$jz4ZeqB z-$mc=e_^w8$#H%>nSsO~ipK$iB|K#NilmdxyL22)66AP=ZR8#6Y?Qh)ngnn`v zu)zLI<>}>N)lxyD!M!RdLqr%G^6DbhpwEsqv^^6TbP}nybbm$IW-;6Q3>(RavKpfV z2n1^!L1r5_ApZ5`KFWynPRQo!656pocK{S39bmKMBYG^%@eya*)UrVlc8 zO8@ir26{RPU44fhE=3PdqlW|1(=X{}uJp_&@5$#iQ+?#M&n)-apt| z1~-(Xf)@(Z2=@i-?e*a=FSqjpx7r2pgp>DmRKXI~qO!l${kzO>KbWFn6^QnT2;*6~sz%5en02U*Z~;3C$x?5xNx97JJ8^S)y?io45C(9ZS`Bb$Lm3 zL55PUfW1XiLsacD91S<5f9&CnSV8e{st&d*!(rhO?=8F)rDnoUbU>Cp@{s1C-3+&e zuuZ^_+#b%>7UoSVWML~f)M-q9iv>B37Gaz5EG}ZeTe|Cu5|^Q5?U#|hbB#DB2YPAb;vPYrbf*f~-gMUUf*n*pWL+ftUYq;leH;?=+3Axe}919_Bcvb zEj9nXB{n6-83qDLUH1waZ}m^38`~c_VfBDq1 zHrafNzLzD-v;kXK+NLEGd!XL#EAFa$p^7!wFj$7gWu3e$cNh>c=UIZ|%&O%sC1 z<0FMWh_E7Al;OeKYbOjjA$gcOre{Zhg>0{n%iGJHj==+V)2GB;C=iYkglfkejqFC9 zbnBf3fT)^tSF?`u)lJTbV~NY)qXPmvzeXIHTJ>Exbw&Mzxcx`kLM*}U=rMBt8+iw3 zJP%Uei1Sn8mDqVA%F4*AZ8@^?3URpg?1zU;7rN_}uQJZ79ReI_fZ%#Qz88p(>QWq! zMn@2`p-#|rif3#x&i8FH!g|bN8|099>5_Y`5hf?gG0rUcmqRGyl16Vm<1e`ezs75d zoS)=lxO*z`e%y`8Rf>8`9^XfXmB7fIbUGyhT84hEpbnFltt{Bc$49n!>>KJlLQ z$YX+xPs1HXYX3Ag@u=<01gmM%*ZBh=yu$f z?VQZn$K5nWIy~7$tx?&Ly~X-bT&d?bX_0dLcktqiC;MR4J~_Bo#_ogPduIbbxWjLz z@k15$s-gN+Tz%-XUe#P5+OJQg*oUs{<=FYZP}}*pZq1LxTf`3B3Rk|tT>$D&ke?f^d9=ILz0jBKb)|ijzJUu?50@O8 z59E~IQq$VCV^9L1>F}R^>88kZGB=o-vO%=uEX;UN`jC50ypCja^n-li?##CnaH9iLY|dH3 z2T!7QGO)up2sP&j+n?`_HS2nK=hn;cTX%Vuc^&~S+<|37*T{(gxWhJB!1_sZhO-Og zrCyb(TU@NMLtaYE=A|draUyN;{!m#>=Pc1Tq*ELbG}1Gn{O` z2pd{Ji;pPPA{&U+eK}mJxlg=j^&7Pyk33G8qc!|H=HNVFqJdL{E|q#JqZ z>_GDSN&;d8DAbbSm`?8xe?3?nKYw9;yjUVHR>^~e^5(2uIWAX1%wO0ucGM7DJEQ-# zYfL@*R6~;^tA*0WiPt%ivL(K>sz)4aH+lLol2VxW4YgDlkhw~ta~$JDazE}eHwW&?d3FsQkWQnQx=z)MFm`j+KOC{iE>z|$L-MO8~HBrqN-TLF=K`8l@X`fUT)Ca zZc-;EZVO@hY!El13|UVY3~@hVL_@v}dQ*11=<9HinjMYxM%Y4mY7wXXQ(_?Ome$8n zLVK|La7xNBJ#IfrxYNX`cEu^{!Cm^K;5Ks1iIIlaT@o)moet{z(_dcyu~{nO87%%0 zhS+F|cWpLlYZQhQvlPfV262OR_7k;XDy>N-U+&@Bj3#?++nH6%j(uJ{mae5ljfv+{ zQ`k0p6ClWL9KS;`nfkDxSmJ z`!BE6R&y-Ni0_et^uzF=BN=;CJ7^cujzrg4afG9Tjz&|``TaS|Kj9mdwND=&9At8e z*HlS~C~^?5wMBD=(M>6y9i zA#{2bw|Sm(wf_4#w8Zku^S6a)_HV6&q34FT(4)t6h4|8DCN% zqfedQxmX#l1U~lXy@MceV_q8#XDtOp#-vx=PI@5@!3Jqt$#e^7gpB$jery#3Gpv?5 z%js-P)(XEH^ftyBn;eX_uT4$P@>Tm8ss4TY9qs%6zsLUXQxx*mf>&q9TT@>s$42}4 z;V-ZA&&>If?#1f39%@d(I}ln?8mi3;T+-FB zYr<%vRr>AN(f;h$DEiQ~Vcy1p{NzDa$MI6p)_GV!`PMa_NJcY1pE$Uw7GqQR3 ztc$!XYFP8EivxnD;+FcA^{u1BXL2C{DDm*$&AdWU&KqU3hgqD4Fk;*uUQrwsOAGf} zzY3K3a^iieU8Fc%myZNyv#*vIvH5TUIi##lu+3oEzgG;AZ2NqZRDUZg)P2C`+WObs{J|2# z{7LxZ#GL=}Vo(dc7%;gA{Vg}M*v*L$&a29jW*UM7w0z=rLSJOqgZ4{q`EwfBN%gKF zt?Ez*pR%YD=W@vPBbYR`a}6L#T>ck0PG;s~s8c-L$xK0qW2PE%C& z42fpPF_*ZSQM}A6US1b3YmB#*#?^V_;nVT5^|;$15Ffyc-8KaY1TQ>DcU@u^8aj;2 zd4|sHN{_qf>7n*3qRe0&khBbTJ2m1^hL^kHz$*whimqQP#~K)^B^;*J*p>#DY8jwq z{QI|||9fBBsxne8&Rr!3nxy4yOz%%^XUYibOeOYcuT3?;e-tN;3#qn2U5weCd3{SI zUKpc01a(Rl9z}ByWw#oGn>dM~xR@OTk`L~Jsvjs(my^p-&UeH?m5CsW5PSD#6>+;W z5*u~Q?LoQGX^{klGhSH+s`r|RLlGp!1Zg+3V=9SHpl>ddM|s_g5=FHW#3$gM!W)R| zv-(w84hb$?hNGFK^H@Xz6_YKw<00{hKciDmSM~lNVOxx)OvilbHRRVyb=CBc=+E0J zwYrSWlIiryIeR!Ap#^1AY&lI6+b`cU5vc?=-d$F%h0LxVLjjfH@@};MSHx}EhuG&6 zuSI5Hk9j6H?wMgPbY6?iq~85L3*E#Vuh%jv%^ywF?CBM69hV^2*0+S)+q=YVNg&zd zDWK@PBMgzZyJdjA|8TL*;^dR!=pkd~RwHgNTBUjsg+qIbxNRG?#7ktCD-kcYqRbK+ zh|QZP_p$${rsHxdL}&SA-q>1^PEq3h=`Sg&Ec+F1rr4SclYc_jrLv?mNoc1XeI9#q zE+^YPTO}%)$tj=RG(Sf<9^s}}&rhKq^U3h=KIH=p5VRbroPrJF7Gi#)qaR_L(Ops7 z=L5xchrs^@F#mwpKfw4`=>8q&|0D(683Yfy!NXno>cxCFZhp8tKRltI4$?Qj>9?Fx z6@8Fz+d@_2gbFS~gdWgH_AApFIGfq3Z#QsvCv0EFwaH;)zKKW%YOB}64WhkSB8+{X z|4KZGBJF2#bjob}N)}}wf0vQ{zu-w+(bGSUlWr1Tk%#k2t|YmcB>cD~>G&5k} zJ{+l@g6?ABDJ+;e`z%-vTNaB1n#0JkJmP(v=;gHQPMlS|!*9`Jv|nVSm8S?^yK*u>AppzhUMd0Q)B#|Bl_i z0R6u?fEp~L97tF3#wzvmm;=vGf87MAe?o;hR~N@_((ooFM6%g3dD}rSX+!1k2vCbN zqHkA@!$(uvhUV6lZF=4;rCWj7DpUvn#7n0e#PNvm&S>{Y0lbcIJ;QivjN#y* zq+@G@u}ux(X52E5d(~i>4y02L8>ELN*wa7kW;XV4CVTjpJzURT7HL;MwWr$mLmT|6 zB>vDHf2x$Tnq=g9xtk>ULz!f-6wngL){J9bzu3`f7d z3-Qmr*#R+3EXn;-4qrn_inOy;C7eqw)8lv3%fFdqzDzamCY%q?&bP(q%M$eAAo?;KrS9G1 z`kZ#)iIXlNi`>2Z0%pI^(qw%vcxrn+kt^EA;KYW@_YU_T;G?@2gn zGQ#GfD#Ya^qOuin47WfilIcw4Q0FP+(@>J8@8qyiC7Dw;7Apdp>1 zMiQ6Z&2rhn+w02$_m&++lzx<)iBpEsT}l$rb?b?v-AIv5(+p8+#cxCZ&yx#{Opp}~ylVX0z5SMGk-oCXT%`qvh%lIA*KGif61<^Vc>^fxgNTh?P?e$&a%@%n*gx4SGTKZ z5Fhjf9#$br3h+TzY;Qpc2zNkK;&+5;;Mt!?2o^R_jWFJZT{5l+B&EOTwf;rj^{NH? zP>y}-%-%(5ulluDt=pF{?vgYTk0~Fg^Fc>kEiun>oomP)Q%Kr8e>}3vX#rWn%lN_P z(I#U2Jun2wRr3-lmZ#JGvJF5k_DEq;?~O2LPSkwi@bxr5pwhn^XlO^-;i2vf@NgX)mRCI-u!cf3OiLXeDtR}rFaDcTIe zC$Z9Pe&R+P`T#-xHLCwS&84q248$)GE=1__SYwC#jL$>&6)QEsWpky~wZ?fV9UKsUwiyTX@ah%nN&*nU_;5YN7=N# zC4fuEQ4@Bi&3M+g5l{yiFiN1GFqo@A5tF*MrTJ`kADpYMjyxA+nr9SXB8>Sg!<{4X za-5!q$OK@-!$u=#oFQUwcj(Qu)JNDBpl1mlWzf!ub&4ZNd<)1>=* z%o_hSu>WMv;S1|1A=l>>#qkj59v}X?d!hX(jCtf%5wg&e^j}RqoVKCDbB+Ma7Um#` z74Z#MocOw`*J{YODVG zW-~g>(to${HOCpc**nZEHftXfjmIQ^ED4Y0D}TID?NN0 z{$AwIt|rcMPjL~>@QQGwn6P=Q^qON{up~HwPE5Y=#VlFh`p6^ldi=KCtxfdi+WJy@cJA%T+r2g>1dm2C@7s8rF;% zjMuiei{xb(lNqTjH9T_OJGKQmJ(ubZhIY>R+-WV>po7YrVm|G^PxITFa9uvG3(aFu zdM;tt1@EyuK8z(FHk1$3%BRKU!w~c0p82rad>eEATc`CqxFpvx5K>Wx6OJi|-1GkQ z*L9!$`P-&^-NGLm{yjUmXA;k}&AQW`3YI*H;OZ%f!X&On&bE>G3d5p#lZ!U<#( z1~J?|{~sQhkZLeJ({Wd7s;~i!>xWlMeQWyRfSPq~A9o2@8%GJb4(5GWM|K+TLt)$S z(l{5PB+PGTk(zFgE_6wgKkpX9x2}`r?S}atVSA%>AD#>-mf<)*8*HCvw+$Vj187#; z2xz}qF9nRQtf^C2IFg2T$wy1cx|J{Uz5108I2WLw1QskQfBsMCLzQq}4{~@HAjwZ8 zs87%HWwgi{Ivk_IlMONWwR9BoGuMfB+cp6l3ZDNZ303NL46-$&8h%Y5zjCv9)0|0G z>JEISWf$e<*N49z1i_!b5DMP}#4BI%MQ?o3As_6?C)e^$%>)b&zsVK(i}Zy(Uf@MH zN#=vu@NvnZ+Hx@|!z?7{LLr$$d=+FE4nHOIalVh@01%F*jXDQ~lyaBDy{K`nd1#XB zh=IFV^^S~u|UVew!4Ffb2DayJN%A?aKircpddT1WpS1 zAD1g=hifNKFOe!L8CR)c-#2gzmdOKt3^`2tXk~ItbF%{AN;%>kVo8`G)H3#==vK7Z z{FOj4Z-@VyU-5o0gi--f9m_D8o1*t6}epY{k`YzY*x@-fV>aE+};R!YHHS@M|duS*o%L? zqa}MT4=7xMRpQ4w*x4bkRp44cW3B&oU8MLuX53EgLB=g^hFEm_+j4;Qv109<$4upC z)lm-T7Avl;=j1ik1niO=-q2*}Crk&R=nQDjHN1WXDoTsh3%rL7>Tyc6G;nkTl=SHS=Lsfy zLXVz6r3b9(0fM?hrXB#RCmibm-nu&HJ$&|_u6$PyzlY=B!yoYBCitxR=Ygi4JnKr} z71TIr(sHyg2%2`f4=5WZzjmp)oNwEajLL_F*}~@;YAA%+kJzZf^e{eRlcQd(>dD%< zok}^iP5+US5RB-*#`ZU9Y|2epBG|UEH7i85(3E+8hU+$p07G5&CA}i7_rN^^!sw16 zWjf4*Ar)*|BrXYmNleeBKbL= zy4DHXAyJOjOYQtXx>6A?S#WEHQK$%J>Y{VXDF+rp9D9jZ87wNEK$`7{ZA{jDdfO^CWoFj+P+Spy*8qdNDiAk_@1L3}y;eSa^f%=7I zob6nuqSw9@uSoUxxEqv(!749_{OvDp6H^EQNx;IfI}ZU?TXWQ~J?pp~fTz%kWa~Xv zw3IS`Yq?8N((O1|Fq3|QjZqvOu@kn3EhjIey=_VJ0nPjF%l*_Lm5dtW2HnUQAAF^) zxQ_G;rh6Azva-?{PV$I%XD7=o&%~ldtUCbV3|9=*S2#O`sbA8@)Z&#$Mf1e} zJ?j5(X?euNo{$h-Gr*Ycjh(6i~sit2;hoq7$ZY zMf$$U9U{5-=LFfHp7}eR?CbxRwKqv}B}cM$=e~+q0{Ui8>HD8Pd`DI7#$N%%8)TM9 ziQH5&=%g78(B?G7<5!zZFf@6{-xBxKHhVZko@Ep(r|#`k6FRZD_f}g`NCm7|X|6Xx zFRpnnw#YDYs}S!3mZcTWpQtVJePjaq8DDbRNk37RpwM*U{r_C~e|x6LR+F^2Obw(= zHe!FIUN1s-qs?oMgp5ce{`C7}T9yV6>jJlUKR|M!Vsy}YBWG6>Yj?TPXr9R75OJgl zZr_6n_+k#enTB^};)}`nVm{vKVkRD&rFEw1vU9eH zcW#Bn3lOb{qYX^~%t#yIuvk6GOq1dHvr|#bQ53FSZ z=KG|fa8&8!VU-l|e=PmK`t6%dfTZ;)x;Lqv|Lk9JTDSHnC#%$ zMo6teIn?_N7W*l!rN&o>DBtG#l==F3fF$&U?n2C3X*ycbEj_BTqLW^NLwclov`2m(e3#5?;`;>6d`HV(HCQ9b739O?p0JYT?!8vdi}| z*PqTDa>CYOX-&+vK0iS9`_-Sjk>oWc(>feibl($ellJi>@X|FGr+@ zebU2h>1xgNFmig@K3zH*77zF88$)8=7tx7)tTqOQ@FPsUPMR~4%Q-J2RzJPI?#5tG7qP47*u$ah;b-=6 zKYMzmJ@mS->fTQ+@P~5vRcHL6O8(R^zYCsU)X_hEoB<9-rx*%H+LF&!9r`%WSAQOZ z=HGuAOy9@Yuc7yANd6kBU+3?yas7L|zXB$}v^r-O?bc9msW-&qvV9i15$cpGBkZB> z?Q(IX_LgrA{Fk$V^oaA}{MH5}wVH(?J|8S)T0L~I&dsv9ArDhB-PuMrg>JvcdzH2r z**uB{wg6Z=O~RAP&__v*iU2oU0CsXA&W7qm@?Jq973sqbI5AI6X= z&qK~kwP{A;&ME>|0Cn=FWhrr|RuYjol+UMa7yx{(yFYnKw$8n ze^*<>tL+-`8@S>RinPkwCvBCsq`vAX2afdh>W>LXYyk^p2|HQizY3p!mDG&2wA}m6 zIvI3;Xl3p8Ib0{3j3`B#M5cD`&8iFXke&dy1OZ7Dn04xOC?_4)=4W zUowsEcAi|HBB@a%`9dtsGWD{Dx9U{+XQb?se>CZk#MNgkZ@a2R2fta(CHN{H9b?O6 z03a43c^+O{B7jpg(Kf=dI%629@IL=qpON*+FRLyRV|mjpcw2#Ajl=IQ;}1*nhk^Oi z?)++w{;*Pi+RC1vo2+i1*@XnWJ8O>LCw+GTPt5fYE?0jDC33$aRaVtG8+XqUY=lvt z8d`gsj|)wc4ZlyneGYZIEDTlL%!?6ku-^Y|UH{!syGWS>PHR?HcCO@zobCPU&pq}2 zRd^MdB2z1mUc-q7f$eFTEiIny;UT>Tg|i(3P;5(ax65d}zzUOC+?2>%nh`!#5_olq z#Z=$37{!!o0uhw@BY25S8_Y6O4iz6=ap16Hd45~Y>jc(J+e(rY8gyH zyh*a?CZ!4~j|XoO5J8dEcS+6V&zVF`kjAnWJk`XJ|wN9SCIz2nVOHVgbgRFA?$ed8n~ zb0mCDT&{*vU7&OMcK7ZUp4vV@aOpQDlPfH0q>2j9qtj4+_wd#Co}_(%sN$k7Uu;EU zg%kZxZb2`uhK=f2R^iSKEAAktpMI*1=@z5YX}0X&TmHJN*jyq=qnQ}%f#-w*K1S^vlju35x?KYkHFissSKTtSeLUqe%!jLL@) z#YLIP!A+t=LY2wEBUEWXHT7m$y;cuH>&P0*puFmmVbV6&@>QG0#UiGN(9iHsFLmWixN66tZ!rb;fTH68glP-^j zIMi1CQ)t^s^dyA6+HiGl<`O4W&>HUWd_L^o|5@7q8%d~(y3(&n3>Eq&e}S;)^-x!u zI$Hix0bXbi{= z^C&^Aq@B~(4s$t#)y^d&tcC62vsw_A=1-p0W!*H4w6a`J^=qeHR-)PONW7y1Ot1f+^RjW6T6ht1u~6z}e! z_j232TJt@O{2sP{FCnXk>eWLd>#C^r(BFEhbv?Abu1a86-LMZfgF-5)fFx1ruVf~t z4x4$s_#>eqSo4xoM&0tHzXGDsP{E9#njTWY=#2-rF;nz*HsO)yMoMwoC<2BBwbC*5N5L|KmX9O{~cmY;i_5MzOvH4$JCoZ|; zlQAk+wJ;WV-F_1^)Ddr|+ZC{o?zn^^*w~c081NEQKjK;fe58d1Oa-9D_FJ_;Vou$Y znu=Td(4#B(Vdx&FlLHwbv7{-jWX;}ojq!~N9A{`6CYLO zvjlzAtM}seQVD-25NJc4GVsTB%CwVl#}V{=73e07aWmh7abAIWyNxZC>yYw_*)wKyZF}NQUoh1-to06q zeZgj5FxxvQ_YL8_z#h5Zm>>dg>6-S&G^$7s1Wdd%7rM*VOyTjmpYhc3+rt?il&z+7 zX&mDT)=x=~&iLUJ0^&o7yPfg7IU`h-#OOH=HHmvn?p~9=f0+!P^hmx4WPI2(#Z|-z2l6K=98iMd z@gnM$f!N2eq(XNC4psd*AqQRXFroa$M+HMNyaouvt-t9WZR5)xZc2f{8DKRES!MYl0r1ufbd|5Ei z)evc9^_st>)0%Th&Q1Qa(kciaTT%RaZ@S_}pd zBizphNil_kf!vlnev>_Y%cQ<#RbMi!ciGmv$m?4Y_9Y?vlANuQ05cK-z^?7zMoOJ# z^aC^G6OlzQx|lH#a%Ce#XV1E$=+@93v8%Yqc;gj|Z=Sxm$^ce5SGWo#62b~2b1ktD zXpfd^ZDC-0nCseArgIl>FK{TfZc0U8KGs6&Sw`u?CT+K91V;xK(c;VK6c!%{N;j<$ zjM(k6Rr>8yKm?LsOlGRbfn-BJnlh%cot_nb3T1iskfSmr${zpc%KyV7WqY6tH<9R( zs#FH?>rB%3t3MADnqM=UAu%R)I#AINq0;ihsB!QI&kS?`QnmQ>Qvm~tgGY%# zhJVfwN}eAzg$#F{O8QxN{F*b(kiWKtp|!ig4IG&gU+4T%5-7z-xS#RuF+u2V#M9iR zt;pm^Yi|i5YR#S^5d~4)h@Vp1tPgO-MD#V{#iX)`cRX|AbHdyBU;KaWenC%rp_d!c z%f0CCcJy*bdb=sz+?PJPL`ZTHp+bbm`gDM^+%NI@s=4~^VZM+_gbO5A%_y5jY%-{K z#b4T3^E{e8n}r`kIoFm27$`G`4TUhb&j=JXBBW4thR28C-+4|-b1y`g&sgb&Ia)DI zqm$jZJUntAzzC&YL=~|O++ED&hJNe0|EpKE!12%ClFI+J__L)j#s# zHu>gJi=PUs&xmtIS-60358FZ)Y8BZ7QU5UZl}U?e2=KJC zM{z@G79Y%pJxu0YEZkNL$pp1gTXWvREUpZEUFH8z2SV-bkszY0Dk{DHX+Ydx{COn4 zzwbo(m015vB7RTYUy1&!FnH7v&#L1*;;4m4A@dyQBjTW2yY;&1G#Ji9{g7g9WX<)r zjbcb-!IN1lePAvg{gd-!$+EpqvS;*3Fo0Ikk5OWEW(=(^roq|T$e0zZzy76za&Nc1 zn=|)j&a3(J=oP(MOV3W!t%&D_?*`b%%FNo#uv%qo5*tPGhb72FES#bFlvsA>r+olg zL6(fuU2vZWJTH(vQOTDOOD!t3X(MXUR_U z2|glauk;T5G~3oNKeFn5erd0$7epVHdu#g?Lj-)#rTDlUTPRrsL#_x0V_t5<@qQ4IGpX2|V zW8K}}?qP=aw$8ix?A<;29tM679ivIlsk#WM=*=FktX}D!;-LHK;5$7Mb(Ne~tfocQ zy!1urXor*WU|gnfojZr@PiqO4KjsMM-RV=Yhc6%z*j?wR?(=^a_5T7meFZ4~DvV5I zG7ur^b%quM7+oMX$@>&yrH4tPk|0l#8aAMxFu{V>bs4$YwgMQRq~5};*LXKcT(J)s z=Zp=)ZN&l0u+uH15Vi3@9#R-Z_TXwmUofa-hY659j2*na8>nLSXhWdJ;9jU5#+y%i zuE`MUQqyPg3|&u}X_%n1PHfp2U3m-2IZ+ySOesUxwhhX>aFp&Iy_3UlO!5cs{LNCo za@rpZ_$yof!K{C|o;)m4u7)ZP`<0hh%fr~^Y6J5yjkzLkBUxK$zVav_-`ia}bcGh; z`_-Sjs@?Bf1Mi`j_ZHZ@3-Y}L{N93pcY(l%o*-R?CBg!$Ny@%T=ZkQ?wq;m3|7BZ?6W9XAf6ltD@lBWG7za>M*F{cY)#j^>;gBCd?^o#^m~lEY!?ZNlP0H7pPj0gw zPm`41vIVpSp!8&g>7uz@5h4vqiy*OSbQ{N6F^4Xni1pAxTo92whiV%>JVYqh#Y=Jz zaQ=Kc_s-g#)S;Tu!-ucTg8sdn<*6rGP<+)L>Ws8_R`Sm|Nn?m5QuB&gP5fMahcD5! zz!*8(-)+$V8|pZ9eSHT0bN*>(oRp~8=bZYX8|H?peu)%A908lp-{>5BqKCo%@6(Dg z;^ZJ?{)xw8ch7I&W0x}QYMv|7db9x=&%Is!T%>X6*8u{0R(uU)bo{!Flf>+Mj9A9{%0gz?WRNPk7>=mj86wS9HNW=MmNg8&7b#kG&WnuFv#sUb#)50g(kqxb=ktauKT|| zQPQtSRCP;uQ((P0aNF-!e;%R^zi$nQhh)S{V&Y#UDee*$FUgCSM8-=}1Dh<#jj@)_ zBf83`RXZT`YAvC*@JVwFK>oJIkScIVWj#Agf_34?ay5URos(QlTOaiKb13{GVItLH z?UX^i1@$eQKXG&vSM2j>+0gpR!0K8`q1j7&hPG^GCX{N9a|DYkuA5{igY!Qm>`YOk z&!4@=adD0#%!mlj^cB-^aB@!e_Ez)$Hf|aQ$-X8kJUwKTMPq9Exul4ns_t0QQ_y3A zUh1brg6@E=L96p@+IBoX6iq(+g~>OPLZq4ZbYX+Se&PA*j~xL`c2Iz( zG(-Kh6W~01OFj$q!CGweC#{Ftw&nhrU5b{O5v9Xt`WD+fdvBM|(Fp7SQb4W0DhqE2 z2D9O}Z)c;>xTV=`E>^8ZLpTpp1Ex9C)7KIHrxxo=xb-gb`c#B{=*K?PX0O_`4<*}& z?(M@F@9Cp=b=`Y-^xX~p9`1inufXdl0fq_Wnyu>OYnwxK$(k?J>FKkM(erUdW(xQ> z?)V6(A4^MbSD!kuPu3!bh4U~@9}FPORS`{>Ifpkn)n1>{pTv5hOPcdP*CqYGafkmW znDf_An`dE~S`NypZuicr!TJO+hg2Q7uC5G&@%T42gTG>AOVQ7zxac!jW!OcIv(?XUx z0zi+3fV;<0-5`ho&q@fL;Yt&} z`r?t=&-BHE7>X7fMj3&plGNjpo@vuY=*4N*q=Vt0kaJ9uLkXA-dYPc`%&s3QmFK#< zy?yuUWAE$Q|8uOQ0g6$>hbfz0KtVaY72mJ&RH3_dj@4;K5GTDdN-BbKrD~3Z#YfLJ zHlxHsM~okoNqL|Vd7L%e-G{`m1zxJrXvvDxWVdk!IcPT5bM(j2VU3;xoe~;V%IMoj z0dF`vsDQ*-0&uQa@h(`;_Q!0Ex1V3-JHCe5*?cb~YZP-OvcaWH9HH^z`fWPRVFY*u z(3+oL9R5f%+xvkmt;iLoj}LQ_`TL06l`+1@F|z29r4}=wC%%UF<&<-13({p^)vUm6 zG?(#37{7tVj_+Sh_XpRQ7VPWcl0;j#>uguu@gF)Ji{HgnU6OpOufE;=BR4l{0Knc< z18R|U!F;1WZ%f}&_7-k|q59k;4KtfdcVvUr=V~M1MgrqG>h`m*s+`3i<{YAyt-~V& z$ZemGII4gCwDZrt&)O{(+gY?+aa+t262|s;GY>%G12^U2@qaG`vl}m(byyOSMhXsz@QX2{{h!R(8s2sj+_g3HNCRxV3y?c)nJ_ zVbZ!hnwdnYBm@7NKBKs`>3Z>{!AphS=EG3=>dgA^aecbJK0IQtj~U&LK@FW88u5+xjrn3!tm$+Sv45v2WHuUw`9Ssfq*U(04yK`v zh`1;OOlO2CWW-ZEPNUNuEnsQ-_c52TY#2mYdd26Qb)hC0gtd}fS`p9ZwggaLIyT%G zkg9v9KFv-fm1qWT&G>0E@cmgE)~v(R@;t-aoHzQ+&RCLdHh@jH4FS*N?>|SuHppcM zvmYOi^o;>DPgUUn8oqt50@eWNL`NpBLMOkscsj+x{H|ISh>*Kj7)H0a%0@q#!=~#c zZp!(R><`On%1;9P;q+zmwr3xhqO>)qhi+@su0Dzs$gY3USKI&obTQ?ksIaWdi;xrToR64(vgEgmp&e>ABUj%lEAtxm>9vlAt zqB3*Y=VK3NCl?!`vv4F%3#;1WR1w1%8Rziz0nByX{|(%en;>pb7-T7jH}H2#yVM_wlsJmoBnd^r^Z>JmX-8H01uRxz z@xz>axLf$FBF_UMLUbCCT!Xa6mrR~T%3T*%e09%}g#W0Z@5HbQ!v)YHnZcWGlv7tp zF}d0ez*J*;7jHg?8rgxK``UWssU$r~-q9R4CTT*>O&==@Ko&NZWa!8@DXD1S?BdOj zg!G!e-gDh&Vth@bA4&H;Lw}_6Ph0SZiTKrW{9#c3v@^e2pI>d#AExS8w~GIM$a76} zf8S~GBZ+=x+}HH{k<8yS|3{hdswqyU$Q*6cA5G4FraOTIqlQgrq}K?a&qM5q9Pm`@ zK3259!-rJS>UNkm%%P%O8CS|VJ_KA`Yvvf<+79;wgo$n3aY~`_Su<}u3Fo~Bs$6!e^N~y&}PxRxNq{(3XJZI)|Cwlt;1g&p!7EoL% z7F?61`9{4U`#nJQziK|RCvK^jxn3GuG2mQL ztbt`*nj6aHBNiIg>P%|D?bOv{6FFx#y4U+7L|AyBl429WlZRL>a4+IMM4SkYbf~yg zNfLD*ec}1yk9AKwM>?=3IMC7?5j0?+=atW1a=%sv)ju9Y?VIBscmriBcYBZ7VO(8%Yxh1ox zZ4CROi3HC;v;C=7S_$w6bJlI|$6n`q{}xJ)=$hWj86y3X@DZP_d2kDwnD)b>|`l&6Oh# z@t#EH+!My1-$h2gui8E2*=li>0gP>ftSO<3)>t}=HXDj?w>9Dxa*QSe#GSk8ez)9m zTB*(AwfnSE9WZTNif2&tzNC-~Z}$GPbe!+jg*lbj1@YDbLWZ z<9RiF@JPHxF4Ov6#p;9Gvj1P`_gt+!e$CGUoTf4Gv2klIyckxNhOD;mJYnKlEmV z*Lv8tWG2u}5_@0GUdi&YJ5adAMWQsxa1``C&ej@^Fp#b6C#q&N%M1EXg)*I*6g9Zw zVNm7UTr9AP%dcr&$WL|bN7jK&Hky**A{-t4WlJ(t=A?o|p zAA=sz$k8N(?P?j0txDx!sS8gf?x_S{?&Kj`FZ1l8ZG6(;utC`ZRm_)-nkXs%1m91hD(cb3a3j^xGmU=R)?li0`XX{Szda}VD z+_4AKtO@-@?VpF66r=WWe&NzJt$S9tsfRlrZG}@Oc!mmg?kqQI{|R=j_P9#ZV1VNC z1nj(X{B@hWFeqIgi+s`|BYbK(&%fTNK^i+0?sUg$`=E1~4MpKo=+sy@fHtW$C}czA z9L#K&()U_Yjp`9b31w!M z61z@k$fv2(Rh_c&%GjxV_Q-UcrV5j)(a4?wNjcdNS}QWUDyyXrIkP1RgGtg}rxg8i zV7#}Q#Ub(qL!lPt*F z2QR0!og1ohjwg>W616>s^XE=V5~!j(l5>etU@YMSG(CGPY67bIwgXJJt&DQ`sgL0&0nSQvKfE zK~(g&)zsA5S=-I(@%cWRD&#v^x_zznwJxOz!om$2}NLoCt<1ObrRjUDuz7@ zPpJePM%L#lJ4yCX8u`FvP)p213cKR&;eRguKaUi>7@aMnPII~HR5AWcyS`r=3d|H8+jOBkh+0QV1`rFk-y8N`iMN~~cBKlJg@ab}M9-R>zJ zB=O45o>af(ao)o3FLJha%?lROS=wS+$eqcURJ=FFUlu=4`-+waS)5nbXD|NX zG->K&=Et5BXE-}%8A9Axaqavj-_Vxw3|(Xnpzf+HT~=ZgL0tT@1CpmM3fUg_3O>lU ze;*8SNRTg`G)lcJ&@7p$Gk7~bLw zp<<82uIsimL3;Vaz}$7VW*bX6<+A^-CaHz#OF4a)jVWPAeob-Yz~b5e=hFYXTSJn+ zFZT9ZRP82N^Kff;z4~*d7XO;{@@5!d(Kgm+)Qkj9zU0n~_%qXauqE(K2FcfL+}5aOqa=gH=U_%dE1Imx^%3 zGI+{L;w+`_-O$IjS!FM|&slhN1_wwXoP8vJVHq#Dp%XK*Q9A#YxUym`_W2knYz&*!x*WupN-}~VPe)SH2IE_Dj$saD}SI_f@ zL;8&||CK?~O-;g)7$1%i|JONqzWQ^wJoq)?e=GwOrinVk2?6PlCG&;KUAM3d2I&6} z+1Vw#s6}GO>L_r8WRum={)P&HqG)Yr52JdT_0d3AtXGFiDumli_&n}4haKuEN|PKJ z67zxVQ3&B#-?~6rTpot~SY-lnvZCbHxNMLD_Q*0~Ecd@GG(c&iV(U<<9Y?ZMg%(}R z)}go%E#{vIoV{!vP>Z%dslG4k$s{?#xAWn&`tW6ay0~6FUmp&!4?o$5`|Q)J_F*w` zGo*OBSKOU0uC^Et6OE_k#>1fFV(0NOOH)?Ud77yLIhue}&MbYtiX15!>TIsZhi2Fm ztwG+ifS(1I+QaiUIxn-CzMfdVt}#ZVW)=EGSsqHs+OdVc&Xzz7C=}rB24I#~GID+f zt=Yu|=4p*F&nkv<>dTEBMG~kwtfg!Xh{oeLP060zBD)A8l4YG z&vd>H`6z3e&f+K0Ns-hHHw9rcz9x2N*<@T1n_Y2v&QCF!STx?c(}1cZl0|n=U%t8G zDV&RQ(UC@x@h`%b#GkJ z^1Af@?!>t4teMhrN%Dy*A)fet_2)i>_?7A3NpWPs0BJP2>bRI60(QwnptR4z@H|lv zd^7=QzJH0|F>R9327`Q$j&miN{$i`2=t=?rpz%gKo2Xmrq1Y+5H}?z)&IscjX7dTq zc|LtXDy?ChYMxV`LpHH?WH_Mb$R*#JjZm{0D6Z!}ex3v)d!+&`q#vw!91HnFuX4l8b;Exu4&5Hr$FtY!t6r(pd*2w zg_v_eq(3Vz7sb$o9wCe^#Ri*(7BrZUrJk-_-9lemqf8z@A%D*^SL6L)4X4FV(q8>@ zq=}ypz<@7I89zLZ24OX=>xQFf_xRZ%)cwUh2OY!hagqL~I0W;vvOXF6NtFaAq0Ak_ zC9qM?MFU9T48oy!ye*t?lrX4sJv@$f2JJl*(k5PI9@j#)I9h2dz9u-pWJxq+O6yc1 zfwhW2*w7q9ai`ERuVMxx*EZYeaWw}%fb07@U;ON4Wt-OZ$%0*Z5;?BcTwxp2cI&^r z1-$Qi-!Faex1RV*fBYd=eib)=X`$b>)Bk&B>RmMD_g_R--l8mb5toVBR4tM`PZa4YXapl z`wG2cBuCC(4<7{vg;=<&WIGCBxEb%me_OZf-$F<50lDDhl514rxS5%lh z6F&0qp7FCWx+mtU5zlZxjlOwSQl9;tiv`LNyNwBpz;EnMTUu%>-G?W!+Xz>S?+Yrm(c9KE2px7sqYo zS+U!_fH1^yi@H{`I0Anoa-Va}RChu+hI|t7n^e#@A%YGoj!({J6V$OMjtSB8)t`q} z-tWI^>)o~ZUfO*xt-psf;9E)Xt~~fsDjeDyhfhH|Fb0p$B#(7EPV8gT!>7bofqlXp zde%v#Q8*eHHyg&9xKLJWa-?N52b73>)qqHyf`ihBqq55$U+25CO@fR%*V3?E$Qkb} zo;M&F@EYIeaO^F;zp-j|{N3a;85QbY%JB8cIH%%>`L4JM;>vG*PeuT)Bqi~b;-e9o zF!3OtY%KdI`Ba@w#Nq)zJBCI_pi`HFu6V*Rq_m5PEkfLK9K<#K6d!kd5|?BgoV(nU zwrl&A&Pkn^@N*A$UY^4umD3H745~_m6yFex-71S$2;H$X&!(tRHK$}jg&;PHyycZf ze&wb%FO|qYWT36~Ttbb_5ZML7Y>_Beg5HFOJ> zOOsQ)gDF>dq7Xddmsd3i#D`knWx{ik3Y^9Q|L5VFHBq9Yy1hXP4KGQKb!v>@jls8d zIsm$+cZ=`XJC3^mx7#!_bm%OMN#kQ1`-Sk?7?>A8Fg$fYiUn0iQio;8E96^e zxR%(j!E?$08)z8`UN$8-(tY7v7WUsqs$_YI&3`zHJO6oLUN8O_N(=O+#-V*VMuANe zgtUn=Gw3!bl?qU%!-R-pc(eNf(KIrXq&pCc~-Xo0dAG22~W@Oc>!BE z)c+H^c$*Hik<<8)>O6Z5lBN|N?pq0E5v61xv>9q6$Vt{zf|`wsUFm`mO^** zUtT>AOcHgH)}PqQr@SxfDj=}iyiB79Fx-X~J;$@LQ`D>}O;cMqQvEDUzKCP_V)!U@ zAvNjy3kv#48k#*#Nw^+;j0P<(*_(v=%90vjiV|Xr$&9^avxN0PH#-#K^DF_zAJQ}g z`r~m?{6wF}FV8+5f5>9p29^DePE0Jk#P-a$IS-l*Zi$aBnO=U>&S%L~k3;B_iPMzF zhJ6eg;$=#=0mc*nYme9Q=NjkiT1?8nhfGREI3LM0d-xoRac|P(?Ccdu(WY7~4q$!9 z*F3irIbIRtS963W7hz%|qj(QUJ@K;gI6gegNWA_YDY%}-oSmlgPD zU+ZxXWsgO)^?3Tx63$7eA^9Gs?iUjg|185Tu|*wqF>YyQDr^j$Uy6*%6BRPhd7e9plz-BO+L?6) zmpqo?hSc054A8bO=h_&lZVo+dQ}Teq-r8RjGlA!e)1}2wmIH7g9<6tSS6&_lNR-9b z(YztveV&nJ8iP`nv{ORja?n3ygxegeO-E~HZGOTwI5BK$;7+f4N_X2W+}R3C$v*x< zUDhti)nB@(%_Xnh1q0(R`$(k0kb%@jlYyS1$cXysv5cHL3pw zL)%!UARi^I*r;Wr5%+!-ghCdWubD2)G%WD1;(fzb*9LPQHoG1`VVJU-Y!1{jgKSpm znOhH=CWqex%GI-Q5Q1CKrSmdEXGNcqvq|kwI>ssDh-P>kotF_q=5!Kwc57B$p7|R} z--gWpHk7^(v0p>)=ZyR{Qol~%AM^Uxcppuf=3(UKN_-dmg7hH;mB5H5K>r5080Q}N zhts+(*}n-0O^=o&T(CAppOF_4ZH7*Aeh&(Y+2d$k>Z_>H<6uo-NcbrmUZkGyxZ-wC zxzd?*%kI{7CEigwH5s79=yrIVQTYmyr?z&y|5R8i^`}r#o;=ddfVXeU;2Z$1S__h% zaoezE#_wJpKhK!(D6CenP{rf_T=ai;2imYr0fuZEZH@f9eC9xp7k}=<@?Sa4oZ=j~ zkE+=4G;5N`T&h-S45aYb!35aG+(3Ox7~x<8KNUTN#0W2)a}*U1GYPQyEk0*WBmNVv zf>T2(`nz2BZ-Y$F7bBim!og}yAU?cj70 zhwb>oHNpsEk4P?0JLDw$J$}~2o5n=8VEWIvJSYVXi^K1=_6}fD;4P;4weVZ79!Fin zfsd(WPZMY~N$+0rabvpv!oQ4!UnAt#$oV>sxtoNf(t7CklJW(c0jN1QpE10r0Twbb*+kHPA47jw{c=R&!@NT`NsL~$K!0Y#7) z0En?>bC!qWN`}Bccrw+{+1Q8#3s*FNYJ@TIKUMYrMS}k-*nbuGfB67BOamSk0~b4j zr**;AGx_1L{P1Ibx;J0Fo*&N84m z4sbGk7`S%^C~B#!pmZ&4lbQfUDTUlQPt+;u1-2S}xRn7+ud`s2a7O28by&@9b^kqU z10JD23Pzn?!CuW{A6Bz>U)qO>?Zfi+!K4S1gO9Eh z^QezqG&ZW+&83l zaaNDh7+JFmcN(eUU}qPtCYp^&;vJZhd1qxyJ!MEYVxCgPxdL$bV8N(1&Tpk{f!1dcD z?C()9LaCUlPz~1<@=L%5($^qw=pO#3-$oIYjvgP^x-@@amPGY|FG>fr_(J9BNje#1 z2hyAkLZfDbj5Pt9t zv+wxmQeJzSj}GXwU;5~-UV5>gPNJp_^6!Fy1LAj+{JKu!^VJ_eNGtzy7uDWNiJ44q z7+`K`|BuhWub$ODC6lCrA{+J#PP?jAfqEKQE>#3Tz(?657CKd-hv=yq!;*- zLylZ}UOxjynBnIW*ODLM{4$zdvaojAwuI^wD zC$YQj*wdrz>S*@xKYQiCWP0akqZ&C^`D1i(e#lws8sCNvUvYI>yc&x zrl{utcgSR;rZLmcN*BmUECT7ZSl~%C znX@2itl_L6-PGk)qcHc=hX^Jd<$#4}QO-eOjphya| z6@SzzC)zuPq#P3+_-QIeTw@YLnP*C-Vt%BK^TpL_Jx3o{F7A#ckD3%&Hf z6`$va)Jd0ehY~MK=M*Wrg;gDfkEU`GK;{ssC~f$hJS)0Z3bXHxkXmK)u2yZKp4%dh zAxiS9ikvQ-LNBz7?}0*4;V-4l$o}%kG$gG3fqK6BV=6V>Mh)jGf=OuGjeyQmoBb}y znj%zZ&H+nb*=%d){!}R#L)q0rdZI)bhYhNk^ltn?JbLOv*jw(=J3r+NX>r)q0?4<& z-GmC$9;ew|bnRKQY71jlVUO7qNjWw=O-+cOGd$cAu?^bhbcrZz`9wsQJa>}p*2d@2 zhUpEC+N@S)FXUO!XZ-CBrzQG zGxRxm{WOErda8#V@--U^(-MBRZo79~^nZXm=VVwk(&n5==^E1a%^9fw^6JmSOygH^ z;Aqpk#pUyz03RXxj%ni~U!XW_L^GX-kFkeuo-~zE-*-L+N|625-YaY>cEAei{i9bN8URyR9mV2k*Z zJx*HI;v&-)Og8#HN4Gu8#F6vf)?7w&rAM5>^D@HGI_ar#+GwCAK?He!0T~pFb^Wo-J2Vi14!-&Slx+mXQEkw;Q#8kDrZB zej6I~=k8`KcPE)3F=WWBf00(TmEG@=Ub2xG-mjih3O;a>ZJ6kQ2)@V%75ebGPhhOj zHv`eB1Ey(Tfe9sHd8R|!w;(5{s$&-;fO8M5m|>Qc8j^=HOPbYntC-Iw8yg^+(}u&b zn>m_;g3@r(TNe!BQq#NDNp_{fE)pTseGOVEA0kc*jj2JWd$7Zj5=6#QO42!k&M%Mm zBX-Bb%zuh@k-a~&*;9}b&t!Mq<8-9ta=6*ALivu76NF>MPqO4qY6h9O+fBuR2l}A_ zU`$`9EwPY&NC0wFRF)t$toAO| z6|;q~V9%KDNQ(u;K)jbDFX?Llk#j-bE&Xs)Zb^7-vxc&?&;_(y)o^dwhb_ zA{r)B)j<_@Mz}GgGWneB-3-D5PLRpaFgRodp=G;o>oNgF1P9t<8`k4$(%M#bFC*0E4MKD_&R)wVPQ&rsOW!v& z$Y*S7+77*Zp9A1Wr!Y7aADT3>@-C!;OjwLV$8L9a0vZz%pQsYyviQk^Axi0t2Xhj; z>Dl2rSrIeD)?FK?VcEerQXfBXsEcpIh;ZAttk}bS7Xi1isb8B7GH3CI{=LPKpxSYb zQx+?HNYlRBY1o>kOn&JrlAF`xsKx7|VZ~YSuZ)$$RHYc<&a_Od5cD5)dkn`x_)MqTXkZH)`PV#O)CnUmHSoCLd5lk#`f@_x<7FT?cc ztt}}Ul0C>4P3>+}oUOO^e)X*XjJsD+T7vd|Znpk0KF1;1XkxPlBP64EhNZh`W#?a3 z&XlZyp<(hUG?;pO9CJ9e(4>FsSqwTG6~Qngxxw|-waQ(h)3nOABnQWcI49V2@>@zK zLwe5WbNLe;ZCMhty$p{xC=B*}&Z*!Mh}m?}w~_A7mT2&OoX;77RHyDWlbjBlU4&KPgHz`rAYiZFyYU*w(r`Ys&$b*k7R&;>s>(bG583Ao2m`6S77XiLl6@1gFw^xbIyLLS^6hmw-IfB9t!Da2E^ zd%jFi+@8I&*6>zQUsGDgE0!SWt7_d>R_XLG&*v}#BWh1Jo;dN7tFTjut(jc{?Yi*) z7c|pryYyG#K?B3Ou?-0-pPUkwQ-^M~UMaEkE%ogow>P5(R*q zPsKkq&(Hrn*^b1MM6_)!<*=wrRc?4C_@@%o@b8ZlhCP54CQ@7;Y=CBt5kj@ZfGL!^ z3WC3*)3ZIClBrh-=iVLVnxK2_ZoO?7-*$i}dX8O+{*s*(ft)6cL}22K*;<+D!; zY2yyrJq^IGf}fJAdKlnuSNc~XKO%hc{bhRJKoferd&(*tx#jE)G|}NicS4)Fm-q-| z@XmH@ZNiNL&tI=b&(kREVJmj`AbS{=J?+hIUT6>Fw1<56L+tw@4gM4of5?tsMamzN z=1&3if2yVbjhWrMl&JbJ>f02P>SJa~jJF}JAZEYBYv3izWLW5G!e^|6!G7dewvz}cVFCj;q97!Bn*t5)@<05 z8+MAFFucdCd`|ZWe|ngMW$ub5+KchvGJ8MA5RlkB+}V_t`VtCAN-#C->2)45PFmu% zrcYkC0qzp)m*(e+)dv}B3nNSh?_V1km;?a@aLD=E1^~Q2=ilUJ4(Yx3EGG(C%YC4n ze|h!iE@SumFRFJhmAr?j-dlt3uG#m}_vtmL>Hhs&)x*PbnH-9v=NUf=cH+|SJiKLa5aIBF^ z$I$%lAT@t_jAv>4y@hTbD{bjSSGKrn%Av!0in5|FL+!J7`Lr|7cB2mmY<=!>ydSV` zF>Ak$W>TPpFY=B5txNq?X!ZB!t;_n5aeb-2zEoo0s`J+vqa9{zG&snIes_U5I;)wcmEF=tTri|W6T>LUjPAN%OYLM4< z2!u+r%B<2)QrBXc!aHQIL9n@{5N9=wD8_e1$>9vuQyR3({O>eNj4i98A8s!43;pm| zU@*~|eVg<2j~p_>_;_}U!=29MTX<+&>qpI6Lxfe{@vGR6^$Df`;dIKUE)8-AffLW& zq;d<)nwrXo6EA`naD{nf?DT*hg0iUHsm|UT3#!3YvO7x$DB$CTZi;CgBg`6V!RKcS z#Y^XOr?Ed&xuwf2zm{`oj9%4+zjTgq6VJ_*RyHM$#4S9Xd%pT(z}~a&hHP*Vw>KXk z!ORC+H?xZ!B0!*qvuK_a0d$jtegY)KOnPN*=TQ_5wn&QuI_*c%sd_T#oC3KIx(k9| zRoN{l5NjjxoHoQn37>4QwP4a*D1`q)IDF6(uVlst_3=rRyt67F6wC)<^I?>HwN-wY zFh4At9|q4)JLs!<^pkDXbK*qBx|q!@!idjvT@l4hJ4N_xztilGM=2kZXch6MXiw5^ z{BY}=5?mR3hp6mf^eio7KY!ZsC}gwHB2Vs(3)mxLPTH*jhD<=)lPC&)c`;{7rqlX6I@S4Y0v%5udb+B7Q0b(*)p9G*|=S zlflU8AgkT$+JL}tGD@zlmEU~w#kbEkn#x7VY>TUNR%Fp#a;^~YvLF$#7L$kPmxmja`Mwo}OP1hp>mA*wuaP z;Z^o@HhcJ>U0u_z=%?=-LTix?OWQE%8F1z}hF&k8M+QS&I(vq)J5LAAlV8Qpjw_C! z&~(XEh=?O;xy?opSh#g31-nSHkQZWYIoHs%glaY$L6SDRg6dl*o-S+wL2%ljgyc%j z2IvEViLvKTSyVAGBZi14H?fbY+TKm8u%91jP2#0)Mf3PMBOK#K5;_eqBxistAD}lAjw^|WH&;}5f|LKC_YCS z@iFCO^RQrt*b8p;a9#O-SKMJokph(IiXw{hM{wuy;?G^Y@7Elw>1vo%e2>mAWDg*Y zuAA4FvA}Q`HxDqA(_6NuK>;}>mFvx8`Vo!#oun%dVPS@f;6Q9{*hhHFiaa2ne8T?R zS${R=N#`U+(u^>IHZh;5=wiAHa~|<#9zP(I>;PruZzg4r@!XbohnpGwoM(m%*Gy*wCCLII;DHe^d1wy zr)T)XVf^7oelst>8=XI0(H|b_SI70MCgmp{QipH^1r_0}F18R)E*|oH_2=5^|9#E{ z9#e$Z%;7$ucuq5}vyaE5f(1 z644;X&R;VLH{yYc2FOy^bpV?)dD!4ajxi#NZX3cMbP?S1*kJnNK#IUgzb!uFWO&H0 zQ7Eq-UC)J5oLmbFqu8*pIg4`^y;*XA-%lU1pn?NBq1yU&I(0`Y`XYO};G0{R@zhIN zZ}x9I#u1fGdTv&Cv41;dp4zCHs9pN=+bL_8)cjz1wm(Z}(vxnwthl$v(gE<@?IxUC z^UVN@n*O?FAD)EzaHvY&^c-rhF~vH$D8P}eJSZeoZ&R#zWb)8lw02Tt^#;=T4w&bQ zKMxs*-=BX`jkt?UyhJJ9A{KYii3E2`+{!md=+nL>Xp`ajrU)cw z2i{ii_nrPUyU*3j*4}{q^^Gsi%_8%b3Et{H5FgT4m-QZ)uGL}&veW<}dcJP{TH0(2 zbije;o+7KphvU1qEsm3TG|~%4OINrsp^U!%*|!*a8f=3;p1^>|F3^$Tp%93`@pPI?Jz|&eP z6ms8|cv4nVl9BapY|hBOEa{?R9Fe9AC=Zb>_Shk9;7KlfLlyEz3oyCr-b?=Ee_)1X zI3^@ZRL-?+YQ4-4Pugq6GhGI2Hj2S3Umn;3&g-SMmhqGs{HT0#?Y(#+}CvCs#X>Vb4$!didlv+_ovr50^6J z4`C0iR>dg^%8CzJ;HFed@wG$J zTxdM0s@raHGc*onB0^D`9GOO#Uua#IJsdm_i#O+NcHWqM<}f6p0&vrYv7@_wS=oP^ zpH>Kgs`TqJ$ietjtp4Ryy4OH_6Oup7(*{@ZS5byvYynKu&PB8}NnUyuSF*VoM`eya z;MuffXIliXai>`NhA3PN#j!+aU;FX=IJGOOJ;tB-S;9$M7==-Fp!13I$JAD3CZ4SK z_imqp@rK-G6W!){o!YPfMeO~!`FYow{cLq_tFH4vf9>3iqh--@}j$b_I>AXQU9QFJZ%=s z`4@K=UGSojZqLpX;-1$mNrS>N>dx@(KnAMWXOhn)XQfgipUk$|`_CV9wnzsuz?ZPO z^I83_yGu_6!w$v4*V>-JnmySx_o`HBM!SLo&rvGFCdTI`q*%)Tcj5otUM`t|0veLS ziNfXiTG!84e|&zoRX)o%jf(%*r+uX1vU^KAWcfrjf!RCNw)dk6sK?37)E_+$z3ah3 zV;LeW;wRo?hRSFG1r2t;vRz&TsE!Oxwdt(!Z6nRh1+mtcb^Gx1y1P90qUX+a-{u~B z;%x_g?6=R&`LUDV9P}Q3dvABXtC!!y`S0Nq_;3|`Ng`(uosB3m1vM538o(B2{xm{_ zd7cui%UEx7R5lOeI5hON2Nb;J;q(7AFr+A&c8U*4%rs=f2Y$=$BW(?}eI?SLJvq3o zYky$wBZOa>RGiP3^#l&l&4n*|5yHsd&94h@jl57;RG4S1c(@A)ss%KA3&)MU1v16Z zXoair%8KBN^CVR!5UFBicBD@g1fxgiB&xF1*E|H^;IYG5c;Spybyc z-=iaVYaZU)jL)9rwS)QScRsqKPa~9vZOX%B<>mltK$XA9^004tn!VheVQwxm*SXkd zfFQ+I_8M?-f5{tyN5u^gp0AqFAqj~D_&3V5@*rguOzFPRys0K3qO*E3VWnfTr2OwE zJD0PnV?rev(`0ytU9JOVyTf7^mXhVVD*%ESsl=e7k>o0B7dr;wIFO&yY)evNzBN?; zMR4^d&-xH^eJZ~`WMXfcvJU~;yISqT-r;EmakGxN`%FAMDINwEPrHkYeSq%lxeDi@ zM?h{*Yt|{BH7%wsLpu`;)$%x>cd|58?xuG`B&4~e*|0(AXY(%?)?iG?tkTe%embzB z(3eJVucw|qoB`U53S-6C;v@d=ivE8PX{yvu($0CV&hO5DL!>=k{kfOMzg7do3znfF zWlfIK82KgB6>qbKDP5hCsm3sN=dVgVe-6wES;RSk*5|^!b-N+1&+Tdbl%NXOA&Bc0 z;+4X(H3Pdyah__uY_xwC^9y{>NzGIY_vU9qu!V=Ro6>)6yXqkGXuk=d-_^3(ST^1|4lz=3xAE zaP~90x1FJ$1}kui+KgT-3K_-ZvQuMp{+IQ7(=^mPJmFQ>*8^5YYWlw25tV8?;|%Ol zyZe)^9`cm|>I-Fj*0rMDeg4g0T#CKT(}T+5l0sl+S*9mHWO#K_pxm_@xrz;hDpmaBl#T8bgs0?NXroYEnVi4TZcA}E$Nq-+bu({lv>g2|(s3l(I{Lc3CH86%nB>)xJ2t%gm zqJf>?SNjJtoGQaW&elIJMPo@cLSH^?7)>LOeYru8tEAe~P=C#l!pJnGc^Wk(LruV_h51 zsIjTnEV*HR6+TgC8)qNZsPR-*Uk7pV05Q`BTlw`H+eTrC0i-kQl`Cc-?nEhDLYaD< zhjeJPo>LxQkMJK0`@cuY=vKiYmub_fcZaFra%1Uu$en4X>SE|HHt3Ja;b}Bid}C5s zRmTdR0&v~KXW92`MdPetSwZu#N?eFvx=IZI|H&E<0GKH8?&O{v!p$?vq>*#>QeR=$ zZpO3sac`77yDEm3X?`+6`rI0%d0;U@kPzgwS(zI4tc;gG-$Uv z)p)@op%hxfRcnDp1+wWo!hj25R{{_2DY->~8B$8gSSIv76A@g8MzAE6_e>)cj?oul zR?^sQOY0%!jPNBxa@2oGe~ZV_0|F3$93V1Y&EvaDbEb9Hv>Cag*o@4W{w&5G+lAZI z8$275y&p3IuZv~HBw(uK{JOhkcjm6zNRa4b+-Ii~SE{4WqByyN?{~`SlN6`vhKxYa zS50!e#c7MUGB)nJ2!rbHqBGdO?}Oslu-^rBJmQtaWa%=TiZyr>%qZmpDHw6<$y+wy zGmCWPfi6!|1CU_$+3sBcdm;!w{jSV&Y)H77C7ef&yY&+AK8u{jrkMcC@6;B_In5G3 z*ScKGH9sXBS0pnoKH0EUf_`?^6F{7$`A2@7reW9GWFD16zj|}6iph_koy?_D7sj=@ zn=JXv)s^|KYyZzvMN>t7p=Ys40QamAq$BL9dcXSfbLYqY{=E6LZ~pC_ulwTnzWBfo z`tXx%eB~xfxbZyLdiTFuwDp-}K(%3wCiJvsfmN!W1;H*;Y z>zUW`MvKNO!zpuIX{u*aukYb@E)^q1*c+{zEei2e zB%Rd6dva1K-@d5HsfP`(ML>tY-~cyHEBcu!+@mydQOcR)XZWX$!{685-?MBO3?6Al9B!r-*(} z<1p+`*j`fpIJ7rr`2Rwj{i1XJE2(d= z>{T*8d$#gPlyk!DZK6Nt%7vi$KFPq4U=ILpXKEnhQ&?`AlXYK^P5M;bM4Bdgy&;mC z3wRxcnblVh_W})0ft9EBqm7a>T9n*=uYUQ)<=7Tv9wbUm!RmjD>}3 z8ZwZ{&H@p~pqqd^O6{h=su4B09>U<~h^`(z=QDRk7^H3kcrDhmvP`+Rvx$8|wKqZE zr~L0#EchWU{1763$QD0Ej<1r)PgVJc2K`mB{-JOGRKtI0=iij}AG-W^75~r4O3uVd zI#%izoc-hzGyIoV4OFu+g~?`xv?P{qoY0eu2^xWsSFKJ;)R4c+-wUi>bAxhbh;03C zxrRt^pkWxD%a{p3dUG!c8u@2`EEY!|=bIK$vqU!slg)^eK$?@+sy=sojv$_X#}9Yp ztC#Z2diibD{IYg_SwX+7qhGdNcbl)5E!f>e?BO`}HYmFrn%%vibidF4kXP6^PxqhO zeYQSs}=YGD|=@PuiD+1;}qZ74~k9uonm~7LuIoXIq00VKQwDdrgron zr&U&@G|0xz_xJ5t7Y!H;xKyBaL07%8SRb6%7en^Jr+u<-Z&cj}ulG&@ern1;6zCs% z^;dQKhZg=*Isc)ve^uqb9{GRlug%u&)b`ais0Gpv`|H=MKldTzuZ!XK(UBiyV*Hc$=NQ)rLm0O+H&) zHz{@m)P{#AxG&2UyAS7SYbouJY@wL$|;YTvh zh%j<|*%WD)tx|B_lw4mG1#J@;jrE-QX9)6;1X=0)%B=Rf-lpw4!89xYXF zfKl2z`FLPI~yWse?wLxbukk zDRNLmIadonf6amDE<;-9XaArjGFL#i5uK&}DJpGd3-uBVei*u!!6_UQvCeo#owy=w zXVh1B{5o@0^CKm^%IpzmWlmEt8<-lb$j(pM>^SwY*O$wWDWQWCJqbbB)k^&}Q0)^x z!N6vnz`v{dYt}+$6X=U~&5&3P91!;GJ`q0}^U z+J!{3Jl?6<%xSk*nc7)A1GzM(T^>xsNtpo)gKO^k%8p8t?*u5)rd2}Q!J5G5?$VQ{ znJnJJ+%A2>Am&tcCQZV;&`8(VcYu$!I8>q>pTo?J>p7LfxDY)$$H2~Qb)E;@b^Ngh zF$${U(%9pC;O9k^Gn)%k)WY1=pQ^4|fPx_QeB?J=LPv+#GcJsx$M>~V;CaJ7qEPI`)uff>iiSY-%W{s`rs&vi*63W!I)a-H)N0w)JWs|SY~Sqi;4PZS z1Xz)2o~}I{uxNuz6t*CgNgSzY9~O1BxwkD5#)cyxf9I5!9v@4s*O32h`U;yJ)Q@h@w_o?9(07JbXw+(IF%O;^oU^5k_+Z_6?% zGcf)+;8P7&Q##ec7RDS&P$ym4oTDkcd|o54$C%S`>c!+`vp_WGg6X}kEk!gr_lQzQG(BLP zEk5HcWG;au{f5i#y-0lz3gDeD_#hX)n21-};)CS)phP}37$1s_4}Hgn8st?w@}V^O z)TMl=SYDkMw;R(WHaE0w1K7{aFpHUU z($x>|KTdvCg!|^mm=Q+#FlkfX`7Gg2_WUHGRfa96oR}?005XLa?%S|Q|8dGdVLD87 zh^FaZo7T5*>E~Q>lMbCQW18Z0!y`4qnLea_2)STfR{ZSjFXF)2;wGF&bef?|9iOMb z(?RHNH}vo(x;Ys=e2?BPNe@q@hXd0;)$Tr2>E7ODgDRwdATAN8(&wu`Lg;O}#Rjz! zo=M6BAO^FIckv@{seZUmRGW$c9wBgixX&zOSOZm^|JGbFfg3Wm-a=1}4_p9WrO6?p zNw?a~!@IRz^!7}2@${?q23 zAdTrjydBa`H#FY4aUryfH~kcl0QBBa1?>$d@CaG)#N0Re`aak55-#TJT}>T#gS!|;A3csBor>P6slTAbqE8NnG&SHNG-!5a4^ zgCtAE;=t0p@rIrs03UBN ztY{nR&^8?Exg!pbSC6qX*ReT54hc0tTKGkRZ#(2$>e>0d9g1-JjE3-l!ceVE zYP}Y3x;K?j?m4;p*Knr6Kdf0G%AUthHDDe^XmzfXLQZCZqp;847*7T|ZPY+Q$h z;AEg&P9iH0kBW-X47@p@@uCJhgBh@J5wGxe98`HW_#OKcgQ04$VNBn?&hk0IWj@Tt z0Q@lS*L`2ZNw*E#za~-y0dq$jtJ&KZyrozr^mMy>9qCE6FcJ`gt}@qLqkJgzW!9>I zHIwVx=rKQet1o7V9z7oC4pYHk$qa@4@w_emKaUlny--olj?V3soybYc{IPn!dQv>- zE?KI9VmY3zBulUwVhf$Xzs!=TG*eh+4!)PHR@6jGo}^4B?i%vTwW_UTZAs?+G#*UT zxYKC+)Pl*Wsx*+Bu+<)KbFgUuHb%o@MEraSVSt&EpA%$-W^$1>2ZGFrQ!He%yP@Ps zlh1LvIQYIfJ^Dn(; z#x*9Zed@JV;&VWitF6jpMXnY9dCP6T)VZHx-goWqmsa>oTl}R({?;zPDL!-0u|P20 z=maIXdl(!b@N4No7O(PzxDa{RXuR2Y=~>(~8X1b84amq>T7ocqriPNtFC8bvUm5*p4`XBA^<&OD zbd(Vb8eEem@Rg@D-hFmQ|c8qz+Hab-&C{g}!RZj_F84$UCmKBE( zOwMnSr+ek`W67Ru+d6F+O=CN+Fms9=S4530^V(&=9bvRhmS7EwBE9>?ra@GvVWF$b zv%TR*53te=+VlWIyPHQZOj{pjKboM;T^L9jJ$f-N@HZnY z3&lT6UM->p_MC*d&u+Wj?hd#^Wj?HtYAq$^8V!9t@uS(ZdR!-H;z-S8De--x#vD1w z1PJ-QJ{^OSfYnLed&Q{w>81KGUcI}tUM*c82Cz@N*oV37)r$7o@Ay)&CZTDZ&8&i< zhKWS%@!HSNT};^Kqj&M)hgR`R+W0Mne3wpsNi9E=nO{QApkTJxahXSDx+cDWY1y0` z0R{C{zJcn=Et%tDw{-H|{V}=_zBJv@%-sDOs3s{AqR+`!$iWQ5azwUGJZmY81z8O0 zb0XY1Ieg;%i`rmGp%Yz~7{E44;OCiXEiTxAGQHsbf*Gg7>yI~=g$6!9rv zs?*F22i&mO_Xg;kr5m`Pmv!R66!k|D46gGC#q7H#R_|U2rH9lV+r^x+R@Bq&knV?s z_Kyos*MmY8)U3~jOwO_4dA<6}%0T9cwy^hJyT0m}xCKR{`2*6&0Z5hFl%exYc17Nf z$|)o4BGGPiO=plea2R%7^qnB}7IBi?Wp--Fj2v9n-adv1HyZcX8YB@Vr&FTc>_{WD zUSAxP#Rio_Avwy|+(eSNc9TjR|bEiWAc!ng#%gyfYe)n?Ad%5eq-1y$^eRsFNmpkCqP)&Dz zr%1yehfcBQt7M_`*A?H(A_Rd2M4Z(=e(yW^r>ogfxUfIV_VCjM9jMCau|oPZx}6`I zkY;~JnV6ypf@rNhZH!Y|G++N-{C|p!1ZTqVGP@(vymwJqIJK|KK8$12xB+W zSu*w2M+3Y%4ktCUhYFOBz=4OcDxZ2Y4q`dnD=1|?p%bVR=9x;h0r-H7o6%kIa7M$R z6Bh0-k`L%dLtZj**2RmtTZL6_`O1H4-z3AN2s6!{l<6 zidnKY(SGKpd0$q!TeB6&I(xb{U}f{lYShYd*U?p5{yhb{grtrB&!+*`aE8Ptg7SPX7K9A4NkPq|FpvOG@u zBTKx`RDR?A2$h62T}$@-YOR4U$y!tBk=Xm`cDGf%$;b%Lepj&$ME6$cNahwooQ~aR zt<7&I`#C=6uciNU1c4G$*KGgrB`J|gN6ZhQ_p85t-L>+5|9Wfdy|nn=+I@Gezn3=P zLrUk?;4757kwGM`v48rq#1VN9FT?3H(IRnInx0QdC!J@@1es^l`2G!9 zdCMI44ax@uy7$g8?Q`~8YX_OTw?<1#`FRm7K4jv{zi?Gw9u&jqhWOuiTn}5n&t&J8DHq3k#TVdVZC1c_3JLY z!Xxz(YI*9qTxDP$sxeQInTICLTf*k5c*C=Zl(cl7_T#xM3xmWwrVXe?tjJc4bFe0s zgoK_TUs%D+q=g2B#pz}Ez)QVr#My-oJHEUe+`uZ@e+=RGxm_BY=3ZIF1ec(g`S(F5 zq(IUY+zq#v8K0w*Qs6&pncAP-|4{S@papw3sPQ!$_0X`d0~IIYv`x91O@4dsyaT6gr672=AnNO4}a@UXC-l z@66T2ZD(ntM>vD^*Jq$;{QX$v$%%OJ@7DZro1-hO59tVkM(35e+fuk8J9GNCccJBn z&*aUN^5J0l^t*hxV?Mkzug;sdj{Pw${j3z)*~gNWRYM6P$PDjSO{r%Wv&ir5pVCGP z_p7;|mLkIh#sEDKB$-D}<^$;eM8~EVb%d}r$fx0iWGJp=TDq*M=pR)Q1pPc5UUPt7 zPzuZvr9~9vbj329k7fd|+3EauDc7g)>s=-Gr6_w>pS?=eK7?&wD!6yW+?(6P!hgozE9i&3 z@Otsr9a8_>3~_)4nH%3|-Mc8TqgpnE`~Gd8?ar)x73QkSn$Jj^02#~}0l3fNEg^N4 zTQ>lH=fMc;8?f%n;qcA$Bh;bEX4X`-e!V3$k<5Y6L%0HP_3(Z&k`Vt8L=CKgO9w+f zbDo-lNLgEH=LN0Hr)s9~lgH@;SxuSF?B~G+{hGvrvbp~34|Am$aiG*GK!X@ESoFOT zhCxyl-j^vxs`tj>waNHyNM75Qk7nniHTr0zKHIJjSE8$j(bMthZjW@cQhN9_)BgH22o zm_I7M*NVeKT>(5N^pcL;~|BJX`x0r>;FU=4F1$`&Hv*~3W!YoZm6+sXmAi&0V zLG*+xGX;BS=fjarrYQm~00?}%|HJUv-k%VGjcc%17Yj6rs8*`qC}99V%I?fsdNHOY z!63CwDRYX!=29udD{#ZAc&{$%kW2`x+S_+lXJcjEZ#Bm4Yx0S)4%)~Zgj|M?JiT~a zi0P*I*y+X>p9APT+cj>jy450{mrO(Lp6nEN`S;;5Rl#T?0q*IS%*~e?$XMzt#WMbT z+5ZV_OHxWqD4mj#?IUpi!UJr3z52_~SCxtYC4lM;x6I=FnL?^p~hD;#((0<>|*DH@%b&HJ0eeXtQ~UIKyMm#EXI+&3Ox$P@WY@X z(wo28gm3EMgQxglHQqRo560x1U-@8TKDe6?>xr9D#lzO(;eqim%y`;sT+KM1X|b9^ zdN+E}Uxd?=@G&1!#hSOZvy%e*B0y(XWQe5pWt#Iu{Z2ASpj<2%Y-~S5*Yjx-l%n*ZXCk`ZQa; zIkVnfTpyONcYoNsm+ZrM_Gy4on&6elaA2GkH#|vL2}zLs?cIx}%1~{Z(<<||aECz6 zX(n<;Mv0^bv8$7gT@ml9YdX!vI5*!GJBZuKoXmtm1k>=>oZl> zi0Su@%w)8*gP&9&0|w~?O>1X?y))ky^|h7+@~a~ z19&y++mGST`^8^2#>Q0H*bxcnoak^>dNv~!ACpgmI};~+VN3}~Z#f}1W3n-ql)ls< zOzsp#w|!~%kgphg|LpO(q{}5VEv6IpIq<{!)c2t*nV&r!uo4%WugdSy9JvI^@RKdO zN`5oXwD?};qHoaz+rQi{IYWfngo>n**7G=@1G!lK9GvDUAQ1b0Lg!10V`*zZu!@F_ zy8qO(n4nl1B1zoL

n7qQpk-IT&f8xC8oiVpzsM1H*^w4nJI;Pn16I}w@je#8wa z=IE)c?rp3p`MB)A3IXcj;r#$eosQgfUnpCpj7;__WT?*71en-8zBg&HKt;RW3n1bM zlrs&# zJT#(8i^aAdX$MVIr777k8FQbQmSCdKpOL$?MY~T)OWdnKa2g(y)Z|dVyDt9!hFSvei)`-{J<6zw3$k;dCgx9SK2L^*bCD+@RTuX+eV?b?kNBhtou z!|dUWxPNOg<8Vw+k4IQC5}0z`x;)oqOfT-;08#xVw@ifkBNu0qS{lSZGEDoUt=)(b zZ74ro^4Dj!drysDY4juKzGmq6bpDz9KPrW*vEIXm?_t{au=sl#0$%L{?_PsXy|0~Z z(J~r>8Tj!m-i}ZhutLW^EOM-oEPRa6oS&O*!P^0drDiv$Rf&a$@mIF5&D1HHFRMtj z3`QsxfXl;3(06O-_qsv>?SHTAKP*Ymk(G>S%L1zHZG8nI^dGMpF9De;m@i+p4t{9$ z;(%5hb++iH@I9K2RkltUX`r(g113)Mn%t zs7pD7ta_0QNHJjrGoIuD+r>#$_%(@pSdm|C%dZya4@2~)efq;}{c6qrG;+UsuDmQ- zUY0Iz3z)lQ%*$ft;Yf4$@-X$2q>%yOzpsQ<2%FLpar}eMu)HJOs>u^re1D>YJwY6i zP7HmW{oK0)ExZD3F0w(^_P%;#ezA|uZpVTe@zKcG|NR-*5z&nq@xNF5e@7+$BDenA z6vs`*OwhpYhb2-l4NpIXwZ&U>A0+I$k~jc8pfH-06>I?ET`bH9@58C;BSyf3O}zn4 zH^Lo*^9VQell9SiAMS?w0My%ecA&4f-w>&WG}hRwGeUc7+dq`>ue$jUmHnqC|3kt5s`vkJ2e^6({5KqY{?536 zo9WHY5UPmlyJj_ZzHol~thEGq=L`;rlnZJD)lL}c{Rqp@I~n^O=r-Xd>?zw#mqkrG zqIWIJ{E3QSzuVMBnox$-K6@{u7$zs+Ak>63>~=0=fLO#*m>??W#XeK7?1* z#=E}bOAGQU9Qlx$e27v$BrKnTmk-yWn@7>x(dglSbahL5cq=`fm>#}Of0vR!@`qG{ zYR+Ol4*IGyoe%xP*Q>v7z1`o|#ASYztTJ>XKzgLeaGFmFyd|qDjCEm4de=lYi{Tda znyn(<*-<$9WKua?T&SMW6Ko#dH6qUlwKfU{)*c3x1)b6?Gnyl@Xm;*HuqaG(yLoh9 zd$LEB@u({+3^itNoC-Ud)580^RxA4Z42I9pj1wH61Tm&P`-F!SjQBC*^C`N7HOVfl z_RZed74V~4MO<4HJ$E}9!uo|)ZO`VDTShkgA@fDt&u@yaw-3AAtwBFluW>>4S8ZmQ z(^0XDFvZnSFMc{qHLKA}5d)&5x>}pM+akp20na5x_|ZeZcHE!+`A0YZ+WUV@3Z8R? z#}wkPiA6M|vHT<1>TuoZpGLPDokH2^XWpue#J5P!{k{^jA~aPmXQH`8j1E+GAkbIAxj9z4f6mUL#d89Li==2 zC0Sm(A$KV?+sLkOgj+}n?J9a>*(g})#|v0CNURs)9Wn6GNg~N!M!^#Mz{BW0p%|{4 z6OIY68=E>>#@I^EESN&|tZZ^lKq(Ca2S<`q#@K$efpf&K5?C+Athd6}RgvqZ;Pq7e zdMSiG1;uVEOfp;8#pZBYU&)5$AdbW*ga8q4LVJOwv!srpR`g14*EG}+MWV`=FN zhRnhll1tMS38RSjvFtJ^8}4?PGquHe!{S-uLLUEX;r~2M6jajy0Sw-yXvoaUo~QS# zX6lomahRYy#mO+eLx_h{N|RaM7g6FvNLfj0`!p}SVJXGR2^>H=6Ac#m;f^yQF+GW0 zb2u%tiMvE2AK?g9by0IRI25KFvET8HBUCtzLC=JwuN*yu2ZO#F_=os@?Ar0OfwCe( zKN1SL&LHl?e6=tj(iO1oqP0z4y0M*W6-IHhofF#0fJ{S3g%pWbqB>SE$nelOqdJtb-3itK>XrS)rQW~x~ zOX+8Y_Tt|w{|}-Y&nl-7ARBSoiZFRjbbG$~>%ms~{SS82iw*T+PrcYyZ+6z5&GjIE zy}4owY60Uy`hT_f-pZIk9}WmJWTuB4DWK0Mf4Z!;CaKCgD~S)PfbQ{08^UInb%YZT zxf$+4*@u@QO+=gA{cW41`idU_P1N;nLrq5a$-_yx(|-&Yz3kK!mfd*NAfR`BU`Ta+ zds8w}+c4adxCUB>8oVYNs2*;(GBjNTG@(<_?lNx3O_z)(E**Z|r!ixal4}i8qGTki z2D`-O&(y5SU3DXt~Go7MEIM7y$blN@kJP+#>L#G2~yU0;h^ z+{|F71WON56v%|sVD#66QaM<3MeBGUjm>ZEouwB5Ym^~`p-yG!KMLkteoFo0)qP5R zw0N4>_e%oTw4?SZ1*ezNH9JaqZ#FtD;0D8ztA>q6o1}Vtxx6%vQQUfMS*XNR8sPtt zGZY1E@i>ZtbQTv+&T@I#hs&+Ls_RAuIpPVz$MJvnwHk$zK% z5oYc`J&I@`xsBLTDc*~FNH(PQ{!T6toG8x)Sr$HgZ>0-$G z3OsLhR3=I`_`w;38~A09_fIm8B)ITSP8`LKX*?_vc|}cUMiTxk69@KKWMpPva;FNY zLlfug&WPt~&fb7}L7z9jU_$gP#gUp^ae>hT8HRP{pssO4pc(NbAOsHrF8dAaoSqH^ zZ!WE>8{W+|8+dCULfk~w9&S~QGS++OwUDJr(4^&-eJ4DdNG@?uWTtr6<^Jzv|2$;BNsJ2^t zJ6xPT<->8FJ2U)TQhJ9ECmL^$Y#);lcZ~N#Vd9uB>X&C1&jX84Bpgt%Zg!(Rx+8-| zguXrKj*;azCUomxLJ@B`j0uBs`~cFI@@6kB}k4YJvqg1s7Vuaxp; zYPPRf5V!9pUw?o~rAGzJrpT~y7aCvsL6tsU{bjj44SJbb;d0`-@gP-XW<`g$xCBp= z>KQ`bJDit1Un~qcp=mD7nRR5&CiG3I4540s9FVYJq;b2zn#XW)Av3ZxY3?}$UBK;k zF-C@z)m*0jI)Hu;tFM#o#~l1QHGj<5uM_#l{QfcRe|UjCox^T6V-HWVyMx)o@9gc4 zb|r|AzGm?C2z5iWi11D$S)Y?CXH=(xObOa1DPlFW5@U^EyFDa{Rp>>8FdsFv%W9R} zMi6HE-nSt>&}pBk9P&hw_|X(atgKU}{_myz^URpm%4eNiX?~PNX=%^Q`_*4}diw7- znf*z9zY^siwE71L|IXNd()({(01_|E21XeDDfA5HJ8r>4?pB zf(&Q^1^`3PapLW|OO&ure(e41>8RdJ6CENEkAo0U0SV-Xp6&1{sE}t>E~6T(e>Fa) zAPg~06lkBVM}%iJnPu}a`>*#J!lbQ<8l*XVb(yVE(cf>ykds~-3yiXA3bQp1M;kfxJuuZlnqGD57aLUk|;D=<6 zqJ~s#`UHBN&Jb?0ztAV3@8Ps-Fpwkr%+5WqgyBK+(dQf84d1$8AYC6UL-PnDv-4?o zn0h#DTF-1w;{vSIBMNcbSx2RRD_G4t&1Bxq7-pvrGnnOQ4Nn322N1!aMkf+QQQVVQ z(jI;=%db522W$Poaepx4U-bDa*Z#rGe_G>Rjr3lwdk>4gtD)b+{_klPcy|{3-_z{> zJKp*>to&_LN$80N3fYIkjIm#(zHkSH=GHoDP|4TI;MOKPr9tC<;0*noQP6E3?oegB zITtMF>H^FJ11aDJ0)aj@<;j>>3U!ULoPNsmAOl<4`HP_ zoXvRH6$(vm092?p*1pVoN(mpCj=5(Cjb_WR!KT+@I4&9O_CpD=huw-G0=XDzpumc$7uaF zhmRJ)E(+93+p8FajXbXanOKkD{pzoKEAsb0I+w3b=esj{ZKS^XuCG4rqpkaF0%Itp zIk9>quG=L|iJpU1w8HIt2#Tr+gtTvy<5%o)l^8k|O6zOJym@Cmg4Z(D8)>DO>g`lP z6nY6EbsK6iHQe=W*OUTzReUl?0kD{ z3;yHkztK%@Qt3cPfZA<+en%Q~Gg()6*|Ck&P^bMSa*_}yA#n$xb-=%}OW$%mt#g`( z%Wl;dV{}&akoW@d*L`1SOci#@TYM!T9ASL`EgXp?5#K**jcB#gV@|%HP-ltFU)tqUj$EQUb8W%L1GST6Nrmpc9eEM@Ysdxq1NDCO z*ZsQu{>No}UH12Fy57~-B6uyD*CKl_%Drrd>)Gx@zLr?T3nq=}=r&|`j~&v^f{M-U zL2!<+Puhh^ax?|4^)Kf9$e92~kk`-7zNW`C&E0@Wl(P z@dkI?!5|Op$OCEez@@xlESKRwcbvPE?T&L)&Un57j?u7}w!^Y>MJs20>Hv0=d>S!H z0~tGPvs~y?#^<9LPg|Bvw6*-jgO93=_Grl_qzEHtz@H^!2JV>O`@u0^pfXanme@}} z+0h)B>HF1R51rND|I}r@%DBE%U+)^R4?)?t{_I_^_N8w-1s&7-IkR&sz3QvM`Brm~D%kZ_YTN;%8`ocIS_$ zQ=Kbz42oBp#BuHSUsA_7RSo;T)4i!?u9}dzob6}@-)&?#e(0=larVMW>$Dvv{Yb*e z=^qv5XAV8b z+SG%WTVQGlg#WG{oCb`FZdbY}N2h$>u?>$rQ!>A6?))zA;UY{>Q6!0R8QWWOLNJhtk_~ z>1xsRa&)@;KfTGK>Z3k^+Sx-4__vmh7g z_-CH-{4+zPy}-B6D&0mPM=~DNjO$RFa-CWxu1S45!XURwoJ+7DNK!Ln_d1U3Gw6<{ z@GiH*UTU$8XpWre(d0Gbn8aK1v%fm~GA~M9gT3rY6tb9ikts~Xa>*u$Cj*;V9IOg^ zeg=F{ofXC5-$bw>4y^NxICoeF;*NjS9V~RiWp}8H25dCi=R1LCd1QH6)N?MO9mp}J zJ2KLWZGkENvO7qne6|bB8<8H*2H+`Y^BV~jc@~t+rem%GDA*U8^iGcx!Nm#eXM{S9 z$lauyDvT)e))=9_UNtkvzqBxaE6ng~YVP;RkBc-T_%DV=vGrR#wf?(^wUye2bo7CRXJ_|!=Jxcmxc=YUC#b{;{I~lj-pjh#k@TjnW%K23;?DGF0WJ&mjQqTsUG|a}K z{qQj#JKR_^@V7f9S67S*h_4-V+iufbnZp5S4O;ML3TN`S*wy?9N#jQ2q08Z7Co(=$ zf6|T{$rcc=uL2fUK+df7Bo_uNu1xvZn;1)piV=JrQ43IXem6{87 zIV+W;aTl}`}-dm@il$E z=i2wY{E@^zQ~qm#aIYp9{49E2(&Tg|iK=A;xTH(DPdu0NpIT$=+8`F1ThNo*$Y%|G zsQMi{3x3FumvC=LHbr`by4{fU{5Qk=RbFizN65_YWd0;&`&r=^g2Y8QF+OBAG1e89 z`jTg{5Y8k@kNSxJ80=UfxhcF8*OOrFi$@BCrZLLgKW0YKKq9Q^Q6y3YkR(wI69ZUQ zaetOs#{P|`yuUjjU+t2g=E@H%=Bsh@-R1dd3H>mTzEp1KX(_aFBq`F(y(di$WPe(o zuNr#@)@j!DAO&d651@s@PBV`XZ&zt+!CNhHJxG4ak%8Fzq&XRY5k4DQG9fos83M#X z1Zq=*71rdOuE8UIkgl)+Zs&}%q(FGr1=)E^DnWp`sIWdYTb~NA4?Wn2dhAVV_MuDr zRIz<%-d>F(9ySwCQ;MsF#l!I8?vC-W(zw_Z7y-~l&iP|I*Ch5Bq)IM`*4jwPB6%D`i01;^*F%BzBJ%|paIn{a;3jk z_IYHmjxRhEgVCdb4KfLi9+`iBVbE+;H}f$%c1d00@i6899UudkE-bqwyhSVfb|* z+{xo;fftu~Uv961zXn=N#bE6j#H+`5^(0R+t$H&xOxR<9-!w)6E;4rL;m5%<*Zr^J zC*<)?0cC>a<{ZknR-w9aWTBsuFSM5XY#7j+|$Ln$(46uE>G;*%NPU=dI zuhUBAq!C8|fOWhd7+-EKBma3H8ZVu_$jI2F=brPqn5b>jQkhDfKkK^hYrh~VR$B?l z0lc~=`^hG=oIHxj&2qSh34zi7K*lY(_-q`16cArS@fNndVww~E;@{M;_WyO4fCEI&xJW)tUywptoW{DR*g7)&}82e)QZ)(a8@$NWW}LgrdY{; zulzq;urP=Gk7|9MXeq#fz;YL?=c^c?Hu@G^Flx7!izz6SF6<-giTPjse5)%O)1%|T zJP$2GgWD8HyaoC-aY0b4$M=~kGq)j=^RGl)`#+yA=BF1zW$F}`Nv5;_&D4IQN! zt@Xk^9Qi{8k&9eGk57+Nt?A3tsPyx?FmtgruYvpLgfo~HJLUiEmhZICpxp%`?|vYw zR?fclzM!BqA>5|$-lDzKWWf&ezYusoG(U=jH>o3x51$Mva$Wa-Ixs95*6+)1&h_Y9 z*Q0y&eD&8Ic=p>6W-y#IFX_c)9!Qlwp_teulM4xI(67d<)TWkGp6QF2V~ZrKXkU96 z|GgrCt9|!AtKsRnFt^jYY4cl6JFL6Bq>{BucC&iSXbXV#sd{&v<|als4;f6^P|dbA z!r-y(3--Oa+tXzn0cbd6_25|}ybxs9XRmNW5FTD#MJ@>=&*9;HDnRrVHhG!>G~vBv zgJzc#FXZ9V1X|x$!jyB%@ekQ2}11@>A0Id|_Zl{yUL39{Il$M3&+ZU>}xPEQ# zoI{FLQrOELPP+_hj&Ll2LVUsY9vHs|BJheIe4q`V*u)2t@rrxAq9kL!)A!CG-1Gqb zNB?XdAFTI_)HW*Rnpk6rxdH-Oztwx#YmaOe#u37RcJ=5<04g-f5snGY5y>(v8csP9 zX2j#Q7&as`sU9_*b{w_5O(iNus*wZpfOAS@dPXVC&p76j4So=;fxPMo_KlpcWIK18 zChP_F1(UzhOERwg0x}fLf2p%qeK_UkDbDuol5}*I%53xo(Fqj`S92dgcu_CxuWP(3 z#6iJxp7J7zvX>DVXwhwIEWppgFpuNiwX4^ofl66Fx`yZ~ky&K6&>FUP=%kkBm$)zr zIkJ|$YPh~{Nj4i?yOa}Q)oHA;>`G~>GboyiZuvf|Q;$LevR^i?+73o}NoKT~@eucY z@`JCL93Bl-c#8-j#!ARgp_)Esp-$3$MWI*e{73YCz1GEPuLz=6P$63--ri^%3}eov z=9cCxSnx1Y@h--S$3GeVC|;*qINlfje*Mws-a3eF8wfACded;V)}|EYbAqLPF|XfIK|P>&t)>({Hl?(~!23WJ+f z5K@S-IF>xHvlt?kHg)xI$B|bIk$o2eXhpuHR9Ud=JaP=N&=Any!+yeNlv4QPxD;%? zIwuP`z}b@CoS8<)=uJie#-v%tvzK9``qWYZ8G#95lY}WPI~-D^KzZyhg*D@lLuPL= zvfX<q%Z0;a#m(I8H{{4ph^1l6#%{K4!%C zf%0Se{G3%^C){fF!siAsvH?JA0|QoK-yGkz!<}Uz-sZlf5yS%yzRQ$csFS!*4MZJO z#G9RdtWXKPYNkFER-byTH}%$s*6T|d_Ms#DRGqz>LR|bKo?a6VXNs$j#l!XD>5=hp z)VTO>93D0@;$m9oPaQJmqsKh%{i*>8_NAcnv9zveG+Cw7@MRE5IZ-Rrla`JlMsr=E zw8C5$*}!I^>!@9Lcq|+9={vWRQSW;N^a@HW&OLF6?max2RdQWrMIy)qq$n)I!+(wy z9!|+OTjhrb^V6~U;qQEPgT7lw-^J}8O88IR{Hx0TLzDj{;s28Se_I6HMAlWV?#*{u zd?(3~1!qchHQV>+fbQsL{$Cs24CAbKC*=VF*wq_2h0jDuTa?ukX+EQCPa{uyxxGI} z__>I~8+riJ&J+cI#%BY8G`phCz8&h$ zm_#8+rE@QRu@x&32SdT(xj)>FikAh^-LL3jZgh7-dfFykO_m;(Ob-L6r?UM+2mhg( zf7RH3DDuDL`yX2WS7(5$kHG(3x4?v2q{a_hzhZJIM<2<$fXRoP$N0?DXc#=>;AqZv zF}Ecz-`C7N1WECmhZ_%$rL;UoKWoxOV0 zKHZaAD#J7o_5&Y361BY|+aikgZ@CeXp-Y$EO?uVB$7!NLB>e{zk!QFCwZ)Q>+QFz} z9JL|pjA_o1pz=JN@Zc-%tjTG7`BX6> znZZdzZz5@yAYP%hev-Ht(yJ9WaZM*$Oo^q4ip+><9~g#NWAgo(Mhim&c!lxNn_YhyG{OM(WAQc343s!k^|IM}tv1n>%wAh&rOpU-I-w3r zduBo&U)5$@#2IL}aJhg(Z%f^rm_~S0u_sDKA&c*oWz>zyEio$xu@`Zas=nqK=i>8h(NhN{#;7&hmpcLA!*skraD$DT#e^%oo)&Qzd7%fk=#pNmq^T~z3yKy;TYdMF!R zRgfNaQ#E z_4hwevNuHS1AhAe>pq~pPayCWHv9k?L*)QIDaap4stAuP5r3)iHrH3;QRrF*fa`Mb zsZb9kVO(??Dr!T)O@mq9)l*2}szjL7Y@bR3#dYt98^A{2yEAZ_EtHz~1_)^n%o;4p z!+YB+a(|+rY{k!L`GjX==m;l`4*Yv3fp)RX0|j>&dq5S`Y(T)O#JhJ2%Jhdu4ZW(k z-s9t65-syPQ19}Y3*Iod?YP4?VLawxd-*OEB6A*cHXzfY*2`j2?cse<^=?g@TA<;V zH0^=F&Ecp+^4-jrSyV6*8&l5}G4e0*Eu~e3D`*D&`4xEr9 zIQ4w-mrdBROg9i?fJ$f$HO`ZdFGPcU?_WOaTN?P-cm|=E<zPy7Z+zo>Sd) zj<+zK?AUY4#(b4wb00}u(w>)2*RDIGazYR@Nl&zh4lzQ=^OCtf^W0}v{K%oN8TTVU ze`fQK-2YK2TwPfo9ayoKfb>~(5;6-xnltIV$5Hj_ z26f)+-;r!tD0B8~#k(7<%hrR=qr#QsBm30>hVLKG&SDJ149LFC2uevPGZilNy@Re)tu`!+RyWz4<~<*`qiLRU4hvj@ zeB%RL-Qej<>IJx#hj(^RY|yrUO0Ds3shp?^>RPvYv+z8S z&R@m`fQ%3zO!sgv+KYHYO>Pd*4M^R)2?0(=>X4Q1N-il8pRM)dmG+m-86UBjCYwjx zK1SO49sox4=KUwap_?rj?LPGz_b%ZM*bL64-b6lFyVHFbEHdb^W+5qZ^!a90ohjd# zKK!t^wskYFMYUu9^RKSpwT1X>I6m5w*JkFU_4#a+KH92(wP5360YRsypq3&7In4A@ zJS^{5t+@GHTG+~)yA<(Dy7-}V{1Qff3n|})mtR87PhDqf_+|deYp41tL^$?it4Us! z^sezvWHi9wO@wKZo)sz_NYNwN_5qvYAoBSBPrkCGi1tI*Pw}#kKh91`7p+j-qw#Lt zFML>XGMt}m=Cbjtmk1L1*d$~D`lOiDQRVhO3-wL+3UXXt=U46fDN`<_v-Yu7;%9wS zHugE3v|q?oby||9$OQE2h+)Z$$-m~#eAW?60pDd3U$8xoT-8g;3!J{LK96QD=}3YV z`HvC@ihCr;2Qd1n%bY3sqdu-9i`WhCeLqhtN+o8kz&df~&UNME)`1(InSaxP8^fKLZz&lA( z;?yj~w?YOeNSdNmfokpn%mg{IH!)huVEbseW{(e~K#St&KN+$b07_@Jt2p|yW(H7! zy1?vJJV|%Y;~WsI199l97bqZpiZqwiKH7ziB_cq6m>m|yGdvzk)J5-U+0338kdJ`z zLhoUH&@1XGuA7b~ICaMZ!DwX(u#uXQWzP3AS1zNo#iR$daL?H-0UmKYT_$hLm7GFwh95-j{f1C|}{KSDm>))VnL3HfL&|xRQlj?a_;i)lVwmBRsKg$i(I8>EzeRy=<#kn6wL?v%th@5 z4g*rXEY^cHAKtIxFGmu$3!`pT8%kYbCXjt){W_KJdsDH!_%qUbvT~ot)VgyYt*ELC zv!L9%(DPm!%(y?rG2gZm=3|hP^^m}^B_pmL--R6PRyetp!GitOX22BU612>A0(?y8 z1y~Vx7?zOzRVe-HIOzSXv*Gbwwa9CCF}Kf7C;T{RX(E{&UG47K^MO-cs=HySXDR<% zeCPAae(VC_Vqc$RaOkO`7qX8aD>)Ej?b7?@V$MUseAt}nbKs_1FJu>n%|G9;l;STh z5bDzkQ&f9k@~coMm3D76KuDjinoXgrdjSGG5*RXA;>M@?U>a7N^(w8M?)8QchkR#c z4M#${JTCKV@2RZnmHlVElWB3b<`Qd!aRLv&5gFX&iM5j%q+2hi4X3Jnuw0TZ&!mp1 zZu&-h8tb5;>K{X;E?NYAD{9!Lsg4|4)<;5V&w9|`r z^m*T}{&EVIS=1DC6+l~S1DO%LPrl+>olBU!ss zwl+yJmxPn!E}JY;*@DR~$l=25hMF~7&ncxaf?=br*}fmHl_h8+8kbx1X3a2hSs+wv zd~ImVI=`g?Kz2r6*TV`+Z3pUbvbW~tk+g9tdOmtHRO)`TAd!Zz^7+|I zx`!5Ig%4#uKLgcr4?oyRS1!|?`1B%4-56C5{?&`Eb!B!vO^B|RMGu3crybJ6Jn81N z^sr@mnmAoR9|v|lX+5cJnuI)1G8=G&_p86|&EntI7N+&wjntCbh_)~u6NchN5x+-R z^Zahqc5IveV;x=mh?dhY=I1UhD#;*h(|Y-a13=ZblzE7_LP%RE%*vO?4ULyJm-_;7 zbxK}B;5JBH_8|zdp!KMC7w@DF^e&fr>S)xIZ$ubq(PtoNp4RH&K@rj&*lb%<);-N2 zU%@2r6V!D0sAXU(Ri~b~_y-GPj^bA;ea(GsZZ0!frY~4c=q8lr(<;6QijulFWE%d_ zWWL=2N>DUXT#=pkW~1EzRdVkhNs<`LXQzSw%aiWRRKp%Eq#QR4$Ah7+KU0zZ?#w^B z_>Z3ddqVJ-CtRlwk6FcQuyL7!MCU-{EdfJK4hJe%^A`8}MN>0Cgj)*BoIDhx%Enah zsr#A$hPa-*_!5BNl2m>fusR8s5_NE2_FMP&U-@u?ii8Pw=4rXQ9p#dK9A*iiE>48U zP8k7CCi%OM5mIniIx#(yls}%o9)F2d4#7bP_o4&#e~d7MdQnn*h9Z)&b1JqXs0H_K8KO#4E2LDWk`Vm!rtgx z@Qatkbh&0e3)ivK#r1YJmW(CM({%#KJ7T|7uw#;Ee1^ z3Z~7P8lq?^&;dD;XZuK?pvXG5gF$3X6=vIvzfm&?T>(ugOn~}ZVwhQcpL?2VX2?6k z^dZH}Ay-%?Oudt+5o;%-bz_3n2)mA8@_gmX$-Ym5+hU*d$-{Y=ko77fGIaSfYb2Y^ z#no5CZR!7Eqm5;(2yxKz^w>07D(<8GeD#;La0U9KZ31qoOLt1-%q&L{+9QYoRsSM; z6Qt3oW*OVp^mqq&R@EO#CDrp#?ORWpM1N#|`PJgtL=b6OA7n3*AL8rL5LF!CdPY@noWXZtn$-_XWQXY>j_L0lpUx zIDVzo<3Or|y!P?5d%WTd7*A|hT48Z0T=B%tWA$CC$SeLi`@qchQwx5cKbpl%>2+!H zex&;!8pmp57kqo_$mbGB^o}dPFRU3wNWo)49@CwIs`>@l?OW<+sPR=#p#@F|{V%PA zebq{dM`u4r>PlCDmpLjQ-SJVZ5x2juPeVn@)qq~{ooV~m{}6cBqaZb}>6%O|`Dw;t ziu(YOIHUROA5*sGnyra6c7HikId4;%(jk0Rmb@fVfG?EtpSHFV#Un z&sTrl75aWF4D-EOYbRq?WeR#eS52-jINY}ltJcOhSFZys&WQLzE5|!cbVE!LkGblS zVf{)nrLn&5Qen>gh4{#R*nOO}P>ijche=Sxck(BRG4;=uPq01{g*%!f^no!KTRLr1jwApRc1AP+-5N}u^XE)O&_1f1-L_~- zuayl=)M$8|#Z#vi!!(IE!dbC44A&- zjmps0IJ^l%#NO2@PvTcl(NWK!xDI@WXW^OO^VMI!?tVwVfBnlJ>F%fW@?U!SHNE_u z-hNP5|EP!E)X=g4W%2E0QPe8m{cClihyhPgp`l zv`%&^^b!NafHf#nSdx$C2wdW5#7;|AIN?T&lAwxzmOR0NJ|i8b{gS4_tY(!OpM#a1 z1hk|FRL-yE!B`fj17rFo6s0y41|7G)u-E(~dqS!K#4&#^;3_27`Z!N_Jnx6_fFUw{ zbju0%KMe7chf9nkJ<#Rjn(a#YJ4R)2VX~#77+JKK=;=NBNpvP~f1_484F1S4dgC zU$uG)N_3ZqH=mi4^8rig84)5{Hh^s_jiJ(;}qZ9&{3S;TX3>>=XjEp)VBmJ z4i#_2*rEpLX#%=nF!|N5#Y#hXCrfgkxyY#uQlpW~uUt&^BOL@E(_D#uMwRl{%KpQw zq}%Yc?VYLVp!v{{aI=!vi&iUf)-WUg)KK6p)_~ApV!Hj}mwr;)o#0Se0Fx>sMMnLh zjcqO+yEcf9zx;U(^@QL;Z}Z4U6uhDg?1tQVltl3K4J5UIrX1zIDqRxdP=M0W4!^2j zKoO%7Hv}L2mUt?0fDot+MBe!EPN7Yj43Y;8;YaoyqO>9S7<9}d*SISJd8be!r2zM6 z=qN|X9Y-M3Yj3Q2QV}o_F~|}Mb}z4$w>Qh(%jM<$^74v#dCNSlXztE6cfSwa_2%cq zpCjd_K?lty;<(Swv*348ob3I%L$~wzF2;pg`oKu^+)hh@e84b;J%2OB=TOIYdw<4d z_F%DE3X>Pq8hR91e=q(&`rtjuH#i}%B;NOu?z8v7pRbw+-Cs^l=7Bo*wt@GD5))TU z@A9~zs3g40hwnHVF49w?DXOb32o^m|k(l?=JMLxBk}QnfbsV*O3r5^>sxF8*3CcBt z_AQEvy@fXkR>uYUvxF8?I)GRd!j{AkrGXyV$xe^KB_b$ZYdB^wuB(iU;e4m{jX z!^21edBe1RT;Q;dm%QP=g!Lp)``lw!o$5rkayWH#1a++LbfV0_HIZEmIjt1t`vH$) zl-y(lgD>bI6z){2fHG`2!Ok zrHzv}4Z+t4?|(M}T6*_~xj9olY%HIqmk*1~tD)xIee-G6dGRRwv6S&}G54GObnlU)PqyVVHVu=-nVC z!yTr}JWoP=c{)22vFy1F!qC7z#g(I!NjBd9NTa_$MB0@CSLaNI!*Hy;IuUAN#a&Qu&=Gbq)BzG=1?vgFkF~ z{J%kd^Y7>Ux+^^Pkmrtb-JkB8*<?2}J_yt|p+&3NzO()aZAdpH2z>;fO&f*1A5 z|GVx;E?N9}!LX2S9#-iTFyv*pB*wnowowqTdYC1|QB%nBOLN~)Or{uSSufq#T|q31 zV+ZeY{Z*|;7Z};!%TZNocqgf8gBdBqIkbRYQQT;f(Aa6Wb5!mU`EN!2w*vo5vHvRY z|F8piy9YeX243C-VC`hk01h&{K6+v6wuT(s);1j*R3x!i6$hb~T@wjF@csw#!RX@H z&$z}+Pe_gt3C*8tyVD_uinA2QlEsq3eXoG!ceBk{a=)=KBc5q-NZliDE#`gXir8|b z>^XT+6UuB}$fJ-5@TJ2DN&X{LUH)Z2E*eKr4GwdkBuvihrX)DtSkcAc<5PQI<|E{8 z76bC0tOxT!&2<(wW!7H#E>q*#Nul~9N0Djx3|5KR>t18!eX8OuH zC7K3Y`isH)F5)RqIZ_$Obr0|JleQUW&T>B-!sv;bju#+PD=XXD%^Lcaae(m-A303TdDwq-X_O;t4tjndYVmDfFcr@g_APO-RXr zE%h`jp`-~fc=h@nDhFweMxo%_XFb1aF9`YaFr03o;sKs;mr)`I&>Ttibp5dg@p#E! zJB$x-cF1FNT`TS-`#w)Ez@ zF%Pfs9|YYL?m7)?QP(N8@Bq*~UNq-Mtez>wvLKqhxN~Dg^iTQla?eoj;s6E3=m1Yk z>%J7Jz*tTVdLYG&AF-+_0Pp_t?FiBCYY%o}BAVh%cXgn$_&x*K+R=}l<4$*~z_(B& ze>{NyM&G`nx>sE90|oqo4Bz3!4=nNpxBSF7U!5i%z7!7^i>K$s)gj~Ir}1##cuWeo zxdWK#M1!TIbyR~@naMjMm+)*BN1^F6KE_wkG^MXlx;C`yo39*MBYQpYtb)`$q$Zsi!bK5@@pn=>6(1u?6upq0MVrXf*YI z8%r@s<0k3q?kvIRf6S?xu@Q?P(gurx1-T#TW!z5a9yYD1s)xn+X(rtI1*ddCID>sj zTOO6T|5!f}y;dp!=%RohgRR+;?50pS?}kOQIK+C$AIOFVT1y9NHd1HeCF0$1OB#(k($IX5?}L6%e9x5xO_tI-2CD%Dqjyh{O`5@hwQveNDZz%H1q+Req`sLui8jxUuZntq=qidoZo)c6994)!_E%# zNxiyCSFO8LrEX{zgA>bA+%eAm&yZ52&6cXyM-s=Y&;(F&+xPq6=|)vI5(~^-y?sZK zoZgviWSbd1{?EUrdN&){hv)3mq4wct`*6R#S>--_bsu8+S7H6T3jag0{~_@IumiYz z2Rw}iE}HGSxsYt|tx(6v)*#|{76_R{lJpXvrs-XWZ zu4laOs}kQ`w(p_w_f!PD=?6a424C8Q4<$nys0~KUlK<5_MFJXJN$X=O5BD%0R87tX z=!pco`s*UOp!AQSs{?lgQkDc0P&9OM1B!#tDLp@sam@OI9X|LRQ(FP;^hJCv{1r5l z-F195bfGGuD#2yqdFQP0chf|{M)5ZCcfLJ!{j^yy3|r&wa1G{{SImMXYaexCTgg6$ z4rdJ^lg2(^pM!u)j~kNkWh@rQ3h@6&6=o;!DVrD#2Dt~81z%4iT!4nTmG~HXgc_B9 z!b2X#%|f-KFv3DP>Lhv*Mb9CYLF07%nH%fQ;=4KH-MA1mEnmccWAga7j^q&}k@pPO zLiT(T^7+Dh`ya3VGN})~=~P-!IRu44kV#CE#usT26W2JP(Z}F7Djf-wv7T{hCscWF zAEA#yZD*{0j5KS&yZ064r^_FJk$=SDMmbAg?wE1X@r(ixM3{e9vLklM7igH-^>Xy? zu76JQwXb3E_a{`A4sL&%01NT&SVLyR8W@-u!rd{jM1;Dz3P2Cw5gpQ%gj#2NuHTP; z<&Rgt@bwP2V2blxz|YrF-+6 ztB}lnyNU~v4)SFeL*!(*SfFeX@Dj*3y5#^Ll$ChqyQ?%wEnv>`l^(bJnn9C(FSBh& zU}n0RF$ihg@hpMf|FWHol2P)q#1vrE3Ne_EjJ{dIid5neo0*j-k$7e<6LBD(-QHjD zlsWP%`=aUUpi7iZ4f($Ef1W7-e;{`TN;op08`3zoXX^dxFS$AIGVpU>Wzgcyo~fiQ zR&w67igM`8&_URjb;{;>Z^xb^CmDV+2NI;wpB)|yJSwxirMpb3J>GX3&)&&Vx3^<+ zj@`F@FJZ=Y>JDbtpC^tn8sAbg(=sfFLS|!1Em$+_y@)-f7Cq?WwlbauP@uB~*2^v*;q*c+=?xS!fEX zOt2ET)5ID9+1G3_?CN@1j%N}uI(Ub)eB91e8YfB#b*ApK?Th#CXPlfw3CGubuEvtx z$@MZz@x9Z!l~a`{pAOO?{fp*5>$dd&K$ikM2Hl2Ag5aYSk!}Z=#5 zkSA{BiZZ!FQm*io2iE0{jKPOK>)i{QaU^=!$@k)(Q(LQ9hKRryIaVVN`wFL^VK-~35zf@Tf=2E$-A#hHqexqtD*4n{-9Kbmy@aZ~ zoKC&jK9!tHMz)NT%F&bShUgq2gop0$SpFFrcX=2=w_^BDNV9QWKit1f!rUyo>?ZJp zn>;!r$l^^2>mY~_@yzyHM)M&?3(~8UujT4(VF0k` zhBlK%Y98KoCs-iHu;KV1Sx(e=BzKZRjj&59%7jYLqFE7c0vr)W>G}w9U~M{YQDhY6e)Mt;>kdzzwKT3=bn8 z`B^w+!-trWFl3~$(M5D%i6 zv8RVS+Hm@dsD$}t!gzfG+vU80;t?*jm5$z07(ePTGT!AAEi68JZ<)4nsZ`|~>PJ?W z+@W^dg+4mqAcCj4;aPnt{nD=SYjGb%u>m>SySm4@gc&j?f%Xf4!8yEqQ<2l5Y~lMq z?%~rn`RTHJ^<;iHI6wTJ@8-}?C+UYZ<<-dYX?yuF$-G)>J`6aYcAXD%&x;l4f5Fk= z>WT1ME&=T0#aPwFyhZ*;aVfCm5LNV^My6C{+GXr)Y~iNI(JjUuP1LCBIvG1YkpfvJ zwGW)rK3{IBQq^8|d`%DUMI#_9$uTag<{n_Wfy+K7jX*tQki_ttMTdsq>s}19RtufJ zy>8udLFzw}=Y^&Q*fl<8?+}tBCPm)6wT&)86eaV=RoS&%4lcviHT=mWf!f>c^mzYa zJyS{9=s43uU0p0`FlMb7^o`F!<-_6`_oIkojnyrV6@!~D0Q`6F26mRUYWyyk*YdK{ z=-Z3v+$2?CZ(p#An};d&hq0}9P0`|>;Gxl+oXy4bTln&$c==b{{Vrbq7;is~hyBLO zt>ff*O#yu$J&Mp+Bg@KGWr72DF@BbrZwGT5% z6M0(uq&YK-$U;2ArAQT z*?YM1T|N9Bj(<;oz`L2?)p_vYQ+Q32Pv%yPp#U{ru3PYW+sWLXul~9Nmwy{V89s_K zBQA9hgfa?vRhe7cS^Pm47ZExMQDOQ#up+t;PEwvn z8`}TkV#Gj~R6nwX?%lpk1GNIXBs*EC9&TjV`t3rK#k*$~ppd*_=R?+c25X0ugrUmY zH{1Cp%Thf~g6fh;5CaBzn2_K5N1pGUx^S{Gq^7gs7jWQ`t?US+)-Nu%x{zX>br(^2 zBfsx3@jImafj_^Z)gRdQCldaFo4=s!e_CXp6cK5^O3WG`f>uwD?Dgs|!yE2huvWKf zCSmw3bfS2vX6y{w-$s5kWtU7@vUDwaXug8gUCAUNHNUWMHLqcMtU0h>s#NJq3W=QS z(Vopk^B=mp)A2fR@4+?N#y97WeC=LsS-a4})8bg9%`xqh0p73hQ)A0d<~y_ZCU+nL ze!Xa8%NHl6pj{IICMpsjOisk^0$+1hiIFktk7Zs>?u}O)+P)qp`Re-R5H8$~@8P8P z^xeC<^gTTNt_Fa2v%sgZ;MIljse6oy+|ax6L+Bl-x%*A3ax(w8Ioi`9gD z%4Z#}f_1%zD{4#%GwSj|E*KP{z}28l#RV<8T1%r_ANBLm(rsP;(B2q7i`cf$wJB)= za1x$r{o_@t7c`-|KzMYvmjL{~6-P)`sVT*^Yv}K!5%fngRd4ykM0np)xtEvNCl`%9L4!d$z*{o^Q8ea9t)T~h=}mWf(WBmU zst5b(M%8)|yWT{w7jcY{GJqTus?$g_z6|oZK=3(zT6cV9A#JCIQ+(In)*sVF$a>(C zM5^7kmUvCao*QIe^{}|gMn(KOObx#!c!(#3nKIc)2b*9rH3;)>SMM*#1$Ci70db>c z-aQW9wD)6aZhK;33{Jn!3b++hO|cRr8>&0rN;#jyu(mEQ5OJGOF|yP#Q~|1+!DRt#nws?v6?ndC-X(uKB^ie8?yU53VtP0?y_}x@ z;S68X;m#T_jquFGr5aB5W4g8Hoi~zH(q?h+9q5IQ^RW z0STTq$<|Dc3q2nDvp`F`Ebk?w#T3Nj8lhH~6_whP#mT5#FAHdOj`#=iswh5I%yTnG z8x%RhOe@a36v*XgZwD56cs#SWVPS@$Bd*zg8pXv*44|_211Ul}Qv(UZq5*cM$Vi7a z#WCEOXXt#_0Q+Q0BH5=J?*{pXR%81+eJsEB&6h-6Vt9PG?!t&? z$&pB5ydSdrWOwZ*Q&L>;N3vM>KH0(y39yGj*pHII(u{@?U^n?*I1@+7;PvXSdw%rW zy#OYoGA`$+eT8!Xdw)@wM&*dq2Eut$_+v00sf{#4t%TnHW#Awo5gO%>6X9@FV=ocu*g) zA1U*3r^Qj?llPqf^usDg@xp%za=Bf3XhE#x{O;O6vqkJMEvttUHp*%cXd)SxRQi$C zY#Rel&crc^N+!Z^4*Q2^9{R{yA35$dBYx!1&usgVn?Ex7OWuC~pdVdAI=IM&3*w3O zb^t)1ul@?==KnH4`u#RcdKxUf44K{rPItqnmqFCaQ0iqs#WVG(L8(E|>ejp?CkBga zak{=e&Io+61qR#)f9%PEd&$0u@!EbSR`xg`TtIce>G#$2gRcU)1plpR;a()?b4FFW zOfyFue&ci2u1vT(OfFaJE8Y*PBby~%87=@#JduRi=kJB*o@O8>_NfLAOz_U?8XsJR zRmF-D?0=_T0Tf@XRsAd!^hO-4UCn33>BhBl!hI45(Qv7fki-e6F}kiLCJ4c^#m`ev zOt3EV2NP5Pr8{^Sqn7xXBu0|m+uD3qDzp&Qlhz0m>o0)y9a>(~nxc1cq=6a1H5D(WW708AV`9dMIZY+ZhQPgw#P*>QW$BDz2FGuKXszE57&r!ya z&1QjS{n-y)*+ZSJw7Bf+?1Sa#Q8zrCi{gbdGiaAs7_s3nCPTRM=v^1J--#b2Hw95r zNx>xL``noe3J){=scY8uqjI3!7#A+P##QX&xClj#7fIu%Q4ho$Ww~MZ7GOsS!VdY* zaE|o8{W(+#Gi6E^r+P=*3J^BlN!2*m45#~%AcO!v6bF=k5c9C)r4mjPyVs)#k2UWy zYW&WWf=CBSbO}{Wm6dxxy4LVUDAuX6>Tot0sO{RDe@;P#KfE#J7;l_#vXFiVfB$>w z|BOyEwx0|~zc!@XhAE>TQ|}jlJtmL86|XW_)D#L-v=w-m1k~yA?)q5_^eBFPOu4gz z7U2QavDkwmzsq-gN2_&0;IEhXy9IN%r1-v?HgCyV5m~$jiPj-z7}o)di=yv? z8GG{ZzWmbMnIef)pH3s7l^|bAN$reNfoMWwH}xfXA^P2YO?_We;@4F9K81cwt>07b z$58w=L%+@3qf~0yln}vao6L2Q!;h6p?^l1_@v^_4=-LMs_l?}W;(YI*;0J>Efj54l zlhN4Pw|T)Fs%u4f0Y*)tmBQ?eya=TPc$6?nlkpnW5P(o3j%+!pm5kmO+|T`Y>oGos z54;p!dv!SHuQErXo3c7Ps%_tdQ6y@j0>W!M$taA^DZ(UDg8AgAT`8i%<;y44ZHOMk zyK7|30|~q4pS@1PjPyzpg^@z%*v*PyZQmsIdDw?CvC(Ij_0y`jQWZH-CRqnR5Msv*~K1hMB@Q3NF)5piYihy2tE6-#YX@Y+9RC4 zbN{5f4sheZ^e<5GKW0WlQive8l*2KJPd_uG$E&}Bj*PRV=3@m}wBMGCtSSev4kr9N z)*I!MgstWW0uNhw;C-q=0gBWsl%A2T1{*BXZP!<3zAObZCIw##QdSdnpbc|oYe8`9 zYHXY98{?`K0w0%=z;l4`7&knJ6OU2GZSHZOkvs<~kMYaZr1D{D`7pq|yJbGDHLpgT z58KYCA`6xgra-xq+kT|ONy3{HDEGQ<-|<vxa!x7Rt8NRtwf>0;c`|l zgLdX3i54JwZIs9;0h-KVDyuc*q`@!%yX27m+<8JA_L@bl;Tg;Akl5jSSLvltkNs#L zH~AlsNaW)|m4xG}QdtF;Iimi#NT$5?Rqk3WH{F(p$jeI+<{=;R5Sw{O(>x^auLAiG zIsJ$D{zIz&DeQl90k{gQ+ubG8nsS&;Uz9q#s=akQJu%W4*Ts2NiK%3Ha}~ekrtR{#w}o4ad_9x{8EMa?E^x z!aqzGiOI7#$7k~8;mt`yqzkBLdss(*nvyDtvha) z4l$-+>a>0k9fLr$lWL*D=tO)gMHuPjDkDy~M2BwFY229=Dy~DJSbXIhy~s&7BGZHQ z^x#O{2~|(_)s?IDG-`d=x?W9S?~bugd)bE>?ZvtFVRL)O4aNhri)Ss4= ziajy!SAUs$6o9^IV*TJfr^^=<;7jIlfL@W6;xuv;Jkh}J#CEZh zFN(xZyW^~JSnZO5Y6xYBMJje&#`d?+{8Y>PbZ_=TL&FSZi2YE^7WxHOIT!itlw@zm zLn3(oeHWv{Kc$U7P3~5ae8ne?kmH&{_kuPoUj{{~h#&uZyq?<+7ruc6WeyIYzu3CLV?qZ~uzB-^Ifo&DLt&8ojw{vSyj7Ignn%{~Kuu#QRn`_*6fY2BCapdw3#bB?_86o$W7zLCk_`!k-?# zdLfN81~DSTq%-h?V$w{N6&*GI45`#Llb%JS-v@ir>A?s@|J6K=f_*hIn&aYO_2ENJ zRUCk9x;QkRdBA|9h7=iwk#Y{pTbjIk%g}`y4&1wX+v+p$;L*h<(<$-&dXU&aI(Te9 z5|X1`vNH5JBGnE}P}%h6y!>0>P5@6(wpZs$8-8d(~=mvEa~|nMOJk^ z_T!Qucz)b&;%l#7yWxqES(azssxmdS>zBZZ>QE*wRGf!*Jyw^!eeDO{_VA?93F%sr zP}%3g)`|2=Ru9DMF7>QnlIbtQF~xx~*q#i22G#YZ_{z)GRFb%Hg3|E$D;X1w_#i#b z_BHn>+WZ4MyCt`4{oH}|vEq%%k{ooGAUw-IhcDOVqq#&GuC|(ixa_2%n(yQSP}DpQ z2)((X zb!fUiC@RdE?b*jHnOV^?2go$5l?H%oJ_gu|!}~thKid%?XGmbk$?xxkcwl~=HOBqi zc9ba0U=piF|C-F;KFyt{O$}|7kg}9oocOg9KKI#9m{1Ry&Mun^+o6?!vV1a5#>R8+ zDK<)A)%GIMmVH~m=y(*;#4;1lJgl>FUHO05Gfw`WiL7C;W!Z6F&vbIijp zaV^j3XqF34MWdZG@IO(zB^mw+XVtCSXCtlBx}m`;3Xh%-0Pf0WsEyFw$rG55X9Jt< zMfjD|Qkv!;`cCSLM>|;a%!hd4j&R8Kz;(mB@Pww zGK+tDkIEg!ck9{01lYi)9461T~pYN-^RgS}X^2POGa*AwrC$JfV$(TQT9 zex_)Ymc%H(nBVWh53-Le9%&vlPu&*GpJrblE5J~y>TAiYddK(E=3Ij7!vAB`gKN-# z4D0@Bn8W&uGU@%Ql}Thw^zj*6bo3cat9K%Jqh5R2d3}xV&80AbPC0g+yj2R%%LX&? z+rPb)*^mbC&5CDo7me(p@KAS}eNFlsu%W-g^W_S|%dw1w!(f6?P zdz$|}tOBpbf)5+Qr)l9s4D~9V`Vd-u$g(~}T%VG!7k${fmh4@lQ@0n@{-sGzlB|~3 zHbwf7JDf{MX-y5KO*<7ag|nRYd-p?0Lb5-sM-Oe6yVAAX-+3o8U&usrY9mfs1;m>X zMyDuA!j)d=k@@{=UH>;6ewZNZjQWoux&+hvtuW&4Fddjw;6kE43+my(Him3t@-mv3 zXaP_%{Dae-MR4dl6nNkw~vX^9$^to58y0?QtlF<2$ zM?`TXMMf1MfTyy$CoE0OWb=9nAsP`){NT1U_LrQPRhXJ)e^73X=&(PUgyxt~$f{MX}xxOE%*H#2M@-2pLpWT(A+ajTy>A#AvFCFhmJ2@mj@YCMwhdLV;-%h8k)5tXggJ{>jg8+?dzl_Pn zJskTs`}-RTv64K6SNEACHg^!Ad2>11HC6UIixX`7+@AAOSjr(vW$(wy+|ZX()9BUg^Y=mOgHR0`7|Hy{poR`@A&!o&FL0z)ePv$O z{r`uhE&JcSMGjR&Sl+KcSlW+Q%^Wy?YA>^b_c1Do9c}R%tr4a(dr(svG}s7jwy>b3 zBcvT)l+WR`P`2&bkY?A@)Y55N(Ou~#l(ZABbh=X={}zq@*g}si^}r57bHav%t%on8 zv40HGu4A{`gzi4cdkp=qBf`f(@iBgU*hjp)Ca%U54;zbz>BYk$Y+9@ZK<<&4+oifKDB5;8EK^7_ zo0Pgx$DBuixCuzbaf7;j$Qx%UGWzVDRE{Hk-5Ev^%sC%o5Und)?+cBnz;FO&?%jS& z?jtZ9pxo?3cAEc#!$p<`$u`s!dZ__Dq36Ry2pPT4;1B`@QT=IUHZ;!5dcDbn4qNHU2NtDBjm6}#d?5+-6=CyY(wx8nwa12@w$%}xEc zn`|rVIIVd+OKHF+t$GCNejJjD8HB@d^7f8&#&Ipu8pP?R9#QhU8RWw{@?kW2wWWNR zSUxQ;9|oCMJI$-=-Dy4xxCy=o;4CM>Vm=(r=jW@x?ib|u`|>?6_U+a@ZshB>-`B`< zL0y-hblYfQ$)=OE+rwP5rd7m3m~v$o!}@o`B#Z5n|zMSEK|TyvYfqjet|QqyjdRiNLn1s9O`*pvZ`Op3~1Kq5N`u?%5)ukPy!V4=7(wX^=bdV3m9H!AHOvk_>gwcq@>Qz^@|v?&>N6E1Uvi} z;mOTjCiyU{oy?Lx{Yai9Jc0GLho!(KwT8VzxGqqad|5LI3|NCcSfNtS!weLAJMYEl zV;_YK4|ZB-m9hZ?{UdgYG+Y;hj!yktt1A{%7Ckao{~r6t)c6p(c3nah*vPx3UoyJ~ z$%8Fi%BF`={Wr0*{XF`VLJxb(CZq8H;ai{@Y#@^_stvbw;0(osV;&cpbb z4LK14WU?s$za2rzX_K(|`2=Jc6tdggEV(*~L}bcz^TWN%^|&>QF;F*=K_Pzs=U=0y z`&{Ze#CnXpo&&PSIPE%oyHDz_W4(B05(HOK1sdy8Hn%Ap6#wz6!Jq%~f-v6O)jHxI zRugw?ikFqe%lhJFmGQRLxLa|E(6aP74B3EVoK3w+9{+1X20LyV2#Yx}eTc<)nl5Pa z{!brkf7H76ccBpB;_74Yo+G@Mlv!n!Kk@A$*IFFCgg+SHN%{(jg)qNk-ALoA+UM_@#q*gVT2HC= zbw2Er#O4EeDX$wNW@%Hk#MbN^_h%j!mP7?(8w^C&%i#(M+(QVt`v zxZfmFv~8wCMCh1p8l`NxBb?UQ_s!2dSkY{n@dSP)3(0|k;Fp4QiSkX6QyeC#dtW>$ zTa}c6Tr~G>&xh)nm7YVf+KGyH@rKCMWNk3AP$H`Fh&0Te`AQa(WAx|e_A$ku-`e0u@ zI*0Had-f}4H3*G;ElbP*Pu2auSN(s3Y;XlA{x;=vPJMy;aNuT!NGlB3A%w{H zHDc#vA&gyh7Y}1^v81rnB!1-Kom-G2u=akzg z*;~sdpyd{7lF)}CCQxMG%YVhy!_CB45BsXmpNmRkU-SXwYfg5aK)Omt{6n8O?pOmA zDgMAddeSMyu|G5|a;lr)jF_CQI(naXP#=wtYm?;FPhlk+ z`iHXpO$Pring7(+f2i?awfnEg+aCkpq5i-JDx|5>=`Bo2|MBXtyCC{+Nrmrf@bhq* z-rA?Pn_(!c;MsT1MH-8&)jky(h=SKpC*Kt%s*i-zbm@NeY>RBk8G3zRKT40_msG^; zg-7-R&%)yIbfQ2FOY*}>f|M!f|rKrL-F*XkNVJ3y~(aV zG+G~ut`Gg!r}X?osQxNz{}91{O6ETV_OEjM5Apu1)c<*8P;KC$ATgKPC-THm2EAYX zb(cf`t?&ecCh>I4a$FgEiY~uYvLh<+g&umB$23ti*F(zu+t*;Yq**_ zJggud#t{#jiKi*W&BEegc=1x7zbe(=MeUyo_z%7OtGfPOivOwGe^L2AK2*)l4k~5Q zahMsNLFW6fzwW)q-|tT4v#)vWf}t=NzhbCQDLyA8@CE z!WP|xXsT;{Ey}JUuUv3WJ4IU2<=*MHT?f$9|I0w@VYhWP=XzLqJ&nH}Hepv&v4;iO zwXgnfXtZBah2N%Yj;Ekb^l!OL2jLDjF)3WK%j`87c|j1RB`I4>4_68Sow{?GZ937N z_5d{@ih6pG=CDr6YNXP(TM_Q0=;~j>8}H#m^tEI?+MfCdCSBfJx*h(j9pkVh*=TF7 zQiUduLdMFTZj7FTGN;LcNnHxPL za%xsn{v?;RPTKpg)|{>Ycah!E_Q0>QR@&Sf61^^@Sv%#XzquJ+%~YHpa4e{Ir46|- zpp{}s%d%Q0lSjfE?tSuS4ZM%>JO(5sQDAGPvnLYwHA?1O=j z#|g1-V5OPHy%CwhA30WQ$!;a~^Jn}`3O#k}v3)zuG=^WGmx}}yVv_txrk$R65j5@S zj-vGiJg>OfPBeMN-13zMGbDN_y{Ki%id~3-o3XQf*+Yyd(j)vU=ci0b5WWy!wt zJJ-2+6dUrr+T;(I7lTqneRtl%RyxC4Me}Z z!AT5|^_ATE;=1Vu)ix7qh(H}TMN zff#P_W|@k`kpQUn?*eX_zUuZ$>&3=^LrhJNldu&VOBVD@v&X3~^t1FDzf;`4YK$2}n1Zual)G^fYY*iR187cJ1e{U06H`k4TpC9;$=UHWOp;8eRN!jyN!rGm~W+?nJZmfJ;BbzH72y6v{-plO!;!E zr@fZ;fw;qP#Zw%a7x}CI-8%7#eEBW(2mE+zfelo8%|=Bhv`ix*tQFV6lTDINYdP7p z=1w+At(#%~JD(E)xlQ#`V}_2|G*jZNl%rt+0KI#sc#emGE5;<1Fhe)ngh*#*Q_H7_ zhd3kLlKATSG+tvKCb5LBj0ZxqoSrZ+hph0zXH!x3WU)ka*~ukMM>Ri*>Lx?ZLS@bF zbjw?M#S3i0Ob2Q=f5_|#F?R!ths($^|61atn;SdIo-feXjTiN9Z_{c1ZmkPVlqUEc6HgmV7UN$#f!8vM}G zAi`C`FdS-p37J*W`W;T>zb)#&HLA0ji0(ZwOL_n_ObHo}_g{Hiq@+E>z#My>xG;`f zxv2t|Ix*9!r=8vo-4Lp% z@<754@s$qyuYOVw68UVn;Kb_zK4iF_qFoP(uZJMmO+M@)Huh8|dk|G`wAKd+_Dz|+ z5^V2m+&gpkLG!(mC-rof)Lj-$7C>pSPTTM=Nz6z_tPqsjGyf#?ffZ%R&fHKoLzgqV z*aXE2)L1pq_rDRpoWxiE{1S@4c;&3YIb$HC3$h#DU6%FVd=Nma{Po#Oxr_u&8{T~o zo`1Ev<_{_R-@o3<_iv^AtFZn{hySJ9|I+z?`vTm31R6=a@L3vKe_xJxMel`wmt1Q4 zsDD5d=BEp(uxp1D9|!S3$%1L-I>|j_sw}y0Z1cWeyp0HIv3LDkkjXPDye`BB$hVBIF{H$F&vuE?~g1L2yQDgEV zFE6A}Ymhl?FPDo$N0BYHD18uir;8{y9j}SU5rUwieYr`Z^CO zwcD^g$MsVLG^vWPf8Zw{-QbIjLx{FRi={ukkGZNw_1;T>O_*x?`>*?@VxYCtnPyzx zoy%owW5c?ybY0AftxR7}m|0he0~!|^e5J=Zs+K9D?{(+}+7e;E$e|e|6g_Iip?=mn z&3dkr9Zrw$+sHpAwG|}z?0cxU=`KrF1!S)cJeP?Tn)Wu`Q|ooY$^Ry2hGgeSBO{JO zWHRxWRb5;LrJN*`skCMG32n`A=^nQc@lU!g7T*Q!=ThK(EeBOf0O(WeNvE_-5r~6z zl!1Vx!|@AW9f{;93Hy*J59@f7S4xbzAs!U z(Xu4f$1gTMI10U`$eyFn?t=ywRl(KZLPgA+W@J(K@=u|K$hehvtx&^YyW{be3&k1n z!AvG9n*9vKY{wunt)sKC_$d|!sC)!$c4ncIjrf|S9+q4q{y^DqjFS*m?`_zN>-10&kjT5hx=YIC8>!pS-svrbhkx5AWxvd_Is56W!gp$9JA>`LNU^ z{O!`RMfe-Emi}_93NJL}qs=ZgG|>0`gpS0Zm8A)L{k~Xx^kS}rwW+rT*H%Z5DR1^ohDz6-=z^)IG_kfad{oz}D^!5AzL??T6p(O@AVkB95vU)$&y%v@Tw5#x78cZyY{s1RSr4@ifM zFb;^Bai5aA5nB3zjF2AV$YH=XnfL3SLT^8+ELqMw@~)h%9EqBawRW~;mb}A^Rshz* zx_8-~cBMwMQ^T6ga&x(})O`ne?l;ff>9LpHHonI$`P@?s*x zho#HI0OnyA^VAy3&29;WR{aTcJ|(f6VCo#z9g@r;hSbjQzGKp-okmvz3U$VkV!&CK z{Tc{R9tL{erAg0pwVrHt9|*ad1I+xf*Z5;;|IHm+vIRWpY$&&eWS)CtKmKOJo_*j? zDN)ji-|}z_?y~GaW&>Prp#gm<#;0r=FR)oXKt?>h>L( z!=3IAv#9>ckH+I?c6#CyyZ(dn=~U}y^yZy^x(FEGWUZ>aJc%3L>WxXc0J?= zl8q!iIkC)o_4lBNu}&Mum@qC2U9q&7FbZ|_w^MM6iNk+v9vai@L9&LbzApG?if;R7 z8UCS}`j;W9>zNSj1SachSjf|`$C?~8z*vg!YB{Q6_Q*#&lr~N<4QzvaLdSc$CH~FB2LB8yXa@4Vv6B(tEGk;7_I%wDXuA&kb94X z0UC_2;WFp^TKuYg3B!MF$A2(>6^t6n;?7h;AUBJ{O{GHuE(3r=@tch6puR_{4e>ol zffq;>Ji}~S9QJH6N!Rss$xQo}SftEB(*Rx&8*B5p_Y%5n7hIrHXeXgi z5y*kVV+X3Vz!}$x4V-F;`gSMdtBW;|hBrA?J41&uioxDH?3Y7c;7~UAgqF&Q43tK=nTDVAR*G->62Nbb8##{@LufwMO2JlzZ3Z+M;>N3-b9&eBn#20U*7Hx)bk zJtiG+5$e|;f89w@zn=`MJKO3(&3X{Ip0uwkN$f!>dlJx4f>_direKV*WR?Revv80v z0pQ#h1vg;X&Nw36Sw9^~<8&^=;UH3Y-mk>xyaR)dR9S0ww&3Am0Zk;&44%k?SS41W zYqR{mJ-pXE4R*pk$E>r<4l*n&gkGY9{s9<$g7K=mM`sGb>?N^%BzC`8KFpY^i3yGU;vd9BSG|$}sjYQD%uM(t z6oZpWaor3-LIE+ENjwv*08axuf`pJEyDsmmv1v%OKyf73&ho?_#HD3+#a9o4AVGzj z`hJ|ZzjW?`hnMkcL}4UCO73- zhRD7*xQ9Q=0(~kpbCK^useXKD{qR{G@~y&XKp`KSeW3k8uC&bab3X5-w0x z)s7zd#!7KvO9UDF;|To6vj2O(+L~*7Wojr2TI0y*JpN{GBFtf1Hm#Ndrqafxqc#br zbTK~9+ze6XCMlHte!0`D$R_AbOGzfV{~6FRs4R-2E_Dbs`*g7=9qbbYUR~5XLB`?? z{PHKj(6An8I!MbuTPn{6%%ffNZ0} zjV#fVLLAFni3b>o=vt6Pn)VNZ8tdR!|9fTsot?mgr%eRzNJt$-mkvAO_1FE%fD@Rq zp5Y$t4`hxX!b(cJ6!Njxwscm+%tFdSjxj%H1QKW5mP|RHqSxxrLMv@B5KzKIHL^Uu zv#b7@=6!9$gw2T4a*~TeHS2kMS3d!CDbMNW*6f&Euti1o1ZtC~sOCRe-0mq>(Le#6`mC{Ex$yrE` ze_3IQjrFpEwV+-c^=&OuE~L^~CHj?F^qp=Wr}5I`>yaYlT%{yI%r$-%ZAz+ti2&q) z!S36Dnb%T$GT+V~hj%Go1cdEs?1-B0BVlJ`+;7>dp~*bih@Q&MM;%oP+yKQ6i|@5> z<$0m;(PVF?4taJP!@}F50#iBlj>nop7^0hx0uzQAUjv6p&wQ_`eK7Tif6O|X;*`Kv zQ|&c7ad$CS2TpBk$rT9wM%m(hWxC!x{>Re)yA!tIMo|@964GgONsblv>#x7=)S2JL zk=aWri)fQ2z|CclJ|xq7EovAC>jia<{a?ySwtMNWf<_{Y-O3Kzp}Ebyekj6-QsrG6 zvCkxWw!=kM%nGCZ34@FxSw){mcd0}z$A@=X*F1{X2z;b0F$(jh8ft%0cSxJybLTTk zm!0NJeaFrizK9m)Ug8WTl85eL(v&805ZYYJqqsZ{MQisUs^`r42_k1%&o?Yh%;XPP zy0fBCxq_r5*3rZ)+pn1!S#jFY@KXZ(Y9nKI+R?J^_b?N>>a?Q}PB!Th>_DL%fvOoE ze$bAtB&8>%=|O3@be=qOU#^xX@BcELDbFe<8=K)%btjhmgRvM6GA+6Eqd-QH>!oM+);5L`?Mk z>6}?)fgRNr#cOt0x0$JvHdt8$@IA&e==rnxlFwuJ9Nz=JPdb{=0!lCuKvPbLosvQY zwRXUAQ;2+O+c0I4smBFHD0mV3^hHaZXa14h z#_h+tkWHVpu!1llW)(A6QxhHPFxul4x?S3%s|D6cl&4jEa@kT^RGtC{5vcdVcH zYc%w%grbU-!~SYws!ZZbK+WhM4qXTWE{7Dpt9*?`&^1lXWw9APwiFi*_hbbn=Fdg{ zZ}{n4gDoqetG)DJX~ci zQmp@ixybE?{C?lQ$IZS!nfp_GJo4uPxh|*2;=@g^Lh<6N=@><4dhFbB%3}g!-xWRD z1#xXc-OO{O9-0GbY7P&h6J|v4clIGf#wg1XDt!<4ohYCd$6U9#0~@a_9tT8s!e9KI z(bOp$y|MtejSnM8(j-quVsl!{>;_Z3%O+o|xakCq`8_g$aHJ$l94OILmviFBtdBcAWw6Xouo@-SPuTC+TiT%NWs50jXyrOfqR z|KBBbuk*s+HWyt_HJ5v{bDxU2f{^dIs|9BP z@3B$pr893~81Pe+^?k1RY_UpqqUk%bE3p#YhX{O7K}V;<)}hhYRCh)%&o)%1lbvyQPea(rkz=j_7~hquIwG_c8W;&4?cZ&v?JW%c@ShJ72!Ui>#jf!nVP zbsDEu-zU)UIPjWeEl?)X`K+A|JI~e>6_aHXq}RiALh&Sdyku+eW3XO4jxR&E zH49+Rj!xa$=}WmHr4`{nR{q~ar=(@g+p`P)Y|4jBkX&@?`PW~9ChZGjHKE5eb!PlF z6xkG|8R;^(9|11gWhwwF^v_5L11D7|#U+dO!PpK$In3t$o@s{O!Vnoy*xC7;o&9ogt}UJUz6%sJ}YvLwcW5Lbq`L zit2MUh`%3`zn$a_u{=n$ek=jGlbS~KaqI*4HQ7ZAOnkJyFlN?8(;qIOC&%$M^y$3` zv;*4UP@~sSCDVU|${74MO-pxqeB{N{!D<5b7rIHF;eU9UC=6Dp9@x^YyYc9SJUb`X zKFgyk^XTC`IzG?-(8K)X;*|2XRe6}O+#FjT_AXB|n1^-Dg&K9FbH-BpEQ1FV!Umr2 z4C$QbUw;|0wSNeQq9DV(J^697Zy2c&MEInX*I($pvzmrFqJ=Bo^Et)GRe3pfmQqF94=#<^&)}qG6_`M24|2G%%!;Iy=I0#hyOz*Hcj&26^iVXq z>K{GSk{-%R4;7||X46$5=piTckRH0q6x}tA9s)=Yxuly2jgAd$7mI{__K!L+Y-E%( z-@FiGj?)31jV8??1Ojq^u(@GX*MXSRh);8TPpK4v>a4NG5@da;6z#I8w}4vHN9d9| z+Vw;_82$fV)&Gv`&c(gvw_IExpd@#9NY+Cq4063%9lw^hbYw^~__?BW4yS%Ld6iDn zuR|8n_Fsgz=VBlusCx410_5uIQfzMkI@~f%S~Izsbx+#+ve6>J(2AHyaopOdAue7p zjL7ycE@R*)p>z3=eq;|Cp>*aaV;`9XrBH(hG@P2%>@@gn`|V8VCF>}I4Zv$2ZeZ4` zRroW9D81ecRk;}wQ>e3FMCl&__IJ7ahdBOIN&hOl{}AbaNcum$f*#I7cN?OcWzoam z=;?-Zw@$kHEL~lh{sqsSn|;l1S-X4!E-<-XQ4*R|gqHdaXHN`e53^sLrZMdx(YG+& zU2;x_;?rd!P+@@3VQeoU0sOomPJp0qlX*P z%{uAfvvhT3`Z-{DRzf~2;Q|i0#yMXee>5S(UB~6mR55oMQkp9nqG@L^JS2uw9Jh0@ zdo!-u2hDdVULfR%B35!V?GV2I47BIKe4}esIagriky44wsHH08pdCJkIk^9)7&dR# zP|>+!^Zo(Jcg6iZP=ZfP;T3;)MJnD;#8@B7t#_H%N6IU5 z1!EypqG(F}v<(V)kV&aIeh7DTW4h1A^5NS-OqOCQg!mb~fzkG2)i2!nNJ%Fn%!n!2 z{AJV=#t_bCcL?tGlN0{;lKywxss0>Z{eDln9&@qB6zw^4yH4mH^SsCO?=dTcWwO|c z_&F2QsE0egQgYAg=pO|c1_y+${1#q=L++{eI}y?f#wg##SB|@1_>D##-zUXa z4&e{zL$tW^NF|NHePoskG_46H4oSGcd7Q+bLK{IEN z>K9B&z&bFsaMcRfVMyGBQ*)fGrU>b}pugbcGu>qjyFK3EmYF2UJ`Va9{eRfiyd;UCW{EeSiP3D?1YwZ9 zioUxX=$94=Nm&iY#Xna5-vp}D)JxN*$jdUQ0!Z%y)z810AP&4>ChAJ3Q_bODg(!bB z_1^ZCn0f6bfjbM{V+=NDJEO{K3a1)~_VFE^oc$s*IIoU0KawftPq2%heY;3jJ-&L zk0W<_EU!A#!{PB+W+<~y>0kTzFyvHR@|&nPC_Yh$^*GYmpMQR*BgfofeIG}Mel03o zfftv&NwJ%=S3!;IOuK$+aWiXf^XE2vx@$O5FV{cRBo;Y5J*&3Pt*4L7Adv5BwvIG_oXMg_)jX9G%Uo&a>h)`Oe4yiBbRjzJPoR<|)U^ zWa>%nJJtqbb67l}B&Hd^zjgWNXY{`JGF|H9>-!hdZXW-0<^OFqilHQ}w#i3yAk}m< z*a@ zLH7n#lCQ`L0kx`hu+z`K{<=dde;asm-&^Y&!n7#?heR66xKI1!btxfwpY;39vPv3# z9JTa<= z3zCD@`|j%JSQymxD)!yT2zYqzUs=7e*=z`f(b16RLZ z`-FsvMD4PAF3~}xRv=~gBoO2{Urv5XCQ}&P33Ev?$R22qS;}AJn9bv?`nUEPSsGY@ag&FlVjABFc;PLH1P^OO~lbb;hEjiRvquXmgKrA zznPvQ??WpQU5*bbXq_Ya*roF3DZa>*k1zw3NYbxGAiV~Y?5e-`4|WFv6%1JbV*XtDKZnqMU#0emo=!7+0~$tt2)+Mm z8d86nN&f!zHlKW%RX)5eUsjke>&&;+=G~g}W#!p}WP=wh#*ZaF5By7S0|QPscU2F# z3Ovla#^fS8bxaT`rat)r2jES!CRr}7P#P*iu*w&>$qx5By{)2-xcq|AhKV-B%}3Q=Dxe>e zlx<=gST!eFWIcMR{^76tp!(E~l19=JRgx`zA5>o#%K}I{z~ddabNd4;Y-Tx2$FExq z^0PBFx#GY_j5Ykx-B$MsfHieT^Dt=*_kDrfn1%<)EYZER_&8&nWsm~G`$+LHvt|F5 zWk8$#G;p=v<(?gzJ6^zV+vkzhwiJLfv@vZ_9E`dR3~AQvT))^=Lg%-CHkkktT_pXe z>>@fzT*H#==F~5=L0MX<$b5ZObD)jy8Ty0bFoZ3^;)R)u{Tk;S`bqhG&lpmwUGxq= z%kGJTI@jFU_z~)leU1(Q)5UOCQw^)DK6X%A{Eq zIi?P1@x4UU>0qX{&mOz}k9U8c7(;PnKXWVwN}yq%{}C1@_ds%f{$-|4-8CgX##(A= zAgBikzj}C7K|J-da(5X1hbYJ=<0rhE_WtdUy))@RY>T+ONV3PNc$+;)M=#Q(U9R$SgZ~3!{j|z%NoHL@Y^d&{9XaBvP%9rgBrf?%m)ZPqVDW z6~};Z9E3%(?Us?o{?2}SU`aH7`*+!5{NEjW&!y)s9r!ODrhmaytLo+~M%jV9B@rN_ z;8w2e+_Nf`nv#4v*SlegEHz8wBMEgk))!;~jzfR0JEvcVd2kmxW^03yK<5BA=#cUy zNAu+bR^&(GH?QnNFKV(Ca?JY#&;&zbEF%=HCAO!#25oPjlRYGUk=Pj~AzY#M29$Kj zKFj2ryZg7@m;F!XhoyQl!UE^;r>@3fF}(k3`qg=w&ty}p(p|4ev%e~3$Ngftm`yDj zP#BRWbGHH(i);;wo5ft5&X3$Xz+Ml_C=WG|xBwDO336YX%g*pdW?Ec~&QacI@q`k( z6gFtz4>repdIt*MoGl+Vm`~HpyTj(gj`M2X`LOzYvX-tKrw1eI!Jm4ttsdO02b1f` z`?^qQ^n9gMvZjVuBNoH>U_BDXm|-39YE(gG`7RoD_b?ElZpx=p7FC#}44*oF&0dp! z_({6DQDE~UbE@ald*#wHP%81wqXYKeEBoJY>A7@Ve=AIp3}ACfGtDUcT`6myrW@Qz zojhD=?Mh|1PoKg_r@I4)P?LALbSiva311_+(q@U^eyy8b21ax(h(q6$A`)%U>cezC zvP5L2iMCVpLm?SOry5sLhkNhwyM{Vrw25mA0R&Bi$rL5Sw)!EywB>zY+{JoGO@O=Z z#mr&)D4|eEXEn*t2M3%(vQLtYmy-##O)zt=OrA``zGo~K=suvsU!QFZ?y&lFw zR~w?IY0<;t=xT`cuupoLEj_H6E~A8#u~qKBTr<99o+2H`Lr>YBe>F)R$gUDk;wCVK zR&xQP^(mp-EFt=IBv2@;Tnh--jaUs7=bWWk1nQWBbKgF>51>Ef280?@0~9q8qXty& zXh=wIMe!M+Z5i4$Fv@%VQHZ94@Mr@Z0by*;>W`1GBt_(^h#u!bJ^*`e@-bwp_XSd7 z9}b-^WD%ay`2`fuJ6VMeUBq-AH6Q|s|9F^NWMBQr=vHm1GMDV3VlA@uqQ6u$rV3$M z4u#d_2?^?FIG|Y6XvS8Gvs~&yD1I1}>U+AnjdArVrHTN6;hxJRNN)=l!>BDsr9GD0 z4B{g+-Bebh9#a5>BDIRZ;>g;W+3^0U^pXx;uL0KgTVSMjf8P7{p*>cRotAot#c`jc zp<76o>JPtfL7b?1B)gWIAaOzN53%rvwD?1a{3%<0 zkvMS`^vj#GbTQJqNQ?s-F==`t&&>>N?bF2fr`w-k--t26%2MURTBuAVX)L;MH z9L0QV+V}4>@K}BC!$HQa`!-}OXwM!~HC_2QmQy(`+~R_t`|j^G^_A1wrTh{fol4;c z%Sk=bluFVx3-5q^<(z9Ijr+_zf?pTy`u|;tS0bbh%LDT|8PetWt@zGd`H@PtR&ntQ zj<_W#sHWSgo_MR>;~R9{@XKEAR$1^@~aA8Dbfbq$DPS;ahX8wn>{bR}3Bo zWw&@;dUK>~(i{u{%asl-Qwrpxj6Vs$@_2Qa<4cZ<17Rx$jn0Da&zobyE$|*0Q zm6tHfOUUId{BjqHc?rv0)i?<6^C7zcFiE{XMA~{w5LD-se-USDH%!-fVu>A#3KoBohVcN8{b# zaf)#oDF{5LTw)wDVE;|j*e zH0?gAo5dl|s8m-E?yvSkJlH21V6vpS?LMPpi%&pmy8c=6(l4fZgI?QEywu^qCbs8& zc7tQpgm%AD$9f{E5l?(42IE*#aP!#~?KZTd3`fsP-$P>fm7hnBSzguMglTh-qx-#7 zuiF}Lv!A7t?WCq9g^c16*xcu8GSnbwvp|&cf>1b^#&|uM;Q(oBE0Bp@3i(d_z&^9j zhRJ#2f2{kzy->NxI$_@%QX#r;@-z1r>iJhgI?&)(ZxuG~Kp4T04taebJk&{^PTAG? zdD#x3Uhhh0yv-bi-;a6eKBDXKVcXRK8z{ucUFAfWY=f!+Gx+6j7`gDRq>ih$F83gy z(~HxlFUoyg=^z@e=*X$I+GnUkoWIIZ&Z3@2Jq>XW!ke}m)B|Fe!enMrbt~K%c9g~12 zF^bRPt)v`ba+hRZ!y9;HAUNu>(=Y(kpZ@zFEB{{^$^u!RR{F}}XeArUrmB7vr}2^m znyZZ%^j!+l3uI99Nq~%0dQ4dbp&1_Mgx6q=UmA|T$ss07@qwda@i^Tv%?o+&kbzcQ zy6SpMmI-*zi0^;Y=BDuWOSZQS;z5zDZnEB}FB@z+_u>WFy+D>yIeR=WQ3f=Go+kfB z7$L%L^Sr{<$Hxcepf)xINoc+GL>8Y=J=EBgPHy&iF2ZaP&mvEIyb8ga)QewMlj&=k zDMOjnnA;2_I?Gv8A(@H|7o6nk_orbQ8PU%4Ig-?+H6wZq7NxBO^fJ^uPjn;){#&1|k`Te57VkB0TIOs;$Wf+BzlY0*b1 z#E((Tnt*NHyD!Y56LK{OkPp@NDIdR{#1vFW;q}pSlxM#Pi~@v^4t=tw zYG~On++X2`Fw<9F6nzJZEIk~qyCme*(#2;t!dK()r_K1)l>F{s{;)fLn4>?8)UT%N zPtzsD@RM2Dvo6D6XrE+iPs3P>ArA{Af1IPFi#zfCj_=TvxB=PXaAA98!NRxGMcn0O zK5j&!;uFqv=Z@dh9M(O@t|5Z|wWNP?x?NsQUIFy@^-@3r8c`&@|N86KmDl+D*P90U zqD?+nmM>D~o5Xo1eLgs%Z%XOThIML4SHmBrT561Am*VJ`_n>#zsy;6h4YIxzp9egs z{)=2?n)jqMkg(}Jg~<$&(T`D!4n46Vy0`eI1AVQuW_H;;46L0LYRE|9vw_!yAyv(t zhWB{i!u(g1){+!U^6~tF%f4jq=_PcfDy@G-XHlY|Om(_6mAxS-A5q zgx;^N0ym^AMK>HQHEyO6t_)R*9!aGmSv?L~bviPjuUIxRWHuZDqB$etW7pQjILBb} zjsST>Y{1qH-l_*Vxbtv(P)R#}iiR-0%VDLwqT{21gTM*I>6!IYasJ8X{UI8Wo5~KB zvYw3|y5?aTz5e>^zK#DjyR?qRl&n@kp2p5RaXieTflx7|*qNuqnnYjljwj)P%(G;f z8GHLCqR~t@x)BN!C3%?5vlr(#4c{k~4-ONE&a|>EtaNah6EVXp=g*OO?7H8mOuafM zkQ^9=5UEf#a4)v^VV=I2(@BMDj1z_^VLxZ*byn^Y-g~W-o0ztxpw6L;Qq7dMhF|y& zE=mbSN9}P8-VAK@4Lc=8V_Gfr>cPGIbvw|DDW1N9`5EwFbVj#2+zbybDR4?U&)a9J ziiG!_u0u!WUh_d#gtJh)&ov=NG!LWpmX&XOV)^{@k@+}aAII_a@O~Wiue{)qL_AWC zOM>#_m_-*6Sa&rr_oqxf46`18BvS+Zq%|vfLUYTiS!(1-sxAy}zvBqLaFhB=^2sUn z03&^vZcFS1%7SBIa5duem)gtzm%l)G>?4)iPnUbP9|L=43t74@rF=)MwO4Gu%D)X-aUK#n4~@yIBIQHB@}YM5(8hc!X?ee$1IhCK_49{5EENW2);(CfLRvzhQy$K=%)_h54u+&%%5|Qms{60-x9{QM z_56{&-t*i?PW;ZG@9Fk6H-BXE&%FOpC0vbMAGWVokJyKy?9+YrYE}C%wtWhc$wpgW zqD=kRUxDhBj&aSql0MMgBA-f8GFJP+$}Z~ezoaX~Tjt@t6EmS5(s~+aZ(3R7E$K+C z^aCRVk*Ni|?{+A=Ue@*BN2^OG$5)&zRDehwL&oP{f8B|pzl{MZy0d%ks7@dbb~xhbAQNsaqr*$z|?i9N)4I* zPm?apGWBNq_!n*$pW7j1y*=y-UAAw2W(+$j^cA2N?YLyjK#s1<*cr6@4+=j_YAwX@ zbhB38Z8}l*6XhrF;YnXk-hsQ;^PQRv0vVfZc9z+7=I@q*`jUNUv}p!}#k6g*CTq-;X8dD*p(Q*9gQ47jgxgwk7syXDexvNR{mA`Z^EPT&-i?0M z<2gP^xDU$igW&t11K+sA52Eptmi!B=6agZW3`*`wegUQKCb{ z7a;(kA>V9KNPSOrecgWkmOLL+e&uh_8$&yBpiC6f5@yxfm?pv8237(NCK^`YHRkg9Jhg zf=oYtOdi^frxY;y(E*~p+LflJsWFI!_a~rCO<{}sxqo}VQRayv09lVegbrdsDe&G# z#)|O6Deq>h_p;!7`1L*9{jOes59h$A&)`M3|Iij@m%ThH*h6T7qW#lp3(vn=8|@FF zz2Co{vV2bwzpLcmLm==WC-@K_d`J~OgbjgZ3+@iKYJ?!31kCBvLNVJX{)jfyumS2~ zqffJ)CYe@_SQx4JlbNE^3vtChS+mXVRY*0qPuK-HsH?QdhI{~)41!Yh)Ao@_9l%U$ z7@a|1fwi&F_yhEH{Da>V43dFX4a*yPdt+7$?^JP==&|9T-IsZyv;gVB^^she*o5gs zcZCGbb(!N-MECEok0ua1@wgse>1#*6ES0%XSs!uK7#Hd zRgE8vWCx?b?cX)*k6!2Ay7_tLAw2^Rf_lx;Iz2BtA}aJVC~h zTp-O>1K+&=x?d?V`q4f5D@}PFnxTn^j7##Rs6e-3f>Z!m_9i55F}W2imE!T9Q{XLj z>EVxi$qOA(6a$^?6McBRVz*Qsq{3X$1=>=V|5^65qyZ#W+y1o)k-GT!A8Y>yQGoP>4xmo! zUnn++h>j?D|J7_9;5G8v=O*vT>>$y7?no#iqg|BKp)Bvq;8|xdveieU^aC5hzB|rN zUtPb9Mt6h4xXbPTPZ?Oq3c&PdiDhPR?SK?v=u3e{@(C$L^LnQxAQSfn$llwJK|}3e ztrTY|t)maMmI*;k8I$y*&aeMo2M`w<;GvQ&G!gT9w^(?e)#Nx(*e zOr&2U&1jo5V_`{h{rf*m(e~a8FWIk64NYzjlMt~|^C#k8imyRwgC&-kZuL>(G8-C* zMK^gbjdU(&zX$gHxS*GG>>YO5Drw#Pyxvz#P{BbqBQC*MC(*fJp~Qj3|o1m&`+`%QB~WPHxqTcz$tG2vK% z30{+W3o$;Lkn!nRnk;M>TBPJ|BIJLVNJ(oC$K2}S4!%&I-tU?}G_*1Hm6T$i4liqv z=lf8zua@_RMN3oB$aTPFPabY_Cq-uBw39lUULmhRk*gb$P*5`QLE7tL&`6ySZxjz_ z`iW+1-n_JZctz_=maG-KijvQr${9ZC?MJE-PpY`?j8wXLaM$Wasr+<~T$Azq+MIF! z;OTdXekQadvWJ;zf5|+!lPRKSxp9e&2@oPRS0j1?A+D&22g2fk#&}>iu1JpuF645RFi4$@oC()n^fgqD^$0|E8Ev>$o*CRp-eZ5e_^A~`sUB0jTvYN(kIekxERGcZvN%BN zW7C5eoW5Ruh;zl)-vuR~`jdCL%9p(5OAhlTpZS*CysC5FB@Ok=X>)WFhbQAbdQPCw zn&QBVXUK~z^G=nNU0&f^jE5VXS`(mz(;KK1J`F$)$ArBj%uu+|M9qHIzBk{|DFNp~ z+JwSa4ezSU%Kv`^v_bnx3&j~VrQJgJZTFf;{bz9P?Iu_RjLsWG$Y-onb3Z_Bb8~OreX zWV?c*c)YT%r}5gca`kXyvOLvF{l4!QoxDlp@ z6M&5tKrpYfY9WEuzHo0aYdvNcT&i#@9%cyMC9aeiHXS;4mpd+(3Is30`(R`UD>0xH z>c4bM0Di~~9aHL7&IMcom3TDaI%qo;N(H~ zsMH$NZsZ__p25DjP+CrOSQ*4i-uGK2w7~WrVFFwqvZY7C=f7pcqR&=jLkpIm%w%;; z%ZH8q{;T!ba7l(EfoM_@Ho~Bw3AnDwBkcm;iBnae1G0Vei}oS(Blk(JZ}LS5X3hil zqr+edQF~Ku2U7~|QOZ%7He;R91A?ARkEtLLHrscEI>|}11dI?>>+$)04b|kZ@DQHS zA%lNNT)J23>xV6kjFuhKa&*cMxUV-cE$Se)TIi*`bOc9=vloeB*>9A>Vs-*zkBlP<^00jz-s3tcb74eD_~R`+wdeP#9b2YGg-1P= zGOF8}-CNuD9e8`GCeg*5arPr~i5+?~!7!vU>rqwxW9|Pt9`}EG#s4-_c$xSKA-Ml@ zH@F+KUfU983`^2>l;2nO|e}oRs5>#)4&sGwo?71@wq>}&RW*gUDC1c+VY)B8PZf($ZWKd23cUVAN3R_$Aw4h^-+ENd}LLIlch>Z~92 zC!zx^-*^Q3?ITr3qacNF=-WB@>a+ZGWqx=#Umc$x{?Jc1>4*391$}f57|DLiGb3qq zQwD-&alkzP$^l~^-K_vNZ$P4%_ zM|iJh1C@X1t_+W^A`g@Aovd5z`?z*Uyvei8f5*0T^W-4fOpdpa7Vn_2D2& zJZ$$OYeo-{@{xx-kd0}-M(?YIr_yHQ0d$8YV2}$OLKg@D&Cn2yLF>?!0BfAazaflX zu(0|&^R{OzDR#7X4cM<)!)x2)!=Sj5j=G(_`AN(SWp(ZB4WVd%8SSFwS=KZQvE|-m zm^E!URZ!^99>&XRX#Zv0WXm0q85}Y#yq1G8C1FEjM{_U4B)UH_wzjD&LHX4`jXGCv zW_DGo%U+uUu(Edj$~w=NaI$>E*bBotE37EELPP8Y^b-y6DC6s;+m~?`?H(*kSSMHt z@(lDal-Q-GyYG7QulRFe{~O+omn7l086NKKb!vXMfaF<{02f-87|ic#Syp;>aiR4? zG%R(8Y!1{??ZE96_m;%)Vr05q%uttWkxRT7;;Kznn@fn1i|o~A-&~WI(IgDrZUuSJ zS4xN|PgX~YfA9(jn^Xb@mNqz&D(l7n&f&wtp7WRH_kR&)8;Kg1cl zAN80_cLnB~RDg=pZ)RAc--UdIf8HjW`gb+z&DLQ37)c$QnKk>cuEWD-M&C1qn2;^a zCq9y0&l(0Y0i}=Pef%!ozRzW>imTh}J|KkC3>oLc8^*g;sVD%r`MJ6VaX`275K6L4 zwU*D9&0nIKp447Nrc3onqNO;#5lg7^bm?YKi-ToyoE})!xxV3gRoVG|d-d!saV^)M z+C{B@f0DKe)jVEAO`EL6$@-_^AsKGWScRW(ANFgfqkUP-Kr@!%19xWb_BRha;g2aQ zr#OI4NoRbft$#!co`3yyN3;AE(&NLs$qN0Q1=y-*iQj zRj5j6cCzo5e#qz)YIBa>2Ig5&csC0f3Q5Bb;L4 z0)B#HO`o3Or3p=h7N>ppa`=^eU-r4OjH>tzn`f#@*Wg2!?egAuY=S8Gj0HK1PlQFz zgqx$j#m*^OgmIVdcK^uxhlejlorE#}Ylbu`*7xQ@))HR5YcAR1$Drz!EQR72jh~*B zH*q}V?38m-+I_Saoy$8Z^9d4Nl_Iz)r?}Ju{K>3c3|Z=de1>fmZ|KkiXmo`oJwQxP z$kPKLbwN|zkym$^)_G$xgJ*#JjfccPSEz0Mjd}j{*PXxoTj8A+2{Oe3FTMk4UZWWl zw-L#W?BVe(L}+BITCLl^Kc6TqejA$ zrX1=Q*`xg{BJ1J{Qp$)ABR$KSwwm9fB-@kzg#4M^cNF#qYL=5|<*~+xp=cys9CY6n zpC;4&6h_x~cof=mQmq9p%3egxX7mbaidD`xkNLsvP!q8EbdiY%l#fJs?+D-d-3YH% zk-zD5*(jIMOwsO5(YI4BCz~^Nmn%Zo2yMiTMny1B<9;vKT6=N7A58HFul&hEe{j}s z1ot}`{zaU>u+Q?VIrSL(GMUl}T> z;-H=m8*nfFDuC|(PscJ(MN`d^=PVf4b^!IPK}HM)t!;H47t{~yA_M5Q`mMu$%{F+I zp-P!Q;$E1Yl78TjQgaMbfr5$kY9pRC=b=M3QAQcTp!Rt(GlMwORSVFjPZ8;VLqdHX=9~Qe+0e@ z&5L5=sa+l%g7V$p1q5FQKFz(U&^ux&R6+N3D|7ay1ur82>SVXRt+~#mbl*s(NBc=3 z&OTzyxi^vd8G0E<_Ze{#Hbi?fkjA~%V}@E##8|!p+e}B<`j3TwUML39%CQEzewJg6 z8Et@n`0GATiuNMqc65Gs*7-^Jrm(iV6ycEfFD}tX91T<|j9FyIVTl35v|W*~w&DKm zjn+R;VOTX+qtA+ay*4VGVY(b<)WrR=>%HJ4gXRt2!zB-!aCYS(k=zce@H&qUe@2k3&^v-X;*!bg?(4U921SZE+)S2(ouZN6p!674AY3>#KGfN`&U2H z?6P0AZ@8fOqnjLk^?1WHAVOJ#2?*EpI4J;NPb@67Y6Y{ju+_LhN=Op;P1=xj|S?LO=fq5zZW(9?yM1;0RHsa&%Fb$SPkI+ z<4^#oNTyXn_%k+%M}X6aoSmo#qL`I-oixpNIF%XhnBr2BF5xpplO+}j%7aO!R6zfZ z6yMb}lcHKA^#vI$&%X&DHpV$?33AZS+BSqB|0c?2Df#!*BD-ysYK|Glmjh+n}u0c4!?yr7nMX^z<+?^$GKSv8Z<^!X8MYKNfuTQk>6{R+P*$aVlR%e5Bu4-S?y(ncAz$;t5YV>hm5Nd0?+}qdH(g6a_W6Z(v6%TEvFB5 z$k;#m7|%g}(Moa-z@1dkW(9|`uhUY3vScNchG8J8+g)&q7F3}LvyqR;_t;=T;WK)! zy_`*9zf4QvgnDWm^My*oz&5#+vlCqsh`VI!Q(yI=#(I}-z3RL^RAHYQvJW1_l{Imv zSUmX{SN6t(>v1QB+({%?WWJuQOva_8laf);kBgroO1cvuPs0;nl@HqjgqY)PrU8Jo4(6b z=O?TLxqaxy?>NH&Z%KilO5i`F{jdw9=9&$9dT_B!`@wCWJDjN@t|gGRc7`M@h*xV~=(mq1Hyr73 z&)g&a6@-*6UevJok1bhj&a7LIn~c^hPA^oqL9`L?_Fk9%zd-`Ml12>exl_}BCrG*;;hBZ}V^)%IZdG`iv8O2|gCq~+AChoOtQIQ$q5R`EJ_8nFU{I0x-T!XW>S_!Q=N=v{-AO8!rx;nq^JpVK)l10>n7p=-uesp()z zC&Z>A8RnLZd}%<-K0Y-g7{Seh4rMMarY2D29yrj3MBh@AqM`2MVfa{0;k`?IJ&>on z%mq|IlY+VKF?sDUKmO9)!K65@yJb#3+A!c|;rsDK^pd`)M4Fw?2qp%c@F{9n_B8!S@kKy`VeisO1wSayx#% zZ{Fip-yh85F+QL9b%8vV(_`^*)GP{l{zb~uP*mF`74NdVafX*n*4deAZtb&w_+iU2 zlbbmod?=g7hj-?zRv0aw>FhW*J<2}oZVksx*p_Nyk!bi$ujpuAA+4O~LAB2(X?zFi z(^7M*w(;Z4+r{6YkA+NZgfTua)xZTmt;SEMg&~kRn%y;C$BrSN^4@)WeRM)Uiiwnv z>S*%(pvhBlTLsO2kNoK!l77*1e2723r6M1~l2;kZhiK(f;_~vUA5-~($SIKWZb*Sv zJ7Pa>D*ybe5exoMOSPBgCawCCVZBMVKJ;DhYOoLO*tgQ`O_mmhkDMQYuDOVpUOF78 zWiY;Tn`7nNlWJO;bTIc0Phg)@p!q>@q`r<(^pJcKUAKWgV7y3stB_2SAXj6iAP_V= z6zQZLnL1v_oqJX@YR9n7=Co5&cR<<_79mrLLu}Vc(r*ICm*ocHrx?{+w)mn^cy2%w zr|d(&yn24e+-z68-TvJkfJqiuhHh%%`T1$cs!xXLlb*?RiD350WG=hJaU_XT9}=v$ z6BqJzCwHi#yQ$5HZd4pZ^D~t_H7nDP^sjjYe{%dAhrqBi9pE&m*aS%;6&~K(I2ApxiwEVz_!11t zvB3RG7`@A*jY%PKlt6O;JNlBU&@hZ=AY@R6nD#CE*eb_xy+IQniZc#Bh#K1TpMB5X z#l|>b74ng!_}vTpf6M_9%{G-rynK!UBgGAOEf?u=e?LBs5Grkixzx*Aupcud2R zvDorjlD0k$bk(#iVf91|R?5^+ z2(*+C?TGJ19a8l&&}!>$2cfPJ{xayYwB#n`h7H+Ir<181FX(be>yqbT^}A65jR7LhyBFctm0v9areQv za9V#faL_@ax75^@u0@8BA%XMw<1fdP>|e(?tma`UTg6ZX-VqZ_8u>QmFtpXuNDqeE zjKTWOn;B;gd4GhaLstesg)f+D2(Lk?>bzJCzV-^Op=-9EG$a67ds1|8gs(A z^XZH%m4=3Q>{~SiKj<`@!`!z*sZtWRpJe2)d0U>_zWnH}-gOVByQeSS)kW{&x%Y7B zyW9Ca)$DRsPhNoS5{MZXaEbkhuZGj~V>=05$favsi(4j@8DJRj`u&hrd`X@rbOVe5 z7gG--i=H$M-X-N%0ujXnvs;4O)%?+V`+pYp-()`fkg5Q%y=GF<+TmU1^Z8e6N9$m) zLUGaKFK)Win`UVipFjHY$WXM1w|P9D>i8Hg5U0m`d@0Z*od)YcwDB|+_DU1VP<*u- za!80oSLxsrFN}eGyGUO)6pSjZzy`ky*8$0@8t9^wP#3a6bjkv0(0A$4;my35Rag(S zA|i~hTsO$b-s|TV=P6B5#YwNarwweyP~N39Ng>>h&cUwX05>I3_50~bKz}BcOV};0 zvf^Au2NL87@z(w7=>S4hG$GD4#%ZM>)?7WjQvQyq&|aPVSjFd0+X`Mrd<_pPGR}Ps ztH$S(_uGbG(K)_n|Fg&81$E~cmpRID*xH#s=kxoKO9$vf zraw+4W!Sk0ZA4Ofl%u+o3JkA<5^j(1K>NdiIU(*UOuX5auokeaJNjLJuKm9wbI_Up zglBJRNGD0P1~ljO*I)My{kOKYtaGT#DdfnXk8in@Fv?43D^B!2#g9e*>x6gRNO2*h z;}!6(C25o;Li66BO;SaIOkL9`%5hPAJq&L1D@LbH&E=R92rVXN5{)U}G3!JRr-)j; zx9;WM*pP6F={Dm7;(El&1{nx<)mE;ZouQOZCsv0HeFGwt#r}aAyi1Gb;r*mp4aSa6 zF3-%~sa+JT5|cx_x~ru!pQZ{}%{bJ_j)W%aZPo*r-}?HwW4t*~gK5JHH=?{WCRq zBof!O&I&wwP`+5-62DMO-(ZastNAAdOj6Q-xiIEZL-xhyW*OtwO9XB6`YMsyMDyPuWmVWH68bUhzw(NgiCnOd1#w7X_pF|&9wBVk9{AFE{ zPRChCFA|pDa9g4prCwXY0RiZ_rY z3APs&y{!cFVH#dflYUrNc0FmxAlcKZJnX(r4*F1^dN)AH$b3`z^7@(f@9K(!Ut1!w zYLRd4t6_}J{oLtCJY5Mp2yBx8->#ZNx)s|cUfCo9Z257t-RS{r!<01@$Ulu>^z^kH z*gkS}{{CG1|HdR0nBIQT;X2!paKaV-ZJ54{GNP00;(*dh|2qZUV zdFpfRw{ixo5?z<2_R@ZRLLWI(3aEi2TgaM^sy@_U4UG5c;{H{jLA$WDh>vukQY<`n za?|wFVFn)T=+bl)8?HKhcJ!iIJV+T23de)+@#crz`6Ms?$&0UYMf>X+4>VvD&d6K_ zJh<-cy8A$O*E!zmpm49l>)M<^Q~JtUn9teZb>!q~)dD52)y>!<3kK$KbZJ%lsHNzV zrT|Z!_xqWwiB$~OmHzjd$Sgw=d>2dUL}7}W==IlM2E(0dqtl^JYRnk#2bI%IG`AFv z78DE_uVb1CbsiD$ofm+ol~6$rwo?{OwVU+ws_9sglq$0TsdfJF-bNRv5lDRc($9+1 z)98#Ir0&a?URXcavgOV>8kqiOYQab4{l9%c{^>xhTZ#KV^2VPf&L zytq*k^>pE+NlwtAgxai-hnDE|-gifj&1&!4-9)b|Qe6iXFS>=`YSCp(Qnu{EF78sG z1{-KJRhNGL^a$@=1CcUGa|h`EvZ((ZCHD*8)z~Tfy$LvmMxaFtl?ii;b5#mD zswgXluQ8X~%aKY+g=UJZY2QZ16WwSY>BlX7*T(2g(1l-olk+zI_*xo3N zOocO|@P`1a=8&9c0e{S>Tr)zH=2TlT2|u)+0%llRf_PNMmd;>cm?3Sa^A;aRA&y(z zee4<8Ssli^mnLBuJ(4-FE7>k*?ZdUjP1w6PD!-Cr++F6B2b^AJJd zKaXYquV_=>Aho~W0Ne*$_W|yGK!KmY;VaDe0ZM)$n8~8hgoZ{}%;rE-f5?$y*U^!4 zyaURuO6X?eN4m&6#Juw9(?H0k`w>e@dzbBtFf1((v*~O80SoRcMmbK>Lr$FkP?^wM zNgk#tkriglVoe%JX)6)Ilol<`_$T+94wiBX=$coA5w>k2&1DF2J$`(_3PQ5b%{z$_ zcG;WikarM!LVOrSVpGrV`5Whv4Vr60b#P48z%X2~9#;YGhg|nl-21Ksew7V>h>Sla z$uDT}AG6VEx@^X$sJQR&7t@X}NtzIdCXyyGso1xG zUXKacchitz2vV_Nm1h7LJo_}2DI8FV*g@fK9`2yo1y4j$%C_*vIbYa6(Lmnmu+J(g zgtlZN%^x*Z~$_D_$WFA;j%WS86La(XBxW0_v;N~$p)2-hsX7_J*cS@$rkHM=J{ zl69n;m)OVLlI#MVO`51wae!8bgM}Xkn0yEJg-s(a*lljhDiLGK5c4A#CrsbbtOwZH z%K7QL8t!7Y(}&1$qj07$KhIs7xC%)Fq}QcbNh(;qv}{F+ic5n$+PrpDyysTeDc5r* z_L!jE#%=e}+-r>YnE72Mga>Oa(_BHu&`IMo2G|o=>*rs8nG)1mpTCS*V}Re%F53AH zrzl56`$8*-hS(=@dMe4(Y)PW`RCH@hDQFzICjrqVh61rE2bp#k0^JlD(&(Rf_ciuJVa)$f;3m|`Gcwce z@DI-Xi(&uZ<6nu+dcJMY2j%EU%#%F)?SpIR?8v}dLlg`=O3^vJ6IRnfK|G7OgQ)HM z7rN6jf@8S7=|Gt>Y_jNHEz6ua_6s^(unSHca)e^uL%!%9{$pwX40^ImvY5zp{viLu z5vJDv@K-}y?;FhfoET2xWD{uXW~}ri3!%|Q$V}{{N$3s@?3T-~Bcq45%20eif?gsX z=G|432iNGP*4wEI6kg`d$a)?e_TJE#z+yDD-+&e)rnTeD`{bcs`x!SB_~QHX7(TTh zjX@R`GoS{+XL_cmHjlb$iEZx-o;S5|l1V%2`FXFc85K4{nG_g^?eA0bOh4cQP{1_t zE!;XrWKtm0GJDuB=NDhUFnZ=|IzXi#W|R`}zpyJ9{afebq#)3P*bix}ny+rs1Mi>f?1%hkFx{xIUe2GFDhXVSkZCLfLzKJ*H07PR%GQ%LNLPSR)HSBjJ?F2nPlf zjDC$kB+TN@@PXw z*SxtFU;z*B4YU~Tr63@5JO^gdg^<_fW?d>W2)Zxky)?Z6_O^Gpc|qKLBOWFbcSnk+ zeZ|%6;$e;PaNBx#b3L5Ap1xlXm$0j+*u#PBWmop6wb@UllZ9W~x1yWK)Gq6e^5Ofh zzf6j9nMtL%Ep+`&PG_fhJ3C_whC_Xt6iLle&;nSnM81`Q{HtHTH;NRUj(x$*wxoSI zYL96d`hP{PnER-or+b6jVO7Hu`@bJk)&T}y9a$zDkrQ2d_U{J&V;XQ99bBgj&xyoi zesP_4yhbAzVaJCE0-lZ-d*|DB2Gc0|&#ZagyX8<}R&DU?GND&3E z)j!$mD4v;79ev*v^FQz8A;lt7r$N6`;&<_BxiDqIG;&IO8YRdkrOJ;3Eb_ZQmi5p3 z!p0{!_5RoOYS4JE!6<$I)!vtc!m$SIos7PFl_PsMjr4b-*uKa~SK)r(nvtBREm_!F zVesOFObaQrYe63tvrT4qi+jCSEOIL%aI_FlU5KaB=tWNk+12>;UN}se5w}6w_Q*!w zMUfun##bxkyKnN-Wcgvqd^K=>*gZe64-cfo6IXFXVca1bcYMbK4e}4*k=qE~gn~cG z4S#}hniHSoiE*)!`s83_9A$6$^!DvAn*M(iKNjH=$OZJ5;)`u&b(xkDThq1B(%dg% z7r7b+r4^ynMPv&@VgaqKqtE=u`u@AbE~`)Pc2QLW-tmxn-hcgdcTW4QaO(&@Nz#6f z(Zg+QjSod2KMviMOOW2<6{98b47QL6>vOU8&xSJ2fA2k3IcR~ao$4s42_St6*fWJ>UIPrvzy|!n7hMW`G;>gf;kIyp9tZFdxGECh* z`9bTXIXzx&_&~h(hUkEOkE^cjO;Iu%Gx@*E%*^9(qLW?EH;ZQj`4j2LyshwhvM7s+ z36iX*N=ru5A-=Z@_=Z?abt`Ty-i1q4d_QI<(Zj#qyR%zN706-Qz%vtAj#qQ|f~fA{ zz1q7OM$rfItI2Avb+cB&7|Ouh0Db#P%Pga64&!FN23;kyblO#f8=GVVR81p9lT6>mZ^>uPsyj>V7NK%?d!*KI$c`w zm$pwse78)PCr)mi^=qL;+M$=06y37hY=H=j6~%(qO5<$L)*T=YDz%%9SHWf^d0c&t zX3uImaE=ALcaLO`aM+ygKU&}uY_TncohN&lab5WThKJ&%Uj41`ep*&10!?%C>ItxB zS&4_w3E<`{RTrJcrw$G37>o!mKJ$qb7$I|AjTG)Y$ zjMew{Ry8;1Bcul8BE#TSev98cpKUqId-zNl$w9{ zVr>w1^t~eEZ)CPo3HR{hZbl2Unx)-eHL`&tuQ^&7TrO*zMLpk4q^fPs;o1&wMWEeh5UwKwAy9y3(2j0DDWYBohn*z?H^{` zQfyhy=!C8x`pKShGV)AjY#Yi4f1(A)NuY{r&h=s20X*>e^6`w%88~(dgHO3+`S{1A z0AB=#omvNXjL(m!ib$b)Js(L_`oV}r+QkukwR|dk_FLsZA{&KTcXXQ}GlIZ}&(vD| zaCle=f$(pdXB-(!J_jeAsrPU3WBsop-~(6&Tx$JLbTD;j-V)Agt;aQxR;|9x*oV6! z$XIXjEiLy8-a?liWAPugWWDG&3OfxB=O(k;{k4x9;3?=POYaw%=0jL+7` zGIH|EEO<}p>9hNhzmjeV=ji?#&P)b|ZXxi;{rUZn-xS?)(APV}yeX<^^;b=j(h7xh zTr;^m)j_YvS?ad#{}&DF>xBNdkK(h;kCZ(l*T_lOg&<_OCb^+@%yoK~KCQpIju5J1 zyx!>}D*3f+#5D*k++CVOt>~IO#pwt{*+P=s&_K%2|K!AB4tNTBM6*qA){rWbA*d)R z2s8U(=&S54aVCr>YKL#~9yfTEdZMIC>j)}!7dyeG zuOzj@KTI-mt1916hmcEWjSc&_d@cERTs;7Fa=b-p}_19eu?YGOGWvG{w%jrn} zBP)it(~ujX-M9Y9o^>l_TmtrN-T|>il}cO=?9-C_96~c3=So{PtA~qnNx^tTU{^#Fx=dLPsPffdr0^Ut7?=G$P)Zu%m_FXjozLZUDcR(fb5a*`1@sqMW zUv>4ImP`9)v4ZOV4%P<;Qa-%q&yR_TWcLhVMgtv6NtW_@6M||SQV-qjk_1c;STkC$ zL!}EDq5CSek0`w8X%rpoy@|n2d_qm(JO+f4PD&+qa#`qTa;~EaoIZ7(eiF#7cIFQH zd&0GVD3kwVaYFGF%Fw&@zzV1n#8 z3FJDmkO&fqrmFmLkC{ICB1_C+%5rn)B8Q|7g52QcVWy`VHbMg&F-0@8eJgj`_kL!S z)gdIv8-#q09WT?P4SCU^Zucpd1;x{8Jc_E{G%6Di1&~BAmoh{%{~XZ1J;+E47-&{J zAFBnqF}1DVWOqJ)=4Q7w|3C2OxmB@_&dF{!7qpC%*Qk3ONZ(>LS8=wWa4 zG(&n=Cq0aouC`3q2F;J;ZWcH?Zz;g3!J9sFg!ikz?t1CJT_X<>1&wdVAubXHP@NR* zK-)vw&(1~)VdmfaPpR|5uI=^!JL~}{NHapo(jFMcUKjoXlf13TI^G`pgu#r$WMf{| z>(O6Qg+N1=!h7}uIRWHvOD;9HO{A(h;m%g8LHvY_dZKuqGzrUB(rEu^3IygQQf`K` zeWK8+AVY8ggJ&V{-v+6GjC8jZA7ME+hRK4R_D~I^)xZM{{B7=aaz`9B=kJFjG9wZ7ou_9DTs_3GoWhYfc0zPfmau}ZBB%a^ZF2{e zFP+7@XQ)5knH>)y`>X8zLnQwxsejkse~9&8rTwo)03YLxriC7kCLK__yg3AS-!J}h zGu4dIFtc`K6SBjm<+)*dCjr3)6Do8(uj}f%R?0l9qe^43^An)DY=<0>^a87!-EZq&6ZthJF zucrqH;sKd>11zp^j0bq*0rj}!LY^R!%Sc`~7xbbq5ME(;6ntxzEX2rR*2n^3;dE(+ zhW>+0ox9XeX)hh^*kcn6MaaSlnX!Jtq(-(=Y$ zlGf>Mz-U~U<4X1f&hHNC3#w}j>oZ8&8Y)Xj8&r)CbEP5QKLN-B#Nf!KLhkASgMPc!o)7h4&tAJ~qB&w?z&np9j=#d*GuQ?tqXS75qs&5 z-36P3%tHpe=>7CzbD)oKcHJIlWYa=_gz19>q_W`WHF&Sg#pDt%LFe(Ye_>H@-3qH4 z(wE}k`I?&Z2v>tN4{FCig(xdtEGzoN4*p*G{~JfE3wz!dd| zjZPsfZ3!xqA8CN3w!`xSnXsX-{rJctGWH52s9qe^AEOO~HvyU3x9p!QM*}gaY&Zpj zv&yKIL|@qRTq9YiJo%#grxEyc5)SJ1Lz_?Y6Mtr!H$=%#BZV$>n99^AsrCt3@?#Kn)ygdA1Ul3;eDpZ*JS#Udf)T(rvul+ zuj}FNb@c*!IEOub#vZO@HxIMBDnuMYwxd+Br7LY79W$L8)(@fgtG~|1-(+&E(^5?OXd9!%X(>56;wa#2nj>5Ff@BA&DivH<|I4Xk--P0_8#rydJBGCMi*pI^GW+aYy^j9>*-3 z0o0zqt{+1ov>XWITTnu)(DDGJX$xL{IZUw83vP58h?n58Ewvx2fAya8_ZiRy;KLL- z%;rynn&--YCp$p&%s^qX!*X3(StH`M2I!0HGS<~o{80P4aKX6jR*1(*BZ|*d=MZ^$ z`D^%vL|RiLW~L$tw8e=ywZCZ@tdM*h>Nq!_U?&+E#ev9ay?jz#=NV6EV%zb^;r%P8 zPae_N9#Qgu7RNj{UOx(6MxUQiHzb^T{;IttfAWZ1XA48l38^&RkAGXhhs^77S znTfyOa+F%)`22g#|1YfJY+tjd1I-PYZ8etrsev+Zo}seM7FUh*6uP@((k)xh^UGQh z&`_N{Rz50C%yqp_CCjU0%|+PCc2qgp(ZKJO$hFB9wY36CFCT_>)w8t%^ZhrJ`4f}= zM6f^b?pJjD155uz-al~q4^;nyA$z0KKDf6JrtX8+`(y!MIm1^PrtUC)s$#+-Nb=Rh zT#+Ub3ZOhIs+a`=RA0o7RNp|WL?d|u$v4XJ%TR5T)zee+;b5V(Fy~C}8OJksG(wtg z8SGK{%b)SWZFT=)?wiP65aSRE2;d3wFk$Zde3i#W^kVR)@>u0|G(9)6?aIpyW)qo; z|H!Oc#+(D;2D=JA=&i^+RO(I)W^I=XvMw&<;X7*&QT8zh2bC>XhB5S|dOyWe1$;5c z2E5nA812MoV$AB^!KHUk-z#`!mz5z~Vv4;_Txvbr{b-?1wG#(UKHUJ8qh1bFQ`=KQP{92sX}ZOtVc_R~mXz>3x>_D`spI)#ViL4h(Ja-Y0uWovCQhVIs~ z_!%6kmXw3HS+YJk(ub9eq6spEp?I4IOi^XtvBS!EgVjE9jKjBEA5)pd+iB)656jQo zKmNAx|NCCtMFi#dTQKDzukzAjxeB*DWL_SkFb@ftr{Ij$LDk!N7^(GWJEPQl9Do4U zM040~fXo@mE9?Bi=xll;%}S_~$n(^*8pIkJJJkrIUYXS&vTL)BG!L^O&IH0(V>$E+ zEuDePu!um|*|!s>!rkgU$@4Iu&qhost5dZZvqu9Qrh#|0Fjw61)0s^XwUrTKHrmUr zVo=j9F-tw+gfy0HggS@fSJrJ{A_Ak=HonsEZZ34SB6=DZJ#3Edo=8^%rH9?p)12uq zai9NzIqAi;==ZOOztO`B>EWF8^jW&PGCe$;9*$3sTi8TZF6zCqxYN(Hs3ItiLar6s z--pSJo zL6XO5Lac9yV=MZ&xup4r7?qWu;%g*lyp~v+FL%|48SBft_3rihu!ema$v$jnFBY{o zYpze1ZOD$NNHsZ-Do(!;!yh1>B08LVIHQyiB@E|9+-FBQ~`rX zA=OT}O^rB&Sj?W}5MH(nv!ID~p^vU3Xikn{g%iHD5e5hg%7Th;r{mp9qA!jBC{@ra z<%BB}1R*UK2#hwiNJy^dZhVKTYm6jWMd<%BzP zHC+=B+1}U!?bw6^9x9!j^6)U1)rXL(IbX8YS|gmTtZl`OYfE#6F~COn41#<2b|g>v z?aWl1uR7D2ISFaoyF<9^X;Kqyg6KHjJDsw82u%bEQF!lux_589_X8b%#gade=P#K0 z9nyY>zu%zpS6uy9$t=1p{DWzS#G@oAe@dC>tG`tDS!Rjnsze$SdF^j6#x0{S+xN1v zzM4DRy`sm1fb7m^2HvE!KeSiag*~bqG&*cUZOz3SqwPhWgJK4o8cH2s^*nK}V_R9w zasN5ZnFYh`AJ4x}$MfCcxyo`qM7&;#Uk`b(o0ix^c4$Sg{@NVehBU_R1S=MM=C+ey#F_yM2F$_t`TR1u0nLDMX>& zTg(6R=U12oA_GdFe%{R2kXcw_WFCXm0!4Dk{;P*ujobXfRG4BPwQoo}p%myhGOIWz zKcWB=MiijQaco?D5~$DMKWlSFlss%TcUj2gD?CXx+%nYm)cGm?TFNuJ#rnVHKz@#!ufyrh~l%fV$ zW}}smNed8AsFGO?d@e_`f@}t?kIZoE+V!*d z+*b5|&mXuhy5E5}+U_BWscc}(I#s6A-3wiV6W&ew+2HeSk%!q$#q~YAJn%X;m~zO2 zlP;QoCBx-I8DIq_Qh{vZQ54Okiqu7yZIsO=A{Kk382_l@@+ zbK8&}+t+iidu)u?ZS=9}KDOwG*5Xr{@uuVWP^%01&vNgLDen~lhYJ?zWVDHW2?h38$hZH#pGZPlS5gG+VSbj?owV<3UpLb>9yG3b{Lc%32c1`W9s7@8EJ^E z^PzXw)J`Q%o;w9X;@x%!{MZpu$tvTb&&DJ$!UaKGeL>3U!(o;rKRFOTr|7GCcx+V2 z_2bh%5De*NZ#D*9Dk10ys{;*W2tM}A_54W+g6zu zhdlL&T4_XoV2Et(?G1i8{UFiM>ps>pQyD9w7&HLE)t7Uv*@m`=!_)Q~?{2(V+7C|m zl>z?Xi$B@rcPjedto19u{mzB|Z+&t_&_E_8J4_wl(5OQ;2Dc8@2k~D%4a_OBreO2- zyq8ZA6^ZS9;P)wiFl?;0WUb8fdz?D}k=ZKFeH?UcA%CirdrOCyICf7zsPI8Hm($kZ zt3>GmWRW=^V4NBx;_AxVTXDu2$_5ZTtJ*o94>DQ7Rz?jVld#EMb{?niUm-Xh>$ zq?34RdK{JW6$vGzTrnK749`F8JxXF=hO+38?epq>Q5mkxhZj-eO{};RF&?~)JIUk0 z2)V=Pbu1RZT<*HV>4vkG#(N8bla2v3GDVvIiT;j)@Q0|C}baa#B6B6Um@;pyY9yykB(+Ku2lV z-Ae6_&+KGp;fY}|DQ=0witY({7vzh?)F%b_8*PjMl~!@&EB}enY8SU7i9K}WD{0wu zQZ>b!i|(8b4?`UP_*OVb{yFWS=|X#n$`)$vKmRsf2K_FBwM0v39ZgB*sJ64S7bKUJ z`j8xQ$L@*)NgE%OqvRw@ShQtZ3^O?tx_qkBM2mHP6Wfdof74TJRr#Jl3qU79)9x(| zqrelu|7~u23{Z3ba9HOS11O1d`r(O|_x!>0aQ~^-`P$u#crUjerqhJPNYM0S52+-E%vL{L`7j&u^lhYxNBg zyTbmNJWX{Rxn@GSMx6Px;!_Ov6dzNl?V9chS=f(-_iEDQ1w}74MUUH24^>L8zO^2y zwd=zF@6`rxW%O^am(?seDn9K4lG|Q}36={4trlf1%XA)XLZlN<*q$(EG}7bWpGY2ig`m*o9OF5}JE^+hU*TEC&@)(v$56zB5BMXF!8r~{zBMgITlTilx*_lC%|d-CYDyc#o)F3zLp^LK;j zL&Qw_?@9jEO#sVW5EnR*nCGj%1ov#VC3LqWq}Ce;&b+*o10G{X=L)210XkM3J3i)V z`-z;#K#DO#l@{=S90uFTSOjy~<%|leK#1TKio|dOGD~AQ3kPon;4wNEAU6wR4}3@r z@&CNw-A^$113LZ$nm=IaHw^m&@cx9yKSr(B!R&pCd!P8;r^C-t@^$e17*k(of4aFm zX#VDTlxx7L*XbY8#=+1K1>V>7?LObu3ZxG4Z2!)4kAS*o*MQeA3@0qPuvK>>1i{n- z^bFZz=t5h%Sk6aZR`vhJ>*it_^IMiGpw+iPF(@>J(F!K@j@;;))OmFI1_dSo!#fXi z>?{acz(3F+*(W@P+CpFz*e_gaoMWd;RGh)qI7tM%5&A<8&Orq{1Wzros7DKZAG1UW z=-U16QX|CB(BXbE(On#5{22U+KV4lr8q#*$Me(UKVTPS+xuK6lSpOpp*bFh#<;~{~ zuOvEbQlR9d%g92UFjMR@{G{u?uRK+FpPIclh2MuB@Jl`Tp*8$aCceuUKRtTxhCWyK zpNCh_(^=?lLv-~ldN>?i{gA$AW_QWXWZKXiBAi`2+@;^I{_;J+Qkp*8geC6}6;s&u z#8|atwSA11QQi0+1bb{)e9x`06{e>ctSFv#5?@q>*7&0K<3JwMK(sqKWB!8J zN}J$c_0ZUs#c-XU=EtRh_%H3oM|1Mp%6v3FpKa1dQ}xk;eKc$zT)Hds?!nW0u=*Yx zz$aty$}fB#=$s_19V&`+?8?* zS7IO0Pt?vmOoc$9u;#wQu2o<~Q<&M7f}!)*%Ko3&5L{&Zf4f{ix$ly8`vym^Z&&D5 z0!UY!lG7W?g-J*vYbQ>7H-(_S{VnO{GwP{M3MY&$1QG}^1KLqHx4#HVRfRGf02(dj z#FtybBQcLno6DgT?hbmCEd!M+p2;FS}-w(%#7Rh;4DdYo)ou$P4!IaCjK&^lS zO(>n|tE2!?KdIH*5yUIse@Iaue606JEzW>(fBOEd$LFku`KQH&gskWNJe3;n5vTLy zPYa*J-jfxtNZ;fW$1aDG8wSWeqJO37@aq0CoJU?e6q$p-`_-RqQm*wltmR`vknE>B zF0Npc(Z;beuq#`RZ2<>=R;9nO11kHoS9sYdylfX9E)7>thnEG!+cM&1F>$w~xEWad zByP#|G**IiM+qzckVxEKum1XV6@mEe1f^LuIi6|_rQmm2ajZF|+Kjb))F-Qhn~p4i z<1=995^~pvBtiK9ajZH_q^whmvabd=i=luI;7CVugssMHKCWYIc$!@cJICQiUqh21 zfb`f*W}P9s=J5Sq60#opg7nu;mj^cS5Nreq#~G+MpAZ$Xp!+OGpc{H0%|B^zS)s5F zWR12%(uf?tq<&H$6r(s~rKwg{`=ZP~UH!|_k$LcKw97&1qDv8`-9(!`#Y06N=*$-1 z!zwt==_O=k{eB~snO@Cxp6j?!_EceGK*!8-pb^}*X^VPG+zn7iTx?o-O>_;;qZEv{ zySCdy2<{;pch{J^>CrvJ>t0HC4_Um6x=9RrSUc)EBStExf!*RY|c@ z^R=8laZI~q^g*FcZ^^uPc&?((KlNlw@iBC0q!EFL@D7vQ>E@VKS`$!hM#LdY%l-hg zVe3wTL>XpD+(})5GJi~Loz{q2!;qTNi9`I>`(1DINa_pUP+Wq-w&0xOV-Qv2VAANJ z?-UqE2(uD;r2?Aa`+>Y0TAQxmi`7H?Srj!nX__cdBZcPYqHuQw-^~OleigK{qvVft z=x6B}{LIT=eRe-;F4s(u$nVl5O>?qEqVH~BYEpyRT6>F`5fR@Tt}o*(uMy4MYwcC3LT#xF<4Zp zIDu#v05$!55&l~DfBJqdhX*+3oc=Sj=Fj)@_3E#CIm-hj>3}x8Rm{LqUn9#Zuj$Qp zLah=eFA0*Y>*%Kd%O2Q_Dq`BR-j5eIp;{ZF%(nxe zYLwldwq;N6wR)&?R8`}Q{e6f%ImN|$%c5U?*5*}?_aWZEo)4A*b0|1QU{lY}FBR;|Kc}nqKov_byK$e!$X2^cqSBrr+Qzqu1 zv|)D0D>4XQa^M;o8;2JxbMsBvD+lV`>IYo5l#j$313Xk5V=Rwp5>saSYgVSVfD$v^ zW7nrKNJ1ZYMIbz=felOpQ<=( zTvta#-=8?10+flsTW0%^l3TT~-i{*}OZICrTT z9pD(S-Qk*=oymFYD>S$kz+v(qHJ!t+`Yo4_Kz(-sd^A-*jZDCN6!HlFTQT{)AFhZD zmnbIcQBcuT&o%>rdJcpTBl5Kd|Vk{)%i4_RgO~+Y}yDaj%a4qiJMD#C(N- zfBD{z0h?R~HX3v_$M>;4K=Dq#mqvV* zOQS_Au%@2}e-9-;ivI|#(u|(+-Xgy14+xvOn6?N`KiJC$+`53Pt|#7(4e)j4|4&?Y zZ+5l6633z6m$-0fiZ0 zpIJhYA=z@|;f83Sumo$B5a6FV-O*XwG}23gFQVA$;si{0ibRw7>>ac+dAouvaZi<2 z&%}vSXo+|$W$$^MeI>40Jj^4N;zMk~Ar>N*_^2*NNeWp7ZfAU)f94c*F(B5U%ue}u z?`2Fu7)uo=0AtAe^9OM&bh2>H^-M7Ymm6Jfa4UgK z4?{dH)hAy^n^~u#xO0bG2;Y|YLZ&q2{*__BZ_$Ip)Q{Aj+7S+aZ)C4FJ@q} zl4Z%*b;AKHCvKOIDFX4<$2>Ntx+YC+$BmBK@XZaJrPaZfBos`=>rrpZS@S(RHV8AH zI5xhzMC-i0Hy@!9#y-b3G<`}QCymGwcTp;}B@9)45T7AvX74CNN!*S(v2d+u<0}lg zxJTT!dh*O|Cx$IZKhAO$E3q6;;StgXSvr17lj-w!3S9ktG_-DJ}qw@2#qy|bE8%+>iEgj8EB1%=%>7x>5dI#S52**nwp zv{!si0_=Fk8kS)D)lWi)Hude1=*mZKKDmxQ2iI2ncY87fWEeWQ$L+=)Mf~g1|KlJM zG>`8vr~ZLzMf=DJ&sTrll`np~#D!%A-Tm2+GYXvyjMyCOUhGUrAuNG2-0^3#B*`Bf zb~XEvJG(zy8xG50!@(KWA?YP}1sp9!xDr6=ZFzsJXx`k}gNJb8-RGn-6VKD_+%PBg z8_gNQJg+*0{Ur9ZEbz13`sh%HDjXqQ9{~C&MU0_+cTc&s*ZEw=!f^A1xYtqa(S@0T z!}C`ReLw+B-6Ad{w5NK)7b`J+h-HvPWCLB@_=|ROA_2}O3KDUiaI%}%bsE-o>Og+B z`aL>2YdH>uoG}Gq5$=Tj{qtsKaH>gF1BNT*(8#VA;Xtgw&Yx(=Lt^A1Nb-;`d5E1{ zrBNP2Do@#!he*ps(&Yy&x?EuZ3};pgp|?*2_xoJ;E&oKfSDX zSNu-{cg%W8V!)wr?p}v2Sdx!=CoGQ)^yF6|`ZI9nP9l7_5zg$NJmdZX@_YB+f zx67^|csd0y2Wb9@v{;$cohXCkaSCsmHN8cZkQJ*bg$oUhX|g|%{eS>NfZ47BU}aF} z5<83biRDl0Fa+o%q>m1g=!gl9-Z(>o5Mt%Dj$YvCJAIT*E*6u6B>Rv4k&bAHW+yBR zw2~t}fZ}ccv-Ko0qP}!lASNazc3(a#3Wg?*rME|8?jX?AdVZ_@$pgMY4gjFBbCD87 zO*AF1)TI~G=|PNo^Qi8;s~1n}!RvbQz#beL;`RU{R7$+UkBj$Hf6*l%E$yFB4szYY zDO1Xl&k0-A-yzi{*Us&DRWg1ek#(0BTU&wgMLbURGe6gE_{s6A@Yx_*EDUa?e>P2j zE&D$dql$a86|zP>GF6hvM=|R8>aV-#-0!zU-CfV_A%6Fe%6kawT}AjFa(!26zm4Dv zss1_>iU`|XqH5&7%V&@P#9-1jk_(k3ZZiN0mP)lL<)u;%yj&0iNlClo)b#2}7z10g zXu2|&x5I6nFj+=-YpHxr10Xo|oreqMj+m=#;ZebRZHYgQbGSjtm)IF{vCL&ZWQ0}S zNj_9k-~4`h_P;32;l4rx(W0@<7c^NL??$8vI0bR3Q2I<+E&GLe$@$Z?&JY?+6YG{dt!%T34q z*6j}-XRJ3V=}KXG5}qFPs0W$qM!k9vwcfO@3kfVzHo%FTB4gpt$0>rr=xMe6%d5XM zuHKHjV=l0fEUUsDbWsS0&joC2{`_qxgRZT)0E%TjkTzBgg0&=W*R=#Vgz<6N8W%KF zp2Po@w&iMPq*Ol>*($X*q9g5o#I%^k!;JQ>J$AxA4wtxJ_F;i-emeyc2E#qxjU`52 zDI~cD+V1rDp^uGrY+4t11|AddXSVpOY}}pZo!auN$LD~40Sl`cr)3lK6CdkLseHzn z62q$#r_a!QL~C2%NMW3m5aG-|{Dd18?;pKV_!9?Hx8m>GVsB^E+XBL@?{5oc`G^*x z%nAUJ-5f5sf6rBR2$@0CAwi|(1C1cG$?WeY4N*0-KZJz?Atx`kc!stS_jc*@)AekK zzkGlorzCLw?b$fR?Gz=H9ssv%&D zCN5THL))Tg1#--e_!xxzxonIhEd~1E8-FkSAAGi@&69=z3O8QzBpSa5pZ$Ind^R=W z*3^09m1^6#RHkrtvPVF@O!Clr2 zhttK=7vtfgQG}XsYZE)>4pRcoUtw4&2&HWsBfd;4j3oSz+Ol2oe!Sa?f60>ixhEAL zlEjCq(^BR^GE~wb6^Z=T%CzL%syTh@B8RhMcSXF8!3l+=lf`ud+kL?>G~@s&QFyX_@xcjt3T3PDhklK7m%I1-C~ zs-*C*IS!xwU)cBqXpJj;sF@z#ez>xYQ?I6z14wCqWu3_xWx;Zwd9KXgrToz#rIs&l zISr3}?rM?b5Nw!0dYXhU2I%GR4}kB$=p=I#_`JzoFpd%e$LR-$W=1QDzv2LlLNv62 zFmlgOTZQveHaO4`kLRCjpew^?*zp`uJAJBD7WkVYkogtniCE_|>gXdJFe})M6HonA zQ&Jw7(xAv-LOztJlm|v~r4R%;KScsiEc&g2wU!x2azVAf`=yj^z=_-QUpQMbM|htz zAib2T#eH9KY$_krcliz1jSbs-;b3{3vh0t1kn-P8ZTYyUgCcXWCMsEzoAi`|V4* zs!SRIZKlvd5sE`)3r&)GCjLCwrHe>5ZP4>&*N7&4^;f2=83Bcex3tq^~m z0EPpq*a{ct40?Fl!;uAIMT|Yg^6MIc1K?}DeRzLlM}(TSWY+xz9=A`L7P{TOnDv}94jtgD`i14dbs;JECyO7ceG777V?G9!?&9Wd)DMW()D z?B%Yggc*V^@%!n>dM&oe8FgmRX_~0qo^Y))7XjDkcqYEFEmx?e7#rn7mEXzJCg}+b zO4xWe-O-^BUT~k{LJuTg)W*cPpaeq+P5UJgdW0i`T=cLrd6=I(tWs{iDi0Humt)J_ z-Q{Wpb7M1w1tQ`d>?kQm6amvZ5hwyL0uBh(0+J`ARRf#xJxT zOFT;%6_qfen%;!+gdMrX_Fa+X7J^Mu2|pu548y%huxEe8RkdePbV^nOazpXNKr~36 zmzP;q2`(HIO}(F~6%5&U!YnZ-!BB}4G$qwdE6YMqpwoj++d>}E(f6;=&aYw>+QBwG zkH;mfp75giww12iKIRpm$~dHk-8Ztf(2m%uxWuwr+aKq3;&yxY_Htm9;b}baT-0CC zVuchNTLkmuaei*ie|&qmXMT0OdEr+9xH|=@h7AXus4hLIJGYaxv!zGFK1=37_ln)6 zM2~w~(K6j0axLLE&pkx#z>N`YCr|yGJ`Ac*Egc}LBUZKwc#lsF?qlW9w|AGxWzRv3 zsw-prs<_?z7?P5bK*@1iM_aKUD{t9iSX#)aseTT3!&5{y@-A-Ne;(`p4;?rOPJqZc z&>WmqX21~Mul{nSm*zEO;@Hb+A0b|s+U;^}2FQyO{O3i`g6jq^df{==2j$^Bazlckd$iG4;fEsLz67lj)fpdD3TL z3#X&Gn;5z2{2XrqgKx#B{rwrAGmCe3Qju8E{9~k8hntnnBB5I!L6#&2lGNuitMA0Y z`Hmx=ms6m-C3OZ{fvZyxBnU~t>rnVTL%zA za9f}9+$ANR0u)cVio3SOLkQz4n{n6JcnWenFWM&CBRB-9lO14PM|4=k(S&z1=To0;#&WXj$P?$5iU*L( znp|RN&@17_L`M*`SyPpfYdV9++rs{XZMUg>lY~M>7Pq_Ox_a1l&sTr_y1I0_KjO`m z^E_KE_;PRNSF-&dwa%E%FpBx#4Y{)ocu#*Lg&bjif|>0?;3<)@*vxS zwjaF^g=gF#TW1U+btL038VSh-ajNQZ zKT@>}fGqhy=>6)ihvv<1*R~Ox*rD^suca`}K<`Xp=pDY-72aco%0bRE;S6OPyOO%g zta9Mv-qRoAfFDGCS^da_7Y=O%7#uo(Hu?g55*su{EoYcVNao(t|F;>yZDR16FTCdw zuldD&-tn4`yyhuO^Zx2}n_Vzh&LfUe8f%>goRtyZhdrhE=VOtugk92ounYo^DZ?6YzlI48Q!nDm7-mNc{aA$q#XR)QwrR~6i)CI!$8lDLTOhe^8Y+% zq@9e{F}vQ99iO3D1|Zk&9;_h@O8?OKJXS-+y9o-HAV2N{{nH9I^oI=-Wa-L?uTNAlN=<4~{ocnboAs zZcEiLblkMmF`eMYTfUkjJnhL#Zs%+@?>wpJtB`xteXla{QB}T*&{xs=E^_Zh@wJeU z3>`+jOK+cPuN-wpk(;Drex)4~W6nM1m-wRNw%w82(s>t@ zAzt%besE&CxZ~}X_SJK4lKDmo{`X@4nX20MCg7+&u*)Z?P)lO0`hNA7LzTM_-6C1q zzpCTqU|lpIp(1wjLqFpLsG^Q=$@UXkV3pS_E{UL<9YlE8wy!1PjNjWbaalONmKlDE7K3Bns zVN#P|MZD^g@zr5ckG2;48C?k&K0e>?- ztBH*S??28ht?`3Ura*dE_jLtP;NQe6&eh0{I9wk~o1xoQ*xuVeF#Aekz>0EfX?qSe zhkjJ;#T2%JAeNsM%Kd!K3NuxC;Ym?~@J6*NfcuEeY%T5t_AS&I{$BJykCUaee%wGN zafZW8VIco6ul{n#T&;QxieznpM>>=ak~-g{AcN)N7s5S(`xpwdFh2a0C6i*OazfkL zQ35BmIem-bpa@2cVk;2%skrvez;oF~C_I-kgMNfxg_?5+OJQ5wApwI9)m+6t$4iX%h?MKF`}@jU|vXV0+G8KqgaIe)VLAVv9{{UegENv)3wB@KpB zVN7uM6sAw2UiO|D!+xy9w@Wzz@%&I3cAlzDjD|IKStrbz2i(C1n~tKYV0O^wx;_RZ z=!de)oU zTW^YF(xOPAf;P%AU|?2?F-n#Sm1Rb!6F;RoH@E~vI(?x4#m;nYA*JHlD@L)YNL`;> z$oQ%M$R-WllA_gk5PWp^yU4YLf2Q?`Fa5pn|2UzLk>==uVdf9bB6~e2)brI}=Z7ZL ztz;NOA4F}3sZqZpDZm!g@?A!tlf?laGGL3#Zl%2n>WpRdIwij&FY?ai(Ch=f(^hAaAe5QM?e$d!oD?p0iY}&??WTb;1^mL@v1$|Bs~}1*qH+X zFebt?7Dtk)9H_*SASQWumTqe)pWkqXv`idc_&(TAb=sQK0XymnrYo&ycy3RY>mPz+ zWBd2&|Kq4?)B_ww66TWVU;j|w?^oRiHKEF`9h7t`pS;hqzLtG+vadJNC$EHgLDx2v z*_A`Y3iutrhvp?)Zk+eF2Z0)88!C_~LJTIMaaObq0Ve1XZzyN`NkVFsLNN$aomd|| z(nNsqau?QtmyQB8fq!ME#!PioXM>@HAg)v=1K>JfzYXGhj@?d z5eYNxxiWsL@vEQ->BL|U7^l?rgivEhMhkFhzl4xZiyu2yaC|ahjFGtrbox_s&!}S> zMoGw_Y5RF3PqG^x!&MjARr)8`Wl0s8C0dwrS&dB5?ss#IO#CKGd=AWOas)o#F6M|7 z590UUM{0BR&jxw&M0vc-bp}Kd_{!Q?`2KnA6vRi#bb5|}u30SP|GVt}7xvp%jMs19 zRdIS2B5aj)Wcq3E%VZW<6d=?OH#ubS1boa+mLHfU?Pa0>m~+@i(c5c|q1tPH?BEGf zOyPV|4%(WT9T(@C(gR=7WK*|fm1DOepsmtrMHvlYwAA-$jndFBJh>>N*$q0{ygZ4( zfG~8RUma1}N=e``*!?s5xwEKjnu0at5+A)$*OZMe)oFNk|gKbP*Vf^XZiP}+5EclfbcEfs669R4D`k6p;cB$x7Xy z4cGfscNIc0zN;&rDcg1WNTIi|P12ROouUW)-!@?+G!R^|k}`#TP)6^z`wS94$ZX?smtN2&=N(jreLXkF1Q1RlLi&6 zaNlfklt6My^DA4jX9)S|I6nH5k8b9p_xbFUUi+%AHteHod+&S610;#buHo1`+6}TI z8jb{E+d0B?DiM2@O=nW~?l@=A&=AR(iJa}WAFG5dyJ?WbfP2I|Ud2%+3^#nmyR*86 z8Uk7h_cPT0zYF|NF*)>eAb+79!9!vPZ3r~}%d5ZcRMFq!Q6?l+itD^|x4a?DQC%e3 zMRm1<|GC(nCAuOv;Gk}nE#DX1Zv(b~_@DiKmuiD_e@L=4CT4bzU1XB|hxaaV_|jc@ zE+v1=)c2bB1wuH3jOk%AtxcwdOint-2jNyAX-X!igbolLJ1hz$IFlRVGbe1BTR+NV zW1jElVjxFhZiQKQ2Lc9wObTAidj8c}A}=-0afWxxTYw5rYgi3>H>$7tj zc`ZH~N@Sd4RwAI~#$0iUJAL-sfraJvalmJ?0|AKx6^rWbrMqSunB8Vw5liyE@Sb8E zYO?@4(sR9eoX`(X~QGQxbE1x!MmP!5BFL3Ft()*3BfR_2E?mm zxN??qriUaQN*OD~hy1m; z|Ey@Tt6OniE!8aWU8A6Ry!gvk2-dvw9|;fd=KTScWIzLyR$_o2H{DL#Ad6Tw(7)sW z44x=1Bd7U!YC&~No^7TxFemSrvKod$0!KGe8q3d%Ge|h9K4+?=Z%a{>_^Kx?Nitb? zX5<%QT1uzE9X(q;d=r^rEdd`XX{`P!Aqs<2@zxi~Y3%v|FPWF<$G|o1fzupF+KBlA z)#iM`rRCI=mS=}k{YNv@Jk;EjXM8IkM%KOtf?HCJSf4r#8!Y#L4QkZ-jcuVY_J2aw zKmH>6nOh|dh@wA!xt!b>`A&0rH$DSzcv)`v5` znxM%)jy;EW)64y`VKn1aUeVG?;j+mYxBZ(WSYIa$2V_Wt41w#<>22G^%&LLx4+i*E zxP+xE!Vxec+iduwW>t`YlU8hg|95HsfPC=DT7vP=J>r?uTOH%`eDT*WfD)E#HHT^> z*gfh1xc*9=j&ETPblLzt44zhJaFhGg6PME0cBDpWK6e(ZLI#(P)EFxt-I@+Y1;CMz z8at#2*z%GL;Q2^BgwA$Bm~eAlCCX`MgIDYrgJtiX@t-n~-X{)dcDjfsqO)EVQ!?0h zUj8}DGJmgsHw=`vq)kdD(@%RG^a2xNkJIsA@qSc6mLo)ZUJg;pf;D6j*(LLPaC?Zp zT3XYOrf6Ay>JYaox}Kkf$fg&^V8KB1A3G{5B~pAHtYfkRTrlPKf}F2kkv7xiN44tv zS!n6&au&?(PT{gWo-PBai+xwF7?^!)4+#mLbotx(>(_ZcKfRun$IRyyep`=kb?N`<%7wD9;7ih*x1U-6Fy(r@`0LkI6!5o` zM~1v57;1sZ@@56J8M`D^DtfHhPm^hJInf(j^H|yF>yP5ri{O%Gka?&#+2iq8>PJ_L zTWCLWDQwlqp_y?4W=c<-Xzbak!L+e`owRbwf-^2PRT3^a`e=$P{}2g0t0hJUYaGZa z&%Wg*?%&l>p{*y}_iS$8m^cI42`|fcm!u2_Al|r**l`p&LfJ2D=R>MD*t_80RxTeR z6NzP((PuHA~`(oT*TlUqR8cI*X~0%)Uazny-y}h77B4GM~W;6lce+9($Q_ zMHp4u7PzFI5o=ycW z#CFlU{NZ&wZy{lq>xu|F@I3Dqf8Fz+-=64HoTSw0MZonW3|3=RF=*|cl@!q_68m85 ztSO*hG#tgG-Xll5#UHKYhV83_iifrawtDE|Y1EG})0|lkOPfJ!Xf!T(K(5jRRw=|1 z(Y74ooM$v&!=IzjNYFQ-wb266fo{#(Zrg+E)Co^#Be);(_)sL4U$Vkv+grj&1qid= zN=5f$A2K;F2~!N$aC*VXwx}77W!agf&^IYE9^T};C4Z(Ol#aS9JD)VJiF;dyTIYZr zKg;y6m=}ruFfvE;;5SA$_E;&t&(J z8ebFXN80^N(l06fC#^U^v1kv-ns6d|5CGEWi@zMsn?;+2mTh%@>%wF6C~T4hz`}F6 zPKUt47)^=aYg<*SfjI_gki{ror5(KVMtq$?D~!N?5F65gnFIQdBxY;=!j|XKlMy$9 z`T7ZO(MR{<_JCR+38tT<68FjHA>Dv2zs?$4 z(%j~!FU#C=gu5jXP^aMk9`=<4qX2YCHZuWdIpM!n_5VT$Tgx#63048v095?eg|;UQ zcrfK6ZJf9*miRMeVAz$&=wjX3*-Guk?6n=0LsrzSm0mSyx}J$REb#51aFs zC;HVu{pPj)uw{Sn61lk&@gren)ctKXw6i7PO)Kbo`V$a>?3sNzmILf#T{c7H@Zipa zW;q}i=!Y|k&#~)OtIxB0u%m@{q8SRlRxp|MjK}={uIoPzm(KGeR@QXYMC#4R!``p{ zx(h=5eyT^@r6wN26mJ=etLVi|ALAjVah2VGhAN9V)L?6fz_KX<|1JNxxWwKO2AVw- zW+>yiv0A=MLcwIxEpqoN5Y|x7x`6G7cX!dm)U%$ue&K}-3cDs!iKl+T#001hJ8#Q7 z%_x2B?l2eG^2yveN*}OkS*>g)rSq$wil#r>)oWf+&EQ=G(~wq7J$64-Gq$sqdOFq6<+}j$Rjv7|bMh7X z@}WzT>Tp#MfIOcy$@A4;cZ-kT3d=@k5w>5Nd=HYhY2(}h+di~bJPgjumT(uW<`}tP z9*RZfKhpfH-M3_UhuRMyYDa;qk`kpYU>Bi-0xrkw9EB?ol=_26c6ydfu>oAg{ve}b z$!-u{8oJmg^6qtNX2NKgOnpe1^>}We*4`lKBcaJ&5^rXH=Rc(#1t+3*h(Utlhg;U- z0}wJ}`?X6(CJCqCe8P=nNd_raiyVDKYLkkIocpHi>eU=Dq6|4##woTUy@$^i*@A}P zof5-K6;7FcnCxCKVm}uIa>+4=`HVEt-)c+h%ZL_1R6XHroBVL&8K`_=sWR0TV1k^| zv8Q}FsyzHx9&Rl!YnO))%-@zV4|kcD70t!B=6hPQ<6_Vw2~A!^<<8UceD&A8>GAvB zB6&1ap6!=gujbL%d9;BZO`}(bX)XyOBCRl6?3+w3Ck!{fbw94hw9NjAhbNQN5en$$^ zW^T^+myO#<(NVRO33VbVUG@33^$~!sD%|G&d&^qUTDtHpLS5U(0qSG}#LI@d$X>#F>9mkE1niaiv_F3r5p))Y1&L^iZy zBu-Epqt;_<`h3+Tu7Qhy+y!5Xb$LHt^(Yf`96Bj1`aT?uF6|Fs=1t6y8II%li^>?3 zg}8zfFf?+2?~dE$-Y2o6w+Hgx!k}fa!8l=T7y$qS*0qyme=^J1Vok+&>qp}n;->~0 z87Qz%S3C}jLpG?4^V%GrXe9e|m5pd^^^8=c^Y_`N+9^^#^=OnnC7X=Q$xNS0Gk7m`eD^ z*gaVR<)=a!{%3cdNBYhMPbNeP^x?s&#O3J@hve&Tpf*94%DJM?LEJWl`U#SQbJEvD zYjcN0rPz2<{zUb?{}6MMr6ys@YKO_UbZ|_c`(Yw zC3E{GxCU#1^Y?Q~w~AG~RIu?StUYnJw;i8(A}bat{c_@eulzqd%?@cs#HOg`XSNoN z=KE{E?jYRXM=y(^mP+U`=I2piTL4atQy!6_SqLb;u(1l@+vg4~y|h&PVo1KyrwrEA zhQjy0uA_EF@5uZ40Cuufh>cU5-)jplJBXxjV z`phL#ZhOw?*wB>#5I9eGtV!M@=rCO8*b@tcd~bxaY8VPK%~5tG2lOEXkpnM%BJi* zH3-(wAKZ;sWBAi>Y7%-x0&$3@w^Pt^ES;Fyy*c)0L_bSe?oNS+bTF>Tv4Oti0 zu3I&R9`PQZU^yrqg&}3lBZLAkJ8Kw@w?_-IIr1_~pCNA1o)M-L$gXybihuk<+l1LZ zEo{kNDZz)KOFSh*Yg=;~aq$p%^;wdYAuY%-9rZ_zjnKwg!Fta)i-?C|`~42~@?)6v z7(LylRM&ylWBm0TmOVym*FoHMZ1)N6N>@EerO!R)m7j&s?(@}Ou33Z8v1S>Vo(~_) z0JLZ@cck1kM-7#gn#@ckQTehkUb>J9^<6@?CCkE zx{b9SL$Jrh>@i+@4&yFE4&B{J(yVv0smD!cFL%aaEC7B#)^8yZR=CrZ ziMxmw=Tf*(4SrBmra)E4^$b%a)-OrF<`(Gb_rSCM-Fkoa>0eF##{}RyFL+EBp0kL@ zl&HkXPNvyU65Sk@BHm`QD$z;ZP5V6z209!KkErTZf573>|5ACVfBK z5D!#?$Fu`eltRMrY)TW#q7swBt!H<((6U_ei}&(1f7)ZqC!urtZw#A}|GTvR5Y&ao zK_7W`k_qU|wby7jzhC|J%MCE9Ncm{P4qyt$*w>P0(gxxgM~k5EAvBm=#wW?zPjQ}P zY?36{V~f15pjNgb0)zB@Mhzuy8H~&42k|5BS`Z_PgF1-Y-5Vo#l!BbPSW?GCEQI&& z0((OSkLhUM)-R)Hb~9iCOGL@4j2=RL3?n5^B;>#upD>3?s8mb+XwBY!l*HLgT|~(i zUrwLy_yj%RBDSlp2-`8iT|*p}Gpt1dzrC82$SlTM5%1Oguo8X&J7|(qA|J5e6Yxbk zFY)zrkro`9w`B)~RlQ=tAZ2d)$K`|`>?SXkEu`_|?dvc|Oy5UXkdO`2g;JQL_Pe>G zA3GGaCdbY{H=SON|Eg9aY&jp@ymJxu{M@4LIY7Zf*K8f+?vmhIIs(E7htDAV+7Fr8 zg{|y&r1PV&&=Zx1IDOm{OyC4%-)}i&34i-->HpDWV}QcbvWrWB+W9|%X7ewvx}pG9 zIeZbA^0kZ}ngVn)hqt>bCRULRS0;1bO+#|&(+)s+qpOoqdJr8bNIGy?8W|`%@2FF( zz8UJPuzwCWiXjfQo;83ZvxNDg&KT&G{gV+iL!%+$SZ(q7sHibrA5l`IBiBN@5y=`- zPj(fNZUp|+*T_+VKyw-XIoPSC_#6hU5}N_(F%Ao}0Sg4dAn?K-|MZ)xsef1(4?2q|ATy1?o-_r(9-NY>bU}?@?6R z{x!4`0EeX(>%(YmysCotXVgShX#|9PzW?`g6vcZ$ksk0FpHsGJxt`P1|-ue#=YAFhnT6VBMg zS!-any4JgVmQpw?W0=NN;2(EXVyifD^t`3m4-&nfioG(o&oWqIq_a|xsW@_dGo(XH z3Lh$eww>t0OxXyx&nmgWSK$3q{w$xkpcMnUc|e#Uhk;4sMLpZLc2MPWNrecO{PJCi#LSN+-@07@%mv^vzH z3-+k+mKslI;d}BrwKL52i6~4KU18U}8e#MtPBGXqJ# z=azHt5o-t6!0Ky6E*BA>mh9}acIGkZ6ek@x-q2dZ(71gRt}cXKY6#w99-O5fD9odW=}SA75Kx61nh*_=4bPd-m8B~MZ@Ry5~wUYjJ8-IwHE@_(VsJBl*08(VZAA?_o2sc07Xb?cL1ZnX$oeb=4Nk0^}`iZf?os$3;yU`M3a z9a9<(>iB{wJ;nlAz)r-1^sVhjePP>51PcMraJV*8egen9yCEArPq-o;BLM;65#PJ* zqE4sQqdrqkl$x-JhYz;5wD&#KXV@k`v@NW~6#axT4)I+J@v|Pk(JBf0?`qJ8gnLj$ z^+eNyF7X=^>iv5BcM7pUVdju|7BuFxLm5|yMd2=Pi0nxPexk#Hgs8Yo8Jc<6k~K!d8!X@|hlYyN z2a0lpkzV>REsg2HkVFi8_%F^eH{F<^);#wI)3n+wxzbFp<(zF2Y2TC>lE^MI?vB-i z=?G`rxf*lKm&e1)6XIbZ@id%x*i&51Ebh)1Pn(R3sm6EMpv}W^(m>#;1xMi-ht2cV zUw4_9-;zqHNN5WCM|zP$Sj8T9oz$oX)guDXg-E7i7dEk+S!5?)lC}wmK07~rpwlV# z0((&{zqEYGDP<U)KpOpK-!F z2?5JhttHF<0nGD0PnfHgBp<^at#KnCqC5`?pNHVjRUYWB zCG->?ddL)AMUAc!NdLW+?|x{Ihi^c(^eitPZ(PN2!6OKc{v>j6%!) z!l?H6-eeE!@D&BpWmIih@M4k+nh|b5j=boSZ2bvSHB4#HjbkYINVBuk9`v>C;kMH; zM>rv7C>=4xKsK?Wo#QT#n-$0pBx6z7+W4uM#Qyle$K2<1$-j?>CeY2v33(d!@%**b^ zN0xrS`s)q``|Y!ro&~I;YSVTZqnA#9Si*7TP&YOF*~|NBb|82Wpuvl6d`V^Y8X~=% z`HB^O#l`e$`lc(x7GC!1I~{}!9ejK?6}9a4WHQVFAmu4HK~#9fyHOkV>Jek)11X!X zsd5VYvCeS9U73ro1WVG-QcsE8dB;4+K8~6d z>|GczXiU^g^=yIrHDWfk>{piV=k7XfUQLNQk|b=+vwG?G2H#zgdQV*60|oduVDN!0 zd?FDaxWx;~@qb}2YJV@uBvl3gNIIG0|}Q8yXV!B71Y@4glQ}wi3UFB zOyLRdt{R%A=`05diaIsY z;{oP)LO<>}kt?X=0YP~JRvz${D_HLV?YrXuAE3b}#PEhke1I3Ph%nt=J42d2qwQk= zLD&u=mH?{JwvCRkf@@pe#w3gO(dUc6V9~>d614sF8VfDCUX_S9V~+59vo!+eg0zs_ zzMQbupL4Kg4)?js+Wvzzz0kboA1Gdn7p->nVNE|@{dFTP{r(qz)0GVMpibR+Ru59v zgTnP7d_C!5c4~uB;IrFDf$J#o@T}o&x$|LZ&~y=}S&ZyP+u(#rw3a}MG|)m@Y{2rD z&PK(*H^OK|+C_swVcXv6(~(r$HX|nQM2J5G&44p!$x1LK{bb;FlWmmr!$$meQc^$) zbQJqxH}R!mHCFMAZO=`iRL9Uz;uf|wcx!fxv5UklT}E5$-yN{;OeQ7gi_wWH$mt+7o+tTXE2 zR=-{cMV!zON!$O9W(Qugf*C-sT`NTmjt&h#L8OpU?=_V4Y1@NNVMInj9+v?#UC3*+ z4r&dz1t;R+c0py0J>KVtW%-J}KIE9NIVPK^VtHu{xqVPC1P4AM9!Fzp#$BHbQ>v~q z3F-Lka_H^3k=kU}is7v7hqBY-ECdPP=*o0E zz?F_1sYcvI+ymJJwse?Wz#=&Y6_I`#pqOIb;A@2Oh8fx-%3#abt_GP6t4*Fl1&d@kFI)N=!QaAsw^G z=ci`kX+%O-@WNBLfE*EXROY;*{ErYn6PSy;L5TLb(twt z>0v*j$qOn(3=k%$H`p{6lDy}~CS+DHdKjhW7G}9oS@>JMX^}`8$z4+@sNBFJqu9d$*a?*}M zPnS+7?SAIF;}C$CEY6y90UMS*0qM81p1u=_1J!=GDPe@yr0bbE@FUFOH}r1X<&Q!X z1KuPRcQ}x%tPwc;Mar)c%B-h3t8xQREN4ch5>est6}5{wNAS2|M*1%V=CMDx1NL5; zMp$N2a&V5xDa!JZhA03YE;LRhLy6hR`RPgp=qaO4$-WpL^5A`6S>ks}`HOyjqpCl6 z?GG0GgERlMxw@KS-5s=^c3Tf~uDg@h)%NRQ5_TPr1-GCl_7F+gFea3BZac-!`$Z>E zBiWGL0dJ|ptNt@nsYPyyW8OmC!W)$E?pu@D>6CZfVf<>cBcEUxeE?2_ay@GoPX&X( zngYvD<%7|)3p%p)m=dRW~-bk)Zom~rGm#1h_FBIgA* zP%0lGn{-A7ffDUM3Xzy64g{>+($k*!8BI(p;L3SFpZ?+P5kXo0J@M3ww@+s99v)~W z1p~qg1h|*_wJs>?@vGV5!}d^ttFoF!jQlyB$CzYYI%$H6rDyQiZs|8uy} zn%@$)ifzqM<;A)Xd3-p1bN`6-j`HKqi#E$yfUC&iLSK?PFi_}lXsN1U^+}fL#4DSC z$DyPgdckes|0y9=)p$lDs{yL1O%916A@zFo*Il~ow`-JPPhJVn7Gwbqo+^{Y4l=l& zg-XfV7P~KanHEaJjIalzG{OkAr4SffOE!|-8T8&QmInwXu!L=!PBX%`eV`2t-ows! zN6v!|wN2ihPu|_4)6332RbL1+64qbrhN^k_e(8KYZQ)FR{i8IkwKGSdNRWOLNgcv3G3Q~-mep|}q0CCHF71s#vjp%j^#pSNkk7 z6^I+WDwuI91d`5gG}8DglAcE3b;Tk{T`qxuw~qZMOKOoSstLd9I0tU2q5#ucAcSd39Ua{}UnT(jCdGV!ESlwvIdpMOBsnQUNO#vq!7? z$?<2AP5F$$*G4v6B1*d)E*9xR7uJzXn2B(3z~>alKg%XKeXGeTX6X4@Qz54eN-bMr z2_*GsCx3)?D6l6J-ZSLeIi$Nj19#3dUd2Fd7T3?WJi>*9q-aqj#6877Enj$Bx>(MS zY4aoPqX0YfV<@X~gfU{-5-CE_U<8@p*1`76H`fuMeMuxd^%QRE3lFV^m$Jh{2jZz3 zan+c3&5-G6=k4YAI{Mm0BB0z6s8Tuf%?IEad2iU$y7D2>7N=fL73rnT*jfN2h>xaD z(>Odb7Ue45QG&(bJYvSHO@$SW3d}5Gul>L4`p-I_ehc79XevAsAjLkRwCAh8u1oK? zuQAJdz1p%9p?oq8R!lHsl##;DDHLGrRxmxIHtVJRteSy8u&QIGU7?i$y>aaW8XTWD zU9$vf2-$}o|B5i);SS;38_6?;$#0UdDfEcP`h@@CyLXo`>fj1b*w%C($BwNY`~rpm zH3>kvIR*Ez6RTe6Zuf-35SKUn=QACQloMbY;=dn|VHS1x@u@Nv?`{i_86t^R%M0^OK;_=iz zRX_ahEEK#=5&IVD1OCyw7Yg?e_W)z7`$4p_tlEk(0OX-ChfyI?1A35p!vmefKj z8I)y4GEGZgGs&JI{oW}HnildI9jXg|mwIro9X+WG>aZzZ+3usEgatCwKH{ii#_vMM zj$vqCGM9|r(OTfJi85~7pJvKb)uTAP;CMUR4?+vXcRw>j1~q-b)g?a4DGCIzZs+QQ zNNr(eUd5@!G&(a3-#(d=9)@Z_E)I{Iceg>PH_eGNP>$9xdw?=MJ|;2a z7`j&zx>?MXSCauf_jV!68mR1{zJS&Oc9_S5{hjZcxJUQUr@!< z2~!DsvWN^@i+AHwr4yvntc)2F?24_1EJn2}hDglln!-5jeB(MW9n~{jy9VQ5hfA+X z)NN|@7;!xYVvq6JbJ%tr%{`??AHt+p8PkX8=~E*0A*gy$Uwufm-W&YqkwL{_QTVSU zO;g%ngR81%=3id*DUCftDC~;0o+7x{VA(4fxr{8BYi`uRTmN zq}2~I5K@M+MQz>99@3zqW^OOluDPKMAes^CUy_$Pt=h+3i_KY4Krbj>O(Y<>5aNSM2t`1*!JFusB*u!b; z=1cZ=F&mkgvaH0Jc78p9gmBYgk>}5Wj19WiV5s*f{@DVj!uIf&xT+hjbAd4omCswl z1%(Y{jpfA-_Bx+%#>HD?WUTC?_@^ISoEA=P`Zf8sbV0y6*bo0fQR8SO&vlw;@#ZAv z%s=u8mR`##^QY1=4sP}DJ=*J{`@JQPdL{xz`70?22Di+Uqg9Y(?#M-5440zEcWD%U zinw*i^rqNzRAoOJ4ot@sJh~>9%!v6w#zaL+$qVt znXGu2XRt`OlJ7V7@uY%BoLJ3E^TWR5-IHF6Bx>p5EVr2DE*iss@aWN z^A~O$E|fbPaibH&7;rhX7jkhwVa%?VFxMUFp7?`SUfQY!8Bvf`j4xfp=2K60%n@(K z1k|0D>P$Vwb;68rsDo=atRFlI4bBQ>NQi_zd)%5iCG{*l_8xXp4>DnVcO8=G2G8ch zu5HgokBJKG4=6^1g}u%lQ{FBP38zmA`V#0Iw${gjxdIOKDk33 zBt;kl=Bh1wl$hY&mi8aIHM2=muqL_RLF`BOE_7?2uez($U-~bwEUqzus^AD68R6|!LVq0UWfe}S;y(`JF#HR1y6QM?p9WASG#@|CNj?9co=pfkm zD@C|rp{{G}wU7x%mLN_+y(NB06{DH3Rn({12TNva_|Cx$lq4=SUAH9p97|g27X|`3 z6sGfAqMh&%+qopEF&;t3*Q%TH?>t}HhW$GgM1LX1cp?^e&4#lqy= z&f2c$$mnu7pUx7um6rV6!NrOkSXBRo_Dw(6gSmN?BpGF(r-xlGh*D5!;MKewCv4{q z$!km9Tqh6%IfrG#~#ltijOJrK`BGz>0qkh0tg=3(p(Fs?%1x%yif~--w-H7#J zIu;N`rfndpA}wKm+4=Ng=lC+AzbC`5G4g%n{G3lerrFoo_kB?QoT}eP@K?_FgCYLl zlRwz!Pp|XxegP; zzW4|0%4qY5H_>OLziOvz3`&LE>S?nSU=C<=0eJA1!GG?{`u_nBxK2QZ4ydMc21@>c z2Oh8fx=-PM`?#HXGSIrxU8#myHhMY5QTX=dV({IuJeBBceWs3i=v6hU7mSvo_%ZaasTmuhJpR;Gjc)*yPvt%V0eQk5uHc9#l;Q!rc)&ESppFLw z*ZCYNbfd~d+{y#*h!98X#2y*FA3=~{mcEa{-GkGIk z;T!wM^LSM0g{xO~ybqF`L1m1ww>u5z6CbI-%2D$Q6Pj`2iw@V+RYN%0`zVRLCes5K zJ#@*J`Fzg6ZH{{a=f_u4T7u_#xX{k)@#UFoaE+OGh3+5MK%isiy5$4sws1n_nmbE( zVs65vrW8SAX3ZhriWavy~3(i&!T5tLtY%wSXDi&$#E^)zKzKKCi8 zRLc)Y`U!KyERsB&T%w%D2ee9KMGn#7Aaf8i zl(;^P#5Tfj_ulWnFuyN6@lRIyg@b-&tY7%;pKSO~K5afWB;1@aSgp9NbVrRQ9-I5C zKi^}l-|NilIw1QTr+v@fE`z$uSnqoXco`XrmZUPa)iR_JRB*7`ro5nErlSWIZRZ7+!M% z6u}zDD?WAb(sEU5Y)xJS{RAwz_4Tc=e{v>^o3-~38N{{x6f4u(P@~Xti2X7zqP3=; zK^O*ok7{3ao4KT0%jP`f8wG1JI|cVwe}29l&fH>}z9VRbBEjMDqAH-EAAdi$VkOoE z#wRGj!U{<}d{I;4PRN5MkuH{?0TU%YZNFT9Sj&(NbR)*IYw~|>Pa4BN#`d!W(%gl; zhf;d~GB^+{(z0>nil#^a->s1D!1(2Y_Y zSND)1<~ksRpg7Q?na0yrsiIhfgPMJ_=nczb`Uv<`=pxMV0+t$@7)SB8Yl;Hh{pD_c zbQk-&o7>&DJKoJr@9w^LbL;zZ_j@xr%`A}Etz7~Gs5*?~yWL;?`Bp0bbxrbuVYT>t z7{a8xG4NY@05&O(OI)_oI=@_~3crkDM0WT*P!IiGyg8Bm9ZzC1ai> zPUVb*S5_U$^oDB!hI%=`P>r^c3CD76MA&laz4RFy9J4b8QI0r>9zY<(Om|1PRgp#c zc9ts#B~>(P78XCHj`f~;<4O!DuZ7*l1#!!ggahKQt?G5 zEq*yIX1kKkzg(#qj>aiA5c-e-aJxnrJEg8L9V;*6TzQLzouu8n&+iFy^SfI3Wk=@y zs6#)bz|AIA!uNElVSq9h4S$wfkMKnm{!>H#syKhqr~gv3zi8jzmGZx3^*=QD{|7>z z)iorW`kHtm9rY9HQS-k^S7p!w()FlEc$p@t6x{iORs}$BdN-DNW?%zEKA>zO^904< z=Q6n32Uax&)Cn9s;j#3)q<+=P%rMl4qq@cN#^iB)wj}?hf%)0){O*lj8>yGJ>t~bp z($c*&fG==~E4bnlig5vMTwosGn2;-guQsyZC&K?&+kd)n zcJK%zz!*>Z0hXjEV(tFokBT@r)*xT$uneS&)G**o@7_FfX_B}6?90FFU86283>3+g3uoeqqqvne^KBH(uwy)O<^2QW zYd8cQ#VNF2#9r+hu8HSisbt-_5aS~fNQx$yr^y9R&9{21!Eh}GwLTX6SR zf4=!7jsc~*e#8WP_8+j_nrzXcTF~8o^;!|&9^x;`7$?F5uSgMFCOJq#2TS4JNq`9D z@eE6oPHaN^;Gi?nph4T$Ni$5`6U6ukdM`F14_`tat(>2tT_RA^vs1LHTdT{4?b&&; z53LbRTALKc^WL03oMvL#Lt=1bpMg;Y^q95(+~J91f#lnkJp1Sz zUiyr;rsSoAdF^+8c1JJ0)Jx~}stkA0k-MnQeQMNQ6z#71cNew1Pi?(VveX~S8&$HM zf_U*MJF|nTy-&^c)t~Q4=lhKT!58G$*HD=$AN~3 zvSdW2w#4ji$>W*a8L(w>R~y`0;dfP;-5_b>1O2vTI5izIVw+2Rvcy%28;Me4dmbeh z=-nM)vKgI?2!n-?`hPi*3^(*w&g1r-4e-#8F#cgO5CESPwhUBxXS<=~S+#_kKb0d> zFI}S*PEB2|ekfv1d6cfcfESv#3uMuI#L#58TV@WhX*YM7 z|4@X}hk1WEV>9Xa*5c=J+qz^@m!ol!7n+8qhKjVgV(JNOT@t~FlGWKWdYSir4~IV| z$(OnFbxQp`(*B%(U#8`sv-STTF#XxR|GoG6uakj~Il^V?a2ruv<{6ji$7NPR&W^Ra z3WHi#?CX!zy-4bjSZbleR`B-jkgK;uApay^z^7JsWb_Jk7Fsp70ssQbmTIgF!)TjA zMq6?mwXKC0Vhe)&qHPuFXMl!8U_ejn$v=q`61)ajE8>+#cG!4gq}KCzH%nieCsR@T z*5PbU%Lp$FDfm3~$#j>rvkI*bJgjH7+i{?hV!3_kzVaR*zgZjty=L$K4{pRKkK%)K zabalu3!me{{`lmIT$m-FbE#L8a4nZ1*s?*T3BCF2Axe0C^(RcZsSu=#cOcG6l~5+$ z6l$)c*PcLG(2sHzJ()hA*l=X!=$eF*&IwkSEX5}iiVzJZt)JS9$1o^ZwRAa;)aq@b;PlZOe(}qPT zPH;#3T`PqWLny@elyn{VmNB1vKO;Md80xD%EwvW67P0>>h^{V~M-M_NB=N(N?h*eM zRlJEX-bEWfH6Cx0kT(g*o8;tOqVh}GPq!WS-l=$-rL0^%&>)#L@i~|@5@6G9HMtp%35xv#Ge0%xirS`_ou z$7f-*u~vS{w*QW)*Xr$rR!wt$yw4#J81AXxgVdMYZ)vqXfw`9rN z#$3Dl`_~9gv4pa!+v@^1mgsG)8QP~)aWJcY2Ib|^R28Vs^T%9>YmD;*r}?Pyq&^Hf zdXJ$UXxjNoYjGkTUCnt)oWYmr?@P3qVeCb+d0!>^B zk&x)Z<-6^G1WS`vKFZ!k8HZ5}HvtQb+l?Btoox(Mlpw(_m5e|Z8>dI<=ZP7^N@7%+w zlWKp8)S>1C<8>x2T(IDG>@_D(x z`r|GnTh1>~DgZp!u+&*cUBf9~h0@de1P$*dFGyRy>ov#`D8*eSPl%!{`ND1wQz6ZC z&9VRP?k8!B$FUZKDTG&bTE?k8J#efX+0`A6v&4`p1c(fAg|P1a6l6F1R<{@RUYQ)W1-LWT0+3<{ z$YUh`hJnF(duAd6l?$p34Wp-;k;8wD$QOrW2@a9vp8i0uAelK2iPmM0@U+rwDJ%7pD8Y!9G2q7t6F`;^gg zsZw)F_A&SRmnqq0ruH>~yUgqE)4lIe;OE@%I%U*yS}KR_7I|T*Y77m2*N51Vxl_E& z0T&bbI+yK=-;S4u!c!^~e)%XJ>}WAD);eidKoA23i<0V{GpOb8ghQuzeAHW?0 zgbDY5$`!*KU))|&N3{Y#0G+(QI0#I&KrERI@$iaK#lUk|>c+>9bi!QtD$5;9B97xD ztB{pqhs!2*??Loy`qC1 z)gF-$?Qf(%Id^ocABkR2^lV)ca39~ZEb~4)m8xvBUhY2IW2{0Ht2XywWvsGOR&b9J zyCf3*>qS`|xmQftxAc}WOgQU3+G_1)x{{|Gjd$v$yZ;lF_lt9!Dv=#D>hoJ~NLq9$3UM zpSBw1+pfE}1-?(mKMo&TUWN8-HkpBnoR!?s`>Q|Sqmf?+tSkiL!W(WpIZW8L#ntWk zQ;7w|u;T!pA@S{_w47eBO?PEPR!WVXjHT+3HxgeOL@&Xq$pMnY7uo9;VLKj=x7FvYc%^z2W zhuz!eAhJ1vH38z+@dc!?s(k7fmw>vl>$;IPMrEXaze6uR_g)%tD~ zJG~>UA8sGuNGh-^F6RUcyQCN{;L#z994&{M^*Gp-B7Z3Q7Pf>-ma2A4Q_j*8nV@t3 zy4IxnkY)dNNRFeTMjqiY5ndx~zp1}YuocA|FL%9I;3wi9=nx91(vFX@aBETm1e`ra zkJ^~B8s#fh(vznk!ggxZ?oEzTTHY->%te22(FJ+$?PQbCM>i;H5w=yvNObDo#ZPHG zjI`ARG+%C(LD-h^tI^Sq!;1vg>dY7rK51cY2v$oVTke2W|1<8QrV8XA5}9ew8~(?# z{`>R7?m}wgxB%cifAlWT9Un$Yh%&>i~z8gaAl5*w&+2zFn(4!f8cRRLv{@@#x^Kst>qT;!cjYgsm4ynfF z5UTP#;^}w!MvVkp(gCTCak65v zffT%lPEx9w7D-DPK11k0wz|Vw|K)J}K1r{~?&l$WInuw+|4XuPO)V~b)=&29l`DH; z)_(GEFRa}w$M?br{y+i#&0|{6gQU;G-gB0}c}!nk{kgbr|Ne_x_to6{(+m9O9e(v1 zzj>42z0AM8&lz+gS*iGb&YuRbo%eVH=^V8qZoKXc_E(Xu2ECeuA61uI#-QxB2W{lIvpvB5oITh+>C1;U!=7)8 zn_mb}1#I23$CD$BPKW)`a+9e=_P(Dg9TS$PJ@zr5qP4mlLr#|fapW2CFYo#PUM=UV z+4C!sAc!|LhAd}^X1lb@@pcg!uQ7g77?}%Hb=4lB7nl~Z4kQtdu|^A?%5jkw@K_?h zoFa4}iHBwtcC>hdTKf04hd4wMTJ=r}W>qGt4vQV{B}MWyc=0Y*X*(>9*&LR110Q9Y_N?$3(2$IUNjQ0Gco}=(Fj5*})S6ykFupI`vd`H8U z_OG@K7ZZnz<-^4w;$kOpF`u|vReTv++`WJ=&cPR-;ZIlMi-+;m@%ZA8{AH&6)y8~T z*7b1_g59P%XLR23fw{i;a{*5L{tM9Jg3GwUIBu|y8%*Q|E4jl^zF{jJ3TO-VEIIJ2 zZB+sGh+_@ZtVI}|%j0kjJZiiz(7?Q!AS}L9 z&PhDM?H7%Frbk=?K+Y|GRyuu=8KYsTFyOM8U;d!G>9-2rz)V>vJ6W;Vh0)A0;vKby zrN{$FumA+Bc@6LsX*wbbZ7|hwtc2? zmi+>z{=6N~$nzqj4!CjmVOnr@a^(yi`^29P@F*DWj7T!4?2OMIOI*z+~S z;-uWOcpO@3f8`u7{c>Kn?6}fT?F%uKm{35;fIY3=wOc1uk0<%n_ZNRuVD5q%=3iA% z^aTX$S4FB69Gl|Pc47y+ED2c1;0bgn=*KLW?f)6@<{No;uO+9r_B2wq61RlXlXuO6 zAAKlsNVw6TfPRBJ&R?}lm1>q3qhJXo*9&~&pbH#Fd9h!EaR-QgTM#o7P|IkM#>J5R?PLV>o-Xsnn;J)lboBUFQ#x1x5-+sR2r-#OriWvgFHd$+W(%VI!R;r$UGh&*LN zGa*m==Rer8y;nivjruy4NyNTS9krIQlL%*?`n+-591w=|ufI-Q9mX^VJ|I8WR%PhJ zGrFImj1h0Wd+DgVj)+*(Wn+pI`Tt^nr8iSMZ4TQwvN?08WBu~C{sfL-ioMizuNry{ z86E(`o9->V{+^v5N=Y_4s32YPe;&8T5f7eNo9%5j{d4XAU4E*_hPQN1WvPDP&+y7m z-Cq6q)~o%Mnya0}%*NoDQ(dKC?L;g_Wb!><*7$=}WfyCFrZbGRW|3zjioUvUCl&>$ z_vj-qRC7f0XyQ-|vDYC~`P|0BfQj+OhD{b`Y|o(KBOwfU>~{G2VL8;59d4Zr7|xr} zgU%Cj2Kwyj#3-VRm8-vq+_Bf$gNNtfZ6UsV54}DMKeNKXpMt_x-}47^;}*<)d%Oef zIAGuoWpG^8SPq2GkiGfTJZk%yI)?VSM~%n1OBopkcjltOz;?>}y%}kEUv#G+*N`gF z@)qMkUplTII|}y^qTz`NoQ2V@=W9QFntLk{hU^-h$7i^x^uMSBU$lfjm4`1n#aC71 zZwcg!UhA0*o&@BnTKN41V+N@u@Fw%e;dFtrT0sR3svBlMhKMeP7sO=`Hv z_SBqW6#$KDl6B;&bBtwI4xK!DXU~XkKNB+aA4JyM9QO{QAXUa(M=H6`6L5J^4zQhe zU*PAgoa_O(IAW0=geY^4+EvpmwewO=sp#l_^cU%&_WTU22p;i5`zib7?V~d5y1b9* zZXU&y=y-o{l@Li_Ew8;?mUry-Dk|8*;)nA@35@?ApRF>^SHBNi>yty&Poag2EW=gA z;ZySAA`tPZCUKFTxC>Q$LZFbK-uQlTdfD%7@BH(Tp7WBBbgyQV`cv@u%Dl-%U{tb z8tvH{BH;Zb>jHW4?K6tDLmdKA$CmOg0^D=un$t!GuF4WC@YGk-0fTS(evgFv7JA^S;e8Ip>twRqVP>7n^ zNYCdb-cW!jjNatPux*XaF`;PO`uxtqK$Lx4@*s~eBg|xHXf9$WNR%^{uT-DxPd$0A z+r+zVv2O>Elv#p81Avv0JYc7C{CMq}ia;JM<}bGr)v-?Y!F?v_s7#@20b;He zn$>Wf1}rqeHXHiw5q_8tW;TQ5M^3vBj=vHb+(Uf{bIu|Lv!WY6KGn^VHW)?#Q!D-Y{~we<%qt;eFGA1+^N;b#&m{r%d{XEpHaX+P56 zQi(yS=}ByS16ApU!S>{wOvA0fV)C)7jCx;t2auLix-_uRdfGb-+<$#KVD(tZ6#rnf z=Cb+rX-}$;fu(Gk4uJoBrOME}oG$ji`hG1eXxvnvFr+lX)0LNQeG$ggua_hOW%_nj zj_))$Swl_@j8||w4Fcb|3IrK-D?fZyffS7~{vL$6iqKTF(fJd@RkF0i&7 z4#wC>f_dZl`r=P?Ru|T&kooPW9rp<3RNvfA#qq#e$s}9!`y<{`3wyiCE>HtOUghQE z@hMqZqIeqTz`wXeuHw696cPescSVcq+Bj$&ou>GdI-kUt+rc9<0sYM$vPBN1X3inu zg0ad=eX!+B=Uc)8mMgb>KX#NN_;XW7pshetvmG1>1z2iSTGAqVb#dB9{_xQd1t3W$ zZb&G=p1u5h@ncc$gz~<{sZ(4u6|e$TPQxuEr+{l~NbTV>M*dmb*sqL( zdwjJ(r*Rpuf~p=LHRp$n$XsKXIB1c)%yfjfwTLr=GfY&4U1Omkh(G5Km#-a{OPJi1 zI$!Ev!9G^Mc49A`?+1#)J-4efOM7~*96JvDDpTc>6a1A;d2RAlyX%wS1`^8wypFpy zVD`MtdXRfA8v*y}MKREc=d#h!K+3_}*Iz6D?^?OICuzPgq~B3AyGW_r%Zt=E__u>h zU`k;7cou-<>VfVZZ88A&6$c>|)>hAkOq9xLRoh^{ zY6ekoc+_2Oo({Xq3~&(%+97e7<}`3UvQ}J~R z^%=H%RIlTo(c{Np(4@wlFk>r3Q~1_AT24{zXTDeDc(tg3P+U^%I}pf`XzpUF8ew*h z=^%c&^ZNC-uhB*^mdz>9#1xtswRJltq=*jr)$tli)aez z@ShaCLlm4d5y6+0B0nrC2GSMmeVp~u((B;VEk1GaYwOhz8X`4Rw&?n#{>`D|D%n*| zg*~GNYl4E&Y~=m6GoNgK7po47hrzP`xn`(Z<(x{tky+_>n7XvFEU@Bs$drlv2WQW z-SK4`l)v5f!?IJQay6)7e7ZgGE7y(PgQ1*^@}|8yiH}RxR*816SJV=6k@9L_LZbxO zhwO3#YF1v|(|#QFL&WMl0-AmNx<;9lFF0E9=0X){k z@P&{$Ux^ijt6h}RYI#RvpvPj@WC)ze&OA~T2L?*;flr@3!yCG~%=IvoU1@Yg+PU?; zrPcq+!vZ50+!EaL^J?fk^sCgbc-nJPM+WgR(C@Dxwnu;=1Fw#b(a1%DPm%w~kz6Pg zrZ?i2fV3fN*N9q4DV~Zn=v&V>j{@sSAXZdS5>ESYe#>eRz*ft5f1qsNW;D9G{&=_u zl;!XzPoRH!_2-)_`+H^9-g&s6tlbO8_reIi@Q1H#<4m+@^6 zH4o&G!}NSH45;J`xr`y(^fpgV(??6ZpziFQN^k?WLTreWrT%Qr9o{>^f#rK~J~`5R zLhOFO#BQ8&6ecBkUeyyuYc2z2+geGW2YiPfjq4s79|DUUiU%6kuMY_ND@YRPVlR4= zN$mchf&ZC!7D?FH;|qotpxIdUH3GT5Y6p$vCh)!$>I&|V)YOoh7+q2q8U%;SJvi;D z2OVhHi4JF#f`m{XgiDD%n4^I*UhlRN)aQYOVUKSIq7|@{3Ll}M_v1jc$ax8G2Fk*? z*-^0EWr!W+QMX_CG$q^~?rt4Ag<4o6!&a8Nvy9d4$Dx&+3`6?#_|Vwl8x)d?2D{$P zK=8}}N-7~L&Qg8Z5{t4GKOsTL?286hlfG=P?jVDQa8G{Y2V;?UFZ^kRY-s2Z%?R7N zmTDAaBkVo%Ycu8*;>;?`lhJ{sol{zOh>$N~dr26(TM>Cc zxUw{|fJbvEtrVtpmEk$04!~bLz2s6r#xi~iW?&;%$ZP`OG0!T^)ljD9#KUoU04=>? z3-QZVZBrQJb;;ESNMi|`W`}oq!M&Af!%ywh$AZK&Ie zKi_5F@4ZO;t|+hN=SQh}DQmxr;7iGTt*^h@DVN^MwNrEH>wI>BEav>`gSxdeqFd$kKjEQH0@F_A+2CGFzS$ zj3I$qq#adKm*TnQ~)^5r6|I6?Ik!{-J` z4V7NRE@6r=bu38@72V>N<^c3Yc+~xC+EFv}{kEa{*AaK`Z@%rzet^fB`|XU&s&MP7 z)fT%kaa)&UUAmeZ7F)!hzC5l`apJ9}B#`26;oVm=&X^Y%JiU86Z1d{_HUz_8CCoGf z_@yL@iE~xoy`>~C>K^!;dn;w{U~h|+WNGwNZv;WUo;)Dl1eXD&G`kJnx8$aGD%a?- zJpH5;Fl_1Q?AQrbQa5;_vfLH7JTSCtMZu~|Qx>SMBW0k$2tHk3A1RUkyo$e8+2C?Q zyjdzgQz6*WK2*B6YO5tq`KL=fK=nyBG!Z23kP19;AI3=}G+yC-)g))$FtYP~Z2Dpxf8C zTToy^|GKp{RHt26Y^1~#oYuo$DQ}Ats)Cf`6U>mlTgy5G;)w*wAOa7Rts{*0yMCV? z$1N<)m;}h3$!GL@sMn3T+ugF?E(o}zFkP9V%vt4?F-e3LsMtc4J zT)iN!&JmwJ6Q7&Pug)oY9^nHJco)P>mFB!I7QRb$9SUx6avm1g(WWw%P*+xb?~)QwvWycmXDU!WiEY z=fQwZ9eo5uiu$DO)xW*I`tzN6|K6s?-vj3FVf1BkeH(Ls&crVh^zU)|MFsV$nffiT zdQoHj)NZ{fylMc-pPclv7U@& zV2>N89?AfS0_U2UON7`hW#>~97t*`DKHQ8tG4gZ_pAj;T$8)_3zoRh$MVr(f+P9QM z7jf%4Tdus$zd#$}Nuf=l>A$_b3*rnEXvCB9FRzB~ZQGi>Ex|+BfPNK+o=AqhbWrbC zzQq;_T2o@Q*7HaDmP!#@hb0sDol2_J&S4U75Hyw@1iTF130&a6oW@+ziyhIV1`$(4 z;3j#i|AbKM;GA@n+z3^Qt@;M`zJzi5C?(-v2*qO9!c&F!P;AVX*|^ zhzh|)dn&^;ohY~12iA&a6^E`HCb`h-SS4j}?SG`c0I%0A($nxps`C*u_qdHHA9Y&NcW9HQhy@=K8(5xX?4Y;<8^&Ng#U@6}0%! zf4^awlup!f3>)qUXJ=fOI zcPHuAdAfJ1_K_|Fo!pvbHRhvDa#Y08U-YNAi7C_sc#-1gIqCQ{bp#XM2;i*<+fz(o zr;ZNVaW8<K*^{Yp3OFYiECzypfB8tlG@yQs3CB8y4#u z#-f{UUo-H`1x>az>_m!T1)jOopmw7RWJ?s(xc=_yf7+|qvMt5=`0Nu}Syhh1oEKu$ z+27l?^Bn)V_GePN$g-a;1QiXU=~D5xF5!R2)A_`N{QkHZcCFt1K{w+yZ!ES&(Lt(e z`t@W!bs#f(_w$GMv_XyNy(MhDP;0a!VyQ2(0|tiqy917w0LQy0fveJ6(R-RD(wI_NpH^9^yXTnF zZn+kS05t6#Q_>wdB7Iq2)<)KrBFU0uhVL;X1786SI?7*xqJZ|$o^$d37L%664xh)Hi}?*vD- zqDKvh!oC7L1J$^rW2nh(!&NL{kai2E{4Jqu>=kkT)SjUl$?jD0M_GYP_RT~WdSuIM zgCUmwtgSlxWhI43`xY#YxE*-SfiaRZbu~EEgEKdEhDd!K|NJxhsCj4U*pivr+N{88 z&wIz`SS|_(XE;t6(mZlm|Gnr5z5=7ReQNTI&c3}ro{J9g`Hx{p}itvm@ZtW zPhQl8MRnm^T^L$d6P8a^`iqABRq_6!kN>Hrf6?B*D)oP4$l1GY_^;BPPM9a`@kFxy z%d0;Z$?e~Nk?6ildVfoR-z39t65}^X^1Fojx8yk|!a`d~ZXAcXOT=51cRLFJP(+4@ zoe9I^w(B~rN>pd)fRFds?Wh>9#hjg})#IBloE~XNL~ZY}cl(85U@Cv zoAoC9R*5Hh6cM%V8tib=ycMJLySXQx6<;GdPaq#Bj6<}zeW_mrP1Ezu{c+*YndO*$mm@aahhwVf{w;R0gPF1ajCLB~2*%g+05@Ut$ zo4Xh``fDlKOw-r##SPKu#WUh>B!)X5IvQdWQFE?0gEO-~&T$%Hcy)zYvzYLW@3eNH@^ZH^Au= z4Rygz-GEl#psWuBSN5%&aN|hW4}f-Hrs;A=(d`zhdguZkZAhIy%-W&N2j4{o^U_aFMGWFrU<1SF{Z{KY&lD_< zt}@#)I?n;e>tvWmZXc*K+o>7EP7VXyMHQ#U^*qqxmg`e<5bu1meE-%4q41m|K89nn zlc`D++H#B*VVW=T=}aX(-{n*6Avmr%J)au2b06xEGM5~pQjIr`8tU+CX^Civ^l}Y` zy4FKtH-Q_pFrclaI|awBr%s|$hoL)bC4*agNt>~g@3THan#IGV_eVEyiAyt5_;F(o za6CTCdIcfJ)|Dh|KWXRsXefv*eY_?2@gQ{|oA|RT4&XSn4h7@~^P@Optc)XTc>Hs$ z+??sP4tI8u=1LH|Z&Ed&W*z%q@YA))F7pcZ?UB_^Lh@kj4k^dF>6Z zul_h0p5dJY=W%p#A6~fg=%_vtoVP8>@zgxet4M~P9ioQ51KWaCAWX#ghp4NjbnCMY zMQ3%zfcEZ2b4zAOCJE)4C6A>7pTa(0^!FC?bv8k}g!D~B4mi1uG%3cieL+e<2)D)_ zYe&C$>>?%PIzdx^%CVXFVClAq52T&_{g$@3o$ud3Dz?54t*V*_miksrajL(OM~B@Q zc3EbVOow`&S8V_iB)+RtsR=W|=8$Y#HBG3`QmRkhq^rXwktc^e2Q0uU&Dp27jE~7A zQCFW~*2=@#dkEYtY-vtv?=DGua%Vw_zSpuLRToN+zDZF24^ z;XLFWwsQq4&szHSmYwa9;=J~xtE1P&iU|?juVw$YNf4@XkVYSTWN0OL$2Uen*H`U% zf(}?En>bKm>&L-6Q`J2xkYj7#^=6G+At9;}hK=EM(G->xbE+X=hHtB=FmE-#2Q8cx zXEmmkMa|M73yTn*okI#ymcI>Pmc9E9g|srG#Y%Y4)>{#lN5Cdbq3FAjT)uGO*1KWl z%m{Z-Ge@7jPJluwhgf9_AG}Ozgi%$h|#Ycpe9d* zQ37iUBW~$+0GwPbr1T+Z8K3-Yuu`^^#&HplC%(xcp%ZWRVTrd050%&hW9b?=bornI z${JX#HE->5p{S_ss2NNJRwMyath?oZaL;H!b8o=MRk3|(y7_*Fq3Eng28sk+gKs6j zQ@cQNd%$Mgfk6`Gu3R-f`#qUtG+M~vhxpO{e4s~e52gLyfu{6`lmR_*OJw{vK2|h( z{?4*o2b+7Y)6-*Y1~C@ByrZki(Dy|6A8Y%4XeMKQ9t$S6V(r*laTL@;^DnRdM0&<` z`bz_68aj!%wi4J5aDf2;sprJdk_m2}kF87EaW^<~oEbt1j2XaRfh=h!xcY1RBQC72 z*-+fp$XYM-7Zmzbd_X$QoP_kRH^p&@`=fPM278a%>{S~*Qzs=00>XOTe zewI6mL`GK0(iN{Qq=2Q->{%eQ@c}8iN1S;N$BKsIrH176qNgi0#iJ)H-!IV&%fB)5~jlz7K1@=fxp8Wk?7G9o)5%cJj76}OYRokU;LTY^n_lm*oK-gn&7x885( zP~yuQU_9XY{N5@OLBz*`(B%3leZFIB_(znLTuxSfW`@Xvy*6+Rcs0oA&I~uGQ{v`O<79nxv;h%5*?{DM zwXD~EBa%qAC#?)KSnUdfbE~^l=;0c?PqkJUbNJczd^IS^WL%V*>NKBqfOyC8 zt+Ta!qW{Uh_+RkkK0v?@;Q8XXUl{RM`ur!?{=&@vrtx1m|5t^83kl?tGV)0;xl&Os z#FbB)%Y_v4&7hIu61^~pV(3m~txF0{E3=UYz3ex7%G`*$%13fl>JeRC1^X3jI&FWbWT{s}Th@v<} zZuM7P0a-R*(UYd^3-+O=(@(LqEHJF1`46&BFaz|iXM}+{Jk_`9G;je^hD(k1JOEMco{Qw?+UCJzH@)|=SxNC_bNDaQ75`+8C{f*t~yDds!A6Pri)_J&=q?` zbKIpwV^k{XhxN#YhkIN&WmoN}0kK-X+p;tiv<^=q#ccb1DGsW#t?Oy2)3v**Z6Ga$A!>?m^|ruB zRFOdII1x?$JfVSx#?-@*fb{km>Cp9|k@W{6x-|Qgy|dVGc+x*FM)daT z&$qABueZVwT9m#}hr{)!6L#pLqm|TjoO*a593vAxw70UO!_c8^7ZL(cuP}Td0MFsEk~NBu`BciC8D_F9|q6S zn_IM0;yPP4QFeyymy!Ttl(o`Y(mvW&GUvw>=`}iSFj-J6B5EaN&9T#x^OCH<>@kno zm?*jIzEd6BSVrpBi6%G2%j)k0jPb*fO%~o9H9L?O_pDE^t*bNF#mDQ@_3Pphc6AiH z_>XBhu zq((kol&-)}!}0}Wd`s{@>W)idmJ&QPpolknuJt)!kGntbjx*7x9Qgs%M4v2Lel&;+ zPMgn*VktoUXiJmQY@c+B^4O5LvUn4|p`M5%iy?p4E;pf_aeJOLqlBb_UqUh}ZDpt- zfMxc!$0@)4hF!k(Ikwd1`>SYm>T@*st>rbDVEuN*?cAI$a*DRrpf*z6whzydWMMH1 z2_|t%9zWza_>ZgtwT-disHPA-GhSgri=8<5XwZQi90lU__- z*}-)=$;?_VHTyP*W^h|EtMt5^oXqBt;?`rE^?DVz+k!rZ?h-I73{Fsf->`- zX%d3ua}mFa;;fdq>{OJM876Tnb>>VSv28w8=vk6`wZ4My{D@2`RV&L@cJi7BFeg{L zvLdO*p9L*6-DIBHVUKv&w)#}n*>f;Lp9psbbJfXq;G=rPC-#|Dbhu_oO%Q#zu5}54 zBTz#A^$)-=TH{p{#qKBs2lEb~2hiId8uRn71plJ*CPo(0G~*9gc*w+_{>O-_g?P8U zpH+`eg4H-X-)|56klZx|e^lLkPpnC3UsdNj@BCf1)aeySHrqCWk(X^vZJ2ZuYBcK! zx6z%=2i7R%7{yMv)X~+n>3}~;enkX;!SfI7+JoH zhi7*AWn(V!0tFGGcIu^Vu&X6WztOmHilvo+b-W%ewj!mKMv*a|n&JSPkMFLnc4i5v z-PhXx+Xz+Zd(n`gJH52LjkbSz^+%@Nbx+?thUG|II8uhoR+6w=K)KJMoTXdm6PrmM5U!g~S)E*a%zpDI8`4A)07Zp?P?Z zwt7uj|9z`ugVvWsB*{{iv~r=}*L;8qaB-)#jQz^(gU=?qa=;bmXd2IMr6%v8Y3uR0 z-T1&WF~jzKXH1I+xkNJXi>D`5?w&z$aj@llWOGhcURrq%U#vIX!X96qmS0DLqSNit zpEUJhV%^q^p?0b3b+fVM#jeea66xeTbQo8|ap2oL>_c(kZG$QC{$|(rJr(Sx(GAjc zwnRTBPK6<~5j?1IqAB>+%q(R1J^r z6sD4~Y?dsKs&4GGBPv!O4CKY|K_+LAV)x4tgXe(;AK?K=#DRoXYS(Odp2jMX%GM4! z3!jPr9ucDP8TGXa1(H!E&rZfs|JHP-RRqG&5~-OkpH}EqSM_dmo?i1$biySlhoezR z|K=i1R{hBq>tF3<+y7u2Xb=#>)OaHyb?Cox1Z2UYH1WEqjBTdilH|VOMJy3t)1QoU z$Mwt}q!?0~`P-TM%f|a+`hBwqzZi;N?Z-dO$}iUDH^|W^KIw{Px?rC^ky002)fI*H z4cYp@cfEDe1P~4CmAeF|d;_tKGU@grM-NshwM@rr_K{}~Kf99U6J`r>?%HzY3C@@y z(~Kaa2?*60ArZHX^z?lCX?ijl9G1&-nC9kUcLP!eajSDm&&_C|Q`QA;Y?ydt#$1vA zoep}WjGUQCKiH)S^!PAM&%}Gmtpo5YN`N)D%yVR31#A$ecBC54_+~pAP=p*-sRFZmpa>85p59pY}Vn(vyJ(yg{xrL<2~FEWU!r)W=wl}9uIs+ zPEOh`d|>`n(gD6ZA5+hGj}zopn*Jze6Yr_Pl!)0S65n&XrK`$ZfpQ6VXzqDKj)o`t zt(Gjc(AMVAI7-3*SvX%c+%c#U?&%(P7jwWJ4Tekgrw$ z_tU3|aEf!C;BFcR{t-R6z54Ub1Nc>#@)mP$`?7Dyz7{IprPiKemG^qe6B!0?%{aOErj*H3S9=k2mpAr^)uPN`RXp<7(Y8Q)Bf zEA8V#68WT*TnH#vy2=N+<-auY{UUC<5WJJNmwM~|Pth{*Xr@~@sf7A%q=#wuWkUv zkKp3=5xeCy(h}0y1VzUtYUVWZQ={Rk=lN$o{ry>f#zVRW5#<2SyzM^S678mN%n*vyr*3me>Zq+ zf1LS5waETb0+xeOK9NjS;RdNA!vIp6ez$EC&9^lHJB7;Rn!awCc_kTmYxVd1(RZp$b<=wOHID= z$Qs4Apc-FqveC0sF*(C>?8HqJ{8j@syIx_C$Gx>*^!S`@*5E|L2!ocYd7mXePy9wq zuq$`hz6mwHpVy>jcHm6?oLPFf=?zJvagC=2m7z+-nv_?vUnqA{AxfjRY5~)G^xgVv zUH=Wc*3t0i98p&ibee4&30=Fr`137p_j{MZ`_|37i0oY@`91~wE^>btalng|;0>H{ zL2`WIJ}xMcJEr6tfbs=axguMz4_dNwvJC!@u_@Zgh(b4z5U1piK@hMAEn&yy94Sp> zPb&=zkY`p_loYbDB7kic@CS!OiqK5_;eka|td3I55j6?ix?qx*_Nq!QOBx=9H#T1@ zZ*LdDj}NicaB?w#cdA0Qb)1u0gp0af@~k>54}lFT)ggB~tj>yz?BX&#h_vR~<6#CD z$BBFb>xnc&t&;18fen3C;ZM=VS5F5sNwEnAIZe@=cqi-n{_4-SCXE{=lJZQ2K|?&L z-qII6M#2Ss@U*wvXlow9L~Kz<7%3SUARU}kOZ0HLb(OgtKnoK5wCZCRdGuza?!8;c zt+NLLWFq%%g^~`Np2TToW9V&Hki7{1=o73=@ytO0VcRNPjK|hvOAkfdik843CvpLS zmF=ev*9BS(fBoIdH36nWQs}*=ccGoKV#%ZQw#p0#zok(yxaFdOP$mzT`iI%YzWJ!Uwy9&@nH0V=e=psmT*Dt#19ewK~-Sm_`<(K}ZT%c2> zx=e<+=+En)cz^ZhTR_mg5)PO_h1It4{ea2g!smm@bpFf=yAeAh%IkB0y{DW-7K4V=>_Lflit9gmLi$-xZu-TCq_QNd z$reWw)xRN&nx@DDb))H)l&8O5$;@QkM3f7X+hghU!(33Y2Yy9obD{l9gT5#kj&0Mf zSyw?Q+HG!|7ulark)VsD&{crwQ?BSDZuG5$bdgQEsx^K|J6?1kud0#X5|bA_%1`ym zi`M0*GUlHrCW?GJ4VUb#J0_R!6LWj@=iBf0SK-B@t~N=Dh- zbWhR$<|&*=xkk8g7!Q96`+UO}UDHn$)Qe{7hra5k66;m7^;6&Vq6T~Q6aF$EzB(0O ze2p(I$e*6c7l-AmAM=NMa|%t_uPR4UQsqd)qm!}+=;mKub!+(J+J!XlEdzOkm&UcM z(DHGGBJ^IpxwnL^gb+)Aomw_UpC5!os-%cW-^(lR94_SW>I2&fakz=Lj^Gfu;g(v> z9oFs$!J(Odl??tYsa`SUvf{z_vD0Gc=;*}>qeJ;ygsy+q2eo1z_UEq!^Am6^uS@PRM>D0G@(sH5?+cmqUl`iS8 zXiUI#NAb@u@o9nO;}XxVHYm3QJIs)iRvWX&4P3S+qG8SOxcarB`Y2IsNzJ=4x0hBG z786gzC5ts&_^Yp!>``M|Lph)01VS5zJtl#n2sUt=kGLgO5^TI2l2 zHQaDc**_!$4FjyQ8Y|yz_4sH~%Yx=NGrVmBsG5R6sW@3)70WZK-fc79d^%pjsa%VAOu8BZ1Lh5a5d$hXXjd$6_QZUc~|f=%xeOQ;Bk?vr`A{f)N=JH zAVp{E$*@&T#U-sKPf-@QA0F$~Novhq|KMFXzzo8jT{ZXYvt6p~Tn!Cq(&J}3{E`S; zF2DiL`CoR{kO;YP)s!sM=1{{U6({x|vXdjUg@@tcwMawSe&79%rTsr}O#H&8{5lAQ z<5s6*!D>4>j!22O;i6d46~vgkDIJqiQt^ftz>=XXs7J zWKLcA?X0Mm;Bt{T!jmMJF=aoo1Ud*x8b2F8`s3h{9;(goSL~r&N~!SGd41a(61ZMm zwH?w;4}!{86lxr0M|7ApTv0$5$k0E~MHe8_6}5DMIDG=5F7T;Ou+<;&C?0(I%fl)w z5-5A^;P0>gI5c&uo6BgN$#EAt8l>a#Ir^9{2!FbZxQ6kF62Bf!Sayqo@$8WZe1|mq zK%X)56H(I7>Vtc`0s*I|>%8&P5YJ?~?F8YqRNg`3um?Su2}e>|VsTJYmjoyGrxjbHNr_39EIJ0_=N0=k{~DSKSq7#`3=cbJ7l?+_{T-YJQq6 z?5lc&?KeQ7aY2m}$@%AIrw_48srYDno<9Q2OrwX+cLc}+L4N)}Cor*(+79p}0J{&t z79d2YSN)ciFkLFP6!07`8oW7`iT2%S0dytX)={D1^?0GwjCZT{b6b!r{k8@&*?Mzp z!=G^htZ9JyF5hc^Z@L{NF{K}9tkqaf3~n9zP+>}(2u~F7bPGW8yp~;dx0c_To<0lP zFYs}Y$(Vt@`dZe17oCQ6&Pcqm60v++$Z)6V^zGG<(6v3E9E1I=w*D&U+Wy`}*P;;Y zsdZ{=2~-e#tybDfcoibR&UBN1eS&*i)kZCrb4%ig=G2O|*w+#WEDvA zUC~1*=Ma+FZQVZ;gdlM)(8Wvew^OKA(N`JljB}IJX`4d$#5z7?c~TePQkR#Nf))QHh><`6YCi+xKsdu?AY%AYUqC4Kxb!6_)KudP!Gzmx}|!U zZI^2=F5V85`sk^}?dIf9dEn4APfedSlLEAbbn)!6q~x$Yn%Ek#>Y!!kl`h2^^nM5)Jx*yu4C*9J=r9G*&7uJt!GEmjKMxDTG)fcOW$E(j46~ys z9+vy7KR=%~tG_>2Q`U=x>&5W(Vh?*Ulf78aUX5x$oyIOBuIoVTGCup7wSA7|t|Pq5 z!0$31Y)oau_{FI#h1792w{7D{X=l#2cinKS7xlWOrX4?=2CW#`_K1#}ZD%02bNPtt zbuETRZrj5YC3`@pk2`~oJC|t-Jh-y=&-h8RFX^wpJ!*#UnzdC1aM^Y~XkzOxa+`C7 zETj>{UxuEPBZwi6l-T)ar=ELbhv#fQk|vA{SN20Rm_@^j?be zAN=1>HNPq3zyCrxzfsgLjP?uv{mPdAqSjw{_*d5cu`Nssiao|3nFk&-Nv|fJsIR0t zF=>w9bx@X(ne$H%-6Ht#h5&tf ziZHX?KRydBvxNBVLsPfQp{_{0an}6uObqdCW6Po*-udnA+yo&my?5Fi zg?VWPw2rOWV?FCh`2%sQDO^67W!ktSjL7wNdk|onBMsy0K-|{tLB^V|ZpE>$0OL>F zJSSo=lbf;r`XT$T^Z=2BXm_A`jRO6 zmNU9&A6=A^uDVJa0Rz3;)<%faiMWDtzjRv|1Z6V|d3)0RM-81i@Nqv-~A(v_D0;35lo*DY@n?fZ$i5J;NZl0$j68y?hYU$n)$?`HbCdbF$4qc9&vQTK<{ixIz_*+ zsTdjYYb~8icTh=H`_;$BYKBxkbO*MF87|)4Y1PCLu3)4^4b@Wq3>vL%`k-{6B3l9E zD;PGeWul;ZDBPG))QCfDWFiM;x;|+G%3)C5Y@AGPgxXvad|}BsWqAhU-$y45XV4aL zt_HtBsJ{L9nyvJ%cf<#D425xa_I%-M<^N4Hs&Hr($zm0mx^)`nsTp;B_2&!hq=J zs0-E_=LHa0MN}op1hC4RKtj!7nIQqEGyaUjJJLM*A_YCme79YH(s8WPp5WU8OtT%z zmX$KZObyUDvUIX*&+bok^B%$-9J^p{h*c$y05_oN#&s~@$LrboJR*;g+#w$1`8&;H zd66lPfZvp#vv`UKbBWOLJ3&4 zTRjy7RkIQgFl|dOo*gj{X?ZUmOamNV2dr%8eZIl#Zg9LCeD53XcY_Dsz=Yqx!%vjr z2cq$R08RU#uKc>*;5zX8!Jr`*@M_YbF)|&4w!@(XEd<-^+%ZKUrDTk(s(JR5%*7wg zdP@Pjqs{hC$>z$ajIC!X&l&T6MMLUJx1S|Nf~^plvACScln1<0PI(k z)iRsb0`}JWtKkZ}eEQ7p1goqHPkfF~`0R?jim#lpK5VJ!XD!Lo>4TZchMDTTrT5`O z6^iPUWZzFChKp^()#TyR65?VYaj~1Ym{VM=EUrYM3$5rvLb_0vzW7ZSGSrnibs<{) zla=)rJV43SPb)i&3uNXP1<&=>pKnS3wpqiCm;ANa^kJ@4

{(R>-zdvEyE&2dNz!MZ!Qjk4R z?E%7J;gNXBevbENn|;QMqQtJMs>J{t=Jh6r;U>NaW`#46s>|w-Ep`bclIT)CavE#X zxhO!XBmB{Kyml!sJ2PGEPra@U~;*cs7XI|IQ0yRn2}pK55D)g!G^*vxX(kq}?f=X8yg58Br8onZJTP*03eAyfT|eeJ}qSkBq#=Hb4mg~q-yc7 zDV0=5KSf@k9=0zt9iU*1WPo#Y{7D%^)a?2 zGp9tfdftIT;VE>&lSuKq#=*BB!l!z|MQh=r%kZh-@TvB2(T4a`lKAh%ZvnRUK6{AH zu0mGwtFY}BWZvSp$_Vv8()Y0RqB=>o4pFB(Ot*Irr@an$N|34uTCJ{8+dKsqcKSfT zbuw&scNr<1;Idbp#2c(~0bL&#)}=G2i4;rqRxTBN46xx zzaKc_lz&vWafje;OxRI)DRh12M`Yz(GUB^i{Ya_i%VZ zmwfMahAo*KE4QjPl>*Z`#d&rIMNAl&V}EtaEcNhR%r;MN!#T!R#(Sv7+B;@mDZCLC z1y(v!eg?zkrq4j;_~cChcke>FQaxD_ZnUqpLn3?oN{~_ZcmHf`kxs0JQwno&zBVVu zyGX_k@QED&fx^JAy2>q6D3cP@IZS<*9!Ao+)VEwB9N`24Mg$nai12(V-E+A?ew%qF0_O%e_9@eT%FfOX?e2UMz5H(bauY z4f%my)5Y>WWrVpFs7lG4Li2{d<~VnpG{Et=0ntgNr}5KTX!-6_)Q>@;s4-tt z_-KaH^&t~0@)Kct-p4=NcEf<;lkY6-M)-ntzMp~iT073y@8Oz&Rp}zp*Kc1f#w9~I z%qH)pEpP3JQp_!J>I?p&E5eLvs}u9#13mc}SX_ss^=j`I(PMgYDFm^AvTf-=0=Kf$ zz7D4q==*x8F&|uUp+GliNw!jgkc|VX?Pk7GIqO1yc`+oJE_O}tqeb*0cKs=h{jH;Y z72W<6=>FF7{?h%vh=hMiivPE~fKSBmuS0|D+#wy*rBV4GSCxnBI$daJB#@Z;qHjOQ zt!R(q7Q`>7)MVMKZ(KZ7p$5IB4F-d~U84>x4N9*X1WEnzJ^T@WlsYkhdrusl6S^%k8$bF~!Z zocD(x!O_6A?w)Q8h3TJ~msS||`C1j=CGK6o-eXn>4g|?Dbpas)yv_p`fc6E>{f+(p z1d3l^`rpS0m$M=K3!+D)~!drf56w4K1;4L&C+zl9`2ONMOX z#YZ89ShZxV80#g0VccbBWOiU~FRbgCuGNK*{YhykggQ@i!LOZ4AA(Q;paccn)6^Z6 zj-&oLA3|5}iLk8>Du^k!n)1HeiY2=Hx&cqLY!UCkH6%2@+O8>vMC;Az9vc{V+OrJy zcX79$o{cPYFf4QR-aD1{tKRV;J$2Ekx~W=yOJIG=Wqm4ZT~)X~6uYkc>g=ZGqLLOnJA!jwZcH!W}Sb3_2=6h^H&Cupx5uubMzo3%-T_7_ImF39cCiJZ$IZ0Gn2JIO8mbW5m)_HOU+urenEL87)aV(Dr` z1B;q4YCw*vneumoP$}!}8aiHFNK06oz6dz6714p4&7-d;JqC|LeqZ|GwVl|GS;hGC z$#E1x{T@-yZ9z2Rdu*V`auDr1 zjussTls$y8-z@pVai^>D8|75kc}=H7$|W?_9#2>2RvF%9YPskJpSUp>W6_HZ>BY44 z)8h1Ehg*j7W84kcL|X& zBznDo_lkB87e`xe*+O`fO2Y=FvGVHL(&vDA;|goId_?%zx~X2!z)19OB3oAGs6)e= zkYhnhZ)wfR#C3UoMcDS!{V2?MduEs+se8Lx5gsb`Xz3N5p;93~Q6PWTlvRqyGxKbo z-5MV~foP#OyX{X(+&C6!A{^5TWVWb1B#-AhtfGiMju*kOodwKRwAiOZatB zV&%l))|}#!kJ`P-vz)5rVcR8-YTgdutVR^ci0w7+o?+MUwXWX>#*(2eA2jq3#eb29 zS)3aG@~ShH$D@5iv@808NmV{pdNm9}=_iLdxd^8e4%ny4f~l8Oyg|YXa(m1tPqJJA zyyJQbF72r+DagaND72h4Ju2l%c_)yIi0mFUs8jKwYlTI8&v2lUz!UAKN3N=n3tN(Z z?Wx>LVS5xqRoTaUI1WjtDD@%rZxI{&%c;jBmM8D&k|!W+>5MN=02KD$Xz}x(^j#Bg z0XGE=BH|q;RK#Vb9q;dL{DBZvCG}2LKIi=$6q)haktf?MJtdSZ(UwyU>PSdu=l3C< z0cy^q${viBf>u_?`#nTtYuEEKx;NT(x+!Qv@03=0T&Gpb!uGXLE@>pAG<(I9E3W&h z8#kqLaOB%Cd(xe8^ww2lm##fNUE~S+k&0t+pUh_4QiPr+URzHJGn7x^05x7|Jr^Ku zXhPWeqYz>o$jxwaDsD+i?ApL@krU{OlduPX=WF5rUqt33u5xuxjc#e*AAaWT#h-6L z$*;l-K?&!spsIbug|rq_^=$rN28iRye)L)7QVF*ZF;C+n%s&4IN& z8Pl8iw8={v4_G3pVjk|us|b((f)>8F4??d2$$A%Em5OhP103`<^@%b@8a!`Ku%Yw9PS-5H9chd?w$sp4hR>& zgp0ev#f#zU-0wp2_|pei>a~2bx6$yjWMiuZ zW)D74pRjzozWU?BE|yR8kkU%BmE!0zgk6y3C5|54j9zL-J94qQDh>WU&#Tm88zfIM za`zpBkQVX&EE&jfU|Z7a6Mhs~>^L~Crf-MDUMb0f7a4Im(Q_h4e0CaiQmV%W{f`l% zoqqBHSi(PeE35-C#6M4QTVdg6D~CiG>3Mu)LmBJ4b)-EHZX{9iIP6V1Nh!{Q>fawi zsG9`v7?yCK=v~wYm?x^^PRNLNxeE!kOuQmd5ph5dk6RYt^748!GANgXJ&r8P#}~vc zaS|vR$y|8gY4J$$r1zt1+h#QKxeUmfyR86Lg-={gOC^M6CUvvQxxO}jQ;K5TUL;L> zzMl>b7I84tNAeKea0k8v%Ln7U(R{rM6S`*mOp+o(5{8DG7?7|ST0$4`Y_US!Ok@Fl!!TOE}E$^t{_ z?UFV2hUkxw#8akfKAe{iWK8K2>j0)wqBH~v=sOpDA{T;Il4 z{3}}6tNcOqJytxvLZlp!v|_KBITG&zHKLk6OIb!9dBkr{4txez}ZPbYyf zcAx@BVFzq)1MVVlc$Gu^6i>WJEnb8fzf~N+6(2A1kXO~Vi^kihBHXup+*NDtQs-s?HlO>j9Lu^N2!<4t$(<)0^IBS*pm}(&%3GiL|OFDuFBEUK~Vs{NhK|M;xAyK=5?BO7!I(d0x`JsPvYx zPRp;^TyGHXMND&I^1<+CJ-YnL`yR*DS=^4{N2Z2+h3Q}o;`YtZfv*A^LzR!)g2xR` zL%?xI4TcxwSZc{7mp^QH+I!m@n3{P1&c93Z6(X#EzNHi`7Zqyt91wgTOAzX7q+KOb ztnW`PnV(Zu1IwY`yK8yJb-Rhort8BQncm24;)m4XKM1Izi*<_%F2|nC_YSc}+A4WO#-@C~jlf$iVrfcu~)k zc`1z19>uYH3PBfH>7a2&eDqSH8e|vqOiFUBE75|2|g1r5VnTaSNF*BjeO|$5-0vyVg|u0yx#({u3$TomDPi5gHX$@+4zsRXi>K=1C-VuL-6B zTuRgLkuT*6Z&=9|^MuO961~KewX#)!w3dm(og5i&5f8Z|0>pv(s;L z)SH>=-F)?C*81t~`fUaKKd^xMn8*8Bg~;ZS#0f2rle>qC6T#^A3|YuWD8V6ABEbFe zXO#Y&AqgmC)P1JO2Dg_+omjTClG_{5ptS-W87%|Y{B^4KMswQ^g4~4R$!>`~fscOj zNLw`M1e`+AAST-qek-n>Vwdm4teHXPqwzg8PW4=wusx1v2tc^d0vvfxR5gMmHI(JZ zBX@|kTp6mlC94h_+Ww=LE>SL|kZBSdXdD_0^wGmzZC-gOUCsrM!IuPrVq@%^5>7 z%cz1#D=Qkyo_rKIpEM$2U{kQwV(eAO{3A^Ia5N1As_bPGMX@9chAy+e7m(Nx(@(a5 z*&P#ZuCQaMqp&A`v&Tml#!)j|!Q2Kz*R|zAqHf_!NEocYl7;Wp4 zG!DNkjF-7F`fPhO>gNXYl?IVxCU@Q0c4@n4Q=v_|qEb_@P*N9DLQ?g~<_+K4zc(ht zE47;o$_^Sm+I`&7QLFB%r*}`#GucX& zRwGA-V}2)o((w^6E;PK{n)*Z(*K^khvo9TeS-v#0GM%A#Q2VXnmlr^*K$0QJXE&?5 zL6HvJHdfw(g)y^~A`7(7l;XB`beC^?)(hjmavd(rh;JIjg>&)A(75n9uI!HsSLB0P z^52uwKBc^Vf3Chj-zGvA$Dyk~(U+Ui#rx>ylyvb`x>EZtM8Hql;Duy(r6hjy7cXST z3pEnrzJzBW&%d8+wg0LiF@u^*d~2%%i!@^p3W<3fqQ~P2x*5maP8#uH=-!>4X8-Pa zEf^~$kQ>7^F^xT5r5#yCRI4pmYX@+?8t~FK*pXy%j|cxi?|+^;-+OQ0UzYVEq?P@` z1J82GC@^&z8WCOq0Y%$G$)!cKTcXevMuT!BP7(XQE?J94KO*04*Bb~Md{%nqDN6UD zRrlYQGM}pBzb-EhUPetyEsYaJFX`#RX8AmPU4Z zh)W_-+`V$_ZVwmLBb(RQPZ0B#4~Fz^Jo09S8GsGvfqyxlxj36#d{C~gDPI;V7eAJZw);g1{-PUyRhhqN(tj%0U-a&;>i8d8`mfv| z{mtTSCTRlDh0NUS`r^+;0qghYrkC}tt#uXR`jYLshdF)u)OQ%*niYi z5vRbBR3VD0HJK0(*g<_~JmN+|*E>x(m-w;=Gc??3Zyg-i5rNrrx~UOz=7W3ad;2(b zq@W%8P1W~yJ4&Cx^M4E7310sU@A1>Vn~^#SNdI^bQRmit<4-B{L)2_%y82!Ld&XNd z|7*`40%$t-R$+i-d3h*AGM;?;6HaVQ+VWmtsIiCQwxYujD?lF^TRpBXIWLv(-j$J0@yA>0wAVI?G` zLA*>Dj=6&h_SUZ*&GX1@6Nn#m%F4+tmCbR#7+hrDxiD=k76_xVTEYaU>uazlSMa=c z@BcWr=!CX780{L=o$luCAgpLIVUCpX+qiqn)SYl)IGEG)THSkxLvyHI;qivx^ih15 z$iF+dNjdluM&i~pONRCKq0QsqZ)y(rW#Xgo^Qy}*^PhU`tIo|6y1NWV8AIUz4_-6v9w02gOJu|3nl}P4v=sAo(Le|4EEOM zg(n1+M7ODoRc1F;??$LSHc;RxTNr)9cK1RLp>yttkimyry%@Zy?ySe-ae9j-;WDu)=3;xJR~Z6u+%wx0h#VpC!SAz@>)k{xlNR&~6xEZ4BCH%s{CO6--@~`H zWEm?0RaHCKsNSQ&V+<{Zs(8n-Et^Z2Lm^PYqUa@15phKT-?E6(f#-YW|9Pf{#9l$W zJ!EAfOO+QCcYpOqiuDg1G^TD0q&nN(ui_}mfPy0a1nUDK$HF9~DQ*j;y{-W`=^lUo zKwC58bnd2yOKTxG&yqV;qsJ|ap7duxg6r{bgO8=d{blD+FiTOqv|tz@2ie?^m6IHp zTAD%ts9;B^oU3bb|Z_ z;_B2x67e;~j{?RBj_kxc-BfoSWYCw+9pv*c1#=DGl)amFCr0%%cqDjhEGda*jZ&Oa zC!ZDiVNG$imGRvJNsty59=U#Y87u_*N6%SXKVt=5y#1^6%Tqikv_08wio|KRd#%t^ z>PU7deiBT-V?6HyjUx*nfSZ8F<)z+rbLNugoUfZ~GxP!#rB0uAqIZ}mfXsAsfZFfj!f?d%{YV`NKa!@O;^!;GI9rj=wXm}Md4&97{d;rw4~M~ z200PN?ph5?tkqKh0RZSvHGFBytN_QOMV4hp(y${5cmVy>B{n=Co-w~aCuufq3LZ-j zpgv-((|+Nc>9ZvRou>OS@xO`>pF?2QZYDt6Hw&7Klwj8IJtdw~8#qK8O;?h(>H2O@ zE4hd9+|#D+=4p5Lzk8VFJ*@R!K70?epQ|;{(@5xHJ9INCdRQ904UisoN&og%`k$o= zZhU|rLFLaP=++%cW*z)rg}Gx@%_)RhYN%?{8mq&)BjF>=LD5hq;T} zF2da9PzwN+p>T6gj}9#9RNW#Q*9j5R!wdVNC9K2VmIC)862DE5)43m3u5|Q?Ik0Ww zpRF6#(P*J4XWma{S3J5=Rn@*7uNn!Vewr5pBBHkXvx(J^o2HkNeEdRh)x*p@O1JX~6o7{(f_=@- zi?LgTu?Q>*ubn@|>T_+wboEAB-%OOfcQ*Uk%>fO<5-$>3Hn*%|%EIR;%ZAIUlm?+> z%}jP1V__v%^nVFlKjg4q+Sym3?T0M)L&Wr&IH$y_s?59_%1Yj7bU(67(djGpW4VbA?3U1^2;RU>ZtPYUwOKZ_Cy=#m+`&X7#Z7^=S&Wi_E?SP;Lb1KO z8y1X|;*L*x5oSyP==^&?73m3^zMLDdOFU#Gj8;sKRy+*z7ZZXWXV#HcFpwJ_p*GFh zX6b72yfu~6l#6{f_LI%LwYw+Rhy_EHkEVnnBo^&Yk8{yDFM)n+p&MVR3nghx|2H{6 z=Z@_7-$89xN6jDgGOA7M5%;K0*vG&IP`ub09+lyo0VN?DGfL)B9G`QosGeOYnnNQzw0U5 zn+bTH<+59R$Jr#cM1fp{lRTf*g?{5oU@ffIHiI>F_+?!RH|0kjAxEXQ#R z^9q^tBwZ`VkY&)2I%?A=cG;XV66|2?sS4`ksThIqv+z95coNaPDb zS*8}0@+zc=;-6h$Hw=}77<&6e3Efnajk)-3p%GG-=SVz2zgcQtnx!U+n(ihsk)jQ& zP57E#kHGKD*eny@;KJhxfnj4}gJz&aZ~QUWh2*uqrpv*{R>jr;)GlWF-90bYQ0qbo z8}N+n@soXy?Kg&eGdzFMBH8AY00toiXMNKFb0gXrp3djJOEd;7D|XuT-4Ws=h!)V| z+7&2Ec|T~aIY0FE$6pWP?9U&Fwl8Ato5*`7{=SI94`T6)i2MiQGK7)sL|aISJ5IE- zYcpG=fE?}jq2`$!@w1OPB&%l08#klLo~Pb&Y~r(vMZ@nc2qnhnPq|AfL>yX}yE>5M z^-}D6^wpr}v zpyC=1MMYYO-Px@(EH>mad@|Bvtkm-Wyz3#deL)z4>r`_*xOHGDi*s#@<4Hw_>}pIC zXH>W1^JnAknuJ%gZ|okwvBtlb3U5k*r6m@nWzCoSTlM_wuLo=S$48HCs>Z|+xApvK zXAP0mv|O=W|Ht$ZDG=fSjcQ1FEzW?Ucs=_{3iY=0Mvi6Qe->Z&nVoo`LmS+X4qXZ% zGHC7D9FOscOd&)DY)~~d=8Nt&DYZ953A4Vxj8aMnqd|%*{(I*?obF1O!+}`ZpF$aW zX$j(iNZQ%w&gy7P$PmWSuJIk`!Ovn_(KZ&5(zMWs}e%J#qa&e zk(1trbLM1s_|VYx6j;etH+JLco4P(Y<2Q!+n~(nDuiyFZFMj-+PygcI-}w5!r=de< zQ8uKBL<`O<5Yy1dAAj9tX?~>5f=unSWV)>JNw%B}0iqenZS#%|sl!=bS=lO2DuvKY zcfI?@2<20y;asVzNcpKb^2dfzwQ&?U{NwCjyd<6oSMU7-`{fih-c`ny!ow)I77gtS z@aQjVq2Zz=`}}|IC$6*-&Zb$mnOD zS-&tUR5nd+qx;zSC87Ng+`g-GKcu{$!rxb!@Vln?LxB7#0`!m!y6X#F#fa|8MNgTd zhbYojLg^~F^f#PAE_BQvM{J6)!HkXKJSdZRK$}P^f`}ipafl>FIFZT)((+`tkbs$D z6$JD=+>jj_#`^_Y;9>Iqu1~iX&|h#p2?CLZv)_eOcs-)kYB;+_U@7rKYTag(E4v~Y z?=-VX%_tixVICG;L1AVwpPt${D=x*a8NcP%YzO1F_u-WDCX>XGT%-3qneO3=Kd!>F zPFEYhJ67mRhIZv4xmHJviX~NCy7wHrHNxkFPsLh@KZvuCZ+((q?@ZY{tM*C3eGqo9^xg*<_(>hU5RHGoGIaZR zDIf>%QY<<+-z)R_>#w_$(~sPYGNqmVy*h_$)|_xZ309SYZ~;Lb;XOFy8T&SewaV1| zoJmPT;YRNHoW+bxc;dIvjbzr1xvt}Vs^2(3#wc~ozoGCNS8eP~jG=el=KWuA_xt$KZQ`dnB>vsE>M)h_>j3MlHKwSFFtx5a7F%4LJ> z+0B|3ARiQ6&DrT}N6o`06JDyg@#XQ_xaafceK}!!MaR}Oq6v;G8Gh_riLllSZJ-qNCT04A#72Q&)L%&!6D2-zPz_l&3(@JUy;XX z(Pe{wa;J-j&n8x_YkZP-AN7N~#Xro5{X0ge<@^GN)v>rEFTqk~bk>k4{CVv7G(Lh$ z{ozVs6`y9XI4s>G!HiFDimYIyj!<{G82~-pf*#&N4=19hZ_(A|=;4XmEqF z2X60z@w>wTU(mq^&hUmxyki*uf@stYzhZ9F3oTF84x1w)IQ9h<2EG}fRaN@*SW=58t}d<4XJa7yf8@dosB#Fk?cu{VH?|wFngv+yJ{Z3~U{PG@UXja@kiT2H|4Ai-3I@TYqL67D3mZx809NN_MY?8w~)7-_EmiQA=Uj9_P)x1KSaYH65|g+@&{b#0WNw# zk)FV%2h8aTin;=*o?xpBG%MbjBo_q|piJYQURli_Y~cOZU%&2l!au+MWIuejD}LD< zzwD6j=E)DI<%cix%f$K7-@i@+Uc-a;u;DeFxQ#MigOA6YM6I|qjR1}PMu~XG!@!Bo zntH~?0~e^?UYy>5<`&>*QmsvysyB`)$H_tJZyCM&4Mwwsqej<=T>FlNQE7p;gfwXa2VG+ft(BF zWxl1_ojl*+O5H5lD*p(Lxtb(kEM9Ft5lK6B-=7}#+0m1(rO5E$Tt3G%;wRuzyeIws z>n|Ck!rfxl(1u{DQ~vEIJ4{#=6~#|2H9uEYWEIemZHU=TF9{|vy(u#dd?j}_nt*cB zC4Fk*6enMt+!)d|rj;Ppq995emVx4(_DLk!;7jRTHpZ9fcd4{d8)tB&)w=R>U+smN@(OG1|PD+$b=Rw6ul|?H*_tX-G7E`HP^db>I zXW#E+zrDogdj!bHD~xuw=1xse+;-`4)$F@5{DO5l$q^iCR5-Nx-~bT#AvPu9)c zU8ZWTu|yeI1PsK14He%Aqg60uU^^a@c{`szg#wMH1ez>p?o^K zchZ;81a;%MCeydGM|7DOyA7~FR(;xK>jT5X9ZeH`_1R=+e8+;iuM26QF-_YLtjkPx zePe{fIGG&qM_nJr6RsafVmO)T$UkAu6<;z71*}vSOSIGPu4RNfRg3f#d+$D5B@@92 zXSy_GTk#`j(hN@Oi}E_O@HrM4Ps>vds(|0XHKb+Hb;h)~+lW*(aX%R8_>Zh2XBUw% zRl}%@d#De!>RG+SHIZZWpG#~9#y+0+;Q0wQEqTQ!K7^HJ~$~Sqsu{yq70QXkX4cHRtAr z0Njef0Kgp6{H>*x9tp@!GN1)!%xkbv=~59x7m0&9H~U*j110Z#W~|WQ2bHC_8kQDSF8oy=0JH zvPmzQrI#$zTgGXy!AyM~QPmc5P&-T6Q6AX4XNea*V_>N8Rh!e~3uT5ZjxH&cUpy1k*$#ZU@O6l5Y-iY6CY zu|nDa1VA{qMNjyNgZeYw8DTkHGTigUlbwcWb*$=AEj73iI!DU{9I!H2(haR z)+-zr=T=B)Vfs}a=)%CUdAve9GnbD&h9AEV39av~DzzJWx^nk;V;T`Zon4~8XHXSy`1eS2v=;3JYywzsXHDtLu(9qw8{Z^ODSnfT>Aa`@8zH=@x^zp#73!n@?Nr1A=yuIE6YS z^Y~(*A=q#|?mmF(W-yww?CJG_{*R%qvjpk8b3g^mxWS(ORSXC;{^rJ`FwQN~*& zrl%EoS~-|CJdwWf*s|@4Nh#n|o79oT!DY#s(XUaWzCBA(S2K*nu%hXJAC3uiE@$0UvNwWafh-s+p^O&q?Cx7~+*uKJ_?&LOiF-}WwXB161 z~dh2|TPo*haiPU8JE(_!OjBLv9P)^wqbudjgS#4=yHgs1SgXigou?K$NZ2CUP} z&AUBr{6E~9m=%}gemex=G)xuoLH?Vy$~ySqSgfalVHfCfCi(p}|61~Y$3^>MNd05Z z)7(3e#8VPb{=YJDKF6zE*=4~Ky_}|MW0++*?lBfVdCu8rhU&|)h5Y^kk4W7^af||Dk&LB+l+`KA~GK z4|nFK`sF8g?cb*-QtD>K&2ot6BKvni90t1E%fpBqbT?~Gsm0?$W~mq<{~XR=qw_Kz zSMRA9z6Ov<9zJ6So`&VSX6$Njd-&`=+u&2@(6U*gemwhxfr4r;ar;i@JIqHrwQgW} z!k|yLKtZ`H8L&ry0ORhaTu}D+WFGF{H>>c6ulUo2{NY)CbvS?cp+DWzFJ9~Z&LD6m zFDnMRUE&2}bNBSl{Nb;^Y?zn?5mBAJk*L>rRr+XcS)46k20ysNU~Y=+KMA814bUtWKs-+KV{s+rl>SFt@6qHY-t-R%!EDSplcw1 zphaD`%djFscIrOadeaLZ);s88Cp!O6zsrlzmzLz2{2y*f7;S};X2%Fmc z-z_->nf;V1BD-*%P~_st*7Fqndu9$mDVjH>Nl%Tex{AhYD`&x78H#T@BH81R3piD{ z_w65_Z&`XXYDQJ)XdXW&7YZiCXL64;&BdE)8tXe%=RI6k{y$Vj#Sauw2BAIv7b!xz zs_65tsEWe*r^zd!O0=7;zm2=Y$)h=MD}%k^K6aJ#y6tSLpKQo8{3lKl4FpgEoUDq_ zZah0O5>^O#G6!}`R@dJl4&I?V-UWTuvw6_phk>K?$-)zjHa!yD;x8!;-64WfF?};@7a|Mqh8cO;C zA!zPTf0G@Dk`Vsu*@|YwCuLW*U;BAkJ~UBZ3aT%~)t5r+L(%o60Q(2U*t^2)U6+&i z$pVJr2}N_a*2IlussEdGX}QeLj-<=*l7AP=#OzB=xv^bNV|xvU5!}4HNvNI;wS*r@ z1svV=tI!Rs;hvNB)|W4649Ob&*M$!^f1p4{_`@T+q%0 zoU%ET78G@&vhD)xnu^7AfrBkgrslW+#<9*hVBA)-_1bFr3~L4VT;79Asruc0jHmxJ z&VG%*@8j~vbp1Vye+}<%qy9HA0I8B~UX?qCZZ}=Y+KhEdcVmq2N3CKev7GwZXcTY@VNps z+JZr%>^iGWsu1SJh^v|#RSmfW(Y@EQNm_9=2POo)nnK3evg3z5MIP>o5D)o?tJuUt zn&K&BaaX;#N@QFGHR1$f{-nWbC(HVe30H@z_4ALv9;Dr$H_7)!3jPC$_{uqcQIubl z<_81%$(JSt85Te9qfc$Cgx~XYf7zZ~R*!^=jdUu`MA#n%qpB>!2RNVSpP#XUPGO#$ ziJWPUecM3h1rSy9Jpc5q!}I8t5uKUCTlvKHa4Njz_PaZ~ya8V`g{k4*&y#+A3zwNo zH3{!izxVZB{;45lQ%#dJ+`UoeEijOz;9Vsg;>!-zg)Lp^b2hsSCb?-v`iJnMLlkUs znCjD%y=Rihn#D6V3{!H{9l@V46<@~DY14c{Hajy;RU8b?_*m&AtywprmukIvDVWgqGWF^O+iZCJ##aB|k#$y;faDiA z3O%CP-FtzSg(1o|0EJ_2ZYF2QdsT z$kR^2&pR)ait$Dfom{jL4}`O#_4UYUSyxajzYM?9u7<5T*nc=FDB5?38Hwd5ZCv6r zCw3L#b8gKZ;eRjpeex5H9?nJnWGta1rvH7^8THc5a}^hdbJ>**xW+l7Kzrb&n6l+rYw85 z{w^U#Fl;+e&HyVXQiy>1S`7u>F1Mbu0)POvu=3y;olI}am>9)W>)LgBSW{APb!SCe zj}izeC~NyI4Pvr~CCy~WwpLw*nt$jlv!eS1d(@qir*IrqcNMjY`F5`*3U;9i2G_H@ zS#up*=8u{gxHS;VaJi@OLd(K`H#VWw=(~sjH4mdmWM;nSzi~+r7EqN`h?>OH{jfWp zrUTtl#xSJL|A+GMRj2r=YW&bZzA7d^^p#&?%y;4Di^}tN?wn&$TB8utEmsqU#?PJS zUw=7dnRCTlFJ?AT1Q9>k5~}%I_^Kuh?_rsZ#hg35IVg*VK)KjeoVDV!Ja%pg>?_`L z_><6{=q)}!9dCn7UNO%Tv%MHTx<$-U3d9!nP5SMU(N*iyEtTbZ^`QiA8}y~Bnt2Je z!|ZWPEY#Vd;T;+&=s%va0bDzo%PEBCCqQ^IBQBE)(Jb99eu`F+7?6LfP8c+=5C#qE zw>6_hTYN8r9aX3>)jI0>9=tlL#ZgX*?`QVA%v1KEr#=3XAOexznA{sAspT0&3=Bp3}ye|KYRD9efito-Ebe)xi6pH zt10h8==CWJ`%;m;tIobuYTv51FBROEYA$Ef^lnlb>HBvnnv=t>vfIXRohMUH!zf4O z%01#|?F+AvgjevQCMyHi=m09xd6b_#cdODmkn$2;nz+g5OOqO)%XXpgEgll?v)*EI z^&dU&L086Fku#SSgt-jeI9pe(4VM-~HH?yA+x3_6TPOV-=uXJOntFyxH>&ZDedHmA zD>4q#-I~MX(bni>Y`auR&>>C9^NEL~-~TRUdbQ8_aV?{2@~bBcUpWkM&N0nc6%YsX z6pw;83Y~!FpB0^zUntl6JW7Z#aWWOB(bsVC5vZ@4%rG6v^c&MBiw0VO04E|09Jc7w z(D`ZzP9+e^_9d8F3=d0-)2?K@&?Mo`P|n(9dAm3SwyY;FGaZg|mIt<(!(?P*r6VQn ze!s9EMl+sy0qC$i+(0oKCjJwMdKw~M?UNs7%TH_OtC91=_W5BF{jijNcojXIjUGNo zPuHY}$I{J^>EYh=^m@8DL-{*%(zGV6#gl0;>SxNh*#h;>{Nb-A|BLpAhU`Eq27N^9 z&{cE{s^Vvj|JG(*Ib(C7_lg8DG!qN__Nh3n@D_383OV7WM>oAef;M6kzKgiLFd|N` zn4=7HrQOS?SPN2~`gJjxNG|kH^-eR(AdY)Q^Khq;_#ZTO!M%!k}yS*R>DcZT?(I8oI#g2h?dc72n>%Y1#`U=wU+*A2{+?n>(%Ox z^C(g;vE_Xhod4A8vj01J+84=>9|PW>oniY{yaVsg{?U?2!XU34wO6uhww{Iw*t@eOrhkd?pAL}ozPp$RguQcw*(p>)dw{%_Mz%>Johrrk zOVo6m_AfSAkfCvT5)b(3{ENwD%gR)?snc-t;)YHpzIl7u@$0nd!a!Y2@1dz`@-{2u z_aWUPmULip(B|A~JPb2Y9iI;Dza^dtpSMawDxK!J#XpIFneD^7g+>FqoTscb;!{SI z=lkJ>rVJ+&dfIV6T4$IIfV4J)vl30_^vvNQ`F(o;17L=vA{cO5F8S0}x#_SxMOz*c zFAqVOt9;BuZ00FVa}l!n3#vXh(ZU~vaZ|9%IA=!xB$y>#s+n7F*#&r$gkL3oUd6J` zp?b|&Z0gfl_@!&JD6Z~&od*mG2v=*k36Pt?}!jOSSX?_T4xnK>& z->JTa7A4u<2wNjuZOqL88cjN%Yi$HW&a-P{!TvLs`D& zwfW$Jf=?AA~!spe~6IAbDV^fz?e93y-0+x+hwh^r3hkBtILsqWF39eCOx zT`upuPmwe|d=duypP6Qy_2sIU;_?}Jzqi0uQuWj6)tF>1m+NUzx*FA$bOE|cKrs?M zw|HrebJ7c6LQN_LKs-deuRhym@;T*^%BN56lVo{3bmSLsKPb#@hwBG%ZHLAh?&lWMeblJbVson|++pZTj5u>N2SB*mCj}yF#)c z7KZ0p%)#(%T{*7r)J?!DVF#cZ`Tg_;Dc49Bsay8K?3m?bkSO4l+rx-_4DlrZt=JUi zJew^Vir`lGl>Hx)s}F(JtDNgY{Pign`w*7B%FsSUYp)WwpJV-ygdEed;&u)D#*zoLq1XWL-)^ zBNuT79oo(JY+PJ)>l=AX_Bhxweg5RfCkyg6gBoLv9t^cZCGn4&aE={a55I8xPFCsN zZMEf39G#LKZ3)n!$*t^1&mZs!A`bloiZ3`m(GEF_MZ>a!MoG>ix-ht6G@HwyB=--1 zTcPpD_nZYhY5=iNo5((Tgs%T#-0wsa_}NR?zPJx(f1RHr z)w#&MEuK-o_!Bnid!@iW|Hmw4>vTX|uv-7{*Izcys}j&-L7m)zbnC~)f32!V!tyIX zCI9nZnW0htWm|v=5Kr~^S&iHPY!87k+4zj5J2kyjc2;W-Z#QP64#zt=LG$q+qtD#+ z&&pb|8hRINa+09z@V#o)5AmfHqIluTtT76fHc1gF%Uj6Xzeo+xDbo9JN|EV}UPjQF zX_4Oj)eStPuFzpx7Q4vral(?PZwYufq}^ivT9FydV{Fe50I5d7>)dWxmW7}n4P94;TA3D4W~-nF*t|2N=HyVRtOt&w z{5Qq^*Rua-d!Y$onna990xajxc=+|lUpFmLtCP+{l@U2j4Iy|vMNO*zXcnBx{!4UG z#2zaD@nie=e5j$C!ZQ+#{Y$SoE!A4+E+FRqrOj}=vQ-Ht*ua&mn)-AfAE693>oCi^ zb1!%B$<7i>KH{mabcHoL(g0@R*urHObp4cEDsa}~&}&G4OSJP4viF}=p(QGCs_WMBR{&}c&(@n* z#p_5ALo}bM(Dz9eqPpDP)#_%~72$q%CKu{$)0+ZW#G7utg0r#I&z$xl+xifBy-LD9 z1Z1Cbvk!6Fhm`G2_x2)@`yqVP_(ZHHBfg{70dq-5_&opm%fRmfvl%Ak>_f>iIy7mf z;13KGPM$J?3;^efbbzT1KOaTnDfaVKKd%&=_Y?M*E+>!jdH%*}!?hJPV<( z(4_)M_CPZ&C;{t~zseYgq~`q;r#6B9W*cuSK17H1$6%n?#z=={5+aV2*EPHRhV*XrxbW*+@dZL|d3>S6YM_)lM1uM6 zn?CrW8@||yFEZns{CFozzQ~m?GUlDbCZUc-DkvMWRbgRVW7bji^rVEv(n$@ zz>*3Rt2^JYpM79|Je8qVE%8$^2Noa2+9^RJa8##+GX69f`%+6N3r>Hs!~oI%d+q-n zE8>f-?~lS`SVKKY3pB^+e%8Y>)c_DpGc0-0MBi4ap3~QrK`5oUUFM^Z+m}*Q2nzZV zTHVW|vq)}&+IS8J(lMc{l6s~!QfrN9mr_9YDO@CG(`Hz3FH`t^X?|O~@sM)QKE+3} z4KkOB6jT%6+<4p#Fc@M!jqy1-fojd7PmyP?_>N67V52SiK;cMM@E_MSB8TPYV@Pg( zXPSL-Mlw^6bZ_)--vRzV#g73QJBJ;evwRuss`5OhfuFx%gT8Du9cZ4B0Vd^l!coxC zjHiOt?KVGw<`|;4f%4UD`DM-g@NvGnK0iF7pN`UZ`{|2Ub(}%q%*0ygynr&R1Iunl z(DRSK9);o09}CHQ;rS|5Uxn?f5PlcV_d@$sn9IUdn{olSR%g`r=PY8MSE~dW?$~>! z*p~IrA{IH~L@eEeWlNPBLH95aR(*TJbT+>{`TMU;AkuN@fE^XMMihAmduG8Ld zg%wAqWk=g-cBOV)KF?rB=K~E16^Gd2sF7vyGL1(qljHNN{?ri(p^}DfItU(SU;961 zr4w|aKm7HV4Y-D&f>N=kh?6l_5_6sR#RNvUHCzd^h$RIn@t`RNzw$B)ZF+B>Hu8pIW}#u{o^TIva{5-5xW*C zn+-E=4KH{yr4QKdDe#yzi(DYNQsgR&-}QnFAiHncdnz)6jBT-CYkVG+6LL3D!RKnesr}MBD7}DL zoO;ASsln2aUcky>i#Ls7k#+9@FpqDt`>%!nH+;LUOzI!+?oM8Ga;6q84rH;Z3=7X* zqtVRlL9z?7(JDUIAdRjnEkseNvxlGr5SlD@$w@hS`xHyu zN=Wr)QO>azPjNrM`c5OLms(2v@^d)JorNQywDFalOVSv^0N3@M)gTfq_d2zZ8%@1= z>sOZhlN0}7&|ld04`%+8$NymcUo-+fX`jUUO4M_FyEF&zMssPO=U;!BM1MPbuF1A6 zlNdFxJ8C^Ty-hR!xj#uh$0k5LonNL4U?x$cWO+q8k<+}=#`4cEpgtiSh`2gPb{MHl z);x?Z61~zUx3vAaGLRr-g?nfai{gY%c~u-!(vNj=PJ9ZBvo-QySB}rmQS4WddP&vU z;^5-+`7T#!FXIpa#Z1)MtUG_KnUgI~T@NJU@fqR)R}@!vn@VTc)&aP0MmVKs=9kmd zxDbUhOXYF}wTezy5K$QuL>${{F0)G~G=CzJn+<6yF1E(}eH%0;=~P77MK=+sEGCQE zSs<%^9vXC{yInt>#S*T0DzPkn7I;i2US1sNgGs7KcV}kjGNDUi_SUizS-r*@IVps+ zF&mwQljbyEYdC?BL0%rYbv9Off9S!%+S|W(BZ&n9T|k zSWPBkIeZ#i(QdX+br2fyVNgFS+y2^|`Dv?rV)I$!lv95vi?_4lKS|mF z64;oF^hbMe3llvC`}_n*{aXpQ7qx4_fXtj?^ITvXmf{;(rqA_sD=kxFlTl;DUrfq< zewGWbLE~}aE1N%kB5+l7krekbXVnYD&;C$9i(B~CVC|aLWcCB+ zod+Zt+*wxA_uOHVL?JWmu0aTN5;40Z>?+-3%HHq%Ly^+7@My)Rh-X<`>Ishe9djEl zY_kWBrR{erp7o~%+ttg;5&ze^|0_1eH$!0Kg*U_##KCXamB&3?tTrnkaBPp<1=2yC zh81hw0SFLk7VtyS=Mg>h#}EC$aCzrUC_UCLie+t>M!;w}UIF%BQyF0286WiW(1L10Zk1`t?}adrVUrmIFt*k!2)T7>3>j7!4D z>^}La3>#JWq#Xly>N)Gyv(v0UG+y}&-fH~v zL3*U~7u@;?W;i8AwQ2|@g&r^F(#(_1ezq@K&8vhYyzUnHW6Xl#pXKBpQZ0XlxhPA5HgN8)XtyxUw=I;GJgJOsd2a9cv*Hl96nx#Aa4Va zyWz;ophSjmrr`+CuK8RL8WJ$0Z9w5Qy}<^~pBx=Lt4i_-T?s2$= z!u=%8Gh}Exlbb8^6mKu5W`ODk})0*D02k zK0l>IvEt#L*GHRpmV&9bWq9ayia^fiqjZuR&UVKNh7GxvuvETqh^tQ4 zs5c9dP#iYScw$N!GK(W0xqP8a?n2tZ<;Tv^!)2@FK_=j196a1%;tV1gP_aW_m)C~X zJ);zQ|Ml11V(!PhThrwgd9;$ajQyS^KqlRaqpRG*aid&h}=&NL2zu%2_t%xBiyhmlPTcYIFlRCVKg8l9@;=H z9{Z4$?8uT80&8n^314!G!zqux-d8UXPEGh2%=os0)G>HCk7MgQI3asnbpd-V!6L&d z+TBAwxJYa0Eb(oy=ok)6Wk@8Qt*@bi1P|2@0{ug-!GAHtVu;lttZ;)nRD z{nBt3^SQZHHUh>W_WSyyG3owgqiak$#PA?sQ+%$FGsC7OeMVMnsLtb>2B)%k?rHWI z^vD9jJ$=26&7SV|R#hIQ+oQAwmgxeo*-DFv!r6w`G@TBd!oAqLOF}#)Bp!+rZ+(iF zoW)iB;w6^x7T0)*ab)`GF7&&$+a)r#nQ#s{;N%n^7hfr4EPmFt3m)=+fJV!qxZA%t zJz(x7c|k}T%Y$TYJN8J^zo!RAZCG}}O#9>3of|BF9$6Zt-?JG!;EVZnabCvaIGcI0 zYeA|k$Iy^IP9M%fYJPY^crx7#ZUJnt7GEPpCFef1?$|=^_gUFWQUn(IXm@81QWuvd z3_Y;v@r!ZvU(ooyv7vt~r)ZKqQ;&W05yaw?dJdzJfII()#b>3 zy*?>Tti;B!G0faP7Ev#q9xfL+Beu`WJ(pD@DStTlvlZEJfvSE6%)YW2+PDS#tU%f0 zGAtygtnZyyFLMd zlR{}4RHR=JHyXm}5(xIxs@|AGC!qCVBEPUJSMbyy%<~6N{mN>8aNu8r`8&D(M#O)x z_OBd&e_cqgGHKNs(pv!{)|p7@b@{_zf0@h-fHJf^1`C^>aoIf4)v(13dP&_p!m*6dWPNHU3D1gFx=&Mf{9X8aT6bH-W zj4FMc&B!W!ea|#-AkbHCUs-fX&+7B9K^7%N_f%a1iz6Pm<7-%c#fJR=cxHTFDXxJA zphT?b*=Af290XA3j$d`ohi><{w7Pcqt1{rS2L+xf^J%zRijt49^?c z_ZE`z38$;}AM>DtJL6A~3>E4vzH$a_vUtnQEKJnPt~tcvvms&8Qd(uCFehYcB%DH* zJ6H>eqCvem702*<#X4(d%B{<(J?!_$h>C=iH!^>4(G*ANGLb1Ojx9xKG5vel|Kt2& z>2t!I;y~@_%9im-lRp3Y>nig3qbM@}O}RU2WUlxq|4@!f{qa(PG-)6w)zCv> zkOUB(m6NvATq#s=)SgtfoPWjTH31UPZ&DG_mYaWcr8zQNqT~o>G`%?N@f4=L<@%1hBngN z4?I2%==@y7G{v-5~86oPl^i0QcYN=yLJ-Ne*HWSb9zAfI+XnuOsHXfTzZ=dBL(Idlatpj z2cv1Um#o_gitq$ADA!=)ZU;MFRUwnN6uBuN+r#4t@q6(uez$Co4yPGpUU8ewP`tk-2D`Le0#@ z#XS{uSz}Rj!~F@+UMip%ObE^yLiotMHXE>j@cCK# z_9ozi=NR;Uv#7(nTZuhAPBoV-2Pnu87muG4hD1RIyL6J`dr%Zm`qhQiuc1GPt0FAZ zty!yiP3R|r)w4Lz6wir~X)+yRbj@l?U;I2zWrIxki*=%;DyVjgZvIAcC)5UOHHTsz z)_Jz+<6Xd9o&T}tzn#FjB_$@P&yok`m><;^?4vD`Q_jub)LbliOgRqh!e%ZYkoT1U=6Cpa*dWHW6j~i$J^5X=OI)i z48k_4*QRbJRNo==`s=SdY4gYEnOOWS1NN0&L(FAk`#fEnE%lJ7!DVmjWI2gm{se76 zYNuvLNDhmMBuLmWv!HX&YnYqk<2#K(bh2U}BVh|Qq=L#lUd~J?6o~kWnleVp-l@-` zg6(0jLD&36xM88EYll|ODJE3sl(8Q}Hk)E(P_g8&-`I8+6VdeLDjtydml95 z7iaj+FTRkG{{k)UCVTty%Z%*LUD!6s1|anxE49#Ku9hyfkUx-(eeo=6k}ib^E!s!h zx>aqp5%nNY0(&zM5Bl8RnTQy2_S96VMc3hMZXiY6zt?v(a0t>35?}6IcNpXW*Qnj5 z_%6(?rUO=<-QJ_rq7?yr-M#}9%jb@V_n_YrWO*Z8C^nS+Nkt(_^L`Gtx=akRy7du- zJS|a&`4yKExx=aSC1)u%f00W2yy8x|;WTz?>lD|`cQ>`S5=KVx)4P^4EwT~CF^w}N z$x@HCv8ft3P!^2sw!0e!Q`l#@F)EKL$yjD@jp4f>@m0O}p>_OJMtHlcxnl* zQ=ruaT;zfP5%7=Rp?d772h<4XZJJHOh~{&Z1)c&=X^+OK}@ zf5GPGCX)7}a6?qm)@pYi9>z`+(v#L|5g7fyCVRGU%~hj=oNId+igwn@PUk&!hh1hi zJZg2CntU8A-07>TeK*1qpfR!;J_yGk$%Z8W_@U!!Dh*58&VO+CXGgRq3c7y=%IOmK zrhVH*DJ|}IBld%J0MFWV)NTi6KX57S^09Vfz@Fv5)UyrKbItJ`Kn0V+;J zy9*yozpJzEW+pvKlj3Gqs3Zy(u&~pg<3o||E?@W1y1OdlJ#_S*s(W{dzK5RQMg8w@ zc-vpR;eSj(^ZdVQjM4KC?oU7y4s$9_w42kBV!WA>deTrM2gHbJlGK_E`rRUHhW{gB zbR{bRkS0zhTx@=V!0e1-P;=*Bi&%L&5N3$I7DXa|6pez203Q?u+q<8_i|b9={tEq}l)gngPuBIkkj5}#-7 zR2z+99F+qQ1}-XD-{7Q<0lT9uF{}3(m>;_wKibXJW*q3b=KTGvJ*5Gq?{C>#*xUuV zsVLRK_Tnqyus0|+sT;#{&yv+9mgzk>lI<*So7jet3=m;B>X(U9hGfKz4?f0``nfS3I$YWk*4l-3$MDglaxR&G)+BzK17~i z>m!t`r8L%PrEC3VNyh*8zUsf%sj(q)vYf|?>KKIrZbkMw{o$`BY5<4TJOK)cf#iAt zVdJ^9rSX4u-qk{x@YG~-Zo*}0K*RGm#Afy3s=WDvvIiub#?+D@Lr@AkC=-wr3(##J zJt&3ea~?kRd-+JJ-E4G4llpCSiZ-Goc_*48Eq$T@r|d%01$Gk}xS*`@%&&VZDBqk!_fqzDGFvM+YRcl%R z`E!u0V0E5NbDEn3Cuw!gO%%S2wAbO&d0V*1rZO9dS$oin-B1 z@$Lbwk0n zm^zCoZVtmL%CK;)(AHd(sMD;gSKHp#$Dpr}kP9wvstP{F$kx9{bq@lH{kx10nF^UT z_V{{2Rp#Gw`}On|BOz8dxWO!g-<86s32xXnmDSnn$lvg1qQ5QK$~kI$eG}4veYjBP zr}$Yq!nwQBI!0PEEUC_iBtE8ocMpIQDt|*>NaT65=9mc$=G>-AgjrD!f3ZyJSWNGy zy3xJ7%kVTcNl$jp{N02kMk0P9xCzC8ZBxA3*Dyfnag)3Fk0z3Y%1}I%tj-+aD)(%E zhIiG}m&WQ#ll89Q`jC8mE5yDOWp4ts553yIpeKLP+W0Y1jjaBX+Ev~4ypi%#7n|0{ z96rcF_^+w0LoK~AG9ipm#*os+G|Xk_WB`m)O+Vod6p!-XZG&^1zq@|8$}#U-fSb?Z z5RD*7HhgLZ zt^S{0kwMXvv{jdow;eDt_EyWhYdAgZJi2R}>nnD^V@qFs$JK#F?<)UW>z`G5WBsTH zHYymQ_}P5c8hWM0FJz2;_O(!IFP0Ivto$q&lg0~UPF%F*WNA7Z--X;&O&%I3H@TFz zvdTk;<*M59(0F+&!u(r4<|D+3&`-TR@^Y#8{PE#lfBf|@r1<%RfyK-4;^B|+bkn$- zZ@kPp9_Ah|GmxT|tjK&=$^F z52Quo*@ELvmYvj+a}NiVvrF*?D%+qokI$DOVQ#dZSGD9xD~FQ6xNVD5HdLF>T9k6O zn19i1l@j`vpN_fRx-$XSK#G)g*U%Dh?-O#!Esl(!V~#X=S+RVF4;~4co>GpBbB*Ig z96ry#{Du*G(hSA*EK!^I;!0Wr@PRjUnHxUwSrcPB_i%bH3 zhT5lR>#kpx1!Z9B!*nxOq$3=&cG~I92%yV(1JK!K)2TfCNWC^pVtomMY>@(;{bwlJ z5FLotexZVtbCr z{YUTChtuoB7xw8Qd-a^X8`R#-Z12XmPnFcGrs_k1^{LnTP9=gwup@Dq_N^> z#9Bzu7KWXl7@u!nJJ7)NYpHNY>me(NQz%&n*jCD>z!W3!nC&i{wdMkhtXarFU3c?@ z9gr=?U(VgAh1d_Q0L|C`sE!FxdE&*gK_C^ggp*)T_ZRBW3 zM}$_?Ia$)QH;wz|W|CJ{;h#u|SI**#;`pXSz9^Je#^r;b`J!_&*M>8u1%{$Zgt@S6 zuSdbqFygd5vn|vy<3&g!x63Gp7bJf|P?$S15Kl8x;yMe5DGqOOIQVtl{}p)YO*8Gs@5_)k28BXO zJ#KsMDI3u3>>s7Z3v!A8uTfE^`oz(I)*Ai|?VA}YXm~Rk8ig_H{3yC7OSAg-Jcm?1 zHaR*LRu-TC|FhSWnv}s`$i6=s@mb-fTVFsI#OgiIw{K_6rZ$634iaKjlggj%`!ujK zOF@2j6?m)88|FGTLx{uw3QkWNYY?tEmDgLiQu!9odg85ny1QPzU?0x051-kGEA7+6 z_Ud^1@W*{<)IAjK9{P7rwY-P6-c^b3q1*RV`MYQWelN~Kr%Y((YTj7_!N!a8{Hv+G zrQX=WGm3V*0TnU1w}wE}3DeBXJ%vaXN=uvxLzKQgLdmNPaq06=7B@mLbPTmBPtpJ{ zq>kSraLkYur(*p?h1!(W+;G3#sR%(OTuI1k zrg|gmQ$L$Ph?s*yy%^KcW&#_qyG@2CwBi&7Yaj{hvsEBs*ni7tjjX9A@>{Z>vG8EV z$-m0J`iY|fK=nRfe>qoz6dO|r#NK1I5Tw&d35JASe8J?v$g`a-=(>61I9 zY(f}ek`Xv|Rd?a+>>Ng1C*FRc8J5vXZi>^Lbvpz&5SsQ)SmG-L{%AMzf9md>J7&A3 z#^z^T)9;?(QP%p@*yxCB7)<3j#wYf69)yP0L#~XUP9TUQj;^r;pId#j2rH^5(^i0PwE+2ZkOVFQ1{QWFsYO0avA*S@WZE5f2Wc#zAeGZV2 z30)dsa_*MjyT8ocy5bewUOdEe!E(R^+`YrFBZ+GP+efgf8gM8Qt@D+*4Q*4Y93g=U z-!$9z&$d7LQj(x*0`#Yz^@A9pFWQER7YJ3wx(fU?{=UcI;E-zOQm?AI#_sO;Y z3zG6T;f^1l&SxKQR220>&jS_VY7MvK)_rJWz#eeWV;-RfFQ^Gu-7Ph;-amBJmdt<{ z;}nOYAj`9tfiIc3%y8Od;cta0bX(Y86dG!p;GAWX+#AH`q0Jb|=jV>!W*M#77--}Y z>g>GONzz!z1{L@0#fhWHe_Nfu<}_||b3#c?qm0$9r3{t@lkjYa<8W{Te=E9 z)u32xNKa_jn8o`E%(DwZ#oBwI8Q6RbEkA6Xn%iP*_k=|IuP-GSpd6D6iNC-cZ}7(p zEb<1IJg_Kt=*kP~@`lE|pft)nm*OPTBQAfYsu~;AQ!})qtWB{BHP$Zs`|z8v&VQ%_ zq=|L>Az(0l5srz@XL09;(k0sCyjlnjIUb_R8AHPzZc6tDlY&?=U;#Qy30%c{Cdk#zT_)ka+fc8%!iuhQ+x9+ z)%lY4q))G7MW1h{==|_}+dtk| zc#+jz$WG;wzGn^+!93JDB1W;zHGCnffuYU|^hu@WiG`S5&j@oQFiP~|mLq|BS|L;` zD+dE%o!84{G1;ci`kDp>I%RZR&w2OHKTs{6Fba!z{3fmX7u4i#S|2|)C0H0%Du2Mj zCWZt6Lc2M(oVP2-$O1c?+^rqwYEg7sOLIlK62?kdw@OZfT+(RYiQg;^Mg3%Ps%v3|CW2*0NBG$}>S4`(uM~TLDsg29`G*5n5EkBHz?=H?y%jc^> z^utd2VLts(R=JC?JQQ25`Yv}dn5S~gLuckDN^@1P`QOnCS4n~&1F@W(#FBIN$xnRX zWc%INk%@6poRI@YZnK4&W{Cqn&CHlfSg+yUPRJxL^>w9HU)>suEkXKRswZU89JhY*o$4XVY;CAZWdSPD#EKc z-eK>MYGunk&!K5gfF9jK${N?UrEu>v;N>**M{>`sbDcT%`HL!`5;GK#4a0CMxbI39 zL;LE=6*jY%Dmdm?h7zbQI;x*uO@?rTp86EWyHFaui(tY+@;bBlw65V3eM;4{7#zT+ zp~+S<%*lk#X}S0C7^Lp+xSdPR+3xE!1b51=j4_x`Uijb>n~&8 zWcG;v@dWxV`T4o_zj{cUkwikLz;Gxd)HRpmV?IDNy=AbU%$Zslj3$=f9xVX3j~HL-r%3F)&gZfzcACTRE_+1L;kyg~tdSpe;%6HR1}6HvYP2?#w<#Vy3<`nVy>;EC9f-}7=!-4Wc)cjv6)y%Pwa@Q1 zd^5l(4AG{lUv=t+9xzdasgk)$o%+K4GO-)0TYzS$#htJuxN;~Lk8z24 zT=4)~+=P>gN&&e`qH%opti$4Oda`pC^By)A@h&KN7a}FJP`5~*e4N41^skYLcuTVA zLYEvTpm^ZO##hC`%zhs0RDdLr9Wf9Yk+Rwk*>qO@U z$UHjWFeR4bw<{I?c^b^uc6G!dh}m<1Xiy__(VF8$kh2KQ`7C@}4)ku9p2>-m`;}4S zJv&vS?v?;-eFo&4sUt9TVQ=ZDdi-P!Rd;=Yz;I$UZ^#nHMOFi;N@dnvy#ddx zoAxSM6G0!(&Fd`Ln2}v7zL*Hcl4p(aCP+%LFR2eYI~BJz0YQT*PxtzhA-g%#)2M(Q549*1dG|~hFU;#K?i%Ksa^g*!**$CS+I!dq1hYb6DI^z5-oRWf76X~;7{ zKL=)LibLJ0f%BY8NM*rz&$;2G9x`s^I}Dq$dUNrXE>h>TDxYe@k&Wc@H5YF>oMq`4 zMs{~(lg#SkoT@24Pa7|J@8Z)S5ic6OKl{BW^Z#^e&WS)#Bs4RWY7bZA{LvI3h4IS= zb(aj$Ek&Y|Lj>n+550Qz?+`E<^=|dpvsl-A{?SzBtq?|~7RC`!`I5l2B!pRa=Nwm{ip)?ohTC$VS_Mn)+w ziJe}6<)t~};}3q+olf04)&&xJ=kV9a$3An=RZlzT4kzZFHHjiY_HV& zufJ@K=~}aVe#b7BC@9H;*H@^ z)xrjJvUAMgak^I#hXtGMYWU}8I9Z)Vp8Q{BlJB}e>`c<0A>MYb5yr$vi$jN+r5+Nc z#9uR;MS79@lySIn(%2ngcN};_0+6x3{PTF&JG<)?yYTAry^~(3zfVxX&Iy~$5FT5@ z^)biJq1MdLPwONk3Cl8bQ%#eG6^HsBCQ;_kSMVKb9+%$KRveDhh<`URG+!29+W>yL z4d_#pAQj6nB3mv&w)rp2Ch0;G|S(6+TO##3SFU$Jav@AM<+SJ>Fa3XxV!4e;*C5xRYWSKM#lHUf>t+jQZxqH3np}cgtKqMP z9AkF@o3eM@lio$3WLVm>KTz?2vN_A09~r_{biLLv@vfAZ#Cmvc`E^M1r4HA-(g10j zNDn8FLu$BI97)8+JMWIaskq=V&k!9C6lwn6806bbOREL)gg2(Bt+6y@>E8<@BWrYR z+9#z&S4G4pdLZZt1zj_li5b(`ytm7b0+a!PX0)`Lf<^pqNWb{zbr}W_bG`3%o&{>L zx<6<0>EByUFVV)6X@Bny{tebyh3sbB4mO+xlTLk+>7Y<4fs!soJ97F9D@Am57?Q*h zzUOr{;CtBhJFz^lpN!;BX?zaLD`wdjIv8DFPx; zZot`dL-CRQF#*9Lt9v2TWj9QEnIr-*9PdAHI}MG)^YZLuar#Rw+zMz^4dcI|exE-x z<6^Y{XldyE0RUmLA@d?yc4Oo~df*EbUOe(FRs4?F{R6=Fg$KUlhhKQ(H$M4=XMW+I zUwG+mV=*!jEGK5fGc?d_xhIOCHLkxjBR)(`4Ce3KuuDv;MspGj(5AB&FH2U>IpQ-Q z05#{V6g>lFx#S|J!f~~}ZMFi)uf*d;j7XC_$^HJrDmYW3D^C4dBYx_DxSsS~4nT`x zb3$wdclwkw2lkK#Gly$wr4>_C-U3V6sXacS&C-+~3Jvc)Phox57}dxn@FHv2TKs$Q z|Kkh-#>6Ru;8~F+YoRW0ncH{K+%nRLI`OWVh(OTevKDI}-r}>ORhL z&8tKqyfxYHkcfIW2^R(~S#akL1JeC#3Bz?t3geSeDjICzJE7f3jAeoYOuTfWUQu5U{jxCEQz*ncShX=stO9i=y;s)_mD# zLn!xl=>h5X#aIj_-6f57j3|7cf4H&fJ5Dv7WJHl>a@AG20NGq@i1BSLcj@bvl8nVhNjPloGC3WQUkDwh&qD~`{Xyz2m6L>p!~-IT8U!bVssepq9~^Sv8a+)XYX zjuCAd38}9O_z6%=GD`=wt!w8qj!ht){*)f1oDf>^^e_kU@|sT#a;As(8@sT zmA9T_zQuy1PBcYaB&TBq%qDc9G&tG_WG$U(6V*i}e|;ua6K0fh+>;f~4~Kh7U6T_% zNu4V{l6?TLH=t|#_%`Hz8A)`$q-IwXA%}sNYXjIK6H7~Z1S(rLfX%MKPbS1O*5vLS zdFf01P=Rsn@UuAE$7rOiQl-IMqDQ)hBw}*K{?fiI@j`wP;5{udf9P0;jynmRpmK`119m@VJ(obw;WISZX=D@S2Ku-!_sBZ@Pt`xxgi zhwKOnbZ9iBR%Z{ir`zSH9 z6@;5|-r;tU4XXG8mB6R_oVMiyEjY{2?Do*G84-r2ZHCcj$-4SD|4ybi$#2=yboB|> zs^m!X)0!fB7ENizT&}mnA={9%&Q$mmJNr|XzKBKh>A~bfGUyA{x9s6_DtQwr(QPh% z)o6?vXC%WjSn<>GC+_0uCcjORtDV+l1m@;HT$nb=jMQaZ%D!+Dp1&m(UVr^%E&#HZGK2*K z3VA2U^!lryj<`wlM%9b}zx1~dI`P&P4W0r}Vvy&!881l?t#+<41n?Cs;~i&T1u zpUkeukD?2NOfjeuiMiN4gLp&XNuPs;#q{{e9JYV~x_#qww}33X41@x&HU~+$ZqutG z+pFdCvB*PnFuFf%LE+Z1Pfj!K4xgNJ*YM>yMfjqHM;blW*b#3-DDke@gh_&lmdcE4 z>46v5=+JUKIbOD9RscIRk7N5H%m->Uswn?^U-kbudnAa$=>l+@(*>XR@9cU0)p_Cn ze^U~tg~K3JxRA$=xG4yw*y(znrZbbXrVq7xVp00X5ay?4_rHt@qdLIb+B?A3a&W~v z(knWY=Be9PgaOr7onQkJc#xj!WF=ZhDUFW{ea^;d-V)LU3_>_<3HPTc%U@ogOg7Quir`@W*&@}DN5nyAh^PkNa%ca>!>DX?oA8gm@gLvbz zrO{DPM;>t;Ig?>nT$+8ce{_yH^KNK;#rCuyk(v(T zS(H8As78{O4U3yo`#%g|u68j`bD4(~&DFT(VRQ2|#d%ohTnu;q0y6ui=JE5(v}hRW zYi#8jNT@<-j&Iff3^OaH_^X>APOHVSn@LrFvZ}ib_w1H6=2^bou+!)=8csbaTd<@4 zykPk=L+-wT-!K^@Rv`#;?b^0;C+fyD+3$-ou8HXVE!umyX>`E|b>~ zj*L&k+Osfpwa*F`g{yAO0z^teIt;+6%?KGN)&SC@C~9nt(V+u*`05b*^pm~1&py0r z@5Z(d7u>65?%iJZt()>tS-EPmJQQ4>dM^)kn5&k|LwV+^Q}Z`;fG-T`ABB;GEZba} zlefW;*w1xamX1eL3Ig)^1-V-F$!_wIo0~Y{WT5ATD4#pPD6a0SS#=mioLig?Bald& z4RLE&W}94W+z-Mh0*YO>vWf-QJ-ix~i4~NklrVlsSjk&00%C}Om({N6caC-*b z#LQV{E&4cbI{KBo{-nA;i1Ak%{eyJ>r072g{TKTG|1O7c6$AYdQ15J%G%LBf^Ahh* zCw*n_tKbIk34ES~VRb2n!80T~yEH;bS62@YNHJ-6>s1e~ur^fX4akNp2c}3g9~>!%}h;c1ln95-|lhFF42#eMt*!BuBOmLKGF6E0S*k;6W#-9$H>MK_f0K5qn&1 znU@;#i?JXSYvk5biSY$`D@J~5SRTihK+CX&qj^a9H(nhrAO4pQx6FsP=F^Gu>f8Bn z`FwbSKE+obQmqeR*Q*TdLp1gwFniacy$aV}Wp4j>*xHqS_G4^Xx(VBo>=Gm{5@mm1 z+HOJA-5`prku#Tbg+v?c%eGo{7iW;n@Q<)2OoEa48EMG%Pp?LwPH!nJ_FC*D7y_j! zEZ3iGn|?pvRzITk9?+BQ7%UzHCu50pVv5r}jL?j!n}DhEZ)Qse;%hF0+Z*Xvtbn$( zY#cUEc&4C_YRM`bm>FLJsoG8mw4I&TeO0uOr%4OZ`DtBz3+E!KM)rIzC4TxuDQnuE z-@Hk$pWbpvkj(vYy4MslM%hdpGlkAm727olpqPUQpXePKM(w-{AEocX^n36EuPnj` z=kUo;ywe%4+{Xt~^2)3H3+2p(;{4-MwQLAFMvIMXCE|^5lGg>RtRN7BqP7h}kUXkxodF^Te*^d^x5hm@Pb}fQAB>{=@DJG12N4fqSJ-BmL|ewy-5o{JEgD3WZ*$ z-7Y=CCris_k9Z0gcYww-13|25#kAXNF=6jwG08O{{nof2C;d0hEZvwLQugQKvL!?- z?fq%ZpA4%Qxf^~(M6WjE4^#4|h560!{9%v&GE;w8uRo32A9V67`TR*$e-PWRH24Q; z{zP-n5Tebl@dCeW}`TFCpUw3s`YXF?1Nq%IK8dj6b>btW(=I*ZI zoShd;l~|M60j2-9z2K#ygcM>@x9u!dt0}2J`*5;?Xa$>2m``fd{!`g`A_u05z0s-nK}BUWnNP!zRbbHtC$+!!Dop*odz|$0~5JJ7g7TFwp5V zeeaxK9@0QS<4lvXi>(;&(XrnK+0C=tcCl<*|erR@twI zO(eNVBB$Q!jQDw2X7@M+XQ)AoSb&Oc@xZN^!8I9l$bGT39>c8#P03b?P_5%5Xi;iZ zi|6W=v*Le2DJxp!c)zV+Ed6`&|30NoX{>6e1BmF(J6PfA@c!$shZNDzAEb+3Qb#Xo zq_>pPRe9;5)AW*cddWbkVQ$=sC5Y|{*{D-@%X^W%wbbdA5wJWmbX^Ub*$59unYU%d zIhkA$64jz&!b@44-1&JyVue1942q9#d>**$Z~>>8TF6aeRJx4BdG4wo*Rb%CBsTO= zI)c3(Ctc<8DOOSTipytoVJt(u)kpkVwJ5T47?*oD6m4YPX@g@4ab6M*LBvkyMV=N=Ib<)`G@pE>Q%}9C$k2()$C7^`0gMT&rMTE=WDew=n zRh?U-J4HB6^iKWZufMEEY2!i7u1;Z?OkzY%s7vmz(h2^W&}SC}>cb4TobzZ!Ul}mb zGRxlrr6d~5u(#RLC!&YNKzwv#v+64}q$>lyuZ6tlr#Vf!{ zElFq&n2!W6Gc=0>?`-k;bMS!Tkc4zkt^jA8{OlUiryBUJ=RmE&PJiM9#!P&^OCOqW z!|OOG{}baii=PkIPtPHNJGZZ4yZICdN|z}4%vuB9|Ch{)TpFg~S?Xs3$6&~Wu>nx! z_-B(2^Fe{#~>1VNq_9LiNS3UesSaN;-UKq=~KQhyfN3>qb=I<6)s8cysCx+G~@Ay3G0>iev28Ch8+9^`{=b2M0jaX`k{P`M5w4lR- z;AEV|*ILDAZo=hxc@@M#-(bs2oQ z55I1fd8X#mPheYm#lS# zvRxq!v7191zl4Sz;#0+VKIb;o-@0mW30=~)CYOVJ$Y4t9cJyQv7jnrQ|Lj>bV00|G zb-LGXWF0^#B!J5NDgo`?4Bh!D@i7B zxE{}TX!54`dHQR7PLv>gOo-&XRIP+_C7RXUb6cEZV@aLTij9oxY1m42kE8rpjCVB7 z4;Zo5+LRBocui~iya5y9nj{RxZ5uHe*F8*i+Fd4-%O1WtTK?}oC^}ZpH?t@wH)fMI z|Jdow#MC`N&;jj!npcK@c7QEZNaB>AFhR|F1g!mMC5yEk9hE_LVUF%`x2%ps~Xc<+OvJCX=kAi*Hi*l z7k<3_s4&qWf&ToHhs=IWYiX_z<(siWF|8%s>57NJzD$<8eo~*&6r8Cnv z3sT2bRjE!XZTo!yiUEUDVT254e9gJy-t7dVgI*)koMtGl_;#S-eeM4h+lCwC%$!gF zOBlEhM$HIT7?@a_q+;c?gU~fh@IY9W+?^SP;`JN`cr1Zxf?1s<*2`of3JT0lmYiP% zCki=pY}U@@O;ZawwY_&yWoe>;n#QtT^vKcVyc5F_IQcXD%D4rXZpp^J#lsD~0h2_T z!^>yJp9;N_`Ce26T!zYgR`Dy_+N>fUBzSL?Bd zQQ5=R>|uiTv`o7itUc`59{j!s8}Pv$d@>Cmyu>Su@xgg~G9)j2%1^Bnvmf+GL7*7Q&DGBnu@uuZ@;DQRP{Yn#``<$$jI#b&(Y!YG5Q1N8>n~?Nlf^edVB*FuDZ^% zce`q4lgX{x9<6GEvA*-7nBzrbql{ecEx3BsXMM=IzQtefTCp!}*_RgWOS|?e`l)9= zO;Zk@9ZtouMmAc2SzohrY9GGQ%qv8wOKvg+oNvg4k2s5{{eP^zNwOR{vPC)PDq;mC z=$kzS_dhM1tE%==Dgf5tbC4pDaHlt+U4qsjnE zpA)UgxuJc=Gyk3WKSvQ%aPdpC0!{!{PzL-cdVl)suDPg_b51;f82r~TC6QNy6ebqwyt?pMk>9-MN`^m{a(KG5&y%<-*^G?Z| zbzFUoBGbKmhv=UfcESTf_AdIS08lM*3W;Xfn`66|jg6d3iRLImy3{%~M_ z8MeO+-rt7scLRB3%=TQSsx!{_dU%fj9X;u&1km^nznH)}l8g5IC`Ngn1dwIwHHVJ&q}dPMeP z<T?_}HV&s@%0`Rdjb>9Iq)vDjy1eMj{J5Z85LI7-lfm0dFpVB9O{6xy z3ikWcUrt9Z((4nqWl8C4~G1)$l_96BySjk-AOoS%5>T^ts2kAhvo=Q2hMfCn^A zT^`~?-A)FbQh21CR2{Go%9SX7~B z{&nRfXIb>rP+Qy4cUl89#Tl1tNGJe&j(BvZ+bF>aCM}gLvKg&@gm}2#)Nd&X_tr}= zi?{SlH5X10T0e^We`o&R(L}uH)ciI<8q_f)$AQr3C+^Z|QZEIgtGUhuG5m=V6m(81 zU#6*|pqzMGf`$JZY7h?B-&LvNnJK(id+y48OHoB$FD(OF6r9<*>n7I zGGh}GRA^Gt}z^T+$@#E-2ZU2#RA_qIKF9QrZ%n!b%hC9OCXG!X#^OBeX`llY$%I zswI&gXs_MlzXpGypxz;w(=qHVHi95n=eogje>NqlxxjU4_G(gduO1L|mClr2WcA>z zksi?M&|CLveHTMh$uFm>cUkWmNxDL(Jgcb(nkFuM-uO1Ph7*a+xVelop%fn$9n&5^ zoaf;p4tdOYOr%mKKa*iagwD@d&)5W#&tja_efS*FTXbVcDkDZ8qCi&(p{L-`U7hGE zWpvj)dWs}HB$X}#On<{p;bKT&VCvd=1Fw|~FsXu1%^$3IpYUR9oStY8boC_XvGKNAR3Wx% zJB}-?A&CjBL&7w|OQOUX80xdBC80n$97_J5(t;qm@>%HHQ~<5GAi^4WNgx^Zt1g_q zj2>o1@UNItoXQL5i6k=;0L$hcAGk1QDSg9&KX2K^B`I`cU8V7Y07;Ywz|9RCZ*bza zkK+ZvQ-CN9EhWk>I9|$^fi{h^G~oah;Rq`661VT;IjLmA_<5%F6S5y?-F97WPSJ}C$2$(G$b)aG=^7)U?%?oc{Z5iOn zzIy*6e{ZJFR=?IvInTj1OGHz@4mM3hJCZkb;OJnSphU`cRAR^aabzmn%bw@TtH`fMo+9a54&Q z#H3^=oDV!f?b1ruCR)mjZ+D^}lO4*c*Z=#H9y8ak?B~aMy6wZ7ZX!^thr&0CRucb5 zqf`3E@zYN(q;o=!@$poFt*vU!XjE2wxQg2?Lhf*o7J!c|tsDzQ)2GdFS8RC5J6y#e z?#dA_m5GNW#Z|!KA$M^V$M_3)f}2*&Z?UaTOo0HfJv&#E$dp2JGYuwK!_F%#(B+%) zNzW$h&}jHzIX8<8FkAkip_x|@gza3t;gwavb$Rj8TYUGN0Foh97%@xKZy+QuJ?RS7 zG0HuVU;G6mf3>DyTgG}&ROOy!j4#y8WhU? zP@llTO&@2+6c0)`i{Zd3D6D2=U!;RFy(of+s-gl^`TfS;E>|C66Op$O=+%ZZ z@bT<1UUFAWg|Srn6|_xE4~vh3PTp26g;~?%rJrps53|NP|IT~*MIE3{p$++*6b_5x zcgZbVx0xmIW8-HE3;L)Rk^46}E6OxWj{#=CZH+wgF$IJm!Zt0Af1gaHAf*=cIpLjF z*#rw9O15gO)c2=mfkkJXQX{H%ttV$SkcL5N6ypBtvzy^nSC}g;%Q`B9_*i8;hnmLEF&uSmS|C}VQ!x?gZ2S0TeLADD z_x-V9i*#J|mvZkvJ>aoquZq7`58at1jhCv&unf}>(fDo)Jse#Un#Jc_C9n|xkoI8Y z2AC+YsI~w$ea5%(CnrJL*wDI&z?)S2CgEO5yDyUOixd2!5WgwMcZ%|z)u|@IiC>Go zbD%{%ng{290%uD3ajcI$LJ+RUc~Ym=U9bm7tt71>U?U$ABjyi|u{=H(JBPM}Fbplk&epUvbV*?lPHW}0PVe|eH&z$)gTI`GFSPhDd}IviZ(S9?p-u4gFlmi4r%@- z$W_&cPiWG7w$nfAKHP!&o8Tk84j)CVKQ|ZG3MsC$KNgeoXR=SnG8Rnc<_>qty$z35 zno_r9B6{a)Htq7P>0G%^{P2Qrs3@*ctIyoHDxRa@+scrRaxjRL-f!rdMX?}^pGy% zNe`u^w=UB~#mSe<`J)v11!t+&*D1n8XvzHH(_ar(;qO1N5Fez)7sv6ih^HJ^DD}JN9Fe@{vP@WkZ@jf zF=8|&{lG62lAW&cv)|!65#x4a}$joLSfStZSH3NnXv1^J6akeAS zHNQnG$8we=U2XDIe@qo}Cz%nW0%TBV_hW)g@2bnMqOPE=cX3rTPJ^z?5-S;vc%87>8{2WAzyw%Qg zp)c86NH(0QIL+V!Wz-KHhSKelAI3!VIQHUN&m1>Dmi2M{LFpK=QXQJnd+fz4S%c6t zu6vE-ngE4KEE7;y>qX!JKgq7IFU+Ol^5x7>P8b5D69Mno(gC_KYh<$!h%~Td;-KOQ z0$vQ{2@zV8BZ5#THIf97EN^FU7e4IA@ zFmI6tZZ5__-3>kYlO*lW-eDP_k{5+W$ByxHrpR)-qchg5<){e@Y-ejCV4V`f`D_jp zHG7g|^5^jI-+BLcEKM%fAir$_lNdX=V(b<3F(WFrqODp!bReFM*#J;$&HyDQB$j1X zS6iI9!v8kI5^Zp;F}&EP)jwV2`!VT?1jW=prH38z9s@XmVa;Y8A7=F|scnFy6IlD| zCI8B9L#v!3!p4^5B`M3=UOxOOB_#7RTQbV9;l&&%j~SY^OCXcP?F0=we$5FsMIu7Ch!VpW&<*c?X5?i*v~DMP zQl{SX7yY4m8d+Z1JN6GM|HjVUt5S5)BeRfZWa!gYbvBvQU9!AKaYvygM7@)!A!z+tC$Yf%+*+qa1$!A%H zL9)ZNVT5&(doXl|rD1|Ol7kT^)b=pgY&gRkQ7E_g?g?CsYlQ5D2PH|sHS7J85BsUk zK?Xz8n&2mk>^|Jwn{CR8sE6C?dG}tS+yc?~Ff~2b1t-_Gi$GXPwY#|Z2+7xnH|xX6 z_38V1b&0)O%HHf}A6~V8aJGF&<6njJpR)T8k^ZZs|HA;_!6G_X=A^ z$V|+XKtyZBygxK_0>0Vj$RI8}#~P>GZ;fMCeoj(R-Is@8f-NMT62k*7ehBU&wK;8k z0ql?7b~dj7g`H@$M7#PVONn99;q5|Ui0GWhdLERb*BN!9lg!Ziwc)z+szDA}xH1im zHyAt7t3MkyuYqw?$%_x8!dw03$8rG%ff~+DZjGPCoW9GbQV#2F1z`&lFFyxJaJOcvq20YAO|NZBT~>Vvx;HZ zg+!3OE5p14SL0?+gz{-`q-PhjKu#KBwZB0klCVGe@2vkHmQd3=8F=_)bykHObCS^O z!(R$NA&_+w1(;`ZPt~R4PIOC0gK>b9E0`6u1qovz{{!p^{jamenvq~m`ZH2Q)w`mg z#&AOlD2{IcLB*sFkkzgcvrmJ&Gk$Wb`Sr<8Y@hx6lFp4n;EScAR9_MT34PP(&LKT0 zk_wHala75cA&(@Rh5+WgU+wBVv+W`RCoF5hOrmN}RY=+4%%8T~iMyp8M^@MC4^<}# z^C>so)aplA!nLO=lt0_;++X#vV!5sH+1C8-{_M!v6bJgozbtN^aNowMfc3A3XexD* zBIxpY^5|>rB{M_i9wC&+ZkHrK(dnR>Du*Ji2|h%_z~0IiQ(ZI9^B#&CHPRx0oslE1 z+LDk^#v$mlkDpmNrA4r$tp8bW76}vbN>F?K(k}7^5@eAD&Uqh3g&5vX<1t~(nm8e8BLUy8&ZP0V)_Ig=Ax{>AF_cC(Y3EZ3mSw)vHZIYyHG>4$+S$#v0 zUFueQh3q9*WeV0vV@>+tKE602mv~lCW9z4Nv<-($!+oXCyQ&h)cDqbprN%fq$i}Qo zMH)>1x|W8(PK=+7)7b)C6PdGROuXg_#8tv?f*Ush6w3@9s1BlYXnf^7KV0Tr59Otw z^3q#*>$BYTTweMwFTI$TzRX>fL+^a-N+|%I3E~Pd7eM?hTR9@KE}uIP9VDQlC+n=U zs&X$FZ|(=x>FmSjiqdIirH#IGOu>_oWh$_6F8T=k6eaF9^cYmYS#I%loB989Ld`zJ zc^DEmq_~YfVH{D`3S>x+4 z@Yq=Z+N~9mckrAro!3*Vy}5TavkCdn?Tm;zc6=Z0re$p2f+}^3+b?QrL)8ST?mJgC zIo_=;=LGs5Ai+owYr*y$oa}v=-j#1Hkn#fS2iHyC7TamHc!w?o#$Evd)}KO_wFk{J z^oFQ@d|1fcrUaLJc zu--idrjOpjuxHcC31~jV#RVG}*t+vbmRhh4L2lFLfrDn)y7#BQ>;_RundWs+getKm zwVJ85<0p`ItMR`_ZDxDGn-8X)(9Zc^}Rlev{bwL_SPb6 zV|7XaPOO&ZH#=(bW+oNOvVUe12aljtDXo}fTb)>IX71TW>}8w=-I|%_7>vos={u>= zs=AzdiY*Z^#Ig=8by&X}@)=|`t@jCXH+JZ=Pfly|CYb6W{#?aoRqIn4KQlJ^F;wIy z%pth?E_41A%>|;U6bkw)dN}RF^RlrFy7m^R zf}!{E402`|<_^Mb0FT&=lK~Rznjy(u6yU=|1JcI=h*yrYxgq_|u983O)>(f7tO8k_ z;g~8IvFci8IkD>g@U~b|R-0<9mv3ouOqgv4bg2>8CPWt57d2&jOdaIKiduHCu1?C9 z0-yWessC4iLN`Uj-_|v&Cg}por#YrAi3U6zax>gu35mik;uy8EJ)K5^7NM26r(BLx z^jas$q5NxwyxE(ty~KiBAQI)}J&ls4j_OIq3|!Y}Z-ft0f$C~yzY<6x zOp}leu|EmkJNli-pBu}fwB^_}x~aQXGnfUs_L(8$#csMrXFhyAR*3eqSgAJ$HGw_0 z$h42buoo^KcFIrl<%?7E!`As_0{yUzei}?)%&4Erkq@28t19I~!}6(k`OwF_s%bv7 zH?K;aUtpJ5lSq(^Cfw1dH7#Lg;!+pibP(K%RAD!M@C)N zeA(hmsuth&4)&Oh&0KQL6+^k(iT#SvHZhK9pLvA|hjU<@5Os&XY^D>Gb^B-AaCji; z1~|~F@xDT`Qz9ucvapx~!jzBSbG>(Ncugf=ndd80ePy=KMEIUJ-?I(9^xkFSL>*v+ ztSpBdjeFBSX;=b$fZnrQT2z)G)5hUfrHW?B;hsIdU$-O+xqZYNKUN7;z-r@0hqXhC zTrZm}O3%sVRUdKbM@8D4Pi$tSy%x=}(>fRF`RT7K|N6J_tj{kt5_gsH&OiTZ7%@Lm z<|2?+>fuR6bzf3TO(usuXwX1SSZN?NyRerw4q8LxbXLo7);D3-s>?1@Yfi3IMCq}h2?$XQ#d347%s zvse*`$OY}!4(VviFp1tsGSdylrPyJK9yTQ2KVz@WS;|2qhI{1r{!YMwj8a3vV#Re% z975$z)2f?HJmb_-l%i1pOz~FO5QON?nzqd$1Uv^?2A0>V^3wcqo{T(eNk$} z%rufaZ!3qb@Y!V)4YNT(#t&h<7y11~mcNthUu66@dH+TBzl#IB!~|~A1F@tCgH>3t z5{s<5O4v<4Km7F&^Z)$^@&C73z};NnWk&GuE_hiTJe?8lMhXoujqFddVEd^A0Q=mR z$oWXMrRIlJ!R}q89s{(c;4+GOTJ;n%JB#aau$|0pHeN;Ih3-SlA?VODI!;i4ef&&p z9oG6K+e-5rWrHNLa5(U=->v8YPdh%fnb~h z7#BF++k;}Tb440GjGuI?g^NW(W!Wb7z>7WHGf;x6#*Kpwk-k@c0-|cAqCq&FeH=|; zsuD17N_EM0<_nHOGhDn%pv&1ThY=-nSm7{^yo@amKp|dbpmnD3lV?MLEeuD_*3@E8 zFRqCD@UZv`(x^9$Q9Gj0@G-3xsK`4MLg;%Le5S4)YrO)&K`KGOA>55)3!4^84^?YR z>|iIIMlH0szLW)miq0doll&=cmxw1`Ij0kg z{LVd*JHPxK_sjG=;ociXPnZDg;>>qbJF6>ZJn*}3yzd(y{K6C8@y9Q`@*CfLM?=4`(=_U{ZIDczsOwOK@3x;moCOCmHzk5A?i}1w|b`h0BWy+tQ0J1BC*NzrQQoP)W~<=pZg5 zlZXggE_U=mfNU|2vLD?q&e*fZem)@Q1XY)avz?x5j=58J^QW+Th!)`5a1Ot&hjv!I zJMjP;!BX7-?WonYxXk%`RmTc79F&hWp4mGE;)TNm#wo`CJN18-6ux0{8_FtvQ9;_c z7}=V7fBMVwS^00FH%~JltcaRQAQ{Q-OX!RXZ*}g zY0`?CHroDLovUZzuc^`vOQ1}EChP67&(OSz@1OU=rURNdjha78$BJ!`!G<^GkML$V z4_B@PVRR|zbCzC7adrj5OTC#RQr5YW3X$EB&@k-{p?tjjmKljT2O!>cJ`*4vL{jE{rIphed>YXlQ35-64GlRAa z4KF#`Yjhx87aE}Rgg{g74!t%@d5bWNOVLY}YM3ok@s%eX%}&u~xveYZ)~&{JuV&h; zZzF({hp4kAKU8A)WD}HfxJbf=$A{OHg%^N)(pd9DKs_Z(`cWB}_htr;Rs~oKKe7!M z)EV*+k?Ol1$*`grvofi_XoeCNpW;pcUa1c=lvpE1FP;Uu2Ag;_`PkxJ=^=$2+V}`r zqHPs_@$4$Km~JacbMqhBcM&RGrO590CpKj=)ljHm@mOaUe}m1&P03WOp4kTR(MbP4 zTCNY}*N0B*RaN$(LHiP{eW=^srEvc%oBJ13gm3DizfDH8u+r=mW~;v-$yrZKIW!HR z$<|QnM8`hs+ci(`I>JAiQ#|aZ|FYB-R~uT`x`-K1GRiclS{EDBpyq?;oTsnI+@%Z} z!>cDzB&x~zX_Q)hlSG8v(VQd>IVJ1#{r(x7PR?U>_BacdWFZcA=9-85}hsM032 z=g?6`mbdsQ;PoNpW6bAvDBGSBr`uxLG)$)tUzBZi5kPaM9h*brpvzCWS~Az@=ftnU zxWx=hMncmoe*2kr?rs9hHT#1a1?nPv6qLZGkDmPsata6N2}Vr^10$a;r6&^EoIO;3 zNV(p1U#}9eZ#mhA`0Q1x_91Nhl)=4-=Kc){hKsh_Zw;T_qj<9vwb+0uGvTbgm`F|n z)QqoFGf9N=Y`pC#wbO1YB8n8lg`l>btiaHPGWB7gXKh>lZj5dW4*2udai!z#Vt2?U z3_>YhIcE&t=m@vrNN4I@Klog&0{p2XtRnAz3OdrPM zr&c2h1$tO8JbNJY09U92AP;1@?E>EvU%sdU=o-spDwm`cQ&>%mscNG*KHD8P$vb-} z=?%1U;z2F3@{NDdN{luE$W67RIcYUZ$#)kQcSD)mUqP3N1xL+U80pVCdRNiCr$paF z(C;e$_YezwN($FP>u6+4hc;*O{u(AHPgbJ_a!Q}x z&p-%NModsy;KI!ynVj?f0YQ}=_Bxb;5{*^H zSKIBo&iTgL#sfIvNB2S=s{vZDjng*zcu_;LqZ-HL?xW>odCG_&fQv$W|75I2OW^y- zy|7{T03vf<0^RlaeqTiO8s`Y!G0y2t_QNF|aiH6$NnA9XSB}~fc-AUh3wwa$X+#Zc z63^Cu=Iy=`yf_q{md3$X1eGTv+-|S@#5QgMPhBw2p>feEca5oVvPtqUjiYNH1;c{s zarW`KztSMy!o$B$V>+67lSER(zFXA=xy%$q!lOs|fR5vH2 zrvHZS_J38|emktXcN2a)8-yD!fGR{qL|qh`=pot$ZgMDE1%NmLYYsfzlgaKeeXZ)m z6wR8JBjW?G&Z2APhB!i;4Q&4?*3QXEy5=@K0jF7LOQ$tJ_4^!=Ch47L@f@tWk+!Z~ zy=o;hB&4wPobwFrXGL~MAagE4 z(7M9rd@w%m^gc95;%WZRz=2vC0ZKi=lnZpz6kP$=*-gT5RC7-D{XM+1Ic5tT(KFlu zl{y*BZXwL(k!^+hBmNPoIyAI^eqZJB9%6bA>Aj~=-$T~#DgyYB415X<{#T9gZ)h`K zG~0fwyL@&rjBB_#P>lfupnPN=7C<4b$qQ>^RX4FfspM$;A()P@BEqcQ%k+Lvrw< z7s$8IkyVUgKjeYv!-cqSx#(SWxCC~sf)sUG@i|CSKfVVmJ%yzSjh2%(m24^r%e{n) znV@=KwCxYdaPp6BiPfwnMD`x~cn>wbhxXo8sqdld_YwhoC(S!4iM+3bx(&r3@+{f7omRb3ob3L!1`mXZ}idp$JV1<@GV(n~-QoF>i zfciO}e%8#aro#8HSjy7zi00?^-S6T1_a~pgyRYEOhw$xN`0_ct`y#%46rZ+>XNw!t z;7{kvBV^|R4o<`OP$$?y`9?WxTDy_Va0caj(m*qjaq1XWM}}8VgWp8P&r{k?5ijz! z(sgk6sXp_d?VAsTOhrx@xIUUcAyPMtV3wM@zw$HlNplcYpSAZ-e;!G`?MTVyczx6b zwu}-5W!y1Cq!CfFgTttI2NIn;)Z3+UMjAdYjj(AjDg*~VOnluY{ht0;_x`R&_JQ3L zZt@nPP;1o;#H<|c_WbnM9fN6=gL42Hf=X=sIRhB7%`aW4xPY z4%eYyn1+w9q>Z1uJU`Xtnkf*RKq6bKenNwa#J;Q~z^1&AdiT2&-;ch81p4XT_J5*4 z(B?8ADu&yi01FaSJv)pnhyZ|0m8Jj-+uA4n>nCi~LqoAQ&wwv&grT&iAiJE1VnjV; zL(s8ttiL|NkUnJgDctJFIY*%Zp;MVLW~rr&sLxOc5>AxnQZ6eHMJEgt?hM#7;Dx}& zzVNRvyzC2Kd&lFx@Vjrk?+YLN!V_QM$NyIV>3vrIw)##pqfyrU`G?=@&hoP{iNG9) zH+q|0wGHHit5VpQOiALV0*YqCrAeSC$q`M`gl9ioq0zH4`>(c+398m+ADro?r*+1y z!u0PGfbj-wyZ|0=K*$3>a)+C|;3;o7%M1RJE8c*P{OmD)_6HWB%_Vr$7Kw8EXr7yA zN1hG@(_=7o7kPQmeU7II7G%c~pK}DBMI!h%x3QSqp&o>m{xCK$&@qSmy!V957V@VZ z=e0w0nOapCppFB81mW|gfrITaHVZd|Ep z^$h4GHH7?&AlkgwQ7LK-w=>H!fk`uEh8*fpC zH(v&wMiX>V1OrfR&%9!VPo_xuc~u~__1LzUR5cWA%97zL<8@4j_wvS1Bm;h;D-3)f9CvOsXY8w%T)pXPrd+hlY6{lvBjlIm+!q5I(t^0m< zau+pEz#C40JWTg7dtQ%D)+{b#cc!4%Y=Nxi$^zu)S&S9LbeP?hGx3 z=^f4I`0XdIsp7vD7YjSjX%O^V>KZQFew;L)2X3R8E@g!JyzohDau~hG%?dGDU|QrQISWVQLyE zI0Zfc57%v2Z>W-<$S&H`Swtb?_#6&=OJU?REIG^t%iCoyD~KfD7~x5nc}Y)S$MqK;Z;Sb%^}@IE(+a+tV>^BN#=? zD;I!Vi`&O7ZF#u>jQfb&uVomx8cW33m4&cKMYa>G!nmPIo| zU7j708M&9aTsHxHKhxwB(HVYeQOXXlsuSGGaGqmfhg7e5ZA^7sM=Q(OLqzOt8Io`r zBin{gXr*hP8#z;8#xN;Zw+7P8tA@ib2!f<`={Vb%XZCD~&3^hhDpC$p;Remint*M3 z_O8vg+Av}843gx9q9P086X6Zhj2Od3emTWo@3|y% z7Ld*G$-xYLR7Uq|1b%05r~pksvcHNoZk!G&NfAs0t+RAu*Aku?52fRWF7j1H`JuV| zRA|1-IbXG(??Ta6Rp}q)gd{J?k+dJfo-eUt-XGe6!B9(bM0C?7ykRS*Zpj&F9D3aM zyG>J6Ea!he{ z5z0{DGms1Gu~4?c2srv{&0XiWQr0l-%JWmx4xZSFn^m!BQsVsnDuIRs14#SwPO&&^ zl_0aJ$))a~rE~Yn@mHRD9lynjS2g?D{#*qM8 z!^g)Cd2vqIntd3YWW4gC8aO}pBo_5ElcC}u#Y{42%|%~e-D+3onV}BdLeui>E_!I< zXn3R1goSVe(YsoRNPd#(w0g4%WmQLdOEQz@wWh*2;ZyrG$^SF)|4s&UQNj7G;WOj6 z^@}SK=b;h9d0>6hlP>13DqomA2Jtp(`4Z?i#1cTZj zEYTx;ZbaVMCSGxmpUh66B#G?qTqrxIZW9 z+izb&$7q-ii4-&JNqNaY5&)?G8lbB<8IK`clD`x-yp5(K zK{VE(C0pV(Q^QzbxU|LDp3dbg`RT@_vEe-gR_W4tYU#5i=h*GG9EVftB#I$2OV`8u z3}eS!%}}zPV>Aq7Pl8vwLq&s8iY#C+wnq2(ACK~zVeH*p_US}>^R0cj+`c?55-^qMaVts4J4{fxCL5v>uqQ3j*wK(Bv-Q<==)mReBdgY-W4CC_A%Lpd+%pqTCcM72}Cg{dJ_Sob&_@IWUuVD;xIOYJswztMr9z zm^jwCcFQGP^wUupvvU-3Sv) zS6ulMg?>e>U(xLkEc_EW|G?Q_Q28GbdkI2tu06CiPB_rQclG_@uREdnw=tJ1=kGt= zWOgl%8PfEX(@`;FpYFrNSxgX|ab2fHTx1+8HpBhIUxry3a+l+ucBy!|k`ZmIYC1fW z3Il#Sq$Ebl-qH4I-im;Yer8$MwL!P{7(Rzq(rp98wzUD%y{XV5{XHi}!i)E>E~ak` z5+)eGHFf9jGCWWGXyow%LUQ>qShzHeQ|{}Q#x43T!}f&f@}=QpVo(}`BFSz)2SyQB+SVdLs>S#(I{2MC z{vet^Y3UCV`<3$kAjm)I^cV8|-(c!o0Q|oVso&IX5lK9{ag-5=zr-CMy@Xc0VMw}> zY=~GwK%r9K(3^qi_BjAh9on{>bN(?5C`HIg(Z`1`{wmtrumkA?``P~_sUjK@JZt(w zF$&dkieA0fS}tO|O#RW0K-@e&K?`kgnhR&=PQma<6o!^l;Zq3}jdD&;qql=!SfQdp z7vDGc*4^K#sd`96Dw495xLDcy84^9$RCld3o4;KIiITpmtdF^gwZ?(+1eOx)NNS0cuPw(%r+ zJSZU-`pAQ7awVqx4e^fu^7?;^+kXBT^04fN`+o@X14v!7FebTfKA}#Ua_^IIOC7<< z2ccqm94GuN7CtbQ0Xyk*IQc?x&bu~GrK04!%kU#bEPso$3eA%0f(C5Nu!eO!oB+cf zDYKB8Skt%1aFle{d*MceGIP~d5%lqSRjh_tjcG)n9VeR*eq_cD)raNmX<8&nFjgBr zYoyvv1_ZptMG!qqCX6s!=rG(QC5n160v~8SHz#s2uEx&DeYfTqvW3&~& zrefRBOg^IdSu8mO?9&w4RaZ)6UlSzE+EmR=LiqEr;jM52)M@w|d#ETpG#4HU4L3Q5 zhxWr$DdM3kaaEzXNml#?lhd0Npn;^>*7LtPOrTqev?b_*!(c`w}#q&3I*%>K^5MCnf*%Vat@MwGU08RvkLHjF2I z=8Glmh(>%Ez%nHT*tKh~4+MSo?X7d*>;P`{86@fHRk0CYo;@3V@8m5hefEdDER#FT z5G6kRGsRh}I3rXT5Xh_3G%+Uyvjx1 zwI!cIln>d;i^%1tORdVYWWKvZ2hQHqKmYpor@tOrsK5W9o%)noy(_c6lw2ReuP>e0 zr>yK{o&khg2e%8R-@~o?b;51h0&XQc&@-QWM32w*3*L zb2mMzeTdWR=Anj-Ib*ypf$@2ijnw+5I*8td9{tIvMvCh<{C~_M=)8rWf>TOW=Jmq; z4^Jt$X#-G8#~MZ28czX~ipfu(Ou5H1CO~$*d)!l7NCVeyaDC#R(Pq5CbLrl!Nxi8q z1Y50Be;n!sE_Vah3ttdOOa{LeGjbNW?OZWgb6HAGpQLZHj%8Itw0Je26h;#SmMZAO z7#5P$xC{#zZ0IQ?zpJJ*>YF)umqpQ@I2z>DT*=3862QKoR%uFPmUMvZRBYC;daxnW+ zRK*OX&M727oWU4RBo+1~{(tnR@XrV*641wUYMh?9OKL7j4^8_%-UDt|u_*2IX5;lN z=oalQ(5`+RGU6H*9-s?H)%~mzs?^pcv%5SO`RRt?hGHJ8m^rpEKtV6t9bYjlwI8c? zU4zadl&Ff}p62G3^c}~s7D@=pWX#{ios`129 z%s$=_UNo~-MSaU3{$2tcn^|iLNUmJ?vR)SQ?9-{NNeGthey6<+FKHwlO=fYMfnety zlZUfunBggPnEvUXVw`681J2wZv*@{;hwc5t$uk9 zs0NfokF6IskG;QkN zQPu%TKr?*!JbmdHGWGCD@<&*fGBkGU=&tNbnaf>_(rdOBP_s=$-Z9IV^jE($8 zqWu%;_C?aYlX_ny;3sGJMKQiplHU|&Fo4x;0l0zB&$_@iG0GS$;2pQWW+ph3{l<2g zEIoz}I>Y=aXZeo56DXu=j5NqXInG>C%IPds+(W)&j!4wTVQ=(!ixcFxxrdzSF!p`+ zkrVJWyUq+NK-+fOw7*+d_hOAUsg{N@^C-`ah)GV=GOIEC(1^`3E_8|6BQ$oF*aK^a zTCT@`HW`QGYk!r=iFsqJPyPF*3Lb%761Kyv5*tJUM52e&MgQ>WuZMh?@o}1}$aZd@ z+0=qMNEW-yc^nvb38qewMuVNt$YKSr0vLa{IOT*vKJE37#cdO7@~oH=s_|`zwc-2{ zFNblsFYtY~O=Sm^z$*dfVqf1#Xg444RrPBlwe&TDp*dG(vo*={T6<7j&MXG!tKBh$ zj|!U~l0W`;XAnlI(@zB#!bf_cH_1_)+{gambpI3W!)Xn>dcu+_&golpp|i``$N>g zVm3Lt(ahM0Q8wsla&+gwb9H0b>*wie+!}*3P%@~Lk?LY-foW<$Tuyi_67Uw}*rmcA zmX&|9xV&3pzAQA~mYXk&&by`O%L4S_7|Ow>?=XD!@bzQPd*WMw;OEcQ9n(zq#!LKs zcnM6`4={vCakih^r#B8HDsaATj}2|<5393IC=NjuFAz?f55og#t?Kc^RqXM4btu|v z+19xC*M5Gk{%*5GI&eH#UqJZU&5YExkE6@iG)o%J*?|#4XuB-eK8#k2$~H!sVh#e* z`ziBCAkCB&TK=j+Y&4qT=|mDvn7YmU|8oHXuPGd)NP!eT`-fV;%YyHAWe?#H7kJ(0#;CWP?&al=FwEv z-NnEBs&VmD|=6-*dKteyt2&C3se z_|$+4Cleqffmcr{bO&-FO{HJ(=PRWZ+ukH^BF^IkvmR*Nims{{6AzQ)x`NL@ z^&xu+0&@wPMaFwC$jd~R9nVyD!vS`2dRU2BXp!&%y!UK0-+%vLj)7c;P$`U`*Ea&e zfDj=26%ZT3!SLQV^K)|s4zPG*mAK5BHHo%QEyXFt01A@&A`G8oIYb1dnP2?!bjaF= zOPCT%8RAz=xBJBFZqU}2A_F-=;1%Q))Qsfcr;{V9Jod7jI+WFVxdU9rnqBe}oDRrv z#zR=>hw9-IAJxw}gf>LhyIQc20?dHc1js%2jz)5KgbR6cRBG`-Lrj0L?^MRHr~LhWnUmCFC%2P zA65F#`nwtwy$p@s21s|qq?f_c%aG}1;PkS4x)|kXb!6aO8ZYckF@An_lKu-xU`-!J z2<~6DtJ8)3oShbci%@I|_@%;hJ?jDO+z>C3P+`K40637M%gA zXWr?v%>@c-mG<+yzTt9G;b{oMlQcTpRJg%um^*n-ZXcdRIp%Cr1y!)&eGa2(r1sVF zk5bvqa`ItN`LMHmm|s4vGOxy(4;#*hY3Gw<{-C7a`Rg~X`-2$&q|rY}_cx0EozU;A z1{FG)$r0JFp=d6_yVa`s!>7MoUN})s5$Bp5zq-$TIq5$6JJjtSI;C{iO_&+REA*Ss zxt2X2x36bmu3a@DVJZjrWq^XTNO4c~LM9hS9@T+*fB+Oe^RBX_b z)|(Y^D1SQH=hkSEN^j%D<|$O#k<%aykf^|}Kb0T!SBGZ!nK^a+2y6d;Xa3(|pkAoY zzcoB((cXO~Z4cQ!M0nw!Z*yMgr3P<#u%l;dzkX#2poP0+Z@=d8Wt?aBCUaP0c151J zpzK$3=b~T#kEg9;8WQ`&kuIZzvSN1K!SQ*|{Ji$*2ThaWyhSJ$Jv zMbg7h>EXWg^lG{~J3V}$9z^pyEB!%Xf6(0@)c7lr{z1EclJqZ>{=dOLy>Oq+#vZZV zGz==5!-||Zb4-tFQXe^J%g~^+@tMwe4U|(yT+yxQhO3m({RQmovt9l~|2nkK;*=&q z?vM^&SeJ_21_+@20Q-ha9mGNLqsj#B(KqQbzU_e(li1jD7_|w|3R;G$n0uq7@p;SB znKb4MBo?nVlf;<$$wM8!FBR+kPq(Ib$2qjQ#sV0A5A$9}@a^z5Rzc|5M8U zD*S(U33ylvJZa_+Qu>3!ekHs==GI^x&D?XP4O7;qf^-*q*&NoW>}6P$SVf0k&-u4< zkZNqksjV3A!@@SGrmcK(KysPpA>g9cR|;Jonz#f$*cGO|@+bQVsY&IHD<@q#JMr{uUNX%T$23!li-}Zii(7m> zyv}mC4V?^atYWP2+COWeDpOGVbKUtzq-eC)jTkx{Wn9&u=*tP9HGOrUlud5#q<&#; z%|V!qYI8DeCy;|>K0%#5xml|V1ioF2uAWB^hoq;U(#?G7;nZ}ub$WO}-Blaz3J(uC zh^KhOU1{PbOYsn~cuQVf1Ty~58gEyTG%K|Y2nq(1Ppj6iT9QyA7rb3Ai6L&*Y4qFp zqQwz%Wzt`r8lQfWY|*c)90lY+YzRzMe<;;12hU^p_m3Bg&L*~PoDJHfovAHt+OQf& zk$yyRX+cJGMYuADGgq2Oaa4uL`D+j31}y-pM_KgFQJrjr{ZxZ_BF*{C80Su^ADxy z4)wWOmm;qnis<+j@bYl01?-=Fe4NOJ_FLbYr&jdT@hziuHLPYW5e1x+3j`vJ{Fck7 z+uk*6)kQ#7HboGC*7>xq#))OtjPIY|t+}K4=`0_DO3} zI3$!9X!;Ra`8XQ05~E)PYqi8>&fEmC#W;%jEka*RfV}IBA>;UzH0g|4!xglQu@UtQ zRN7OMy0;!0_;QZ3zU|otMhY$clR^?Y=|97YJ%V* zyuyEgE;R*U=H-bgMrhIhciR6IX`YK(!Efv0&ApceKXo}}LruRqO;@L}D@Sv^8uNp2 z>q}V?8mM{!#9JV=O-cn-?mR3wLlD|^VL*CsS#)9n)g43Dv?Gx+6Mmx|VCpyIm4lFl zmg?DQb~twqYgkJ^1kVN^K9}RHT-xH9=Xjl{GMeE1@oPX06yG1ca&N7{0o=K0IHa4zX81*@ye=!>jh;Y=%Pn6i4%9qBa7K`f$po6ohZth?|BhU<)j% zx@x26_H#67+#-GQPtOytvSBnIKnf+qOewUs8LaUVwOznO!=B6u zu)HIsD()U4O%c-1XaL-a%eoG|7B_Pf=(SQuZ zn+4j_TtXTidVp=wR7rMyh#4i+L+SKpyU$75Uwj-!@-l+Be8PUfzleMoLA<($jj+On zE^1aiBdyQA<4hcxAW@AN*tPoj%_-t5D-IANO!l zI_@79+jK#bkK;hKLjs}+#3(&@^twaY0#!7WEeMWFbte&7@lBxyvAY)nC1y`mkBHkj z?>3ZayXdwQK|tg#$(Go7>9u*?Ar}Yx6_IU9GF5p}hOaqDRVtnuWwB_TU8E%bhJ@Bd zi|V(DPL-nmCn0&5Mys8N?Xuz~qUGtsR2-UelaiJT9wEh$?aF5+dkR8BJCQ&C(`~cu zAua{~m@2awb{cR2{pFMDBJh*-1=}J?6)Ej7ig1ku58YS?Ti2MxnWiEI=>S=F{YCY{ zeYkXi4G0bS;W6CSCQg)K6Q1xsd}0)ABX}SuCoD0%yD3W|(q-C+Ebpd%A<`PNxccK& zHc(gCQZgn0VQIuLj*O;1MxN$@;TAF1it#W*$M?%m=sQi{>r6MB++DPdW%(PO=;n|5 z#EBsQDdS2X1`cN;h`YeF^WnSd*Ht3yDJb@kAG?Z`J*3TEI%p5kw2Q>rUx1O`gs99B z6%{~(k+!`IXDy%GSzTVSA~X`i)7U^H#j5sk)5(~B22sd3od$Oiv6gBtX1CybW`RNS z^uCO9qD73Hl4$~UfF_R*qi12c!!WAezoKJiNQ?$upsuxj_)MZ|cY>CX6Q6mO#5*SH z)*M0wx#j#FYj$;}cu+%OxZAG;i%^0{T1^?0T)CIYzPT)2m^=U$+-(aHfbLawjUmC^HZXJj zRch!lj@R$DtdBNAj?3WqT`V4-yLx;o%-b^CWpd`}n&|?)L1r^mw-mH{q22`6T{AF#+VuKi*ft6$U~Xh1*kN(qqwX^;LAzgjAnJwHu!zXGQDH>_04#E7I#;#7$kmI-N`|_w8Yx_9O6p&I=>PveEK!%sa z?N6=i@)@~0~IDv{IiWu=or@ut*E6S`(r_!Eu1CI zOFAzrf9xyjxpY&Rs%psi_yhuDFN5}X`r!R|KX$zg%u`FS4PG2dL};>eCDD!vBJ7y~ z60l($W5eL{m7bjCcyfU`gCE;gh2kTw+zUN1{>i=TkHAhmkA0Pc1{v{qKx;sQvjJxJcD_q9JkN8R|44uz6=~B6S-t3w5y^e zwE~TgfNbC9{kNQ`qHHmPW>R?@l1%a}>HXm^qq4OkmLL=^4hJLKLGi#x@E?PoIK~ep zkq$;qG7{%}nl0cd$dj|fBM^J0@(d;#=ZaJ|P(xqiBd#INBhim(2pPLR3B@-~tv=8) z)Z>^(ds)&H(zUPqhaV~qqxI% zsQ|&@EqQ)A$>`geM9ujzyZxy2a-XJj!vhJK-ZL3V7Nn$eo$u*5F_Obl9w%ZjX5p1O*V2J+Zs)nTE zV%4jXS<(v0$`cpY-n~6E<|hRRQc9PBE!0A~aY(DSyS7+r?jwn^CjCll8yS=L->2l* zQ=#lFX!a67y9=hh1lHbyY%c+~m*5*>P|14$ybZ4%c1%2l zf-}7(Mk~1zM3TORF!|tIkw^)d(({H0kFA4&aSpXD5Lji^C+Bc=FNR_LIe(5~ClOhdx3|GLriG?f>M6nz(iF+nWlpYB|7THQ{!8&;Y^6+Xqgd%n>h;+#13V3NN5Qk7kRCe7 zZ;itvqbo;oxnuYm0Wuc#OXFwjS`mLEGMtS9KpXBSE851hpeBwbSH$r^D62^$G+HMS z_rr>{;g0Y^BstL3fG2kGnCA?L+Y6)*tbz!U%3Uh93k%Bz%2vV-SxHnRIjt+HwOUv0 zFp;QIKm6RsYq87^~7(yYY+<%@y>3028)H3yq>*OQbplJ(Y zek7hKX%Us2ac+Lat7=I7Rug2XB}M*vg)~A)NJ>*_IHcTbOaz$!&46s1JLoZSF#5Jf zzgnb=U8SmJ3LNK<{&Mmqoh4rDpi=&2X9a+ZX=I!~+9I_-a{%tOrqg*@^F#UlXVU)_ zj^0Jf*Ys2=&3gU2dPt-FQHpXB>c|#|XgBSv7}pI-MxFHl{%B_GmQC3 zoSydzkzBS^*=xuqluC(6Km1%R9C{@b(E{IALico?zi4&!g)eIGEWw(YLo8*LKk+P| zM$1oI=BtVG)$sXl4*jr_ej86egp+S7%P&RdhkWx*>-ixJ{gjb@h)(}kp<1iuPKf@k zYUz2dZc)lo`AWBPo6|I2=pw{0a%9f@!8Rsn%hkGNpu^TDdUo~^Yq_0gviz$`s+Zva zYYWAAz#ll8S^p5ubzn=9sR#%cTIUBQA}laNNOGkaa&1ucb2YM2*tuoVNz}q6-wd=5 zUb?&$(>0mJwc|h-Au4AG(6dE);~i+u=L8gn*WixMX6(dP#0dggb9Fy{dL`eSmG3sp zFVE(O!}HS*`syD2WS>8{>Q`p_g9ra)&EF~ZS3droynki-f8iEt2@0tis*VIzb)_%h zdVc!L7*!ZFRUL(+VgKS{BICpoVAE)qm9T6UU8_kfLr>&H6;aJ-reK=o$3*Jx<7eUy zSBC1uDOTkGd5nmrorbVRqPRl4NGe#F=AE|yOyp=erLoOE##aFX{glONJhL}{qDZp| zzsmSpGt|MT&6*3!xem*`hI&Wgz{(n*wK}r33PvF{aZsf7Q+}g>ivXl zMcv4RPA$~5@|1_1BF{4gR*XMHx$YWXFU_xqMA%DF?4>~VQY?EboZW<>R0(7E%NAtL z;s%;Dl?=GNOZP3BaA~K+Ci)YvFC)B1ePaAgA-&*cizGd za;9l&NB%qa{|6P9On-YDnKf1%W;yGOdR1N7fMraU=}ac-TX|Int_@gP#m6OW zBjgl~T9>n0$dq*^0{V035OYrVl3g8%TQ#-*^f{278AYhwB*kAp!!p!9iV@MWi8c6j zPQWk?KnBZwMcIyJl?m5L_**g7aJXinf3T#`vVE~YH%no@0milTEJWcHPR>vCsf}o?8_}yHn{p;3_#zS zGsjei7H&vvplW--A$Sw*)ofNRtKQ_VgkHif)=xu`Itf|j!?j|_?2YvE~ zn)zM){3VwD)K-5Qx~bsO(J0v;a1nd{s9 z1`@#SfX$=SH>|;PO#EX&4e6YqGrO_EmH zJCM`)aMhrJvvsG^4q&yc(7T@U7D0Q2kP^17dYmZsw@}V!^@-f2uG`ts+h@{;;^hHZ21b41(EE@uAf%_Y$47}7mxwa0f_LBS;3NFI*cAK zxsb=$@`~qI!6&Pqi-c-E7NwBCh1Op~DtFt{S;M`dAzsYBBw>KtN130^1AG_SSrBc{ z5_Boxq)?Npd@F`2i`(RIGns`+UnzbSRuI)hlm=Ctpjw>3f@*pb48Qhx#)X7pOA6;~ zy8B!C%bL+h=bUv=;}wFf;+3GZQ(H_CYW^Z&@^#epW8H&#C;5cb3C=NQ6sYQM(n?fG z-DYxPRj#iC04pPZ&Yu82T$qOjL5*#q717is7?tYJRt!|blqSx8f%1kN)i_Z9v#_gAH7J+=o)Bp6jNKy zuH%IZBt_^y(D4}rg@9N=9$@FFz$fAvYZIE@&66%?8Kmew^~ z7(CPR#`wf6N}(e}9rc9y&Alj2`0WA!A}yw3mKGb5S=5lx7s`dD?*a;2XF&8a{Wu`5%E%m}Kyw+8lxt}#Kly>jpwepS?6}R^J@uCjeZ1~L0 z{jp=wH_DFdIl)4X@m}N~EiMAUxX{5Q;1$j&;~AY({8&-*&6%sP1B4XeIpk;d+swH{ zv40H}(#&&p&K>Mkp^5D4gAD%TCEqPx?v5~T2bq`S%-x~p|#?M?sY7o}d0Q@<&mc4(ee`qtd@nC<`+)1z6TNoU27Y#O%m>fJN>oj5liI zh4OfULS7h>7v|)SQF&on-WV8wOi~%6skl4<EQYgPb*hv1I^rqb@+;_i&`LcFc>JK5M(M?0l#%~`73O?+1>X{iczTaR&*kb?$^^wWwBF19_LS^G@Oy}NKJZ8tMVwRV>*K%`e z0TFevH(SIq#hnj5 z&6LbYRZ926`Juw~ZUO^(NoMNyuk|^q@imcR3_P5Yo{pa=y%^+LqIHwetJk+Pw9Byi zAWAo-k&4WJ^os_~CKE#GsekrI3%GjKyF|?Lfnas1(b{6kDeYkL0+oSu+RB#v$#>hmEJ74x++y>8%DCBh!2i8 zqpgspeSFz6qpEA+Lc>6dbWud}>bhH`$*7cR*zyOS~5P{@bLXC^~f?zG`kg6uKUIUN7;lhf>&8SL~re z_S7u9D4czvS8Yn>`#JiS$fk`tWrSYOPk%i+jK3XmU+j<+)T;Jq#mNbFyR=6x>uX1x zZB~b5CTtD%EuF1}Cb@)V&gS|NYB%Pg#-}{9w$$M8o_K6K&+b+5e6eUa`eJ7J0`m5b~tc1N5`i2z=|=JChaf&>>hqL~A4v zt$3F|pchYJsn9IZHg~pC=b%(cf+tB(<={k*YS?lF_^?lohhJ!{Wb126W8u&3-B&yK z)jqzrn;+fjcQgCd{JuBK@6GkUAqaO-R{L!dY6ML~VjH`Z zMB=2N$T55vTWDnBkVgYTpy5KECUJ=~GdFwPF>yBZ>Q?kycb4d@pyC|m^ z{0L%`Yl`6x>EA8_+@kyNN}aN~{v?D04NFoDYB@JJiyszUt{ugMMpTlUK1}PKqGKd)2Ue-O0LMV1{z08&zQ9S(UmSC42<01oCL{(Wl>dr^+ogg@Yhwg=C?-oN*r5EvgOQP3DKN= z&{h)R)D8uhMH@iF1%paW8$eDCoVU&EZBoHB2jY3o`GAu!I3h0;*Q|r8kIClx$6_}+KRy}5XPLMJZebR6&Q*_ z1-{JMDtokzT5f4d0>7 zLrQW|1jBUfy7v#o4z)Q2{TOltu>HRXc3lIn81oCn^)m=(W$B2w!zq3uY97fE#o_G9 zFYg()j?gyKJ(;Peu>{Pwu$8z7NROOMphhox_%KPjxeCd^;-{E)75#Zg1U&?WuJS_< zv7)E6(L)I7Dw}i_S&9s%>48gFQzt`5Y&{foo*({FpSV&aD&`N9MC|!(-ETT!Mh|isN4}xuBM{#yCYTm*%pXHrn96wzsz2KV9p1#99P&&Drx;N&5Izb%$*u-I89iyE>mEH3y{PzjOZwtVW!v z24*4~Fk_PBMS=H+zwRBv-x^+==1c9Rb107%8nGvQ0RX67Xr$IZv$;I;uoeV=SD9`ji?at@~igJ@+424l*an?0WKJ^ojR_R-LNw13~-;#YV1+KhhnuHU`x zOKbe6!I@M(J2Pq;7VYd?`{N-zKmGN<8~uL6lU``1JNW5^m3l*~?ntZ`a_f!sIy;nr zXN?UowU6d;mTQ(gEU|zyO2zgc+Jh;upU~_xnWg#I%{r%`@D!I>xL_}{&cUHIItV#; zY0%(*hf?gKx93x|=R0R1k z!#OZ(#UYh`Kn;aKvg4Vo!7_U_j~r<-o;=d>&w)sCcoU!XFIc>4D)Td$MHQp#+Gj%L z&xAOcG>1x9-R%pqBvA3q<4)*>4IgeN;j%IlPJd2Wq?gyDF@}j}d>hv_BTuxI`e(*_ zcDZ5%)`=EDh&SROVXe3m^2MDzEsk$~$Pe@6m(%jqmib}g{IGm}7(_ql;1BZngKGXH zrax%xSJL~PA^)V)U&!~N`_fp(@DfB%A z{a*TiFTKFGzTiNWC-lU|++ps?EMw1Gh0LH>KVxm}0mN!DcXw@3sc*nIUNU#bN~?rb z>e(>GGDX`D9k?(XJtv6he>_QrNa}YPraaMD5I5kvio*IZBO$4AfaNyFh6V z2EMl};g)#J2`k0OfG+a?3{&RR)0_Zg$B2XmRX*>mHc*K1t7st!e77ZrGe7ri)U=Hq zg0h3hM@4F0b$Cy-{-m*BhPJUx1~kYI09(lojFY;;p}t_gn3|h77E=QAw?3Ix&SCX} zEvXCtZI|ymG&D$Ez$04gb}H}n@e>L3&wC+gVRSC5l$^u@>C1JCH(b>z`K*N=jyJY4 zKE-CQGTBVRF6C~=@-3>f)d_hp6IE!I&0asu?dPYz9FVE)@N}ZL*%N4AjM-TzD}jMnOgJ^Yb@f&MVY{mqO@*e{Oq{$O%&y= z`S(NVk3By&D^ZtpOE2>X#7M5wxO|Pi??Qx>1iseF)7J(as>4mLXrVO(M0MIRm~Gu zXQMJz083w3H9udGNj&JoC{A>{9aQWcjSCMe>lq-2nre)m0EZTXkRM~0Zvyr#-3n^4 z=Ly^TOR|#L{(y1y^5zJ*Um3uXSe_NoLuK!#ruR3}rHi_a9a60(<30mZ4{aN!S~LC( zaGBVWXwVs8bAV5YVFZr4w+GkyHoPP;74_;zZyzE*_iXvkNzYdO0r1P2TiCifzat1? ztlACfR&$TxvmqzDMrkfmUrbclI*c?az6#d)>&d%@y?B+P2%Odol)6IkQ->8fx%Jae zB39yTn@a-U-Jpujpdoiz&Ia$KYEcWkkWO^sow?|p5m-1e+_00eJ_@a`xNRaDPq@nX zj-Ad*b33|`zu!&?(Rwl9YQA@H_Q&Z&=_IzZM-DAPj}~`4hdJ0&N$8i}j^e|~bi*tgn2Ic#o|F;3%q}_MaIW!`nyXsy8g!%p7VX3AR&i;jKrw2t z1iOn2@Q&qr!T8z9wu@anJfkVYX#!CWD+?DeA3q5wb3*knz^0#UD|$@PLGlwtCgEwC z<25JcZY{>a4Ujw__){G*F1r2M+N#yVK`OA4NvkTY72ZuEhK!6(-`snVG6fd zqF(1O#q|sFYuW2$;Kkzp&w){V{Nx=@|K~YWd6%iHzFa#Z>)xW{bdI1BPx%DExR`3Z z){rcbjs2L_$Eh*+O9Z?*d_0%kA_Y7zOZY}vbgod%6+C9jni}j%EA2}qp^RE5EvFC< zIg?F#w%s~%xF&|IWT%iY^tu2HMW$MdH0yY~6FsEJY@q8%2r zIQMDDmoV9SrE6PW2z|o~(k*WbUTNy<2zHe*{ou-iGyaaHy(r zz06JVagf6;R5{L`#fD{%4SDcPzdO_WPUOKeHSt`1{H<1=shcNa=x+&W-MbL#(qTEP zdX1$(<9yf>LE7@$5@ZrgFIyYN!$nA_{~@%jOO2Og#GW9jo0h__V!T(6rHOD98~9bg zS8+8M-4kpw**4~NEc9#X{}rasg9L5erBaLge*wg3!5to`yI2W&f3en4mY|iOK{~gu z7e)4LbR4>)(H>az0u_b^=e2)biK}oTI!LpB$_0{vQeFf`6>C(L2tdp$mK85rmvpPD z(xTwht+}_4j)H4|foFk$_%Lnzsdp{^QH_=r8M(p7$(qfQ zOw0I0$z%hpW+5giUMXK!>R;RwRW<{mV^pEt+IP>_`0;W8>=JqklJzaqJyHp(Xd_iT zLo8&x%(zbxrUla+j8Oz>J}iH`7*MD10)+~~r3i00r*`7WriAl1JN-#zPl)d+P5#ZP ze-iLtT>TfTKm38JYEu;S891Gbnu;Dr3;p5KU*6s8D&D-SHnMiOnPBg?%HR}4G^1v{;<#N?7nxB(NV?%8^zW4Q<01hUUp{ZYkujKwrKPLSv9hZnb z8lq5FIT>{vJnRg5TvLpwj;{hQ!N(=GBT8pn4!kLZpba6a|0%uprA+6voq#ySA2!b2wtEqEOoQ$El>S8m-%U0M0Ha+qj+6w5^T9>Y%I<&Mo?njmD3KU^no~A?c5nYpa zjxy-6uX|9AA@9>QuyAu6pKSQK}S64HgppX#*)&Yxe0EXd{iwMwQLF$A>)gR9Fb z3g?NVlv8W1);+2TuoKY8^D*=?6I{YVaMrHom{qq>ceSABa;ps=^K<>5Qe)6qF#Z)D z3Ln>ZR7*XZYU0+1O%F0iM7*~96PRC~M0=?c6q zO?nL$I8x4Zcbm+sGIh3m`d}umnNN?+#E~=g?@Zi2Qx&^J^X{pTm+0xG>U(dgzNfBV zq5}BT4E!71><7#F$M$TfIbQHufor6O4AscUq<~3c2X3merfkybH8x08)HQTiqVaBF z0JYOKhcQwIq7LCaB|D_q0!KzV_9(hWf_Y-_>tY`ICX3^3@Y|`-=*n@a9vN zeZt9qF!=w1$^Ek}@$>5sE}3sr&CG-|GwsYwJ~K1^OtW6Mp%H&0EwXDzZ zRdzGg&Sv^0)cCMnua4Z`AgeyK2Y!^8FQJvDVC>xye^4d7T@h6f5{r4TK>C*{U6#rt z89PHF0Epsp=3RAI|Iovhma9Szm7vVh9#4wxTmz*=uxs3q=l*Yay! z_L!cDoj602Zdy>&Ahj;jpeP?@3=_iaWycoaR@J&PJ{~E950`10Yh3~JmZRrd4~a6w zOGYBmoX7+!-eML{<%>io8$l+tpRg zCTxEQ1{PTE9!$$_BFAdJG|bZd&9r0`e*t^9w$dy75Ar{XS0AgT2YT1Vnv4dA@>wO+ zsYV(vSW(0@;oWPw8%TrYqoi>bmUr0{oxQFo{AP+U1L%A_#e|RkWUr@O_kh zyi;5Nt6~~!Z0Nug%kYxz=-587KgK63QuQn~janWdVYDPWiRDW&7 zzU0O>hQ)yUcFCE6nW8}zjvEE24-^$Rugou(9|T)crvn?ds?+!|0x7nh(9o#?bCCl< z>Cjy_8O#21=dOp%SKbbidWJ ziyJ0R|M1eX(Q2hyjSI(F*6*vx!XL$Hv-C>zek;Fs$vxuwNeoV-PJOO^LnmbK zR(33Xd2F3+oFGEQ#YH2EZiQwep;hsc3?&pttcOFNb*-5C*=MOGsj)0=`=_vP-i?937D!b61alScv9Fq zB0XEjE5N^a=HO1RK9ot5Y56#Sc6H;Ps*Yb{yg_U_I!+iI-(Ixjz|x^aumj7#uQmkL zNwFIJkzuH-4=lk9le4V0BSR>OEW-|M01C@aT4x z>wd+uqYv+r-d(Muubw|A`e2>%$gw7|oXU=dQs70=rZVi|>xvcR?iE&vE)Ejn6QthN zhFYxi+}CnjG$jFBnLud-=WBk-;?y2AYapl$+R8$wwtS}lsS(^9`@Jn#N&MVtNB?f&`pr{W!oCVp#H?TocIce1^%!8X*Ntx z0=OezC(|pZz`Gr^E7l4|~Ld6=i6GEZFq()GXX}wpPg@%$U9?;UF zB?$b-KvEJVM0<5#haC_l`dR*5_rIH|YE(+QlRhw_Np6k z6FUv{0B;vc1mVhYEc2pVb=rmSzDI0WazH4tQpRx_Y;iQ!Y35Gr5}X++*L;637CH10 z@xCpwP0Gg8ypK40Ac%la$p^>!aI<@(K@nG1kIYRxV&GL>wjDtM8Ae;vLLEJLQN7?x zv|l;DgPPohgL-2JFdX)yM*`5vkLB{+%stlo!#cOO8o!mY2#n%A^)T7N7$O4a#Mz{z zt)JMPQNwI@m$(*NQ$@E7EB5W7`TB}yg#kTyplvQZJD5JuUaCz(hao!Rk@MnMuM>Xv z$0RB=o{!EkwAvdCAWHmtJs6W?Jq_ivLELQi3`yu>3DOZFpjcEN)dJhbF@7ejT3eab zel&t}QV2L*`{A1W&xQY6RG$7E#RIbatvS)1{KI7B^G}WSFflxW_rBCYrzlUHJz8XX*XbR5me6*)iyU1rxqq$>c(?CCbTP)|SwkPv`+?68Ok4a|ntgvO z0cWm?|5_^BzUZ-@^06VX>uEM^I~Y~4A-J8c<2V_#;O0(KM>hqZ?E+o3tMI;RP4KoY z#~$%LdIYJizbT2^?Qjb|-Vj_5MzE}n;??H3HOlhP#eH zFjW+mDg+hZ&y=FVK4fzL3b+6AzKtroi5EzAcH(+TLC-Kd0c1ozJ7_r$m*39Wv;H4~ zgM<>kZ>Rm0Vgu@xSXS^j(B z{|@^G)OZc-)HoHj#Bkk8Kl}9#gn#}JHz#p+7MG`Sd=~fTdBQWT$g&WEphbgP!LD%n z106}%%>&l^d8kpD-5O|ujto*I@kg~S9!%@*ezIHzNvkG4(8~i<(8qU?7uo=^Xl}ad zCLK3b0yif(45a`06Hqn-)@DH51h<>ReBZF(3`U&6j^9{KedfC`hnh;(Ppgy?>|HmW zxzh(V>^vUiZ~75&OkW}~i}K~yl@GlwH=w?uWNQac3m+d6N%+cah;hXAvZZkd>(MOh zwSC0re`kPygGKa^FR%t|J*vw>nX7|u)UAgq_bt{RuCV|TrrG($gg!tt?!aXBm6v9cVt2`PGVL@QPTYEufQ%Gjb4 zi)74p1Z1!GYs9|n$P@GO#OgdTMt^yzCwA+pIs4PfJ(Y<_L?xaQ6p3I(DsPd9VI}L$4ME=)gkI?42A^R*lDI1o`9!Z+}X=p?B z7#3;JNOA>2-W7?En?)e|t6oDqzDWC<5z%nm5!kc=JJ%zMR@{$78!XdQl_*4<7zV`L zXT(EpXovjQ!qn01XK+aiVL>3H+ihuz=l-RKvV(oiDW6ax;+Vs~9_Q)!`lF2|4To_3 zj=P~BdhK#~rRNEE5xIj>OvQ{cP5bb9u-OA1wyn9-V{qx_Y6!Uz;$=$bJl=$qIa#4F0O7L^QyadHTSj_Kro<4W zEj%R7(g!G88t-1ybbc3oMGd)dD`}SmOY?-{-71ij^0QAh>jTlA^g_88yZG@ znwpxr@hP851HF^$y`%#CIKcLmu7Mp_sJe$=Ugv4qfhAMwR)d+j-ph#ZZQ7SO{Jre} zQ}4j1(_rFDn2>K1s%}E;O=-XhY4}MoP6){vd-*|i{y=l66wx)hJcfU)DPKP&h4fQv zzW&?Y$-1vBkYxZc$i83GP4>-lY`pj3IP{{h`=(w3fQf7WnyR%Om6M~KdsLCc#^*pE z*5p8LIDSwWSjF&hAU<4Zoi5^Dh9gtM6bI`ijQEs5pY!b#dVa>{e{laZrGQ*mAk!g$ zRCnE#p`Y>z4xDYOf2eu%_2tsT)Zx{)c9h@uScZDPsT7FHQ~Qi948EsB-B$T>??zk3 z#?f&o@c^k6Q&1gUr8(Wsi=TL|>j$pz0OEPeQzP?IAC&I3ZLP>$P3(sD;XL*(s+0y-uu(UFZ>AxWI=+f42 zSF_(RRLX-CzBDrhSW}3k0*0D>`YVxa`T2vyOC|}EOUS$>XEKSJOwuNkz)2NzBw@PY zUyNhkj_tR$Z+X-8`7KG>wLb`0y!{_xQ?=xF#TnU=V#|jvuY zdYHgcpz!5N3EEXCp7yuuoy|*lT z5Lk8yb5ne>Iv@ggl-c{1)M#4q;&y04_V}Jk1K0JT`5~bdb=^r3Bc`>sYw@CA)0asT z5YpX{WtEkwsyRc2Q0I-yUt&e^P648!wk@&h(WD4gT8mRE|I`2vL*DLYG608~>~O%t zQ3zjEiN4W?@_Vw6NeB&9}ABQ%Ys%mVz#ty)M90Dr)Iwx(B`{5J@2wjt@z7$MC zWMCcD_ys)I?{7H5r6Pf(r@VmjcGoBz%HPvT!}b%o%W@|2E+tRnL2?+!wc_2 zw&JNN{7k-sZ(O-d`qs|~I zQZu}Y4!tz7KdttmcuqxRHz)9D4A~SGyCn9k!I=d8zVzC;yQ2ii)3>62mDcM40a5Ez zUnldG0)7LHlMbfiHT=o`I&Lq6XJV9lYda^6Z(C|)lZ21FBO2NWWZn0 z`gy74{8*bo^22MIK4p4AS-TRqY5IZD<1FXvZlHBV@PlYIB85JT#g|E3Z>946V?7cy zytj?ZKSro%NH*D<1>TZ>b?XA$Nt&rhgP~9C-tFV^wh^9J^D%7u6ZNR@i|sc_Q0=Xs ziR$F=V4x#ZXWt{s_(It=2_P`%AsQl^Jl;1d0fcnh@$sdm%o?0{wiAfwQyr+HwX{fZX#}WL_8Haz)%$PwHR|{p z#{q6S52)ws_{Lr^<_$Gj|9}< zNSSofTWTqjX3C|UGU=y>Qq+Gxgq|F0v-PG!QEYP!lQgRyUK0tK2D`9&D%hXx9i8gs z9IZju;$B)PTz;kIvJ@Iztq~PgHDC+2UR_)5D{8w$$aW?G$iGoh*7ia-9@25W`vSI2 z`>|XN5-5gIQF)_9`qx;tyOTri3^g+e-1!$j^QS$?o&IO=!4+g2?LdC z{qbR00WR9tuY`S8JxE-b63?c@;VJQh%FLslPE(05RpMfm6512`dqS3fQtJ~Ue#Y8Q zDE<#YfJ8pvFVOK`1nVDTQV&IJvt?XQCkNfxs~%A*x8-39jL3bIg}Dakghv=h4+EVutfh%Q4_ZLG~b<6@M|ipF!bhch(wB-yv7-e0HJ z7bd)tT)_t-%!B^0e0bV9ra@urGrmN&QB|Zto%L3C4rbRaHcztS&d*<2Hnw5bdnn(o z7@qujeZ$6Z5!l>z`Q_1^7&@o+&rh@H#9BHrqJFzpCuH`7`koNwQ(ApO!hccrpY;A* z3g96e@EtOvs%Z+oxJPlOU2DO9$fTeCGHf8mA6qj$IlGz_4v1htY3gwA?Ng{f>WHPo zGoFAd)USzIDB}|GEeB3&;-&~Hc*5vg}nIY^!F$XP!?fUNTT+I4t7M`kOi+S-ZM{psj;4Q9zX7yD6B})YV&D zPgdc8N7>Cn2TtXsui+!*aGx!5@~iTkil^+TeFUlo&^t9cv~{kNjr42o8LH%7tk&@r zP~a>YUXujt6S}`HS-!5Km{;&iaK9XMo0hMiL1iio^)pq0Zf35nzz-@i8s(*|=-Jl2PhTXc+ zc^JM!TPA94JY4Qgf>&mt>4q)4@h-t;mWZfW8ZR@ut>QWrvsbJBNw~-E$IB6QiLjwe zcdsSkcgtduUocdUtA4h~m^jHb{1rrWhYwR3mnq|FkO5)5OB%n1{Yj1#9VW`EP@cG_ zt|$>3mfyDQ$djF@{r39pYFW>m0E`JIW(msoG-7WnR%RetDKwhQC${=&`et0F{>-VH z^V9n|af(iSrQashZ^!DK#GX*z6M}p~r+;zp6QX`f>rX@g9+ClJt3sZwKpxr9`q8M2 z8l&5)SdX(*)=OjcnV{T z8bz&&%&0;4fx)k^f<*LmnB3Wph6h@9BwY42N0T!jKSTBL8J^9NJ{s(w|P3`wpVU!-`Wa|u)3zh<@{RpwPrp*Wz4g{?J zJ@Kw_J>#&=K3)`XWu@fl;u`;l)wR`W@@Oe{mZ7X?E1Bai+xhK zgWs`r9AC{6>Xa~C>}zP@x|7^v-Tw`Ng?~#G{Fo*I(&C!bu;IDf0WgC~HI-dyh3?AS zS`wD0#mcmdm=oYfVd2ucTn0o=9(*H-n^m{f%git_rb+N%-ip0=Oiw`Jvd z0#bnNde)47-A|Z!bk|{6qgCrQbYAXY{`5P4o1?#-)Dz$J%%wf?bkC$75?zRwh(w|| zk?K<x`P044S(Q~WuGesQa>BVAJM14U4@|y+%yRp1Lqo{= z3UVIZ@RgHzt2R%}kN5X8U%te}FY)|K9RiEZLin(c~s|nLyZav@HMnzQxjC+^Hvv;6_l((KYHko zlF+4uDvIo-fcEshFjxB2QXUL0#$jJN6AX6>uhhd=xzp#8;zbGR7KLH@Be6?-5@he* zHZEt$@v`?)+MC|y1Rdw0Qc=n%&(px`^?12nP2=E)YcZZ8MZm=x;=se)t@rk1wy3t0 zaR_O;hBFg&b-3sTJJ&-wt_Qc2HZi+dJ(NFVxlQiddvWk`4?5$w;1AzD$6) zcUAxX=FVDXb+4WTfMF;fd>I9*&^9jdSi6xw%{|ntV5zQz`{$An(Lo(n7uqXu3yJ7= zrV*ZLia!O&bG7ofx_PFCo~ft5C8zb7LxeIqH%R<%Ei`0%u1RvE+y1Q`aOg|NIV)Y3 zf%d7~+=(pRVyYbyR-Dg*yP*WK zRab)+?u=hV@k~`aCTDH?3=kx2f>aNO9nba_Kp$%5YFMfg%H`A5pow11Ky{D6cIRp9 zEQUO0oJ}{zaWU{baZ4_?Lls2+1yWtpPzuAbF6sR(`yNT9N~~cty?XUDw9fs#vPX|! zOGDT7;=oW8-w9jT@5PkYcr44IWoLIf0dS(eR45hY8M&rM-K1+orsJ?7PHaTC0=CgP zQ`lZUD3^wI$-h_r|K&MQ9V}XH(4$DB$Mx|XvQK|$f0@1P7;c>Y?lP4* zT4#5Aw6&1Ee zP-?n13$H`g&z>Jr;#k3)IX)$fEkRIJDjlY6JUwJ7Du-xV!k3c9@i};{{J&C#c=4ux zj3JFwvekQ(Qu03?r9)t_9yw$@t3jB0I!IIAGPi=4twko^&;>`2%Ks_lS@y%J}`t;7!s89Gh;fmm68732G5qwp zOq?-OAI+EPX5!HK_VY~KKQpJ$grxqYw5J647gzpCt4~PyDP{l7?|+B^d>B&gW`Ph= z)*|gr?UOr(H2w5fg2VjL@pIAbb;ioI<^p&{PKagW>ID@zO#D8_b?fJ~T~%>w>!sT^ zf;G+#TqO!$&4^$eYBQ`Z;K>x*!pQ_$P<%ULP{z0!R8M1ER_@R}S-~XX#=$|YvN8I1 zT~Sz>#c~W*W88F#W9^?{B5%XSk__7cVZ`OBoopnZTW}%3kU%(4V?saMXupyznu+05 zzN(GG(N=UVs(qt>?ksrPDbIp}5Y4st9#V7zT54T1{^r@hD|LL4YXzta6<_6j(55Xx zU|<3i9)#6lPfNa+mNgdE;L*yljTA z&GEPye)o;{&G5lFp7@17{tIBZ2W$Gr=+QKeo1xx@gUuR(gVQJlROUV!nQW@fS}GFU zcnI1Z7?CE4 z$X8;t+Pzb-`)8ylugJ0fiv&~72ctVhGhI)sb3frf9Lb~PZj4tVZN#;Fl7T%s?=)8%)g!pH_w$KRqF{KdJ8tQ9fhU zClvfAVLzewzqA1ULI(8Y8~^;uebRGZ^|udu=G&gwyl1ZPiHUsXIiEXXWDXi{$BoRP zBX{)396&P1kj!BOH8{1>RbMx+uUE9;R5DCi9)R0U+`pVS+jm)c&^LZ>XL{^d1sL;9 zr$nd3)yib;UO|>&nUm|AyTl67L{qtxuE7Pp%Q?P>D|1GtOBtmy4=Wxn7<12oWLxt( zJx#4SEx4FU_WRWABskPM0XW*_9Omu-z1FVv>Mo%Ef@)RQq?x zzjByxLL+vLj9HG$tx75g>bAZj9VfqU_7clFJ+6dMl(FzBC-~b$K?5+6Z7H(TJ2IREV_aW(+Y5bF zq1vO`xgt;8ZOO1OT3YoU0Bic(Uje8aXj;bM-G6z%tebXB2w{b3DtSNE$Zqc*revRO z*i_eHE}s%IoG?{Gt(R60J49U`ELS?*3Kz1|PZiSt=i+zT2tyv>&K@Fz@}iz%XPHty z!s3mtJ+y6Qe@-WkAxa3Q-QKgpaozq98pI35naZ0&<6>SVrq&id5r6pfSE48J^C$U< zw^~J}Zjq^BWa=4-*hZ$!kxF?$zMhs(Vl6V_@;jOeixXOur~_`4M%AB~Qw8dN`1NFd5JJ3R();P`r4n9ZID z=rLE60--TfR-7D?F4>or05QB)Tc~$_nTG6AYV)UszcTJ8sKvQogPdBwR0E!{aaQj_ z=fTJEX{o9^AP2MyolOpID^MUnvHSR*w2ya4zq*Z`5F@k_FG+4Fr|j&Q)3OakBk32TwaZ=JJ=JZy-ryi`>F2K(;c z0t7$SV1%(_PFuYBmIhC?&@{dpLS#FT&=YLAvJ09dE+0VpvO{XIpaeWd<)vtoDSA~> zr{<#)fKag20#Emq&gp`mr4BJs64Q%1veQVJQ(TdF!~Cv-EfqMV31atuYPk! zr@`tTb;SY6X}Re^^8@K<$Hj+h&5umZ)sNxDB6WbNtf+4onAoxoK%3jK0jZJf({?s7 zsZA_x69e4TF867!n^^ItS`SZUh*U=+QJr{dR3wTPss2Txmho?CjlTg@eUPOMaksWj zs`6lV4RjQ8J7>7T-T9c#lV@t>EMaGzu@CGdiq(I@iI|@^vSM5wbH3?2shmhKO5YO7^rcOAOBvd$hNgTIRd< zG-*pL-BND)lgXa)-V>Jmi&CHP?=!M~!t8(O0Q`53-GeLrql{sRSJ_Khr*(RkO2EYa zp!+zM2R#VQSgLi~-l2Y6A4UUQSp{qP3PajU-oT>AhCGF`!g!OEw;7EA6ZUZ4JlGT~ zjiJ{lla8etF%r0u6ia~N_W|(;-%Gt3rtI-y1f{NVA<)l_t1pX1Z@MqHNFp(iJn0%2 zqK4%W4y6T*nQ=8u4#Vd+h;Pe>sXyrUhJ$1Mqf2b!Df>2{P26fzZ`-F6ZsMDp zxa_9H^f!w=p}fEN@d=qerQRn*{U@#eDFP7ux`{r4GUzCf@lK#Y82q~Y(_e{Q%+DX} zWimUO%)TbGyUFcwo^Cps`A%ZibJZSv=O+s(S{&+3rgn48XbJ2eN!zZbl~=oExqZ;gBG2tls?r zmE89CJy>EXHc<9Y*|2s{%h3#LHeMt!{Z!z_#uSyWUvk8jxcRcMw9)Z~XGBbzc2u0w z#wi-a_=YEqVFTrytMLdWPt{rr1UqyN;!zDmeztQkm$!g<V;hX4NJxdg$+J11~WEHstRdY zuf~Sw`Y=9)OMeU&pib%|J)2cWG0HRy3TZHU&U(}1e)qSCkFe$BK;7lD1GeN#v$NsQ zHMI@~?`a44*`Lqw+j#lu(wulYrw-6ByXeGQI&q?Y+g2yU^n}L#=Deo_`GijYB;O}g z{gl}MkOAWNeu6Asw^!>0yBXxeM~$4c*XnzYWQ_Fq-qAkm~49z;>` zk|jyK(uDKflz@ttWgUvnDZejQ6D=EV6m>q7Le;*6ik?YMv7_V#nS7~-&P8AEcd4q~ zY2G?=?l~_lu>edR0~3G2+>S7DFHF1+pVo+(mEs?)7mKMysofEEn7A9bh{NuNVowd< zP8!hLek%vy4jjU!N^f&U=ytyP-XiWYTch#m zXTSPjQDW+!I{!g+=^sM{m3jk=V8&`Jn+jv-TQ(J~LUj&7RXq?dFw&b{P9y0=dGAUL zaBNkwt$szqjXl=Z@n(s*jgPGcr`kc1;A6%3zgPYLIeoB4)>jAjFjGmOyzj?P`l*?* z${ltUc9|NOS9_l>DwE@wYKmkqzmYF;J}QK6b!{ZK0Kdo#7z?Q>{G^7F=hPbPQt8|v zMU>JZx~U{A(hNS#S<_Sz7PagauzAVbkCsS}=2G+HsL1i5TEAQMEXPNokXVj&ggw11 zzTd{GnAO|&(5qOXr+MXQzxH>r;uxXT$&aRGI~9)Ry#>S`WG^5nRHFGhpMn7Al5%y5 z_V7liKoG;JfDpe{4vQc~y!lWWe=6f!W&Et1&-LbiWqh%WU-l;Dn9r^$MKAaXC90At zIiyBmi2Mwf*wvLopKu-BM@H;f?85Fjiri@pI2Pp}5&`6rD2~k7`s5aLGBG9J&PZtr zWHtlTI>KJ?x#<56PW!>S{!xrZTbd1MS#7y1E>MrH6-o^{S)5 zyCrq!I+I97(b-$3RItl-53hlZ_A+@Ma2mE*D<+3_q8`_MIM)OS%+U~-<60A8AI22Q zv>V7!OZbB=Tqi7$s$R>Yw^pi(%4#m^?uJzbK&ll-vHK|D4~CxeHD$aO#RD3Btt>Ci zbuSFdD5g$U7UE#-f4~o?)?alNg}q?NK+5z zQRBU-=u_D+{F#{VIiWz=I3C(Dvl8{Fe-oF7IVf~gEr%OpdOF>{sv{`C;YDQf#U8c-5Kh*Tz*R*sq< zeVWtizB^Vq`NyvAwA#X)ZRy;v&uP^qIq1X7;Wyl9wK)O;yaz(?(`-fw_v34LB*#oi zWg}kSEXX5VK0LY!BHJWD8L{y>!{>IIc-Zvohqt*aTrKlUW~GuMzur@j*x%)E9oo${Gki| z?pY@-?yMu8b0Q_R&YGeUf`D)XmP2$UalX}wkC1Mg$`@+_?D-RVXR$Gdum4pg|obRWf)k< z42TDt?Z-e{(`+muB=og{6((uzGL0+}!}amgZXMRXEC^0~L^K*HUPNi$P{W@LHmQbR z8<3`t;vi#1uQmGm{BKB;tq-Mrwg7JIqbhMKk%eWh4kLFV`KV(RYWUfe)QuAYP2{j-E!M&S!xac7=%?LUw5NW6{kKcs z)6(zl|CgEtKCJ~4Bf_U?VPbHY@CFl>VZupF8H@?v@yU)%xRfdL^1;)LSEd{Vz3mF; z{2%pKJ6~xb{qR@f#q*=>ib_7><0yGW8$<4?)#~Ft$Z%Da`Ik8lP1)y~wK3>aW4L77 ztjo}-7JoU)XP)YyZR%NC`jQ1ye7x*X!ga)xI}#yQ8I}-lF9Di-<_t}7TwY?QtPOqZ zs_o(vYD#z#ApJFL8>d6t!dv2AwF1%oj(ygyr_?jGI5L&SUq^T+kZ1CDRcH1ajY1M? zbMj7)_!fN1*_3erYRlUg>hxWwI}A|=GF4=p#ATb_?j!`9J$|iZrK{QZ%o^?**6E~I z#PF=k#n^$B6}+!?oWfIhijS%2S{>g`DAs}@O1jIx=a|OZpNx<)YUiZ4W9hs5rj9*W3>mi_07V^*O|3!2aJ=c`hhR8_MoY+AK_7reCQUWRFv zQ~vqNV`$szBBQd=T*Z(@qYz+*3w7-XBrn2cdN0IGqfcRmj(`9e9a99k5@$5a?qDU!RE$9cjEOvMzfpIVkjZV2gY9K|gB^R8Q%H|0459r=+a-H7`@QGjnSTJsNo89}{n)fYCq^0iD*0j4*qWY(`b zJIHsy%hc3DZCkoa-zvd=R<}A|)1`Z~^M?M#RLk`03AT3LHpMa>W;gR=8tM=Y!heic z=YsxM<&9V&Dm4UTIL2ik8mijJB06Wq_#))lIu7A$gv!E|gmaq!;lx5GXk=BwgJRbo za(^F|t*R{3F_fIDe(W*?jHd|=LLNQAE@PfdAW$CX{Y_qjU3g8GQ1Yi1ghJWU%Wf{8 z`00EWwFw>m^=PXtAD>MpRxy@)hdxhHAkcrR|Z@?Q6U0rm55qQH-0 z=z(;&nzg)!J3#(Jw%m0L+;iG*?ElrsoDF}5fHrJ9i4s;fc+ZGEOECa=wsLAnT64o? zrZSaR0XxMVJ{e}&8;)n6ecc5|b8+$!V}yAlbHHa)fFocaz{Sgl8+Bg|^2DvmdL`vRA29|=7q<7sUi z7EIJ

cN}*=2DR(*U|Fgjjj%%X=Y3T~cbuEgv%pQc<6~T~4wnXrw7^mwhfCFFMQ} ztfsNWWuGXq3ejenuJ5p$7cr4}o~j(IbVx9z!3Dt_W;kUNRAuP=J@owkLi+O{-q=f3 zXlR*TLx~@=mFv5#6df+){FJVFnz}Vqe{j5i653AP`DG*C-^9Xcu6B^g`{QEUlokd` zC}u?CVEV#;ivP5wKPyxi0V14f_b0a*y6TdmebHX#YJ6jn^nI#>EeyVX47~M zYkXfpGwxd6H!#_Ww^5?%x()Z(JOi(4q%a*NDfhEu?UPmo`=ONay%H}m{#3gEDfFM% z0=!KG63c&|K47B;2cwtQ@l zRzc7mr9gfpj<)e7upO;NQFnKxcI~z*9E%MgI#g2?fsMB$Z)$1bj+OX`Jzd8VkFvL; z*?9Y(jl?Z2@m5Qn*b<)8ixibIs1m-_lb!XZa;3blgeCUilzlJE#$JY(VjSfL0T>Bc zgg<=x>rE8+QM^0~|3#P6!oedz_X{IP9p(j|f#=tgwAoUfw#p3to30L|z=>OebGnZ(g)Q?ZD|QGACHAZ%C6o+39G~=o7 z?j-+dJ`9BB>QCSD!+U&(yhrRZ%!sK`{!cA>Dr#$%EiLD;0X&t%B&vFjtxsK#o*qew zqf+9(l(;pe-cC;^sElZlurl5hju+h{;f7>Hl7w~g*V5 z@KGH#InvcW^%ccK7S{zGAkL!AjvZGw-+K5nJH&~hrZj73)i%aAj=W;A{-4al=^^E_ zFoB)g&e{kZ#8UxrVBIVdXISq>0$rW4O`I|v-O)9F-0F#_ie5gG^l88pDLL>EY({&L zrgS%6DWUV{@-T2{4!mO&;0>fY*i-dtLyd8XKh7scdja`WqYPuL^y$v3-7Lce z7)vzP|Gn`4N;Tj`0r=5jPJ62-FI;j0W?Vp6TPyRxxbk6?V(i#PF1v>umjpcBs)e$_ zdLa_=xOIy&QD?caYhdzW?u{JaE!68PehpTs9^=N=Lwj{kt5jc?zfx8EMxCFlWzXs% z8z*r|@i2F*`GXB(rf7e$@95T|vwo`9wK-&uH&_sp0CGT$zvE2w>a*)@aNwGPokmE* zNi~hf{yWvs&HR5E7-;|Eef>#@ntD-oYaywTJ$ zO`U7pd0FEV)t6^nezvdmrX20%{ZM$0JFcezV@)<9q)#l2&9L-;Os@2d&;%n>FV-`I z;a2}dCj1lmFe59z$&DEqGUZMtOv^VhGbeIFS_Pv8p%=&Z(6DRQAT&wAkiJNM?fm>It)jjtIO=uz8QB^kmGmgO0$5%NZ|8HSXR!c}~;60>j62&lq*0!eS%~oVSXV?8d4N!O#y}tFI zztM-YREy^@nkpY!5jkvzJ=gLBk|C}Utl?jI)wReMnl zM~jJc79<;(Q^?DGl z(v=`*nF%(i%n3~bTd)%{TPWoGd)@zjqae_e{75dpwaPYNojUyb51;@UWf@eX zC}!tSCZs^71wgQahEd16OtbpU=5^0`5^kxWPydaL*FfMw`E!J=;s(`&rj<3bI1*AY6kM;X( z7|*p~%wV8!D*(y3X^>1TgRc130Bbwb4Hs(^3JnOoia%~SoO+4tm15M*KoL!#08UFP zu0lhgYE$>Du>;%;lqSpm#oyO{*9 z{o8LO&)0IwRzg4<@vPpvSutYAw9Qqf^~P=~o2X8`Hil-46(XA)O?>5QOZdEEK{cu% z$5`1C^|shtai6UQM^)R)c#k*IG)o`(oz)nY`hLr{(hO8CKiBT^x$gfCPxVFhv>a*4 znJ~;2_)@Em9Ek>&4db2oQ85SVS7!e!0Z}WzDViN_jj;!3P`S|_smrOMsO>sV0PT@G z%`UjeDY7E>!9BT{U9h|?yF~^d?`3P|^9#5BOQFzwFYXHrT{@~s1(9F(UY3w(#yDNt zViwL4CVv%2w1$dNJpr%8@CMg!)J=ITt~gA-B!RHo@S@XEqC_US@>m9gqt){}V*-<6 zcD_}84n1RaK> zhtV>OeJ3wjumhD>KCNplVNv}!84?V+4kV7yD|n#1Sfx9LyL}Qv8{GIZ4EHTxo#|zT zl=vnkE=!3gQ{v#1_&sIjP){eRj0X6o3_kgV2^%rxE+$OJgctc_Q9e1B;Z`i$q3SAv zd65^aXeTtfsekzNSE8Z!^9RknM4~TI^ve_gbHTv3zF?+DnClmk8mc-XEUIp@@tXE< zXm<7K9hVkHggK-lO?`Sh7U>^pOcteHx<2w5>Sx`i0b#%x??i!9r;WbP7uCs^ zPqmyzJ9~Jj%8!|sS}5Z%JWs?|tErMUj|=aO6JeU<-6noXWPYs7uPOO}wxG-B1dLa; zJ84FkrL}C_)?3ufY5`sHLcHS~G6BiI;N9>9IR5;~9h!1Sr>6l_<``y2f8knw&&6ZL0PZ-5FA zzqWOw*&?3V{p3TiL`%o2Y*8b&mB&`(jj&Fs9R6j80ExUJwOD6WUcnH58N8cngkiV> zx3sRqs&-4Smz~ya7qC`4Dt4<4Macf!R(wwzgFT$V@Mrd}brqs1y( zpq4bJC-#q$^cc1h0GhTnD1Mt!f`0tdV2k-O82%bgN3pLFd&hPH3 zc3?~$d9(V8);d~Qh8xAqen&qaMe%NM(zBPN9Z)F6t;-Uf9(*K4KG5c4FF|-STvd28 zs@{lfFulewh5Dsw5vqx{apKakm)!^?HkVvn8p1aN`YBZ3hsU^%Yb6}`t|kY$nuw8% zI3rYEYNVZPqGUBXd3!5D{47hZRHey=`(2(?VlnVJlsuhWo~|#6N6gz$=50QcI@LUV zZ4wupH^(+1iwFQ zq#6EKS^ZulX;jm0H##o{k)K#n|7gCPD}gaYR%F>6P+=%Bm(YJ^bvAGD*r#c0zf8OS z46TpE|tIlI6ZHXo~$lBQq-kH)tndbgeZr}maR#QB*+(PUR1uWLMe1yj^Os$O@ow!tacSP z*YBqaEzufTI*G7E7vocrhCH|bvGzl#QA3tr1{)xOy<>jYOLmR3#n1F*?fY2(9Ci@zB@m+8g5ZZ0k zlX@UbflZ^vpfv+JuGJF(6h;94*w;7p+4OO_v!iG;3Vgu{P<@mIFWS=h^IN%~4M3;b zW2I(Lze%Xtc)rTotzXd)Lv9sSCqlcU#bnB+t)_-3_>{gsfe@wl*u&k^MM?jldX9`Z zVJB+`6_d~(fz(YLNoFvVCvIy;0=H6Zt;y~&KS;<@-y@YVq6rteBz;>Psli~6+u5dB zsKcs15+z94`&85Ds>ev#A%ghtmH$_u;ZIlHANN-(nukMgQl+u~>98c_D$K5ai6N>( z3*xH%F@=EZ*kq2Ys=i8$(~Kl7y<(aWUk1Dz~6MG!@{N@yc2R~jfIDWct`}mG57bjbe z9b_70*$zW`le_t!-AYYfHa@YrJU+`3Lqham{BG6Lv2oTg)1cN9+a-DmVWd%+ajG~j zB&ZKvgK*XNq>~*>WB`WUR@dkO;bQ4@jcGJtp2v$X#4hq$cPl(hm@vneAW^&3UT_t2 zx}7?}tJ0B1(PbIKnV`mma<%S&M$-22m!0%~C+Ix{3Vuw9pcoHlP9%T12mG^X=vj6% zR&cMdR=eJ>K~6Db0jL~0hfbd0X9-pgNV9*8_BEVwhvrw|)q}!uRgBJtZS4Ih?7U>liN7QXi=GZ(VNvn+8qOZ?Ch@3g1STH?x< zc(|ov5Q%g|A~f+*rFaThq+%C|G{#d%<0-olDN<3PE;GI#G>odegDY~R{8KB_k?`tq zO?0U~;Z~-bGI{EmLRD3TRIH>@i%_!T1JS! zEb!K9j((4Vy>AqX)*QuETOjFq`AbW_;6gxTf?A6z-H;GifeuC8yL*gFR0(WT9o{#{ zav!IIsNH;^9_6@rAosRN=2dK`z>54Qs$z%GQ00d%9`!yB_j*|Nq*ifJExW3WXW3Kf z<1>A)_+fgs)z4T z8y|9fw5Z*63Hp5;tAqOKQI6XcL(JpsCbpz;Uoj{lKV+Ob0&lgJ`9Ek;x9t(tIAk^4 z4u<;ijVj>3m;T>TRd@&#{3uIb4ihM<$|o*o1$loX*JOn{i4s-_gV(KIN)+m3`zoPD zKzYuNp=H79|Fn$Hd)d8g293psiKw>~+4c>MbwtfI)#NN&u!D4%q!|X35oA}0ZK$-W zmG5M_M~OxQfc9lX-BG^2nB-XY_izoU(enV})r`3zE9r#PJE8Q|GLd9azpvg@GK@i@ z>}?-LOVr9lN^bq5Z$;vAk$7Sx4jP%=#?zZ4aq>ufKTp!tTY%Rem%g8MV1NWlHMJU$wmkz-Kx zyk^B98RTtYvMVdK4Ff6-WV}MTMYiR7ZG5S5y$#E@2}W7}dA0a&zq85;)7v?^E4CQt zC{%QpG6tM8&AiNRRk^G0?e}gIskLL*LzrtZ>#*wldrBz1Rh4H3(`8x6ojbuV?ENhaIn(gzlu5S$?kE4cxnuV-w> z^2nbrIVo)_X)v|(&4LmznfeLm;L{7ImcI2- zA%FPk0?55ty&cGXJ72dz!d}#~6pOckiu$8{b{AC8w`p0Aab_W8)0OPGef+cKz}fS5 zA0Bsnvfl82i$})Bwlc_EHAh(>pIYC^_5Ap{hAN83VR0X^|kVUhjvwo zAp~!WG8$aivV$l4hfjYc>a{<=tYKKY8$Ql}wI;^|p07 z5CV*9mAtrY`_)9x$8QzwQB3>=l+_KTW%WR{jt0V|C5U}sp1UelOzm^IhEGu+4%5ad zhIkISY|2K<%)sC$d~(@W|A7D96|$ZxrcQ967(F@4W=#BO?X!~T@h)fy3@LMMu#8XR zl_{Z*sKyWz+o{-cWQFRt;QZdIr;-S)9y5O>tDJ70S`<++-Rj}46>A1x`Ry(n=R{`? zbiL{UGEUU8<7PUk#?)~MA(nTCn1js}|8goDun{^(&2O)zGzP zB6o0xA>uB_T0Gk~E-=FpX1K!~rnv5plSXY~4=k*|UAh z8xkPztC1;AgEe%PXy9zC!wphMJzcd9KyTYxO5tk(E2h&@)SgoDP9R7j`RNXrE8C#0 z3Kb&CnbuR11zdet78?Zw?J0HlO;JO!1LH>1x#EIP>QJ?($)YqW%Ymo?sWPVB_i5j- zyvxT^oznsfMCse2@6$-Ad>GuDv5q(^b}(Tk28sr{lOxS_yb@Eg#KJ5wJj>kCo>pp! z@mgZjmYBMwsx2>#mqZaJm5)iZW)fwZr;bgcdh^uCiIZq^O8sL79RDbPiw>WiL)mA) zl5N}qJLQp?M$ooDZdJV zOgmsaQ0r6MeAApe+n>+S?8JSa(8+gr4>D2Rc_q|H|oNZ+clqN6YAI8Qm?X$KlHhYYDxN>MmHOgs_zN12M3lF#=Z) z-gPMCY;g2nAD(Ev8=esSR*OcS?8vhk6bNtaG+i*@W8ERB zBxxpLioRHwAOOSefw5LM%cWm0i$1WB?A?b3kxF{r_4NoJHpvaD_REh~zenE55^S4xgOx4EwQcsaPngcQeF#c+ zWFQ@OA{vEe=@xsiOKQZO6ga56Ev0w63L}8{QqA#>g&RWL%_>jszQ-=vBN%tY<)Zwk zg-aWrsIR$%4gxTrT&|p4ERv-fD&hQ0$86~AENu_R?H4U4tAq4a!bxagOlH{}l4a$b z8kggnymYwWMHg903>S!gdqO}fw@CP?RC=rXYlGvSHuVwbEtHgs@yl1 zplRBVb!aCd59Nc@BMoIJ9y#t$AnFg5PpwRpRzG9=)-*4rrXW$#hx%VbtFSaxU4%~E z?g8#w8}~%h5}pL`u&a&P-J`LhI#b)fL)JrytD)d^y;_#W`5aMI9M|p|x5SU#&_^{& zVMj9UYvzFUsSbC#-_^IM0Fc&dLiriW)Y>NEa*$~XE7zxsX5zV-I&{A5JQMHFr%`C) zDw=zczC~P~iZ7`?Orj?9)Sh_@)nuYJi2}|;FDFF6Wlt_j;wy6-hCw^6rU9OQXs^pu zQh;g%;?24Jb&+>m4XZa0#S)q&5`tPMuoqD@auW-{F1(BbX(njj@L z)*WlU<8R$Vkh1K!ewx0wO0~`V@qc7=FT0%f#|q_fNuf-+kz}m9C=VLi7XqKj)nN}7 zeO90ugpC_;TJ_dXs$iZeo+kq7xt{u4e?5_FPt@HrHTXnCTc0@s6kW$9NH6!(PAW=t zWE^9oZ?lyt*7I{~d3^U+Q?qsZ9;F-vF;a18Dn+|FS8vcdk5P1OEu&C$zn8Blbyt

MQ$OSMy6QM6(|hEuMw)|GVEtG%IZ24iu!n!Y9zSi zE-U5sgGFV}Q%4wq1vEcVS$LhC-RdqW-AgK^Z0uf$F<3@|83yFX*+5!+G7XBz*9#he zVxoA(4kxn`TC>6lvd6+>TK(XUf0<2IoJFO5lAK5cTVkn-mMM4p%bR}sjm2~3X+L?MLF#2x zY;HoYz)bxO;zY~dW#V2;2dYj2_^EIz^DaqG6XQ}l7CS<{;a=EdNALzsvYA9Y7kqnto1>cxAec_06&}m00ae{ ztrIFdxPKxrpx=o90DuzO;|CKTcmuO!P|w7`&){PJ0KmunQyd?miE-;w0?3UVtgHyK zLgY66OI+jd{{V^q07m}+iB^8U@RYWEZ}@?2&Efw55M)4js_@9>8YE7KXGi22{{TY& z0Elw@@9`_>fJX;BKy}Eij1Y>7sYOJGG9U`OlQUF@-h0n~`MLZh$|XulN=ov|^DF-V4N8^UDkaKFlu9K^^DE0M%PY$$lyxZo z0G$$vQoR0s+?rniaP%Q`G<}JFgW30Q9FjLTOu`}EVxzC6Kbg#JpwI&K-LE7 zIABM3my~M+3L+#Db$THKBo&Y)i5syP*W|KyLcdTa>+|E<*Ze4-IOT? zaOvPo2W2vbg#dOXkj=UL3lS)Z&*Njz6ZZn+6p#U2Kt;JN6k;L;5x6~VfU9xJin^uj zn?3&kv%juII8fwbes_q23L|A*S$mJ;rrfa#A~qxtrcLPvN)pV7{{Z!WL-i3Yto&zu z<`ZpVnrfP1D&c(FQDhDgB`bi;(w{Sh-?o6ja8QflS!`4MmM=p74&u>c5c-g%^ZGAS zA|V200u0kqe%Y3ig;ipuu?Cn)uh>``q+w)Ei<&h-7K12Iyk;SSk=Sq-kHh;RXMaz( z!B-li(KcDYzdzxL>`^MX?58@XWKmS+`};!c)s!buZ4LSYEE~Qd=tnjc^#1_r{e$&C zpz9G2Yf5mSSY4J&j;3*%QIkcAkj%(@01lE|6(VUqp3o00CMDHiCVLO6M?7b_C@(Zr zsC;4358Tf^X+d*5HXal3{Q!SoNkUZ}a>0dKb9;^W6}qSJr8Y6}vvmN|a@je*CR}uw zpP@8tfzx)_+cm!#}2VWrVu}hnz9niAm)Rw z5vcUox$3W)1K6+54i7qeP$>BoARxGoDE=?E;d*=;*co@R)j63PdLR+FOS>wiFzTQ2 zGo_cBVc8WZ?!m>AMh7=(lqo;r{^D`v>ZOLDnM<*R0_{u)8dltES6D zg*!4{6~r>8v^=67vriEy7AL68I?RAEo<3Y?uGeG7h!$Z4$qk+k%7lV200g(-^sZ9! z58{u@!Qme`V7zRVZXZ++dG#OgGo_(vB9}2FNHuiAC}x=Iv2Yd^2TbPAH*AljfAwku zuhbex$)W*24O=jbK+{mYF-vG290Jt=~l9DLi*f~^G@T(Y=_rwJ&1#YcX)MjiILQo)z z3uakaRY12Qfx0bBq4?Cr-V^f*zy%Q!6Mf5OMzx9rM1LBW(?Si4H6cq%9FVLzTS762 zphQM6ESN@s2#u@*$uTFR{{U=FsIdhBTndJHe+C_?7H9#LUI@!E#lRadxcl%w`sJ18 ztJW&F+!WHwLOla^9z_H+5YTQ&jNGxAs6{(5(R$ zwjMu}1~Myv+)~&VK=IH1=hfHnT|a2W$2TB5lfv)_t3hxhJ7CpmI>SSFR_X;sT$l?~ z!-xQNAcY4!5CYB$SqfZ?ruHX-{;RuYQdm))mCw8kWfc{W01B8{bXboz{{Z+vh4gu# VppyVG(Jh4bA!Rg~(x3hx|Jl;&X#D^H literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/meme_realinput.jpg b/notes/03_kernel-pca/img/meme_realinput.jpg new file mode 100644 index 0000000000000000000000000000000000000000..83058513d451006a9401c35e19364da2b5f664d4 GIT binary patch literal 60928 zcmb4qbx>SQ^yLJ1cLD@=w-7A2y9`c%K?axL7D#X(+}#-*22Db6cXxMp0%ZAqyS26d z?s-+Oy54==b#GO7-R{%p{#*FB0l-m|RgeX|dj|l#dwT%?mH|=#c)0)Y-y8l72uKM3 z0R;&O5eXFq4Gk3q6%`Ew8v_j;3mp{|6BiQ;8wUp$2Mq%c9}frrt&Q{FAn*R`36FsC z))5CC75(k&|0n+a0pOy%GllDie@6p=!+i&j`|e*4fC2yjAiw+1-T#YsaPSC-NXRIt zZ)Wm$0QfiS|7-t0=6_274ET2dI2?GKw@|O+k@sIBzT! znfl(F%?DlV6-Cs5|N6PfbIx{M0M6QLM{v(d=OEZ^pB>3G&!U*tUo}->m;Z&lSaXX^ z+r6m%KG8e2!`J;lXjk41aJ@Ezbk`o{QFfpbF1F;Xk49o(oG~m&KAj!D#WLdF&KP{hFvVXBGu?%$e zgR==cI#zCsffb!Pd)ve=9N!ly9gmGgI<*q+&*`1w7;cF({TaiwDTn*nVS82c2OTy* zp+lorV&pl0{_E625t;QXilb^%W6(L#@I+%HI1J|-hI`Jg(PcU zZ4_P`$g!ZMm?+zWUIrV6SfT@SJ_--+K1Zy>HylkNs$!$Hxw{;Ck)* z#QiY+G?yr5O{R@ufaiig|0NYnMDD;Z%((#?%5lCMr{!&#Q*mVq{g@Hpdh}dcbN%&B zB(|M?cDQre`+CCc?T1H;nS;w!N;|pn$ukbj)ml-JgKN`(%}D>u?Qye*8^Z-6ewSgr zcUhyfThvmAwTpR|GCF_s*{EV7gvjKOTm1OBuEb{Iiq zS#f)k_pCeL0KY$Sx=K%t11_Un|LpNcvhdY)(uw6i0~tpxwvXT&=I8x_{jV^=IlZq_ za!V@992(V&9s6NN{G_epf)?JipYkS5`%bsI#%5zgo|woI?aMiNk5TrD()p6}6zFk2 zqBK)a3p#XUjAS2n+I*^=zh~< zeZXlfE4u-vCrDwz)%D5kzvf^dN+|Hlf{LZX(5|a9$$-Ein2{FWhSeV$s~UVbBbybg zh_M1k*DJv$Nz=i-TRtG)kvo?I_0+l0T@uG?X`2R;zdyKH>SOceUtR#aIX75qe#3!- z>CBm<=77TjePJw^qHT1B)*3$TNMi!(y*AV^&9idK-3_K0i0lG`zY4A`lKE4G@zU60 zs)Tq4%a5cidDq&fe6t~wh8XV3dQ4Td9BL|0B;(Kx3^Akx;pu*}pob15<;AlFB|QEE zl))pEjUav*R19KT=#?p!a~c#CAQ;{-Cm%yubNotprTZ{!8P+uJz(STzFeq|UftEq=^FtZP z&sM&NPF=IFRK^4lA#=~Z6fNyOSxL37tj}qVPiU1Ai*EwldKa4exg504u8Ff}&yrF& zaV3IOh-OVyvF#c_n+y}Khwi--hCdjM3?{0$wP2k z!`4>&&KvMHXCPLxWupx08mLXdyqaY#(Di``4%TdO!B4{INhd?Ye8mdip4(a9Uk_DR z+>*97+SUUH%nj?TPOC|3#|=lvtktA*Iekp~1wNZK|7|fjcz?8Mo!?_8ukQZ-T4DUi zsgYFaOif>#$1TP^Apg&k&)9h`U)A1Ekt2Cyq~o+Bqt)uVTheFBMB?e?azgB1K7HdK zMlCu>$)Yw7b&bYeJ6;TUd`^FAM-M&sSQ`8NrPcBk{Ko}rJ5p-YPvD4S*Sy=I9Y-$)aQG+w_KD%AhZoZIo zku||-)`E)jzY!*j7OSa6hGhWdew>6yrKQ|zT^U!G^b%?DX0Y9OM80w>FI0E4wj_YY zL?>_bp_2zk3ofudO>gw6_t>!UYF3!wR=#Rbv*w>))s{B2#bWD%4xMt~01QN6PIR1I#v`31qEok(rt4=WCeRmGp*zlP>G+Rmp| zYIN*ptf^+p80mWt>qP4pEFpb|-0o%xGQD8=Q_}#&7n$2X?&@+CWRo6=)RdS89cXC! z2a?*avh=J0Ez@~Qq{|wVq_l^}V_CpJ*3KO5^=Z)Q#pmUFWfYVvVUYcE%FvXsnF%bZ7@X`+!JZ7@l|Kp$_C8Ly-Vbzp$kJrG;^hQ_$na+Zq zBFdFELTFa_kH%r1lfAjIR?lII%IGICW52d?q9--&O`ib&r_lBIaXtMj)=1=!Cwm#W z?J4L`j+vMgmSL<@dpp!D%31z~dTN!){i=;dWlFnheP8?LsOgKcHd)yx+v6s;v+{9W z;>N_A7-H0eXCQma-86Ff$<|Fff8BnDhrm-NN2mD(Oez0lbS$8?kqH@=w4@u9P&TZ@ z*+qh95v*AhQPeW9fQI+5SZwqwz=|l%Mc}WO{-LUH4aRJ5Lq>(2qkZZPKJ$~wf zmmF~Kc#5Ft>Mp-;j$c59T0JL<1&$8LTnihYJI&=77g9NTB$}lEV;OTN6zzHB%#FwE znOtWlFf1j^SfP_uex&!}I;Qu>b=cp-wmWlTMlR0{YgKy0mvkn}B%=m42whQFRCe39 zzl1vZ)a2f*EPIw4)ys0q^+T@>L}bovmnW}9sVN4AN2LV|tPiKwCRXGuk_Gq)Q?iu@ z=6h|DQbwfzp4Yh)i zPRFwHPj!8DgG1{@BH^kG#W`}>5N1p5R16$<7q6yTXEB<38AeG8A$WL0ZAdh2QfD%T?HoyukG8_Ur;)$sZN`W=Hn< z@XnPXr_?Ir30bLV^8z{NRv_ zd(y0`<-8G!W{{@d+mM^hFbr^Ue7?~q{afL}w1fy?#+^+b(G-9Ac;$#icC}8 zD{0w8Cm>23eMhOfQ#`Xd6F#*B$%*Jo7NnGtfnYL?UFEd*`-^jQ@o(3J(<`{zNzcf7 zE5Pe_CZKAP5#@N$uiPEokS;ztc^yh728@5KqAf8$taJ}vvU2zIyyZ09p42dPNj1Jm zM_C@QB2PG#4PejdSk*Ee_f#5YQtKM8Xzr^RS0(&YTQNR6H)whK5zh?Ed@%M9OiLrF zEh8{J@*TwxOvi*Bt_WVd1u1{K2K~iGjOc}Al`d+>L7OTPXy_7@(v1%C6mq8A{WBqs zwFe8e#DgoW#p)H6R(|@;WOnQ>g)wmOtgUm?gh!8Pv}8NqK-a=(yDZ5(-14*0bi-Lw zN_^W1>k@}7qsML%ydSfpGa9N)%sJ`@QvnT@JJoJcx&t^^K?;NpyLyqwn6hIRK2zZ=4&23c z4A?8LME7!)JKlEFBE*xTMonVso!w16uhD+{PaHXcRgdyZw@%rgJjddXa$X+|k3c@K zWFxQiT$vVP|Ly$p4de5VvElvH=O>r_bsh7Ee9ooYZ9VRDUV82vsOt}rqS#TZyNhFA z^-HIZpZ_8s-u*Pt*BOcQFao;F8I_Yqw{bmT<-3f}kES0txXp*feRh4Vp;L-B4iM%g zSpF9B0nDQgKxvfo4&qaEM&Y5`JOTkrjxwCn6(kCzs@PoVdc4ZxdX?K1W}u}dgsiG( z)1o#d#th%dmj6;(Pc2{tW*sEYqKQFIOoH z#l1MpaPI{_1nF#Hu`g;wQ}wIOxKyfd*O8vFuHKdVlAdIy zqV$3ri+$3_DDPeqg?P^014iDk2>~92kL)u$5+r^);aj)#4|oLUc@n`Rd4)VW`S5&s zt_fufy-{A~uzq%KV;$-PSysk;x#a5F!Ijub)ldr+&HUl3m()x{(3bz;j=iZ9*8Fs! zaK#H2Rq>k5b+V;Zpsbi1ok=M$<@al(-vJW8Pu#Fo?xZRHruER1@9z$)S$p@y>nUa6_u@~txyBdW-2SHQNPmU* z<`&y;n;~n#`%%*q1{zCyrw+U@uyQ7lBTB)&-cIOlEv${tPF3j+S0&7ojXRwy0~l>L`d= zgruKJ!{#6Ru*2X^=_8HsTgc5o=8sFW&h^#WAAfCTPyOLD!)E)V`g#76wJFH(*lkTU zZ%S*Wp%1zANy)sjO!Uy9AkXTLYyFY4X~F})M|y|ToPXQsXh4Sja>4A;lyhf;)2B5BKLA^cV0Ro@7QO>)Ii&2< zO&dOrtnqyEge!^&RH~A#P*($KFc~_@1p6O(O)p{Uoz~cMY6c;4?xYlg43i$$Fr^b{ z=p=vdNXrA;8K-a+3}=VtULc)>o#Y^hqWu`z)2 zcuQPieAs~)7Pqn9D<7!mVDt_Fh?7vg2bn==_A(E3C^A_pIK?HZH|)j*3(qgp8^2P< z_fJvqiZ~w_dd_E*mb5vkZhTC@3O_s}*7RuKxMn>z3z$qi5 zCsX-_qxUJLhj*-M;D=8--`imS0P?kjNr%-`*b%>1nr0*T_C0RIiDu+_5zM`_LY=-v z^1D83-RgL|o_jWKP8lXonux# zuJ(z_nKt-dEQsw{@-%)|6xd(>4=_BNaui!!Keq4>aM(LJO+9ez)aavhXRTQ$9tFna zzuRMdo;2o}AyttGpR+}3uFmrBn$h?fHSI4olj`j=cpRgW__KG(msR&7Y~qPbyuem- znc$@VMdJYzWEvemo*Lt(&m_~LK96OQZMUj~-#Ma*?z?Crj;cG^#UtTz z8uK!m-h6OVFP2^16qU}SYg2FLBe$*So_ea9b#yGUM+jtk2^H zoQjyVv2$9qb`^*HD-@D{1yx=~_0C)W0m{cFslGj1&tz9jdb0IqZutzu4kMptpvz_V z44U5F&e*tXORNeIl9z5#Lm7l%Wo6}hy_LmzdINn_B_XUw%4NNqpEJug>n^0N$B1!m z$TTXaKC+%u*`U9=-9@C#G+nmJA+ZHR3%!s&gY2p6|J>g|2HpgoQkGh~w)v{%)ANfz z`qaP3%v@T3sf!$2FLWCF2Qc(6oHA`7W^OL70zT%1>GFqkn=uTm*|q&Y-mkZ@oZlrp z32WT&-s@;xZti=6z1{U!|gTtD~&kO;OeV zoUe24n2ZYP-A_)Dnf_$1j3rk-Unfyqn?TZJY!R?u*>Fwuc4wXG(z(y>ANF$Uz846l?sQ7ukhSEM^TG;s-`zxj=} z&xBpvO@WH{-u7EZPPb~nbFke?Q?G5OOwr|IHn5D}G6kPGcUn^%c-_3MZbu zXrMVj-atp08V=!>2eO zT9B1;Hw%)MEI`<)Yo0|0(H05MM=p=8L2}eoE**}*F+yAU2)I7EYG>a{E1Q>C&9-kG zaim2@psGsspP!4}t2g)>T-7o<3#k=^EjiKEz+)TZ*L*HA@<{V`d`{pYeRLy97|+mM z@NUW+c?6lT#2^Q|u%=+&m)=a;#K@ zkj2GrVE*P~-rNP^+|f0;Mj^JyU(NA=T+%4|I5#{tip~!LNY6`RO?wszFKe&Xj638F*Y+{$MIG&!@Dk%)TtX@A3$dYK};6fzTA-4A59WGdA-(PH8+ z%jgJ+oqym%3Vos+r3O%UiP(E=@*ZgFYdt?mJH+iQzcQ|v;q_mvc*RXjK45&wnVPq> zYivZ6N7p)uc%o9|PZDQXp?<-?iO=5n(PXqD9pc-7Ba*+6ZkiO7qTs86n8Z~V07k`= zty}JXFHlF;9`+AljzV+iLDAz|u4KTVw9=?0BUFYT|vC%a7N46RVt#aii%ai(4m71>gb9O*1#N6P_*4~jcRBTyEa_=J$LSi4SV3k z9`aXlxJZyQlkh-A4H5f=d&9@{;wsKJl}lAvyQr0wic!#lY<5*i$pNCtPuy#@&?4L> z+N(-}&Q#pp))&{EK^sle-C7A~v~x}zz_F32CJIEz4R9XmKg{S5tQ>b5%i)h~ zlMja8x&LdRuXFw(uDno7(DiCNaEc%QM?z-uXQt-?KW2u)mA=h%)m?2u zJ&@z>u$&7V%Sgj8D+8AY%blte8C_e{^5F8XrX?j+LCfamUr zNncfWAlh2vgffr>viFfgwML;>-bl@wPW2J?=1n8JWaG*`QTB8(W&vM6B4%2FoCGw+ z9oXvoEFKs|iXO0wM4Qa#npT<#tiR#AkmLB4J0oTd!$;cIu*E@sXsO9JQ;tY56_w+Y*t2JI&t&f?yzG6#Y^CYP(8-n} zKSM}lb}MjT7DZbDYkwnf^@2+6Ec5u~*<#bS#i5|~8c1b274Hab$*)t%v>@5j(JkD< zNbt~qE+yJyzXPe_2lVOgzvtNE6wP-Xb_CI(XD{@q7)t&%lpIO-b#-3H^RfvChTZkX zG()7Ut;t}>W%J-m_NF{otYT|(m~}`}H!Zy5wtv!W-*3ecX6<^G`rL0Xf)Chb1Oc>{ zRJxUSOKXE(T`spT3@=cr-(~|$D+3ZPd(mN$&eA~$P5s%OZ4d7(zML8rwRl8+Okb!k z2rzPGmp$oQ!>h5R+9^V3BW^yma|P*?bLBdBAaUNlp9x0?zd%_Bmzs~s!wu1#iM3ATn|4bA^>bTK0->;S6AMyH%7#{xs ztt1X^EEPS^x%k|>sCZH?zD_nA47+Rxl=&?=M70C`?0kjbOk2FGs;B_V!PE7|Z<^wJ z0rW0$8RzQCte0qU%m^_L$$5EQT@RSJPu8=Q^w-L3w7Iu*Pu0tAJ6V;3c^z1?3wUa_fbK4{}@fL7Df#?h8JlrB`;ONOgyBW=qQ9#LSQ~aIy@rkjAkJMGo5G8;#skq@8YqOPgGr zsJvQd1S!`6{o`d-mi?_p)8$RkCl|vFdMlKyA8*03a$%U}HG z^YgY#arrmmq&F5lhMcZvI+rYuFG8^=A^YLTLt z=5f46FXggUsn@LoExBEO=QQax6hgUVnj!Z%-^#Zb%U;Pl#nx&VD9{Y;fWezNuF!Q{ zvI%P>UV|+9QBm*L3v8an7Yl(ZeXJiJs(vYGjUQ4itts%ypY{-F4J=hwX~^%u<(?N25mZrVi(9xY38f?6$=Z6A!Yn1|vA4_Bs~##Im~3DF0Ziqy zW*mijF7I|U=v;mW<({l0}jvPgp)GJ-`5qN0-=zL`-u&kg-PsE+1XdnN@!lwCC*T7wd1&*#BiyYuyoI`>fpeI zFqqVF9f-|P_B_z<8wEXlwV8||T5_O5ZXbUTOO$$F;P+{!P63@t>L>uSyc1J?Mfx+F z)MVJ<*fQp^Euv;}P}zgW9F0wXy&MTEnKsu4`Fod5n*v@oTir4KO~hYcK&H);JVW+> z`fWw|Ef?Ac5trg9M&@SMz5&4$AS!0n)0&Fxa!Yd}6FAn~)HK`1r=<}<#?Ga2`R-{A zz>4mNu7q_dLa?%>ktrzpA)bPo; z>}u5DBjEAN!RK@RaKoCJ)81r6xJb4*dSC`zW9!&Ck4D|`#1{-q>Y+@Yf{;48Co6HI2UOdm{lpY zU#={Qv;Z2tatrIG9Am(`E%T-B^eJ_guP)n?cQssmqLSPnA>>NJ=^6ZbhaxdLi8$Rc zVZYoVneA?|Y7UNg+?2wUAYUW(AiObyR8;yN?+!oDW>4vgn}L6TJB++gzR@O=6<@Y# z#-ZN$U3C=<{J&|x3XfQAUn{KWvJ2I8OCI8a1|rkbxE{+rs_DyVqf5V432F9})Oi}s z*OPdB78~G;ui0X`04t~ zwPB;TY;?zjgC|5?FDCrb^tBFVznq*Q5KeYC1ZLAtgA%fk%-Z4+YCpDhD#`Nz9lYJ5 zr6U(5S~9#Kq%Hzb{!wU^?jFA;jSHdi`o(v3r9S0tRL(X}Mkg-ILWY|$Rt-*JVWmy> z!WBoyC1@s0lO5(5bLb)x618i!I3SS|be9pAzDVnJu8AO&~{0t>CmX+VN z^X4hy=oE9CrVLbH0@pACcb(Bv5!9Z!y0VL9D-Iy%q#q4;a{U17uckrcfwg;hn+6iL zQtTUUm^&xkDML|q#q$}T)WwLWL52a?Z~c_LglOB($$6$`5VXjlebyKNuku(wSWEaa zKNsV45!7nAt@@KzjMkiBSwiUJYB(DN@v-?skTee0{My{EHqT{2p61+bC%$Zn&r02{ z#L=gb9YanROP5aLKQe6X-A=A>ODjF#dX}>LK^jsJMCtDuw_gAI3I0lD#%7G1lq+f! zM>du08@F;FEWwx%@^~aU&e{MYhe9x7OnReHZ&{sTxh}Z&QQUFPo92iU4%#_u#e;^V zdcqGvM*UiNcg+UQh|-2$Z5rBX-i!koM@-b8dAVf1c@$n>ILXHSMrMh61ZgzLN^CaC zLjSCUvcm+W&Dc2YCr22yZiGeryykL#-V6LiTTs97ykUTqBBYROHA(&w$p0zeb*R`c za-^}*g2y(&L*Sq4Ow~F-E056d3n0#?ILV(CD>Itc8EL4Kt$5-UD&YAxExx*+apV=J zW}||Tyg5L)+xap69g9kt?_J8K)(H)ke0AHxk|t&A**t_)2{9LwhW%+~cZb>s!W(-= z1(@4~bopjf1ZE>%$vjlfNG_URslGpLaahKm`3Ke-_uIFpQb#A<^EZF)v$qlSVPGJ z#4ymHZ=mE&;L#5&;~`3^Tlh1Kt|wpD%iEZ6!3N{`Q?QkqU{ri;JR`M_=h7y(Pp-jt z8~x!;cXbRDub+Pq6}V}!sMWv-2%DIE0^T9*)Di@g(A=VI(wXS$Fq;UV_Z63t0Wr~f^^{bHD4#e?mQ)wAtSMkv#`=T z6xv*z{-Nrf$j0`ZAw4Iy`XQ?TxFN6TmlP+vs6q?-*%R)Ws5nB0m?2{hacnCHLgb3o ztwbx1^rP??#o>yBmI2+2SqgPqFwD3jeJ8!hAxqvvoZX!9eA^&KJfqLMWI;PXrT=p2 zAE5tM3_+^p#8d1oj2l9t84E2Vn}<9PJ8x_vQ?|VMso)tAu1#`drVi8% z@5oQm%X#Qk3u_q z=URo4*6_soseD^1jGb9r#HEC9udZ~M;)r)||IeH6eXpGij;bCpHo!Z7!{fvHN=i1ZN#e2C6;K8>+LkFp&k4*p@SISh}s3<#c%o*c4-TErQ&u1SqUK%Cd&Hr#z4$a(U zWA(YPqh=!7Y|gWDlWFxqi>1-D5oT~g;`~rv&EMqD?5C~omt3p00|Jm{n zP`&0AzO;Rae32{nB?|71*Cpe#c|v;^!o1YtS6`74){BZ5XxE7eyXs+<8vnyplY|&Q zs4NOS2}gXlP5jvGxb-u+jxfNh`_H#4uQRpKryQN!To`h%lTb|Nqp$yhcG4GbI00y7 zcpfuxR+-kyKfrSh{n;AFEi9sFTV2wTJSio@K7LS%?JlXFPjl3p{!fyDLx`g6>hH$U z*8Xji!|c6}bkNJ3${;iUwx-|-v2yC9~=3A#{#>rowbeH1FZpENX29!)*1>24? zbMcqO{B3nH-(h%IC#(s4B6Dkql4ygTfR@6Mb+&VOG zJNL#9lHDO&Pl$RuttfDRN!^s&`UjwUWGX5<*BF7BDOtD`lc^kJk5-93R`amh78hl= zpqaYZ&n-o6aXY2gwG-j@Q;hp4gj;EDyEr`a^IpgkHxLSz-SDk-NU(TR3;(zh3xgyK zGWiRY$C$>rT~uKPy5J6*Dca<)g%+#!oVQl-y;K(bbmSl+epGngq(nZxEf_5+W( zb5h0jZ?SWG`{@QuS7rdI!djpho>OGu{{X*W$kWg;KWwG(zsJu0{Dpxx$EE!*>(#1D zQpIGSh8Zd4*rU4{oZzEoi2TL-)qWgFJbktK2WWiy<1r=5JK6FaK;t*YvrJ$4)k9Eg z@hj-p_EKtJ)}i&ns;z5_W9A_`hVJ_#5$73Exycm$4i!1UH?Ct}rbG4zWD;t)xMDOz zX5VToN*3B_Q{9LmXEa_(|KF5FK8iV;c5kbPe_EK z7rV@%Ty?(%6X}cz*^B6|r#Ul_q~Vo_Bl#gl(st4o#dHrq$c7%Ls`+`k1tG#=o^cmdWq_ z?McWXhEWc!Ez@(TVrWs>-QKL6^*B_BZ!P}=AZssf&t-_0FPw}TEgP;$%=qIICAGO2 z5TCrZ1~N(o2D}9~o&W2X@k?%j*jc4tNXW|4`N?atf5Kb1I^b73anhiKeLq>ZUo!@O#{))g@Djx$!4IDuu>ZAbQD@yFmIJ5UZ}ss09kGnrAl) ziDhYq#W49bISS-43zWT9*vhBq41Bgyo|kiR&uzLKgklrci#{z=xE7fUdIBH?>SFNBES; zC-JnOgBw1-@DvJRQ1rV%qhE>tJFdft_4Vr4@kuI=d9|Mx^MTekdFKT_o&Nw>RV#te zu*1pR#;1YbU^aNk<;Yiy4?%*xLjq>la1ayWv{XESrYk~%TB6?*fN_3xzujOI^Jk?@Rkh`6LAlh4X|U-A&}Ycd{SQeGgW zi!Hi-u+_#e%VJVWX9nH50bCiNPan$~;u&$~DnylEAnlWJV-TDC64X)vs_C4W zb9$5)EE}7}x5urZZ9wAhq%PvabS@P`3k-@J@(&&w%0^=yPCmofol7}V|cO`~8$Sk)Nu1OX`-$)}62lp9ZdHT?V ztR5ygx46>oXZVDz(TT+W688b^^^O3Jl!zGAtbO7}W&0A!O$Qtf1d}h7jAGyw?Kp|XWn-|vQ*)x6An!hPiA>~Z*EsijwIx3`9lIC5CT<}InutKNRqXYnvJ^ezGK zzScqa1d3cVnrNqB;d<&c$>l2WO|I9&eF{3KFWB8FkgEQj$(uJ30~hXpA_jza@Nh_P z#Ww#_((*5j zC*C_TA(om1!lR)g&4gGUt;j5h6Vfj^RRfjr7xn78E1kaCI5$uZ&f@w{R=V7e#6*5* z%u&nb^M5j2j3Fuat(n<{cU(V}&1c)2OcGj)qjbift;Nke-CvSjw)O73=HuLRK~MDa zoow|+#(2^`I3W%WI*RGyl__lcxB|~vksldV6mkd#CB#rBqV)L0l1p7L+gE8sk+jpY8cU+@i4hv(DKqFSk{h8Vl?sjzg3VV#t@r_Ju|EV81*Fs3@CXx* z;*&O;X`|vWY~&=9m-ZL2M&Aoe$#^|7wAOCpqlCCRuP{$d1oRi%7A z6`r}{cICj%q>k7ync+{e+uCL$`O_wC+M7!3mlLPN<7Um7*kG(QkZ6ji;Emg(SKO*U zt$Cmzfxmmffvpa0CLs-0%gk@^TJt|Tko3!eBDM?Ij9z~i;$e#WJ_RZyCFD;k=P;!g z2maWvm!I_sLDRUb<7bM^lJDh+ASf8@SstXnW3{;@d}J&x$C|iGr9C@HJt$(W^r`;` zpp-k2qWKbSDTezA(?hj12Cr(N0-I-N(pJzPBSSfs*iyc9GP`6?fLG?0SvrOhRzE=!P%0!VPOXMpp$U@p9`R~j?#x0+U>S|`O__q5m zy~)Y((K%&TcMytngfEeN7bCUWJv1C3J5WdDLlfHbms0*j5sKxHAC+7V-uRoVfm01h z@Fkwnm5#6Z`ZA>LTIp+q#`45NJK;oYy*W;LI~Y3a&B86(Hw`Aqbe5$vkL1MT$9847 zp42Iy5s0L1G$AFr&?@V>iZ*D!)D-3Lbw|096>p87o!G~4@0{caPV5Hz|mqXhcM-0fl_Oe0ZORXJrM zpJ{}mtb8)BJ3axfWYHSbEjEaAmv#OJ02khpPT2|#iJEFwh|rSoCM2gk!SCuD3h1gX zLFGcJ7KMh28WKNxd)Nj4$QJA(b;3D`j>$;3{sG<%{>czW7TyOfsXpwWQc;abYtnz1 z(`RlSr{^GL7~$bwiX8W}$n8>7BCTqcjrnAEWK{|*4Ix$)sdFDqPOJJM7(41Oqgz5O zWvGh5I#J%_%GydgDAiv7g+9>*`Km_=M0#kP=Ra4y)0EE1Bgnj>W4 zm+4uJ(o^{(GOIuhDN~F1y}VW-eVfKXO0G)Pk7PDSNxiK}I!1egl49_KrN4G%;K6bJ zU#$<<_@unw>$xaI3W_`iPWBErv@|!8sgh(>X{*+4G@bJ0&QwiNLPX>s1Pm!V5-Jzk zg(OluEV6W?q95mS=$@G8rz!%3#ClarGIg`*A-}Ff7O@*Bho)C~>wLN5R~x5>ez(=f za@O=%)pCBdJ2i?gCxy63R-{T*tRs?Gq%hu`vH-O=VH<8q#i5LCiP3Ge#Nx$d6#*=1 zq8zCyRjD_&z(=t{mGV+W^2o$1l>uFoojcgUY1`pmp zfTTuu8_r35k2R8Vc3OuC-H&N6;M_j|{rb`75}Y)XYAL-aAMqIli-N;)SLMxvg})do zV~!k%Ix5lmtSWXa6f~vKYMHjRG`=Iod1?Km@A1RXONK(kVx%1=#QSP(beXr;`_8m1iE@=cYqPco`GA#sEaeupbr+)Q9GwQv*`NFyMpU`Uadqe$Xz ziPNM4GfneMye~(|)i@OC($WRrtdEIrpf#I3_AY2E*_D1E(@tN}6vc z@E#i&fMEpkr`*05IC|ZkMr@4=4l7D;$xj&C^1Y%>?p-_|8hncI;1*A3%fa@}e+qgk z-Ow*8Zh4iC3y{3!5p-+m&vdbT87{@OT)0`%!Hg?09%uu#8iw}WoUxOx^t_tpwOOpF zbuEIm`94wB084~~B-18g*&Jbv8_gUV3;mA)!H2ROvK}Oh^o3L|hm6(C>OD{_depM) z-rpm*uqX7&=}wMYA5k__8flkSyza&y6p6I0S?e@X=J5-;3_^c?O#hwNrQAta@DZic z2a(1Kr#B|qtH^y95y@{O9yn37T(pdbk<&S*2B}(i45$UpwbgoZsy>O5a|R_?m!4L} z)GJOx=wyrfW7p{&D3dRY3Cy&;pHg+P?+xbq26_9^#L3y}z!^w$q5X`YbdXNHAIm`; z58lgr=OXU9`aVJFQga^~R(qvF7YdTCbbjeo^2i1xVF(X3Mm_rOWT4d|?|W8RkQ2G+ zuwbl3@=-KyvtXmz*U$t~I+@F&qOHDr(hnaek|{GO{K6h$vSN`wPR)&r8xbaKY|D;B zdD9yQ(Wbf8@4*Y5 z#1tcwKXsv#J{B?c%sK=j3Q?Fi{nAijT2@lNA|-se=EX=Bx~m78Y7t0F94oh9TDyjH zfnWI28Am_}IV~AUSn(mfO-AYDLad^dn6&!CKt4P%ZcPEmW zhRM&B(Mk>Ogx_AVZPHZL^70^7NUgSZv`xMXGrqJ^mqw$(LZDtffrMKo**J{Y{5t_@ zT|SF+weepZFpG4dd7#DQ&8Pv{bxq;xuc`RKooKln6GWl3s|WL^1Iw>Z;YH=dV>xk8 zfGTRKfV$3fI8_yn}y-fCP_@jD&{v-ztAAtcL%eO)DY}K8=J1kC_X>2U;#k z&96cEb@fQR=B^1{Q-q)05*sG@r7YZozeE0XUl7spX=#Ig6l`7!$P^a+A7w6*INWoO z>`G9D7=BU9r!0-mj?aVq&3$2ggls$L=~yTvyFc&uWg6Oio+iJYOFnBAt|p{MZvD9M z5{%7c)i_dtkaEK3YL4sLiRvGZS~URmBY6#qV~>5VWfP;arMyY8Lumi9pKAQ{bqhJE z-j^N?p`z|4p2t$Mw*3-I12!5xP-Hvhnd45?Y%Z-~T-a7SyW#`GTcMP}`NomFYk;R$Ky(iDORY>>-7?%>)c?6s$aDAU5v^kuxAC zWbl>GN4T)rDVQd6on=#3=_KI(vM-n}Lb$e>MkU-vrTxO0f9h($R_Ax(db1!jV@0?N znkHJdiU&=fatbh$kbhrUV;4!ih)sU64-5)KIW(Q?e;};zRe{NKbva~=t!70ZG;U_P zDNhlhJG9CDoLB(!E*VO`_u_Nac`hujqdK>EM(e&(6xM;xG2eMcWi8*jyZ*`PeP%BH z2Qa4EFqA!{VD-(J6aU>_0NhyLriwp7mzQyDGT0`Ppy-CrVD-7RQ}ECLveGLZPZ;inzL{vRG%@d(ixejJkSd-2s;H>fwUb#HsjOM4^m@-N#R1 zT{3eO8TrEA3`aZwfQkDl>5biH7Ov;h8Tvn~Dcg)|et~B{7~u_LIv-@|9zX$HL=0s z8{G+0vjvU0cV#}a1@9%z$i12`>u*mc(9YJEzl|X4=@`3iUX=DReFVQkgsuugm z9~E2p{LVPnGmC_7L6boKTS>Y>d^9KF_TR-W%X0F_RPco~)l8v=UYZ?`^qiM?8%8#% z?>B$eE1SvBZMfs44;N#%Tu|a;kr|Mw-fe%hiJesb)vJsfpc@h%YR;-Ix6Y80c@&D` zW*8VX?!X!+wy&~drZTYio=oyk4_mvex4Qv5f$ma8dYOrSh>X6k)yT*4EF3;^yv z`)&eRU`fffVZtpW(sxE%h3oZ>_r>Py-+6oft>Mc@79&xNcw_UoZzh9u&ZL%mN+3wQ znP;Z^U8?oguLC*n^Wz}8ByacVE?NrA*JaRVu@{SM{r3xXI~?6O z%MPFd5P$4eVU0Cd25tE1s~xa5*QXR2=UCEUsY$Ofj&QtFybpIAmG&IR#YMfWUcCS5)?ZpOy>{?V``37`K52#Nipf3M;*qIs7b zK_oA-6i97gU&AH*e^7NEzj&5ukUv@_UK|;3;(ZE-Hp%=aZ-$#i+_@izQPF(y2DS$}4 zmiyIx<5P_Jqx`uS;vs+WI;C_sonxm#0nt z0Gcn%lDy{`Txrw1;?FNSji7EhE&XpLa>D3N9qgwIH~mi|ua3;L_eB3cJQ+C=WAa34 zJQqid1*PpGi}8X2t}i6kU}BN;H1Tb)T)uXJZ#G2?%biIVJp9xk0ufgM$Aa;0FbO9R z9%^@i`9`0xBeV=|f#ys4cGhl31-u5dXSc|=ap`5TuY6a06J!b<&wQ zc`XMnZy&a*VGUYzIH#nHa28jt;scJ66UE+&nZvsKwT)xw)+S@ng?bvXf4pq9p3dpz zn!n{Q{2=j)SQFs+Tez@W55Z$|0L42A!mhLgY;tOswEKIN@iCt#lFqpUz2$@vq}3Lz zbK^w$^H>gRxYc=rahZN2a0-Hs+{?sBFr{XJwzJ9Ax|T7u=8z99 z=BuUjG7GnCc5Z?I-u@ebaqTGl&GW=?s@elDjfQh^Mn5rHoScTnwk6Er9#n=Vs4+5z z%NqkP?H@q>Qkzj~^o4sdeaoKAaM|MX3NWK-S(K&r;hG_$ShbZ?{j})S>ZYn)fXZYg z>~a7JhomUKpc0o6HC~?`3>IuJt?NZ2Dq>2Z+p{kC$k0JlgM$udv^%>-_CL{oCv12v z%a}68t>9X#w9<8Q%i-FC{w%!vfBQruD)^tFzX#4V&f|JWCt*r;tcbP;XG(@Pte9|j zv^+o^idPRr`O5E1>U#?{(MmY5$EkeGJ?u)%s|XBhN8yNdJvBBJY0G;h>}KOdP_OFu zxM84sTD!7sPXZEgyyqXN{79}_u?|^bw(MK7zP4en@+sS#X=j3YP0Eed^Wlk>R>R+m z!1Y3{TRjgfMBQzXn&As}oXWGV>z;JV+IcYOX0UjX$xxoQRWR6xZLrXWqjFwU*E5I% zwYe~MCpznYKw~*$*Thv|rBj{0(*_zU$!NH46!|TOr*us%mid)aUrr##PF5!t^_v!+FwGjHKi+CQVM#Qju9rFcCN`scr;gNLPpEMS^SF13t8#U zoxCn6G=fnQiaAyLl29#2M9RN#xocMLJyL+qJgA&+h)d1@z!gE8*FmS?O>7(0C&ry+ zv3x5@+EMM*k4Q!DY)TL`MGoX)%u@VCSNfr6v{1KKM?k4V4uU_A146J6ryb}-`)X_) zw2xNHPB#b)BPU^gQWI8q&t+6Vk1wa0w82-pwAIOr@edX8p7X|L3C@!Iw`WM!bVwwy znM}N&E8HC!UeEX1`SKl7v-bQYhaQXua;__FPj*3eOI5bny6~;DEvvOX45%Owa__v_ z1QRlp|3Pt7mLcYwrR31#XM`&oC*|7KIDu8j<3Xi~us-*18}HSMEA>%H4@VN9>h9TY z%{9`zX|-RB8p>g>c0t6kwsn@9C{{+o`E$xikAXkLzWM~8#$W4`BqwqVO<_P$j0P%0 zBu9I`$AExqm}aK##r~YU_NDsrSt)mNwB?)*cG_)-u0bA5)ppi@u|8?wPOcf;>jhCf z3Fpt+wbjAErDWlFPCMa?%C75F!L7IZ>Wp!{rX?ni5S`=} z?jpIM>C9w72Ps1lgq*N?Ub&3Bm00E!WPX08QOem~!luMmpygiJ2vlsulDtAXpOl%p zY4`!0fbhDQxJRtQEAYW^?a52TE|`&auAd0k!xU`n<;!mbX7;`^H#{qX zu5B#g24^F-eQlq2;51xb2O(okK$H{~|H-a`_I4$rjK6~!mI zvz2+e%$;&ML+7$My&SrrUgU8u3_?3)?DSwd&AJo>PFfjmoDwfi_~Nd*wRr350G}+J zS!xIr^;i=}d6T`)C9{B+mRZ1=H0>h~fM1EUKp35Z7FJ+@k<2)-F7k_7Oq?OB8Y1p4 zGNn4UTSUx>LJCDRPe5U??azop44}Hn0Tb(HX}Rp!Wnie6Xkhk!1`{%m0$r#A${_5L zXUeq((Br^*JLWZ%=KbE&N;|E;x0Je(`y?<#@>;>TdG`pNIt)(Wn_N+iTBVbscaYK* zQd^eS+}2;=TEk-|LdYV>4*Lgz+N1jf2o?rwv3kY^c^ozbpGrcML&F|Q@<#=DPdiG! z)fM18iT|Z$h{sW4=k9a$HgT)2ec20k&V&GP$xzAvPf?D{wp!u{9ExfdnuPry$UMu< zsEQ<^gT}#Pm`_mr1pM}{6Ncf+j$)I0w~(Cav;|bp81N4uTdZpn7xXo5=*B7uBfPyM7n+>QaqA4Bd9b~MTfhM z-2SL`O;`69Ij?tM0bjEthJkfGBl8Z{xzYnKh7nGR%(Ac|$8s9MjlpZos`pzV)8eJ~ zSmmFs!*lS9#viS=Pwq^oIOO&{Rp+VHte5#mdH+ z5{hzlhF+K$Jjsu=*n=`ac8!SXf>}%K3O{uOxBw&VbVHcmu8h7I^mgcthgWpnv<8}CyMa^WEeb?3LbX@|Jj zEh&s8TTLL+rqm;Vli1L9bsoB$;7mExpbq3Pszi&Jh5R*;*1)P)-(r)XNvHfwsnb~1 z7?GyXEn@}TIKrH`pc~E0*f>xUpjb{shNyN1X)>QamEA(au){i6nBi8(B7!&JI_aoU z4tTg4EQ4)tQe!TRVdPR5ia6oBg5ovWCRDiL5V@0SwaavkRF2^|mZ+)xL9S0gxOV`1 zEW63Hd-j6zIubJQYtE8H{z-3(Fzg2@>Q~BSo(1ONXdj$gW^1ttZpZ7cuXf2cHvfGFp1l zr)s+Apja`WZf8^QaYHQRDm*s!!Ob3sSQ8G&(x-A{JA@tqQPHll{-iET^BihUigdW$ zSfik+;u#gJ4!^@lMTWhpn#cS^ztd5^D^(aBWcs43wzpPgv)@ma=ryVZ9L9EY^u|1zML$Mr@-lVI_MiUY5WdiTXr>=5By<5LU;<5N>d{T#f!5<)6_I0kWXs%$fjSsmjUB>+8MPust9oR-7d&=K##vF%8Mp^& zjv*Q({JUxiRW4gl{&FFl^La_OqCqm9u7&~5PmC1#gjhA&Q<}dZ3w%l6c~4qIVX@(- zx>Ugxm3IF%yW^DM&ar7^Nb)D9lbx4n2%XyAI0#LEFaJ)|mJ3~cV^r^fcBdUAGpL33 zcH)M>V9~}MVP=-$t7F-zYUd~!krh*FG$_aXQotMj5In01`BKZ+Km1F`h`Zvt{mzVP z&!QI+y|Z`Cxu6S@Fys&knjs8Q;?y`qc7X?oJ(SA7 zCqh9px$sh*o42AcRsD5#0xUnlU_T3gQxqfferRF>TQ{vC|6JzMCMw&49;2XayJleQ zGUy@qt)#xA!r`ulYh+&ue#J;vzLs@+T{gv6;8Hw?!dHYO>A#vxd@8ESYUaaPj5e&1 z%D;t+2bOj)B;N{kcX~k}e)E-Ic;5To?S0)uHEexVg0K3EYB$*#{X^4k**f4qQUMfu zoKD(7kjh%|j{kI&7&ETKD>*1`9+W1SniY|TT}IRIp9c`&vV`*9MV zgZ7uUsk$=7TjUVi_;yX#1*8Ubp@}i!MJFI9#wZ6&pJQvGkvfS~AvVFNoe+Ccmfs3| z*)6E!+?CKNpRXYArp@f_DsODGBVO*6W%yl+&YQ=BqG-}&6uJ_S&lICGP=)h8{W8;_ zwb#BACWv(Ce_tVHH5>a!^DJlB3m>|3uULT0`u&hbpj%`t`_Sjw>&Ei*+QYH~qy-TG z=}aO=8u66ngM$=iK;HhKh{1g8aS(zWwRQ!25+lacg(0+uBN-E-aK&p2X{VIX#M^jTtMb6WX0nPH4T_@|}sXwYKTg97ilK%{L+& z6si>lO375LkB&+>&6EzCw-lq zOOEi~9SLer1r#n%h=zaf+QxxE-;Ymbz7<0zAr-}4kXQF6J7lKQItgShRcdcjOmh2S zU9SIGsF!J0PD3COBbP~2z*Cg<>Q=itUEkC&HHDyVH>hx`0jp%pCXA2_HA@~%_+q%C z#y^1E>x{uRx{bplr8G}wPC?mwI26^g4}u2PsKjOPH^~^Z)&k+U5^+=iO*V_l$Xu>4 z^3FNt65aUA7yn~8~!1!^4Kb)Q}uwtGl#$Al9ewLxYP!9OJ1Y+2~`*lPc6D; z3%XNm=L|1Sqt?0mcO>KGcA2FC)zdx|1dPL6o%ZmcR`q~O_YD;%#n``#xs9|k2(R%+ zcL8f+XT(h){DV<_^DZpynBjP+D#)^K6t|9`n75-KQiI{hpxJsW{jWiR&vWPRYPU;O zToa29b34t03t@Zh+142IKOnVMKqTCYd03~yIw58l;W~hH0iEwL$muim*2Mmy@?P?~ zcjL{nIp(CzXt!1kzmli|)sC@009b+#@ejxcR9u0suaU2&5|Dsm4^>gwyjS<`QBAf{ z;Ohb`$x|UGk$a^i<5yz5pXxL{w}&;2pic8Li3dl9JWSked+n)qENfsXo`Yy7wk=U< zF=zwR;P6N+!8LxS|Lte@cQazo9&IZDx6YEUn~<$KYtx5(<^-$Q{c3Fkw-fvt@due@ zi$D6@?`y@ns8nU!9gr<*z-U?89&?n#HY~0jj-*U$?q(31ZlnCI4E4@3X00Z?ycwbW zsV>wrQ6y3T+eT?uux{iYA~*x7wk=-i2n-pxxqaclUMy!j^j zhgy_3NZ|C!vJ?Xtt_F{cW9e4{qm+RLLK8j3(fw&-{Z~L}!L2}h7R6MO0P+?d+wI>w z!fS}GRk4{PTQpB>Vr{Y49@H7}3qMs8m436~<8@^0 zxYJ2;^3I|92S9$ydSq@joyeq+B=SPb@D)n)%^7S$>n0ez-US--=m-|iQg;q99H-^X zlTc?D-2yGE$1H!vK{T0?1fe=UWeP=AJh5rSEkx^!BAH>2sAHGf|JjBxt?$hyHWr%J zWzIVIB0SKZ&_jL^ZRcq z7t}ux_y_o0hweAHA);$u#O*V^X<`xCzW#X-F zGV`5Adl49yI^iN6Q1$vqg)xSBgDeC7L*+tc*GQIw#A@)_8Px!tGA^B_e~}j|FV@n} z2#k{)A_r3E&@I4gFIV342YPZQIZByUopKs{3zLWkQ1u zbsQFp5`@hu>2je6OMqq@t{+LN7OuD5j#0In=r(pvXR1<62MKIV(Tyh+lh7~rI4`iB zqEMU*^>tQBAtpBui#HkwCAL>D=5DjiwRUxxHl$dkHCqG108&N8(}E1cOQaM`Zyf&N z8oNG$aT%e@S!YQ?+KYjxDtkcjNI=D4xNlDC6a1%ji@UtYNgG#Z(5`?Be5Q_xWc9$N z_N*92)19bwRnrvQ^YgXJb_Wkh-U6$vwWBQ?sqaEi9wfQIk_@R=0o&i{T7ugc9 z#YgTr=aS0Y(Yjx;Yrl|Drk-V9%aBp4@d-Fo(FvlfQ!fY20F=Q=F+V(AU^@%rvMeMd zD?zgD=q!sC83j<&YLB;f!urAAmyaa!W;~xHMY(yCO#-7ro>T;a!CLLIoxDjS7nmUd zs|}|GXJQh>bcp|H$rU${HL@JnE4ZvnB^-1PalWCsEcyIp^#ZMi!1S`uVJq%T)+N2pQy+I-1XXy+aCsCgiQL7kUs6btK+%9uc@0BD%OVJh^P9#E!tz(zdi)_+d z-C~f|nYp;eKdc3r7yCq#-arHtQYEyGq6jx*5P7|TC5&ocBh({X^j3i$rAV313}>C^ zDVISl_?L^4)?iMOoZc4Xf@vUG`b zTQ0BkbX}?!yIeLvUcc~_al4-_mKnFpHV)EH##kH$Y~o2J@WH#3atf%rD49Y$6|Y+Y z7(O;;BpT#BY`eAEAD^#dB`!ix2~=`~^wYB~I2)gHDTBsiAdp+-H>FB`{1J_Dajekz z>>2NlWn`N~sg=Tpe*Dpboce6bnUoT(yx)cnaL7?Z4CBRjCfT)8RxHLd4G5u8VZ@BF zD;46NjCi9$<96pMo|QPfZu*bNGr3E@M$f+K)0q3dfL}jOtH|WZh$H1Z8Ry=WEi^t& z#3*Fv&_*;D@{szzD0N7$rkh#cAW@b($~^$Y07fi!s%^ z4Z-V@>{#D`4S^>03og>|NnivgsUl--^w{$iSKuMy6FA znjI776UUA~-L#vOlw(!}^hYsMvulI&iiQb>!4NoV)ng~6VENtQDM$7tnXrzI)3BVF z>&&rBAk+Z4E*!R!o%f;UzJoDCaC^>$t9RKHNjpuIZ4pvK8u_t>dj+`|L<3z?qTS(j zMWY8CBr6gI0q!glaaIk=iP;CuKJ25PW0UHZLdxFrwCJZe5uk31n&h8n1ZV>mgu-V% z5#)3@w6dANtp^=M{#Fv~oB|LO94-0>GZF5^677Ya2$Q7>@n=SG$a(Hdr2K>CKfr*N z_DoC{$BNlM0G5TF6r;GODwlUji*{uQ9rI%5gWD#;-_Cd4d<#2C$GRN5)ICPAe*j*d z4amkb%nL4M@!g6LF2#w%OID+`&1kc<@OzII`igBMH$G+E!j!8Rf%->jsQ0z7cw+j4 z9{wW5)=#-njUv5becsKqsA**6(OTE&Rccs(@{*Q45r8IqO8u=gQhGt9Y(pntFqsh{cm{xfkR_TG(?>yJBO{ZeE1rM9P4q ztbJ#4xzohk$eD4Td-(9{z?&KSxJrwt-uFY5@PF`>bnW`TO~)D1B&e$9dGndz>c*bHxUr>>Pvci(ccbIR)k!9q zGdl?oJB>TW27U1dXYecHKfoRIZ%R)6%8DzUc$ATq7N=Z*^PKeZUKAeRBqtj2m`%x` zWyB0hJG=PRVXlUj!0eB{NCIt^x91dUIBDe9g(~sWd;Al5S1)?racr{ ztg9w`Gf#piQHogv)0z~a zG$B6Rlshv<{Qak2?2SCPfj+BMUG{Syew(mzAMPK);eJoxk>R&$ExwD;FN->i@Qwu}+v5ZieR&hbd<_BR+Wax39bb^kj_<6SwW3 zp+#5!0IQ)Ll{2fFr~&2`(ZuZZi(RyqR&+d6)vuw6qGXH*G1bn8QbU6M!CU9~Rx{w` zLyHNx&dmZ|D)^8ok`$C7Q3Tjh_PptK1~AmD;ky+R^tkOVuiX;@$`#SNK#kZivK@_b zC|L+Bbek`nOZiKVt&w(?63)8P5)muCOuZ_?Wh;=4CUkIWE08N3IOqkeE{U zyfKK?cqimj)k2I`JxHPORIw5yvLHND!A}uGpIAF9eQlvFm3?Hi>R(+MUk+L6WGMXf z4Sza?o_H8FYfcn*a;}J(g9GYa+~2v0f-2<`0X4w;rY%4d*C@Kh%_k?yK2BBS0iEQc zR^_A)krKa7%rLLks#*-s9FvjjI?V_IXFA{18ZV7VlU#0k<7fSC`DvF7z)Ei zBifh_cKHU_xsQlFpA&7Bqg|&6NhywUXOtcVYPh|L+*LvvRd82zG%+`?+>aD}%-I$* z^j#J&eK2?aD0juOSXcgLpdW~BgLkow)|@dcheQGb+R;ELbtrHFtgS|Af7pH`R(#TN z65>wQd6}5gdepVxO*)II5b3F8)5v)~Bdi(!eXst7l5`>Lx$^8squ^zWOP7fo2fD{8 zT*9!fB_xC&((s4qtKh4G*Z7Q3&|D~$8qW))KD6{D3nrM*VILH3|dX0vI(&F-W!s-kAZS zD#XyJ5Z^R#+ON%2HDV_);8zF!p7f)Uvw2xz5hiY-h_kGbn_DCOSJDZ?Y0HVm1)3ET z>hHt&SuGCPQ46cgqQEc%JJCoIO$J8JkA%>e914oONPT~8U5n93q z5eU>-(L>T>x>f9)IIvL^`+QplN@()iHtY~%3{3!AP7v~^sL?dA1=Y%;pv^&FWWW6a zi4lezSnehS-bu+2G0%f^li)V$xcl_Na+C`;&=lLgze+y9$ScL>%%y3pT zdE7{>^pEe5gM^-b4~pSu*bBNFHh$^v`DIi+)qrdCI>s$zLO2}qU-2aYXh?_3;~P3< z6JK&#ou9_~MCCt#AMHT#DTBgI^M96>n7>VUEcBYrRJ!|$W!Fb%cyhjtCN>~uM^LJ0 z{*pdn&UgxDnXMlu8VSMS9J?WiU``HP#Z3!UQ*4-Yb7D!sxB2bMWN7_BUwjnh15Nv+ zq)E=9Zjd_`3#*&Eo7f2l{>mTBQ)oOz3^ZXx?tCQK>v)AyULUGr@3opmlLFdHMj|RW z-%WgE`&51!fdC_VpElhcuo|iWi%M0bJ~T65XzBbo6Kyl!#Hq*LOR(H;k!Q=?2$h#6E0sMZpWjWy1Nf7i7-vpZrya1%a;T-&5O$e7DXEIQB6+hW1GJjB z(0v#ei+zJVzjTiGg_C>I+DpP(JAWHnZNw$t#6d5tW$vw+Xfi*+H@D>+7+7cB9jxaQ zgN+kAe)32$aoC~Kk+$8@z}D~3e|#N_mv9s9_6;g2Y*y?xuf?kqbNQRY^d^)&oJXGr zkfqY(2BQ#KZ8Cgsjv)q&w#V9R~B=lQNXjI^lre(}S* zr@HTnmeGQ7jH#LU&JsUl7OISQs+}CEU(@6;PFOk>o(e_4tRw_nGG@*iaai*Sm`d@6`=`dr;y6fp8&v!1TF!l zN$kgA6!g=G$jkobY@bweEtSC_C?8p{#y`^$BW$T&yvNEJ4ScY+xyiSL1uMoy-6h?< zq@*om($V|GzD0&gI1^}60%gx!6Y#?h4?+4bSoVxz`^Z*bZa+qaDVPdW zUZjNL>;F#p4*<^y1836C?^imi?1CI(d(INWfe-lo)6|Mg4`58|M7T7?i@>w zqryW1Y{em>iXC9^-WKG3GCvEE)mGahs4%Zd81s#zq^+pQt5Xd zvjW_c zqb+c`f7ZWET9H!rmSot0FZCFB%ohWe`y5up!dG^bD=9VS8J6xt!)5O|U!yu3#Tis*)gUbJ+o$hibvO?Wh{kHN zVs_l81iKHF^FBPw6KmQN4KsYL3#`9qHy+1S3D3&2KbzrOh7>2F$YHV`^J*HP@}P;n z6$0{)C(znv%!#?adQY=2BICU_V7DZ)38j@%h{3Szj_tD0{i6FyUg`3wYc&V9SJQ!h z6EC>Joqvp2*2o_Jw&n6OAKo!Bw|;V^u2>Bs44h;k=9bi|T1mRcB{p9bmM17Ck2Gar zn~hP3+Jey3z7do-R@QW-kQMY&!*^~(hZ$*F|SIF^K4DcD1qNrK(hcD-`?2?IA&`Pmh&bmcWK?wgY4 z1{30z8`Fdx5<;XO)u#C*zQ9?e;fZ`ZA&+6#03&>rWMPT{inQNCYB`9 zitD_QRy;-3Yto;tVJA&nnzSVt!_oe4AE33Ry3s~5UH~eE07ymKC@qg&!;+CP`(o1wF`9gU24*^7JOpO|ipKwd$6q*iM z!fwUcJ(q8RPa~Gr$PxXp5Y}S9QIF0?F0UyL8os!GAx)My(H=T=c>@#zQ+cj`fDu#O z(ky~}92Kmwqiv)(7H36SSUTlv2sL%MIZDNzXxM7n|0V&)ytw>QFP{PDa zpI^eH;?dgorg_UA%ND$8kn%xr;F7jT-=l*?i)}TO=|D~x$|cth@F{3LMa6n#LMHX& zHxgBHZlw;sT1fUO=m+&IEt%oj-`fU7Bt89osKW>JCLNskB;f-{pxQyYDW6uFfq#Qg zUq(Cj-zHIkt=EVGXXu7|lAqy@s9mOV-J4?D_B57Ce9B5txmZjt$!E_5vev!DIlZN0 zx(`{+yS8HoY3f8CaS=4Cjvs;vd{(*?^IOsCCoNGpVgHm}8vu#tKX2m#c$<&~{IeKB z;ZWO?vpw@~+13Zgn69!!A@+5iSk}_Ti^lctqHMp%u1P~a2Rg7Zeo2qj`ziYEP=DPN z^pW6Ghbw~UX9xngaZtl+b7Iou6|YyURGZ)dXlQ-s6RsrM9BJ6bM=`1BeU9{M3G4=REPMdDi-f1mwr`ltcWWXv$!j(4_g#*E%l6k}63L4Q2{#VI5*w!$vDcKKy<+ zN{aba9jKDLO(JAu+Nis^j-|g>{W%Q>qp}#(^H$~ulHO%SKTEJj!|P{qOxDh|052Rv z*@k;9Of`C2)1k-via*eV%aGq(*qvkzP1~5@NyV_~{-&09e|WCM+!*oM<8TeCn_86r z3L*rNG%WYdZIrFe<Z)^ zNi@s+WJ$GgSG56}n<@~+G&`FvQ_5yVB(_$;G9LGoUzmD_>0}n$7}VFWA=OO|KM_}T zRjN$6U3a>~5kTAJuGCL!9J(%FBkx|vmz1X}PTjD+@p)N@Tgypm84UI$FP7p=EL99n z`~&#U8+eloM*T*dz8}s%893#^ib#1vR8pt2-B!(P)IrYK;dMgL!o47C3nAo9ktQ!J z?kquSXku`-kN*ewxF67TYM4IBQj3SZ!p`ya2l}kM8P422s;H(|6}J@!fI-`yuep3BD@0bzu!c+yk1x*)F`+DlZeUnE-E* z4hJ^3W7o1Xht5Cj5aYd>Ncgb<(>*s3{Gldk-pog&7Q@b&{rt(iNWwLnPE=2Wj4cyE z%EKf%-fvmh$PwY`2mC)nPyebq%+SdC#1ne8sI1U=n3$kH%o7sb?$v zC@I5Kc`4%7yNC*@0aF8D2^$%ca5IMMZ z`YDg3Bs@kG7>yC80akmY19(%Vn+cl)WM7pWMj5IZufvVZYoO;>O=0?;e-d_(mp^QE zLX1@~RkKo)Z!k(>pOUAPzh<%hiI*$+pAUM$yjA)Twb8UKjT;LWaRnRuqITNJJB6Uw zd`SO*D}%1Sv67Kj6sX13ohWGPP5NwmA>r7f@=L>kp;~VYfj)_x8fTD4(Kw$0Rf6Q- zpTLB(&Ymw8#ZHXDX~nVw{3Ju$8@tQB4z!1W-G&uvWteX@q+!)SN^Lx4^fb8mBA*0? z;)7@&%h@UPUj_?laB4xCy;>7Mp4 zHPBixzZ){xnb~t(_*5gJT3MwnCrZC|#HPZ=3m%c)oHUhwPY=sGLxuVkU2~Ml_M+eO zwa2`%;MMM^D?WqFG&`qMRFKjcnO z{uw^Pk)=dSZEt4NOuFv)Dr~XDO8Fs6*x!CTneZdp9azR07ObW$Z;*j;O>yk0BiP%v zKFafT-cW*hP;fPdZa6)v{1%83+nR}%UhYRx#z)KJ2ekQxd3`&xgJsK5$EU*iBKtk= z@ZdiCw^j=A;|{kAz4DKB*-MxtxV1W#Cf53k0W%t%p-ZdTXjG$38Q1QKL6($IQBdjEXZ_Og+u(AALbbKNcQv*L+O;qYaHUl2#`;vj)~ zXjbi|4Si`mVzVvp`!?|tq$p#+EVWTbZy4me%-iu1JfL#*Q;&MaUwd6%d7(BO*JnWC z>sM>Ja^*VVqtEm0AiA;j4ykf^o8zWo$DjhQLZ9L3)4h4odjv{hHA^Ew3@45^sL40? z`){9ztAZ6?mA;OBWq-;l5QDvN zY!$OG!-A8@ML#k`VPRgYUS|5`ul@=<@s3ukcJ9k@; zaGs0W^pEVjFyofhaD37&$TASpOqD%dz!ebieO4&30$b11 z)wd3~oz~fer?1+i2F|e#EEnSlbYqnjd#J=jKl~DiKA76sTS(w$N z#4cjy=Owl1z21Sw*PBn|CusF?!>R~K%SIF9lM~3}-p}m;;boF0CoF-jVw?G@`~(5*uOvVUi6Cx!6N%stSlD;ZH{=5&|?9K1^7-o$38jvP@Z{DLW`)e zNFupbb)J?l6aMn+PH6Lc>L=M5c%1R$rrN#ie%}RU>EQqKV@JqMBDNNHv}|ho70hsX zN$V`Tr4o-9$V>ne-U7ADlhOSwyc3R^{pXfgNcNHnWoLe~Ej(9s9e02~7i)?%CT?DR zfLh0AP*}o4c(J^5bM_luzW>$HKU+RP_rESQWoD)dSQJq>j|z`%hG|HU5N| z(S~VcVcFu7)H0@BF!ZxU8aAvaJ!35pj{~dBUL5AUU4WBF+8O9JhU%I``N60sis%Nn zULFxOml8wli_&kFJS#b2$nT9w^Fsg_Ti+WU1fhR`cQFCjxt#z#Eg>3708at8e4S#|*%rov|AIXiUjAkBky}3}gSR|jJsc(@H(c^%wso}4$uCH|4 zUp~Q+-c6&b%CT!D!`d?iPmfXl;pewqmh*x(CMJ8H>}iH}B!G%IM+_{J)t<70Q7> zOsJD-WggU-I1Rjl974X05>uh)tWajkYdavjeO2e{3$L3{7PjJB*XvuYCX<6r!WaDB z8YYD;ouTML#~)*#^%Io9PkBNIlSOIhL~m8rUAXae@t}9OSizKHj?w6nUw5#gF+8lL zMWqX+B?%0?_YY5&gAp0uC9Q6_CaAAZaX?~F!mv#7Q|>1de-b7@A7RgN+LzzNA9a-_ z5fsy^NmCQ5bGEw2%7idiqi>5HA&%z?_E5O|R)U2Ar%|x)=J_iEDHlImB^N}|KJ!QG z(1qx?Gy{WlfpS`oSNt)|TAbfUuW^ zx$rytFKw8mKHEne2ly7w^%>;r&pcq%o-t9NCnKu?#0aWCJkc|f4Au_=MQ9~c!D*~F zRkoSD6~N-px2^~NVe--&?!YJSMX$&A5A$1xoiP+-W0U>-2fmq+i=RsRB{z+m7_rwg zsi#iD+&|Q$B4~_}`)7F=W7g0+c10>ub5?1i(Zw}Y%^Fkpvrxcly4tK7Ox07`T9O)3 zZ?PtVa$|+DZoe0`>nw7P5trU<09oeWaIjJJ0lj=eD5}~iWjR#*G~=l3KeU=7eWe@f z7VDduy>i1fpsi^i&Z;n1LVmsB)Ysa#_=+?WvH1T7@jwp0%e{LMP$AEfH*kx8vO+Cp zq3uhGGT3MzpC{@LLAO370+lFn1-#N$%s)Z=P214jT}tr@=%bwLlmLB@RBlns49EGF zsv*Dq{{RARY(pR`p@;083MT7icP@00CAm0dL?i&RYZ8zkZlwXoRH(VQvq{nL*ld6upwL zYGoI}65VbdXnG<@@UFRLE?g(L+#)cgL_y*^Tt31wY<(c8;iw)+`;O&UyQb@!o*^JW z?-_;b6$03n@j5sJzY%zd4=3nx?<(#gL>S=Our%8iDA;i+M&jnNw=%nm(vuFx(0rgj z_MY$4?pH@E-!>Lbe&B>P(Dcm57s&^dw>WMx&8zALvnkYGJWeAs?>1Y`VDS@+mu^!| z8S?`RoM9$LmoC=#=-R^G;+FC0aAD{bTC@v$(JO$$sWx#mFZWXi6Ui{%9YNrf_YPRD zXDv94n7ZMPSc+tajJg=%1Pp{eP>y%RsE2}KhI1Lx7m1i#jYgr$4mR#EH_d->YOxpD zD4C()l}5qw6x461Kb(kK3&Iei zTV5gz?CNE;jf3=-zGzk;H>x|1{ECQd@2KQ9k0K;uKZgz-~QSo_M6 zrGdCLM7@xUX;kiKI@jqRmLzD%a7E~w6n`<~E2D8Av-EL1*_W9CnSX-(=6p^wC~a;U zo8n)n(krdv6VW)|aj0<~UX>sD>2kd*?EqObwA{t#x|Ab1NHbd?=&xm&b@{Cfrx*E@ zN`=9<%apE}H|AHi$myA4637~-6G0U_jd^E`?p$2LgJx%KHmFz#_L>~65!JVk0RFJA zlJ9lm0Yx025}kLy*nfGMbQ}yavetQ{b2k&ErOKQGH~#=-oa^OXyh64kI5BGX={_?t zaj4dPu34D~Vyvl8CJ9YJk$ikI<}xP%IbaZ@?;er+n}9y@{;<|!A+ghN+MH*fGk}NI zj@DE*lG!{SJi;v)+Oxju9~3?xc0avDv}uHv`%cU$!s;qD#v0}kd$?rCfOBw!6Ruij zai&MqQQgmS0nEDg!X}^hNSX45!<4uySqqMr(ARSv!yLf#9PHqi(Q>eM^taI5bW*;XE3k=;~ z6KHN3Kbdf5FPukJMS+!gih2#a%nJ^DLMvD1ZZ{_szFT2UcBh6{_Y?}(G{qkiTjpOr zrJ)&EJdtZ12l7hIfmbVE$y}|L&hrK)4A2Hca_^qzC`BEm*l|B`;tXJM{{ZTEBBC&@ z6qMxQ41<51Mj}PzHrr7d;4^-Bi;O+z;xvSSA5c%{9C~8u^XIUnU}o)wlvDFCi5<=khn7%+Cx)Q9Yv_B zQ)#s4aL%&|4hN}A7?eP^HGp2^nGh6p#o}P#H!T>R(WorBVlLAVHZ8~@sx8-^TZ1ZM zBYPL5#P{GB$I-NPC}#5mT1*JOV%v8rHv=!op2aLmTKlye)7IIV6{s|D`KZh;^5T;+ zfLn#QX;!lQu^uT)t7fb3P-A^^GgQlnA_#vF?mYL7ypq0K@J>vvt0o@>|QmTrjh+`l&{Mb(`*cwm?{&Lb+p7o}wiXz-81e)9o}0^lOf$paMOWGe@+`O!#?@M`NMV zO4)ZSzuE&t@n0dC$^+m}4dM!%VNHHWyml69W(*#G(Gbf#AMP$|As<`pWow57Fr4xU1(Ar%Q)KMgbbnT8ku z-|5%1yUCilziCniz60#PXhyL}HFB4bWeR;q1Q-7RF;Nyf77h8PFoyI#E@I-6?pFlt zyc~aBM)ONUcK%bo$Y*-gs0jOv?Z-dYP?m=Q7Sy#c=3B(r3>bleM658uIK6*|F_3Mh zQdeZE1WLx(>Qn{U3R|>^2BlkuEyntF2tG*o%(c%5*y^KWzd>k$%)l?PG}c9CV79}F za-G1{$}d z6=;K6S!Z!!4ASaTK{0qZipnX$F3mf0I4oR&IJ$?_Yy8GDC}`6gC2yupLBjt45h^w6 zJUl}}XqcgpDB%&*8)h!^N3qNTSL&bIG7P^B6CXjic{sdrG8n%3xR?A?kJ}$Ei{Gh) z7k7s`iNqt63HJgX9b#4$JLaC=>)u$-)la|4AD+4QX8aj7&LIGq%7op^|F4(oCK%mb|{Nv~8FKOX8<)}YV0L7=l%qw_lrm@xz535ViQT--cb z>I~-BT6ltJEK@A-5RH)N+Gm*v7(sTt7viGIw4K}BRa6$<_buIvCV|w-9OedMRa&Z@ zXUsArtxZSXII*tf%@-0YIH=v8B`G|-z?3uNiSSal8@QTk8_ak{fpAnD8>H0W@EMvrv_SW1V8Ys(k3q3!Npct~RZ01+#&g5srb2wKHW&8ir` z5hx0VSwrb)LmJLf@;z2Z*2Ro&V_<*Idyi{!1D8_oA}+});yI>TlR0aUuOgvf=yBcb za~6a1Syip9+QBeHUjG2JuUecscL&fd;7<_dq4yJu!4_&Incc#~Yspk?U<=IPQG6%7 zWO2x2SsuR^bm|$X6^#$~E}1>D>;=bQ254?mPHvfuYs?REU{zBmRK0PO89FA1228T$ z$Ukvg_>JBr=EkM&SeIGc(pfI1+KpVVqg+b1>Rj3AEPNb5&}Gwwlo%sq0p8wYmec> zKrurrHUn&E1;j>xVun^H4VJwGW~kGn>N%`l5)pK|FBW)J{tF803~PEIrpFttxWBBv zsybj_J)bjwv}XPSH78B{O*+ibHf^OsyUl7Ld{L8Ibw-`JrlIR;q(09tBi<>@GBO1! zfFrbVE!-rOc9Kh{uOiBJ7VTGxjQ0|0x3cuTRdXv+B0;)+9z)@0bBrgjk7aMns1(B@ zWRiSbLfE$O*Tfi5a*1OH2&}Im(SdJvf$!9$Roe~ugc6}m$0(vGgqh)$4MQa{rCj1V znp_y7^roOIEKqL^OpK~CCk3k^k%9;WB`6fdkNU?}W)`VHPctIGUSS3Smnx&FM@g%W zID_CQ88ZF}N{dAi(*XRUH03Rq+7=fA-%G-mH>E;1!0RZL9wpf};5W$pK z{vih&2}m{2__$ip64inKcDNre%T+N8)dyEg3n0Sm21#p)ARG6hI>e z<3So3a86-o0%_LbcJW+QA6bFg1hBVjeLk+){iknLUt9b!Fr~k|BZ=gE`g@&JGYJ;u z!ORQMd{WeK0nEKL;1Q;g8bpqp``!*hpDc?ut?p__7~EJMTc|IV&j4IXsZ!Z3>v>?q zW!DorE@~78EFTjoX5t-7GdiUOcj8g{ILr+3v%e7T9L1w@gv(O#^1>Xj<&ExT!gH9( zmc0njtjyZ4Wa0RWD7&}_=1wLHq4t7&lLRF-yOpZn5fy!snDs7+?3CGq#G&MZRa-WP z6A;~Sm>RsoS!@*Ii)=L(5GpG(THCT)Wq3+>EM;yL&-J}cfS}_GJ?d@zZVyt}pxOm5 z$Rl1F)j*W5JX!q|Dkb6Ke@oQO0mc!|eIlnRNHi?Qzg_v!n$1;x_ zVeu|AEtr_2QPdK}9HVg)QAganNz_>D&n^YKF%`_9^cW)m^LCZ#Y<_!2XJLM zAy1h0g2}Gy@e+>H@W1S`uG)Bj>*<>mTu&@dRj4UEeyLL(uT*|yv*s9BHHG;r>!^7W znonzf-o#L7chEz}SF(VPB(~mmS%0tUeVFf*yu9kIP>0uUsyrrN`=|F4#E%W6Jo3 zAicnr+E7j6^)eJ-${n0mUFz5>uPLmB_M;MQzbI*(%QYDi8VM&b>4r3_#xF7)Kq9l+ z56P31?3D4tPy{W6V!oKvuKAeu-0?`8ZfoXIgA3uAIXjuUP6eJL(08NvJjOAOS#u&f zD4K3i8abAM(3#W+nPxI#7{7^&Gr3g^6}iwd+e|?lLDCLY?GrUmGU`DSImy(sk`Gg7 zaj=WpBvenR<(E1b2Gu$x;%4evrvCuBmid*Sh&FDfy}r`jB2@)VO8%xXl&M5c1?`#L z8VK-{m*MoH%a?QLJ1ifmvb>WVPk4<)H9L}t=$BYZoLWB+(wA{+W?#UA7m(Tr^1Fc3 z@SMs7quC*%rodP1plB*2nRef^@U;P{Q#BgnFjjFi2F*KVNLYV>fhMcd+4q5{z;C$L zh0q*6VXI7nSTKZzjABw=Qoyp7P${^c6$jQE&Pde`kb`mhPCdqJ|_@Ved@tzEVWdF;a(_uZP8 zJhNtwSURc~fodqhx3Q*YkmbF_Y+=(aStRMp_A5G)ifh zX2A1Wn2sIj{{V9Je%JJe0ioDMg>ezyhkD0V$JsjHggBuz^(lLNvgY zjaPAKOvQDipbI8dkHk<$@xom=eHaqiXECdbY&Sc^$gbr^JLaMb5jZ*q{DiDHV2lF4 zF@)BD89{hGyqe5qt#$`st|TI) z#HcvqFoL1?8G59P=w}k;e}y}?DJKRVv9g5LS*gv$ZFJ+tp;|bW>*58-Sl#v3qD0vP zgKs;64U32IAO|bSabVnN2mu1A%l8iftkU~9ooBjFa?QcqrO34f1R1LGAwjt?w)G6- zopBLRa>e*P<@w;}m^;R}&c`tW7eOqj zR=yDWe6E$3S77D_3UNz ze1JDR+7>^z;9uR~2TR+mRp>$hBBW7aM!<+zWc@Gzer6me23as1*BBC9oqse*Rl9AH5Ke zB{$0rxH8{=ten7s_>Mp%tJ^k_MzT^2uQrw*_I-Pbp8P@`P=tIw{Fh@aQ}~jv^OMAM zOs$kb{{Y!*f$6MSbI6S&!BK62#yrJ?0`8LJE8m(%^w zI-w;ntF|WdI=|2ro71D#T?3FdfHp?O+6}Gz-C*NFdrks)L%O*V#eUKJol{pt7&N0C z&g+?w%kQo}DWnoL6EQdO;<8C|JC^*-ImK3Ld+;O$p9c@&a6#A#J!OVw`%!_e@aL{3 zz~Qe4<u$Hp>iNmlMuAGuxidUal>SW zu}!4hPft$C`1S)Un0fIBIADq(S#;q1O+(O+bcajM=1U1X5}&+TnN`v^UTz&?p|o#M z?n0`#^Mc^rVQsgUV9Yi%P5EgoCkLlUmI=pw>rMqmFqoa>S+2iqN@k1#`fRiR0RO}Q zBoP4t0RRI50RRF50|5a5000315fC9UK~Z6Gfsr7gu`t2^+5iXv0|5a)5P_Gc21Eqh zoyz%RB(ABn>t}OQ>cBLAXQxL(J3r`vW*?--)bIF!G5-LywYapTOYs2fqsczxBQjUB z`^WRYv~x~m-bn^uQ@-6>hb>oED)KJWLfR3^$&L0Iz#&^)9gN=M+H85!yMxt zzu;vq1KJ<~JPguA-&lk~(SZmF)wTz49!J*PfvVyd0du!wbvjVo)7l*B=xZD84oSeR-yKLBnW2$WJc-k-G?Er zqxdU(65$9tn-jOGcJ0;?o88*0Fvy2-wvN3r?A|YNC=Q0D?X;6jh7IvkEmTgTBwt0$rzX$tn)*&bSfCmBBl zhj|@YsmxeEw?soE9aat?KHa@R<^o*>-=FKK^~g{y**HfoxQ+hdf&Jqo?#z#P5g6r? z{E2Y!I2%jDVWqL%+3MNJVbs`dup8t|Yg(+BhFn2b>xuR_{SSUfKBSwYn7X3Jy=}ePCU0Uv_X1+ zB*0k=gVG#{FB=Hn+45a^3Z%jNYj3Q_7T5ZPeov??H28jGA>M6&qwTC54winz&Y_m1 zHd_aEgf3qM3)?=+x2eqP=%LQ9W-=l>RsY z9c*tGJ0Y)TAU5GG1vB)0UZkVd*IOXfn+aXr+uhn6zTn7WTe3dl^&~f(7t)L^8U9`zBL4sg7tA4U##q!NIF8*<6~2%Bzr>08{J}6| zv3Zu}z{!#4EV#?7oaV=1;861KQt^An9$?LHXAdT zTM)+GI!F*w5wsvk`5BUME)qU_9*UIq>cfYteEIC?UZfwQ^yFFLScgu>{MdX4qpt42 z8@E8209|Je_pSpZLwldKjM&BcAx~1|)D)i}$m&~FKx5hNS@(zk0EYFP2x-Abs0Xgw z@fV8L#6$doE*`&;GPQ;|9zyAL?k{T`2QO#6JS;ByL-l%}`q~0{H85v=+8rZ>ELd4A%;D#Q?>rc0#E*>HePom!}~vp=4_+* znGaZZV|9X~FSoWEUdn&9ynKG-b-D7}?TL2Ab^_DrXW_|g$z)>qXvZCbb8g3M_=~^X z-aa$)h=>ag9?7>(Tp{?qPo1~DvK)@drnjv=Ao&XFaWW|k2<_;XSq$bp{^s%VpO3p{ z^vms+biWIRk=B3YzZZz%+lF2j=E1`p_FaN>7pOc!X$b!SYk0hwpN?q+87}<|?c#d) zcVNOkfgYwT0m)nt{AZ3>3J&Q25FWu;Hh<6Qe7t;Qv*6mRd)a?h7Bb5tBoi635FNv2 zlZy;C%M6g&bcx`evDYI3{{U0|Nw-Er@judhynJWr$mE*t$R*^t*3Gn%=)XA>`8D}( z_u{6Oon-vHi}hsfm6iqu$(B2^Fn~EGe9z|gIV8`(*AJKf0DBh?sc+5rBwS(qyK=z` zBeGv4KLD7{WxCZmx^v_?E#i3!+fwDb{YT?B;3s;-G|NFBq=U=+XXoeavg%khyOwL2 zX&K1CI|IwaOhmG;_Bj)I2A~ez*mSoptm$S+2m)IUiKWsd|KR~g7kK4G}33dK5LD9Vg9%J6jKIB|M z+VK8O;y9N700Z2m@c3 z40VS)1{1?h!sq^+fq zuCQ32fqC$|*^g%Ge(1md!~iD{0RRF50s;XA0RaI40RR910RRypF+ovbae)w#p|SA6 z(c$qR|Jncu0RaF3KM)k-FwR&jkN*H>zx*tTj%Btnu|~_JCWS0(m|$A8w99YT%+Acw z!n_^-0P-~6Sa>Rw^#LYJ;nCR9@dhXjpzG`~>!o&Fox7-72*h2BO3thCDoG`wA)^)_ zv|zl=9(H)n8Awmkju6FQxKWoywO5GZ2SbrNhpoq3CLo`fJ()69E>YIXJB83I%tQSm z;O6c+6x%`aS5Y(;7JXO>)0gpy*-&ZeUyAd7Dqa@JSX^9J4~8xr10YrvDQzXAIPLh- zJ8iy6ZkQ=1trv^$#2ZrH$>mvhSvm1gv(Bvp`7IN;V5n`w2DJH`b}bCEW`~~WoclJH zXI^a2jX_k(v@N?FssNlN0Y3H%zWGIWvd=cBfw66z}b9`TzESZSaZlSKFqY*4IpoXdq&a%)gfNE3d7b#E|DEbA;Mcg*ED=B5! ztL1D=5Yh#25BnGO)sAf4{$;FCFSoByD32zMsE<%;yk4LNsLc9U6)vf!E6y7{Oc^`X zFGf1VwqHeTz@D7^O4&x)7DK$bxEM_7P*(K+0MZ?K0Sw?O5@OPi3_eIKV24Cu7UL6h zRexlgZWR^-Q5r7*8aX!?^eRhFXA_()M|G48^zcDXP$?rUP~l65ibGoLTx1xkC6K7O zQkw^KyM2>a(bj7O(5br%i+E%@WFWd4hbiyGgDg>{ zE*=fUB2w9?8hV@d1!%6zqLoli10vbj=XWiaJ~E1)l-JD1vnI#;c?k zG04_q8ryrZSJ-_7qg8FQtM0!v>RW5o$zRa>_1qZhaOBa>%c$w1md~L4DEB}b0l)+^ z_f+di3VIc4DjOqAh7fcCo2gWGMhUAZ-HwP+z+Jg&e%V^Il&PXSp{5QWlNy%7Tw;_8 zp;ozL`Qp1@>XD9U`U}r-S!+=XKwkt|ClSF}qgCePZT5QbnEwD4ajk`a-39oSvhQlr zJc;I|mGtxUxnl31g${{mmvwMLm8&SR@cqyK02oAj)ePx!14EUbK9$Q^{nOjZVTp4A zNc(|l0kmeMyDB4AV{;`shMd5ad5Y(VnDH`|W^EF0Sbq>2I7+h4gC$n(BA$U>j(-z^ zwQgO<01DYC(5*^3s)-g0jcop6%G)crZpucp=jb*60O6<9++|$I&`T1RpAk^#Xo}RO zQrX9s`2E1MtRZ6d_?6|ubp1*-ie@}(<`wX}caP>}yvizR@&5qLM@1;d514ATtn&t% z*TlFAFAKwWbrph?a8?w(1Nev>u~%9Sx+58lxkU|PSTgOa;PrpG!Te4`@ISKp5T0`l zQQ`i5ArsBZ6<141Ee^!q{)5CLt0)S?QN^5~6$!b*vD5S?t%%k^;# zs)g1V1pb$J?Z3N10l(M^4v|T;5abTMmzj9JinRv|y9VejY?XotGU&HJ;7}hfzx-h; z0}%RQP(8)PYyiS#{g@I<*MHxb65O{6Rkh8Os)!|}nK+h^xV8z2m~I4w8ic|U7Rb{< zf-&T(c;adS(F<18s*I{Nye>E+(aa+|LKqb)2y&ee-gE|Qz2X1&j}6`RJjzM zkbRR3%c**&&KLZenpsd=4~lffRccli#Cix1{ezPNm98aX$$Xh=1e5`YU`*PLfPvu< zI}mt|V$?u0@#cS9qIXIM^0$ZzC^B~r7a2*`HmeKmOLqo&RcaQ>=ka|WGATb=-3DuX zN(d)*4Y#|;v;g{NtU*7e-hXejAO^w9X!HIr)9yZs0;bvp1j>6-n0ioDFk5JWZY_Se zSXnjsL`w{+$+#vPeK5H}sZax7&@KYt4N4+WG?Xr42~oAK8+n8kbaS|g zaKXnPXyL272jvFJLEX<0s|e9@uL^>!UKAij6?F2!kw((qoqi#-Xem_>9ZxYAE!!z$ zd}GvbH#J&yPcfrvD!lW!4KM}$w=JYArxDaOQ*D^aU~=TFaKk*h0<3jhUEeaWLSum+ zZC;}BQGh7$#gz53%}L`mj}os`DPBkli)Xu_SCU=AV04a>CK+C=of{jwrBiXl2DnJ} z;(*GaLBUsL7QIU- z!40dF;)3<~Z#L!#VzgasXPAz!(aUBS0_4}U1aA-MOrCjM5V|Ap-}jcR`qDbUOxD^AzxW!gGe|) z32=zjOb{lm%jzA1fpo%U48AqU40OSb!r}=l2(=1U-dI=cEJ9mS!j0BWYsMj@(E&3H zdp4-b>p`wo1szNh_|yjmay61cKox4OcMnuu;Ch|pyU|sfNvehL2m@lG_+rxr4TQKY zqYNCx@}weZh_xWmj$_ik_q64rU!oWd)ZqY2TbGsN5o1jkvAVB>SS93u)i}YHpAcH$ z_KkTv;!@hP+RYj?uvN8_TI_Uk9)IdA&}LW_-d0r#S)9bp$(V{-83|Z2)4_pZj!hr| zP!!c#?jM-(FZ81E%s?F6Q7M$f3Y6U0aWVlo0CyLb$S9>$G}76EuBqx{1Fc-QRHJhw zJ&@XR+2Kgj;7bz#y``M8h6?oo7nF5I8+BiJ3s+DSJM|W!mvGYyuvgP*r_ee2)6@_H zs2*wC#1Qb$hE$!wu4I>q+iL?$0_NUXZtU8ePrt}I+Yy3W$Njl+G)IPTL(xv1{{U2K z%YlJMGc7N%w=YohVX|I%gB9BAGOR-KRN7FZXN+r3=;Y4g0#eDhG{@dFXJ^ZbOrj9H zo|J}2BZ5>e>&&xmDb2?}oI!2|kS#hK`u$2Y3GIzq^jQIu8>n`!IT=6@qb9tyJd;Z+2uPvck_{=I!3l(qb2}M*`y46jXt8L}h z6TdL&TbFAzE4;amRc{TZ?z-_P?O-$JJwcw<@Lv?b5C_2kQaloROQ}EsjRirn09)n^ zTPbw|Xed-xvuDxfC}Nyk9j!4LT4aPayg^X4KP7n>;}UajS)EwaNMv7`Wz73Uc!5a( z(JYB7XscHep|~uF^H%dV5+;y1^_}pfG~j&tI6d z?1~x}s3fpgL)@$Hgzbz>9Vz5JvGtHrJYNyRB2XdssL)jlH$&t5QBI)mL2~7cz|U%k z8WpNsS96*TGH}PZ#ID^cA>M#3)z;$oK${c-*O+K14*tA)hr&HWp;yP4zLl)^R<+;E zu4N#C>xWU_xH5#Bx2Z%qF-fUyy_DK*K|?l zT4_S#s0&}FVqPvKyH*;6%A007&2Zhqjl?dcr6TWeJ_0D`0b*7%ovdj7{_b4n77%Iy zNrDCz?3tSC0%c=}m9j3;+Z|78g7@9C|F2(}G=OidlO!p;3GWp||lk@N{-7=l2Y=sX7c_ z%}WAZ&xF3P6w}M&EKQNhykT$qD6pA@Tr=`VjRKa&sx-N?!0Mn-D|re30J8T`yJn2k zJ82EYBfpk18B(!sX`N~sE8UwZ`GG6gvv1EHZ|?w@_j^@aw?tT#PoPrul!w%`a28bH z*Ub>)2(>L%V!ZC@@Ut(kMBrzxfp+ zhbbL6($*_!R|%*Qg0=quQNas^vAAp(*=(;QQ(EVxm%^9aGZ}?)IH)LqDhk#6lrv)5 zx;udn(5viDf7wGemy0bPGDnr)H{58n`T8a*6)09b6)9SL1gY(~t*dh-cOC{}^LEs- zs)(YEc!5x2TeWydELsBNX}}OqGKPViLcr8*LRBi7%%Yfu>Q!h<_U&ccg}CXiG0&LV z&Wg+$n}KjE=q23d;#{?rCX%jU0~KXUo@Q1m8#`kqu&RReHNg?b8n)_GF;jgYui7Q$ z%dc>wb=$Fz$c_6t=0KQ#XUleI(*yFM+278RP*es-9R_BiB!6R5KFAa>W0eXne|;)?qDj5Or^yD+O{u%jUBLn zi2+qwmkI}R?R>xrpwr9}L5=I#jvpQ}oK#$>4Qg}@$4M;1;^1;QK_sC=YoLu|$013~ zHI%j-j$hP#_6NeX2O@+4V(aY0TThAPqy2*-x2kxKQ!H=jK0#f=a(vXX(+Dmwyr)Mo z3&N!rlBO9;R*XB2!3LELp#b4=o@JgRDDF4L;5P6~<+YbLUdfeP0w3&A%r0SzA#R8$ ziFIYc6d+$HRQZ*KfchGneN8~P9K<-%H<8?+D1E+Qg%yie3qNvEloir}$?b}67&Ky- zGu6F+5%U7;cAzG(v>hmdcQ_<`s&!hLpK9+`^0cbL@uMBv~UVADGG@$KpJZ0ZAC?+%YB(+HX3vx#r(m= zup=g;9DdoGd<(89ib}tlG!*0Gs#vG%C8CWxHGj1r{Vz> zIWCVVFlr1`zQ4)1Ay!%r_wfc&lcK9|02NHdT-%e!Gu*(!Y5PphgYv0tzLwaF%|ue5 z{LEL?LJNyBRTaFa5*Gquw7$?TL_9%PW5hc^(3_$ig@A;?BZ`jo57JRt+_*zf!z66f zVZBV@1(9MUT)Q(4h376_zM4e1qez>nkE+mkm%RXZdzZ4(oiiwT=2u3gc(rG~Py`=0 zS11yzfd{J8NSOo+urc_U99JIWgg_avO?R1yzK)bHwMy9UXeg;!2iFJ3*p>)^%Rl{< z9va-a{{Uhf5g%{dUe5kX&Kago*NWnw0|V5anXbOT37p>`EztW-om`NpGe z;9W)TXljD!`SDfb9x9@@kxTcK zTJZbHL~BSk5Sj#ZSD9&1C|o-I{{YEuJq48Ao@JY=j)Ths2eN@|WzV0cF?u&Ei>z}V zkjA6L<@H|~;w^5cI*n2Xs5d0NMb-z|j@CH`0V#a6&f?{fbpsX4Q*2AJ>NJrqWrCf@ zQPc$;N+NLt3ewC~Xs@P{>RrGQU>2D~t&Pklgag4VZdy#M4-p=~6AzR%hLYVI#qt7*LP7;Q8+UWluAtC52Ct+}oT?JOQjzEP|Bh_a%KWg)T{ z>sSFtseBL@?aSF!1)ycWl3|EwD~W5UvYQjNkfRvpXHfH4qVowlH+F`bSPxssr1*Dj&0ttifU^2*DDs8P&HZe<0P6kK+pnYPVK>(q=;4XbR1vIzMQ7#%N2O-g-!`%+3bkm z#?kjgt!hf6>rb>Ac2$G&5itXW-{qD?OYJW!Cbgx+u*t}$?*yeyB}Y6^>Qe5YTp(`X zdE#u^P0F_dG(@;MBU3~%yF&)F#ayR>r_3S%Yuuq$UZxl?QznPXDFR(;B0LzBZG#$s zHB!RSD7Zq{bTJv=F|ct0z-N=xJeMJ1R+zWHpiwMfR1-3W{(u(s4Y(E>WUa7_h-kgR z*@}fC;1G-|Y91h|I0q7)1i~S=5Gcm69TkB0+*ljYoO4migS(Y|%B?*se&S~uC6Mp! z1XiVuHGuf2wdJ8rrJ6N?T7~c6mGC2xO>5i3hkhTKlF&`93j0++Sdk@x zV;%{vNvTv~{{Yy2h=^PpwcXTK7*BG@<_%@DFs_#H+|&}Y@lcsLtEfuA1v|5^F}n~& z>!-25ymAmMfL`ohu{xI6k+2-_@QdBqFX*Ykbc*+43-hs^j5imqZ1Gzk8Vr73DyWNtPl=@QB&8bkBZgJ9x#Z$r2_IC?vZzMFTix zu3A#Mjsnf%P%M#_LhdxG;uY>-EzAMS4b(i}w6e11R{@UZ*atr4&6Qk4av^r=93=;- zMXPKU=WrE5{R&lNNwi8XBG@xDnBC-pyd{_GDRSu27+jEcA@)thi! z%<~bvL8X8%tkueA#haxBubEZ?;p8>`K$HjCt|uj1I0}DEOzZk0)%b>7#@BsCIRHVd z)>&<&8n6cCq2Qzf!q40o)|YF@KhM^ss|3zq{@>KFqsPhmRLMEGs?>I=ye|@v^Pdgi zNNLz-6|DAW<|6I#v3~Xod`cGqT$uxVSM#_8iDIAk{g)MKP)ef=6{m>Kw4w>^c3g8dyh4zxEcHe3h5#1!Cwg=~c{ka;~W-kMG0=;XDez@BT{KDP3#) zBaQ3e_pkChcLXISCD$!^ba6@Z4ZZ^dT3iB|>JrAAtVYIXw=B2kauR_=QF=Sh7BCr&%H8mCV-)BbXiX2k{7lQJ8$CMQWo?q01A*gnCR(+P2jk(HNH-L! zzk~La{(vxRJ~BdXt;*qkes|0ShK-vGo_4?$eU~c9@h^Z-(`pP+)BU&skv7!~cGjap zR2zUBMKPM|5}8?KU^~p90S37M^{>PWINXKsVgO`DgA$1$gNET^5LynZ3$PUgoW5e% zGp1kOCQT>I0l48xh&N5c@2r0D>gwa0|8npHf*=(++?E=~DBCpW=`U~GCy-bQp7{Kgo!XLVA%EbuW4 zH4c{3uW*;DOV}(}ZDi@J3HFF*B}Qo1`2w(((}2}{1gaqLaHXEF5C&VbtgwBmI|iWI z)#5BxL!20@_=@XF$rY($n`*t^7xOI{rYS|e#x*l>ls z>N93F%iw(KQZx>HHSi*@Wlv#pL&a|*2awmR^D)y7%!VWFE;s;yfa>UiQ9|O^lao4F%)o$D z947`~)kQ2g<>yf-yPpkUm(QK%U9nKLqpqm^MS&PnB3DeaWnre?q6nhvAX9$kCh$t7 zvcA#sfuq^y{{W2dYz^5p9Agr#+4uhDWms%WR@2qQv@y2@=fZr{u;xEC{Ef}06K|*fOQBst@{zQeFhodMT*+e%Xe|EWh30Rp#FTuxW>V0h!YmpLB*@e# z)*kmW9(7Qw31!L(jA(3_iP)uO=zT*^DYc5X%mr!@ccqvKD?7#|4#*R+!~2_Aa5w(| zgu2A!?REY3)FsN52M7NEKZwyDP*C~)_?JO61g>`q_CXch-+D_LmM)T ze%?Ak|bh1-XH1(Scr21*NRM9Lq?mm#sx9Mu9bM+pu*4z=48;r(<$e@D|`<@F2UfxE02~kkX$U^*)ay7 zUalb%MQvcNBfCUZ>3QN}*#j0Xv9B>%x|)y=ap4pwtp;xp@Uk}5XYWi735UD;`w+oy z&~a`L%pG_r?C<;a6##g8=llGOpqei~m_NiZr z$=onPId1*Mq^KsCG3`{S{{YOzM-&|2f9~U;I-o6m;cW!8HR33s!tJZG5mkxJ_!ck} zRZ!|T;jp$OMPUM*tiO}}jW{T!)6*LbCKT+?U+f`jIN;5fb!tcJ&HM64LZAj+T(*xwCAj02=3Dx5)NQPi_&*AQuBTtUuAxw08^3*dsA zMNSB>4O{^W+z2!`3U4e>>Lh`uMj+cOVClJHQIL9=I|QwOM$*w&2bdJXCR;j|a1gTX zXz$#lY62Q#^AXjRhqq7w!xmuN%Kh9yO3e!k_Q?HA!XukU9fFpYQJykCjb@`~xnhiEO4A@owR=dJs^iHva(RxJp%7)T%@6 zLa*Ww00c(p8UFw!!39eZRSO!qj^J=?7)Ui+)LhYWNnWl~L0TM`b^id_e6EItcGMYw zRDiE8>b+)Wc}~{WMy&luaIb*X^__mAQ|=D&>BO~S02ZnRQ=@YWiBSurtvRQP;u{vq z-;Gtr<`Xi-nxeA4<_}yh_I~232~KgxzcC?*5;0W$^EZN}D;&VtEE-!|EXT~bO&BVU z9O+_QG-;Ds%r;6*_b(~|;gT)`Gh9RNlQc*hs;th~aZvcyQ)AY|FNUbZ9u_Qgq%!h7 zOWMLWQxPRY1NWKDeqao@12m~tj=;IOg0WvR;fwpk);Nb7HK}_p-e761gdEb+%xf3U z;`SN5Tw8Q=tCm5y=$k<-VkmQ&YQ`DlVxyJ?wxyl3dyA2k*Al3z?N^8+QZ1;E_%5rm8fs|Of-O{lm>P}J<}7G$MPE5vi3(Y&!R zDG;&7YEf5B0X)Pt0cyLrklksXPak-itg=0KFK`rjJ3qW?7wc~=BZza4KBb;)4`F}b z{D;!8H?#ZxYCi#a1+|z>T?9I-#2LV2bbo4=RCrGyeX0;$dMWUK)_x-#*D9^b=hmP} z1qCl14E(Xb3%M?uGcDogo;v`)P9_IWGde4P*NJ8s$!NmAP&J5S#>P9FVp~O7KJ0`s zK(X^MVANe*6OIB)L>kPBd7<4m_=0rg5IK13#BdXEvPXjR4`Y#4;e+>%+&*u(2hR}e z4D!=mAdF`Aa(mw3ic8yOE%#zZ%S7VDm=`y@OvKO&E$0Z;PhH^rvbP#l_Ay(P5V3me{K??osE##7fpYE zZV6^UQ(n6N0A@;IA;?@CLa#ev=;csTo|9v-jD}aJ3N@Z);unT+++u)=j_5(Mm$YIf z>e;Bu`BJx>Mii~`Kk_AoZd)Kuc*dqc82F7EqwzivRumV^BGDKH)DbzV2)4lFFfaz! zJR#t0;3dL`WY0~*^@-c8oTE#oTKfoB!oW2VK(-@rrL6|?>3-&Be3O_~4koe3_x?%= z6Hb=|PVjLYVcMaPgX~ICqx<_1v=mzNFtY;-3NdYhOQ=YtiO@7gII%nb0Fi~On+{>= zY5xF`bhZUk`(yDE$_~KVk0;=f)1Y8fE}EY+uH$;?f?BV6+_B_F(Zw?kfD?hm-mk0E z8Zj0|fdxy^>4?&l!Q_wXJC2(;%td+_c{JjpxaM$$ zRk>$e(Gc#SM0bnLFwI*F@A-~ZVc#7xwB?Zwu0xnAR5(1P^5G`cLiiH+jf7S@%qX-f zojyK)vjbF|f|flL@V?QL(IKh|cX6y~2EiH4w=%We66x7+C`~}CV#UzPvl|aV<>Ds{ zD1aMi&JEUOZqG?-hx0JBLW=qt`fDx1IJ`k@XM~oJQ<4&;POTsvL4pxV!NQWp#h_Su z^O&exp(F2gl45DJr%Q zZ%17l7$q*Vox<z#*HMMv zmxf&k{c=Ft!rUAq%RCkj%w+|)h=sCp_rKIs+Mmn*O089eQC|!u!L4)u03wiX<7PEf z?v`FZy~Y4-GrkFIfG*Z_M_#T20*iF(x5)|I44k_?L6AV!uir6=iMyX@bS$QnL>MJs z0_0+>2)%nq=;olvL0^!!d849*TpGKasupVX2m^3e99m9ql+Jsno%)HriiiTcgu(1A{riKl$GA|4@Y(#v5-wGfBK@}cmGU&Yn3aTlz#flrwpS3fh|y9vE;t7${{WOQ zc$oSY&gC!+#S+!R7V^=afudRpA)&<2FfMe2B`jhZFp97<(-sG~=ARa!Zv_zB6d}}9 zXF=6-FC(26N6e&wPRGn3A*^m!n7qEi(hdNbctM8PCRGCUrB$-1;pSn0_gR)8&cOjK z`D!=_ti41F67+W}!7rGim&qZzqqgOaD%MtEQp~$xFbta1g0IZG5KN|5$4S(49TmK# z`zp&}u%)}=S~bgZ+sgxNCihmTJhK!)!p)Z|XKXxY1&49FB^apjlSpO_e!c(zRnH}l z5hViF!JvIuz>O71#SjWNn5dSQ_OikapdXZ|5NvMXT8rTuW6CMqT1==6i$wW?*I;Ym zo;|{`jkYaqmgv4HRUSP1iZn*eov?$8(cN)z%-FX@&AN0G_9Zpb2<;)zxsRH~bnuz) zeaB6P94qsi=6HjVZGPndHpEEPb!j8M=E2`OFfA^ZJ>xSmItsu|I>J2d3T0(6WyOpv z4WJ{*Z}|mK3TeYovdlUll0n%5t&8#yKNPUu6J5EbzbrTiN&;?yoGzY!zjB_G^vFMU z;9bMHqqym&F@+kkx&TF zh9XsNb+f6LMpZUSl@UzS<_jr(aSM$yFl+^p!qBnBXr!dwR7LoU6NRu&v0)`eEv002?mU<~&a10q zYGGq7zQ4X@-R8jnK&DHoJ_%dZd!oa@A( z8#3@Q{r>=EUL<;XrIi4sR_;)? zP|--hBpz5L!Gu#+d_(U+yDm6}D$N1-7>^inmv6KaOI?VlNL(6^DB!dZYNut@ zBHR00;sbH8ybe9KJ;c_ruoh|dKkO};#mZ~+!9El@dt2gLuQ75C%E0sanA9X14id3s zQ0168@&5pE7F3Q2!^V9x9_9tur*wUTp5sgaZP$auv9+;iaP}xqxQrzXC*s;OUEs|{ z`CKRl%HJ>{vWHwgV03C=?c3%CC}RHr$A%tkI~os3*Qnz?F5G&H4Q~rsML4Wvuqw>< zpt0tn@gT zlI08}zWzkV+?-5BitMR)Bo+nV_x{7I=!@KA0-Iz6rt0O)fR@lgzW4i_L_M9Xg zfVX*xT6>wh)>F+omiZRBgo2(ZT3D*VN!&gNM@jjZy+9hG2&`PsNOIsJBa-X~NwmzH z0eGqA(4Xo+4|HcosZlE z%c|iI1g@oQqycmOK~cSBtvn+ei|!);om@jeAxAksGoJn?a1@7(eXa`vyxPAK+EoL3 zmD2EJXgBwPBryaF9#99wt$q@Qji;Pv%mWnAs}2qLy7-5}rME(<>BMtNQGh$65oX9- zH}?-$GMR0fycPS13{6@O-eDtQg=}7Kv};?$*A-|lobl)Lh`W*&RU1wCV#|yUQ-FM9 zT9-SZp<_8-74LhdIN5N}!?2?71_~`@q}-V8)6_%^Ov9;*G64R z^oii|n~#D+M|bKXHY_w-*K>B}t!V6gf6lH^KLeX!=B9|TK@^PhCcavF+;;X)VISPY zi7!s$mu$u?sy7PYR32%Dj;Z$v6Hg57xIFx1yw{muMWkaC{{Sb$uiFLKOX!)DTFjD^ z7^sz@S+)YC**Jna(Df)F?j`IvhF)+IiAPaubBG`s5UX%Gi$iY_Fl1~^#Q6$kxy6Il zi_Fpi?6SLy;$wB#4nAWtZII2%ni=IwyO!>asW70VNraah!(+msIj|-}hW>h&Ce~qJ z%<9k;N4a&jch?vB0I1yMFv0>aqYMQuByBC~E#6i5fP(LEl}F4hHnl}#2W7G>-FPKK zE094){{SOF0WhS2tC#~+aENj6N0osIfdsQh(m+5qnRknbeMD+G=8ZwzA`?`RruHqS zOW6g}00^EvMGKc^4^q$rw$MEJ^#K{8rHkd;obauo3PWI4Zs7B%uSF0q7{B%k^{Cd( zhe>qowvq;_+_B~FJIlPxKLLrFcq8cU6m-PjDG2!sxW&z<9kjldnY%O{995r??)aCI zwlN2#y+m1wT8H)w<4n$a>?gjLDST(^`cv81Tj_ou&>ZL`zDxi^gBX z21!*Z>Y-c`uv(ONfSxwyIj9yW<;esj0dlw1~mE%0#bNc60T_^Z!~j?r}*Q)svKD2rUq3Ug0kC92r8!fP*?f^kUG z#g0EQi*&R+2mY!9IdMA}=E!vpCrRp>Uy%ojR)8+61!u2taJ>!ypg!=+2W)1grAf8_ z0AO8No#YqlA5P_q9C(J&c+3VxC|BMnQqnT|O2o-;qq;{~#B9uWlHU-!EMThW-_#m1 zHDahV;B^e}LYPaJRYpe5Mk|I1jGqupxA>I4o9ZmL?-1Tl9|=nZ8Xm~(9HcUtdX9v| zv26N=$>ZMt08ng>Bm%RyDTf6os6F03D-K2{@l1PcXX&Ep;- zYzvmZpWRD|D)edn{ZSM)Z+<(L$R($YkH|?{1W|Mp@ez`fipMsXCDRc_UQO}E+@qp7 zDdYY_P^!!bHfj}I68%d$Y-7Sx^bmms#pKoITVscqPq~RjeRbc25y2CjY(#jtZ zv23gqR!il5w{sgyOvQH?6dJqgIj;ogh|2{4e8fxFnR84QauV}UfVs7Ymbf|dGZRpj z$%}i<{{WK{GFv`IXa~dt6f2lB*!$+l4%-fW%ADT{xpA1w0?)D(jR3zeS$Vw0w5W_L zQ!(>F0WM9;hG1hdM%zW)u(f_O0mq13o@JzilY%HDwT2WzU>mA_A*3DF!_*v7tOKcU zit=5sXd@o7d5k5CvMUZi&E_MfgL{dF4-oP1EXrs*Rsouo5Lyj5PCU}V@d>9#e=?NO zZMhsf_W+HoXN3O%*^WZn6ISjmFAxn>S-&^}DVzSce!D+wZR71fUh{g7JB zND8W#3gEk8D}u)AoYfT%uz&!0L4PpY&B#y6zY$0aI$T2ADZu6A9L33pc}FRHYdV7% zeG{__WbW#`%27p@)8QNm#I)iYEcq4tsGU6;w{HWdpR`E<1GT#ky8bRu0ZTJ4 z<4VAN&dcL9E;j*3a0nQ<133>dT3Hrwm)a7vj%3QKxnLZ{kU7R!W*UGO#ib}E&~D`j zHWal?ABNtkBPmkh7RD*Wj)7Q#s-#Nn6dl927h{N_1+Nz}sTT7E&xlr|7Z}8%3ly+` z%99`L#vJ|Sa%An?C8gV+w9p#pH7bG-O681(V`kIr^KibJTu0(b z&hBEbOL?1Xqk;$$-0mQ1Y?;K^IYszY*SST?tzeC(oc-m6FP@^0RE92wZc=ns`p5YR z%s4ooW4T3a+L?*M;T)b{67?mi&G9xd&I+8|e1H~GU2!ih#cphEYNMb9HBbt{z~U&C#_44?XRc*% z+F{JJ6uuaQS+=9gv8YuGz1$VX3tU{Ph_0HZ{Z2_oyT+-n`z;ixI~x751)0N6KQXa_ zWmYT;ItD5Xkj+0RDCgXR!Uvi#;aQKAg9V(}ns8-=K7go8&*WniYF|mZ&{>Ub_EfF& z9I@Js&sB`E_(UkSPHpc|l?THdz`PloQ+etD%|YnPP*sw@+#F%D;i=GQXfvMi1P5`^c2^wbCWuuq_CP8qZ7ZVU z11n>3aJ03=xEiDhnPOuMkrcPn7T&zLeizSV#rEwb3u$@(`Rt&W=GRnHFz&pyeULtX|VG@?y z(#pdHz{CKHYl0?m0^3AM9^@oT`KyHkzp`+CVkl7Tvv~W9P86G)H(Tf6L zC72x}h6Ag(Is{ZAJ?30Ntp*qlA-3Ua(To?g6h0+*kz*AF6E;J00^CNbx9t$=xTG4~ zV62cO4H4sV>`E&?27I4pvvB2ZN04()@60@G8IGxx2uN6e$#kep5I{)W=MCWV2W-3k z1`V7;7&u;9@%V^CDO-b^RB|BJ$znzH8H|^X$Ad*H&Bi$^w3SB1A|+YO1MWoAs8>P< zDCX}Ojj9BR@K(J)cz71_r|FfL+61RSM^snj){6Ottz@PGJmNOBhlmzNU|kKyfIeZZ zha1xe&SGb^nI8dz)j$~s8F0>|Fkd_|x4MNz$ArhPJM_dr;y4CoIZq4;d}=|~I$SH< z$BT*q`Qjr*3>DM|kQeg8+;PFvY-03mUM>I&({FPNBT=(Vpb&GsLRhp9Ta{>Lk!?&S z#mFm(ilzC5subLE(%L{-dI@}6P^b=py}@e^j{^_ze{b&-G)I|;7>BgG1ha0Q;Z=3I zLTtj`WsL~=%Xqe6nXxGY+Piu)2tW=8KdYCZ-4ycT7Yq7sX-^Y=p=xF4`pAr4qaw)0Okt-S^~{LIt3QsRdhLG2}j9XD9uGU zARrMdFC;vJ1NMOTsA5aoZNnf{jVT<`%2<^kulAPvDj2h@76R}KN8JATmzz)eh1d5o zr}J(r;m7y55Pm(lMZU{lGUS4|3i0X3{=%0c5`vN8ZTX7D4Z+M#Tr~#k8kS3qwT(s) znkp>~yiJdD1N1E9n9W?Q<@D4bR0PZrP!ughz%h3Y2u<7uBBdk!{{Y!fj+$(#!8xwH z#ui|4Oc@QX$*wE=<{*fTt*Euq!a0RVdQ(>%!C=$4(KRm4;)b!_+llQfC#c0@ia5e6 zb_CEn;v&V`9T)!qVoW8k1BWkTwzOZEAr>EG zukvQ~42U^vMfrkq!|j#+LKTX?pQJx4xNGuBqPk(P=y-(1K1}}rkV|7nN75sde2O2< z&(8k7q7N6ckiZyyhzrq4Aghb{0#kPRLHB7Gvtf23?1b>f#JfNx0YPdR%0tlUG4-b1 zh2C=*0`5=SVW!(Sirfag^`r$kZxF!?9z_h!A(7d40B>oBP&QVBnzW>=@ML+9lm)vl zm}G!bgfhNPVuTddB4FF3N1dda z8szAhq!&XKaN@@1GKXeR?AH8Bc86bhW~L=*nPy_OmoaS3c@T*(Ov~~uXS8t9H4=y@ zwl}zR%L3DT;yPOcZ=_C3OVbTwxYt<=-WM<04)!u^s1a~SPcch?ZHmltFdHQ>&){{A zbbzNw;R1S?RpSTaL?%Y{{Zs1lHbn$zx)_H8)a~AqTOSJnEE5CMj|V# zKo*s(s}jgeM5GK=AOf*dd0*J?kSW3=l6YaFIk!< z6-)3-S?rf6cc^WFqL?6et)>u4fB-6*fL&`%!xh^tIE9Tcn5&#BpZ?R zZ({njA!!=Ik%%+jQo{fNO^SA9Mb=OU?P0V4puR>1%_N3|j2k?62x2T0rhv0c0Pd|% z)Xy9Zjd_iC8a`qG_F>NBd>&CCuYbg43&x(Gn3ig6bj9|dW(R}AubHTf)S>?XcM?6s z+k;b)S2N4@h!~Ag)5|PT%uTLVpHbWkjvC;Xn^x|^<$J%{RV_nk(!zXzRZ1l*zW)Hf zwF3?WL7_PKo2b9?AzN})get~hU|u{y6$Ct?ix|;Wac;uXnRc(mz`{!IEH1g4U|UAu zhTWK6qHEk9#YIrcscd^w@zipxg5cBi2~{W^kbWi=En*o2C9{=SIG&-Zc|_MZ^5_#m%3PJm+N zs=%XTe%W%P}-G81PkN*?@LfjA-A6Mg@z< zGyoI<1-8Ex+H_0*ghL`}^+! zb`CG7a4zzn;RK~@iremJR^p*u!vck3Iu0&YHC(x9*`^^190~}wsHC%y`jlt~j-{t3 zDP>S!5K_tSaosDS5KflM+*N=4MLtA85Fu{vp3xE9g}|Zz z(=EUmHo&OHH!Z9x?=eAu4dMjX)564m3RX4VhUH(F^q>aKA*qGdhYh1)LYPkAEF*3S zgdLwS>yvn9xWYD9Z`#x1BcbvzAV!+Q0JtExO*YIvAPmJ81tR9mMtfv$$cD2`5B4Sq z&zQF1RTXOk8C2gfXt33QC8cC)qwQWxRR@8x#t^O214LD*sLRSBXPWgkgf5)MED@JL z_b=-24)tmg-k4sb8jT_hf3lZ7xP45TsDxZwfkLpWbVRPH%&;g4RkHF*pfaI!dx_W} z2E6sK^2TVTsuk_o<`eJa*t3$wA>o1I8#@MnOe136t|*sZ_OE z@1!&=OUr?-;Vh;WwbM{BzFCz(XzB}7AcaX(#Jd_?v8%A(n878ga0#l1t}0wa3e5Hs z7-%Ll_+b@#Eg)6GY~hj+)q&l+xD}#{UT<8ypjcok+M!W+h5@u71z0vN9vnuYcElOz zffa(lXjN)MWMeu|AR*LSCyh852LhJF)}_F(?mlq5q)CP7lz^|BR9RrFxAg@P0o+7C1lj5*P}Wa;>tI^zkbLvTTi<{Q%jx_oELSOy&%@rrHUr z-8n3)CV_r20H)bdBu3m7b2-QoKZvm(*aue*XYy!o8?u_=)XQm0r&fNEydB zM~8DFXa#x>L!&aQrX2vm$N;$GnBmOBv6JHs97_Rk2Q|w1SX*yZhcI4qwPem2frqIQ z7QjB{$Qp1=hZ@Z|AwP$kIHPYS~CstId^O!6_ z+y&Wr-A*FhprdgCyd)Icsc4K^G%O<|NSRA%m<`+Lm$sfny-jSj-VUASsk0HhVB5^~ z$UI&tfcTjdHL|y=O|Z&IL#I1hCl7Vz@kS1-R)q*xQ$@Dc*jXY9m4<#<4YlBxR8{9y z3@VYJ3JG|3p)OH_IkwxH&=TuW#HVgFGgfB?;Rhp-%%xM{&1Q8vtmab0$&Mj=OBF{6 ziqX&=lBitQaX@CIq%DQYD4Ou@Y}c!TSOMw&t^i6Xe)>M?05Xn8{>$nuF*CD^)A9MJ z*9oK29;%;nI1IOniw%y=M9BJ?YCTrU%nC5WPciI2ngy(HHwqcHmXjPu!n;vPO#Gf@ z?yZo6a?3$mSC0{Q^i@+vAcL6Q#M+LG=89jaY6BslW}vL9IaSnHq2dgBjP%0@0>(Y^ ztl@Tp)Iu8rm5Si|BImY1MFLw_T8plXeocCX2T(13Wvaoy`aHrECpAOfa|w<0M}c~b z2qFuHg#Q58jwV!ZL#tN&LC%KUrH^cWV@^?{r&7>(7$#oOe1wU+#}GvkaH#(P*a8(t zR|yP-BJiB`5IN-yjf#ECL^9MN6)h|dNHjEE5lyNH)nX$GDyPSoFl%s@97SSf*&dJz dxTa~FCC7qcKMWtJgwgIB6CXN^w6uC>|JkS=qc8vf literal 0 HcmV?d00001 From 1a06bdf3a2581b0540d819787d9ac824376f3516 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Thu, 30 Apr 2020 00:39:13 +0200 Subject: [PATCH 10/16] kpca cont'd --- latex/headerMIslides.tex | 21 ++ notes/03_kernel-pca/3_kpca.tex | 412 +++++++++++++++++---- notes/03_kernel-pca/img/meme_necessary.jpg | Bin 0 -> 99878 bytes notes/03_kernel-pca/img/meme_nowwhat.jpg | Bin 0 -> 32431 bytes notes/03_kernel-pca/img/meme_ofcourse.jpg | Bin 0 -> 53908 bytes notes/03_kernel-pca/img/meme_ofcourse2.jpg | Bin 0 -> 41725 bytes notes/03_kernel-pca/img/meme_right.jpg | Bin 0 -> 51331 bytes notes/03_kernel-pca/img/meme_sort.jpg | Bin 0 -> 49088 bytes 8 files changed, 360 insertions(+), 73 deletions(-) create mode 100644 notes/03_kernel-pca/img/meme_necessary.jpg create mode 100644 notes/03_kernel-pca/img/meme_nowwhat.jpg create mode 100644 notes/03_kernel-pca/img/meme_ofcourse.jpg create mode 100644 notes/03_kernel-pca/img/meme_ofcourse2.jpg create mode 100644 notes/03_kernel-pca/img/meme_right.jpg create mode 100644 notes/03_kernel-pca/img/meme_sort.jpg diff --git a/latex/headerMIslides.tex b/latex/headerMIslides.tex index 7030e27..fab550c 100644 --- a/latex/headerMIslides.tex +++ b/latex/headerMIslides.tex @@ -28,6 +28,27 @@ \tikzset{myrect/.style={rectangle, fill=#1!20, draw=#1!75, text=black}} \tikzstyle{axes}=[] +% sticky note +\usepackage{xparse} +\usetikzlibrary{shadows} +\definecolor{myyellow}{RGB}{242,226,149} +\NewDocumentCommand\StickyNote{O{6cm}mO{6cm}}{% +\begin{tikzpicture} +\node[ +drop shadow={ + shadow xshift=2pt, + shadow yshift=-4pt +}, +inner xsep=7pt, +fill=myyellow, +xslant=0.05, +yslant=-0.05, +inner ysep=10pt +] +{\parbox[t][#1][c]{#3}{#2}}; +\end{tikzpicture}% +} + % from tex.stackexchange useful to align substacks \makeatletter diff --git a/notes/03_kernel-pca/3_kpca.tex b/notes/03_kernel-pca/3_kpca.tex index e80be1d..2f2fbdc 100644 --- a/notes/03_kernel-pca/3_kpca.tex +++ b/notes/03_kernel-pca/3_kpca.tex @@ -135,23 +135,25 @@ \subsubsection{The eigenvalue problem} Each eigenvector $\vec e_i$ with corresponding $\lambda_i \ne 0$ lies in the span of \begin{equation} -\left\{ +\big\{ \vec{\phi}_{(\vec{x}^{(\alpha)})} -\right\}_{\alpha=1}^{p}. +\big\}_{\alpha=1}^{p}. \qquad \big(\vec{\phi}_{(\vec{x}^{(\alpha)})} = \vec{\phi}^{(\alpha)} \text{ for brevity}\big) \end{equation} \pause Consequently, there exists a set of coefficients (i.e. a coefficient for each transformed observation) \begin{equation} -\left\{ +\big\{ a^{(\alpha)} -\right\}_{\alpha=1}^{p}\,, +\big\}_{\alpha=1}^{p}\,, \end{equation} which satisfies the following: \begin{equation} \label{eq:ephi} -\vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} +\vec e = \sum^{p}_{\beta=1} a^{(\beta)} +%\vec{\phi}_{(\vec{x}^{(\beta)})} +\vec{\phi}^{(\alpha)} \end{equation} \notesonly{ @@ -164,20 +166,21 @@ \subsubsection{The eigenvalue problem} \begin{frame}{\subsubsecname} \slidesonly{ - \begin{textblock}{5}(11,0.6) - \textblockcolour{lightgray} +\vspace{-12mm} +\hspace{7.8cm} +\StickyNote[1.7cm]{ \begingroup \footnotesize \begin{equation} \label{eq:cov} - \vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} + \vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}^{(\alpha)} \big(\vec{\phi}^{(\alpha)}\big)^\top \end{equation} - \begin{equation} \label{eq:ephi} - \vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} + \vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}^{(\beta)} \end{equation} \endgroup - \end{textblock} +}[3.5cm] +\vspace{-22mm} } \notesonly{ @@ -193,12 +196,13 @@ \subsubsection{The eigenvalue problem} } \begin{equation} -\underbrace{\frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} +\underbrace{\frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}^{(\alpha)} \big(\vec{\phi}^{(\alpha)}\big)^\top +\vphantom{\sum^{p}_{\beta=1}} }_{=\,\vec C_{\phi}} \, -\underbrace{\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})}}_{=\,\vec e} +\underbrace{\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}^{(\beta)}}_{=\,\vec e} = \lambda \;\, -\underbrace{\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})}}_{=\,\vec e} +\underbrace{\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}^{(\beta)}}_{=\,\vec e} \end{equation} \pause @@ -206,12 +210,12 @@ \subsubsection{The eigenvalue problem} After rearranging the terms we get: \begin{equation} \label{eq:eig2} \frac{1}{p} \sum_{\alpha=1}^{p} \sum^{p}_{\beta=1} -a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\alpha)})} +a^{(\beta)} \vec{\phi}^{(\alpha)} \underbrace{ - \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} \, \vec{\phi}_{(\vec{x}^{(\beta)})} + \big(\vec{\phi}^{(\alpha)}\big)^\top \, \vec{\phi}^{(\beta)} }_{\substack{\text{scalar product}\\ = K_{\alpha\beta}}} = \lambda -\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} +\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}^{(\beta)} \end{equation} We are one step closer to not needing the eplxicit mapping $\phi$. @@ -221,20 +225,21 @@ \subsubsection{The eigenvalue problem} \begin{frame}{\subsubsecname} \slidesonly{ - \begin{textblock}{5}(11,0.6) - \textblockcolour{lightgray} +\vspace{-12mm} +\hspace{7.8cm} +\StickyNote[1.7cm]{ \begingroup \footnotesize \begin{equation} \label{eq:cov} - \vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} + \vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}^{(\alpha)} \big(\vec{\phi}^{(\alpha)}\big)^\top \end{equation} - \begin{equation} \label{eq:ephi} - \vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} + \vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}^{(\beta)} \end{equation} \endgroup - \end{textblock} +}[3.5cm] +\vspace{-22mm} } \notesonly{ @@ -251,33 +256,36 @@ \subsubsection{The eigenvalue problem} \begin{equation} \label{eq:eig3} \frac{1}{p} \sum_{\alpha=1}^{p} \sum^{p}_{\beta=1} a^{(\beta)} -\vec{\phi}_{(\vec{x}^{(\alpha)})} K_{\alpha \beta} - = \lambda -\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} +\vec{\phi}^{(\alpha)} +K_{\alpha \beta} += \lambda +\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}^{(\beta)} \slidesonly{\hspace{40mm}} \end{equation} -We will now proceed with reformulating the above until we no longer have any $\phi$'s. +We now proceed with reformulating the above until we no longer have any $\phi$'s: \pause -We left-multiply\notesonly{ Eq.\ref{eq:eig3}} with $\left(\vec \phi^{(\gamma)}\right)^\top$, where $\gamma = 1, \ldots, p$. - We can pull $\left(\vec \phi^{(\gamma)}\right)^\top$ directly into the sum on the \slidesonly{LHS}\notesonly{left-hand-side} and the sum on the \slidesonly{RHS}\notesonly{right-hand-side}: +\notesonly{We }left-multiply\notesonly{ Eq.\ref{eq:eig3}} with $\big(\vec \phi_{(\vec x^{(\gamma)}}\big)^\top$, where $\gamma = 1, \ldots, p$. + We can pull $\big(\vec \phi^{(\gamma)}\big)^\top$ directly into the sum on the \slidesonly{LHS}\notesonly{left-hand-side} and the sum on the \slidesonly{RHS}\notesonly{right-hand-side}: +\only<2,3>{ \begin{equation} \label{eq:eig4} \frac{1}{p} \sum_{\alpha=1}^{p} \sum^{p}_{\beta=1} a^{(\beta)} \underbrace{ \left(\vec \phi^{(\gamma)}\right)^\top -\vec{\phi}_{(\vec{x}^{(\alpha)})} +\vec{\phi}^{(\alpha)} }_{=K_{\gamma \alpha}} K_{\alpha \beta} = \lambda \sum^{p}_{\beta=1} a^{(\beta)} \underbrace{ -\left(\vec \phi^{(\gamma)}\right)^\top \vec{\phi}_{(\vec{x}^{(\beta)})} +\left(\vec \phi^{(\gamma)}\right)^\top \vec{\phi}^{(\beta)} }_{=K_{\gamma \beta}} \end{equation} +} \pause @@ -292,90 +300,306 @@ \subsubsection{The eigenvalue problem} K_{\alpha \beta} = \lambda \sum^{p}_{\beta=1} a^{(\beta)} -K_{\gamma \beta} \quad \forall \gamma +K_{\gamma \beta} \quad {\only<4>{\color{red}}\forall \gamma} \end{equation} +\slidesonly{ +\only<4>{ +Use matrix notation to reduce the clutter. +} +} \end{frame} -\begin{enumerate} -\item +\begin{frame} + +\slidesonly{ +\begin{equation} \label{eq:eigK} +\frac{1}{p} \sum_{\alpha=1}^{p} \sum^{p}_{\beta=1} +a^{(\beta)} +K_{\gamma \alpha} +K_{\alpha \beta} + = \lambda +\sum^{p}_{\beta=1} a^{(\beta)} +K_{\gamma \beta} \quad {\color{red}\forall \gamma} +\end{equation} +} + +We want to solve \notesonly{\eqref{eq:eq:eigK}}\slidesonly{the above} \textbf{for all} training samples $\gamma$. +We can further reduce the clutter by using matrix notation.\\ +Specifically, by computing the \emph{kernel matrix} $\vec K=\{K_{\alpha\beta}\}$, where \\ +\begin{equation} +K_{\alpha \beta} = +k(\vec x^{(\alpha)}, \vec x^{(\beta)}) = +\big(\vec{\phi}^{(\alpha)}\big)^\top + \vec{\phi}^{(\beta)} +\end{equation} -\item +We end up with this formulation of the eigenvalue problem: -\item +\begin{align} + \frac{1}{p} \vec{K}^2 \vec{a} = \lambda \vec{K} \, \vec{a}\\ + \vec{K}^2 \vec{a} = p \lambda \vec{K} \, \vec{a} +\end{align} +\end{frame} +\begin{frame}{Side-note: Arriving at the matrx notation} +\notesonly{Side note: Going from \eqref{eq:eigK} to the matrix notation:\\} +\slidesonly{ +\svspace{-3mm} +\begingroup +\footnotesize +\begin{equation} \label{eq:eigK} +\frac{1}{p} \sum_{\alpha=1}^{p} \sum^{p}_{\beta=1} +a^{(\beta)} +K_{\gamma \alpha} +K_{\alpha \beta} + = \lambda + \sum^{p}_{\beta=1} a^{(\beta)} +K_{{\gamma} \beta} \quad {\forall \gamma} +\end{equation} +\endgroup +\svspace{-1mm} +} -Since we want to compute this for all training samples $\gamma$, -we can reduce the clutter even more by using matrix notation. -Specifically, by using the \emph{kernel matrix} $\vec K=\{K_{\alpha\beta}\}$, where \\ -$ -K_{\alpha \beta} = -k(\vec x^{(\alpha)}, \vec x^{(\beta)}) = -\vec{\phi}_{(\vec{x}^{(\alpha)})}^\top - \vec{\phi}_{(\vec{x}^{(\beta)})} -$ +First, we look at the RHS\notesonly{ of \eqref{eq:eigK}}: -We end up with this formulation of the eigenvalue problem: +\svspace{-5mm} -\begin{equation*} - \vec{K}^2 \vec{a} = p \lambda \vec{K} \mspace{2mu} \vec{a} -\end{equation*} +\begin{equation} + \ldots = \lambda + \sum^{{\color{blue}p}}_{\color{blue}\beta=1} a^{({\color{blue}\beta})} +K_{{\color{red}\gamma} {\color{blue}\beta}} \quad {\color{red}\forall \gamma} +\end{equation} + +\begin{itemize} +\item ${\color{red}\gamma}$ corresponds to a specific row in the Kernel matrix $\vec K$. +\item Let $\vec a$ be a vector that stores the values $a^{({\color{blue}\beta})}$, ${\color{blue}\beta=1,\ldots,p}$. +\item ${\color{blue}\beta}$ iterates over the elements in the vector $\vec a$ and columns in $\vec K$. +\item If we switch terms to: +\svspace{-3mm} +\begin{equation} + \ldots = \lambda + \sum^{{\color{blue}p}}_{\color{blue}\beta=1} +K_{{\color{red}\gamma} {\color{blue}\beta}} \, a^{({\color{blue}\beta})} \quad {\color{red}\forall \gamma} +\label{eq:rearrangerhs} +\end{equation} + +\notesonly{We see that the }RHS is essentially the inner product of the $\gamma$-th row with $\vec a$. +Recall that we're doing this ${\color{red}\forall \gamma}$ (i.e. all rows). Therefore RHS $\Rightarrow \lambda \vec K \, \vec a$ (a vector). + + +\end{itemize} + +\end{frame} + +\definecolor{darkgreen}{rgb}{0,0.6,0} + +\begin{frame}{Side-note: Arriving at the matrx notation - LHS} + +Next, we look at the LHS\notesonly{ of \eqref{eq:eigK}}: + +\svspace{-3mm} + +\begin{equation} + \frac{1}{p} \sum_{{\color{darkgreen}\alpha=1}}^{p} \sum^{p}_{{\color{blue}\beta=1}} +a^{({\color{blue}\beta})} +K_{{\color{red}\gamma} {\color{darkgreen}\alpha}} +K_{{\color{darkgreen}\alpha} {\color{blue}\beta}} = \ldots + \quad {\color{red}\forall \gamma} +\end{equation} + +\svspace{-1mm} + +\begin{itemize} +\item Same as before: +\begin{itemize} +\item ${\color{red}\gamma}$ corresponds to a specific row in the Kernel matrix $\vec K$. +\item Let $\vec a$ be a vector that stores the values $a^{({\color{blue}\beta})}$, ${\color{blue}\beta=1,\ldots,p}$. +\item ${\color{blue}\beta}$ iterates over the elements in the vector $\vec a$ and columns in $\vec K$. +\end{itemize} +\item ${\color{darkgreen}\alpha}$ iterates over the columns in $\vec K$. +\item $K_{{\color{red}\gamma} {\color{darkgreen}\alpha}}$ doesn't change with ${\color{blue}\beta}$, so we can move it out of the inner sum: +\svspace{-3mm} +\begin{align} + \frac{1}{p} \sum_{{\color{darkgreen}\alpha=1}}^{p} + K_{{\color{red}\gamma} {\color{darkgreen}\alpha}} + \underbrace{ +\sum^{p}_{{\color{blue}\beta=1}} +a^{({\color{blue}\beta})} +K_{{\color{darkgreen}\alpha} {\color{blue}\beta}}}_{\circledast} = \ldots + \quad {\color{red}\forall \gamma} +\end{align} +\item $\circledast$ is the inner-product of the ${\color{darkgreen}\alpha}$-th row and $\vec a$. +\item LHS is essentially the inner product of the $\gamma$-th row with the \underline{vector} $\circledast$. +\item Recall ${\color{red}\forall \gamma}$. Therefore LHS $\Rightarrow \vec K \, \vec K \, \vec a = \vec K^2 \vec a$. \notesonly{$\vec K$ is a symmetric matrix} + +\end{itemize} + +\end{frame} + +\begin{frame}{Back to the eigenvalue problem} + +\notesonly{Back to the eigenvalue problem:\\} + +\slidesonly{ +\begin{align} + \vec{K}^2 \vec{a} = p \lambda \vec{K} \, \vec{a} +\end{align} +} + +\pause $\vec K$ appears on both sides. All the solutions that are of interest remain represented in the following simpler eigenvalue problem, which we refer to as the \emph{transformed eigenvalue problem}: \begin{equation} \label{eq:eigsimple1} - \vec{K} \, \vec{a} = p \lambda \mspace{2mu} \vec{a} + \vec{K} \, \vec{a} = p \lambda \vec{a} \end{equation} +\pause + We can interpret $\vec a$ as the \emph{eigenvector} of $\vec K$ -By omitting the constant $p$, we can rely on finding solutions for $\lambda$ that absorb it: +\pause + +\question{Do we really need $p$ in the transformed eigenvalue problem?} + +\pause + +No, by omitting the constant $p$ (optional), we can rely on finding solutions for $\lambda$ that absorb it: \begin{equation} \label{eq:eigsimple2} - \vec{K} \, \vec{a} = \lambda \mspace{2mu} \vec{a} + \vec{K} \, \vec{a} = \lambda \vec{a} \end{equation} +\end{frame} + +\begin{frame} + +\question{What was all this about?} + All we've been doing so far is reformulate the eigenvalue problem such that we end up with a formulation that only contains terms of the inner product kernel.\\ -Why was all this necesary? Because (1) we want to enable PCA to find non-linear correlations and (2) we don't have access to $\vec \phi_{(\vec x)}$. + +\pause + +\slidesonly{ +\begin{minipage}{0.45\textwidth} + \begin{center} + \includegraphics[width=3cm]{img/meme_necessary} + \end{center} +\end{minipage} +\pause +\begin{minipage}{0.45\textwidth} + \begin{center} + \includegraphics[width=4cm]{img/meme_ofcourse2} + \end{center} +\end{minipage} +} + +\notesonly{ +\question{Was all this necessary?} + +Yes, }because + +\begin{enumerate} +\item we want to enable PCA to find non-linear correlations and +\item we don't have access to $\vec \phi_{(\vec x)}$. +\end{enumerate} + +\end{frame} + +\begin{frame} + +\slidesonly{ +\begin{center} + \includegraphics[width=6cm]{img/meme_nowwhat} +\end{center} +} + +\pause Now that we've solved the eigenvalue problem, we continue with the remaining steps for PCA. -\newpage -\item Normalize the eigenvectors: +\pause + + +\slidesonly{ +\begin{center} + \includegraphics[width=2cm]{img/meme_right} +\end{center} +} + +\end{frame} + +\subsubsection{Normalize the eigenvectors} + +\begin{frame}{\subsecname} + +Before we can project anything onto the space spanned by the PCs, we need to know they are normalized first. + +In linear PCA, we've relied on \textit{Eig} giving us normalized eigenvectors $\vec e$. + +\question{If we feed it with the kernel matrix will we get normalized $\vec a$?} + +\pause + +- Yes, Eig() gives us \underline{unit} vectors regardless. + +\pause + +\question{So, are we done talking about normalization?} + +\pause + +-No, because it's the $\vec e$'s that PCA needs normalized. + +\end{frame} + +\begin{frame}{\subsubsecname} + +Recall, that PCA solves the eigenvalue problem -Before we can project anything onto the space spanned by the PCs $\widetilde{\vec a}_k$ where $k=1,\ldots,p$, -we need to ensure these vectors are normalized. -$\widetilde {\vec a}_k$ is only used to indicate that the vector has not been normalized yet. +\begin{equation} +%\label{eq:cov} +\vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} +\end{equation} -%$\widetilde {\vec a}_k$ can be normalized explicitly by: -%$$ -%\vec a_k^{norm.} = \frac{1}{||\widetilde{\vec a}_k||} \cdot \widetilde{\vec a}_k = -%\frac{1}{\sqrt{\left(\widetilde{\vec a}_k\right)^\top \widetilde{\vec a}_k}} \cdot \widetilde{\vec a}_k -%$$ +At the solution, $\vec e^\top \vec e = 1$. $\vec e$ are normalized eigenvectors to use as PCs. -%However, we want to demonstrate how to normalize $\widetilde {\vec a}_k$ in a way that can be more efficient than an explicit normalization. +We don't have the $\phi$'s so we opted to solve the transformed eigenvalue problem instead: -Recalling Eq.\ref{eq:ephi} (we add the index $k$ to denote which eigenvector): +\begin{equation} +%\label{eq:eigsimple1} + \vec{K} \, \vec{a} = p \lambda \vec{a} +\end{equation} + +At the solution, $\widetilde{\vec a}^\top \widetilde{\vec a} = 1 \quad \nRightarrow \quad \vec e^\top \vec e \ne 1$\\ + +\notesonly{Now that we are aware that we need further normalization, }we'll use $\widetilde{\vec a}_k$ where $k=1,\ldots,p$ to denote the \textbf{un}normalized eigenvectors from the transformed eigenvalue problem and $\vec a_k$ to denote that the vector has been normalized to use to correctly project onto the corresponding PC. + +\end{frame} + +\begin{frame}{\subsubsecname} + +Recall\notesonly{ing Eq.\ref{eq:ephi} (we add the index $k$ to denote which eigenvector):} \begin{equation} \label{eq:ephik} \vec e_k = \sum^{p}_{\beta=1} a_k^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})}, \end{equation} -Again, we try to reformulate things such that we end up with the inner-product kernel rather than $\phi$. -We left-multiply Eq.\ref{eq:ephik} with $\left(\vec e_k\right)^\top$: +We want an expression for the norm $\vec e^{\top}_k \vec e_k$ that does not involve $\phi$'s. We left-multiply\slidesonly{ the above}\notesonly{ Eq.\ref{eq:ephik}} with $\left(\vec e_k\right)^\top$: \begin{align} \vec e^{\top}_k \vec e_k &= \sum^{p}_{\alpha=1} a_k^{(\alpha)} \vec{\phi}_{(\vec{x}^{(\alpha)})}^\top \sum^{p}_{\beta=1} a_k^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} \\ &= \sum^{p}_{\alpha=1} \sum^{p}_{\beta=1} a_k^{(\beta)} \underbrace{\vec{\phi}_{(\vec{x}^{(\alpha)})}^\top \vec{\phi}_{(\vec{x}^{(\beta)})}} a_k^{(\alpha)} \\ @@ -383,7 +607,16 @@ \subsubsection{The eigenvalue problem} &= \widetilde {\vec a}_k^\top \vec K \, \widetilde {\vec a}_k \end{align} +\end{frame} + +\begin{frame}{\subsubsecname} + +\notesonly{ And when we plug Eq.\ref{eq:eigsimple1} into the above: +} +\slidesonly{ +From $\vec{K} \, \widetilde {\vec a}_k = p \lambda \widetilde {\vec a}_k$ follows: +} \begin{equation} \label{eq:eignorm} @@ -393,13 +626,31 @@ \subsubsection{The eigenvalue problem} = p \lambda_k \, \widetilde {\vec a}_k^\top \widetilde {\vec a}_k \eqexcl 1 \end{equation} +\pause + +w.l.o.g. + +\svspace{-7mm} + +\begin{equation} +\widetilde {\vec a}_k^\top \widetilde {\vec a}_k = 1 +\end{equation} + +Remark: a unit-length vector $\widetilde {\vec a}_k$ does not imply \emph{normlized} for PCA anymore. + +\pause + +\notesonly{ Scaling $\widetilde {\vec a}_k$ by $\frac{1}{\sqrt{p \lambda_k}}$ yields -a unit vector with the same direction as $\widetilde {\vec a}_k$ to satisfy Eq.\ref{eq:eignorm}.\\ +a vector in the same direction as $\widetilde {\vec a}_k$ to satisfy \notesonly{Eq.\ref{eq:eignorm}}\slidesonly{$\vec e^{\top}_k \vec e_k \eqexcl 1$}.\\ +} With +\svspace{-5mm} \begin{equation} \vec a_k^{norm.} := \frac{1}{\sqrt{p \lambda_k}} \widetilde {\vec a}_k, \end{equation} follows: +\svspace{-5mm} \begin{align} \vec e^{\top}_k \vec e_k &= p \lambda_k \, \; \widetilde {\vec a}_k^\top \; \widetilde {\vec a}_k\\ @@ -408,14 +659,25 @@ \subsubsection{The eigenvalue problem} = 1 \end{align} +\end{frame} -\newpage +\subsubsection{Sorting} + +\begin{frame}{\subsubsecname} + +Sort the eigenvectors such that the corresponding eigenvalues are arranged in decreasing order. -\item Sort the eigenvectors such that the corresponding eigenvalues are arranged in decreasing order. +\slidesonly{ +\begin{center} + \includegraphics[width=4cm]{img/meme_sort} +\end{center} +} +\end{frame} -\item Projection: +\subsubsection{Projection} +\begin{frame}{\subsubsecname} In order to project some observation $\vec x$ into the PC space, we first map it into the non-linear space of $\phi$ and then project that into the space spanned by the PCs. By now we should expect that the transformation can only be performed via the kernel trick. @@ -445,10 +707,14 @@ \subsubsection{The eigenvalue problem} \end{align} Note that $\vec x$ can be a sample that was used in computing the PCs or a completly new ``test'' point. +\end{frame} + +\subsubsection{Reconstruction} -\item Reconstruction: +\begin{frame}{\subsubsecname} Since we never had the transformation $\phi$ to begin with. It is not psssible to simply project a sample from PC space back into the original $N$-dimensional input space. Algorithms exist that approximate a ``pre-image'' of some new observation. -\end{enumerate} + +\end{frame} diff --git a/notes/03_kernel-pca/img/meme_necessary.jpg b/notes/03_kernel-pca/img/meme_necessary.jpg new file mode 100644 index 0000000000000000000000000000000000000000..15b7e1b66ab3074f66e7ff3f226fe5909c591125 GIT binary patch literal 99878 zcmb4|Wl$Vl@a`7~1b26LcX!v|?(VR-CJc?*Yx}vOtEC31$0D$^;0X{YWQUDm}|McG-=AS;nefm%EaB#42 z2=IuA2=E99h{$Njh)AeN2nZ+`D5z-Y=osjT$e37|=ve=r(fSGXq0T1mCbq51Q34q3cg290L7y^*|YbPw!KLP%)V4?rD@G}4k9^s#v2nqlV z^Z!}_P|yIFPq1*GKh^=rF#oLRFzEk6jF4np!PKNR6NJD|H)QPzv>*Du*7{A2GSJqG zX;pJA9yw)MyJ4fC$zhw7+#&DCx!;_vr_iVD1E&N$yRng5L?fixrK{CyvkL4_(Iwsw zpWHc_4(`q~kF$d^jHAXT!o9)i55V1cCJ~N}`#N6f45A4c@vh71@Td^M^uWl-m@dps zLi-CLRHgDEN9GZ#10}1Pnea&-RS6W@=L7(2#@{e*BugMR9M!b#TMFKxR&TNP#BYp-ZmjvZjPZqMG*VS6;4-@8v@k6v|s zvJ@}{KvXymhz*XxJ?=U1`5A}cMN4%oCRnSW?6Vt0ueed6L2r?Zc*LNHQmp8dI$Q7u zAmt64FR(V>%V%WM=-5V+&%PnOP$q%lv2F$A`Kes>(tWk%5E6h<)7Y<3Q97lC-6(?U z_`{!S-pBKlYb53H#nw>x0!O{swna_Prpc2OGnY?tZ_c_Pz*L||arICKfB`@ig z8qH9R8El_@u_rBwvgy)xLMC}W3fY-=5ATH%HF_pHI(4<$(6RT7L0kSIyb$R*elI~L z`naklauE=9q#O70RoA<0^Cn*x_2F|$vHJPmS*FwR)e@135BT={SWM(fL=^0I&3Opt z?bLOghEip>7Q0aa5k9!~5OKs^dhQ+IA@M<&s}3wZN_RMIQTx)D5WHF{vUz{*527&o z0rfCcr26gJ&7McBifiP=B9VDdw}LPCgjrMsD-Rshwr@xrW22K7kXL{lobXwS!o*wm zrkCyNM@Dr!`w~M&>2VO*ZQbE*ukh4Q5|yXXVJjc+%hb*Br@TACoSB(^30r=FG{?p- z&pf#kp3ENr*-FAJqn*65QEt zhXtdRK%hZbj3XN~qH|4iqGtdjQc2viQHAjDcrD(%lywSC*Qvw1p6}W^5S%7%-O?qv z_CMFFBDK?)hiX!1DB0yJa2nxeOa6qd4OD!D9yTSHtud9;M-J&ETgZDkMc<|(P|V_( zy6_qj)m31>@SZT#J;~X6S2z2q&4-7^bud;fw^Es!aJR~qofvtDjMaU$)h$`{XHa~v zGjr2L%J8LF{q>*f^0z>R?PVIegF>6+WxI?aZA3WHqErhgJ3mT z+?1?0*nSaD1p)6eBJ;yrwjgHd8P7<@BW?i~ZC=y4uO; zS1kk3Z0^KgD2?X_3*Isrc%=5|d7VXCzi`(Y)fl0ix+;Czz=wvFe?>z~Qk5-=YTHM1;*pOO-O4L0*Xdrh_m7ZamqR*8rxFy89WjIwix&`X z+Gbh&Ec{mA!1~9f7#l%!;8{<_8=Pb+uLw)u`DyM|-G+n1R|lQ4YG}E|HX+9+)vdd)A_A;YY78MtxzW5!C`I~}njcTC8 zUs718rs(4{8;gCilSO1H9Cb@>KLBD6t8Xzo(*dyDmzgq9=A~_6i%-kj+y}s=3f}S3 zd)a3)Lf{zMelte&hRMOn$<)y?>elIC;`oW*r4DJ^;9z zhCDAZ@~+=_`m1Mla`>r$LH5xHN15U$%v21In%^|1Xu^J&l?)mqEKonM?>+Pm`lgj& z1AFu~a1uaz=l5UpdS>C#?lTZ?dsB{UAE3%>o<9KG;47~Ur?yP0sadgTh3HHRQ&Y*V zNjZl)Ep zv=mgD5)?d{P<)n$jub`A0I_(k`r>vdIA_nk!d%ConeBS%$;8%*Ak<&MT@1*Vcu`pU~j_==z2{ zhanw9kQBN&!En3jT6+=qerk`DW0EUws-%70rDMQ2o9N^->WJ6jr>V||u8xyCNt(f6 zajtnK8?qDFpC)IR^5taKQyT}^R0FBpU`Mb8eEqO4R-?XKv#iDZ6(*=`Lnf)z+nUi6Ugv~ zEv0@>_GJv%GzJER9V5yi6R{LYiF!X&+;YYcsFg$56n6=AYsbzw)8HR%2tSEo{~is3 zm%g22)+$&qBK^e>a}GvaMsvIvX=Tifz{6hBS8)GZb;gp#13oaahzMrrw;c0-=}|`Y z`$X-iX6ua90xE8)^_JDk^nA=}b~}cyc3WPUtDe&ad1ARW3M7-a@<>by(ngwkH80m^ zSaLGiBp%>=x6+1T3z+OHR7j%tBX9qc4`LJOe)?-$GjAM!90V`OjNKH|Y$H{8BqK2brMV_g=vR?5g)1UCvl6J+m^G zT7W=^q2NJ$YH?VkQoY71dBy5bTx=cVNR5P73zUruS`l^{p;CSCwq9=9b<~vx(IN{c z-(DIC@gI3k1|4$vDNrAwPb+1JVplX&xWegyqfz2Ihyy=YKCn1~y+tNBHPG~=b z87veX2Rm=%7EdM^gTLGw-3Po5uTSpE4cTUdoH_!{&<=psCY4iZ{c2TN=U(8- z@?zdOIWuU|DRkmX+>)Qz2)Z;`x|}v{iO^)oIz_Q-I^2{#uHuFL!64is9nXUCfUbjp zp|+nc9Q5FsR&>c%@>E@6jc=~G$L6wmgX{;=&{9QH$($v=1)dhQp9webU~nFK?J7Q* zV%8!qAoFPBW?wVbs#S(ybn*0ufO{i3fL%7*>sc4~1Bt1M__kIA->lYR5lMcrk41y; z2t*st^AYJ-6%TT-YGjl%!*!NUK7Gar53Vp{zDP+~ z_Q^HPiP-TkG8QoUh4|1bR}`$Qt2ptu4x8wOV4Zx{QX?X(us;d>-Qp{M8#@;qtbOTL zcCn=1R*2nR&l z9qO8joXr6w2`ClTQa7WBaXOPK!uMgq5lqVhh`*S<439&MGFzEEMpH%h1c!Wz?+fsq z7T+C1m;YAfrgeLZ99VWO zNX7}FbAua>YxJ=kC$GU~gJIF8mb~NcqB}Ono4WBTalGH|n<`TYL{+YtlN64U` zgwm#r$yuj!(_b&B{6h^1!#jP;KR-CfG~;_{eUi_H&5xZLlBjU}Ih{mFU8=+)e{Fcu zmV_*o8$kz0W$gNAot39PxGlKY`pF@HEgneklErD?f(HSTt{S7Z*S^2iMXVa=1sx%UrD5`&+l0q5HMJ(IWRX#Wsdv z8Z3^I-R-5LDG{?<6W2I@QuFr0-*D4nK!xCnds^f8+83@*$t$?Dr2h7o_dGcRXP`-E z9eRcwVYZFASjJ^PPG4{Bd1G|ZQiqent+B_UM81agXx6pE6gxvMtO=FhHup$9uj zGE=#-YNerQU2Xst#2yz+eVeP^cc6x_pZNQy+fHGlUDiQoXKTyp7YChb z6B)u!e-+v8PsS#4<930Ju+}ktUn&hex4mN_XEy9-z>M7FD{Dr!;2KrZrZ^nx*1egmOuU z!p303pCYN&tAuD9##?Mq5hS%ZZlJCZyw^ScWVvb_<8-ZiH=W8ZwS=`lymcWpMDSuqD{`z)?hV zA9)Ks!xju+maZ3&2|T<3JdxJcJx9tb0l!G%O^5EVty&ch;T&z>P{WF0a>Y|Hj+Lnt z0&ga$@DtF!2~v**v|4JbRnUumuN9wzjw-a1vpw>*na{{08&6*f$pK-1nL$q#w`)UU zl0w|^*iLJ>Trx^3S8F+#N3zjc5O(eb@zJ7mG4!iE+If6<}ixqJ%g?~2iS~6i;%BN5n$xgtBT3)l@K9JBzfSxEllwdy) z`ooVAkJRuJ8&`l0c0#ROcDmPhvc(|5?EWcg)Kvl+PD*_YX--vay5xHI;F6Lt1 z6eOyVmgrqNCQ4)t$cn`;Lhxs0j_hi?i4eh~&X6T?tDr=V(&aFrp;zo;{Z&%g_4|6> zs`Sy&uMH|^HaZPm@b0&fLFe5!Gj`*aPPmZro@t-Ua6A*dZ-5^cxpa zNKfQwrl-u~2cSu!)c6cXTdBqOPtI*YvP-+M+@$Hoq0NJl`omdH<;*OoZ-GLrDKJmU-jfCl2 zEd+MT#W8~mM-0CJCUo&(M+AH2;~MYR^=EHl*5#f=l6x5M2DpKo;c{H$6mHnjpl<@e zIZA2@4bh6=mfVWzCbpatM)(FV@0H?p0?yW<{a?@s>ff}QoTn38HR~RqdW0{kjA?(3 z3JrU~oFPq-vDm|Cy^&DD8I7E}p)0StUvpMrV(tJXqg7mLso zsCj#daD2E&ESNQ18d{0n&{2OR@zw2$KCOx|tO0=dz)|vwffwOVYO7`49!*d!e?7Ub zkA%T}3zOjQ6@8SJ@w6Y(_COt`=RnUui{9?fOrW)zYfND+>e*q0!JFJY$rSdMs4$E6 zgH{oz?kkyxl#~3Cl=JTkLb2LVhF=GvX-Z8oe2d@T6@45?QD9QbB zWnnNh;f*^7>>96$gSc0 zt>(e}eQVH;544Z>xr3fQXlaXm)V+3%WR9@r0ZG&B(w=SmPc7nQ$dV7n)+XIQXuydM zfcgXt{lAFC|E34f0H}Y^00Rya3muyRhmzwnIS(!srvw)-HM=CY6zxBj0RN9bK*2&k zDG%k`oG=#>I)w-2fwMy2f~G7;8;qkT>jv2F6^~g)ne^K@;H|@DfDFcM$5SDF<$x-q z98!0c)Y?zZ`T9F8x=kRReNFf`wp5x#=LQ!p)D*C0Lq&O&VT z-bf)7Tvhd0NAIzbMh4*l0`*0^E2xDg!{^(4IJy{v6`Gw&#~of1OcEfldoGHhS6;=C zK8Q#10RJTLdgJ}Dzi4->jATEYchA+L*2im9m5ecBb!OF7K zRK>0e*Q|RzU`{B zn;Ccq1irJqs`5+fiOL`^c~DHVLqs{dhjA!wAwrq~{x#<+VQ8OeOg{j~c-NZ=Pw7vw zLh+3ntfD}Lh$GAmB4Lq|=Lla^Wj4|It=dg&t@auOo7`XeCY2;nO}#)|LvSJ9{?2pzWszfmX~uI z(iBa7+lSXg*f23yD`{|7Jr|;*y3nEL7u}QzI94*8Z>d(y(xg~_AdWbr7T3SeRxc(5 za!r)+2oK!%Mg*v`g-7x0WaLOd(-!QDHj$|i0bxBxOuve_U{c@ycYLr<3;RJo*pHfcE_=$8Rx*BWw*Ur;MHYzT1EQ?%+%kEW)pMp!v^b2%=qF9r5BP>lDTQs>*>3yf|rX zZT&5x2uq~kXzjpIXh2i6g2Klt+MzO%!P#kY4)nrxc=Eu)W#7$$@6DSOVOn9?te1s1 zDicK^tpqwQyFUht039C#d(iIhvxoPk@Iu~khY@v2GyeMFQQ9*5kUE?DnRS}(740V- zhz+{``2F=u*3JT-(A?pi5^RUNZ?>eoHpjeAH&Ze7$2D$ZDt~g{cCN5(MY_iv{$ufMZj!slh|Jl zp`HotCHks5#XlA?;T?%OcJ0k1f5+8a<4xL&W7DA@b-hMwD$!!aA6Rd*e=9B~Jy~CD zO@fNW(SNdF>qKhlJldq5Fw3R%?0w}kaHPeLG+k>BzvxRGTh%(!;&Oa|Zj-8P4PL3Y zZ932N%nQ#8Q-^WUtL}m+MYP|&aH0R>!vC38ahVMxxpuq(V?Q;Soqf%o3@tK&3D*Nv z&;EhA`2!$t`;ZXvS7+%Q*Ahnqgv60nj)r^SHg<0mL1_LX(Pm}#cCO-fjo2zqe{%Ax z!ePwPc|O8^IT%>;>LWlTk=2=yN;ma~?AeENV%z!}vfAtLRz3(!W4CD-z&vQid_zmE zFNb7LnbIUqsL`;>NfK({2y?46@$>>}uP6Zq5_kLqHj$BOjL|^?-$}X~9>M;T@>ixtvCw|H5#rZi zlad*3H(n|lo0caBedXNLz?-8bMw5wL547hiv=2bt5tmm(VRADX#S|BN8<7yN8qGKp zN*o(<&~M07%%dLbPA!;A31m|`B{L(@m!pbatAV`P3{;gspNQCfJDRx20)n@d@!(mP zfjV#D$j)=%x#`5cC+Dba|5wiLm7lIL zI@is0wxobhIwVF#srB2 zTOAHN4)g@?a?Bf%T>xnL?6Wo%%g{0nJ*ro@rDqZgSLL`5qpEKaE1vMwJxb z1Qv4c;5I?ZQj(J+NoXK&GEpNl#mm}F>5om^@Yi!mFeuAXA6^)p8m~dt%T+cZG9h~kL{qV8Q>i1;g)4wk zg3C`TN1#Hrr2SRonM4Rq$OWW_mkS}W-X>E7k!uH)#-!HBM$)Zwto&cTh%kE46aANA zP4>v{FI6JDGvaR^*t60`Iocg;{HTjjk-|OzFk_9p&Db*}iN8#Zlt}#JL00FR0c7+u z;_mGmIr_ASo2q1JWc?YV`v_(f*FaXOSF(R;D&+&fHzbz$ZwP-H?=NTRe z#?=i!kNscZnwi*g@CIA3-OXzNk-y?Z>Q7q9l6XFvVPc@2BFffXXkn%pcs@r(#QIkij;hQ3?iP{5c3VRmkKLfbM&}`hnaxd$lJ~w z9UTlgT3Uf#_^v0GP9j8-hVe5^{Hsfo%veY_kK&Gdfv!HEu#`{`ev)X=xXEV8n5i-p zrSmw)Q2&P!bX|fV$LJTNHI-KkX65LH;_duP)eIrvk`2fMO*+>eM zr#j2SUkXBpG;_>BF?TG7{2(lLv}fzcq|5hAtB4Vyz>ia$UBbYS*%- zlWlMgx7a^>X}#KXg#5fi<@oc`DN3HzeODtDHD$=Ma;@QBTjDsXeX0j=fgKH@Gvwn_ zmQXr}(S6khxh&e}nfsG)9O*nw3u8-l%7~7Imks;rxJ`&=)G$ z`(^nW_iE-Rc)tLlPx|wRlISmO0JqB;o2!FN+K3u+<6P4dR90p)mN1^B?J2K+#Q{}t zSt)5@@G81FgYmT0=Q7s%*A=*5;^OAfF` zY9QUSC??K2d$nK&tnEYJ@svHmTr%XgiDs6j#xi^xTN7Se3mZARYQ17JW;rJ1xe--~ z?C+z_8LMMpeQ&QV?~Ts#cKC9zIEeRzT9Dq-k1$MAUH!1``&3dV(}cxhbdHi^cX6UV zHl*_xa8(AD_^mX0204QxuMBKkO2DbU%0JivgUrFz0-|j4&bMc}$>ue$#xc^Oqpn%4 zdY5P*;wP5SSxpcakrjx6%EK$C;Ben;-^$-oOCXJ(1Wx%30T z=EsG=g8RMLxMuu&Ccg5)# z9$YbCHWS1w-k5w}Fh^bT3ew+V^w!4HC~_TdLg>$K*4;aPpK*4M6lI!#R8!j^x;09m z-)V}BdR6%A_jF9STSBarA>MIc)S$=~AYYXAiKt`rtxSam*PTFQ=ok~;28rvSH>pC$ zznpPjJ3kpFM|`GB)D}~Q+=9gJW{420hpu_BwH*gr>s46%yXz+7(v_`~YE!B8MJ*9W zA^W##sS)BiJgO2d#`6gzBP1qbEQSLZT;K$QdeY*!5uH{I`5&oIPG1l+%5?%>z#Q#d za^HSx3@j$fV-#}QSlW8TQDfA@69sDvzzM`s=xHA6lS%?j_B546mT5B^_7Cx#{&E!} zt7e7~fmEo~_s*~?%7myU8ry8A(6A38=tgemy4^0t#f6ztv0Fa?YMo(CyJGUEgH`Tv zu(E@W4@sbWqJ$qz&rwq5Gh;-X< zVnjmBrArGh`)U+$bsG=Fh#!g)?$@>zXf=5<{3&7Shx6&bAL$0-<^_-f#mEqJVeB{_ zIirq^jrX2jTy6G}@74^iP_+3?*#LRop+TBYUS196ZIeCh0(#e@!3SV|Z$i1Nsge1M zOvan>h!m~TJs;UuBH&^M-Fcr*#tAF`r-CtI0ezr#jfoyj1c7B=L4i$nfp2K42Xj3M z*nn%lY47Nlc4*}sf0-(CoImNhEbCt8-*688j`8X4gp1dzrEQv#j;$vKOW$A^VyLJg ztPH#X`7iG0IGVs9KUg$L6AsU7L|+oJOf3(rGIN^W*w=zL;EB!{`z`Ltp3t_Lmpt1} z9X!zJxZjawGTY!z@kL;LhEYJC`y?%;YLEr1lIcAejg1M(Ag3Fw{}<^9(aQly`SzxN zYn7MN$}#<=E*fJb-jL$diMA~ z*zAj6Zuf3l3DlR>M>I@09>^R^Eu?@I)A6S?u|G|n*xpqA z#?|R$<<_OGOWx*p>+2RzKY|4><|3~z+I+`in;YNtdllhJ)D(Fx z!g+L5G`O`SaA+>5t@m@Wl*kJk6l&_}1z(KqAIeRctR_0ynCdB8)ySMOuu zmKF3G=UI|#c^CKqzpOrdd~&f-V>yNpnck7MrnkEutDb;1dI6@MsHkK}lRKIFJEQ%% z_&+2^kxU*_cR= zFkN{4n*^tpsFvuh9V)*9M~ej&gGMi8v#ejL^cm3^-}HM-NpQo1swKNPkF#-h=Y2_p zQS)K<=A-_^2W-STHf_JbiBNt3&_4h%d|N+Mn$Ej8Um3o?)bu~!xo+-Fs7`!s{h24s zR2g%N-Z71uH9RNCW#)(%p0hE<0E_>37ElJaon@!1qpH+DoteaK)-%V(-NFSBZg!d%IkNY*4I;oUqe>bQTtbR|5bHW7gobGH*5L|)k!T1 zipIf`K2AALBqD7a#+UCF)WeWdzO=-4>!r0?YkO_Sz;r+Kv~D_5+^4Ed7mY7w_9MlG z27EW6t_dc!XOG4iU%X~<>=E(TCsp%hfsW*3m(6^=c>&d^CHB<8%LKU>l<9jAed{-f ztGk;#i}6lR$K?}IQ4YK0eooD~03)!+L)Ou$tqru~yZ8kDrp6MuV33*W+G^c5-+wW2 z`ujlN#`+#j0B70#0Z!GMM2^AF5%2^XlC^ifYal7>rbFQ2wda_Xbwoi>Hxa+zI8rbw zg^9l4<+@hC_N3NkXqtB2qKN5ZkEYa8C#uo{dVvWN9h1E@`H?EwRd&vFo(5tdclSM% zJnu0(t{lA7TTxS$kh-$e(CeE3&(q#OTcUV}XT)^!MMxN?W)G9OEtp>+si8zI;O55P zlWj^9smq$^G0g1L`l{QUNH6@kNSyK4*POhZ{lyHia5vYJ7Hm#W$-ZhOaQ!#vImY^q zvo;w{W=>o^m|`Fsj)hUUOhfs76)HCJ`tTL|y$!o?1m_rlEu8h^orUrTfN6IzQPM%t zC9gaLc9ByuGdvipZ+q)cJ^dfXZc;T|7jORas?odm{qD#RGKzY{_S|l(n8k>EbbsO=pUT5xtFqFHU$5%`Xm#Do2{QTn3)wI*eT@^vRj(~cbxXt1)o2{P zi%LzlOg}qw|6sQ6sKwS8k)n*hYd_K7|A*DD00CI>a#w+gg)~VqoA`$31Cy0<**v@}xdh zFe#ooXh6wfbomdd7{I{A_X(lbP3FyZ3%-Pl#8Ys1-+3F{!6WO3^V7oCr+|2M9Tjin zbu+(0#vJ5Gn_)EDS@#>wK=g5G=T_2XLsMn-!8|0najqnPlN11$kX$y0RJ_nBgi1NZ zSp);r86>@sYU{(O;$~1DvXwIXbf|y~e{wT^iVW?x{P0>qI7#p^(s(VsGqI>B;->$f11t16L>d@Ne()lHk8n*HSId%5Rx_cv5)Uo#NkCb5@G{sN+|| zvhp@&v)}_ey2xvk)^w5r;PK{ncUtoKHVgJHs1%Ur1QJtTELDfVv=n~K#GyLGCGFn! zpe%ctWrsh+1EHFp=c+~dzMD>l>UpJ?wBGeV>3x(`XBMmVya0W?c3hQ0(=?inV#_fC zHtwO~2o1Zl6Ye0*pvw27Ok=t0_8SKI!3Ue@{1b=P8AjNh{oOhGgN^6MHQ}Jl{o|fG zu(cKI&^Bl<3Xn1wa5E03Ny;ia&z6;RQgpbH@2!_h2e>yY54)<^ZCcfO#`rg3RRx$M zs;`GCOUO~}9jL@)xb022Youf2i07=0Oq6Svdnfm*1CxKTsGg15uQaD_oR~Kh!k1NJ zv3?tC`JuG?Cg>cG@*VRM4fk zS3~_Ky7|dM%F38;a|o$9HYrCeb#27@Z}PDyC@-aLAt+hx3m+?OPh`eEjw~|s6^s9i zm&QsAnlEcM7}Gw4L(paHg>Hkbbxy%Z-O7HXui2PagHpmw!H-~Wa$x(Nn|EN<$eQsl z*eb_`BsygrIcA{VO{CigZ7elqi7L|?fAs2=!;6<5wR*%t5~^I~B>v!5GRDY6rFQp1 zSAwglHYu5}J`=`ZOTKtmN zE02uh*re-EkR^e>-{kCptOmbLoX|=nYz2t96g}q=Lz+UN zkURAp%zPUh7GckeJ3RzAY6&MOq$Vm{ySaRSOY1S|2*Cyj8QM*w7br>QBX@RsYz= z{=XG7@~<*w+L~o{S^6#9`>{Oj$s2*-H^1?#_n-r0PzU6Yym)}#^VO(;aoWmC!@xrP zE5}$6ahVErBNd2GU8})mwUQ)=bI64!Z=?j8vAKNS+g3vt0ro}LM6ZN?Y%aDt&eZX< z7Py~N{=AK8hMCPYWd^f0voHztMs80_puShsTsDa$VWI$sHX`dz8zG= zyOSkZ2*hvXHCYsw?87%dpCSm{@pgDDXG7*lVpMs%rloba)zFGhi=lRC9V?(ewEt8D zqiUd!9H5N3n2qN~jSfC#jHxB3a6qL$scs2$nfZdg>dn!B8Zpp>0GJ!U!EsbQrd_xH z^oER|v(^Ov%r;Y8x30Nyd?f_lh5E-=)|*39WtD>}bGkZw`gV8oTG3Bn>uMgJ^1@C}c0}}<5aBN`b0fDq zpTe;mW2nFhp43GdEkB6*P)FLg3mB&t#J}HTjZI>d2>|M^?h<9tHocp~ZqYjlRn$_n z-eSpF!Qh)^SKr&c`*(BUT~HmDwJ>ag6qoY2?1hzk?5abkMzy&YtC4UBr%Q&Hs2>fo zGd`=Ugoaq%M9Px<4LVu-8B|k!HkNwIZ=^d+VPK)2z7-X&XOj-1oYAbMj~bFZ#BWB) z@mHT&T;IwQRb1Y_55JhOYT&HHus5F-04-NI3=JeRn z`=$@P?jkYu!+=9xsj4Y6p}`%6@^nAau9B5R%|SOm$Fw%1JiVNfeA~(2nWp7vv9h~9 z&6FlEwl%Kmf>AQ57|kiCcU0I5>v-F0=jSg2mPoC3-p2%ES-B=6Q3;!@GN6gQbwe7^ zaI1HE;babxns?po$ngDG{f|Xn(DuZ3AekXH+05V62$$BGsy~nj} z%fY#x5z6FbtFMg^0m(a$SMBf!aE`}7pYWIB2cWsmPn*;Tfmd3=Z)>$az;ANU7w)Wi zz2&Gdtc+1>RX@k1W`|JithD6vhfax7`|>djUr8%k-cr2A9xLrdopf)n5G6Y!EoW4q;7)R*F2zFN^z!w{E=Y*aoVIe_}3X=mI$n zd0(d0Dcafx0Ch`-yM~&xxr}uxW3-QPZ0f;`e=(~Y)ABmdug==G;n055NzrYLxrW+9 z*oVBI3P%VuJVuodS8k!;AVIB+eg2F7iMK`w;}?PalH=Hl^4NsZ1Z1Xdqb|0*EJH_i zsw>G>f-}k)d~hD`mYI z7V6)d6STYU+pQDh z8=>LtXTk^O^PdM_(pqn~W<(zwB!#tFk^u(jLp$5pReJ*P2hOn47zZ(eF;bdU%(CQM zWpvDw`b2_p*94lWcIRj;s)wbIakZM#8gPFNi{ zXWhyh*Ilyjn@eih@Der27ZmDwu3#dL6iM`DTuaPWL!{l{GnU-=OXzRO)>Xo$C3SmS{5jJW?0)VcJ~a$d|@uJfB% zTs@I*5YObWn2mKQ+8ethIK(VVW_v0?k2y@Is8|pEmCklG;|reMiVgSG9H49gOQ_h# z$N!KzY4ybVLM){(%F2hKzmJy^qEo5}ADd)YE4;K}jxKuo$}93*J^6l;t=iZcLOZGk zoXH0X3i8!#_3Z^ke>0qh(2?6ZVl+KKgX9c>cQ5+R8G}EJi8oZpQ>;1OZ>$`0!ejnm zbl_L{y#FJkd8ulpP*|j^>dHesmlut|bd_F$T&aexc(8gH0Y4}IL}t_Zmf@w_f)D`H z%v^O6p?^4jk@`sTnT-v!6#Dmp8G{o+dU!`6wy7EWdQ?^dOwxn1^~=Cl7JqoXfQtv0 zbbbWYYJl~3zVE)anb5p6`T(5+xqS`s@BvF;m+d^HE=LA+rIq{MTE@i2m`;tPMC%gs z*=zA}L$%hzSst=0i8uCpKdaV~WnkArPfK401-xLe?iZDJ#LX35K(lqP_dedIfj{~i zO&%4YV0@Quq+?I30gm=5o;Hrg2Z)H=W?<6G0 z(vit~WyQ8=Sy_`t;o!3jtC}qbo++r4K60Bj1K2NpqE=4|HgE2LRGCqiA`G+z@I{%ls69aO4q%a zt(=SP>Slh28@D2m%kJ$zRnAqxXe^{uwL@!k9_HYrRriv93Cy*o;r}0|-ZCnV=ZW{; z1P$))?(Q1goy8p%cXtc!1b4T^9hLyWo#5^kJV0>E<@dk$Ip^6o`)1CWo|>NS`gT=) zs&vDpA*M=U())y70&f7igoQd<=^KVtN4NrV#?U}SBc{WtJ=M_Anq0?u^B5_9DE2v$ z>KxTVG`E}47H~J&`vA0%p{>Z$R2!(%AuaCS`Jy>Wld5-Cs^lBFBABb}wABNi@7Z@ZeXH>Rfl0OO}G zCLgDkUw_zvubb=9SkY*sw1bKLOy5dgc(zIfrKcwbr{9in@y)4c^U$j3L#j2Ot5fxB z@E}Qw1Zs)*D}(a-WM{&z{BqG;r6(~QIC$Y)!P%3JBszv%+aluI-yJTcX}lya6~1tB zJ19+LrR5%J?M2|r!S0fJ_7|{|VK;vt$_&?BPY{`z#hE6XY>TA-RNjlusTa*1mB)FJ z-fQ{h-geer{syyZ6Q~v|=rP~qVx~lrVWuom4PaSTX{p5zy*>%534a9l88a=HwTdUw zhAs-~oUHFUIb5GkzhJmezgW%DuB}<1r5+-GjsDR`Ajk>f$eSOc@7T^PdvXN?ruN(k z(M&YQ_<$sArHD^-kynY4Pc(J;bzznAWcWtc@7DeS?CcH$M!il&3)GP-oU|XM9ct40 zaqyy&5=RoHsJaR1a9nwWL!KBc>&?gg-;mk_h_d?C)}Snz%atA#&+JCK9N1YoIa{A} zBNpmH2Tm%CoYi_glFC(t)Us>8q^Q@4D}U`{#*1c?W*qq<8YZce1yc!=y(ngTsOK8f zT;#y%wAgmi#Y_V#oy-zQ{Cn17Hl53LLD|GrLAf6>IQ-Z5BdzSZ9t8#25_ zC7a#MuM##ZtBR+H(I=!U*C&+`mFfdOg`Dj18+2r$Z5l74)pquay1ZVxud-p-wg4|e zN7-XID6j5v>|j0XguQ~As{rRb?sqwMqsK1s{;6NIG)w5$Q=PK)KE~o9^eQ$E zdbZ^dY(}Pp=4!lAYo+QM^dBIi=t7pV!gr+ygFf;n$vGSxOXj9w8C&gus zQ8<@F7ms9ETT74H_K#LepKDTj77$D(U_ifns;#tQCg{$tMhyBGiBd8GOQTN@9L$X( z0>j&C9H`7o*N$)chlF)%gyxOD?EJhz`nK1QWVRRIG7(sJtT6xPG(SOQ!Lz!YoQE!Q zabQ-=VaYU^!)c2BMEv8gz(vcSMY&opX9-TkeLFczF;B%~{oRiwsrsAJztY`X^DjQB zE14jh%JsV99B|yqJSRPryf&5nQ8w)QV#q>EbWTmu4=osjqQp_ANZcgsI8#Y69_bXR zu_pHV)6iUFfoq_M^koC7=9m%6`9O=HqQY(<&Zd{5F_YYZrE-w)visijW?qVNC-E#( z4Zmzr0{?3*J|SP%9h3#A^l!j;2XVB`62VoG;bvB>-N!F5uO<7d2etQs`d5=sH)zc0 zs;YsH9Id#XZ}1A-n7hbT&r37cB}F&N!I?ysciM zX6S`RHg4V$HA!|3TEk5lN(|3{FI_Y=K{CRu3^tx`%b@mUE5p8q6Ej-#7xzt`%jh0mDT`J1#%2k^dU!#V z1d_#pVWcR}eauDxf_LBQ{&5M{PHWlbtn~CC()2dsh36~lZB|=peDq-+Nr!*qQ4HkBU^-D3UaSN-%)Ur%x-nXn1lX+P{=UnBZ8*-nt8Ky5SORv-F zDauCL3}qP7t`S2_^iE4z>iN&N&^@0vGxK%&`5A@1=sy!&k2;EU0Fe8J96!F4ukiS7jB??;)iIAM`_#+!7g6}qA^lDA{C5Gx7aDQ#W;5kdha6<>BNMY__IMYE=~-5v~~|Xwsun- zJE)F(g%Va&&_#HPIAe9-*tdp($83?&9C?+&Iz!pbeBD^1gCUu;BrKv(X@oO8)<_$_b@$F`Sk>!ZOx-zRO*;pBm@jB#gmlWgokz?=QHl z{GJVlaR+J+PdrkiFB#1yzEgeV z-`$JuqwWNum;VEhix>O@$OYo#?)3*vD_rwF#>D>Bcvti~5FJu_%$Os+jz_>2eGPgG zdeDCrT`#|N8maiGa*;;=C~El(1Av2qhlPjxkDv7)D+?MO1`UIp9TpRdj6zJ!CAo-_ zL)rHi z5o=HySJ{?`rMG-GXperAF}|6Hq~@{ZAD|NI5$yQAsl2@rmT)8Xh4qO6B~`+Z+%a_K z6Yo9cyfmD*nLvQk>)UBUo4_%QqyaXqVsZRop6)7VX@i2~^DxwI>qx7*dmBUNIw0;b zKFvviq9kty2eVAmJ(SN{*RXtd%jh3qOd_7c7RrdQp=WC-(tK*L^5(q5!Ucx((Q_pgyBL>Ip+6B82Hwe0;8dvBBkI6Ez~aoW3(!4GXyA_*!^bMTRYI%S8v1xo{?hnX(Mv|sAhp=eDNxzqw6$x54b#bk?W)m3M`bl^nL!C^x6NKJ}$`l))*9@N>gQu+NJoa%KP- zYPTtAeXq|)-f}wU^TUPJ1`hV~%R|8fzq`Ni{3ylK8nKh@_l_y$NAQ^2C36sqBZQf7 ze;}fl14#OM-ZLh$S1Afy{0GQ*KMdYS+r2n7n)vQ>tLdV`31TPIZ5P#1On=nhzx7l3 zA$X&SmlGr{CsyIdx9M(<1w!gp$O&v{2@<)R1BfcNKWMn}18|bGa$F0fpc0DvE;YnH z@%nudPtR6m>AO@{*T~zN2^>;WQlRoZvL^ElSBlvk=EWo8YA>h?OzL;{tZrLweecoa z?f_aqOqp32>=j_kQ>uL&-U^b`ry@qsDg*Oqr!>qKFgqlm`b45vdeEWU7P$RH3F*rV zEdszwJa?<=W;%wNZNc$I6WH9A#F1m=;!B;E+fT=*et4Ode=8 z2LDz~;VRuK7rU7+ATOJDNrav^F;eb|LE6>jC2Df_4xwsyRZvivTx$ctR*98hg8V|+ zfq`t9gWisRfT@3gU6bTlj@0R8{|>u<0BkXN2Akgkjyo{j$4%A^UL2}2<0t{KpUO-8 zVJ^I0rSeSgu_ecSpmuXlTw0@dd_QJZD3;_2sPt?!6q+U zPJ+rBM8Y>$?VLp7(qR#+{U@06mU2(#pcWO>`!;2a7-)x6k(|oaDwCssZTmCxTn0V6 zCcwf^g%n2Q6AQ5n*CK%mPW$`7sUdRmbcvfvN-xtR|D0BvXo?rYWXj-N9hz3Bc0^VW zB_!?5?v4dBBDpFib#P!w_FaoY=lFpA+AK?@E^9uq`0K;=jqyg%(LcadgLS1JWt1q3 z-nCQ1J0e^y7uzo;%jt&pZr~m^Ujl|jrH~M6h#|>2+tBj%;j0#@RdH2iB36uE76IP< zdSaOyq+;l(v_A*m+D{=@$mnMfMg>x7WsIK2s9ksDtcu_?BUN&{T36dcVyCKtEkos- zgi7bYUvZikl&%xI_C77Xg5ok2`5S+PJ^h8iZJH zfufrGu1eDq;Q@;?j)ie7Y7 zlAt?L$m-5(7j@dnoAsp`T5u|VI3(i8oV~~VD;mFuLJCXzC6onWpdm()edx-kJW0dU zFUl}vXQgfcZ&eOIdZ^5JmPZE4LQhVQs3e%rpuE4Y>ANtk1(P9UZjq@J8R0oJfo7OT z%yw&4@eCT}ZGsH-dw@|Jd>K$3<@1?QT*B85Fr6Np&h6>9AcXQN%y?@4HbI7L#~<{j z{xXBuORcri{`|yC!596spfT0IJzC?(!3TI3T83)kxGaS%RYjOZ%Ki)M)gWleo19&T z`jPh)sN60LSpu5AqK zw()zZ3u(_VTbb{i9mRV->ZDAuj)kE|ho34;LKy^Y3DT&!K91Xg>O=DOd%g1Fn06+W zFjd<$XW{GeF<%KG7f3gT#jlJWxwWWNp|Q+qX-P^+-1xt~v(o1OO;07r=BiAny=k2% z@9b0_RCGD{a_Kf*oM7-k=~$dYXQEV%tUj?sxN6M!51=l8=#s0Cr99f@J~nztim~r_ zY}=Z|qnDDjFK7q@Dy&_6$+vxK4Ii?G3cJq@{W7_bi|BLdT2q_+brnnX>#AcbT5Bqi z&~hZRmgJ^=n-;{}o?}%wW0yPJ!=e_Ng0)dyQom#T$(S-r`Eu3JzB_Mbfd>)X+4=QT z+TT?j+PT2-^Lj0<>Csq=1F7Ch$l@K@rUA{@57ZR0*7WInEU;6%=gIJMD@8v}XbayH zIr?8iIm4{2>Pp5c*HeQQKG*nRu>>!8^^Th^_B+E&-@55-E(&w+@ntP-y^M5iZ81aF z+6{i>v}Ga2>gw8IAvq{2OQgEHNl&L-TsmM_8|!4tNM%-?w6X}N?B{-y~$cy zT21Sn{g58z@l~j-Hth+JhaYpI8=7AmLMUr_=b>|}uF*b3b=82eBv}hWv1(|{sL%Mo zn(SH&`%=UGl1?<%#6qH=hp_wkGY3rF6H(jv>IYE3x0YPzxBrj=_lc4-!#lXKhY-wr zoa52Bi@lh(xT>qejL@gg5g|jKKAN)iU3z5vd(kgt5o)48Q5y`t=?kc}TK@o+CGRt2 zJgc@+gUtGlb*;V>u8TyP2Lz-5qaSH9* zT<1X`5VM4ty0&bf?KiZ}mMGnQkl6w{xuK!1q3r}{ya{|O#b+P9D(C_FviQZ;n%SFN zz*%}!mar@4;=*yFy-^BC_+#n7zSK**E45Yfe9%BEr>+wGCE+@)3hJOfX?$X$6i85RPb*P?sa{EJ{QSn*rurx$ z^LQ69@;mcrZrk|jv19IM1`F-)o|^C07{H@I+MGl;-mOW%vx@o+IRo5?PvDr8q6Yar|hCvP@Is-3q`-v#*P3g8aR74FY zO-<=#$@bbO@NZZh30u%lhP2aSVPHD0co_=d;?g1dX$^K#>tbC?F*<^t<;1uLR8I_- zIt(#Y#x-4`y?CGgb4(j*zBXg(sGREDQ!1f-OD&>!gI>!`4N;BwV%EpUrpKf;zE266 z-%RU^?*wAp)qMqf`;O4CL32VDYFeHtc*NE;jAA8{ZJfT;-5LA_^?cm;rIptWUfIT$ z2yETb2zyzR=*(;st7C-g94o671U|HZG}l$&??G%b~*B);e&{9?zZq#EqR@d9kwG^c#YisjwyCeVY z)VkHa(-YGohf8YpErD!;pNOW#NCfi(esQ@Hm0v{!R-IIj5oH(j-&_WLC^*Rv1qc1< z^9NNK4hH%Q%>Pqx=+GGCFldeRdazOUf+tTmRKH z6}80o;{WNl&;RMSg%-hCAI#&TJvJr613)|i3pG+>j|pn0aSV|-KKo`$=?qt++wNpa z>2Q+fs}_-0rrwk!lYi#TibdiCWNac9QAO3T#*vc5Kqal@l!@s0F@!uGtm;D7#37u^ zwe=4WIyUOaByEK<@kaLTC0sC0lG@%^`R*||2ndG}<6jR#=Iz~S4MQ{Z% ze|0d%@>XRLiGF%a>o+XwL=S=lp}y9y_SVzh8gM>+lqxzca(%Y0Bbo88ML+tp=;Gzx z5$$|4{{+)_aC*%%c2<4E_-$x8?K+Vs4YND0i;y`|uKI4(qzOlIHt`PA^4LQ5w6{j& zE*9MhDeoN;^tl7a!llE!v#aAl1Jyd)N0{j!;2A;YZ0CX`;U56=xyJZl`n~$zdfwu_ z06b+nlrIbS;Uu#)7TsIp;}-q{{0iol!ns!i)C}L=SU3&7+r>znufmE3zlKgfur=;K z75u1L=iy53(eUF+%=lhFe+`l&QKQbecw$|>I=Ul0Y}$kQ>mm^M#{{*{EJG}Xl5{H{ zbwe9=+L0)X&j_pv;zi|~+;x`^-;-|LpHAHB@cQd?`e(F``gQra{nkM6Y2?o9w1dqh zZBOKx*qH0JnF%G4V&WY51>m` zY%IxEBages36yIxMs*Y2B2E4WfQinX4}F#2iZ;OH?)Y=u5#Wl8OZt)$w5$AQltHhS zLwvFB0p6N+3+mF4q^jkJzd{aC%%%9VpTv+5lu=dl5Tl&=5bu?tx4TCx0;D%4!rv#a zECFWhDbu-2Vq^V@b_@!C@juBVk(S6gK%U3VAG64v#mAQJlmxE;?-gD6^xQ z#dl~xpkvQ#N$hlA5gC0+GKaHF?8Irglp%9~8pS5^9p50PlbplUuP`YG<;m3o^paaf z{9^_SN@^>bv&H`bEdBu|{{hOJ%guS9I929?4C*a! zw5&#Z`%6}SSYS-?z2A%1qxv3OcSq*m{5#`H1L_J+9>sz@|6d?hxD-SjUCWZSp6e^) z=1Z0#W)YdRlF{N{QXK~{g~;b6rVN$ZG&w63t((E>p%lEw8m5a-Wh9b;yzhu_AGNle z?`i$}gZE})&+5d_b@-_+6j>Ksr`QiQabwNiF8EyM#<@U4@eiG;o%C^ ziP+!k_1HZSRCDl8X=pqQGq-sVj}713lckO$B*mtM?@wL>_sH(VA3z#SjsqkXaMI)Bj*ZpS=y{_Sz&N#UHsh{s0Vs%y&j2NtH<^Fe8S- z1q z4S!iuYrv8Gli@`5*CQQ$rbXp>$r7%3oT^(VhE>rO_0y0%QinXyVA+N2ap!#J~3jTyu)k?}r zbl89Ov>ngPDj7s%x5**oYFY>Keyvz2rzvuTEXN23$aDvb?Tp&LnusFZ7dJ|#-+;c% zv)hmx{To4w1F6&{UoZ)wwp{blkca+mtJhd1wqM=rkBo^lu$~(CCI)N&Cq10BiZlj2 z6|x`6+NZ66T3du!I>s`)N?ffB)mrP0G$Uk$H|%Popr3W_RX*h7i#K(qD943p2q&0+ zEF0NB7K2cGDP(wsYjHIBjPL`A=RWb!1^+#kSxpi}@9PFYTj2Ffx#IR_o?L9e;s zMYkR?TW#AvNrY}f)p>QN8IHhT5OOQsfV2V9POIQYx-|JtE~iPxQk96OxxZ3=_Lj=o zD0W>G9kDXF}LnHhbfTGu}sO?c>&j5e1jqz4XakK)lR#( zHQPS8WsVMESd>d6)r*GR`bKPx*fx-D|59wz{D6nFG;itfWsQ|AXQ<>a0@E?*T-8~y zVsa(C)4~N#bTi(Db))FByC4fG{ernrA{iQhmfx14GZnXqL#%3Zq0xPc7RLBl?XNOc z!mjDT5WJV>c@r(F$mwu|u4lX-Ck2*LTKOzi%dF~=9DJ#T|NFJtFao;P*!&3I+~zoE z_m%>V1LkL~`WP6PRb0L515^g!FGeqV7_!~-yK6~3k<%%f3tXDt3Z=YbGT)8w{n@=^8Xr`6IMv#QIP4T9z4s(`kBPMnfRUoJ|2wp+MzykKOKxCMU3NEP8bhDzQ=Yh~-aaeAAGiG724#aayHxEHd%kU(nmI)3ycVqf zrTBpeE7F6FK3VuJT?GHdrbM=Arx)3ENiX;613`k-z;?NK{_C=d8s&i?_|tk36bVa) zjO;4Tb1_a@aS9zzI+NIMjg+s1D7w(MCxTu~))MWmNKj34)oI?J7eaar({8-LlM|w= zjj(AXT#1el)zMYLQZM-Pu19*aW(6Nyn@tOO<0c3rQScy9t*!R-6NzUeqwcCO&k6DD zwnt>t$%AkT{yc$RS$~2|G+`s+>i%eVOByR`TJ(%?_p;nzQ7rie3=U_=Ludt==C23$ z3ZeE*`aiTy_Vt#1ewsbjmU5?AX_P;f*jXJ*$>bbv>j4gA-IA+@3&6Qu?S8_RCa^GL?bw zOljJ$%dQ$C--lnJ$wbv3Y$RdKJ@fYtm0gP*Q<+F1Y*>0L=PW!Y&gxRfTZ7P*+3V!lUjChot%8{2Rg67Qz8Pv{W&@ zr*^=i_r)h`hAZs6KQdy%5RCvFMrfBXY=&!fh*s2JBiqF_%1449ERJO=8vQ~F0|`XAdgx7sA4NcQngZHg*&*rZKu z2H@V!l@IwUwBTdlGUsT?deV7}Q{;!_QTjl$L48E2VBlckQ2`(QTmB1Lp+k{FW3Xd> z#H(P?I80rz$SB1_l8e|l)m!)2M2-P7Kd{bgIsIk$XH78X<2v{XghpE7;q@3utAX@= z??u(6_|XIN)yff;5yHVCA1xdZua!~nkadpCu5QnGB6hF|bE1FmGiMh4=93oup5#?@F`Cj}j%q@Ey%H&!Z7C7g%s zWJOYZGk70hqWwv`IH2l)q#(xZ1}*nTY{;}>gJIEJrKNs|PjrD>%Yh_efc+@vo5310 zG@cHU2zhZCFJ@L92Fi(XOhZtm?Ff5168H+RLv6~aeSFTi^~_8?T{`Tuj?(PMpxMR->;6JD2H&a`#vb_Z(3_r1NnD_cr23BEhP8ELXNUv{fgVxLTQ# zh8jN`zDS-FF~l!=y)wIC;f2fJ>NeCSud%4|5iS}$Qz6Z(2lcZ$Dhu4a#cbpqotr*Ea@~o;&dM9(4bw7L9+%v-&Vu|mH;vp>l(rOQWMh&5E|h9Py3UZAqFcAMm=ikmMhJiN_2s2WBCYj~lg1=-s>8FqXVKa6-UR*Uyh zI$WSXHk^!sm-~;v3pRV$Pt%j7dSI+bHm6_M+jtx0GlOGL2mMi{ zX>V~oFn{N=F8TH4eKGWPKxAmP2lXY1c)XkzF0NMGQA!}ZsUfji?Uzr57vC6T$%(0p zN96@iR+|%Z{`d)UtM)>mp6l-{T3}p-Quwq7EdcOc3nNd9Kf#V=8J^rkh~XcgqAIIn zHsqP1jLck60YnmWV!%V47A}6qBSyTeV@z45V{c@ju#O;@4)?+>x{6rrn&Qbvide!( z`i}dY&QivZP=3@jZ4-*_Nn2XIw4Zh-hY(xxo9H1Z6P)REeA4(~3&W4055D0F=l=t| zY6gDz-_|v__lX@PZ&};cK#?lR5s>M%hF62-^F|;ezEl3tLiHa_w$O|ICY2?xS8=F= zCOD*xGDQZDz#OOy*@B9gf*Wp4JCE}7is4T$OQO${=G#}cC5j}AE>|!nId2Mve;`A< zznjCXK5A%BfbRbDEB^p-0cWG^%?FnpBZ(R#od_-Y%Z>eFuwpW$0s>JEmVX42&KKT> zh*V_St)lJx$Ty3d_6SkRq^1+}P`k|y-_)FXCQ!9c=FEE#sq8d+x0QV%GJpTPXd(VZ zdcl=`6unde;-LPuD-r$B-0~-+2th$cQ2q7Kz6rD_$5m2sZd#LqR#C)Y<(JOd2#%=A zEuxW7OZ>|<(=-41Un^?lCPB>_Z%Nq(^ghytt8q_2ZFf)N#7+LZ9G{X*L{g%vpeh1j zRa*&hwE-2j+@laN0@YIJ$4AnpF=ld-3}-g>!1BH5)_V3Ip!Y~$LT;P*)szUP%lu))Tv8w=^?2zz5C!wag^3*%L_iOg|!bvj)5wIpf8G$nK9jM zx}U9azHBdW`GwJT_#UZ1L=NX}e;-{NpG>@`-UxeH>JU)gY~C}t%T)ec)GpUouUl*8 z;BVp>>gr18$;9wvp&Z5`#WqTrIOX+aAhClAIsOpnG($hDl%^-CAXKiW!!yO3!^@Sz zSsAkCdAEAo{_lqxP=>$k7$nmPSH{c2%75d`nwYRGeg3H#t63qk;-xLCM(e#4wANsp zX|)0oD7pRg58z73`x(qcdbBJZ6#JewCxZ2Um+(4~{sB4vw5$Clta;_p$8|ct^^K&6 ze(_|!X1T%AE?mPb_gueOv-mZuCn-D<%xy{CYx?zp3H9DKs0mjR{nqfIQs*N^*t^i^ zWF9LEilT3sW~jC5SgrHnRWiAgWO!p4Pg63GaP2IO`ytqs&YfKLQHAdDekgG!dLPr* zy}?fEB6ZGlV---O`CR5BxcQ?I*>p4Dv+R9%yc-g_*gt@o&EI$XD(0p!m#qpBOVW?H z!AuRGNReOAq%Y)a&>LXs1DN&UkkuvjOSaD@`aKuSD%U?U|Fl%AlUvr*ad!^$C8-{8 z!PD*li8SORq9zQo50_(2uv(leGgO-6PnofQRNg#@2+0p=QMMZi{|vm-#|*3bUdfE? z4mHwk+UOnmyYk8nFE&*C*#0X?s}||UgxRX`@N^Hv(_C5b3`oj~*Mj?)&}g2lU!)ry zvsQ=^aU+WRlv7*>^vIBBz<>tx=hoTeH>YQ9SrvvL-{E)A1k6)w$W`@wKG^%Uv@OZf z2|hGjUd2J)1GXf_lN5FtwsUpboJNbZxKdD9dT~uNQEQFVcWm_kvw47az}x>dc|60y z+P$Dwhb(=*((I$J)B5Zdhzy=k`qu!sS4QN=u6`zWmUN-pqGqYPp8^oJLkuP80*f$q zK)nX$r=LVpMMRNuicqL&d{u&i-l zxOrw!6jygKr%Xcih-C3`8~^!%l^ze$qxMGQma|nqkN0c2>!G%Mab0dI+ev6iK7i3k zaPqBEb9fJ|CAuVFYJo_DTgr~5&zY8{AilcyEQ1M*TntbbFAM9xO{YmgEaXm$`oy(x zVxX}x&rH)?qrE?A@&SC??#2P0z>GnE6kbqp!6@eWo1OyjuW#X%fT&qS6)Uv4&UNDE>s*OtD>fo}APy~fHJ z4x~AXPGi8mhbD)xL|^wO%%deo8(BQhf0rlE^ZgVRIZ$S4J`;+Xe6XbJEpchJR@zNy z8Z$0C16_I=H_BePN#}GFt`RfGl=qp;>iz`eXw}P_5d-rwvdi^%H1o5EWqxmzeE1n( z^E{oH3tV5l;@2S?K+4_+2`hO36#==?J$end-teMojYqwCOPRY%Slc^SUVgQsT z{O_R{EjHoQ+(xa5*_Z2$Vi-UOi{V{|p6~F&P0R5_Ri(n?EddV2W*$8J-7_p6ThWsiJ;Fo4g*?H1V}#{)(i0aw!a*SA)1~{$2-RBc z(9U6R`k(vqnG^Yz4TFuHdD=hv_B;kWM8^-$Tc4~d=9%0&anNwT-*)3sId*Av{j6s^ zetz`Spo)LMf5E-pAU)}NtBOBiXenrgZnu=1A7t*V+@PklDQLaat-Ng&NH{o3F9|!* z)8`FwR3;wn1rW-hvbXvy4`fdYfKnzbgM7^e)Pm=ILVyu^IU&anY?^)wWk(Z_m#DX! z?+cUCBCT-qZUe%E(JyIwhQwO2JY<$@7~EHgk4OJquvjpooq!bZPPgM+2V&U4kkTb^ z2C}DJ^J#08&ON|(&O@yf=zr4sMlfO_D1#nkqEtV}7bm#(0Q!_b^%iRvF%da%RrxOR z$+B$jcI#5v^pg*qyvFLnjyIndJt?&YXnoxE@ndW3Ht}v9;)T;0^py9jMFMccI#8FK z7&@8SU>*^A$X7KE&KD`CH48jQs+|xK>&zI)m#CCBI9W~`5Lc^&NF$F|>6K|UdkNA) zP7%ggck(n~8Pe@kVJE%nSq8Ywvh`orOT$CUbn8uTz^?O7Iv!>Kw6$A9-JX?#xEkZf zpti;E_kVzkG`YuYpm8g|^dw9$QVB416X}D}E;%*}vJS?TH36%c>xKtvp;vX{>V!() zp|{!`eu;b@d8^8dQxd304g5+U!uby%eq7!ZZpod3loLlLI9_=uTfes~peNw_&;6Z8i{Tne2Uy3uF}hV3hmG!Fz!Z5a*eL zp3?c=l|;L>hheQ&8hV)q!F)^2WHlSBK1?LS4ND8i+#<}PFzVl0D*Ly6%MDgMw7Y+A zle+e~8(g-u2=M=SKNim+fYKxT)aPDD&=pbph2jbw!{qE)epqdos7 zoQ6br!hL%hlb@71^L`gvJBM2O8YxwFV+-UEuex@F1B&js{)QgnX{_D{-v)+B64Yhp zzBjCV2TfZDo*`nbG0#?`&l4(EIOOM)WLTXeh=%t*XT4;|E%`MI6q)Dxd^cz;$kBYo zxnnzIO7ig!>7OfRz(qcv4koCIBV5(3F}d|%zNA|!iQzM_!5vt3?13hiDWxM|5m1i& zS%*MSgA;Y5UPvya9MxQkAAVz7n-1G!tmNRF8ZRH%VA|WslTTAODk#0U2evRb7%yQw zd9Fi5(+{h0uJxJFU^!=`X_?rt$40XJ+~8upohO7X1Y$~E*Kn=HNi;rzo=Updw-I{4 z|MH8Zl3HU><9xx|`-&0!o%EvBG-&XxsY;|4Zed-JZu}$HP&xJ_uBhQ3;E#uU9+R-V z;_9*w|L+rQeO&b(yck7Rc20|dH}j8$NlK5klH@gM8}(7gYo>nzj%AX4*0s(4cs$Ly z*;m=QJ(9Y8Ku{v>LZIP>zMF11MC;o(1D}?whkAyeJI1J8*|OswoFGq(Zpw(^Ilw~U z{x#8}EvUqLIAdNY7xRqtw;kUrz!1%O#kLh+1wFsW{L46%-L=sBi^_J ziU$rZz+KaYyRwb3$zZ@a9*L7*%9IH6IasfEtRG%oX~pjEIWu^3IKl0m%=t0+CwLwCP84mnNVYY}noQ|udA)g; zt;BA7_Rl%J)NA1fX*YY$3G;$))T~fL=(A4@8aqZNH6+UUH*1<<~t7+%5YUD?%Pd|(z2v8)#2L7K%I zF9cxUt;1~HUN2O+#M4l}Bjv<#L_Ri&1;e_KY^_>Ch761X)|aglSor);KN$)%!S=L% zC`yzM{s==skuMH9#@C|uHG`%dGhC$^6Xv5BHQtcSEIC z2Begc)}WX{sKEx*IYd-lh)9azmGTL4?2pX(i>q@4ua`9qBikjF&Nn6!wnz ztlE`Lnt&}~Ltd4e52@#0&~4t!aTxl#z10wuEoyth`f<#;P#s_!)PjS{WHq_bTv{tY z`VY`(RylKm6s8^M*2VmbC`2>slq-Ri*Y8~ z$uR-NIJ~i=jpX8h(ZmIg{!iMY6w~Ch1Ehx|^SWtFz1aqSVbf}0FYgd4WUp1c@Q0fu z9Dx#V1b7{{$$FmKz*dB*_nR+9ofY8$mCO(UG5c)mfX!tR?4S5nBZUZaDi$O=Aqk040@FKUT z2R`s(qT8Hq&XEuYvDUNwZM<>_7YH($$0|$`uMZwDy;ce^XfRqD%0(49l=&1jV3zyr zQ`%U}vgcF3=e<4S^pcJ@Qxau4AoSasU?j-Z0VRDv(=ErLRz!qcLCLG2nEw5)8LN%Y z)~_$uz$bMBha!Udmt8I>9^GxPoy~jy?SmuHsa6)!zlV3KGIc@#hq9LwdGZ5U{b=1m z`R^V&(@jj|ag6q3`CNs<*pWoQPk(po;OYG?8Os<<8qM;lQ`cAQ zk1)4)KGs=2ArlWRcf28ST4kq!i{XG>e-)3Qj?!X=oT8C-|g^l`(&X#~4w^9;!# zb)N2WSEbr-g`0_W%LTb_6OWRM{8K*)mQznN9TWOE3INZ#iQTw8RCgQ9xtbmo?ux98 zUSbRN$~m#dhK0F3L*M=Z4m-T&2Thu{E!}N)fC7(-(`#QsF?DW~cn|zjI)zoS;FHVU2W;o7li{xoj z9Q*T3t%_HlRX=-z7h0A2@T|4{5sLL90+4|0SOum_h8;-XmM36Z7Z;|;94_wwxQ|sX zg55dhU$oR)LdNEdA`~d=y72nkY%ktS?g?BvPNmbXPy6Vi`^Bq+>7xAESV#QEWIwr` zeMoxW-yYml_zjq%c#34(Rx@*&@0uYY7aY5Ck&gu?NvS37hEH3+|+9nCA=wg%p(k zlE90-4pydp=k%`RApRL{dnXZjNI$LWPqeX^ui|2uN=haVVv-7{b#(g~DaiEQ2i(`qN;u*%mHAjNGlvC#UpUF4Ep&g1>DnaX`i)1R(iFh_ zyS*D$gOhH#j-z>zX#N_@X3;1?cj4o;dgs8R1GQT)ELDQ6Le-Cajb}jE3Wd za~3{>eRkw5U>2LCMJz+Go$~li?U)#xj7W|1>)B6<{uzB5~{GoQquL z!NpX>=AH8|=cuSjz(m?mZHxe_ZUfP?=o^A^y7^n7qr&C(cr;HsKewJ)TO95q@;e$S z7(pU$5`k<1nljiCo@B-rv|wsoE0pjq=L&M|3EHqtOB$>16lJtpF0;vI%?n(?#Oa?* z(1PUL{jOew??o5Wq6T+X@YMzwqxZ)IS{0?OdcC`{pT<<>7i~+YmJTH{eIer>T1%Pf zZ7JDM!Y2!Kf6_Z5GulQry1A8??sb#<6yUK3aZ-=ae+;1L+OiQ|J}^9HPvX(=4l!+b_BWEm{}mOkmq;}}p$gvVdg#Jy!(EP+;@+B8Ke z{%92{W6^BGAzyJfOn`Vf6K^C?NCV~sqQQ>EpkP2Pn`p~S1_zbputwfG_~P5a?7w+B z^-yieFcqzesRvEjScTu(bP-x%D-*g^_tASK%N<`*B0jVta;@{y&OD0_XU8?c(b{%+ zcJ$Q4MyG`fwAu1l;r{JZF9$I=mS?TJ`vX8U1j~gqX!{N9LPw09k*tcpT^+nrwRl2s z2_8>6Z`n-s{yzYvKw7^P{69s}sZE63=D&&=^1Y7b&zMy_rQMjBvLcl^q}KdY)OJy) z$NmuX(k~F1Qw33ssOmtxH2}&&yL@4Kd?WqfsHh81cu}_aqG>;9d%_z|(e6;@hf}H| zITX&6=*sPG^FeBBG1PW-c(q!aReFC#!_JV^On3DVskW7JDLLRdrs5Nt%&ufNd%UJ` zB*drb=(oXETh0Mqp!Qu^u6Mz1Fa`6G;HA|G>MwEnLAYEcDt-ZOfVx8yLv{G0HAgQ5>NMD2K#{ayO#-Oe z01jq)tI2V1+GT(q6(>`m;@5i7W$7D~mE_m~HDm`Lq7M~HtNkO3w}?0KDbA!uOAQwG zQax8s1Yy!=wGgtr4K(N8w(YHzt^&h}{{W#=sZtyq%ic2n{wioW&>hCgwj&Vi?yBPH z21*ZpH)cMGO{m9bV}*+Jj762`iRLvzofEmnb?VCP-u_5p`cA7(M@uOQBgB*{;;NkD zUApK1Ev+Euw@GM~S)A|Z?-?1Rtaz#hCrMPm)>A9s+ygUYthcKbE^$6=D13WSpMhSv z@lgUtHJSnpV;)?12C1ikdw#u?;xRO7d{^OE%C$bI%7@@PPp;xu;J7L@yV}4!*H)#j znrNzG@m`IOo%)s~JIPq#Mcc*v`;)0P&ergoS^L>V!}UzVQ>SeJZh;rksg>0yX8M;9 zsxu>VwEALvQKsty%=SXdvf19}{`(Zwan1B+{`jozbDMq9I;Mv-SZXx(BZsS$Hl&FB zzxoHgRl!vzn2)7m77~+c5Z6>0o0{6Ho>JU}wH>k?#{_EQD{H{MAqqGLwcuDmm_fLj zyZmyk+(kp<3QOKm*kT_|-SOiYXmU33^h6w zo1ef+tl?Ei`);QVLsJY2a0Uc zuG^}(N~3z4qs|EGRA8`mYF}KI_pI2OxO_bD)ch8FZYr&5;LX;rMbWg099}bhswmK7 zKC5HoY>OOGb}8a14A&ch8h8L+Chj(r;f%=8;Q;bO6H5~;Z)>?1zNve;K~BTc+GmKT z`6~re7EhI9DQ0w=#|53#c!mUoxBjJ-aS#p z7F1|(JP2Dx(r#{Xez|*~D>=^gEy_Oftn9u4Z`E=3t0vW|H{B)=B}wGFHgqxc8|dnG z!1Z0!-8<}^R-J};HnOi+?u?3Q)XoPbw8G(QRohbzhA^Axvp1mepQ{Q>!QkqTL~3TK^##hH#y3iC_5>)?rh ztt%~N4=6Pqob%*}(PVloJ(8onN)oN|45r;&VH%XX4Pgincf5EfQ*mSIyhEB*Of$Vh zW8AlO?m?7#Hxb&+naqa!&~0o(DO&M$wPiY$Dsy|jQtjQzL zQUv>5_a5v`kH>!E8r`gs*vFg-$x+Y6V zdD0MOBA&vN{bQ;2AO;lT9nPzz2LAvC;m3nk(zirmp8jrZp;CuK;Tqw@QVT_Jw_~eP ztmS3A)o`p_MZCCXJbLHM!t{MiJ~7Xx-SXBl zGaYp+71Ov(D_qL7_7vGu)n~Jc*^Y;!R;5kQ);P&2$EGn)q#kqmJ7C1~Jo}c$g(g#? z-2+$TjW4Q?R#wapYKDkTql%;|2Yb=P`bSm_%F^dpAogk&VXqLOWh*O`)AxD#yppsY zISTv}qH%S8ts;garCm=3I5ERBk*|D4B>w<8P-);eEmXM-g6XEHhjm#&Tctymt6r&( zHvL-sg?^E$B(!Cw-=y=PRdKk=n@ZJPna)2WPYH#jYE`OowWEnt@ioILbc5__Yn1W` zP-Tg`thNkrk=k1(`(uI)Z&a+#(}HlRcJf89xHoC$rfhXXdS_0ns47OjXW>0Q@9t6m z0F)|biODh>=zvh<5NOHQ>Yw{jP(s*%Nma&+N z`w=)!kj3HW)iCf8@?M;x;lMtT2<%&hu0JBIeXH=EgvCeFV>6Fr4<`uf7=Dkz z)U4ykTi&wO=!)*|rZbO%$@~?Ip876Tv9fJK^Yufj5h@pO^CQhYS6+?FEmnI~yvv1S)uNEMyv;nzb!eTv zb_}=Vh@|Y7f;s@?Rh#a zn`@r((2HA}^mRugT;gw{b3=E@JKfwDf)!a!+uf)L;i{OZ)9A_j7E&OD9LH#~y441~ zcI&z=>m^F@^CTXur>fp<)@o)JT7%5LnQp83_futDzL?5hVpCkg%2g)$Y=7>l*ca+4uGQIU;pXNHzj6YjZr&-mH%LD4wu27vTgd}3 z@!B4At96ER`55!=rKa|)c6$C3EVN(Qn6}gD0J*(&b1I@Z9A?91GK>kZ`uVrqm&vXv;7D&>-gMeAtx;A3MkS3_7a;?<@Gl zKhj@37VdZWHAto#<8qAFaPUsd>7HuH#}1)9R8NA9WoWY!8{)40q2x4KC`B>(DE6Hw z5lPB%4h`;Cmo3V0yCcuC-fHZH*+QJ=3Nu0ERFz=k>|3mozG0uFyDU=YG#i-Ro=2N60_n4(fmgMw`j0<1z-Zd%SYO`o9zoTH-~pts2NhA`P;!~ZQ8So6%JNc zYMO8MDdM*(RQHu8wLlcrsOR@Qt^4~s&F z(qR7T^i?VksK1N3{qAx*3@baJDRoHvk)qyu*RBIlBn-+LWUXO#zmRCAo5Ghjcq{N* zI-^zSAhBAb53z3}B2i+Nmi?EtX(FmkN%3newYRFots z7f?Q5xTuAin9LNEDT6EK!0=j@`&IPjuImNOL@i-VSgGpD<(0$Qq%QR(Y@X=i7U>IV zS^og~oluw@mf8!c{6gL1)d~uQdxt4#vV+%eGqSxU%JpZGiCV5|0a~ow4+WW~#b3<7 z$jeVu!m^h&ZD|_?B?mFuE$psuCFy9#frYtI%{}H;dQ}?!>UDOYJt$`83^GCJ&fqpIp>Upn4qRiZASB=SIIaD^@|_N%o> z1{4P{%;OC6QT#n)#ZC`P3Rvv)OtjS$LZ zWvuMO+zL(Hw@@&qp$h83t97fg z7yPD?#RJtLPgZWLuF{s79K7Af!iTr3Nmf@<3cDKRy+|n$)tCW1)YF2!AuB0FvK$wr zra3LxE5U0DOcX<1l%q>&xGn8aTt|X5x#+m4D@D5V?^0@fP^n6@iUt1w1rFe&DQo$K z=^7s2q!h5q;HA!19Z@$>!PPE9uFC75R_Rb$rz*eX*F ztDk3G#CNXJy3b1Ei0UC0IP0g18`4d?gr@pI;R&Si2#Aoiw^sO-86~Rig=VWYL%>>$t9jO0AMZj!uv#FtfOxFTDa8*nJvgY&VSMMoMOROX zy_C{$D@A*FtyeXo)psa!db=acvWI9?!p!DMej^J&wzF;^>Vu03aVIx-HO@uQVHzv3 zM#!khti^DwRGO>!!CUo-_NyrBknXAKu?fM?(~`(^QWfmGL3Wm?#;Aj1&2NdOR_lTV z39`yo){&O+3&jsGHmQ_0joG~V!EI=rwLi(#Wz4%}WvQy+D>Ww)IW6HT4VAjAuhl1l z6fkbw9jC&|;wQOT!>SKaJQgkDnfc#lh(-B;pGo{ig=VGhR{;2^dvbdewg~P-f>p^v z3d^1sY&l(}T?XY=E(l66Q?n~V@|K*g(D#HMA1iw594w-Ggsi~IkmYw0w@y>;S!x`> zEUxXh;)YwV6k$i1*+IUl1&++lA!c+^sq}&_?K9~GXxT~lkSFy(Gy6k0+7WO3C(c;f|DEs1q!6hVVM$&Q~` zDYD*$mTsl1d@B`}qd{p}<@=YStPg^ZC~vh$drIsB3wSw)-WFyM;oP#hxyO3+Mmvi1 zqc3{1y0u#MS!Jlz^J;16gI{I21!Qm{>PMRjdZwL5RcTXCamy`AWOu@r&6dX&d>n(R zRV!s$Gk54#-vLu)Q|Rz3E+&(Q;1mdc051ewC-uqJ;M-?Gxk2SHxd)GCdm$^r*7M5E|4sdBrW+}HE zR_cMGnbl1@9~GEaKHHB>9;BTe*px$Z3 z=$z=x9aY*X0lo)SY~JCJK35 zzf8^0i*r{{rNS1>ddLH+u)4_mu&mVL4yp<+rE&C1iqzn#r3-&WX4|N_?f`eJm`3OP zrJTHwoYxByo7vY@a3{E-HY7@f8uJJ2Rw!>Ec(`|>u+h|i?d{OY0XJ9fBR%AG?*HNP0Zf5 zh%uEeIFn>JeTlF3e1VgqhFwgcTk%uXuT_=$wOVydl;>1%Yg@%^XxWo#`%|%99bTR( zfP~JSzX%-?8 zW`XXATPh8bwzW5^d;-2H&2Q0a->0;_vzdhBS_(0@m3K#cXs+iU2MeLv zzLHRDgikVo6+Me7YrJ6=)OWFF6+Me%L~lFRTk{9)U8cD5afEX<+?Q*VL#`BM{_;Bp z2GgDTjus0(Ca&0<5ui@;3e7ZUbhyD%*HC%->Aq1QlwLxHJTCofAaVe-}=O*Xde@tEaO&p=1z82|=dQ$p=j3 z);KLAyp#wa^S8xMeXN=sJ}8+83HT>sXy`aB`Gj${iz#Syr&xqo&{yz}Of|bN=GgxL zwPnH5Z8rELE+%-C9U}SyvOGkKiB~%4fuwHBfz3j?vWH4N>KOgrAqNgCvF$2I&F1qS zb-JZebF?-n6T_;#GGG=S3sK;piSR>M@P&xE?1S+Mkv3rBr0b!&%5Usbw7B@GZ&OEi zR<=f^UX*Q0Tqzl9EvJNOZzh>i`bDGN3QN1z@d9jkpys+V^5mQ|4pK&_OF$yTC^sBd z>X8O}`m(%8<0@zj*lOB-N#voncO>BIg_PNM82ByBGb+~{U%meTh}D0=+&mSWBf&Ju zhkKJ<9ZZv@yf6ss$R+CKFUgW|smr%V(59lpd{h0a+r*|ECaI#@3b zGYTFF?wu95A|lI3KWYvKQ^jkiH2f?5Z99s77Mm>I-9y<3VDPZ|TysXUBXi%qJtf~jBY*TX)myqhR5YVbqd#qZr zo&iMK)>FI$-@#qyH`0w(Q@jb48@4u{4`i&{-49u(7`RRi~H)br43jPonKuVG@eiy!bBVC>*HLCAZ>21B_ni0>bF#q&_FP zLE<$d2BufF+>itegF>>88AKq$+2z3vsUigK*;HjZd0X6zTfIEW&K^Xq zP4&tJ)!n=_L8mrmrW|d-J%PniWeO~!+HA{_slmGCLC(iq88>jZmNQO}Ab81|`e#>@NAq#1D31mFySnrDKQEi1|KoI5WXwR%TqXR7c! zO8Rq+7U^`y6`8Hqgz4>4*tp^}D^r_WjY7?kfyQ+Tb83w9;#B0f11JJDDfHfBI0a@N zvIMqs@lD?wyzH!WD#GX9wvVJiDb#9L$oA>ri<$xYCR6r}7S(nD>dC|khQ#USN0OJ;c)MJyO4cYsb7iYvc0Rzurk)3ToA+bmAD6kq6VEn z?V+*mQcc#=DJSglLv(6%;EP*$)qW86GI<$agHWqi;1rir!!x^i%5%ByI+CV7S5CMg zc0$Qnjd1W&k~|UIUY3x*9w@s5S2yI8Mnk*oQCf?jaaS;`RF^KuB4rkUa~lXvey-&j zE6vtyJy%;$bqnXLvYNf>Hm!RI-fMz$a{f@fA&_q{t-;?49dBZt>9or3<`$#(pz24t zZ*lI`9Govy!s2s?|VUlC=42^<6;{)w^}R)tyC3 zLEb9ZM*Ekg!U|9NZL%i~UPlJI_o&5Dc<Y=d z4IyTw8C~#HsOy>0)n@3gQKQw=m`uOn9p+g<BadRZ7n#+eZ>g90aY{IZkV>p%){nT?l*)yxLzbSu$#8F+F{a3Y32lVCfTuC-U| zu~+ja`RRoAD*M|3Ly?-hDYj|H^D z(T7f1m7F-Ch@fS|)llJXAcc0f+@)KBnKoNmeXcRZY|68uSJDeMaSJszHLac@4E2bn z(J%+d+vOyz;H=K}t}Y$Q00=eCLaj!PlRhX@Xx$nk3i|U~<9)nV=~-UHT*L2M?2h$d zw`Fe1{{WSgJ?FtqXE~@%Fi$vJtP6FZdlsv*0a6FWX=O>fC=EA+R(8HVXjdE;DN=~Z861+)ok$e!)*ldKgg^)?ufW(R#7o1 zxy=*JMqctzYek1wa_p*z{1@}X>@Y#j!Su3>f=QkpyR9W?CRBMv|W|iS}810X*F2F^m$6& zq~&V9^&54(=|F74>^I!BYTdV0nyo4;Qud=v(++F(m9)Z3htcATYEvw5;6mKqWZk7? z#5ZMA#S+XzYF|~pjYXB>7o$EY_YB zkX&>Uvr~qS zt$MdyyJ20yT$R}>SSPt|%X^mjAowp#FACQy)7{R z0Bj=4m{L3(sJYC%Ug>8|_wu+!le0H7bqvr%SdTMo>DbAsa-StD1*1}6U>J=8$qYh}%Z&7c# zY}x>iGRppDzGptUQ%c0zRMnTipA;+CXrH6W29g7t$r%ysTt|YjY_X2}J z$wqGCn#Qz9;+ty7qr=JF)joS$Q;pAQj`vIw>0;tcd)0t zvSUv5w0$Dk;%pXdR8)7sAQ@=UXjHj!R-by^-CM6JOUm8~3l{3Vm5BKbPz69zrz*7d zTy@*bveta*`3v=5sKg@B;5*R-%7T1WM#T56l|f_KGb=NrcXXjzp|g7`@>G4QW2)5W z#YZ0HcCO0Ps_N~PxH7HMPl_3uuDeQn&D8}@R;uAkR6Hpc9arPaqL6ybbzNAkZlJB; zq$vzj)qg&IL%XX^t981hPbH8+Gi8#iJ*#z2kf(|+9j7a;=R(|ZD#V3%8C%~aV6L?4 zBoiuGFrui1XAZ3t2CX`*gspnCQUc=(epQOs-uW6QFAiOv$@8<+?; zUXmLV&xC&T;tyw85ej7ZWiq6{gy>Prz`?TI2!}CTd>73Cvj!9!N}f;<9adLTN`_rr z^<7x2tvuLAs>t<1v0bYnb(W{SXuT7PhqhMrm55p_v1K7>v@1obhn}fzmHhF&5kCsw6I20T0alZzcEdfp^{g6Q82jqmstd8NwSU#zw_Yl!a;GSo+lh^uNOusFDl z51C?v^9BoEv+fRy+Iz(`=b31Y_Zedy#R#LQQRJ0kOSwT4-5z6IerCbGvl7p&0&;Bi zpLi54s^`pmNb?ll5DkX}5D252Uga{JpsswtwC|ac1LhOb{co9jmBstOU~$wy6Y_qO z+H@I1)a3&z;i7+A`kK30W_byB<)MRBJ6Zit>T2Z$ zni@PYXrfv7kFT{Qo=3T&lXf83#U6^RaL86xm@a9>!%9P5`!f{7VKv5O%PXa zeZS~s$U}6ppc*||l}e?Um*|KBlfuBWNmHmD6>fuP!zqprI#fi zu!q_?J!hR;t~E#H}rQS_DBzc8~*^} z*+Ul(<|UArn0krR5W%YY+yk3FNV#p4{CocZY-+H-w9uDY{e+UNy!k)YKn$z+KlKN2 z!}M&6wm|WZ;Gs3OD(>taS@7Ss9cpm!&KSFa%^&c7@fz3|omA`AA})7bt}ORg{jXR< zwtS&xGehMi_kN$t=RcX!e=E58#QQ1s-_Oy%((miq38Gp%La*H_Mkh9hwDn6YRUe(8uT+}F5Y4@npN1tX9!;A;j77ru1e;(p=aEn9?I#9ou zb{gLTz`roP?s>Ftwf!bP%jzo&vNoEJU+{dQBmm05-g9Khd_F1+CCisCW>AlV+_Y*w zCLTorm(p z_Mm5C$J~i4>HwlO?Fs4E@CDmvjr}hZRmK9BT%eTfqY`^TiO6{(Dq{r&7g76zb`SAi zLbC22`Tfq3iK{P|OU4uJr`vx&On*zc%lfeee@(M!CWu&y1XvbNAs7Py&@4vawpG_O z5q#(EI5M&DkNFXO{XG(*nxGkJDm(NiYo604PGJZr5-fA;G?XXUn3&UP(94fK!(!hp zHgRS17E1ciKhx?}h`5g!abZgT04z|ngxQ<`8ztgepwW_Lxcv?1-6jcy?2A`5@hW{n z@1_=13xncnBTeN!Puy{qWkw?WeJ&mhdiVAZr=v!A>vA4u)xz{(F2?NJZ?!6XOcDsz z*JYg3m|r^8Z^7H*dM)W#{^HaQUuXK0Q*Vi6a1&QFb8fbXV~C7UN9KM$fr?5t_bR)- zXDj+Jtj#w)7C=7LXDh%#0@{qG>nH`ryVd?_7H9N8fc5;b3Xqy2!L3c*eTA3{mFx^~ zLt9D*;2`Y)-Oxega<3AbBY;F@K7kdEA|u*}2a$|;=g7bhFQre#7eMLd%-&l)%8kGp zJTiEPLkF_urO}(XqtJ+qg(J+Y!>6pAhfo5r#R2>%hQ||0b4*VN?+--Gb$Me@9eA|UlQY8kazDd;hcL|13gYGi8Qc62qk zWeBips~g4?_nE3Wg9xsHu@_Lzpl~_?!~+%@dF;5^UCM<*K4XxH&<-WhD%nQr*wHIl z`mw9FU@m1OIz`Mokw*tWIEf*Pe5-YAXr7#>{pR90>OEP0<7A2QX@zBbGd{_xUQ2SI zkXGa3NGuuva7s;f`*)Jad#_LXL<3Uz#;=yxhR$Q2@hvm+6?UKRnVwSAhP&?#b)Vle zA!VU0ZD@IO3p8f^p-X!%uZfpY$z%~(>9Y$G3q7(HdPSUDKy-_k1Teu1xGl=u078gM z$P!g(uDI?s=Hj@hI8=f+DOf~eDqnbIY59yEfUktf7aWPS{ysY9OK^Or6JG{2r$Zzm zO62oHZw!3+cP&gi;s?$vB6_iy5rT)JQCnhx3-N5H;9{-$I2HuJ=QBTTixgFpeWoc3 z7Gk=5oy%#KHU+fh?l0nIyDNW*#^n%o2Vt%pS$V&c2SV8@YDglp_M&DNr~IdHXT#EENlC%-vnVP;qB-B7(|N@-c`H zV8x$}m+U|t@-aTP{vlsHudulwtxQ@V+~VctxtaN%vjY~L#sOrwdl-i*LF{{RB}3{V!8N11qFUc&y%GbZOyRbbHK;ywn(?a6$@ zWf0cX{jl`4euAYYAiKZtGNgIQ#Xk>}2}m-4Xn^`86R>lun6C=f>;ux9_9HR1g56AR zUvmD1zoB8NMC7$vCUmoe-mm6eV{R0v1R$N1Y6+M*JWqBDxlf#Bk*%pTFv|e=LI)#R zmJAl{tDjkeo(lER=4UD2Ki@v^%_S~ZQFvj>N~-maUCs0vq861ZrK6LTmGNJzdL1&x zNbqwF2Jv#q^~(YY^fDh|l=xsQqQFk)PIenYv1Hl!f|d?!GxRE7l~yg8xN!t@LWIcn zQXrrl4q!CGtws3;YT=DD)(1%uD_!$y;qc?qSUu>f@cRAWBT%)d$?q3=3?37nHht$+ z-4XEeKsFz1v-u@D)_14-)KAEWYws_g)ykVg5HEEL)3r;sp@QSK783m`VE|Y7GBW}v z{{Ui!9tIDC;s~m#adpiLO5@D_4w07FI|P6Ng^& zMl`TacDJ(Sy#n9jAirq)Nf1_hMOLNEIhH-{7J9_am(ez*06wsmPT>`*>FVZl9Xaad z6yCVcrI!>H869;g0Cc=L@u*z7NU$f^!72n$4>aVSFjlZ%1gEG8gunaDQ`U%j5g50h z1)oN~`a3OPGQ=;L$M=P`YsatB+SHC$s=XkM?KT4F#Pc))xn)ZgH<+_8 z2Y=!?USR0E2ogY(dadY>ydW6~CFK0K0en(WL9o*&%yDj8lFa$j>oyW^q4@(Vxt26J z8pH5_#bQ$#WvzQDzZFtW#xFi z{{Rr+Zw*;EIxpmhW7^yg*nZIqWP#C0l}kAKHQc-AFPNoDW@PT@;I-yiFd^wUd&W63hy`Qdp&-?mE2~rnoeqzZ+{LIxvwsW~(vrwl4wiA*%*pJK+o}**u!7P-* zm$$!3djQ2OIAD;omkF;zg;J2c^A&2sids|0ycF8(UdYQb?)QK^dv`8}3a;;tA%dYR z4hiuxFY2aFy(lyG2eiU#KUy{+ASO!147p75ss|zTGGMxew0kGarEo{CFVE3Km3E~8 za4;}iSghr2eLX*~Hp9jlj^=%Ncj_Rvd)&YnWbK5H|kkA)xcw=xvM?nD^eB;9=!dgVt$5$+lfl;JTG!~*G|XG%Mmm^F^QIK z%GYdEBIegouXfmI%Ss**{=iNYA>7@YywG+Yz9B2SZ9E)3Q08Cv&9@3p@yq`JlJml4 zm#?#P8BnbI9(5~@pCKAOxY^#avmrLZjP)7iq7E65 zYlL(X&TFGlRC1l;S5a~|I2FQXO(}ZaV zpLpmzp4`CHd{p?6Cc4KF2rk_ioKU6)Uf4TtvS@?s+rRl97kftta5$@^ZIi+#PUGPI zgAF*E-Y>LF@Kt~5caw60R~IW;G-!zFj9%i9=V4{dj~6kR^r!WB&jk`Y`E&-r)`*X&r{V2ZPcrw=ZjB zz@`F_*UJ#Wx;%T!s4dIQU+J9{WGmshL&OlN;hz2$%CQ{a{ouv?Kq|NvkI5QtJ>>9K zq8acQx5F{244~o!=K!Dh&ITOHuEF^kQq4oRtTar!X20ac%}2XrAgms=B4h%TzxgZ` zk;{98X$8334ade1uqAUYtNg>l9#sdo7(A?qO9g1AH{2~?n5nze51!C-_PDfG56T5G zTs)vXAy>EPI;ny|MrB7!LetytG36FpM8t?`IE`cvb%c&y%+Sullt;dv(vcRHc3*tK z%d)OPR~Ot;Z&P+|tc!Q#!G91A2F$y`!Qv0Oz&`5Vq`T-1LB@sha!cL?>oHf^w?1Bw zzcpM1)wlrL9#a%mZO?z?*mUi2?Gzl{1@$&c7uSmqMrI#43OV-A+8eB#U%a^m#g^R6 zM_8dh5ZMQ!kBOT5l0FcYv*;IlYNZs!6t=Ybz|1%v;{cBW(ZeiI{2{OAWySu{l>h*E zlqm?oCmM=Gu~@Yg#O*Ik*tvbB%-n71DyR-64Krm}Lr}FL z)U;x8rerN=scN&3fK`4K3k}R~d3?GlrAs{CaUGCzak8HLL~W2Mv&`H# z)Dm6}oWgZyq$Sd}ZKzT*g%|^gXs&Ha<7+yMfKk`%dRGrps?w6I#9y0;Lx^gQ7nAse zP?75&saHnGp6GHoriQG-=wUModZzFv8}@|jEe8zwt`c>jReVh9RZ$<9*uc07q+hHA z_zzY80J52wxw_-%7;Vf5#38)%0l79Kl088ZtB2RAhDzK%$nKShpDtq2C}wy=(FnqA zwjOn4xPj@S1jV~`C|-^UY!lurSd@_p3n!u_4X{B5g&-+^>R_ZCKnvxXLz`N*;n_h4 zf~5{p*_m<_)R+{Uau1{c-OxBe7XBagFCC5Flt;&;*V!vxgIIp>UN|S4=ZJbCi%|MN zD^$KSi}lpKN*EpT#2hl}=M26L%X@Vex^M6Q06ry=U=3z+sADeOVp^{FC8+E!>zjIS zGdWzgz-p?v?jp{C{{UXTuoYExH~x>z&-vEv{Ho*s041~a%16mL1aWTOSxuQOlrO!8 zE;YOwWpx++GH{S`y7qo(HC@Ikr3Mwv z%$dO+)1RoQ@XtuKY zBd)tK8k2g&Q=r1sxM@9zBSfs<`!ciU`8t(hYJ?X^v?k@oaw#PJ(`!e0z8Gx>D&nF+s*roRTYrt7;@Gi1u4`x^o2`s5I1&j zA8Dq_t9!G{74a7uZsrkBQwht7vu7FOi1!6mZ2th#e99~0fpA`yYiOTc*;XIyR7n*h zX>VAlGDedJyaP`7KLyNRkMzn7XQq(j)nOG@c`t-sWDZMw9ee0N7oENhT@A{vJIF`V9W&H?l9z(<`Bkv=>ElJbx zhNX(S2+9yO%x*Q&4ayEwz3)Mm&hH1oe_LmXcW~$Ni1v{6;MDWgG$8F0h zJjYGnM`5lH%&si*w+)4u`TOh5pfoV|8mN@h=h zJHXlZ_qed_Y=j=yN<+js{6P~~6kiwvBoF|`Wg3QPif+G-BHn_qKF~F`oEH~JdCBPN zT}JS7dHldyKrfea;iS`-+^w@l3LQ)^jozZzsJ%pcPcT0(UjAcwpe2*oZasW{@4UED z#fvUT<0`)!40nt#!dR%m_(@Gizb6m5nD6R9HMw{RmzY?T92R`fKsfOGC0Nnx>fmx>SYy1FdPakSwHKLx zOOg2!{YbJ)-9C|4mz?7(ySabt&JFMFOXe-rRNX5*9Aau8D2P3Ev9DQeA*Ap7sefyR z*sBO@J-`??qRitSlK%j^!LMSt{Xj8kQkRmJdR*KWS7^BDR0ujzE4?+=ZYE}!*=?_m zrZMc|Q>VX%S_kHFfs})-RN>Xb#MGt~#G#oEkM#)s*e!Ls3Hikj*zpzW6d0l3 z_Yk3|C@)bcWuSeIn6lsw)xzdj(yFo$6RktfKd4jYRZE60i%hlXLr9N`QLX+snDUob z`>_+zJfgi?nc6g`s5dzQ%j_m!v@k7@b15O9 zDz1L;fkA|+R|-(H@6XU?Bft3&uXtDxaXbZ0TSctn#3fp=AbfAae=1_NP5GF7IJuN} zMV^n05Dj+p7~6`JrQX5f8)bUlaYVJKCgj~Y{={OXtu2zhf?Hmp!T5vR z-Yb-(<1-uGjwb;i8`HjtOiMOv^nsO)RY_<4Me=>nva$yg7Yc`5WPuesnaY;&Etf70 z$GiF}Rf>S-h`ENP3zdwCZ?SPrJ|V6$aM30e8SN~I>yoVi&3i8ev!r^)iL=)mw8GL3FC1ExrZK0CmuS5<)(k> zfAP$^RAQFoGAW3e1iT_QTXO;o+rGmPk$0r~#p(rR>)vKX<=OU_O*|38vFR3N4)GVD zgUdmzv2+G&@$m{W6NPxEmK#eh+6g>$!XOqhzO2lx#Vr;|`fpbeixCA&g#(3OP@!bQ zJ<7+~7baiyhcsk@TBfvQ+}CS2O;hb(s~TduuIqDBPIL1EV~xt1MNOZR$B` z^zI~;VV)HLKir1fvt^Gbn3FaJ6l(?}x{GlAK*vKZK6MU{9>WnLoul12V&*Dt<@i2; z>Rw7}!hX?O^NT)e9(P95^#+ai#60q*e+m^$c;xH=ubD)uW;SLCaib-sNrZ7IT&c&> z!VU`YiEuf93&+z$xSe8RCX)JPnU^lxq8=ao29cb+51KC4yAKBhwcW)IVvHAaaP|5t zW>Jf;Y!H$Tt6vBl^C*OOUnh8!lBSw{A{ZE|g5+6##8xZBEHluZH9ia~a3e|aw2RM} z2-gw0d4ZapDKyHisa(t8BT$v@51}bT>3(A6^6?|ls0ap)SOg$0jshw4C5b^D-1G!ra zBCnW#^=I6Qe(`gY5c<-@3pO&o2{ZLS`m~LNc9eX}PeYSWT?yKa`K6{LdQd-7#6+zC z$WN7ivtuJOIgPHHgudI3%;;T1`mD~rO{{X5KiwshtiL za-rTUl^%BVxq?_!YF)6p{Yp|E9^-^+);$?o0KGs$zy04sERjwNg>#gsMc6Y4lbLER zSVLDge6r1x=|;ff@hbdFeNt%*dQ2p;VX~5YWL9mQjQd16hqR=bIsFk@Y&Ev~%(z_I zaKlt)4VY zN>prRrO@&BfMKl!@CUvkfL8Xc0i0i$WmQ~j)%uEDhmC@_`QxeYq4WKSmtVXnGs-xJ zW>XIWC~|_EPhWg`!Ti}^KN9*;X<>)~LgC-cEsSSzD9Yj>&s!KVrP!ppiakp(EzD)C zT#ADlU~B2dN(3z(M{sSJHkY)Xk%Lf!U$(%hJT)>-Ze~3>g5!?jh^R@6y>h}UiiB{N zVo}ua{R0(h1B^2vq}-wRpZM858dsWJAm*5B7>OgO4b8M7_V4>WJl7b&VQSQc%xRZyccT_rPsU?Z8{-9w8K5ybz2R-v~A;y`hA(sYq{^@jKyM zU`*-y6m)&!HF15FcPM>^YB^o}M606Vo3!II?x7l!d&~{Qx+8bo+!X#N8XMFhu`zBL&Hxx9so9H9TKX(PxOs(IA+_WG0FHj1v0O|) z_~H{2PBY#CBzIZWKQe@`RzND(dmy|xVS?4nqTzLM)7)CGjJ1IZIJd+$`fjwn4`y@L zgPNZUt{bmPB`PfV4et&#KUB!YAUzpjfI7bd`sxusJL`T@1;LN zC9O&dm9&S)=WGFPp>HaYl^Tf4jJTW;`^q*=-{vcW(lk%89M;LcUqsZ?A89Z}{-w9nZ>Qg*M65+B0nk#~UdcbxbkRpg~(#B608I&~c zWntiDvJ2Ltr_z8DVc-JgZZFJ8mFN}2;4F9 z}nFF#iC=RMNbdf*XEOEMFpYhmYM2 zqh3n;&4qH*jV<`VIr*rJJtJ|K+4h-u5ui5W5H=UqiYu`#h*F-B;ePC{LI-VAA*t~)B~)j!P+}TK2!kXm>1=cL z9wSk};x=9kw)ZWD+!+MD8;#ZKV6+{*`$sUdtm0c*?h@4QPGw3{%K+7{#LEc7R_16{ zdzr#@E3PPe^nGVrA4s9 z4?USC9j9`qyoC~lY0f{0O>jJ~^Erj(KWU6h;NQH&yw(vEwDWUPF=1j9W?s@>p)pgF zUSs~k&DVma*kvJXueXSMg8r5tO1PPg%jyj!BrHlhBU|5wdGNU08(*N@4;o_9_X~_% z6^`a_!xTwCOAg0u;!uaWR474iUwCSnlVcFZ2BjA)dMYep1DH36<6>;K71J3KuOxLc zVFz5z7S0T?iZ|&oV)|e}FVbj|Wl`T?l(;3$#Zou8oyuM2TS3IknX7X~Mgud{eMTEk z#15P0JCR62%jV$H2#aHKrHQtx3QY4i49!k{gNNykzM!JB17r0|mJ)7bpGf(2oy(k) zB+otP20FboT?OgdZDT=5UbRrhzexH$h;PXq7@9B4baQ!t7*H15ohmh|hA0I#^PJ49 zUh&Q`pmOjff|G#f)68MYsqKPiorXBnWwFH0G2&$t^8i``ra_#jh{QUL*<=fJm`zL@ zzTitN^npPKq^C!MRThpMOuc*u5WB*qHcwPB$TM#qAz=4Hfp$X_pct_QkQ0Q%G|Pk*dkY952Ol#=T^?5jaSs z2);U-MJyf^^@#|)5akN|hRz@&7VwSClKF5!y}_;cg{=_a^4B*A^_FWGm)phT>6iyD zCIA%%+H3J0wnMyt$qaI=%NxZHek$d}H53?rBP4Ou0bVrbQ3_SiwKyzcT(REc2bj=c zqT(2+z%VrP5v*?!QU{7dW^h3BYzNRN@8NyshETOQMd=?m%zT+jZJduQLUW3MS;xWpLvvn7{Lls{bf@d z#Ch^~nJ=*`y~1HpwF@Hw^nuC+_XI&>NJ7hWX1J6@P_x{MTB#uYDn0nE#O}8(LonDl zt;@Weuu}n)ClAbKK=5V@qv=saLb{FEPg;tIg&3!Il2TV$wD&B4_=~eS3_w;s8Jk3m zO?IZBM6a66W+9^HamOd0D5YK)t_|K#+_ujxV0eU@OcFKB%n1BLN9dx}73K?44n?vE zqS7fjj?#^BWgi_wpVdFeLan;o19bP6GP*dFDj3NsqwJm&B+BOHyx&=6sAWr9nUp9Z zim`%{k+M6F*dQ_=Xo2FH3La%>+Gbbcv?qoay^S+fy4syv|#k7tP{ffbd5lZ&)6T>{CL50ihVnQ3~Kzq8?>q;ycmr1y?Ue z35W=tPmXaYp#ebLO!KFS?p$(9u5xNEPd+6fE?y`+iT9MWlhRGGp8^hOuB@1@R%Nj* z=?r#4$ZZt73Oj&Yun*EEJiJ6*7*SLt!(U8$V53zVrv^ak;G0j7|cMJ#1RY= z09eZ-Mh^bTN;}*l9Lsx{Hh02AO3jZ@)OO|3?Jukzpz6Wq5XhkvJ`7xYwjmp=Z-#sM z40uS=Gl{}vjoQVQ1%MW>1odHh-h-$)irwKB`V25A-eMN=G-c*qK!fIEZcs+MVA8bM zIp!IBUq?8X)jd-Y!_cVRr{13=bAH4Y3ZUKQASe=~wbLvrhIbwi^n=-nfAqrH%rL-q zWhU+YplMF`7asPm50yzJf&! z&4PVehH}#IzS5;sJIndGM{C969eK;h^@?m6Q?h9X(=#-=z~1KE@MnGfEEX+if@QYu zpXDM19h5Ob8Vt;Ek}uXw+TK)NrSK5UnL|n96Y-@H_Bfgq+S4_y?f8q_? zEiZ_;`@l6lOwhq$@RUX16XojJ6^I#dj*tt3GIjxS*M9M@0^=BbL!SyOekQgmIdT5Y zb#!VBs9>joLiS zy^*sFX^puzOc|o~zf(OA5oV#|P{6axQ9e?CijT@=*#@?1jnoo1&R%_DneDC*rA~4t zerBd9k5ESWvbcAhNC z&ai23ku!j(jd^BM%c~9Z28+;f7?E`gz`^SGC@k0m?;RS-D{ap|nUkjGAhU?l?#f|; z%vH_Xn?60FIH1PrH;q=`Se>+)>(0dp?QLM^H1IQhKS*tw*hOvCIRpxI6cSZJRxFp| zF=QIpu;zu;8HBmXyXHI(BUjm!fYU0QN$~RtS3Q64EUm2q*;c0}U%bapqyW4-neYxC zp^PB7*CV;N(dHs*LQRCW4a{+<|{!Jc+K3k zX)3F{MV%b@6^FmhryAQ;$*jXGn#(kCiv-1paj*D;7H0gxFVrcR5-EU7vEC(Eq_#B) zzSC$Xkqxay0gjkl%G&~#$Ed~hLe{jL0o0g^A$m$j8)tI-vEUhdUUwa8SB5in&kQ6O z^NW?WI}O+_u`3l2aPRzt_zmh@u31Gtzpi5_(&Ei3I5Sz_=5|hpWE8@bVQ?E&?HZfJ z5L_sp6Awh>eI?U~a*PL)g-wwjCsDaK_V$96QwG)4YXHg!-OWK9AqIrwAm@$`=l z4O0r3Y@3YfvGD*n8f(>yv1yiFK3z;M1Yy1ySgL=>iv;X4)3RBjHNC&6AP0G(pFU+T zW2zp^6b&+9;&dCh&bA*AFNQ60ZR>KPw@@n&#{U51V$>V^#spORzCf7VL%1f;d`A0IYbF@DFI;c5#Sn@*w+N9yK42ddeS?V16QOjP`>qr|O9*7j;x` zoq#!Gbhh|B&Labp_KYnYQ^5r(v$KzAatJ*JV^AUhtm6G4+yM)$aZ<%Lync6>69Hz= z<}nY{RK6ioX`4%gmpmWanRkoI8C5}{qtsjzG+26v zf?GQKbD;Hv`PFbJw>-hEzsYj23tG6t6U?`@L5f)wrkVI)4^|vPr$~u0o%z0~YX%Tn2)DJd&$Ojxh9%2ec2N{H6=4K}HJ7J5vAK-Fzn z`I{P2z#l1OP!FK(>jo4s8{fPHHO?~pz=J?=Ql&Zt!m_D+S?rxb2_m+CF)Y$f$Z0Qx zv4gf_6B71+e&)qHWYDxT0-dyTWC+!|W=3q-Uj4B%VvD|C2ktIrwt#zF$gV^n^qM_) zFE673kED=m_v;$7k88GlCKrG;8vg)w1TO$8AN#3eOz=P5|>+M53W{kdnSZ6~@72X6CN=iVif zKwpGSM7A-0^N@o9yQ&~rqb-Vgx7G#G2KCq_P4TnYxx6Qn2-y>2ZaYZpp~UA!dF%CF zWo}BTmXL)3TLgap0Ix`vTdm40uL&GpP1l>X{fWkLx`xbwgWe~Ln2p`{?FS^koxX3w z1~&t-P&&!5*QNI=ss2^?mUK@H22Nq>kOzqm$b;$2vk*2r&SUk0Iu7+HDxk*19OYqw zh?@z0!YB=5I;;t0|+@V_zFFqyx(3XxFJ3*&VMyiskl#9GnFXAe*6kFYKkbkuQ?Q7P@n6!3hE?o#WR&@~c044|qC*g(*6g17&Mnzq$VaB4gI;lIy;`V8v~S zXY&0;p#_J7#qp;SkRB*L5Q^9;_4TjqN3RxENxx1eR7GB%@8&6{wmT7v?o$JBN-J}- z&B}ni8&^}k@C)p&GF-_JC~TscXlq$jqNM|KR3tF1!5N`ggcv|Q5H>_HUA)Th-VZnU znDl{0W!^CW%|ud!Su;woQ6Tv)U590b>mJgzPTO9{-d$(^03}Q<%b3>DrFyZAo$h4we$k@R*HIvo zhm?pg-8WyjrB$&`JBEPF-mmNb03qIcd%ozyYos9KOsfkE9iF72x=fa1hGwvPpWnQp zixtlvCgtlBeUVJuIJ}gI-D{3&zVSeTYhP)Ua$N*#KQivimwvM|r5j|c^o+RMP8a%! zb&P8@azc!CL?*5iXlq~m|^`HsshuDgYyH;5)^WEM<^buXZS zLoc_y#E8>1UY}@s1;5@=hUlxFwI2Tfq9mo4sY}gSjFzrlOF2{PEG+#QsD1NH;$7TP za4r1-K!M2aVJF-s3nI6wZZS5NXm6CVgX)smwOHr;j9FADW+?InT2m{2sf1a5K`w@d zFlJ^^>_#7dd7}q$zHYNK7^=S2*AruFnSvJU8-l)SeV0%#8#tBWAi7tQ@6raPHgp%y zyr~G#s@v7MW<0gdUSk+Kk4LG9fm>Q0@AhXZMdwC#&B(1ct0>g27sq~xu9z`@)hxju)>dZT)Z#{lWYOyE%u?4t-#PW9v?{cAUQry z2IUZg%cpD04xvQS$K$rF4BrI~HhFQc`5f&vUna+>48eweSwVmY=_X{QhVY*8*{N1l zzxnu@br&z-OPaczyL`W?Usp>o30%zJNGpMSvjuDvygj80%BAe0LWZ{nvfwi5FF~^~ zc8_~FgL(&?MGi7#nYuVgse+s`{2Qm30<(JaKkJ!(mxIhzuOhiK*Sx2tSUDf;P$arC zppEDM0A`2`Fvvo_QRjT>Eld*kZvCa3+8_WfbBR*VLEH#6m)<9SkQPUdMtScrYTC^h zABN^8X4WWE?XScD%*_Mtc!Cu*QTL?^1#$4!pdb*FnG%q7(-f9@#NzUx~i$U8)n#h|6tuPejd9UsI zOTz8jSo4nMQMEIaKds7`XbPdfp5Zaxrq`I5bW*96lNpX%S{l54^y&Fy5zX;_o_{i` z;;xyRv3O+w64b*AYKeH}EYwEB0 z1VT!@KIBQNAx=&sXK?&V4Mv=5VCI*ANG+S==0J1-C`-x=QeIE%e`EDQXQn8c;g3~p9e zm|ruEKpeu@xqfClj5IQqkO!n$&L>|b@q)M6G{m3!2=08^;7@Hvf04&Ajtp^dfaWi-8E@GhMw88fp9${_nqc`~#I8H+kGaRy0xHfCE zni+S)Qx2uG0;N##a3P}s`5+5uz{FDH;>^Ni z(p$-XktZJJBcA7(Q#Rp}Q-ZC_yO&TGiI>tC#lwOa>OSSA_KGD;fz+(A>%_59PqZF| z{Ke?A6p-r?;LT9cpNZ0YyGtpp7a%xz%k)pAi>6o3m ztn@%2EQJE$8QWDYJqPw8z@j-nC)QOLmNl$pGgXBHJG|UsP0s@U^tf=cq5c|uP|&V74i(4pkaLF%V0D+&eZGXMdwZ3$4U zQK(io9w=Oq%xP;K_!}Abq&Ua=v=`zEB{{VW&7AavOV)gEN z{#ICyp>q>H;#Xqrzo{ZO^z=ZutZEdbL{KjcDrAbpZs&?QB^j)J3KTU2aT4_k_bdor z4ZIkNUv^%Nba&q4rurtD#vuU<7M-8fFUA~Ik6lN_FDl~Imjgb5k`xkuC3NyfPfEgK zz~c^}nnYK)DwT5v*qO6)v=Ngiyz&q^_l>F76CaMRY;*6C#k=t_T4T9p+`?N1H0o;{ zDZCW`8tuT;(2WSO{c|Y|je@aW^P)lr5jqD_wJpF!VhS7YJNb=HT?_@D>@s}Jz*=v7 zY?g*FxALX+pOJ7G6h|OUcl4Jo1&0E+=*RR`moSGg^8_SXZI)HaGlh?GiqZOTnO@yM z7q2b9m^Genv)U-F9KFrLICf&A@U(&+j#C5{bkuXi&`>sG+X>ArUcIeHqA{+Xr%c43 zkaOiT;arlj6CJJ$QEnl6`If_WAVLDqm=2fs_9faKVMpF3)m+ugj>(P8=I)l7GU7CZ zMkf=XSERV}s<@~CFOeHu#tM%y0+pN})Nct}JC?ME%*4Qm)20CfY!SU~-agPz4#XZ~ zc(e;O%t**M7h|c t@(#LEf$HIqDCsw$-*RH;~pf>v%mT~1II%7sjI8;r>oG|E-+ zE8G_HLcBughULM6U~|M-&Nq7V<}p-NR)5H76O3fUDT=+`B@{}BQrQ`p4yg)iFmTFq z?ZCF2YGMs@MqlY;3`X3)Sd}dP@Kro|gBxiemjS73(F+Mixmkh)2CS$r*x`|B?I{Rc z-CVlZ@ipL`M{?FLTKJdS5YvV1{W&~D_-OEhk9Y=6>H$+81)z)_%Y&9X7P+rPAPza< zn5b_z`G|nliFlaH&ifFCsax6RF~8ybwfTgNb{?wk0k5WfeGumARb^#6jWHKdGUJA$ z3oD7$#m_LRYALmR#;I;D5XC{uE+zy!VrOx1<;SEJB*rse6F8UDtBfwCco3*ysv-&? zRV|1<6Ed&Jx`hzfxI*%&`v6SsXEbIyuvccYK2RG<6wUhfpfI+BLm?Wtx8} zU~1w3uBVD+YpGSC+G!fxJj60FN*9ZcYEfL<)};(KnsOc`$M#d|KT{fqKtJ8Z=<*;s zj*6Vs+XL2Ay0rVtnv$jTm$2nUBr)k55OI9M8O8Uxv)u`q%(-*z%dE;gku-fEFsa00 zar7Ki;uN*;{YDg%%+22s%(xLB@T{T7(A7l|tjM`p6O)YH!m0lNz>G2^?b;o- z&@K`2F4>P-aR!LuD|a{a=B4X<<{`daR2UHKB@pA`n1P}3Deixm7-2b>;CB_~hoW5P zPl#Sm6K0~}1^b}twknW`wG5@DOE%*$m8OFjm0rlMo+ULaofe+Vi!oDF+>7}rL!rB8pJH{;wiu$8iyr^tk+|Vxa-nsXgs@`9s#(}vhAqM7v%Nv zDL@<_Sx|keZashOAwU7C+o*o&%W(Q_Qsv6hB+7qiAF)TxkpM3URMac+n68s}Vi+aJ z?aitlp)SCCi$84}m-dGneQIMVUQkY=xuzjn?GOu}4#ocfu@Ej#A00%5_^1Br4k3GO zJ9BR}@eocnGbvPZ)~Sng$2pd_1yR4|Do!Y)Rh?hn5sCvIkXA2D6L7Z@zKZWLOTbLx zFjMOTWUXY4xViDE9yJo_Ub9e5#Z_tR=4Fr#FRo+bnFZvJAH~kSCTLu7z(!;SaN=bm zKl1jLV&#MR^Bm+zzg%iKYWTzM`GCN=4Xn;6i#Z?#7cF6_YTO?(lDx|+WO&n*kF}+n zBD6gTid#CEc+|^GRUn!+8wBmG+Z>j)^AgfLWmK*DN_i3?-H5}#nz(KSTdAP_hG7Hh zqTby>7)}MhuQ2PSXyx}IwVw=_#${0CzC+Y`mYky)q(*_LK@34}(qP;qRg^#%)mTOI zJ;lZ1WqxH@eFe^7{me4UX|+OcYj3h~lLdMCmIf7u&M_)z4 zt07=73EU0&8S-T*t(*S=-^@35Ll^4jLewS)g!W+br}|W%NX^Dj6q^x&d7H1nn6>8-l}WYnA*|ej4?%+q4}1q ziA%{l4DZb*;(3?5n+Z|OsI5oe(-OkQm_EeEG1xSLwL3AyW9B(H*>X8BYnVc0^1;$0W6n?+6y= zbzEjRb_H5B5^Ze%0BTzns<*KJ0N7$!^cXQ=**nizFxpzmElj~abQeVYMKA7=p<}ZR zn);I&4L}V-n_ySbgg0a%bU>~V<1svy0t3bu;}AEgPQ!673*f}aoNglFQTs5et!4)! zs5cp0WZ)Q!usu|?VWy@aJ(I3rdSZ;kt_aC2d&*-DAR8bcm%PmP7Sv$G*c*bb;xr)P zGGvYk#1%Sbpa8KbWr6Jg>l2nd%W;|2I(iUlm&;#hZ2%0bBn+JVM6I#4qYm>EEPCTyU&H3w*!4v~aL?S*1ZxLoz^8 zV9YU6_J$FuipNRP3&C(F)OYKMT0}*JfpJRWSjIa-$tA1%PH+#TIlRa z5TwV_yki|+&)R4W`vCpwWjgFTrj_HuT@}Kep7@r9!m&C=aV`|CuOV4>-S;~(`@Pra zNJZ~WD^f5)aRu)NlFAEUskbY_A&e1Q6fhTaDWaQau35|jMu;kEGZ=%^^_ya)%t9r= zc6|e03Oy0ZI*8c0oRO=sDJ?C;R}IExI)HA)a}t$ip~Vx3|*O?>^t@8MD*qJ3VI4S^G^r{3{@; zN+?Q5VIdZfs>6yEBC>2urX6;!uf?D3h;d7uy+NM>zFDqh^H0lKNEe!4Vvi{m_ZTx8 z8mr*>#q1Fa{0ykumZp0hP(t1GsdcG)%?yO-A>zgl&2T;!`ss`1BygbBR2G7}(-^O=yWd<#BWM`@uo9*;K39c6$!x ze*;?l%}st7)jMA;E^ob zebbCb+7k@gqT;N#J;ZSWrN2P*kYUIZfRKPgTwB29>)mt|$id)|1g>g~E&Nv4u#%Hr zX$)D_rMVHW2y^J?REuN&E_$|E@nau_@TamhQ&9D3q?R~^R_u?gMsZmUvCOkYNdTpg zjy-;pQ^YBZc3W(Y;V^Y|JbvWDe2sxo(O!fvfn6a{R}eP74L^B+zGRxj-XE}Y#l<-F z3U+wHlT!IL!KO4}v#@iE&%l&>+}5QwiP*CuE{P$2BG&nnepKGC>Sr3JWm&)!>5)Rd z%}w0qusP#@&Wt{Hb^sV$YS4R)68fO2U=Rkv?d*z&Gm;HZAI0vw25WeOW;-zH$=dWi z!$CIpJwq)o#BO%Kwv*)@+9xDLNO20#b+9RhjpIUQ^1!kbPMbPNNu#T~i-_UOT(~n} z{X<@-vBTemj_MJbsc*F|`yxD-7~ea5P3h%)Y71}Q9Y?wPG$1+eEz5}4M$w)Vj_>*} zT<&#m2JUsfQzuLVMA|s#?fM6DBN`yU7br&P10s@zT)sfk(w$dZqP^ z-zKRy-Kj2i-Z7(xq5u&geb_#NqD8V7U%cM+=~I+Ldl|CRQlq(yGs?MBY0boE`>aZx zGcd=tKlE;CGZ8aN&cxz#BIF5C3JqUkoGNS^EX4v-&TQUbL%teVKK}rWihKTwMv)He z;^MMS6e$Dd%d$)Xr!zckmGH_|YP=IA(u;WEjVeCIx6Qd<{yO1Lamp~lC3U{(({T2n zc7X3ygG?MUU{)Lbf~gr&?Uc#8G&P>OzTU+nHi9)5sU9?;#l=X-lwx{vVlAj}4b?XV;lvRv~EJR_D#1h`Z@f zGTy0sK2j)KE}usJijS+I;*X zLGBg#m;5AVe81|E{{VB{oWJiSDF?DyD*527`d|`LVZ&H_awFw6Ue^Br<}&n&_RxPY zEwBNluq%m6@Z~<~1uYe~TYb3MULZ5EN7BdOyJ9#a03wuhIecHV+==1fd+(1DqVhkg zzo_|{{t|x!`$1>(98p|-zo8&1XkXiZk(5QOmWX*00tURqC&2zKU*ZyqKd7JNV*BI# zALb2pk9qYCD!l!%+sz7y8v@l9B6G(gHDF(bwXd-KU(DG+FMt8#&2f$$w7enTZobIo zuqv~9-`sJ-G2N%1xI?G__Mq4EIY8|vat|^irZ_5}d*lxm-IN&G*?DJ_FOs_@g8i2t z&ZozxzxuvW&ZjZZ9(U&;?+I^(6yvu~j&^_Y6i~a0ax1r9{$e&E5~$SJMm^u|3I<$6 zv)T(H2mw)crQSFAg4}zczs$6S6j;O9$w*KD!$-04@hF6^27~NnHBHk1{8urTFN~*- zF0SilrXxUG@8j;}B#YwI{HO`{lWv|+MQ!Ll%vPg=*e^4{N9e=S+vf=T-?(Azq;|h* ze7Tjm3O@PK?^X)^Ozl^|Y5G1R8^V+tY&w_JkDr@s`^Y24DlIYXxBSGdcp94Y5~;5I zMPeL6)cm3c-rSehK7xbwi7PlhpXyrByyN{s1}7SSsddkC3;TdjWy(hSMLF5Pqmdg}hy|<)IVesa(93DA`>Xy%eti`SkgISCHO^GJX7#lcjR$l1l@$;Ib=_Z# zoDmzJBxg9mY0}mUM!8J1qPCz32Ghv@07NHhty-EqA}=}QC$*42XZgAFd;b8B%75!0 ztDo8lsBgaG{TDN>276k5mi}rkjuMtOD6q zQMs?i&;A06D3XA;n%#cOiLxheY!>^a*aMhL@Kyc4xv@b(AiLmrf@8kXUdkcMprg$J z=jW2`qH2`1LvA)_!vvBZj5umE}I&)3wkeoCSnxURCS-9?vzHR?y3SnQ=yFWGvRml=L$4Ul=_h$@R>!d#Dr zb&|Zji49>bZB8O*WKnE9j7gH2Qx)}zcN@hni1ooj(Xnjlj0fk$qL^R_P@e~qSEzf> z)FWS*i-iq}fIAe?M;v5P9XUXrvRooAb#5uEBHmZGFlbCwe)k`REJW38j& z56d|}M?Gb~FXC~H_(@(S_>^Y;=GPMH*wE8ut7>I3x|FqwEfU&6$L~2YY%i#{EthhN zxSr76RHGDUgDfglO{#lfPa{l@*4ArSV`NoZ>2z14Q7X@3D^m$W(RC=d=+QYUIXlls zl87{kY?dUi5vUMOqVWZ3c2qm4+q5t7GUM4qRf%1X!zkoONG{WzmPM?Au0$kDNQ1Bi z*()rSDXW2cg^D5AS~V+vAWDG|cCLK81vd~OI&9Y zDDe>wv51aKctKZCYXNc|C|@+T_mQ_{tBZF~G~7yb!F&^vlIXdp7DbWSVUT1rPXw&= z8tk?t7m|FXd!^;1qUBTpmJrYrpny> zLy$eaM0-5UyOyej`w7Y+jEcA;LZz=|d4M@C@fNWwgAUv)6B$`xRHJ)4$nkQ^rgof34hw2gt@PgwTsPPe5Q0~EH!Y~h6(+u3`C%SeGOh_zqNl$5c zaSfpKmO4ZkID@(v+1T46WF1)qyk@t!A}LECu9$eDE|JJ2ONau!1}B=DhRYp_jzD`Z zy(lPSPyw;0%mFn-Y_tMxI3i+1l&@1~w`U*N}wa$Px?6mKiX%1$HHNN_8Q$ zq7sF@X|BRTObe9UpuWh8a>#2_HAKqw-I zSx=N#vA)9*eq!a4tgIpRkH{J<4T)h0G{oqxp$&I*H7tH1=Y`v)Tc0-vqNp-ti2CA?L|> z1xsqMmcwF%QwhXbQ*y^8YG7PZOe#|iP(wz*EI#ld5}<@K*4qf&1un&9Tnm7RliFwV z5%Lcc&9E6mV+Ze9E6oy|b~b7&C@y>vG8Srca1bY97NM70OQl>hQr=1wp)8=N<*Z7y zOPWf8=z!~!O_~oPpd5vv1(FWMP>0X&D4@u=A~jR%3aW*hB~p7pVTA`aCz*IeVI>Yh zW-5cQkIa4-dH|(RsP!z34~QNTL?J8Q8X0wJK3O&}Lm>cU!wHcr^cIba%AI1laJmGz zlWDuTVG^oB1Tuq5Hen{G5LaZgD1oJLfCmvqJ3JF+ZW;@m;sHo2*b?*6L?VTwT92UP z0aD{~$xmh5rk{AK#!C@~`z>sYh+rNeLgI;X{qTSR0@*|J3kr!cd?Lb9dIgmlb{dOy zA{PTL4Xj8-j{Vrp^#^!Bka&WmJ@FrE7A^#bu`CFRpia)=!Mr`xy*zDd;+T?P{SOF@<4CUd&;e4WzR7eA}!t}nF5N!E@VPjN`e?lN;wfj7udg1l}ibb&wxP+ zfgk%!e`%z;c3P6?gakq<0errJ)Z!xP7{%e4iwz=a96m~@ks^kP zY83IXGNKK3U#A%#M;ikM$I-RAPHqiKr6;ywJfH?KCZbfaP}~ntv5_?m#8_%BoWWu- zUl9XxCM?xPrl89pj!P%zXwjef{^Q|A@IUX|#bg{|9e})+C)}goN}`gW)H_O37~aCj zue5POc#N-_MKpm(2Qf7{A2fPgAdQNbb%2T(n$e@r-q zg{hYx*y_Zn-)n^lW#92p*nqWV<50n=bfvZ}A5yJ{6_(nw~j@IQi|$V<=ptNWKQ6?(H^^at?toZ62InkCocT6_7jTxU&t zr}U8;^Zvwsr}Aef&+&>DC%(!&PCCvy%4OUi2~iv>>b_DkYEFE#5Nu$9fwd#TYwYyI za@C^mF8=!J0-7IDFW|d~bfhRnDdg(!FT}eI(;0{7sa}8ZpTj;D{{T>azw?$qd11Q! zKj4$jVSg_E%Ps}WA@)l|4lk&{^k0ic6A$x#Mn8gY(E!rQ>!X88uKr{7`Aw9K!E3@N z5V|xA>1}^U)%(QtuAUGB-wyE*drWyme$ppg1y*l=aU2XMJ7@O*x)0DFM|gkEO8)>q z65b=h&kC=5h$yV<7fW=!&fka7WwP$RY3T)KIkC+U_=}g5np=tVuu_Dv3c+j zskY=Veg%B&>+97w;-3AgTnFK2;=z9t7VYs(KL@m5s`m!8IjiL$n!o11m_vmH7Vz=h z5;mG>YsqC(8ytGoKInt;Lc#pR&I`gHCl;;0-nLQ+mNmTTRe=McG6IPF2En%Tz({tyi7E`Klr zL1+2#a4(f_Wv9@%z_nOfj?Rj+Bl(M7!VP`f`GM46HdJ|(y_WAO(Ka^;u^v(Ygj~61 znA7b*K3~ws>rwb0+xGOR#9dpZbmM{maM4?Vq30Oe4G}~;X8KwH1@Q4^O{*wGyLV5%1=sQN~~6&w_60j=F$UUuhI z1$I1f7q@PeA4u20p3u1~p|(D6oA>;22{{&8!T19I05>~8Ic(%P`CuIbPqN4P389a; zy07A4PHL}t?eh>5Wm|7hAL1mD6x(oH83s$lK=Xtu%7$8122n}k7U?Q$*rD+XdRjT;^F8CpH>@K&{P%948x?#*?OsJBd+z+n1`8+=B=D$0tADpVb3xl@{y0-!C#m2pC%u-=-wioM5EVr6Wyq7VSB zl&ir2yMYlcW#imjrmDq7j9EU(LatzK(JzcD((9>w2fDA~X|A9g5ZU7qK!Hv3EPUtu zRQK7yk(^^Sc$omexVg&_ZmZ$|q7)PnQM6kaF}5fGtDTHtC?hP52_>`k!^iuDsl(J` zOHjYABLR=vvr%ia(4p-X z`ITFTP{{2R?w+M8h05(;G zO0i17{l+#g*(+QKBw)Cvs9=zQMNYJRGPZ12_4{&KrGd(@n3-lLDWfF)s1=O&p^l*r*iIxM7 zRm@5%G}t4KKnu8Qk*6oS7Va&Ru^UfmOG6frq`0pdgQqdsXyT>pTevg`x`Ab}%6NKZ z!+1bPU|XESq-l!jD6tZ#O-9aTxj?3f_(2E*saxn~#mkCYVRkZ+=8*?87$P2*=YQ$9ud#G5}a~3%glhELo26ve( zlDtk$j&YV9mC9-WkVR})pZo>hP7x8pDvSYE84+D0iY2RXl{!x=kFClG>~E+A+yyC> zP(;o+fM_MB64ElAY)7c%x|c$w&ftMk!&ze%#G{1aG+?Nzff$Be#fZa-gmP_B19uY) zD9M#`PG!_Lu>fgGSh-+FS1BOe(JhqQlsF@F!gAEST)Tk^F!3JVi1?|NnRIG4^a~5? z3Uj%)0Dv@!oLx<0&cTCImUNkUIE>j+?#eT3CEAHiN14UBp>|#!d^IvgIT> zL3Y#B-;cv1{8QM!QoneDQ}?cf2Cfr3(gfC6BsM#s#vYkg&K` z>*70DLeu=iO=B=kp=Ci#UPyX*^jN|aK+RJp*GJJ?lqE3pgmL=1uCl%~z;glsyZHghPK8}24S zaB?$N_C&P;n328T!30?^XVf_Yn>+^b?*dC6UXPXntM#AT9wf*Pt08K#J}tq=xN1OF ze&Z+@)DMWr=)dL`GAwn5gq4O=sbo|~%)*$1#BnKcD7i}HCMH9vwci7x`Eic|vcj;=Kw|f>48eA%;?$*~GYpSV6NTX&Sjs zq09};0)hNg4aN6~(=s37ZGTV`qFO^>a8#hN1u{029BdxJwf_LQ(g+E`9EKL=T32Cn z5CJ`m#astvrFwxS44NQO9c*z?E+7=kDxmVjTy7N|z`pEv^YIhHTIrNI9}zE@Yz|nq zRzM16RYW>RLc^)c4T0%}D&RSSGNFhYOdcRq;wrLRzemD1c7CH4+hVKuQ+OLQiL&ey!VNe zs1%{W=;0S^^xKZ?QomgMN*Y6xsYDHBkJsPk6B6R;400Kkxs(-C6d7JU42CVjTLGkr z;yKLhh+x889@w`lze9ckTm*chgTVya|#47sa6xXm&B^ZILM`t3A1=c1Z&)CK4k!D-f@#~1H?1vS#zH95WphJsErw`}Z4PkUalY{|oVNAr zG)4J%!opL737>_~$&C00%$OwHOx!^zsqxMuXPD-(_~#B$>hJ~ruzMIH<*b@C%ZZYT zjWKeXGXj1{7*^UA;IwFPfC@M{`FX(*zZjSW=Jw0GUa=5@qAoOTBZS7(8!w~(0C9jC zG+}WXZwM!rjv+XftbvIwp_nuWzHr=iu;noh;E{3x6!(TKcO9G!ZRp{ShUPT|3LP@{ z8X%bU&s6IJ9Uw0_1lR?@p%oj>NTN-QHW_G}QIkV=y zI*5hn{{SCA*`0EBtH!TnU{`JyH}>}cqIoh(Q0oecy5(^xm|S zDA-fZuNvdbomDWUfEz6}gy(2A^@nYfn0WsH9Yk1lf>{$7YZ%jb$x$RaU5-PH?w=>( zYLL8-SOjzf#1||8H^G&x;v`ZEP-mkD=(6xcDM3p+aJ#v9i4ihEpNO7;SC`nulHo)g ziDQYiM0-FGe2+NGD45WJG+f0~wJ$t>i8Fx%Sfa5fj1s9etN}OilvI=Vhz!jjx?PHC zd}51mT0-*k&i?>|G-Mja>2o*+pV#hd1#-Y%A69P0idIdkg{{TA9#-V7$^)pqdgFJ#3YWl?ArP;AczSjm99$#@SG+ry` z0`nTs6)FHLpboJ>frMxI>I2z*{|Lf zLIuh}t6})XYix1r{04^U4Jb+SONA8M+r-{hFWj)UWT792BCpm&)gqPOyld9u$}D}W z9^spELO-tY(nq!az56jzcm7e5KkvNrN9hP}H=Olo8GQ#dI$iJpdMh2k0vljY*!#!_ z2>oZ1#w92Ct^`5Fax~(};kIHDi0zofbxNeO04;6hAu|s0gLv3P86m8wdRcsX7iK`#y32sgLPG)Gw$^PR5Uh7a+ zN89&*{0lq2%s40vP4%p2!v6r?e_Q2}TmJya#V^({Q}di7MJgzlVwgUzi@D&wb73IF z6KWY8m+cRxn#Elq1fnBd!JvsY2>_QT$M_7CmLPc zBnk(ezor7mS)dK8lo)jYUr`@e61w@$Tk(hsafBJZH-Jyh2A@n>4Gjn02%=D;0oMtuwT3bI$sm`SPZ5Vya)1`^^zhx`CX1QL-}?; z-*{XEM?r)2iyXlL6ajbb?)`hnoRNIPG@qlHAj8nYP4uCxG(z+dx|s21-3Wj_A*|G6 z^yd%P^_l^+v|vb4x^-~ia-tLfSR4id;eOIjkbYr_qoKV5Vpt>A!qXEkQW1;iJlD*`wvez?0Y&l-QVm# zF2E4_1|TT_tByHl64~Fm{Qm&QC4vRme!rpqEk}d!(>C4TX~wYip?*Oh=L*(%P@8s8 zYy|Uy`HaX9svzTh(^$-lwl0sA;2T`u9CL0@xuwUvfk!4jOZzj~-Jtji#>byIHcH#1 zVh@OC+56&;`~wBSPN;mA*6#`jEXI<-(xQo=!;cs~?l@FL1y$E;j4Q$Wz-9`cZd$Z$ ztR$|An4!x50Kb65X_a1OWP=E91VER#y^)!Nqp>jY$Ym+Z%y z<&9j0Crtogb3q)-?-#AXD&?H7nTXMVc+p;?vsu3Dy|qJ%m4?-E7YvQbxv8K{BZn&% zcBktGJ|+nhMHECw4};IS03ZkeWm?0NB^qK75mLYbS3!^3VGX!Y7t+j7dN5D7LvBND zl2~}bhT#a*Akwn&Tw^UveJDWj6Ce)}S49V)!5l9Ve5TtcF!6wED$O0L|&i=CNeg4T< zVM|gJJEod{I2Uac2SG3@!^>t6RW6fkL-X7eKvhB65 zDj_!U&lr!wdR#EB1Ao%%3FL7`b|D`T_mcbr^$EHs&zv4X)fxs0b0F~P!*~I)XVwWT zfgRoO@SQuwtW^U>F{06{@sGNqmYgBABGkcgJNKAcO_6AYSkt2<@UNRXWIQc8TnH+u z$AyshSXd7x14NQgt{hn4JY>D()LX6Zpf|DW8Eir5)`#(o z29E-Db^8twb%jD|9AF}b%L)<^#;!}OzBWIs1$Hg-5W9H5lc%R0 z>9FQvkhn}VeI7CeLb^CUIZ%Vco8=SHj#y8J2lfqRY}@A!e``ygQ6{eWZ~~XD1HODD zb^id&Uh0_`?)C*>>ws{ZEjhrFW8eq@&=|!wD`KS;NP#ThImN_jT7%WQ(#2U<`FLX( zf)1hNUD}$>#*cOg4yqe8{{V#c?U{zjr*$CsFyF$a&o{&PMjDVKz?Jg6uWNJf#^e!`XoA+o zHF|+Jy80F0l?R^|A<%z}0j2K(sL7ibDhn&TXHS=}jA1L0;itSr-Y_{sd0!*|1C?GU zKUl;PzS00h7-&1|6_J53IVX>wo^VUZ6$GcfV*}1@tJjQWhtGmFrJ*sa_{bW%p!Rp1K0J?ADRV>U(aFTt!725)G+ia_b& z^?`iOjkG<4!-U~6yMvXGGLawG_yo73l%D!YfMtU1kT?K1hzoTfjf&gMz+6!83@7Zm zl5hM<><%CY#XmUhy^MefwNS#968GniM<=Oqe#5CQ@>X%!Ek^8s9t;auC{;nEL~bf+ zfzBBR-?5~bUNrC|8*>zUG}DE;{{TtHxCVI<;V_7bhj9TN2OtF?4dQ5M*=9Jz6E3(F z5pZ}msr;^Pvg|T$2+ahH<0}NSH%-%c3;?NM2ZIgyE=WPw{a}-ab`Mt+-6cB&yyAox z-V#f7F{DyWVne=jg+Ey{U^oHjB{H}|K?;T|tDwc%3BfrW-t>o)gC*Lqp~6ko;)fh$ zijg*JUO`t^UCfUe)I_&`^8{yCe6t>>wu&F`EGoP=UT0WnbWoIG3#O9$3^8h)6PNzt zpdSoX0De;ggtxwd5$sibxTQxDfue|zymgu#JAgclb2|5ig40kU`8)AXysOvz6KD{G zT~U~kmV!Gz@J_<&mE-c|ypiBGCT>mc@r_~5g$zPNvQ39N#NC6?jQV?Z=AUS zW6+7^8~}F-^$VbMY;jT9kBAGrwt`C8q-uO&0zEG|ZD8?;S%o4;JUHO(?3qITa70zi zJA8jXtROkq0o9S0ww}B)0@|9U$Z6RcY}~*rY!XpQ8-0;F@t3(s1qh=09Zsva1>%Md z^`XY}2A(-o00Uk7L;AxKs7Tr46p#;Bj{gAGBm|JncaqlLOSd03%A6y!n@?K!!7OHg zmM0>IjH5<`tT~+!^*4~4X;Sisr9UT}0dj3B!N(i<#E-IRulF`C@wFi&*bxHo*{(2r z;Vl>_HAIkgtzh<#O1at>>~*YKTdU-ooj0eKIj)M9G7_E(yDtn2@8V~-M?B(cBn*9;I zrJI=WBlG_Nc#9Jio?A){b6u`SQBVhk2e<;{I27BXU&bL2T5pH`V62dheB#n99&=~8 z3hMwA53CbV-(Im59y-ghW}fisWDI~(o*D<=tc4XspeovPH)Xy|SCDUvM$#*JHPp@r z{G&TkpHj8Um-7OOyDN0_HYOoyh@kgFXMdexKW93;ARP1Z00;p}tN5>2w1?J$$k7vo zaM>jSlz;Ozx+Pe2ot|@KnpV#!^m&$g&3*9gN*2_(!ZHDnBBkx#?~M-s0FA?F+XdBw z$BZbVr*;Wm=U1PsD2Y%PQ@%E5#{6IaoE@a*t$i?xeceONl2H!@^Xnxp zWl0=c{5!`fRqk3U6g(=Njxli>W=JR$DL}7A@MB8A6r1JVC{31$DmZL5^mx=j8n)*! z1Y4gt%3*J@#x#u$-g&{e#5Zr#)~)BN$xd*&X-XQc5h|M9FuM~-FN(irIstU)O#q=_ z(OsyBY>e>)c!_m{Q7Rz}RF=(!3SHC26e0-8s?h;d*6DX`R$}b(@)=rf{LHkTXHD&zc z2hUOoRSAU>E2l=PlxqcnN`>%07zMRp!qTSu3_uy_(1WD*XD8TY`nKqoyn4YhNW~$F zYng%*7OaR0ZXQge?arJsN_qf5Pyn$@-UpTlf+UX)JvV1p#cLb^pBVO-CX!&;R)hfZ z;N_-IZ;4ay53OS?K5o_rZW@9J+$+Z&Zwc)*S2^|y6<`L1oo|=kZdhm8HANNQdv%&6 z)(yo%R&TR?U?d=yU<0Uhob!!5?@EG`!PBeWsGUevMiWZN_+@*@fg%XuWT@r=iZi%C z(?DU?0(30rDkN^;N5ylcW zuh6keyg)DH1T@rldOoT?t4m%<_I7~o;YIs=}#tI}NfoW$zn19ugCg||)WFj!2 zDd~|OelZFF-so2oNpy0)sk3CNLe%p$>SPCP+5JEF6G89D^Z5QTow$~1d%4c3#4!H= zz`_tVUR>PYi1NY8Pa4t;Hu~Ud2)gu5 zH6RY%2_O4~I{|<+^Skw&-e@6Dd*AO2clrbD;rG0VG0g((51GK6&p3Lm?3@xC>%7w( zwXwRo`2Ie-0^bj%we9ok6fH53+Il4!zW0>i{u!j}#+Tj5ORIhj!%wftha^X7!h*cL zbHRFYRfx!O8>bA#DsHFyAa_b~Z$MC?_U*IyZa%g$Um8V@|+A~(JY;A6onH5XWLN)jtn zu4)a7G%oO)b4fZ+-XZ8iSUM9pm)RA9TLm~?arDxuvU01l zWGYE{Y|-m-&_XJxJ1^OiLBQC~1;kE1y2z4{;NC>p`w23~6~!CaX@ z%2(Z!R|~Bk0liSaoU!y1)}nB%9miRw0Aza@Xd-KQHJoh0s02~e-FJw9wkuBV<_*Mr zjv?wZX|}=j;DL_V(R|ymUb@@oCQyjgGh6LlV{b4tFw@Kj;|%eD?J$e)uYZ#k_rCyC zjewm=m8EpHtS@XkeRGlgvNT7P?ZE)DZM^3(BZV9}GphdphdHzetk9=M53qmkBw4y-5*%(E z81$wJg(CgyA2rG@ER&+7A|pi)dF}i6Qi)b7A5I1K!__KVEVHbNsLg1;k^9QWU-4|F zlpxn`*9}rK`nqb5W_rLL72qe<1MuBs8p+?@uvkK;M?v)dFp-5tGWLn5+}BuTx~4U` zM55M9j!y8&U4klfx-ddwiW>xq)|JMQ*1N?~1(S4gBPi=uSepT|2ZTJY(@5gxHpuM= zp+sJTrwFCi0W_L?_kMAuL<1TEkSzQr6}Ceov|SM&t9%$&!idOnp?P%{KV&BIPXnSy z(reBM;Vf>)M4+R+)J$O=k5)HGa+h706WAo00XgvvYWI|2anUPlqvH>4$l@jW!sH#a z58H**3LFLOIKpU88t=*Z!>xB$f;@QT!*5udItP^RyhOCJYK;AR#|bP{%14>X=M+mc z;re&-IK2i|vm|$zTPxP!eB!e_Q~*rcR=(zP5S%8w!-JjR&KzJSuF?te;Yg+fB|qjW z@tkvxq^<9NyetWHI>ONafGV}81@ z7S^kfsQckfevCmuIHRz;*T?aW0<~I_Snq=hOs>+`{{WNog@s;?5X%U>R0#J!`+-rQ zn}6@~j%4P*2jiSq#6^+gp7Lp|D!l6?sqc&P4Y*{|SOILrBJ=9;hBnSqnxec9E%k;t zP?`uH0MLwhfr_We6|E5nDJQO1ayPM%DDi4a!1?*9O+HYwp~{eEy!A0Yn#+%#d% z%TBKtDl8~Ne2(~TX?I>jYl%kjG+?+=8z~4d4S{=^*C)&cia0`cJHx+X>LB5ftFv=i z&5uY?ZmLt%I&Mmlrl~0Qw2uv@u(^j%TeLl5EPnK9FEj=CWna;Or0eVx?+jyss49`t zIlB!!A!xUY8f{6NNd!5`z^<J0+! zu>13hz)_>fWJ@QIye&1Wuht{$MS`N6Cw zj5!+e9@*F91zi_7@?L=Yb9sc|Yc;zx>${FVdcXi*#tRF<1-?CH6gv}R9nSi~=Gs{< zbTA->kYBSW#_&z0VS~d1ehh7?XdCtr`OXp;Qr@&4VfBLsE4Vy7Ps#akFDc~CjRu2- z-a3JPnr}oj@*kXnTqx*vTfxQPz=xgOCE)OoeqQnK08DI}({}NbbC4bfyaEt4IhT8M zU?@R-QG6&TTVa){wX$p{W6~Zr;F%+*XhqIB@MztpZdvbVxGk35<%@SqjBx7?kagA5 z_W8<#PV$P1PD}jZ;2Lbef&q8l5~d8EfA<3j9Zgg371AB7*W>-&$#ZUm1bku41m>>(apf`8*YSpp^^3rW>)v=wBs|*{Eeuc?Xx(FE#_N0Yis7|t zks3E)NDI+vlR|BuDMg&8gA_BxP}Y;56P+B~a6keOHFf8&#usQnx8#p@;?hu#A3i=Y z3R;2^e@p^Zvbr`yNGy5ia0}rIt%~hbH77WsI+)zXJYJDEh1bCXBU%IyXB%OI%>_z| zQB*n`xIdE6qgt$!Yxof$v{_n*BZqTd93^m6$SLr;{9?wIu;vwn&u{*igUx9V~xki?K-8bHo7;}Vuvjl*=8!^>TAE1OI+_Ud=<7})X}Dep z8wt<3)+TXDnQj^Y5OYyWiG<)1%5;S&5(db^H~A1D3$QE1M~nz7#)_b!*w+Vc#K9iJ za3lsvpay`POcWTW9|@z!9OXCTumvHcN8!A0{3+4KA^Z!tppVmVVs9gNaQfqnC{+qU zN#`5FSZ#1X-8+~YM&6}!K?DMr;P(ijCz%-jE(f|I=;=h>_Dx(nPgc@Rzw6#_LeB9U z67hg4)3e@Drsu;e3l>)xW{;WSmMkY=64Tt)Ydju)a-y@H8~W=4I6^d3f9%5?En7E> z@R+LAtQ`Vj?W&DF2t@Y0rXbf~hz~vk&Mi~rWy|9Pc{iHp27}?pK}itK9yFUTSmB_N zS!Cm^F^vcN2gdLuqMYIA%3u0T>1zjhInrQw~{A5@F5f{oA3|bTdCMx ze3|x&)8#*gDqo_A^#%Il9vDMGz-u=Zm>Uas&nh>6@9_`mDUEAd-%!vz~R z=x~c|6(qt0X?t+VYeHK~3Iu_`nLgF4y8%c=B-r<}6J?tOgi+XNJdrYGnz*_;AyCs% z-zl`^1?iUdDCh^t4#SZr+>>>j+gjEVLI5$_rih`c6Pk?#*5q&^9oq{#TgPX7SK>MLBh z-p8m%{bbqm3ms8&&X@1Jkb)aV4vE{h>mz0W5M3cJh8$E1H!%B4zEiAfXiWp{gXqB6 z&?6Jj#uH`d0U#IaBWZ8z4v*s!HkacGCKk*fo7Z?6L9SE#{g~(BVae!qun7HSWI7x~ zu5=*4wbsjpr69`*T%q|p#_Z5c8OrZlJ-ABNS5%=njX?8XIQD$-*dzd&N?A2-8_ppt z(aUCzCmjX+7U ze?ubBl?|r0S5_Ilxvr}~ItZt@ZUn`w#~?X64ge0SScZynW9XZf)=zI%3Wf7zKXR-WYS`;cN#<(8y=iy=bjJXaYTK)olazDaA{quAaJgx?9t~ht)x&C-0e$2xnf{pR z);n2-4FF-c|ths(}K z##5jQ5R2&_gS?{e+)f=8CVndLcaCE{cNFq*c* zLrUvk46a^aJ|Mask(8V~AaE^3sv~6wRe4%qfOJTlX7aXsJ#RNXs<=F0n#5j{&J`*b z#yK%cF3JA@a5Dkk17I%S@L^AT$&^6B-tk(FZ~JkMnJ}iSx8o8X?eic!YX(PzCj_8Q z=lt-j9P5$DN+S{KV=g3PU+!ZoiU5_Q>*d9sC>W_^R)Cl!hQaF^X*H$F_DE>2AS8U; zIu4{k>KZ+9j6vIpKUWr1503dN5#)c?Q`7FLgbPC3a+red`267pk@GV^HTQr4c-|26 zk>4!aTlm6`CPqQyb9guUG3SY!7oS)nJUPv5FP4}MbP>f>pzmqM9_qN^%G%yq(6!uIwP!_Ve zROxxq?*X7BOQ1w24a0CQ>t4EW=86FG- zq5lA9-f($?QUgM{E|JC$)G-lJD@!}m-pb$AxR<0jr?<QrJOAPG?jJ`nfn0~&8#KOyYE-*~J*kwL(oqvNvyfguQ8QF-n@IH6L&Jr@F zgo&aNavSeBD4Ndhq(LZ8o7AvK3YF+Y`pT1(Q1D!6c*>`d-p=p+!*mA$J}^}6a>7)O z6Nfv_`^q1krU^^uyr|APE;-Oq5!3Gikk2l2L`k`taz4%DL+&`l=qFB67%SEw9YT|M zgIJPC@qlp-BZ)wqag}$PY~C(vYm@lS6X;9o7fo^lwi(_355pkheO+I`%7Gw+Ida`iM{0)!$*tsalbxr2?48+{rH$)Pa1%y3Gd02 z5g`N*q&LgM0f@^b4U!KHl~dyn^wZ5AxwXV()aNb-1kam7$+dwQ7+jz*l~ z<{YK`U|97gH1*gBCST#oy-vgb89f zK0dXamy%qN!tN5|!WDIlfo}dWnN!n(Nppd8o6bC!!;0YTiGUW9my8SpIp-8pMvO&7 zV4oSz+~X+GVatQoiu4QB&fGp*bi%w8ZHv zXY_=;h4+vvbR*!)L<;F|?+Myhqbbtj&0Xh%XuHT5O>6_&VE_cqV*uW+ZD3~}a1;d) z%>Zj0bwy3#AVoC1Gkyltl*Aho&loz|zOZ|;j{MiixVq#mDkx2{&{{RyJ7oAL9mwq#7()lo5IG`W|0t>uYBv5^5g+5b;#;96# zL_UWOc}CQE(f(Xr8@m36`%F}k5Dw@JH6gA?5|D2|`Dh;36dVKjAsD@a5J7yb{_^L* z@Qc%nx=~@<8)$X|7^o9aBY3Ac#ILSVBciT^LTwikn+C#=1vWScuqYV)*c>)6*c;%~ zUpXKJp^77~BOCp5b_$?cn2&9$e?` zifuH#XnDIZ6lvTRO-d0Q9BOsb1y*Z>^bYh0k;}$f-i_UWJToeND zS~B)2H|rf|zP(^Tdc+E*b%Er?o2OWeNWu4x;I)Cb1;}n1FAg`Sk>JKjzu1xxJ6z!_y%9dPRM%4P$k$=gwN;1{4ZA3U9#VjL*-R03l~? zhg}IZ0k8rDG#$j?%y(zRJ?aZW4w>M%LrHh^Ye19@uKK{ne8Vep)vq1z7)aL)M|-HI zJ2lqAQ4dN{*%Z^knz;E5tO_Dfy5U##lYkUDAfCHDRqG~3*g$H&I=gyt;q6#Kzrpeh zxDgd?xeY#9{nh~W5S_KZhJJC1JVwXUaS3TJq3iy!03dWf>Gg}^8|M%n2{Al0cR9%a z0MiYDh@0;lr45s#EXDG~r2)FT$TX2va1UuT`@oI^XPlHYHaugrafZwrIv0L%BqdI~ zVUI(mCn2Y10Y%87u%~8(i(ce% z^1G~W-U7j?(cZi8`IV; zSiw$sj^=3!XcZ!8^b9vh4iVWzj`ac(S;{wDc*pog9tSDUBgR!6oSa~BE6a&6xHMe>ydlHDoO-}Kdddh@53CzPp!{nRJmE1|gPUKu z6Ikus`?2`K1FQ+8z-Ded7*~untbB6s3P#5~;%NR!gQ9JODd>g`IW@_Tjv?nMEe@9@ zLK@9BHy#vb0Cl6@Ey-|CCbsJoN_02<@rV=x0i`%*f6X;@&MZbFUyXalO-SaZ z)uHwdc+K<#=7*yBo#bEyQp9q7iIveM(ZKL15-Q;_nJKI!nmn0 zxfN>kVs(!XShWB&%m&f<#6_*^4i(O@<*~#z(-SugG>WchiM+U|i0^YYlgFO07D#)? zAeC{ADfflmcpICAFB1paZ4}R1?>2$yBGRIiqmoSQ0F?BLMyWT%Io1nhFsj*g3tkLW zS>by)@q&;e8R`E3hDkLYyUjATw7LHP&vTInpaUS;9~;GVhZi;q{Ie3$98oZY?KKWD zX5t+m^^9pnJ2Fa3-1n{J;0kRK`!NKl<-_yOo#VIs9Y@87#Lg2pZb+@cIN#1NX>dX& zQS3;rRe za~eJ{@%}rQ$CKVXn1-XfmI4hLWTq~ySFdFl7kwVM3WX1=QIAvb~ zYbJYu?-?7f4~*i2D1OercmX15KM8&dlSyS3x21o-tW(8RS~xV7c$WwT=rJlF?~5iQ zXl{YtKpZ>X7QhkY$CR%SKkxd=Ll2n85EUG`F{&$jhtrh&h#9{byD(`boc{oR@cjFB>2cCymO5quSCh{A2?@RxD&B0#a;y$ycAW?VJ=gP_k;=F zA$*)545tKe`N?HfFxGK z=<>@&l7f6K!Ow_?Uzd;8Fr?DBPV`_=-R{XewAVRm{(v|0KZ}F7pf%1=(`a{yIf{n3 z{{ZG0(tKR5LD=h@h$1!yoK3H`P}BF4;3uaVmBYK6w>}a6@g93=aZNZ(>`ICG#0Iae z=I(>btVo~{OxQFczKjn|Wq6za0L*cOLM6m02fM5kU}v1)Esu@j1<*R{7jw`I5~*`H zm#xFR;hUx{mh;AJ9lT;#t6WN!D&nq(8g#_u+_P6Go-l^F_|3Y9oTwc;96&L%JjJ3P z#m!^D(2Sz*5fj^x%toy&?8O@x1HTxk zYA!mt%3uQ+0m);q>+y~PFzwIY8rU=%XZ!H1B-@Cp3%d`!{{Vils-o;6^4k6R$A=YF zMaSyCF8kE4di3H%pb`((S>Y;>b-ZPOlacrHipZpiv5e-R-`*LihD0zfmHh7I$*hsQs7uw4VQjZX0x zMvem-K@(9Y!wwFz_4>`|TQshX39r}Z83~h2N%((w;aF-b^rk7`%aJ=161^*N^)ze9 z^N1n8fjd7KAy2fw^@Sc{2>szC-(eq<{{Xo0%C}qS#4Bp;aq?m`IN7)3{{V2HsWz$R z7|4Za2tWCX0Qd_ZUO!o=6c28E=h))}`pwZ>FE=#gs_U9eYVp@Hfy+NQN`yU;`80kU zm4(C%()jto%pQnOgC4s3UF-O`u();a3V11;e(ppvm3j2_uj32=HkZ5*YU10@INf`3 zXb=VQyx(KnoDOK?oM>x|D6;E}1nPRlE4-jr7*oD+s2e-Lio=r{De_zpG60P#CcN`M z7@-7g!w_wMH;aThfG;bmNi2n5{xMu5t~bpr5lCA*~C)CyYumaPrB((W!wIi{1*5HvI1p#5((=iv%wl{NFu zJz=NI0XF=#_`xc%66wZjq;$ji#*mkt^Mk0Sj&Q6oQ7--cW3efrtJ!Hj|`omrT zgIkeL5(}o{Itpwukof3Vp7Tu_y3SV}W6mrq&R2&chHq;TI1I6<_;Ci(=9%6J51qM9 z@?>fa9EpU^gXBDX{_`dMR=~=hN@iApVldzoNaO=tW0^)#{Y=ij6 zLprexXn%;f^^?vAk2p98aT#zmt}-%*Ofv$GCmBS7^?5!sSXk2g$)OwPB7=Dy)t?wI z?1=S+Xc7;sq2R791#ZXDfwK>%@4vh@I}XpzG-BV~tm29Q*gz-0?TPXK0GU;=az9uu z%5>m#0xw#amlwSCmUaUh&QL4KzR3@h-Eor7{L!Xc!!TTNyap2Vs}3o87^q^ivkiXwe9?1bgCnb zCQSjgN@ruK*Z@3Z=@K9xlfR4?r`Fv01;Y$Z~o$%+P=x> z0EVXDKTb%Ji(UG~?K?@yjgJk9yacG6Klsi7&mEY~m#oeFB{V_Hj;k31PPspMxpMCc zfc1vc9*iG>E72?yik$K14_n*d4AI{DzMn=t8r;`leku9FH8>u|WGh2N;(y%kA-vg& z;&R5ROkK6Qk$7A0futx7~Ki3WZ8xw&9IVV|sf)Hl@@fF;+3EE>g z1V@aCt#qAdbH{kGC*Db8IUJTRjl~{F=JZ^I+F%_+6>9p<88KmT_kJ+}3vT**%1aP8 z5k$PB$Ib_w5tiUy>O3#J2+jh}cWw2O5;V3;`ykG$YxMhZSWV1}~7Pi6Oj1EWd7 z=LL*V2)Ux~a7g%=G^4z4uihHu=EL*69u#dl@|YHf==VSSj3#j@KTOAfO(yAx0wkle z=LWT#;+`Ap{o&j5(4F7!c}@*!fy}%g82h+47K)zR_Dj-k~ zA2}gH)HXjkWJ>`{JI-6=j$ElbtW9NRY!_>-WMR79X_?;0Tke)+^B913E3N^RNvX7LWovltqQUyMmb zWPULPkY9XdBvA0jBjD)0;22@4n;Xc9ey|M-c*vc8vqVg>9eiWM;**T=Uoy;4#(Tuj zhT>4yd2Kb{56i4A#NN~U!u-T0&hgPCsi*03O7T@OLy=H;WIpL^B5QwnYJ?#F0A?Ph zxj92NfDnxJ614|kUm3bzK&?~I5kiaUn7w*cjQCKi|f0GMDd!>(}9`i^swLgDBV z@vO3isMZ@u@c#ggUH<@!qJiU+;<$3fO;PpURFP+=8a<1n1tHlz;AGAJP@ z55u1ZYzM!1=V7F5de%=9N;%DOwcww4IfY;&$3F94LUHKv{o@6RQmrqf);2^0FPsQ? zil}~ZOo*ol&Qjb$hi26N_{C7Xnb(XKo|dZl3~rqQg{M}-0Qrz2M|yP;}MK3L{2_WoCm>01NvW<8~``N?c)}Vo)urlOGWUhhZm0liXn!R z{{V6z7K3aIvdV=r@@XQE`^j((oBl9RLfPX53F(|*YspSLoCI}~Qt+65oDVY)P6K8o3xUC^-ct=)yzeL)RC<0t<|+?n3PH1+ z5){d8n>EHn4mFPaEm6QsBUI9QG3u4uSQ>4_G!8sq0bVns%X{7zp7@{ZG%eC{L&iq| zoVqda%=%BKHdZ+w`+wFVd}NuTzE1HT3$9VYVEfW$?5xv&d3B~B*VsETS{3K5_m_QF z2EVI;Cd9i#XY=@R9k%>Hi92nlcZG2KL#Bw3S4|Fe;23yBsQym*#{2}v%+shh5neJQ zVw6+yfo6H|eDRi=F&hsFtARJ5k@&!b$knR8M+eDg4G+Cw(H&84Gf{zNe#Q$C6RGph z+P@fa8-QeJ9MCK6k~s*Oe);|5=;s}9xH%%GaYb8K`{OEY9PbARJd+V%=On<_tT6EF zD@`5q-Ym@>m=r*Kw}kAh8%{a<%FVh+*WNe<8Nkz%30O1to1;5B%P1uCaN`T!9iIjL z;Rzxy4r#noUSAMD7!*gW+)W-m;USws25CH@Mm!pLGX8FCP75K|gDnowfWCRew@wD{ z;~^@$wkM1*DeF+*=U5U%azFC{(oSQ>J_2@l--*Tp)w~^CkZNpsJWSQ(O?QR5R|&>D z#0KvT!wwS!Z>C%|9hxvm-v_(S2`5PSaWx4;JrZQk@->SDzMnD?&S5SE%o*QG!2 zml9s8)K{O3<-8V;-W0nAboj}qg|1ow=}hUw{{RE$)&6jl=ViUPsx|nxnrnJ7geJ9a zdzhimrZl;u#<3PcYhPi{?>4sxp!ppAW8gO_h@ZwyqrZp5dBW6e)(8O<&@*hRg6sW$ zKN%lT1RwoA^KfZ_oBqrKibIZY9TRGNVWAU=v-5|V$CHbaD!9KaY5~fxSUjs1WEEXE zQ|nl^k^~JshOYkr7_oZo7uIQjcxNtanInWw4j%FDiA!`i$2tE1Gk8i3KzS|%W!+)X z4OO4&;gbw$)6fG;fAZu-J5@d}@rA(h3Z9exWTBu@+u;6j&2;3a>kWNObRMr+q{#66 zPyXhJjTPJSV$r=*ZTZ5vHgIb3zx#|*Z#2&z&Jwioc3-?>0Ex@9eMH43G#1axKLL=z z1yR4*ff@4K@Z&{vtq;e>LGDfsYm7En;--f~T8XnO1UxKqWdd!S{{Zt7H3*ZRCwNnt z*H78w8&ayMzr3^s1s*q#gp2~@apV#ShFi=-%l@*{uq;(Qr<|kk36r*SKK}56VmS{K z-SS|jG}|B7Ij7+f?D3bDMf>Xn1TQhd1#V0Xk^bbT<5_;eXP4jc zmzk0f{{SKLtlBcaNM6l2D_A)@!K;weu9~<{f^?5F&IVK?S-iNm^i>~zGjgCtbBQIF z37$t@G38grIe#nkhr`a93|K1z9FJi8;~b`xZq*H)ob#umgklD?3LJogp~i}6MMxEE zd32gY^OTBcE}o`~^N<9ECl9<9LB%?9yg8O%ydqT`Gz6}ZoL|XM?)je$$z7f~a`_i{ zPy|kb@YX01MfPzsIn(~-%)`OI&F40`5xMxIybB0Z3rassjt*!g1Mt0LB*%;fWTlP1 zaBeZuB#$3&>opiwDR5>$gGU;^J@tuzsN4^-AB>m+Y2x*C{{VG})s~h+qsLtzSjHpV z1Ye&R9T^J6ePZ3DoA>V$3sDYjlu%84pRdL`h)>SGKkiv=Cj7X-@OG4O)eX`7{{T3; zs+I@KjA6>G+>@M8N*z6U_l(3K6xa9uWuXu?>yJ3N0~r0s8*vW6XB_VZH66|2PzU1> zVDvE$l5ZUaViMeJYkKzwU#uE3Y!QAjuNBqP&d=6L4>9uBZugH+T~H5&2rOV5Wy|$JN&vMZg+H_cG*#0sMTArbmf})kiae`; z4)1t8LOsW{`MZAxTvb+)f~lY~yV%?dAecGz2KFh&o2+$`fH4YA4GMa<#n)g9n_1+Q zb2q9?F(Du!XlOa_SYwp0LQAf^o^tk#9k+h4AfSaoO&`t|LPld2jYN0jCfO6TS7W)R z+LX;8PA3Or$2>gDUr-3fqt(kK2Ll)1=Pk2#F`KX}#Bie0>ZVr?w^_%K4ZeBAlA~!0 z&z!1M&4fMGKCwLrkw^E0ZY`;!n;l|4Vg#LhWD!QyjPpN(o6uK&I(2d;vNi+CF2L|( z%|eJn)0gJ_;ACMuAD8`H1vXu_JY)${DXaot_rK>Pbkg5Gab+UkMgIV}kctFsbCV8( z?qZXqdwaqiFf}rCtKyI6C%D=HzBt1J16sqY>-yoipx9gnTpPS#${%5kXei=1b4hr{ z-Gjr%4FKoP9&+L@!g6cj!<=2AZ>{s>@1AnvA`(x}0(-(iZgJCopN!Ff1`dJ%hu{0& z3<0kK8fSX*;}D^T5F3|^?-7Qc!+SaU;~ybF4RcSRl?0mySP{<8}o=pwQEE+Uwpk1kG!opyo-$|!98%A9^#ui}%$=N+#zg-A? z#{@ZdEw+0Bu1kyj* zglrw$4h!cXKPntd=r+es7%00aL~*vpDX~0cVVW8%$3A$N;$ErJjVpNtZZVHx^w`^D6bz)y#7jZ9)H3i5xXdd`P|!rpbO&-}x|Yu1f;>lTJZ zpjDb7eCp#jMB2A?0NK4?d39iTgH}2GV5qMsZO0lI9|la#8~OWpiXkt?8xT5hLKA_` z0pzkTN$&|T`+#58AeVwJ4B#fb;_Ov9yTm2$o8EL{NqEWN!*0hI&C9JH#sZEEfcu)q z_)&^=-7hWg7QLgO@CrX~tRO+FZF-{r09fHcp_fMQhmXb~q^VAKht3}L6nFeN-N<+A z`|BxmPa-{*@87IydlWJBw?8=r!%x1q+3}G(FIM@qsOdzQCh*| zkSH!FgIAMP4e0X6h_zvn7?jfaG&px$R^@VQT^kPCaeemV1skw9W@y{`v2iVd*vU+?ql6+%k4EHnhXbKWJ3 zBT&E_Eh(o;uQ=_e8?xpcTgNyG(iNPv=W`v0By4;2`N*&;uQUGuzf&)y#JqXKRuQXM zVU40j`}3M*d;@Qv53Jep9(47Kc1R|vc=wva6N|=PBnF#r@%hJPYlPRy#to-(RX63^ z{9++2B5{ZrP-yekCN5EMKi(-1b--!T{N}5`L+D7G4J+#z=^Ck2sE9Fm*WO)r+kg&A z5%1uv0k09&oHGK_3wZ~5Txkxb$S%BJj8p8heYk>^G$>T6=>(@{om{tYciqa{!#vPQ6CFYJC2VD-FeIk&p+;kP>>xNgb0o@=j_}Gg+ z`ow}dRdwaLB_p>}=Qy(jcJBuM_nl-zKkfPhY2 zNZ9$xS0z@0Ck&&i&d(DoQbGjLQ*~64?oS+dVxWOVOF2jfHFynAVU1C!}%R1gDkbZN(0mnf!=OK|H zz1%tGCBCy%8=Zp&fCmAl?*zmEIcBJ8HSAz)cy=uN!=U$?T(CZ-zmo?TIyD}PvjLNx z0{&+3sg6NEY(wz`2i`1Au$&wJ0PZJNgZ}sHHYx3dP$zfCu5c&_K|O#77k*7$;95GX zxTOaWQs-J!cxCWlrtBYxJs#S=Zw4eXyfngdbx+dxz-+2C=^I8coTE{`~ZXg{y4 z4k{;b>n0mu%HI#p1P(Mvj33VN67?Uh}muwfN z?%lj+2q0T`?0o$(Q0W7JYz4fYClrP!LI`A)v#&QpdG8r^Os?S@gc~A-E(JN(ucsQycm6{M2Z*1j-z&Yn3hlK}>NkXIh zyqK-0IKrBEb8lOF@ts%(zl_p(HZjS@Y9}C)+dX6;R4jDs8gAoC6e-u^H~u{I$|M(F zJIkP(?=HCjn+cjqBd#!H6%cGwX*<~RsiGgTG@TB z2QoUQc(1gD-S{QnHe%0IOKW#K7sfUbY-_Rf@@($>=H$p5r^e~|4~|lx1Eh6FPm_n| z2FpXzX^T^ooF1`2h5|$;r-q?8aY;;ifQGal?;UlC?{P&CX4HUiy5w&eGzC#$4+E<> z#32Y07D=w6Mf=Y76$Vh8mWR$Vd4^FT4XF8bt=yayx2OmwJ?*o8aJyu@h0)h|pbIMyH)ahn1Kr8esLxy~(shBnwjLEF2* zMmw*usMR+A0KuE^3MHf%kwr8kj+{g99#u6>vzdv8Q7c1l8~*_21~>p~YH8)KA2!H?rrkxr!Q=C8%uNaUhct-Q<7Met8HYv3@1l0J* z*bufDDvnfL(T)09T;$^+r#R5EIT5E#VMuD7Q#XP-I!?Ya5KF@6ZlG++h?}tTJ?|Kk zzB@S|ujdg+s-G7B02ujGVlwmp0GYF*6|5({H9EZN{{TGUDT5>{j;|v*f2lad2V=>F zO5SHD>lOiTfd2qk=-00Q0Qr-6Hs$*BpBbcp*BxS!BOP&pX60zH)1-C(0GLvkDlI|ZW`odMb*6KQg~3847LDG19bHs$KxuZZ`Rf~hlts4ZJ2f|* z&uUk^mEog8CgsXSc>x=B+b6yRX#Hcv%#t036tx=6bsG1eUXI|$U1r=9+? zK4e)sKYv&1dgrdl?(sEul z-n9h{7ABj^t6A*VSa*t7R1PN`)SO*rxA8cNN3u7t?_{N{5_cg2Q;yoQL)rU zxQ3&TBwj_1kd5jV(-L0-7QkDM_?)%@Zbt)kAcw$siHR!6cj zEFosDbrholFUwE)oD7(BIwn0Lf(I|J)^gC?DNN(e@HSjtyn)G%Nyq;$acgA}-UjG1i-~#HcnBs8RtNq{W7LI$& z>cjNW@qh!EFo#KY_}_TpfK9{>h2VNP=dp(%GH_pp%IjchJcW6{tUCx9%Bgd znkDB4jZ{GBpje5`bv)~e0HB~ACrv-`4^k(p?MmQQ+pFt(q5=bs&QDa{x86#}njx}E z!B=n|u%b6jAX+48Ruv@fbn&B-VK6LNFzQXCyRjGWL#?%Q)*FOW<_`=#A&oP zX8SV&qNqpvL7+Z;wD&c@T+369)!$jMD%XjFoL9)u+ZG7234cI#e1 zF;H~M8Y4)TX0I8ogfwi5xAKtW_`p{;31PfPZyvX!0TY8!M!;Cb4x#4)vWmheK@&+l zK)h{jEjVi_13J*&-7@-E38fv)h~CD9Gk)n{(fvPzCkaEio@K{So@(#?ET>4w4~^!G;MO=Io>=aYKcU5#~b6F?;C7jq61KJrQ&Vs zVJGB@cJk@#pAuZOQUqLEX~$hZ7!b%`O}F7ZaEpV#jI%WEcrYryqKhD$5!ziG1=xGV z&0>|YpwXqgOcK_EC<+U~zXUM298eJ&|$0}9tz=5)k@njM$1qhX*hk;qc7R=Wz(m^)2bun#WC<4S(X=A${HI68SuZ{3K zHLp1d8f!8|FwZ(H9>bXaeP6;id%QA~H*f94>q z7d5-Y0C31OMv`nd)8oDH5S2bgFTI>Cw>e;GRd1XLltXHBJbA*V2G-Qw)5HU;0i0gJ zO`3f?@1uB<67z2iT4CA&AiIeyIKgeq`sPu4UJGP0wRm^E;aD&29AEy6*Y zVaqkvdnjf;M`*KovAZt2#VnnpAI4mOlCxWOxqUtvN2Dyw4*=O>uh#L>a766^(s9Aw z`ow54%K#Ko9MV&+?r(JD3(CZGH$F1QQ+0tW2!|t2j7ZKp(Nt^3gPw6xx^Pr6M}(U= zVR^?i3Tt6YSyKMG;9(sQ!O3p)4hKXMZ;FI;d{u7`y=!;`fCJ%HgAN{7%Zu6pL~i3w z2J^-{(#GHtFmI9YIat~a28eBe*QjQZI$9DDM|^36>k^Zbq$sIB2baSWUI@KD3iYbx z`5|cl9+J;mFi`~V?ZeKwxdmOq=qh(br8KjJTUi2t^S9=HL+hRaSp{pd6!LQ>YJgEe zxeazv_dOU{32mZ0swXGL@~#;Iw?Gi&;8`+bgNFi@UR7$|+~TGo+pG#HwANfb3|Nq! zK0Cv9@u+91oOzMM!+lM?4@azO2HtaMkPC;ZYX=V@6~;9hS9cX_SK~Cw_I$tdHPP|- z#c9?G#BdN<)adEM+lf`OdDpA@$^ZqfhUAZBy>6xx?`6DYTQ;E6ZPo}nfIc7$?ZQ7; z6`3W`bkXyyu2d?3(mXA?blf1M?OKwO8riMg+c0MmKoZ``>@M2#nuKw3vQThTcub@m z^h66p4WIo2W6K4AG(!hrQTUTty0)ZNc|SRBbTwDU{N{b*q!FNom2Ylmxx6wb!f<)8S^CH>`bSD^N%BWDC8?<4blVr8!>o<#t0A=lOIIZ7}hnd+%%H#BGMW}W~Jh2TzZYn)`$-u}47z-2y1gDqnxVE+IaI*k+4Di)P> z9`YbMEeIL@{QYBwRM^yW$F91^66iS)vu$~Q87&vt0UM;G*BZv8h#+7C!L+^;rvfCU z`48PiX|hgpeK<`8(|2X_c+r%|!67{~sW;v8g3bVSw|OE$e3%ys+=Xez7@#uU^aVDw zm|!=Jri4wK1b3qs9_Y666(CQpH6xB7U6!id@=?ALxxvp9A$E6Z8NHZuAiKo0sE;ns ztkg*d05PN+UJ8n9dPLtt4Ag~CQ;q9lU{NhJMKS|H4k&AvSzxuXjDtg`a+_hRiYR$G zr$%tq&n9*I;OT#QZ1iHuSs)z^F6T?y_+zHPBPtdJq?2vqk0Di#6@#LiDAg{#(QWTQ zD5KPqgRO4hlX{}jLOW^7_Tchqts$xTzOdQigpw6i<(H3H7-A0YkHR1+@5?UKYAWhF zx=#3f;^G5x#nDG}L}9*tVF+lXMc^b>=NHa8uB*@>>CXb~B)~($6*ocOj#;~qx+o2t z6Nhlbh7y2_bxu6uEN`R;>KuRWB)8k5p9jn8I2Nn2I6B{e&k?71Zp1P%=YFw+;iTWi z%W|Y-c$r z!cJ9xjEIP!O1>~dD4L7xn;eROhmn#_Evh4-dFzeu2VH>?chcp5uoTXNTbz;k#~gyF zI~A#gK*%4RU>u18qkNNCpfZand^gXmgRTS-(M|0%;^Ptk*iGLCz2Vf*vqT+&&e}{^ znGyzpu>2=%$F1KD8C^@z^Zx)}z|?4PeIa}IicL{pasL2t7XXUH4}Xu-l0izaOTP}z z{{Rk8?wrB&xQ_}QA>gir(mLOqH8}tZfaDpduX}NWZBEj*j!{mYmnl>rRd11~2DTxm zZW2hgDHyleu!aTj2?*jU0vvZa$R#udDJ>RJ!`=d|P%IjorIn7aHj)=4fDLs`YQw{I zir3Ii!1)VCsocxT+~8P^mW#gJjpz-M0xaY-vI)(4p1SfFsKSXndlDc?HvZKNv|wcIzyrQ58p#RNJJh);J64 z4eiIC`?T~k66s|?2ZMzBC!A2l19%Zp&bj!0vUEs!fyj1lirrA%gBkk3q=(w;ifTC1 zr2!&`4-ls-iQ5&u5HuQV-;avjUe#8iBW7-#G`h{Yaq}(Eat`)mg#}+HT8GdFgB*e< zD%$+y1cL5=^D7K7xwi4VVZME3mu+!7!8=cr2{2pZyct?@2SEDB=qG!{LL4=hJlRt@ zNO;AmSmN=4AycOlEf<`>fg`RwY~Q>I)1mwetze@h0vkB>yq;EQtpl^HTH4?P<#vAX zvZ|m1(rx)1ZliEiCytk*JI+){g7om8co@qBZ{2wD&yKTqND2&`Oa1x7s036JyeF^z zILeA5lA?pfhWO(mOevh+0ZF!D9wg76tG^(zv$X#Z{r)Qbs zn-KQs?Za+W({F}~&eM4z1_&xsL(CU}(RkRBMv_(G3hXAh@@D1+B7sTRk-kHYaUBk! z03vhChm>4)X5QTh#{3V?4iI)5!Uxgn30E|XOzM!!oq|vv2 z@I%rSX-MTEeO=&1Ec`IgUFpuXbua;T)fHY-PMdZ7*I6Q$74l7aC*B#9OfC_&^83eQ z1P&)~;r{^KphunnpU)VWb?KW+Lh8NbEk`Iv?=KCm8-&Xh^5pptt8!YmIh5WpHI|&A zzs@W@;U@v_4Cc;QU;sVfohgFCxy9Nvc4J2);fs8TU`8tOf}z1PZ#bk-h-p*CKW6as zesgqwM(`|XK~VbE5Hz%se9R#fR81NflDA(zu`AhrdVUvU^P5ahZrKLB>6ojeo4SAj zw{H{2tlcFdvL#LEZ|5pPlXJ58Td%xFgGu-(ZnTod@L_0}^2?FdhR3{4H7?^~0ra-c zwqq%{(SyvFd(Le~H zdVOFOCDf=C@|=>{4neCzw#RK9px!;6np2ZOiUN>fI%m9PU@RHAEGDmgjvQ__BW0~h z0-7$@tR0QgAVig#MB{U-oDWEe6a$eRo0kr{6xFj-yj^kK^Mn9TfC07Y5}!^FT>wDh zb&Mfi!#loE9{&K04X@P+d~<*hCMu^6C=f)^I=p2-q1qA!bk0t{MkU;X_sz>0 z`yO#KCk{451Aa{xtU|4xW4|rzSJ$&9Ec(kvZ2HzMhVXBAo2TOl0yr{X_afvu_x<9H z6WBPg2zE>qLNgQK4mH+Cjxr{fG_gH%aOk``)(8pTKCuEL&sb|BeBy}KyqQXmd37|p z)=6->apC}C#V5frVZdqS`8&XYiNYh;>lP?IN`J53X))@u8VF64!Vo1DD9y2KR#mj* zb>|kBq92Es{^UfunP`Ox#;p^KTdE=#i@o_hd)5p+0>acg+0P~4d|V+?v<-NOa`?i8 zT}6dN?rino)iN+;&;edaXE`De7K9_`r8&6ds31p>Q}?X8MMNPMsISv`D4Gb;2)C1# z^|^Dz1`-C-wCCQOI5|QzUm%8(UOK`-FjH|5kxJkDE-gwd4%()W=Z-R%4o1;52==Uy=yh%jb}y)UiH zu5gF53q#0O_Cp48g`iW7*3N9!X@z(O+-6H)5x?&s1o>a>nxPF8_x}JexyQqfu@Kk1 zJwm$5UJEi@y2PXdJwp6sjm!e@pE-4Rdc;$rIHWDR!*wKQ)(eq7`EidUm~R{n*Svrc z-tYpHt$uQG9xeqXuXuj!7y}`7Gfb5^)<(8*+xW$lYDxb9=j$Vb4mp0cngCo3LFViH zEx062x)O;e2;FF&)i9ph|8+?;pFY?4#>?ZyUe|4ndq~n}(W}*Um=dH<}Y>vQ7Fip6YoCCZnQ3 z`}oCm&JZl>YWv#$@y-od#x#qpuC#i zg0%MH=}p+zHQj&s$_W!?ZtDgJ-fG6Cu|PdRPgB{hKHndD5Ti|-09pLoEih>~}Y5&oEz0P(w;AopUg}f=jnhXcvldGb@^gYrax?j_ube{8&A#2Z^iE@?j-Vq2cwUi2j*l}{?)dvt!?UVVyAV^RFZby1E zT1g;6vE#vh@}ALZHlyD!yM~~!QhIOWoEcEIE3oy)=Lami{1IWVoI>4SImlA+ z9&t5{>bRK4xx8pZ9^c~*bChYXmTYy1oW~CA-qh!_07?Nqov3B!Tz8bzhfeg>IG%Aa zz_zDZ`@_Q=!@&Z(y{8l70{f9XI`qs-PV$~lJ#Pub8G&nlPm`USdQA`XAeM)}oZSrp z0Og8X^_&ly0*vXoE*}6jQTF8;IRj_nU@jkxeQCHg5b$`z zxWfvsJ?Go;oAussov^{Q8o9Y)ES|3}98I0%3Z=~qicW9>mv84Q7seV=;evzZmRb)9 zkqn2Nawd7}DqB0A@}H3Qe_VcmY>OR0_{&}jjkFGv!SCx54gi#jGCFd1#vg>D)iic( zZ{tq#B+w8L$w28Sg`zMSZkTgRJBx-@6d(A}Bzw+K%n6O7&zw-!C zVyVaRf&i_^{6kg99IWo((sLnOwbB`^n z$OB82wkRYoJLTsRmZ#)=xP0U(%sXq}c))-TuJ{UYZ_Y_9<+Q+T1A)IcE4qM~9aRe_ z1UvVVK+CQ>xu<-~vpFFLRsR4AgphmQ2!oK-lZ;0g9bn-(GYdoKE@|YN%0(s&c3)Z6 z7}DUxZMkqanlK*4acGe@x1apTfF}7&oQRI&)-dHgc*w;SNxWva{ek`Sn<^B5+PXKM z_|`Sh4A}73VW(f~DF)8Khbf}V5TvC4pB#?eUBjz`|FF&BAoD4X#w~xxQnx0c+-eOm}C9Lw-5M zBzyRlSIZZ@(X%3SpQbV#OS@(i$WL~&B^OGb5=>>0(C)OW|z=hK6NyZ|b zj5csk<7T;ZWxJb{Zh3$JrMbVEUF55dHOFFcIL&P==5>?r^O9{D##kfyWLlKo1r!K= zaRPaMEWtJQnA07~d&7V0F4UM6i`%Ar%&-bu=PB9LW50}|t!ZQB`OEBG4)7PmIgDf$ zK}0;dR(<4`wt>{8Azyja5(sE@=KMGX1afQZX~*Lx#L196-&)1r-cx(&{_(_4hXFta z9TsN`Ufq}usooV&k{PjEz2Okf03^sn)2%`yP{dBEUBDG@dH zp?~e7kLZbD0v6{o;`#_910GnfE&*?H#a2yHK=63MyA$vGF$Rmg6eDLpIJSwAjii?- z0w)QIwr$OfL0`rOz68fj)2WgT5_aLE7k?SKII(e2E511AHpUZQOTKoR`Nf9_hQ^Ax zy-wGFF^8UA>s;>?YSSQ2kviP?#4+nhPJ(Lyr$AnZjm!h1s6`@!=_UE^Hxmp_Cw?@a z#^ysEv@IjLmbLMHV9DIfZh$K|>z61@b(<)!Djh@VfJmT2P|#qzKGUpSUrUbdN2~x# ztfiNDB@VJUxR%Z^6&5(Bkr3K4Fdr*OU;*f-Pd&_GP_%dC_{8~Ds?*0m&I{jmk@vxz zVM3kg!jxB!oMtkb(?$-A625*c{{VR90(AW2$WpK$IJ^*L^mxid+bO54Afy&opUwmrR!;YeV`*pQ-8U&kJ@%@o1j+pYTx-x|m?8dT$3?WyF;)?BQ} zxgGkA`uycx?I5SW&7Wo?)*+m_^s0xfH9$e#I~6M0SHa^7k&tfDqB&Q5bC4Tmp#jZk zHs1QcnMTXEx32-C04WGbF;q#y&P3xH0;bDw2reeX zzlPbJvVu8xTX! z`^e%U<6U69K%jfU1&r2c19t%@#u22aoM$FJia(q;CEkr_%MF3gSQvzZSG*3^8VS|{ zC?p&hnnH2v3PN5YFfuYvivQe-#q(8d zQmtM6;m)ZT6{TsgXzQM`y{&L_e9)k6oog1kSI3&{tmpA$#*zLIOx`gui-Ud=ugXyfQMP6KR zX>R$#M1_uz=O>^B`l( ztZVqi0548UYfl|xAbqn_YcXiU8!*kla4K>9V>UH94`)e)_D=|e+LK*-{9>kD8(Hr~ zS2OYaEkHKW27wMGJI*!^{e`X1rm6B&@UJc^)iSy7NERO%8kgVxT&x;|Q#Djrzgvw@>f9X-?HyPyXb=I=oC| z1F~=DDn~CL&Oy`WCUW4~dByohtVtM6b%oS#oMOD-KgWzqKUHYY6VJR;u4&7N?B(;C z_LFY&Xf8O#qMY3aXzQ$XTh=Jx+zwa{zTR@lKQnn?3h37625!7F{$d*B;xywFtIoB8 zs{CQ%8&8aUK^LaI=9Xyw%{^tHP@|c@tVaYCoSWPH<8=X`qG$E>i-a^0bUa-T+q;rl z?ZlBZIe!h_nlNwzOoePgc~T?x!P%}x@nc*e>q4bzCemL^X8I3Bjeq5FPe$mmG};j1cMim@zf;aSbZdag<}hF<{-(j`6IA z)^#H9c#BP8L=E%n2uk_FBdT?VrOgfoA2`m!H@@*|0`?cYAiLjLWiU8-{{VmM3xi37)fy_iA- zcB1Ssjlv$YTywDHmx?5Yf#OG5R)e7ey>psKZcumqKY3noRgUj~$3#%m45U1?L-l{w zUW$NpFc%y-?*b97xWRNdHM>j-l;Z-mz{~|MCm$GE+h2?_ml*Bq9V11&{w`5zwz2>l zx<>ow{b7JNdoQxH2B12`1T5m^cWyDH9(gbo5YxUhAn6Gv7bi^{_5T2wPC>>v2KdR? zQ%`uJQRAGt9%`l{CDKd#$y5W2jaf%EM-6f~FL_5Jrr~%>Ijx)T-YT?d#}hf|?F=g# zq)cQT>AwCkgGTdViSv&{FV1Q|?UkHAcxfuyx<9>SVVf(EK5H08y(V(1sZO0><^<%% zv`HRvmuxRM%aIqV>b_;cN@+SGu-T;Z_lr0RTMj0+L%$9STm=+`>koo|- ztCLuf>Ak7A58v0ku}U~Lm?#cJZ{r~@;=6glZ_NRwbsiCM15=MN#%)0GZW@vCF+ejw z-*|L*z#3Nvc%bDvJH*s4cuQgX#nXF_oSi)#V~1m%W1w3VH*rSLNy+Z-8H;sXVFiqB zrs60=eOzIxZJuyo9W~Cn$ot@qlNw7!?ap`Lj9&IVWTB(g$wfn{guuBz@`u5&-V)Su zT6@B1mUz#H2?Eh|srkuTX`3+!nx}nX4&Me14ReE?i^^hU`W!y<&Rmx*Cd$(goe9Tz zc#2}xdL8D2!nx}$3W`kBTe0893*Ow-X&g;$beNVzQFO%=xSkg{5AcE8ZyuB9APbQ} zRdyO3`uWE^Y*60H7I0yO1Z*pISD)iJhPEC88hO@Vl$`YOuJC9Okm&jU0LK{$g(et^ zuJZo?mth~?BBBJGl=Fw;J)Se*d|7bD*RAt%G&J+9RNHt@@4V=1G4qk+Ao?NrFD{H^yA&MmEO4 z38~46hzDvqJHx_O!G=^0jrG=TqAI*=I_abHf)81z-WoaNPk1pBiDy1?d*ej-$YRrG z&%W@miKl)dgK_UTJMJz9bihEmz!Dpl4`&V~8<@j<832Z8c5uVIWk5JwRo<+=aaj$z zaK#~Qo5U;=JY&#^^)}_i+DWm*Fmwc)_{-U2o&JQwTda+}A+agVqg&pr#XAP7;%8l8&5jGg7$aGkE8g);yO#qfIuB>!bI#)@D5mh zry}60anRP!jOSF%**-HwMC>~+cx1Vd*_P?RLx;`<3@xPXzxjs(J7bMNM_}i5?}Gya zN=F!-AwP}^p!y$Jy8^bEcs)hFf4(q|Fy+<;Sve~;jl^cqXL4n==MxSV2aFQy7T^Bh zq(-a}v&!Wll{dUasz2bSdB6#+V+6Os0onl67c*X6HX_^rj>`d1T`rB_2Pb7FL;FfdAN{{VerojDd+H?O?eQKjwU{{V3V za7li3ePO2R4X>_pw`-$kcNunZ@8cb@F4CLJXkK{-d~=*ioC$~(+LV7dbeX^aey~al z!NwfLN7_jt=Li&G3CKc&Ki3mCCR1 zHLu1PK-6oTK-RtYi$>T;R=iF!r-6ziS)N4AnwToQK0M>WDB;)LzzZPw^Mu$6xF9ug zuJPbke@ElrSQjq}Tdm}+Ydr7kG#%8O@Zj3^X%Ws!SAH{OO@X7ne;81l0?im%+6BKq z?+yXV>m8Kl=uBv^t_y$;S^lvei*H#V_KVDOvi55xjIFr251DbB5p~e{!AUWR@tTJk zt$k}E0N9x6JNd%|^Xm~qWHHk4e(++{PMly8Ik{JJ^fS(Ke|t0d9OH-RXX~HhewXt9 z00a4R`>#3tkNVHt{{X!HbNF+E>-f*uf7X9%(Vw}Wz|Yvue+>TLf8oRHJAZ?m=Z6j) z=O4W0$Me6O{a5+V0Ay&uHOMv?2nhfb83YU&+&P1rLvC^TQ+rrX*E!h zy9$aDRQSP`u5W4(VqY;}Shf^_C^=rYY^8k%f?YFEd)C_T_sQ9P8J+VKy!9l~r7(QVWM*?IW|pfa6*xuPt&r*#&YJPrPP(y-3ueD_Z_l^4{y-#R912qJWLiihK* zohQYL)f?WWi8WOo=$ulT(FvdF%b|k(=fUN2i482xb*2IL0HKq(E{a;Vn0qa%wz3G> z9qXcaUVJz-Y(3b%XzsSHYQfa^nin|Gd9L5W|H;SC#r@>B^VAWjE60(Ac=T!k7=>Hc zam=7+nLT1_|Fr*I$pyJ=(~xy={TE!nFA%GmBRe)>Q={uMhFZ8#czUK$GIQQ42RH>u zt-O;}WiulvJK69P5vmq3pOH&|e^%4X4;!p*_F+O`YRLm7QfXf7X1sV)~f1 zZWHiR4$LlMk(I^KV*#sT%yp`xf`XzGvtpU{&U>SbJ94*IXgL<*x zXq&7#A79HBn3LT}jGv%u-f5UP146x48I4iNT_b!^@BLohv?NRW#u$#;nGz@1R&|e3 zZlKXiMNh{kIy^0Y1Upx3gv}_oNT1T~9eGN2&wT+3Zi&<-!*QllhSX8jQsYwxzh3FGF5 zdTyB;7VjThWi+ukl#x*RLaRa*O9yUh=089RDDqeK?n*Vo^kH5ovMfsf+Oz)V-o$X7 zyN9E~$1Zo-f92$X4uUfp7zwZpC+hfGwi$G`Ce>xTzHrDRq`&~1eu;?WmC=B2ITpYQ7Y zF4D5n&*V1qdRU%X#ax9=b#67K8uZaEpVbrGlT7-RkvHy+0Ynslr~=gvq5eM=N2Y>-iBv6pW9rn`D(Z6k^e4DuP6no+;`@ z^Dq`hmuAlBQ3Dgz6f)^sl9Vta&BIFH1$qfcAdJ0BT)B0S(K@gedDW$xtuu}b^MV2L z>I67+VOcD+0)Zi~sJauEzp3Uj)rP{Bshw@;rb^WRS|mLlmGPENMP=Gn7h+d(&`Iga z4>Z-N%d_Y#dOD&mH-iq6YXs_=L6@40xQ}>+-b(<~JNPF>FotjMATbb?ts4h_AZ-i1 zZ1J)yta7W5@neJFK{MNzWNNS5G#N92$qjP{l#+MVcgED@akdY3sN(F~x@639Q7f+~ z8^1QN;;Q9Iocvm7MJW46YR%GqYLt(WzNT>5G)~uQmYtSa&@Vk7n2tZBIcvHVs(erE z+C6h$z*K8SSOqPu2Qj1vm}tr;WIQ;r?Vx>apH%o6Nh|w+{yIF>reu~t90V4wIM#fJ z)0%Dx_R2Z++5cm6~`3|I^-b8EpIQgK(GQCr!@`UHapHM7Iq4b$wCdq8T7*2#QGOJFU$TeX{A zgSha{g|u`mTL!r1HrS9?Mi{ zoL7YmLb@274P*yZ^i%p*n6zJ^TNfWto+?e-Pa3;&cgh6EjZ2$-;iMTT;qdg4w+2w{lko=_&V`z7geb6w0_* zeVC2qDJ4@$9OS>+#aD50qCxcziyzh;A>h7|(N?*;cjfAC5?0UlvHXI>RI7k;i= zT`>f@QP0+(Lt1wq!Ri51F56~nM>{7($y`ykE*&0O&nES>da4VhzeQ@1M#rUteX|ah zeN~)QjATXr0z~VUVtMda1a-Mfq+2#Uhel=UHi~ZibsIH(#zTHAJZV}1Q4+QSlvb{_ z66JB?E>KR;lk-11Be=DI4#*2DT-5x6HS#fDaNMKaKLb7p<%BK5j-FW~%}tJ#i>+IK z?X))`k{H@8U@V4SexB3v(diqqb~K#4ZnvPXWefZ{)i)YWhxO_DfIYFBw9;>_a0~Yw z9*VM^Pxd3#Nf9k5S6*YYcCMP6?E3=z$d~gF30jMMz)dK{i;f&ur^OLceI57k^Z?Os z;jJy4;B6s1?6FTZ8HFsSx3m^d+K;pN zbs5inD0TXa5#JBF^KO;e?6O=yHu=IRt9yMwJ>^`qr6!!0qRzxr;p!Z(igQ%qDq1>m z@eNkfZfog8-N@tdY?gX;tHfJ`O+M2yW>Dp~ID2&do5hTZ2_;)n=BPMYlR8juP+V|P zDgU97t?>e{#VY)qanhru=RB4$Wf^S9#q;A_+#;M5h}=}-p|=jtQPyd#A(P4#%e~(w z0Nd}QRcJ>%=3Ms$AZ|)ppY%;?*1WM%>tZR+ub^Iu>PKUds#ML9B}mk6l5B`jbY_UC zYL2s9-*j}#5tl}P`LT?HJ~K> z%|&Q(D}>S6SR|#U`oz(Tg5hRKfNcPk+2B8)RZBN{ukKJcsG$7asv0awuolg(-48V;ju#_-Z30*E!}p5j9u;- zk3VOqb85kNye;Sl;eZtK_c=2v%zz*?Sj~R;0+ZGJ`LKr{x3UI6LE5zH6Lzd%WYK*F zWJ(U@D-#XsC?c_^X@2y2b1jubVj9@rOg0>UL=+b^-DP0Y2%8=!J&zZi`I3B zZ}H2Ny3lvtK_v7e^0bCpC)@7DkL@l>d?v>C+avq%Mi^Ji#LP7?yIic_te+zi=a|ZE z8O;F{?|WYf+4`Od_&OymI{tYHh~?0JMw(>kGx1S&tlrkEj#AdbV|okCs)ymyXj++P zUhQGhRlRE-^~JLtB2zfWx9J;=jh)fHMLCaC92L=#Gq~_H`;vOcRh1m-wbdpL>AgxW z(CScTbejY|RA1X6=MGSu#cyRSa+WeT5xx}m`za_;kBhTtP^Te)0Jh`G^ci#XTjGW zH6@F5WdNGDhML7ju3G4cQgs8`tsv9r1D3ImMQZ+cuRwkF-GF8CG^<2QhRbf85JndB z&|Ve?FZ?IawloNO&zgrJ%oM(j(JP@#xfeX`@}q^*PpnBA(F!5E6oc0#O3aY*qrdkz z+@}CYoqb7RP0b>Y64%P2*+kd21RLX>hiErkqK@6-XQ`Wwa{+-)Z&oZdgZ<92O#xWG zruX`#>1BU(=?)u&yMMZ2eMgA*nI+=9!)RD#(|O4jbMzV&UTrI)xv#ZCmCTfY|?izLSV!>%-MtPiP-hSieM+Q|r|3XjYdu@*!v^4Y*D6!{;# zW`<-)nGH-zEyUMXfLW(9pBY;z%9G2B7~e~3`Pt{jvgr6k9rfg5v&iCu8H%Fa-Hp_t z*`lv=3+;1K1F0B?jw0*X1fwZyQJYT9*_ERS_tJ6k16LMxqT8qYG zN;p4|TdZ5lYi$2=^|w4O4be#5jI4H*Q)@%ZK(^<&G%OKK5;s{9EwK2CFq8UB<8-xh z?n-yAS~=xDb2a9vtTXC99=NTDAdx}H*MRQW=*r#F9x#uGBQ8KMqqrQ2eAteh!nCnK zJ*M2TrBqJG*0e`GPD9jri|)LwH_W9l?utFNRaOFqUkN5wibbVM<-apSoP966<27(ynjU`kRB>?Ac~ldhoa0@#*XO zti6LA**2nv)Z|00b!1+|0r^oLwp=!o{&DH4NK)8A=dgCz6XCBmRx<9SY)xL0q0J3! z^-b zT02=!15DS3KZSvAWZvjzlxDGnR)}m$rMcNvvso=}ai&^8VFhn9JfR#S_6=Um{bSnf z>v}Jc!9ml8b9%yrf5VvYqA{{zDcr;*O|39`XIn{KP4b+CvE21Po8##6;)+{`gg2x0 zp@{kmZgM^))qASq9Osf^njUKi#g-iFl2u-F%3gEXs%@Y{EwD@hK&OpLov87HI{9Ti zN~JC91O@5X@EP4nEYLJe;C$yJO?f1o@*+cXe?q~iVJsU;Or%=m1X^x~l{oAso(H}m zJee`akJGa7{3<@*)&|2lu^~PD8*o5d%TzKt5DZ#YK@0ykX>T$;=w3EB)rCkAsAYNe zuushs9wBMrY3PrT;keYK5?CiQwGz198uBuf8Pm2ac*{g=tQe1lChnx;GfQyl$4pn* zxbn-W#5VA34$kJNlQE0oy@p2fBvx7&5mjVsYP-Yg8==!1+7easiz)7GRT^1Q7m>um z@nd%41$yl0+@xQ+%%d_z(Y3Hj$c717n0O=C5T@ae5`{~g}6xLQMK|qs(3QRPzzv6uFZu6nE$P()08pug-wG3xk6OmMVtakcsTx|R@ z+#08;d&yj?vx!cUtC3kNJlO?De}1meq|9|7hGm3$9FFQtmz{I6`^-~MVGEMBOjxfH z7;%&uQdvDoBS<^RcgWM}q)ECQQ~#1DmyvDu7M6d0gqSj4_9lqJ8`JqME^;JtuBNWE z#-8FXQVu+ki4qOV!*J#$9@cwSssK8t{eh5}oc?)T$eFURirlBOCe{@w&Zna>zR<%; zf=XU8(F`KfOj?yGT|-(y?PQN@A=2vW8*8OKBHq8wZ=#_tbI+@^MdO0LX>W5ngP|%T zy~mS@l1e3ueyPh=L7z~jBw?i2lmcfy&yieW5K*Q+9rAat79B88RqrI00RxdzRZWGh z=M;d)9onH=V59K`XzSK#I8O1C)XWVDa4D29W#L0|VsjXF9(2q9R;C5M69H3FzlPh%e)lvLFhaa%lSC2qHsSvnY=7jriU zTgRtKN~;mDN!_-)BrK*fRPieE+q4=qXjT&qUG@mUIZswSRwwKWP)x0seH10HQ>{@| z+JGvYrYcT@=AujybV-d)`Lm^{3^JyC`!|qvrAL5?j#*KpAMUw#|5@>Ylf+11AJ?4D zO(r~?ofM+ak!>mv>W7u51U5AHb5j)#(ZKaNnRGZQRP1>Gia8IdcxDVO(z_e$p~8@% zT$LfY8Cy^>RY%7@L-JlMa%P)Her7Y|l^(fIQH&&+Dp*KE9#s7LvF*9{PzBBDPfL!;%|i7C7)W0UEmAl=uip+;kL$HmW_F`1saNuwS7tf@(-z;NP8EZ@XPsF3m;P&14t-Jh@=$S1YJ0>M|AFfr89=QiD*N~XQV z{uRq6QtQ5=k0SpCdqQ7XXFAB;DayumaU7Z_|1ttU>xmL(k-GoeuNC=b)sQcZp>`WqZV zPdprCz$duNx-0ubKN7C|4VC(lJkgzuFUE{730skr94@(H%_?R^_V0%1faZIIs@lG( zEO=DN@IqM_!(iw_>bE;6m_{)s#7UymF>+BHsXMKQMhsAa?__f6*P{Q8SwZrSbk4#b zcHcJA<7z4!#evjA2=^)S%7?g1Vj3RAWqdBDctifD>^e?jD6t!_hS|DF=UpI9L*l`x zL7PI(A@FA}#aY@;`KJ|(bvM$z=>4-F`9kx(t*w8AFXvyIP!AJyXfYWwM!poqcj@ok*`La+s~O(ls)OZ_nZ?*>#fQ#9*R?tO=B>8 zV6bP<)5DGZyYCdBi}COcCdzLxfr5a8g8o-V`Cl+0gCP+!v!Dor6NxC3kg^&%{STHv z|HD$zurVJ}sGor9=SaeNPf}7;i!7gIG}#kB)-$Us>B8uzDL?W~AS$B@zL*)wWH+K^ z1D~J2ZdK(M0NS}J)#FeqfJDN!)^zlN_|IEzjOFBP;;FnIbmC5^RbGA@a(W~x&1VZ^ zQBpkRh=G?q8CIk0qp=_SfK$P;NFr1|lPn^*@6xF-oIC3FySRuGDu3ajEX3uQvX z%-v@=C$+u!rOD2qF{ZiMdHBq)x5S;mtRm8WLJ9FizKTS5vr{q2QTZV(by_oJcI)WE zr@}8lYsJ#l+l5YtDTsL7+h z^l5dKVYNl*z>6_E%K8k$;W~|9MCUCC=>F?GDzN7Os{)VU6 z|Im715a3V{5YQkH-vIqC+aZGyBcU*Z3o9Erp^`WU60wLFC)W3oGN}|?L!hw+&7zB{ znz$tG-jJ~g1s68_|4bjGAn4FubeUN`WyPFkDw^QD!}ulPtg0lifbY}L^$A`mMf{hv z4fx-~LKDKD@{1U(9V-ctXs;E#=S+8o6FD6s_{fT<<#90SoIpPN-b5Z|yDxx>QVzPV zJD_3JdJrkGkV6i<8iwW#>h>haN$%fF4rsc*DcOakHo4`-&=zlx;^x)fcJ z&gxlm{1S#Ytx}G_Lt$QR8)opHv zBHXC%6_bZQQRcGUba{iZXas8N+c|+2dWew$BpxB}35ue%vj9h!M}cpa;oAv8c9pGK zcGXgZKc1?rRtPUN&b^V8zvQc%g2piD%7&pp27MRn92DDpry?-w>pdmhME^KdN>`Jm z1s}qi>SOj?55P?S0?(0gP`fNAJ;-;W!6VV7X-&!_8+I6J;kca0nE$oN0S@T( zEH^4y)#0jo6Lg!!Gqb3Wt|=*SHB(;c{1`c6$(rRJDCC#1Q2U46Rl4rnlWItqd8_W5 za6{R6ouNzkW8`7zZU}l&{Uq=>JB+W5#^Rxr@CWYvDUdT#VPG8A4;{6zm#{3KPr4i- zz)?anFUU_vs6KzNT}z+Sf?^_vGg(wTXqDq9@g!yz2z9@B6y-yqMW{MQ%t)M>>S;Fn zV_U(j7ZInlxaKjcuXOOcwDGE8e<43=UBv>$bBY{a+MOS=B*^Y7jlOEy03--O#WIlU z{@boTIui&PJ*(?IxRVe8p2pM`JK+6;%16(e+Kf{c+HJX-B|}OKzo5nb!89K4_1ri6zpJVcS~oNyneTQ$)@obP1om8KOy z%w_el@RD4kHj5ay@lIaMEEK zE`cXSzLQ_?H*4})p{M_1lbMZd)xB}I;S=CD};*%|j3U{KyotKS#X}XaQTOy)IRA zpY%L5)wRmg3=h&gPGS*B$BJXFrj!XQ*zyTVl#8&HZD@SI_japaft&u3*$m;Y7Drio z3cER~HxTbb?9TGXzxLJ9rjg`#gFA@47|AsY3CK`M_4?Gr3MJk-eHsEU-)7l-zAf^W zmd1N)CY3Ev1P`HI!501vPGFJ3Qqyas)pxIX&@I!$dxXRHB87gT{ui5g6i0s?$hXWV zsot;AB8j!7HtgD>B=n}eQE@bP(qmPWp!QvpSu}|H&!|JDLqsh*e^#OT(Ax@IKyrCN zIcoSz==a?CzCV&3NvCB#Vi|`_esq3zQAM)P@@@J=`bm&hAxefCxzfqkTo8^NS~hKN z;eKJqgi5YC{B7a7kb+40aD_XwnOAuD_MO-}0Q{JJWYM6iHwA)p zE=Fmd$0^Va?5NUH=`=jEXmSV?=jeEU(+V&IP{d>+q^k3qpz?xqH}DMOio^9n3G`MIii|pX!j; z-moJ}W#5*7e<&N#l_*T<6C2jjYjqJ>Cuz6kM#;{Ri@6z`qK}wUnQzAyrE_)iKYPUq z2nDmb?Mc=@syu$GeAGpo)@2g`>Y9TB;_BB0d;PzTlup~@UsSxy`2TeUIf~^r5uj!WlOTyy3)?BRiM80}G7*2$XRvfjs$>j}Je)7E(C5?C0On4_x zxKZsY&UmE4gL$d57}Af0gCeKNKm1u!!-PBzpu^>naSiZ1#z)?|O5#@qI@m{U%phRy zhZ&*NMohD;;PJyc5n^fUFwm?hk`u}yQnXi`W(7iR4&41spG^I1g}`pClJTl?aZ7! z1g=&z9RdFlhDEiUMT`AZkUL_Nj15d2$6;;j_t>MVnIP1gPJ(psI;|<;R@jfgE_{2f z@0grC8^lKp9$`2RuaIm*ZC3BaT>9B`Jo$)Dy8cB9KN z4Sm8k5!%8$m+?9>p^Hdo55U+eGE;xvEM(&#@i871yPi76_phi|=yqpUD*j&$(SfaDB!quPM+;i*WUSMB5ldZo9e;F{XP`bP^Y4A)}w5v0SddlnrJe_ zJP`XzV;Vb?8Rei<%k5|ia#YzF`UN0E?KlZ{Q8hgwG6jf@O}Cvv=Yj|={zdZwKUEun zpGnG-`Y~mm@4HAhZS}ic>?(_7zO(b7R2jP2Jp~8u)DmGQhRqj41u9_{qZ9I&r>s8T za7_XhJr6!l4IQE4OyPi5^(wLYw{s(}2d#I>s_JX5XO3^$nyPK;kFwJHJ=3-n*KM{1 ziCfLv(qD}iJos1*O+vU~sGV>OdWi?oc*d@@q(l8>gIJVNw#PZp_Nc(iiJ$BEoDiy= z*axL$4}Tm%kK?48U-8v7@<@Ulx8i1-xtena#LF_L`rp?#IaT&EADv6GL?INORhTS2 zDl3y~My``#3?9!J3(I#vHl5mW7JoM3az<)uY!*7&KV+J8(bpb!WA9{3V@Gn_W3T;K z#qH+Nl7A-33>WWX0~rOqVR&JBrWHRJ+eX*fO3Aa;0`X7P^}XN7yc9u?(%WUrr~tB~TL>bP zF3gG&XzQd#nD4N<%R8HLP@o!+6mG-CKCrgv5fWnI(@b5ETSa>*8RQ*D+W@lKXo>!C z&+VX&r{{uc@C?pfZkv^ikMagifp**^$=m}hV88^$Sj}v;rA?kXZ!TkoZCPE%TZ95i zM8r3?CZ%~)w_5?(HfG1hY4aUvNt-r2ckC6_K@WvLX}eACMPw2LW?S)Q3GVZ`fHjkt zAnLqFm}_iU*pyyaZ`FMjF}Y@{rbBlxukfLWuBfipLr_cm!QpTrB%}YbxDWt#!8E_KPpPyF7TuygKCyeZC~EJ-lU|AN~KxON0rluO2tEGUl81JR$3Z(+Wyo) zpX9=$y6>oweoww7%iFvtE?ic~1)LL#a&f`!w@RQ>yVRJKNYhOKlY%*P_v)FlMOw%? zxEgr%X2QeC)sm&WUWZr8!E_&2uc6oAP|=oqp+(|>@Sxnn?;}jw>6}Vglt8)C^v*PD z*DV~;nSo{1kg?3YLI;ndF;jAyHvVb<1!!JtLwXSe-&M~j!TX(-moEuIll}!j$u+a3 zFD15v?5k;h4GK%B?$iU>?}NZys_P(5HVi1kQTP~1(ldSY-YrBf@;A3c=W=?Wfc*s%Aftp)lyMl0Y{B_NhZZgDA{!ODpguk*W z(^2wV{;kDq%9r>8NRnE`G3c<%pwbdi4vR?KL zR)OW>x}`1gPXHR3Xh5LcmTWrm)UC?UHPz{xvC8f!3-Q<+Lx|wOd_P9X$K^$Z8 zs{0-M3(#NL>_54-^*OE^)a(0E(v-<7a4`qGFl=ZU7Hq)IhDlMiWrwK-SIfZ>6t+WL z$)ufs(D|1$aywB|$l1xRcWy#4T(BWGI?t5xe^tRCOC=qSIyskqSS=HUtgSO+uMff3UqZGKMeB^F zxEC&CKm+JUFIS@_{7fnB*uG0)a=$12AC!W1nLKD2)~)ELv2DxGAEJF|464A_*iP9e z%(Cb=azrhC4EoKD&+1B)yVK_+A~aTS|A8`~%Phupe+wR6d^x`W7rQo3cjW@%>$XBkQPro*cnE0o*6J3Oo25qr7ma)c}K*`g$ro9>!)=3mwcWA8AlGEy?+7L9br7mA^T2)r&U!3@{LSrLr;BKhlb{0ab_OSX>NKqGA`7f}hHZ^M-^A^Jz-|Sk;iTxuWl1uaBUAPT=s_ z%=$N;?eW4L_znq_TYCFBe1ZVs2CHo=bsf6!pFx-%>#9}M^0Y@yHigN=Z z#D(!%Z*i4Hs5S8#$0Kvd@hYEF0J7ARv1I_|M*SxI*CtE-UNsajPt!#ci-Rcs2R&5go2K`3~#{r^pg&j%yyCOK*NQ(i| z8D#AZON{9>vjwf>;6BX_Ip4zbo&%TpYM!ZH+{L|wt6pY|mRvm4!b`Ic`9EX0M%VY{P=mP3_*G&oxKvpER4AvLbM zADPXs<>_z8A?Aull-P+l_7DFMvXbH>WlsJ7VGmE=Odc;sC~s5}VDadnzh8jQ(Kxt% z0m5J({0}dRkuT^moM`X1nbQl-do%uw5$Nwwz@rVdw=vwIoo_t{>M7}rE7$4%W%(?? zmz8C2`{2BQ%#9V#FV>ytw?Ra_{8_{E7_b^6X@LA1l*R*ZyjMi>1-RPR?doR^dTP#N zWe_(cyu}fqYu!VPGUh+r?5IR0>6W-d<;pG<9iyC=`XfnrFii39iYDl_dpEg^p1(9W zDjwXzVD9{+)n2*KekJp@=m?*J=N$=Y3DvUjzUyKiJNcR%P({7EPnYWM09G6`DG%xP@k?OlOd8yd+GpM2>kV!AyjEU7biBHM0UXUv zm2Q!@0`Pyx=uS$;w?E0N{BiR#%ZAtbhh6Js3g`>+pBtH_nQ((&PY)gD4$G&K*L+}| zPFr?};3$}1M+Hr$%=IMZJYWKSOXER@XpSq^^ybb{f|ZzJ6wy=s(>I1ozT6}Z6SMR5 z1t{Q|j=YWlheND?f{L_EUB-@@BzPC9^Z2P-mQKt4NB&*ZZ}u)DB^k^zd_m(izKzn|J2Fl^aJ-XXgWV!18f-f(icyQJE|yZGOG|NTAhW8c5? z8}Gsan_;*8JW?;9Qg1_mdP`$0hJEJ%)dR?9lc$c zwBsvt#14K2`$-2xMNJ96l7j67&Jl3GU0M_%S_WNrXPDSKS-<`*Vm@h(TIoqM*qC5# z;6j21^W+38qJBUS=Jd(O<~8?Yd}8^e8;S);%QxH(-{RBD#8+A}cYj<7B_0(=< zlP2nuT0Zhv^(Y~{tvRwlbO)pia%A80@fk`&>$4I&oYw3;fo6E#-^_f7n})s%GNOV7 z^+vTh1{A_s#UF!A=s&TTANQ$Y`_WOEbJmsR1$_=x{X+wJEWh+XCqyDRc2F%aZ`z{h z8TPZ6MUP8=o|}4u8g|-e(AS`x{}dGc1mV0kYvw0;mcwev!xBoG+xvUbbAw`_{uu7E z7hugGj-(6FY>sTvYBec)lHLh`1O#icM@V3lCi+D>MLb21U#CuZLis0MZcuw;=g2xt zfU}QlidK1Ns4+qwqB-lkK(KxRBn(?VgYb&^_qhcZ6(!X&I1lQIwzw%hT;{dWwzOPv9Y`w%q;pZ~N?ewX0Iss@~=oAo7g^T`Pp z#tcYVYlqh}oXtKFez-7ICX%KME*yyCZsW;NsE6$3=%L!uJ2AP&=y2r>?U1)g&a-pN zOSWgrVR+R;VFp{W7mP0P5C)4x(_oaZ_jpeR^`8&c7qCtrR#-q7d7{Yi`Kr|qdV~8PX-$!UQ*1|U`1{%p3(7`sZ1cS<2UR!tznNsv`t|`IZYaRyOAJWj$0XzCDd^i!Tg>4&pxgr3CLqc>jkJ)%2;Tpou$DPW! z)j$89u?Bso5E~Ag1W1d$)Hyzsj~)~jotK1$uVKGyPgDF&F1g&p&Z20vv>=yHIPqbs z9bel;%6NPS?+Ag62S>c#jD*_PH<4bN!6rBuG~F`U_7zVV;>rW~JLxJXti|679Q*nO zZx?i;vAy-a$ie7mi<_A!=q6q8FG;p?3cZajij2m=fc1$8)- zx_J8Un8q8rJW~EK1FHxy-Duio*5_oyqsGsKQ)q@~$8f@Uk-88k9#S)XZDF`Ma*a4I z?CA<<2(f%CU0a89Wr*~`KSchmbrxb?Q*5tgZ%owKSY<9NU**D0$lA4hlJen?LKC0Y z{3f!hT%bn#>x3(ojpQeS7%q-^1>MZ7taX>LG1Inq5Z2NaH5AZUh%4ij0wQR#I?DnF zxOT_U^$EyQGAi5{?8PmC6m**5s2y_qTu_LaI^h3)g`|C2pcd)8&lEq<+-QfZXhG3? zf<4QFJv7@Klw8YNBdAg7y0+7+Sm>?EC# z>qkbe>x4CY?BD^)Fdy%>EuwnAr@Uw&ohCCl>Yh?u!42PgLPIsY@xACm1A1d&(HoKs zxEc|rN|%^ULJ>#7onzokCkQ*iT=IyfpToRM%R8yf+jH^&^*nqE&P?5t9JvqSLLGrp z2zMGm;1|F`Wj61LNxTJ)4JW_}F1K-E7M?3}Uw*0br}JZ5b#+(g7)=x-swg|WpSiwc z(ssC}$_tKejzXgZ>qNCL`U8cr31(a9MV%-6VW|0K){Q32TDQ}*6!$x<+DbCR2X_o; z+x)jiZo&GJ$mEAPJ;LmO`Zc*(2ZZdrKmyfSfO3ax7`VO~C!4coatHq*>|f=wuBKc3 zPJQvbm4j87qr|9ud$dNmj^jI)?m%zH!HG-$%MlbIZE0T zD%S;NxbsGoSvVJ8!I0M&G(st5EL)EHt~W`3vneBU__elDU!QztTWu#F(Zx9uAkAaI z9#P3WC}oZk6QxCU-r+ENyU9ZWWx&px9Dv1Z0Q*Ev+sj=#@T9JjcmuZGN~H;p-h zkD6d;LB#HfJLSl2gPu`0b!6a=L-&0!fo88c&O77EDc6Xs;9Rv8|CV@$(RE0etEvWz zuxFDsUiFFLVrdZClg$T z5rw3E$3o$%si6c#2oOPYc_#=2;C^#IUWzu&q9F zZ2ccfr!DgBZB_SS10z@5swcCNdQKszP7QyF7J~A>2?Qw1kip{{7lKHItk^?#jwzl! z%Rj!zws;rJRS<2~ItdHo0_!{EDK%g)APXS+0}P}|GgK;RJ>)s$L=x|5=`oF0jOuU6 zBY{3{(5*#+p`_4bIvaV9W?0t9?-6bY_3ID(CLGqevr76|2$wlT#ROgo)!$@=fiIYc z5}FBV1Mghl&+#lr1wCxXPSIw-0d&+ej#frGyj5O622G{Ao9@khtk>L z4^&?)L*tPq;Z^bfgOhpq%O z4ZrGFZ76`pTJO+(+sZgFQ1dt94)nMKo=oT%c}_&+azYtdUGAefcCn;ZJhFzq&64VYgu2Crk)eHMP^ zYmjM%_kqsQebz)0v0LOh6G9q@K5~B>Q_99z8YqKqg6Gjd5YrwI9dk3V4> zs;Fa#nn6d1=~11Hd`HNyNK;L#ptIR>kXP?nP)@NcoTjCa(f?mjXB8Gl+jQ%}-QC@T zy9S5g?oNU`!EJE2;BE;L+}+(FSa2C&@WCCj`QHCvA9kO0Uv+goRqI}>LxjiRr6*HN zZYoqOqP>c0y}$4@2y!hm8>2$8i;N(SCgtT(K>>&9umbrN11#XkObO$f7xEhpQTZ8o z=MGs6!CZ?Av%3qJt7Q!64deOvC#1fTgbccwarW2~yM&RxLa<+lMK5e3T=GyI^$byU zs}$kc`NAivolJY}UkSzY-c+SW)Kj{QwMyoTw&0asjpaVU+a21lXe?!pR_Z(}sh}>P zVRCvUaL~{fOA*Fx2%F@d(coJ!F^)jAh&b8 z(_<>*$->u!!(LcH<%dbxHV*VH5gxmfCZdT%C&D;A z5dM~}SFIZJ_ER*fAHq?X@nAVbe2^sC1c6-L^G2gJijK_gfR0<}QJSvbFO;#1{@}AP zR`gmvZRtr@dAG2^<8o)Gg>aQvm@w0??s;(MHIOHp>OTBh`ev6iwW_AST)+h}Qz-ak zbx3Xw1QZ=dpOX+LNLuhIM@J4Jp_BJnA*sU22G_LTX3)#wUZ4sWE4p)C!S#E3Uur+13cSv!A;`5l)mSpeJWS0OzsF55xZ1c z^^=%k;H~pvd$Ge*HE!T8*C_~%g9 zBy(|so6hR1I9ar0J_}`2xQj{(Lo|o9V4um63FpQ`lv{GlFUyE=T7LwH? zG#H5a(A|Ma1P3NciKQq;V#t2WC1oio`L3n}+_^CE<@?@1aT9sGtK|1`7#xB6Q{GnW zh6JzfE)%oNT&$>1drv;G!A#JD>7xY|o@M}3qeO|LkyK=s#}Iz2>9OT0IK^P0s7ON> zKP&Vxz!_WzvVGOmcNnK^YAil*jaQ2!<>+LJif_U=<4R zE{@pF;`{dqgHsN)RUGf3c0->i#{f`@Tl_|=ckHtMsUW8!|PD%joQr}TQ*h0 z@aFHs0S`tFy39XQc3r-#iO%cP8PEGbxb*Bgs55rcqkoYR5|H(1!XuBvYhI9Ja;~?F zC~@Gdd1f<&d}}h*V42BE7*ElNIH&d*4xkG@gh>(kQDfGWD8KG`mwNQ_PVhnN^h%J17x-RFEuRiM(LjXCL(`Pu>W^OB_IN zAQ^$_MNLZlJ7wn3hY`z4As3z@f$%nUh+3UkiJ2i2-l^DgkEA=x1+B%K^Z1iA;xDtv zD?MfxEk?W;&0zKf3;LCzJ~sts@;DC%6wh70mLkojjR~6QRoNdy3g}d);=2T?Q0tl~ zaKjl{Dzh^M@fw}Vft<7d08s7XyXBpbLn1d?&CIeJ7o$2c>R()w10$nD!#NCGF_eQs zbS6DN(xfkPfOYj>DEFqmXGaO;7sM&iRIWmM5+(afbDap&WKvnO9I9DObz5_=YqS;& zMCfIbPo=^q>) z-fkbNTxvCn8$X-9+_0IPV3t|TDO!JVk#Qc|N70XPCmKrnR`z{8MN23efsU-BlzcvF z5yNnUB%u^-Stl)!wjI$P9N75@ElB#YUboVy0GW|{cdk-i^h-*h;Ogv-jirb#q^eRr z2sCxP#&JiYBW)&8^9+lIm{!ub^}x1n(6499^ACU?>uGSWm*(T%p?+$i<2O|RNsi16 z>!|B%q6h0Buvn(L|4Qai=qZ4E{RGExh~Vc+SQv8U3eB{w-xJtHc6CN3BaM|~8JtDk z&o}lGeg50K{|{2 zI`)CPLqoy+AMgI3PKNoPP*z0w!4Y51|0k0D&pCmaCAaRWLhsiw`6S(VDdst~HY$|7 z5@liG6@>NI4&>+EvB{uXy(U~Y@NmhBvHI@hUZ2R219>wY_GfU^45WJNB@w(V3K1AJ z-7KN_7AfJbJ#fm7aUaJ2a-xyk*!LTv2=f*&i>r=zYQp>kK-RL*aNd zM%Z}zn8aNNQEJXRYVsMD)^-Xiggq}m0i`YpY(L`zgw5$}@8HPEgCOUq1VNj}9vMjA zf>K6<-$p}4JDjGMKwI!qM4(rBNI&%1yZeVT@5PXH|Qa&6+Ulw>_b&WutVn3dO|C!7L5Id;{*quF0J2EsIl8 zuseUqigDCPA38&UJ!xLiIKyIaKeR{=VXX#T5H=zu0G-! zz2)%9MoM!h{00VUJLjHwR9W;~W0qXbImNt;Ip%=oV}bv;55qbJ<(S(x{Dt+eHv8vx zB*>?DG5x*q6xPgcqa0QBAtIcCNew;D{8lFsUvGn7p|YnjqmI>ns2^(5ODGn z&4!q949mOyW{^vVa)$j;g3?MEc#G||10KEG{BD;MnDSwv(Mg_&n=RN&+^V#oAVz!$p=BwZY0t6ZNiem>XM3!LPbz@n9>@Y zBj;(EeAlyla!XdAwu91o^`e;fGI#j=cF-SG#1=%Jem7YRA4}Icc)K`6 zHM!aIhnjRK{us~$OuQ0Tu8>Jc{{i5Q<#hK*OA4xA*th>!r>vpv8Hv9bau3xp^u9HB z8E{5p1O~|-B(fhvSyjVRDN9p^yeA$crx0;07zA#aahLAM$%^`3Z8xESavv zR?#RGB?J9XbnLH$qWy%S)JcDWEY&eLS?_Oe$b>8}Wzc-rkaCh60Q%ad5m5Z(3JGM4=wTcGlEdc=r9^55I zWX6_JVW+4`7f-Y3tl`rf<0oggr)=y5hF#vF<*v3H-usEzTqjb2OQF72MGgBJYB|gWXXFA^v0caLACEgY2>#8Z?u4U2-CQwhERtQ@gNNyz)V<( zKN9SFIH8y5aGelr0lfGwCeX0iR)ylg9`U8bJHM8NL&W4&w6Mos?D-)Psq>>a(iy*Y z$wus3*6qIGklzx_A6zGL^-sN=-BN!gccS%l?roD)Uu0jU^!9@BKDpv}aD}*KhNi)+ zSYCN5It(fcw?`VUPsfg^Jc@L;-#nPF?(I_Ti5Rg>3Lb88$;C>Ek#C#g(@qzlkS}9~ ztOvXadkK*m+@Z66)C_*--K?_6U%$T%hs|F899y3^R7B6{%xMVNm0LjmjtY*xyv$3r zn!15SRjP2ILt;Pb{?|tsF#l^K|MTJfA8rAF!UFt%-r}-zk|nj#MIX=OkzjA!@q1m=s^ z-tg1F$jmyyO-fQoQhRr#(V|% zCyF@C7#jwhu7E`n#lUzF3bBFSB)CLCq}aHj0oxo3dm*rQGd_t>ONQtC7_^RvgiF}Q zQc$uI_}9iW^}EZ{?N&o(GQNLige;y5f_wl)BkKhG#`l6;GdykR&ySWks>L3W1K6{r zNXLRIK8B-3JscMNO4XS8JP?0B(6T|Qd!M3SyXu5u%@S}aYykekKq_KcPK=P6hZTtDwD&KG}K5GqV z;1#w`n0cKXngzK8f>AdJS6IYi@h*^bD@v)&y-Q%cD+`0-)~!?myZ{NglUV=$bdS`9 zl+s6b?rL=gD})spd^?SzTB_^mXC_?s#dSd@fD`95tz`*kWd+(}$m=J-f%(X_dAZqq z<$4M(p4~H9T&mkW2hU0z=&_eF^193ReRhR6`x`z3Jf^6d08fKY@H`|mGaCR^OKN|f zKJZr;U|q}H8eV{NZ>dHi^<^1Pm^py74%(Jz;br_W8}pYVI1U?)Q4B62+RoABWh6;^ z;r_O-q41Km;3>S2`e(feM$gqBfLri>QL{a`HT2_YTd_IYI&+^cjP37wcjU?<$`O5>r0*y$UiajIgo zdWd{O?-ITXs-oO<M-B;xqk)f7Av{jq0Y+W&zp(*CkT#b=7wMV`Bt7OuHq zI>S|SQ2%y2-Xphwkc;;t$E-@^(h~y5p~3DX@o7dNDpjnCfFBO{6Wf+-lw^c4$~Lrh zJpz+#&X4%|k;Z6G%d5FS;IK*xAu&O4V5Mk}IB{o)`GW7|!^EuuTUI6{(40dBO%fnU zm_w>SjJp7dV66o90wbzG90#@P)7m3cu(S3B|i;qN1xHm+yH+fmdE=P_v zY&HNBr-W^Z6Yb2!>pV5s^yl)n1B|s*zE^gu#Kuv<4e0%OUwDR~)^N+7NTi$m?`11s z=ckD;=U2?rL0C?;t+vk_Xk$BM3U-fWv07iJMj!kVUAnB&$MHF%N_3&%kMQ>5KmXZfRo3pM!h)K|o2r17Sb zr(J3QB69w+de919(bq(KT*nx(&$*RUKhr~A_SiybwnrC^AyLs2Y7djh;%bdb0A+EH zI^NSCVQ8S5t(VvRsaQPdnZiX-kDJVxl>H{>5L&AmXcR(7uJuQ*vUi5<$3H+E1E(FH z@};sV#tIUZf_XE1*+))0Hc)VkKlK_WdWOVzPo+`U_dX}Z(PGTi+_7Yc0reaQf?yfdH>mm zdyuG8>LfnNG4651T`Xo5Ju&&_q(iwzt*H^nd)H4rA)%tMaFn@9Hg9`HF~iBI zuf*cnW~Thvop8eQ#J0eRbICLQ!3BM7>Mr4?X+(e-Up28Yxv*Q+V~aW*1+B2_ZiJHw z6WTS1J#c|f3o((54g~Xc&1?8(_7wP&S6h_gaCfn%jw^q0s5JaJEs!2nqXK0`?xAW9 zSaNE5!{;R>>LN?!$z&b+58#%7l?I32>3wiN>TBz_5FPc`2%)EUxFpIv_x0I~bT}*}%=|YG!I|sB(7jybX&06xvOL^|@>NU_!AFj5r^)A8T%%J&b`A&zNWz^;o@sCR#s@)`(kYP2;pT$aH_b`I|F#1_IOGxoTn@zOo!wRHbgpmXHbj z0pR8{c0TWAHD`qHyof#3Fk8*!Bm6SeWC}To(NgX8W?9idU4Dp%68_xVy^C1-%v%bD zU6M)>7l|NoZXBd<-x3zN0*i(gy*ve59Q9@qlv^PKqd3t{Y+K*`r6NMyUp$EsBS6QJ ziNL^^{dFkSwrHy;^dpc%DDp1C|4hm53Ls4ynX@^Gti=E`uwq?10#k2u4gXA-1GFj# zJs&ZG@~jZ$AP8j+uGCs_F01W&ZVXaz(?uY7U}ZP)b0a)pIX$#9G)K0~%?TAa&) zf`8*hGuV*q6LO&p2)+{W>;TV591WhI`i){f$i_Hn>GNH(+)ZjKfwa$YM9?{7+gCAD z@FcKLS7j-5zq^s8V9_aCyLhj|o&|?uB!vII-=n z7~%6e^^but@;?bmug`{|RbZBS<19)hw`iPU8{RarSknxuJJM(loC)7@lD(Gz-J|Px zuxpI$Uocd-DB!fxbP_D{8;hVrLj!%L_khqsW3)6IT#wnp$o z9dFx87qPMLA8tpSI-68=u_Ic^y%L-n*DJMqXB?~T`L}vEDjX=rv;#FkEONkFKf;ih z1rwonPMfBRhnq;7!i$>v#*EdDj=R;TL1wj2-kBBtzb0>f`Tv}p36sG?!tw}#H~cOU z<04v1?o23n1Wl(tEgTyy6hGcyBX(FvYo^CYrb=eMjF^X?SU|gcmk_~UBVjuLyWD;| zA(SUN!FzHcHJYoj%UWj9k?$rC!}4>Jt*4h{Z19&qFbp(&-)DoEBs*iWqx99$uUx3w zSz|vGb8G0s3bcYgtb)6s&qp-R^+`xLz)BV=rKxeUa4lE=WT$fYNhEG16vVLd@Ngb` z9_70wwKNCQ1V}U-rgWUwl_vY0zdo$eUPMBU8SiAr9v)^FL*;A2Y1)yXm=2ltS5 zCMtG5O(OZAzi@vo?|YGo^>obGrsfALHg<8^dKeHyZWF%HL&BEPr`XPHinpV<9EUw577D0(pKLRGpoYc37GOVqHiQNIELyu_XY@t{v7 zwr9kHl~;Q>3p_a_LHU2g+}&`bMe$!}8oz%$qA<7Qk>&#=mA^B-<&S-kl1}koL}S;t zmlt!O=C!F{gH(5(>)Xy>cCKM`RNwL<1T{5i%9hsnwq^Vd0$O3e$Tu8E3$uqXbad^&i-` zXTL%JC~0g>54s?wvM!GWJuai3>yj5~MfN^qV{sav-BjUy7=!0rXk~>ben>AF@Q%U` z3u1<1atG*KMGcE%NfO%|kWCsfC3=K%>a?RGGWCET%;4fMo7N#Y+QU?D_82~JmFZ5> zmmxRZmmE)Ml!B^v2_ClbNApQe#ECk+T_V)iMyDAvYa%vYQ6vTwjZ9c|p0%HQi7W^= zm~11B13=~iT|0Hl4f+27TiS)KCWnN(b{SG`f7H^;~@e;@5bIJ;XEJV9_JhMdhRP5Y#DR z37vn4+#%rk-5S3Zp^nqg0YAxOS+vjR;b&-ugKK++(SdxQ);)h@bS|wPnFs+bYL)ZZ0#zj5eYei92RnDIi584c8YUO(Qu#_rWRW!o2~mafH-%pVh3_bzIEJ^NKv%6 zaIdzm5B6HF!>#0VExo!EuKJ1oa&36BcQz9|O0m&Tt|xo`53sSQC&yf*S!`kyNL?3< zmQx{cy}$L9(BcF(;GxDvSr7#baHU4@Ond%DYav5$<}?2=NiOPF@Y0zPF^03i_sd~< z1JfP>K{deRW%vsZ2|$RvYuiX;E^}caBgJb)uct_a!s{Ixg<-IjKBSPhAGb5mZQwqg z95GU#jZA%cWwih5!xvp4y3QZ|CbIWkoL&U``!(Tv5+xeU)rfdzX)g?sEVJj_-p^l& zRauUNR3aM@`2_y51#t)JB?o=X->IL!ZtiMt|Hc3b^7L{ey3XYdJ{mz!2jldkDz>t! zP#SypFNlV!;p1)#iI^cb^^m*%wq;ncen~|mg_&0Ry;~{;`ge;q z?*(?8!jvki7@I@MXiLO41}RbZ5s>B-J%EuZ0ZK^pu&yVzE?8Ts{D)nfx_mHaLAaQp zuFfF6#q!mg;LLAJ_Z)-hQ~4LHktCndUcVW27oc*nYIO@|GD8x1$DbgA61)B!M2(Lh zQ;QQ{sk^kTYjz+cQBXJ(FXwM<4<5%I!a_Pu`I1(3yQ)I3tk_f@-`rI~>b}~YDg=g8 zF@>@g`Y6C7Zsxlr6$*c6jlZ3RoU`j-{nkIg?R0te9J$Av)%$8Uj9oV|82t-g8p_hn z{2heW3^8v{E4YV7%V+Ks?imd|glQcAt`-MHau~eQ)u4vcT0;rD9ufk-tyO@oHBs(> zU|r|BUZumQ%X;o#QF$5x`y2hy0N?raE%(^$t;P+1% ziOxn6Y{@7iiH{<~GFVZ2IzK}ZPZfwph%_?}S;*PHr3#c7 zB-&=2OpDh41P#ex(>woS7meU-0TydU8a;q`$SQs~ZgG#zZxcI;+TRbUsH#5d8ix3w zJ>Ntw@+yLM4cDnV7v;j6_W zoJy1N%+M~YnxjHe0`MU>eg6R7*RnW)iR&qalv`qvekntvb+#&PuR;3##T@#dSzW`M zDg#vg-B?4L)NlVqJE{`x?~RFyPCm_E*DJsSX0h*Nr-!#%iL#*t5w$d zdPKK`kY~Ub;^CteB)T)E#E0$&5Lj0z;SW2XE?juJM}S%KWN&T-CRZyvUOt0i(Zncs z$TqPwABkVS*?DI4ZkkP&1iGh}jY#v9h^Gb-E?__KbZeTuv{lE6lcLOTy{gplq;?B% zQ43M=9;7{+(~Y;*77Fp_t;^=q9&*m@a#pAQ{Ya+4yFDeUK!Uy@BX0+_2kqv@q};~v zgM7i>jKd%^pC&IY!kF*-9p4W>S~J`RbgNjDptg6i0p~<27JFMm}b=KRtfw`zxhZySMc7BBsI^^b9m?J{?$- zaB-E>Y)~vy&+=0DO0GcLEjEI9?vvPH%>C`*YRf|z&LL38W5Sd2+}@Q<)4nsxDv^rgPQdd}5!9q? zUDoUI*ZO$)t*wGyL3ao2%bD3+W4AOIlf2VNje{gWb1Hg9J_m_idjt2Fg!DrxhD9UE zDt~v)TSBM^4c`3+zZHxMmw=ctm?-GmcpQxz1@n8PqhDSM0NZlZYq%_>22a!DgMSDa zD3~5JZj3ZACybSRWWNCd+vE90jai=tXyKQ>w?dM%hje1$Iv%g$c*ZfTdOr3-^?V~C zzavfPH-OsbBNOjg$Y>IbkT`bn!ZdL)yjzP2YeA6jipk?tz03-HPZL5>8g>yo@vm3H zBcrTi*B{dB#oBD#5Q03(G%;_FJSAE4J4MNT#l_x*fNZV{nSOov{r|wH+Ji`ioJOnYzh7Q9t@;TyuS4 zdO2wyzh@RrA!{Lrpqoc^-hfJRUp`5a2YU^5**YC*>PO<_)v^Q5a9!a^P44M%j>>>y6(MxL`E+v?W|7%R>0Z7G=kT6~WG59L z5v_cn;rWb5x-uiS4dnjqgOVDWGuLwf+Hz)o$8}z??}(Jkh6iay81-KV^3+qq)2^8G zZ;A>6@!kVTM65u+sB40*A570{B|8m0HL^v#+dh)CnHS04%=x@sIXooLYT{3ftNr&2 zGOgQrMmjdsmkT_U-vzZyXIDtWJ0J+!AT+HuUlSwFP(nA&1Gxoa;}lzIb8qOz?Gch3 z?fbHOBu*ObeyL0w8P5-|vr_rXu5!SA6m8gl=I!%78cLZgl?a5iJFXV!>TG-;C;X5I!cmb((5XDbVOG9K z8+sFKs|+UVb{})J3lJECCWZ-kTpblOYg8RUpo?(U4hX0pyF*hK@?LhX{DI!wbYW38 z=8=gf>?g`$fmH;PA^^#)v{g4Dpq!&o#r*g%iE~F7s(OH{#7L7qcIl^(5IP*o!kv(e zsbz6PDN*bE*RL3Wu4pAr*e`U@7~;Pk!EjW+_=j9d+KVbm<0(>nIMGebiZtibK`gQK z$~JcvuX}`0-f{&_Y@urXuIX?RSO#Cf#Q8COP^B9Vy3b?K!?>Lgm>e8ss`2#AIv8#2 zw;qlaOy+EZKvd`s8h+E)W!O_#JJt^0(_^rhIw^AzSV>1auZoQFaT+MDBcSr?yB#Mz zSEL-eLQ3+{NK=1sJ9TnNhR&>@@)D67TYN(o2T;dOreMDjjFXwE+B4;k=2>X@46U6y z*8rBv%cPqeg%$vR#-LAeG{0ul5(K(Q3Ma1=2-ewr<&;{=eKyiu3ZrE1Nos0~4GrOo z)gZx4-HOJgO&X?&7t=nCgG=5+U?$PvH|m(Q*nHsq$litzz?xHzp6**bGgzZkxRP4O zT|gK7!QL1dL`c85^)OyrN&%6^#OTcRpP>8;*zTx7sF_?-^UAIyS@gxR=(_8I!nNlw zBh|bi4!Hx%&0InS$K%>9-SQtNS3|**#b%I@VLLNs7OtatlFpK6s^M6c)DjKB7})PD zzPcw80Tggw?!Q(M03Rff>3X+`@H`3BNcQ62yj{E{V*8}?|Kdf^jvX;w&)~$=(3DA9d2;c^C}l5aO2+Cw&IuId;>rIK61nkwxOjKr zksF_(s&ke%`zYQS#a=YnGI<(p72BVjeE4jZ!YXZ$G0cBAB%qx!F;zB*tjD(Sx9x9n zH7%O%>D};|nK&bRo&y{w2x#2%r~2E!cS*ju~#PZ zU;MM5chK;gZMhs}hUD_Z7Eu4bjcl-=T^^J|(?-x7hx04~QX*S7#-)83$fN|+yDW{U zG1!?Jx7>4hkPESs26EZnDifMq(4SusPLuHXpj@6!YJ1~~n+*YF3{Au0Y~=9s4mOXc z`b1xHuX%te&e7nXGw=Xz;?6Y8{Kud0K+cvjlaYMCe%{5%l79f9O#aDue97TpxT9bef5evW5HDdeipuMgVnnoipXB+G8IxBCIO|WW@ICk~g|(jpHBlvWhS+ zROo8*N2cm2hTlTBVn$}0NBo<%v^(tMhuCVvH>T&tvi@ew6{FxwW^XzWgn znkr;KlYshOevfg-$JxVMiYBH?UmuKs0J!TBGjhnc7c_04XyJZuiv?H|BjgKdMvT6-Af)eRN#FpZg5{*c!)X&eG9d8 zEH;qMOYwNmvIJLzf1xD()>YI64oO*M{U3lZEK$gMgp*pdAC9WuyOSJ;%+8ROj=jXj z!(D<{J!9eCI)-nIMTXzhT~xeAA)k@jhE3gFCMM5ymgei2BSyLRV2K}^I=$Q8#}#N<7& zdN8(!J8EU}tUPVS-};t^@sxHkQ8{)z#yqHSUdFySCcNqH}F36xbMgE%T6%?n$Atk&t|zz!+B1Zb7TS`3 zC2zkSC093xKKC#8C%m!7k0@_7q|8IW!5@$U-d=$Uz&t-&v_j~3sFs;lV#UeQj6bFT z{MYqQZe5F6bZ~6M9^tzy)M;g*W_ickca>bAmV9M@5Rvv~aZ|J( zv@_+cg!WE}%ExsC52bfKM8dLi~xNh9Hv6d8O3Pt%Rd*k*fvrcxf%^ZAj z?Cv0(D+sW2I6de!Xal?+hJFa{yyeP`+lfZzd31i0)*J-0H(_1i_Lr-)WBh3m4q0k~ z@cGA=y$*%e-1d{~Kn}hHImiN&gfT(z{`EhA9*oYJcbi}#%!!#1S``YV~gl854jS#M0xA&Z(2P)5qlEr+ADevSjS2>ar( zKdW1S5@syt$yM`LCqdeQ4})H3Yn#rzNR<1CqbH@^9}4%l21>M=Q34QcU-!@t2RR0Y zyl-l05+ys6h=44~5BcdbS-)!YDwvp=3a6d#3WRK)-c;DCUg#AeU9aRKFlL$;H3@DjI?1LF3)s+<45ivOtTu?dx1Y`)cyQL5-F6t zf`s<2s_a2Y4tx)2;dPdi%6p+e=jB^Ha-YY2e%ss-v}Kl4ncsM7th^lrOp))x84w)? zpFtC5^$*Ymx9Tb6F`fdw7QQf^!}iA`FmE!+DcVoSb&7h?JM7vyMPJ$?^6yNq(8CPo z`6YC(eMs@xZ#smE`J`9ah=&@=?Os9@sU&T=u)4IQ^Knc|?OP616A7RqjC;o=Ilbr?wa!5pbu)m2z20$pO@`{Myeez%2Zj)NEY21u(AP%1SJJwz+Y?=>I2mqVY0 z?6GV!7s5Mpqb|?1KT>DG^maFp>AJ$fpZa?jVH;CZTSwP6nde6SF>-_|m=ZUS z?5%lAr{}v=0Dtm%+_F3q+=*$xY$@*uG5I?K!XbWszB@WG7j2b zFZlaP?M97E#V>GQ)YfLj9!`*mUzXFwEJ*#I!{p7__C3tEZ-5ldWfhMcmS2K3ruHHe z^cMMf1@0}mF%aXR8YRr0wot|Q;TP(c5(UCAYo)Tn&=rd_piw);FRo&km7NMkMBwBJ z#-1TeF>E{f7%qKWRN6?wvr0JZ9um_XrZZ^Nv|toNd9qU&d)aue*t(M9J~ zp#v3+UOl|hpIX_0@EpW;=E`01(#vARg`4z@YJRnH*Y7Tx3cx=-g1Os7V$Y#3wJAM! z^;m?;IbO>N4XMrNrrSh30StP^^*i^9exx zDy_+LS&2=yHuYp)P}O!J4SU$oD21b0`TUf-UoG+n>DGQ58iR6Q7pT;_XXG=SNijAu z_{|_l@KWVqut4}sb?d4ai-G+vr;(WUr7>4gdwm`8$ATZxm?Zj&irt^H?)Rr5zPb`s zBk?2GgpU9oBFSjmcoPJZrAD&oYV(uKx*IZDOJz zV9Y-Bms|X^88gRfPdX^p!ZZk03^IZ&de9Lg>In0vts^ZPn$P(rH|SSjfU79rd~F8< zxiH66pp3reWk^D^#q-0mzXtc)a>5VW*T{($ZvOb7V1(%V<<1oM2qnR0*OHnZ#)t=Q z=Sq!xDWP2N+whJ|aP{c^*uVpzjQDItzgt=?@;I1JBs!pXN{>a^HJQha|6~FVSY%)Zb=2 zNWA6tfb^mxz8n3e&G(+_qrL-{k=_7KpGxx;qNQf4QLPi)_5Fk4pB7kXo57n}h&3z# zG?X6sk}EL&vE?2-?ZY5)@^R-hG~a9fwW9zJr8BIWEX>kyMrdnfE_1}wYdy54eVHu1 zG=QCGkYEwa^I^v2k|~B4bAqKhLwadNifDDO;};yY!+)BTZ+0qeh}JSo6l*K7C{qmN zAf@nkF+p<%Q?S(V##%v0t-=L%+gtXEb|;oeMU}8=RAgq#5q`XNOybtO1v#&X9C;gg zef3>Xt#P`YRq=pC17P}1YmjK>!f%6T6xr!U`$%0i@(Q@2)P(4Q#2)#UjR_sSg`xsn zCQ86K%-bYOBSK$V9c&`^556teya(vz&h;&+rbhNKpoJGlNmqR%=tigIWXyb2D7|e2 zu`(!!J%`Ha{5VBVbxtk}0n~K%Ps$v9Su7UFZ6tfKn}VT)WJNq!cTl1r9a^fU`HU!VJf1teeF_v8X?(!?-!mkdxzUe1u&g9jrQUfwA)g zEeaPV(22`Ut)Fh65r0#e5Yx6ll~G1FxCFoti)u%qb=BW!xB<2`5yk6SfC5DlY@a6k zu@yYPAdHlg^UetA_15Jh!EPkm>Z1NPRF2%^giq($ zK)k9On8&K^bDXvJLw^+|e&<3obwDUzq*nw}o7chd2)8SXfWW#N6_sArY> z)nzXkn(ZA2Phjqs;bU_OQ4ojk;xB2+igMwGfr(JrOke-PcCjC<^omDSw}huq7=QxF zM1ixRc#&Fx2>h9~`g3#%o`Z?w)3Zp#vX1_3Te-GjAqJLW=g<=iYV^`9hHi{V)X*<7 zJgYh`GD^sG{YB+6hq^oP#heUb!SsT0B(^9huBGYP zRmtpX8Qo=}KR3DC-Bo33z=Y>{+}4HFkpa{BVZF{yRu-R5F($6EkBNeroo?Fj7YJv1uvXC0KM#sv~ORo;tuz_O)*F6JFW8YOYt(+N@OV4Kf_u zf~O!)tg^mnn0chENR$9dsR2UEOI<@Nr|jlNNnHH&caZU=D_PU zDTiDDp-Fb5s+h!>3}Zu- zq@(QPb&efD5HyB%1xP2+E)zC=76@Z!PM^$xCc;lPlJsH?Ne!%>}kT-3|uw zwEDfB3jAt(exJ%lTAo7G>8kM}Ir%zpHF?<41<9qK3h!o_k-K4u)8^viz1lYD}rIyyQn3C zmD95-zC?A#PyIJyZX;Pb*}hvOZCjgN<`z9hyGCao`hZ*eOO9XypEZ&u>>q;(?!i27YzBwlHJz5(jyO#P2A#*1Uocg(LB_ zbse*YDL-AMn~>wId<1QwAZW`{sA6(TL9)mUGAfh6~1czhwb+rLY(BchyLFz z#y8oak-F=zLp;yDvkq-WH4QP5qCWjp+dbY)f*006}20{B=1hykD=|C9gLP@e(~3;mzK!@|PA zBETaeBETacAR?h6A$~#mf`EXGj*NnehK7!Yh=hTOfrk01qy2Xhi2r6nLBoGeMEip9 z<#X@ZQEq^rI*N|3nomx%*i)s#Al;>e&jxu*NLdh zUaa$JX>64@c30%@OPum)8n@)){RaDiyD#p13Q^?zCfl9kmOdOmox$@NH`Zm11hUWO zYXy5WVSPK88=Z8$w{K`?wHJKw0ocm_Q{oI; z4A}iL;AqSpysn9}l3JXdd0_erl^_}&kUnqY(_T>6wPk8*SpaH+y`lgF-6aNh3Fnf1 zNqePc$**cIfnLY?g^wkzZ6TLwUR;`?Uu?c#m;|?T0@PFhLj?f=v1$MSEKdzakVGCvcy$qg+M&UI#MngpY}5}1Vfh_M zha1N!_vHbj5%$mI32|^ZlOP{g_G%MSsA zt~Y;GTF}x-C&iG7lfzYlA`{QGlb4oV`O_T+CcfiV+c8!`09VQrRgzG!Hr1s}VA2f7c}IOX>gzk+#gX$X zO8j!9gL*Y0--?m2LCLQ1mfzgE#O#HEQJpJR;9`^Y?5HBeej>NLU!!6JFNaJ1`Ce{G z@(cy%k}xi_l{l`(*ez0?j0qk(NOu+Bz~O)l5+TcHBw{Tq`vdv?fnO#v2wf=^ay~qd zN7-C*gea+Oi343(WHb_v<1~3_3Pas>)o_-(_y-ofdIYsnuUv$ zW0?8Pr7~whBTSgjVTr_6kr$;8H$&du$e^vh%rT<8!qR+4Sl^`Oi7#@uvQ){=w{T}% zGlw*{8y6?_iqiD#Z=q8MOvY;?I)(MR&vAOKFob$w1i zB#`KLdX>mX6g91x8#d{Akgx?{9|S2iQrZ1{*!cm-TCv~y^*45j!R=}<&gAYMHmLfb zZmX=4SK@EV951czzpE`v3%(k+-(8v&sS2@7@?CFDO`(dKXFYzc+pY)W55U4rRvC@1 z&X-R7l>?l~t8D9#0Jn09x$}(@v1rwJ-k#jRC2UzR=d+d*dTnM(4ws zA9bf=J*cLG@m_7bs&gdDe^EpPyd1psPO}P!ucaAd`Sp7=SWAbGC-8Tu?lr%sfSWvz z&q&RM^trx~vfQUpJPX>Pz%{Jgq7f=>LzLxF0F?lU(BUx1Ac%rOF_KwjWum4thhG64 zu;FNBSP-L8yn<4DQ5rloVVr;H0Pr|p1_?Iyo~7BHh&H|}{($v;LfA3qk}TxYsyA&K zW>uKHb~D$}^`1OVD={O5>0nY$GhkjIjbir^Bo)+wZk#Zpo{O_rXabw_zE}}LUM3y* z5iGo*CXh0?d;q?Az58`aHmu*EA;Pv|>T;l|0feytA}XN)R3Hd~JEval{W#+jY^*Ga zwrVnlU}cDtC|&VrjD5@VXc3MzebcpeCp zZz5TOFRP{~2ui_m(V|Sy2?5DF3p*8n^~*X?aWV{rhYrmXi0L zd)?!qLrZ*6Q)eBXm5-Y!afD~xRtI65{}>P)x<3Gn_BDx-X@)SPjQU~Z#>P`b7u+RcNO)Cn3(uGn!gXOkXZmX&K zsZ3K)EL8?LXtgS9u>L=fj3-YZ4gyk4C?J( z1l(yg`Pggx#a4pnbS43C5OMzT<~P|0WMsHHYkH|%xfGhq+K2()x*VJ}RfWO%KFmop zJGyz-|9dTda0I&&rR^r7W?#pk+x|)I{E?hz<=P?%@oPr?VTNIn4*)|rNG1RgRv<4%qY0y6iyHt400QU&YCxIl zAP$e9hey*5J_ZFW4A@csMgpJpgHV?0F3gKH`H?I@s z`kR~HXNwP`DUZzS*(3;oh)-@R-mt* zf6>Lr#ED?4dL@y^defvQD5}yOfF}39w{~_vS@f5P4VO4JO_W*dE*3&}Vgb;gAp;@< zYOG5Zln95~R04t6a1?cLydP(!tXK0PuPHplpCJ3`E(1 z8e$|B762j;l4Q8#ES5Vqx{q@`r}B-2r{qm*9m{Rmn4v(AAlE>L@x{>o^$&&>jADla9`N2C$jxPm0&2Mm#+wS- zdfpQ5c19Ro2?kvl0d_Dsn?emuik3V;R}<{bUC zRMFyH=U4Ukpm>m$HIon|YO~-!$J);9vu3lqR6tzC{;A+wE~4mH?WOyp5M$R^x2XH} z2=e1d5}y8JeB8a^OpBOlHC*{wBb`#VkXmE>M{|T@xT#+`PP9M@CFV#60YmCdX-ETI z{Pgyd;{i$#M-0yC6$cTzzhn+L!XLPun#FfbVw_^FL&Fc+upC$?T;|^N`HRk@{R@W< z$r%M>?WJoY%-){XCHii=R3=h?d*n>`E-DJ@Or_j@x$H_QJOc=Xg(oFmFa+!Y`&o+BdQo=EK;eGGfKRs)XHmG5A=$}BmWo`(8 zb)+<5gyb+=sf-|pG8LV3788aDdb>mbVhB+_KEEmF=)hhg7eft@ILD|U55+*VhldhV za;WMKz1`JCg+ne8H-Uq#NmrJFM=jHGj^NU(^+t?eE@pxSn*g#PuU>;!wNS2|MECiU z&A3{SbavsUd(Dh@Bs~|ke<|bIuyc3xG#8{ef2)=G=kME8MyH2Worac;4Rh7{3{XFS zhbCmEYR+SW>m+H6aValCl{!RJEkyK3A{YhH837_FMHRc60kX`^(=bm^swlfSMz_}b z>_kyhQ;7ATdEsY`6WGoQ?4g>+gU7%{lrtfTc5lz-OF%k-B%fK$H{n?DV5J4zFLgK$ zo9xc4zQ=Pu#C37!4mqvl=P|6g5t{AxfWPF+l@0rL?i&?9rAJ<0u!Z8WWwGSNBY-{S zYblyFWYB^Wy2M27wEW~~v6005Y<+N;I2DbORdipA8M^ZA;x~%o%4%FeNo6xr)Nd+5!Wz=D@%U={Bsp{eqpNbr&Dhk z3fqDh-=LkyCcv|kJ0i9q%$g~9D05=b*{`Ep&R~*k!N1+bPaUp!roVMQCY^+E*9hEN zMdGRTweT&>dHdmWv%q~BC~|t?DJiAeR5NRiX~c&cdv)vuG;e)u zLQP3jsM}@p(2iL<_s`w;%VDAI`H~;A=*cKF>oZE$^$X)o>gh)}kt?=NX5EA@+}|m` zLevrhF?pajyNknHD^s>?uN!Q0ms?P)SR@}*JRAMvMelCrttNBpQ(CL)eCwcGJ8zHK zmD%+iN&8;rdj@LR>TOa@wJoY7VVkDA!4u>!`42#Ox0g+bPGnu_b*%TPo)hzwb>7u4 zTRY_IZV#N*Y)aDb8-*VEZill8w%sF|kWzKXTEi;&IK?>u>eAz^8@KA*kosQdBW99u zIDP9bn0>`=S94Z9?Uh&S)ZyL5!nN3=a%!oEc8=Jd>_6vI(^}uDo(#%w)$HbTWv3Pe zBbK(Fz>ZI^gt=d4uvu$ug#jto73D>@(!9@WxHT+9TTY997>=zZc`4f13_A&GLDJ>u zI3Vjx?siQErMH`K`XJh9!~UJ5%;VtEJjk}_dgAg zCF{r^CjP1Krf*JXfDg1e8#s!TXE{6&fIzF6pz9sB@0&RSAAn@k=oj9Dc2w2CqUmRY zL;xHFqY^BHN&r+5j1w6Dln%Y{HE&)KncWal6S7T>Vtw0iI+cTf8hZaOSl7=1Hv`Hh zAF_0g+q5?SZ_XwcjQOdde9I^{>K$Ye#J4=Oq#*lvoE%FL+C145;gY;BnA<2hET0iK zuFrTH4D^37IB3}a6PNqcpQl;5?c11{>RPAP zu15C!T^Ff!(^sd>?N=XOqH@gG3AL`n!Nysi@A$$%vz&}o^EKa7_;zL3;f(<}uCKAM^!vo%&P z+{kuXo8-;mX}i6R;roAYE~2iCbF9Po)+85K zdHY>_ZfUlkVx;#qdiuT8)B#V2agqp~i3cPmb>Bbnr~xVlcXi0e?UY+~m{zi2C+ja{ zt;ts$6WDW3tF&`og|2%ZBz~{u63mUt^{!M>*FUsrM}Ghs$1nBJlO*YaLjPF`p`5qH zdz@_6T}HW)EREh?C0+QXcl~azmpY2%n?#lz81{>r0PW$~bedlnD2NvBkpFWU)c(^} z|KkGZK?CLo5*fYv0Q6>%~EY?e=71mk|iJ+TsJ`;k9mL+-84xI+Bo(E1z$JIeozr8D|$ylP+)5zREUzMhI>Pw&s<>F>YHMHldJ z5A*2@Rm)myO7@-JTkM?J)zR)pofF@~<~3PLnUVu^AjzPI{W=og+EC9XYwb>ItEzejD8u}&f1+Lafg#LUl+Qc>onP8^j-Y&=JcD-4ziRJ9FUXJ zsihRedr_RM3f&w``9I(@-y{uX{LtOP0gKitSH@6pom6`W9QA;@OCF*A=)b?28zZ+D zh2XxC;M%rx$+2@FEfg*MTHF~q*=;;q)UfTd&Vk};Bx?cH$70I`WIBGU+hx{`pIc+> zbUmt?Cc_Trd=+zgc3O1%shwm_Be-?Fmv#>JH&vcRol2$hx9`hs*hgPTLXM_1-(CTC z)LkS1zOoyc5E}`+bGe6yRL1I7U5t%dl<0KVjx8QVbo?%$;jBSc5s)8$z^#-&K7E{FE*cbpKiWQ|FDP& zu6%;W>TSdMm>mkgh=d!ytG~40`cLFDZ2WiQgts0QQBt9>0Rx7<9k;|Q zr6qT`GPy@DG9G}0i6qvOhO7o+l(l}H>6GKH!1U9NRF0AtPd}e(O?AFpbR8MEy#M$j+yoWmXW zt)$6y(Bm{{OmH^WHYv-;^c`sa<06M)vDH6AlThwYL94r5g7znNTMLoU8qeGcG6|^d zXL;C{@Do+rZ*sy2(VLjFjjF5@MCdb-9CQk~hgYl7sG$@gJU$UOP4q;btPQLril>3~ zBxZGV1`p$n+aHqM%}!9KHr0Q!Owb^ejuFFPpX#Feh%FYJzX|H>;xMKc``3XN(-vFz z7Q^8WzzVc5!ab5$GJW-I2g5S9)?2mpI zz5IwBDQTVhU4?~Ev%OjZgNR`HUbJO=korJIh91Z2f#JdK2)fjWcKW31HJ^kL(U_@s zf##KtKk@*XRLAVGqYcg9c9iKhiXO<^7b}D_R-r;uHn4!3#q1OyzXprJB$f z%@Ze!ZpAxzldKpr4W8C}oVqD$i4F7qt-5Y2PY#qeQfBC z_ECfm>f5{5QDgW6;<6yw-7!CD?VjwS_v;s<9}N`-`#b&;U>R>%g)*UAiU0~xTNj`V8&!BrBD-CZS(q1C_A1%}g(L zFRja?y4|-n@ns#U2+cB&xyGvFNv7PEhMQlsIkw2OE~MF${$`chmw9w_Y?>zN-`F%P zL^$&`fH&V8i7+&&#i^tM6<2Q<>!~Zw;%+!=##8qfH~11Y$yTQ*90$(SOR+umaT@PX zJF^&JQikC}C9}J2wJbO(<|VkDKSyIm+#1HSoV*98@tQ10>4m3Tz2e zb6RX19!$!j(Pp#?AQLTd62dLoG6w4`P;{^zn7Ri*-0-vMRoYmg%>|3>cpAvighhGW z%@n#B)wLMQdLqNz6gcZDX3j7~ZKA7DO#X=CH~dsmXz{Fj+`}{#RyvOS(>75~V6g@* z*=J%J#((ZFWPZutBSM6t!H*3FBxsGAVntJ6DdULn4C??JDX%N>KRIn4nG7Rn z!ikTff3hM%I#r0r2DP;I)ymfDj^=|5L8qn=G95ZlmboqBgbLcE@6ye#xo2vE;Z$GG zR?)~?mE6@^ArLbMccKP7+6)Ft6tZlkL*X+Jn*W&Y!Ed8`ah{tgv~)+s!7P49jP5A4 z!+zjGQ5apg#+sV(A-9=iG z7db3FhNg@O&XP(2797JZhtj>eP*5|^_`Rth_o*CB4LLxi4*^IBMZR8v z>gU6-+KQ&&8k|r;gx;c8E8a|m)@zT}Xt7upNJpk^=ax)s_j|YtLaM?Y3Nrb2yEu{z z<*kh>8~7tWHZqLk_Ef9VDq4C(#>o-(Z^K?cB0GvIIqHM(8+qDF3pq7W;}7OngS6Lv7Fsn`35>g)_N0r4&bJ8$lm z3NcQy?2z)B+i`pZ4PEAvRTFE3CD!i@5R#f8Mtlhngi)EYmaG%ErbOn4r{1K`Ldkj& z7+})tzZU=-!am!Bj#C{+w}3*n4i&a@OfgI1aoL0>4au9qEZUL7jA+!m8l3O*07(IBwRp9@H4JQTNP+`meZ%7O{^!*Clq zJ3{t`VE-CdjgXEp!}FW@gv8k(fqUTqM-0duwn>IIyjiPRjpSN!uoePFwRIjiBu!3U zu$Yu2b*c3&5cko-Y>)i3Ac}G9y9FI=`GdhPw zn|`@Y-W3->i}+)%G)LHfliQ5Kc z0Az~vn@Fi-Co-6;u*_-*AS|*RmC;WC7CBQxF!Zoy6^nHJ5}&@8uE5|-zI{RL#MKKaXqsl$gI#$Am|_kiDnBq$kOUbFLYbg_I_kdXKQ>0i z-=r<9nwkFeu>mLaTcP`qx0H7lP-<%+)it>On5Vh#3L0zM&OWe879BgrR=?2HOA%7a z_&j&2#GFcML@4XOt3d*;xvb<4$Vzqxph5`8;Y1A~2nU}CN3y2QM~GB;2lo)tQF77g zSK1E53KX%8@WRNB&;?k(&KbW_Y1X0E$A@fL0Vy0Y5+LP9UW`kaR5fxWQZTNB;t&-q zTg*rZj;_9zz)Bac0=J!Fj~2Q#M3`$xTfYj0Cye~@v^Xb1lza#ziUV+;35SQ@{J190 zpIatvMK$s%g7}*BTTi7R$?X)7k`=FzBSfAcue46FO$9gl6EqbGUjfXK#$@#vafZhf zlkw^QT@_9GnCl?&Lqr6FQGpaK4yt5ZM92av#U$7gjrh0FK;$3MX6}dxaqfTN7pa;N zb{vxhCYS}LRQyzNz)K66i#!vtcrZ?8{0VGe4kttE#GkVTkP@ejr9y9lxIf`bB(p*c z`i_gKjH8X6^fZx0R!N7P(s#G<)uMq;bef}L;wpncu^pxBfv>fw<3eHc0+i<5e@X4V z>36ls;z=VpOfeA2gQ6aC$aQQA65g>p>v1oApDp}$uqN!I3WQi)U~I~z%&Z<1cjd_z z?6NDbcs1=*b|}O_h76A6Tk)ry?pMlN+)^<)P(ypVBPksP#j;W<^`X*~GnmEQvR9sy z_F|LG*aHk92(XPpc63K7N+|NLQiMC?p2g$PGdpAwS%7N~fR9nZn*2eh%eVuDEahMF z>oO-H+&Dr$w@g-yoXIF@*uHue9QCDdLwv)NR>;(tv?yfTR#!ShtucC)O?EAyubQ^$ zAvI9lP{K0X*xNCVFJh|xz$Bpo@Q%^#&IPC8-U5JCzp(e)q&aHS_dqb(1^>jSfa z+PnHr7UT#zqqGYI0PlE!aU`UBlT<&P5b?b+A*^Fq48 z7G3<6EsE9di$}*Hc!8upHk=R-<>QJar&1(p(UQTV7>-6sDZX+9hKFaR#pI5=!<9 z@lLG&izUrqyT!ubGn6}~bM2&lL3S_hW}_k{$XrTS4GE#TAp+ODzWv#X&j&3wV;N7w zI4mjLuNhZ-U9!5ZMz(9w?eI(vT2UJadcRVZ43BfjB9Ij0dnnT8 zQ|?c6LUgd3T>A;m_aw`QTN$U3%YW@d6Z5_MYs>YkBS9TOeO_+{_0K47JgV?4$$=%4~ZRYxFcD+SU(f48f67~L7MAokn7>R zH*DqU{dvtQ;*wtgZ*6EY?cnw=$TS_N>@V^2tt%?vCbf=JK|P}`R_q=kjM}p_ z&Dbkl84zs%c+w#ri-}9NLD=UosayI1AVwqLM1vmkDaI{>J+jExzP#ITKVI$7DC4TF zwT*GBt;Ph^0E7$)$eV=ie(DA@q#togbqO^zCyKP!79(oxrBbGDzj4gl(ASu$@S6zb zj@Li~57Qr9)VOOpuF+^Ee!kA7kCGk>6T@Twu6g6pIPG#+KoDj)UT(U%Lte5|&(DV_ zzytIYV6Qf5e*mQDdPP74D1{>JH$a;2CDLpABAFuzYiY%B^2u7*VUa`FNF4VwI>ip) zFDa{-nYD@|`r${_L8aNKRy4t4lPz=Mr@u8vv6KtaMLS$S08?HIHZDffZf|I>IW9)0 zZ)o`}edPIMGhTKb%9tD941ua1c_r6*+OWitf^Y#t128bt-rM5*gss~(R zu?a`SL6boxLjg^B$IBL+-EV@qinU%hwdr)7lBMZ~Xc8tpLOxIEtZ zbstWDn9_^?SNXA8N}VW7Wt)YJYLjOs@(`VfCH;X26;g;l4`tYU^s<{;q8vuX$qCY zPRTg*;#f7m6T*D|JAjt0f-JRM{#q!rQGdgy{hIiJ;6mU_JF=$z$oj%sO(j?`1UUf4 z4Rv*db7%4u4N??v&v`_<$-My%=8jLCAy7^NS zbn)}~Ku_({kG_Pjf?x$XvmyJJzrqQz0c}J$pJUGhunoXMr1Q5W_3&@*Rl-up3iWeSW zk0b{xyWJG!#869p0OW=D^?_1zA#<$Jj$HeIycO^%&RgZ6qFjOw2iYa7U2tz%lzF}D|P>%|UxLWGID3JdYgbwGvH@`$rJ zjDN#ptI{j2eUQ7&mq@N~_Dr8pD!YlRV1{iaTGDeK8LZV?qRD79J{8S29qn3px5c;N zI7U3#X5jlU+CwLHQ$(KWwiAwEcw_$gtE~NK?;f87^PC%=_VR4H(JIh3QE%tU!;T!9 z*ocA0<&uHtJm>NEV#g!Fx!#0c(`u8xe>(5qrcQ?XbH$;ix*$h;6aDgk&8b|rXU*z2 z+x}4%{!F?F&K^Q9L>WikgbVlX&&^?8ednXubt(Hr+(gHTcOLf~1Kss^yfMu*X747-2`Wfs! z;8v?{OBb7XBl{^k&ND9E2f$T}Vex^hihkk)z;3CyR{v#8#Ke13e@5F*eXy54m3ECdwg^ah;kou;hf3N0v-el$Md-rWOfH| z9_osQwprgf7XB1{Oq3mtZAiFclCH;IN3Mu#SmR3iDX3CjrEJ&j81woU-c ztF(}8CcX2sysPv-lJn0vIT%cRM&bs9{-1qBBUlqr48=_wN!B?2-pK-AVgyhV{kB<+Sm@O~>e`N2i0aYlJ?N(79pXG=@7eeSEXv$>#hfB`c4?V< z$#VNU8Kiw_#k$~o%j<3wgjNMJzID%4BZb=LIG;JVwQtVY>N9IL-8mw|iuwT{&GZFsJ!5{g4EO zUPCSKs@$lXh=&u`Vw&nxjHWJ~!cPW={K7_ry3||V4LxWW z-%!UJYoOu3E3{Frj|s1#*ZkdP19cWnJRwKf@%iq@x#L{Kj3Z$z6Z1+RI28 zNtD-VyWuzWV%-cxG%^EQSw9PPVkuez34Rx4!bNu5y4o!prTr9D$M>01_3t6_)WD7x zpK)KPsa`{zXk|BdULQ{!4IndYtTwf6s(&qXORb?wusfMbT z`T!K({us}qVL?kUMK!C$_uNuMH?=U@65U6=sHF1R871Dt_VB71y-T%yzx*|i4WAt0oQ8Fj})EbP$m2m-fimimR8$>u}T-uS!?V_WaxS4yXKSC(WcbXW^q zRvg#*a;b}$@U+5o-EO!tB+>2@d!Mvh4jH%oYH6!+`lAJ*e8WNq;;Us&|5+zD0Y=p#oxMfyTVBD1U`%&ppN`Izj;lt6e!N=tV0 zgsQm0UvLXGIHX1JeIZ`;tDY6c2H5$b({{l}POnVIePPfVZKYkazxCp2tyl^v%R#4( zJp<8cTc}&7zLaW1QAR?l7Mb?4;G`V4QU)w(Dw|0oc-UdeeEXWW;;Pk7G~%W{rG*_{?MFG}8w};{U1eU5h;`bc~aLD{UWfSqWa_&%B9+ ztgd89I}E&4P@ZS#5vMjH-C~Qbhh~~^-d9ayl>h<)g0FT>`f3CP*97Nv%*UdOL8izq z&+y1j$f0Ee$d1T9oOy`WynJxNRAb*WBMv-(AkBX``V8aBc=OsE@hu z9bsw9y`6?Dk5o{*S1b3ocp(zIoP))>J09|C$ny{hmNmW3IH(qU`7W~IFT(a|@3wpr zb7x+ApT@+WlAogXKVR3SrBjgu5?{gMBNFlBJJheY&$I^5n&5X4F)>hq&%l!xNzx4y zNziE2v`^3dQ`iB^gk;{$bJ)0j_STfaXRi7yIso#2eJPL-&=4?y|Ku}SjgA5RnW!dX zg`xN=!lsM`ODXDz&CVhABmaL%>d&0E5CmR}ga#WMo0){DJ3Bj8Yg^&_U7bWh%k^PM z++l5NoEGjoWi?JGO7VDDZ^Hj1i4C*IYvU}!oqFil-|PeMB7lN_!svAoo6T!gaidgH zQtV&cm8FTDwKuPH4C1`1x$jt|>U5V79C|$Qw}+Z@_3y7vi8JuDG@9Uw_yAPTS=v^X z#>W22{nHICYhKUf3~d;V9*AZ908GYWl>Fy-qg1k}1Ob=Vdk017VL(l&>T4*)9d z4v0m(-AaZ2v+rV}$EB5%bgqqWHVyI)$>=tLMJk)?!c?C40{~&!W8)XU84JN?3mH{y+Oe8{cmph)LQ z*TOe2do;h6C00oL@5+TLWz=(UC3E5arn-2!gB*^_B0is2xp6wu=9$A*#T5s*s#^)TCwPgzuyX=W!l zJ7a=NQ<;Uj<1J~v+=1!n4kA`rP(2(4I`|<4ZRcAjU3)~fH+2s)7ak_b6UrN^k=@8+ z3#2e=w(qI-1oi6iPzgnxlML3M&#Aju(QubLNR_hv8ui;#E4gW1y^3^QpdC(Rb_IE` zFEI24gXe?OUN{M~j`#a;X-ck3gc2#w^;UtS)%>K%I%mB#GF)`si18Z0!9TN>H+F?M zl_fPos=+Jz*#hb%BY#ni=;pOY@r3A7xMa*KGjX4kUT}SAwl6}e%l?@nMmn^UskqT3 z=UEZj%ytNu!%Jh+%|`I(8Maa?d;re0rgM}SG-K2<4Bj_ViM|L$pf-ImUCYldHbUzD zhAm!xqfo@;BC8ySPCj38rU=riT-}*d{Cq2aAI%kYoud@<2qKI175A7`?@E)WVKRpq z2ad!dy9+K{DV60bBbx6M7G#~wIbaF(MoBA<$l|?ITV6!LGqB{Rv9zzCAjBg3!0V;4v$J9D1>XdkA};f>P8D55-q&AQy0Q#_7Y$7H zH0NQ;er1m=`rDLyViis-Z)^-b$l6orY+2SW`98KK_zmvO&bJS=mJa5O-tOLkrmlNn zl`X%6^z{bRJPLM=#5|&M1x6y0bYB&luufb`ovEo^m?h82*+<=;u?hoQQWbd>L%mI& zaB|_>>ht|1_qsaLOlwzDB?#B8n~)up%0!Yx#pxCFVMGgd1~^=SSFc!a0+J&qoa$Hl z=v*VD6u4))54x=xzG=i|ZBI5!%b~%nzx4#!<4r1QeigB_h7#w`CPWA8;b60BT5BY2!4C)YUjRsqq z$2|He7BN>vjX`aUKwC^51B-b_x&;|c5Tlh?Vm6)u_;=jOeB4a+Vi}|K;@+uW7#De0 zd=YK80i?I!+IrA-IrDqt_0XY)f4#an3uAG4IcSqH`B(Oe-x5yexzky6=4w(qT1x{K zAuncR2eXjC$Z}Hm-NHM+M{CO9Ugd6kR1aZ6;qP*lFf_4XBkLw&trZU)&aPcUq6lgt~+Nofa27}cM=@{H6RR~9-4+i;DW$Rp7 z0T+8G61}^Uu%^Jr=~1Su8IIB6>5HPfX3VlSxvu7utC!DmzB9NnIbgjwi)f=8ay#&+ z^Q$Mh@1gvpE0+K03K9kq2IjL+>VItYKe~cO!yspcA;YBjDlCG9P06Or!7i%u!|{J? z1^FLaUDO#3);DV~`lP4*9Xc!g{F|uEm3UIYA&}jRp(RZmjKX33UT5#JwO_YLTM#lC z6PYdDZXehs35V6K@0I9AJiDB4FqjnAtT&roRG1Sd*iiPvuOc-m|2)EC&>8h@qG2=ew$W7f4@Gg2CmDV~0>0coc%k5H+-L~3eK3KmC%u3=r_tuyHd@CX(kUGHr(GC2yPE!2hppy?Cq_$Iqi?VaF5jg(KCKLE-YCq3XZ-&L;dmjVAB!4~ZIIpl>`toekn6SrDmjFU?3 zE|dPm!!GU~qnxRS4i!VHtrOK2_#8rHDxsGtK@sWTk%Rzk^8ixCHs70eE!rRd1&b{Cs;aD94E<430aL{+0 z&qsj^FVQF~zLFhltJN6qp!?D3KB9vR?=ZEH&3VCM^1?a=j?XU)+WSY)K>uC>w0j^A zEob{Kt-?ax6;Y;M`nzh>pQ60f$a%i1{`hiSaz$|5g{XYP2WzuPtz>bJnGx1$2|=o#gZod zQ!`VM8Pp@?S+1?rsRpN@%(QMkc7CN(1?K3aXkbyzL`kHQGvf|eR(m~TjtSUo^q|<@ z>BF=2H*UO2M;7?Ks$~SNX%_gSsVlBU0p3b2OG^4?xS^eJ-lg^i<}BA)MrQm9V*@+C z#N;24No?=ujc8Q?qq=52&96t(%w?tSeg)?7WB)x`*q!ptnWS4;#B0pp;v)0w=G{Nr*tvJ#QvY;i_p$!?pdw)#|c zq8m^lFY}4tlmwkOGm=4-R-{aim^Us&;c`#wd$%Irvch|H40S_dLtR8+wVspZ^$&A! z+0k;fJZ>gN$9keJrHBIftus8Z{&%W;DmP0?lqvoPz?T8%q7wOnLnieRWPyw+o6vjd z82^s*wb8wU=?8i09V2LKS%x>^N5N`_N=z8?Fsv54Se@(?M*>XZ?%bPq?ePRMd?pY? z-ilcbkBYY6J9l&xT6!b-^BIRxhuN2NjVV@{Sr)INJ`6@?E}=&377s{5HPBdz{?KXG zp*>GqoU$~67%4SSOl_u7Z1%lWQT1!Os|3E}w{N;_PH(l}Ui3AYtwntk15I{a&D0iT zOto+MZ~kG^Q^EyrsbZlbDa+Okud=aTUhR4>&ya4H4?0B51V4#N+jJ!L7;BDN*FWiA zW1k;Y9lY^f+GL=3S1_)~>$+AddXB^=7oBAU<^L7E%sG9OO<-4Hwvs5KFI1UQVa_5X zN(q0`D#w*5vX&@POL?KkDWz@;DV9}{ZSR+at$z>FA~%`NNw{9|7tMv*KK=mIUm73M zJ?2M?j_hA2l1O<9f*t%nz2tW^00h)$qdE-y7bJMt&zAMiHuld7RCE{&ax_d<3K8WW zj<8s4KNITeXUQldP@{ytL>LvP=x08(+O#IJzqC9F8Q7_&yUz%I`4Hgd-0s*$ITVnznHVCTd+3Rl#Tl*mpJsQM+ z04%c>m1lpbbwqm7XVKZY^XX2)sV@J1mFR)rRFfy(e0wc8ILseI=4OKP&J2_7d|2v! z7_*1ZNzsyzp0QuSf;b}_W*g=@h_5_3zOt$Bm1m3=xMq$;rt&UMPYIn?Sf8F(@5hSi zs+qllH%JiryqZCR;@kXY{pC6z607VMTEn+@v3w7>sI)!R&)6GRRUOJlt zeQsejNlVw;jH=u?&ZLQ*!+R2!HJ z?Hdl_FV(&5#KZl$SWD}wjj4ff?T$P3{{POAyQK_9O9wh~V&)gnIKYPEx+8!cn1BBd zUw;`DN3eyB!X#LN6EtWD?(PJFhv4oGgEPpWg9LX7?(R0g;O_43?(Q!6IOn|Y`tJR6 z|8%d_Yge!8dTMvcex6;#N&XtMcpjgOjdSn%>y}al6Bo;k<0qap-q!em`&q_ftEaV)$weqJ z4f!f+AO3$`Mq`EQ11cevBbm9I3xx$ZBSTQ=82HYM?VfGT_)c(M>mty_oQY*3B>fNO z+RUM!@gK}aBbRVt} z{{zAHAtptlKki7j0bVlDSfg&MF4J|8JcfJEtd6fcNIZd<3teX^eVW2L!2)+iJ1Po5 znxrw@5<7GaEE%#C?!#s6zo~dhz|tVh{?a2qNq(xKK1lkj4BN}&A52FTddfc-e2t2c z!W*Q`h1}A7UQ4pS(pcqS9>M^@uMtL`msqs=-)s*fb^+#l#FjZ4>1I%B-omU!QTfoV zKzBE)@B~|9AR@@88uxt>3QVC?y<)y*5Zx!ARDG>{yDj}R{11j2FQ-z+z0HEGD;YKi z)Re$^=h;~=yZjF(n@^~@Dy?hX*ZWGHQKMp@f1e&F& z%BisF^HSs3552j4w*_3X;2={EyJ*sW=ZL5A+Yz;}=SK3x!;eA%2JT*nIHCIFB&li3 z{LskRmFw~iBbR?LPbNZu5p8UOYKrl8?H$}_HF9=zdU|{TptXf_h?Dp&?+cn80nGx5Xbk$;vbBUkq{@z-~Zuh^Emm< zk**?X@UTkNBkW};YBza*F_UI=s-#W)%{16!$DOXh3nbKP8P?bWFhoxB&Kdd#1K;r+ z;}+`4slt##3!m0scWS4!?K#eoM7}%v+i8GzSYA?T0-409${CHY=w(+{RGq}t%rH`7 zZQf$LlPeZ2_pZcwiO0A;R(YQ;texf2ym`vp(1h(lZ5*7je3JO3$1eR;Y;NrJC89N; z0Z}{I=(=y2ErnWSa?(xcsU*2`-VL=~Yx<79Bt@rgRa#|ovAj-b8z<;xj#-S3IT>B{ z7_Eq@nj+So+W1k>0X^iSB&tYu=fbI_DZ9{C{pjqW=;R%H7%Jozn0 zaMowxjTG0H+e6p3*yNpS7dQA8#QhL2tH_1Xb^rLWxAfCQQV#GblV5U?X0Z&6(j2;#JlE{tt$&N6_I1j-EFk=~}I#k@8lpwUZd5 zo0X`wV1D2|(bHq;0ez0Gr2J;r);`RK2R>9xtAI|`nM$sc!i-=23TV*Y^VbMc>3T`TLtY?>cH5Yr=e2$Qdw6Eww*;Y5?u(Poub6YZ z6h)Web)}-chpy&SMINM6dk~RzCH<$z4*hiY z6C1R4%J|_!PC?O$@-zd%b&jE9_AfXKl-Kk5$`d9>^k}&Ku_pD zKnshv5MPSA=9%%}@yf@JRGuB|6-Pr2H?&wdJR_EG<0*Aja(Hqq99P_Y%PV38a!S;P zjUW4tzoO#)$D55wS^op|N#Z?3chsZsP2#@}Tg~|Hu&4iZSlF2=BrW`UJH9rhzLiuM zf;I2ZoF1C*zEUQ|)?7(nmQC&V$g>rUlsU^|N>X?;2s`jNuuKEgz{wYngxj{jJuV}j zcwB5vMHKN9uQyTS1)a)&Fe$wUa6==;=!GD>J|r*IM6;C~zb>$k4T5FN1#20t-KfFf7wI#RBt)!~X6|)yWD{U@5<&~l#~jJoo&K`+Vg&*^0h9wj-Fa$%Tlvar%#@z)gOcjg!2 zUt%H^7eqn+at`=)a!y#lw}0a!m)%$8`O1ExGumU*8qt^CDiyyVt`k?wI3dVx+Qf-H zt-adz!Mm7qb;2k{nozdqr>WUr#$kBhl#0fuwYwNQ*w=DMYa0ulrDcm5Se_llp}uts z?|sN9VPHq?t>>6nVNDHQwMxCNdpU|}$E!FGnz}m7!(`D`a0_ff#CdeQGxt<|ba}t3 zXp?Xn=;%Jw=two*)5ax@k*{M)yl!hZ8M~>~H^SzNib{o>1R{Le{tsxA-C?SNluV57 zDQc}%LakdnL9TlH#sBLu(!#o7=ikyBP2LTe1Y~6jg9wI+WKqn|&1+z9)OW}K3sQhb z^Wq+Fo|gg>_@lMrwzCz2!hc(bNED}NeTD}iamNZooN>*K*;QHo^5qNc{bYTRqC+T= zrC)0%3l)EB1ss~-XWDp>1`|N8V^65<`-MC@D8Iv?``Sn`e5$t%;3o%OPNV1kKzh&e zG^F+Pf=7YD(k6Mn#bv(TImD+UnDIL_#N*S#a(pZ6l=AwD6j%FU)4EZEy%WntLCE3~ zzgvHVu&}>!NC}`#0)W~Y@Q{&J)8TCqG$&V7*2&h3CA|XPV}yC7SYp79)Jh3L-ZkU4 z*wgMZ&wc5aub9E$IV0NZ1OpcwtA}`8r^$0euH~7+jp2u*jMjo_4?k=y7R(Tff=OqSmZSAfR($oLm74?cu@<*d^uzk{~aZe)xm4rc`<7P^d z5WFVrf_bUFnlo{fGT&hKz+h3^l2xL)pXVg$G2C3~tdpCT(_h02neZFS?WXO`j+D~J zKd{PjEZ=IaQ=jM$jb#ngfZn&X;RHX>(alu?txUifXI|1_KcCua{WrfT391`G&#Hs8 zU5fCIXNqYp$-juxOOs4@_*R7`_qj|6wHn#)%`Ucd3gN~i&6qlBEObLxGHOw^KcHrC z4SYDpdl$pQuzhtHnTxa@oj-2M%_Ut>?kA0|TMVAkmv18MT-XOZJFDKa%>7N{Eg{PjhUG}=RoGBSx<63piIH3RR=&E@cVyiLI4c`oniTwZ>02=qVI???Tl zx}d;qBap|wbqSo2Y#np?sqj+M7E{t~dSPh@k}TN{?Y7vn)g;dgh$Mz%VUXWhKd9nC z3*ZEh`Pps+G-kZMNObq?26?AH@0T&}=3T>=dkP(kxCX6_Z?;}}LRgGCuR-prN8|>)l+^Rn9bZ?_Z(j^@xC#=9Y zr{IV)kt;2Q90Ni>ii(0pZEaVh=k=Z!&0dca-X|s4OK$B!56(uqQ_@)4;*9i$A&UWP z$C9H@ltut`Z8z8)pmuuJb;${?@`L%ZGX60E|Cm51iu|fDT;(e_%RiWpIh{r>bWoe^ zH*%qssPDE|q6j3$#%aeR{dhWeJPdqcUkY*~DpjjCI_6=)%jx|9>SfZi)N`9yNnSiU z^n}DIC588G10tEYJDvvb&x@fRsjs*>+askHPXxu`)4lP3x;D$_2;W@JGb*9pZQeQU z6rKNI?0N$>7yKDR0U<=9I>gxluY{}uR4F;{>&VXrFdgSeJ@$%QuJD}7Az$?q@C11! zg=O-~^HNcJh=e}yOS>d&X~+lcD;YlclU=qCO;7P5r6AE9>FWBA9o$byNWpz!E|iV6 z;4kUk>)vZqR60mo&~rcE$Smgjylovlz}5)CLqkUI%x=tQtAirMdX&R7t$m*=D0(~N z78<}tX{#KiN1qyfk%lX)gZg0#;cUD|S%=nk`4>-9VsJ+&+M?jN2RCV13smH&vk6Zk zll!~}5@R*~U*mvc!jQ8IB}GV9(L<9}L_5MmhsfmpYxuJNFS1RN=qySYZ6X_5KA zY}~S{*fTYM75HN8SWL-o}#&6Lq+XzRTlnc>B?jV4gPo55#wM=XU-`jw#|jjH;pQIfIah3P(5 z`Pd(`+J+(HWS4{-`ZAk_HlU$Vw&hv3`4yUuD?)~Yy;&l%6r2}(>yb#jX}7t$h5B$k#xFUihH$W?S~CYm&%7$7VBK33Mc#20fcQBhkKgK zkw3?ZZM$y^g?;ofOZm7)zjI~8$di7_JBuPo@4y?TxY}Ww9kJWs8+w6yp8{^x)VASb z|G`Lemt@LoN>j|>ppBib2M{(%%Cn8JHfYY$FbImIqruH@aY{<;8e;lQNj+np#X7As z6^*XjU#uY#W)jcW84({+3pk-LkoR{VOWJE3ExP3v8almr;8L!VI(>0T&cGFw>%>}* zPuv_N79A=ru6&W2QjwA+{|*HIX1bcTWmHv3+LbO|Wq9sG9bUDMLw7(Ii3tt*!X`%< zD1mk#XXo0Ed!ws;*4_SIV^wcZj2e&O^<;1|)1IuZ`D3}agBn?o!j^4}`}?9GqV<%f zISjNlD@ySvu$!FZY`Co5Y1KPr^r%exOFreq%*cMyGTw+8b@l&O{1Qs2f1eHxu?FH_ICQo$40 zk@7~|m)+BFU@+r1WM@O01Y=}{)t?_ubPBkckr~DdZJu!f%G?9N9;lOMru-niWmvVi zQOyW`k1&@;Gow*>np5Z?Q*LfDV5RPuoN(|&Hs;roq>xfhM#47&+xfEGwU^?cq5NQ1 z@xWffbkA|4Q?*4f)pD0yT)JEQTplBnhxAW%_*|qH+%Sm%>(E6!r7Hc;{mGWrd^o4o z;%0+JDUN0q50rY``qGPBgyD;5db3oICnLOkyc(q7w4@ENx`AdCY$h&on_iA}F|mury7|Bl`cLcYnGbWHWN_h`CC zwil7snpZ-0sK$WEw~m=ft0_*KOxq&yH2QIAq$kk5i9_-M)TTqz+8{=J1^&X1^|rRE zcDO#~>NM-M&gQk6jqw}2Og7*whxWwsYlceJbK{yBs$pGj>f~%ao=07}9~17Yq@WV~ zmAX;SALs2#9ux-(RXeLW%^FRGJBytvQ1PKUNm`&@W^5}&gl9{eQFJH*FSj)f2w3Wd8S z{fr@rRZ`sE&3)gl7mx&wq-lu+4f1Z8#*f42Kx^wv+9}gi&-S=;5ry8x%=~+Q!A2=%!?+7gt0o>YPqC}A0cE+ z$M(129HOMs+GksL+{>|v3TuH3)8SYl12vdc^JOxy#Y{ui@`XCQW+w&#R+s?AQ}DUB zzltPgith6Iu$=&bKQ_gz;^5%jWCa{);3y}DUvhby|n=ic!u8x75MISxH&WjcHmnvwg|orV1&k0It%Gp0nXP zzSEMa1}QSXY`0GuxvBNc=3&v{OyBD_Um>CghqNT^%3r7t^dP$0w;H59(woIFAs_9x zimfe*W}DckV)W%+!XN`tv(kf-SfOvfCA>AggmtF3b)E@OzBr2YgtUg4tvJv#A}w$T++p8VJVJ0o{~-r@q{bi{ zebwU3Ffr@k%}YS1-JU*ntb0yYoq86Zb~&i)Da{}Q3;|H9Xnw5@HHX!6GGQYs8CHgN zYFdJ{hyxGv3PQ9C$qkLj1z z6{JkjPE-{%yHrs!`@vHkzEjhxY69xqt0+HI9mTCw-@1oL(i>McgcsZKXP4&tnOKCA zR#{J3#D(f(LbesOgKE`I?oiG#l-Jd|^;UbTmL|Z-a90=nI|UXnJo3^~@V=eZzjkps z;vcc0b~<#bX(G7TeG?77ors5|ON$Zwo`m^5srAfIyODNpr{@2x4LVhKU#ncs*CEEz zaxG13$#YLI9i$Ijqm$I{GDdHs!Wx03TxQF1U+5-(4Z2I=)LSWCgu}8f3)aFhh%5rg zhq5n0Qh+&*wq*+6AY?jaf56&q6B*2%(zj$2O=_Ws?cdiuM7zdjO`T$s0*byi&F&<; z{-j^k_fKd2HoP`}Q| zV?F6?T}gLbjOJ9d>zHc~B6ce1ny5ysgi*MC(H)Uv)uH!;ovm$5M3#rG$6l^}T&^qNPJj7F!>M8me@wze2$xh1d zSnrq>*U_h0o(<*rLRnNt?mDR~M#_AArg`fN>I+LFb!=t*M$c@)Dtg;b2;ICoP2E$e zuDw=3ry%)U${OxWqqr2%y4Y?$=kVeSGnG!O#fHuvVZSD4G=MddQTrh`mSva2^jJxG zWG?u0qu`2%ZN;@0?^IX&@2fdiU&xie;(#(Sbe~tB`3zOMRKUNX{yjGkh*x!V%e;`f>7<> z<^^paaUwsb7QHV-WKw(0%EolM3CZTv2t&=DYnqKIpvTm$$!fXO;bO0;Wp9lBcO^q= zd#U{qybeO6zC)KFQ6GXS9QrscXAS~xXx}ukhXemIMxjAuZ0aANM07gTux0wqv zO$bvw|E9he7e@_b!{bKciXBPEYFw)SF0j0+Z0zA|395`#Ry)#VfbhnjK;{|pdk!Lv z)IxX7%Qga9NbIVYMRRQNzTP!?>Ru)ir#z!_=^gDr1iQrz8mwn^OZ8nl4;Ma(=Uqy$ zFU=5wctDIdPfE(i6`WJT{$NO}sQ=&@=OvQ>H->c?_)zK!ZXx@W&=3!XeEh;4hF z%aQiAsN0?QaXHfbR%xjt1?sowm*=ZRDu9Nb36vU{hG0h3Sf52B+-AmeoF*>cfHd}c zA34MrmEN_@#-I?1$Dn|bR;c`)y0IHGE^Xi3KGLx(Lg*v$px~!{b=U2;IH#SQE)Y?k zrl)I7X@j<`0{lF*VJrEs!|0a(O!MgGmWVRS)KliT7U&~)3O2FomjYF zYQIx{jaG^g8wSgmRL_BORe22H7?N}tmm6dC3D{F%B$t^g8cOG1pHOQ(J zRc)&{T|*LKK`k%=-iGlQXp*kDry{L8rm&pn#ZXV_?}ILSo%4Hg+;4i6U&o+pN9vp% z3+q*4i2i6rA-v`$^SNyAX_<#}z&vDy%CUtc*cN^9r{_L{cEo9l9+4xbseQyh;>)Y$ z=!O-c$BOmh1;hHbp{pbpy8_F$Wop7pIf46B+BhwoWXWd}%$rR25%;SfQigErI}!DI z4wiT+^trW|a2wlkh~C$6E}bK?jog;58+%70RvA2H9TwfHtdZI}gnUnX@-dQnodOYM z>A6cgn|05i#kpE7`jdt`E*;!#^NMrE3GO}h1KDO?*$b~(K}H1!cIGKMHMwO|qNtpF z$FN47%$?l8xi#H2P9oU!ZNB+APE{DYZQ z9_o&s`tuLwmI`XYoSfUE`hz{V*)=2YU^_a>!>n_EC@()gpd4Y;Ua2KRc`T@yk5{%s z-b%L@Ab3#FS6uWEo3x(OXt?O(IOspv(6 zOx@XNKH0A(%;odGDM$)9?eFj8vb3;XM}AFsJiY54gRTN7F`dBVb;{F)Rr6-330kG} z`k_n?Lu&bUqI$^5=GF8!CsjH>HW1H=aDvq<)pc-F*&A}0(yr2OJz-Xt8j%&N z>rEjwbn}ZHZg@DR6>QUhrgE=WbM8|go4KRHy*U3N{Y#Yzl zHb7RW(Rv?oE=#Q&wXVw%hBY4Bw{qm3%N}%*y-Sw z%KFp4Pp7wP=zS4}j*jkU?VdX))uy+ca1>LVSuf9sCOu`(?cC#?siic7o3zYjBG97) znm|{Wy{x}e7S_xh@xOt84#6B+>^GJ5Rz5Y|kIPK#h3Ivyf717pFiT_ma{I4@vr) z8iZER!x>N%MlZ&wK#vZKXFh^Tzp~1kOPkRTLh9i^D#NloL`l2O=BwLV*u-O7TjuP) z9`;ba{m3u>!M%@s`J#SX^%OFG{-Q4I-PM0&%@G%cDULD9F@}diYN1JITwLPKzs?HG zHQ6_aXIGL#q=fPdn4KzZI@$5ovI;qC_Uq*ntAnbC0Iuy|v10@$tT8aA3FwxEe-r8; z{{%^LS-q6x#sds`@(j~YjYOG_EH$;RVSoKa@S{%E0oky)jfiB z(IVdYWEQA)5#35BAlhV^Ts_1dY96VRdmVM9X`ELS{6aOuw>^{^tT@wD;B!9Uh^Awf z^7^AB7Qei-!esiK{ZmHAD#_k;%?-nMzTYMLp-+9CRF@}QwrLD&^#5z3(CSY)9u!N&gF=ywF;X~a?w>PBjonsS1r>2GYZ3tEU3T$x*B~^l8lkC>|2ha4*h>aUe-mk zPQO{mfXen)xAeo_sVYuVgsQbew}Md(v-wvCzp?2lg?|fq- zxw>i$>si*%MC8#vO*gtFM3Sh*<T>eB3QOZ}85}d)9OZumlp$(;twK?IPl8NZlwn-a%MRnPrt$C!kHaYdkScJEhfI)i#h!bDH@qhpe5b73YaeMedmrq${M9uKe~)+;uXLHJ;N8!32GS+g_&}+(=w+5g4nReQHQV-byoL9{M zVEPKcsA&r;!k1L)Mlt7RU)tDSvH-AEE?kc=yQ=u}|>tj^tVK;lzkvCeYT zwq)RAorXX5LM`^xv!<0Mzm9AkP^;T}?DcrwQGZMJx*kA#x%gaHM!hey7&)<7a|1MK zh?|OKCz3t4HA4#!4VkI+)k-3y??y-@Pgdv;6qf#0Y&BdzV!vtY%ct_tYGrIP`_=K2 z59-8+@r5dP{sR;?^jp|Hr1JHTztZ0-1!selyd9;n1R{{s-=}T@a!;psC44^_$Ocm#d2@t#a zdf|eW`KH`+28o0m2{qL3@sMvOE|MV{pp%VeE_-#Y*JD)fO1J2szJ9tQ@0Nhms{nt= ze=w3*E#*xW5iJFyQZ&Rah8i-|VdmNGwm+NG3-*E~&cA}&|1N5WjcNvm06_6*sL{!` zP7lcc&u&8c-c9u1yNRUv<4C4a!Q=Cf&)D7=4D>rfzOqRWzNL|$V*`byLnZ*3JEjK# zoQeNf6~0>`mRO4Vsm7wngr|+};c8HkNlP=JhT@5cCA3}*xHUVwNWT*dYlpGkJ?6el zg7^~tQO4!!Si9wS>arHY;9_3*D+&xNI1NgY! z>K-yXqcCRR?0O%LHgFbQjs0-)x~ztEU0~fO2$cQDH>77#jND@5 z=$)()!LqdnU8Alkmrd&2L4qW1wxO?8n{`>EUzzwlmWfn6r)cW$SZJuMoagvwtoX== zii~&468|Jc!42;o!(v5Y%ZB!yk*5b`MH;2EZ=YKpTPWktycnJ(uDr;RIhHwacSN_6 zAv1n#jfQSDlwN3&pYYHl#9L?^*CVA7nwEvWCI`&^C7Mxb^YdObgg8P>a*T=GuNF#N zKh>R4)eqp1^JZmau-*tiI~%#Gd=KwLx$0P%w2J$}r$&EO^%&YK$l%>#*(C@XP3j*9 z+(fRwsr)~nWd1Ld1qheFELIMSOpElV%J4)l zRLTgUu$`@ch&v}vS_zR{tZvfJe1&LaKE8+Py51NvTO7`$U!>Y%xs3J6soyyHQ>?{o zt1fAd?CBE6*#RDI>pcN}Dm9$3GWW`jcUv5_&zx5UYKE(`T%U7iD@-Uz`5-uqn}rqr7q>g{Sdgb&Tps?S-?Q7KA=@SIp!%dU&a5 zLny0^cC%d>XG8|J3KOSdCTz`VX>j`@*Ut6ya|IC*QXvVou`xYSCbg!w@JTx0tdY!2#!4g7owF%-GuHuo9Zv z1Lreg*vDs~hvpXvq;lL59_2<_YE`b>Z(lCWGuBuGa|B`C zqSFP2azEQ($FNCUhcz^~%^|B3OB>;vY81JWci|y)ALQ&~z|6!{S&P8B7DPI9PpzC* zUD3Wtt(mN+4c;+ON!VMTlMi6y%#5Rj=CG3gI-tio%f1cwa0+LPWZ}ePr26-sjR7k2 zl6^Do@6@aIrWO^^Y{wEvt5Fq$iRCEQlIWu1ZN1#e2{RE^0{ncnHM+eh+~-PsKk#{5dA}1knnX z4h=-fA?>nnwf}qW^nY&pKX4e4SA)kaDc4y0`t@*KP}R5a)sOOSXW>;5U8__)|@KyQbek=%6Xhm+8ZAs|q5o#0_l@eC(vqAr!rcXhBPGLWnTq4Cd(4|9O2u zd3-r~QT$XhGmKPQm@j}VaHcK8*$(V|uNqU2oL6LbFH4y@%9oHN8r1XpIq-Qr&($?r zHYegzb*frIl82h+0FL3E;Y^|ALESk1R3iuJwM-Z2mv!X;eHg(g@3LHlOGB+iBZhM< ztJU~HQSl(-n0#xQE>514n-?o733JgeOi3h-7K%7@5dO~aV)!M{1EQ8V5kjsG)bEr! zF4)xYq(q5E#9LDnXx8h8hr>_jB(f=V1IwV;@!d5*?z7XO%6iWseE`_mF`Q(dsSrMy zNb-Rcd#%*IZf8;aVM2McYXyTFjwJA=AD1#ciEe3FV;Y|-c6?171CQs=qA2J7um;fT z3f})fc;75Ev1hZ4LH7R{cmT71qVkYWPY$XXUt{^j%YCdLY^YxnJFki#FRHOfmj|jq zxe)$=l!;o9-7TY1RY!%__q+hQniWXO!>+n7va{WUkl-||WcVYB_(CzJp4{Fid0iW; zUh@CNH7BR%@L=174Jff0iEvlXANAW0F*iRe0iWFzROaTKmtlq$Pl2A@4HKR3ADq|L zUXY*DZ9$V~G6j@Mj-Pk*HHekZqzOQq*jOLgim+L6EL(JQ3>}Tni^{UH;{7-rOhx~f3kXP9~a?* z1j9vtuYmIeZiHzh5)Ex`33CpLznDeQ>^@RnRn=T!SWKd#wd5%};=IPK{sD~YH1WP^ z&ucR_MMU)JlsJ{+c`RGE-3?l)g9mR=R#7mDTXJ0G1VI))iGt74bfveRw9_&#Lps&@ zxKWEVw5vD#v%yXW4~^f|nV!rJ5*RwPj9i{_C*Y1cVIKJOi|2*Rv<;Shl_k!{%Wrlr z$K-N}Mbkxpqjvjvq<92-4CuD(m?E=M_6PyZA1SjYfqPULzv}~cU4^^)mh27`rPi86 znViF477028BDRW+25s+xd%+Jn_52SBrSdHoS`P`iX7B~WC(x#*_bRJSLbvP1i?<*+ z@ps23oP@l>y83`paifM(ebYM~`q*mSG~8U{5QzgO!Or6Knenx*%Yu{3e=thUQ&Cly zh1S3-pylO>VE?-~h8E*p4D+sehx_<{k45|dgGt6JjG<`w&E6+E`+}vab8_?Y=l{*e zE<|?N$P~2F(6J|oipZ(@MJtiI4)nO7=lVMr-A{={eYgclIV7UaM8HJPQROSgT|;lgQOjG#KG9Sv;$ti3i;pMk%0!Bq&2c&X<*g?3#7MGoNztTlYq4FzXtI(g{thxdB8!unD|165p>d<6YpfTly z?X0bAFgDpp&0GNgst2+4;FVh*!0LQ~yk`|Mv?*e)4bHCNaZ8RFyfaE^_GXMlFQ+%Q~fwll0r)SrJt)H#H?$h(>$3x)DA)F4c`Q`Z1H)jKwvQ zOEC0BWQUY3e=z6h%RqBgAK2RxRJ-HU-*pKcAa{FGsfibjcBw=fqX*0F+$M>8?p$~P zWVX_pTF`t34Y>4MXki{w`iJ?MkwIBhm)b?2onw37KzS~bli7)!Qx}d;HokC)^|hz3 z_<0X&Dew?+|9D#Sn=$o_f(PHnV>MBAMeCwMRBF})!+BUP+r*X59HRsCJySKiPgI2M zKd{H|J+E(DTLu1dLYQvaN4xQUe^r9bj8$N&nQr=x<+GndG0)#;h(-SOc&0w@G?(S4 z4$&ep{20)*K+~Zy{x|1VS&hMRNb7^gpO;GYvb3nTf{$gk`+wf1)0ZCb*)uW`?zETfGUu7yD^~lv&69@I;ebV7y!=QZkBOT& zWnRaxMx!XzC(%3Yq3wmOegiUqi=@Y|;0_uN?0T5Dk-J}5V$8sHgXt@Z`7f>g{CY1C zI<;rRmx2j3z4bL>{`;b=9x8lIZbwft#_f{G=8mYS`mb2t>G{*2z`3&X`OmD?gT)Z}&DuCW}i z;r@OKBL?!HiUrH|{NOVD^c2Lk#p!&IySk*O)r6C~pr0pCC^fl<$=$u+HU5o94$dPv z+|f8Y5x$D{b)bg)PNV60bjY?Y$U&@|pAqy>bR)6zb0tjN-~3qA574&eNQq1mJw`&&6F zgJl-U8|O&&w%$hK{YDZ3gYd|bJE+t8pEf!Nn}vK^yk%~h z)u1|$bw=>h<_Y9A{oW{l{dx!_TNDBtPtAUTUe6g*yo0jF(aBz!F`C%Eju1v(-iAVkk{9%VasBJJ;&mQ`KDkxQP9YvO)nK{Aj_trD;hCV%p`7sAF)Jy zhh{5Sh`e*#BQrWs(UL3qchVLkf30ZY(8v}qccn!twKHI|AfDU#SIEkdAM@!zqVf(K z!nFTtsK%N}>rZQ@+0bB;@cQB)Bl}s|hpXXY*HBQDpcHkZf=ZViHQCJ4tKc@`ADRE*DfTq%t|#XBBZ$P3WWqr|4Iw2b)! zs$UTX8fksF5aCSuj8v}0uPFxalE}%swEKuiW-mx`<=j&7036Jk-h8*x`WjF>s~;wpb*flLkyIYhFMvR=yu)Mq4^F%_q9abp2s)S4YI}?J8tlm5Wf>0=dS4uv!UA zU!B)ch||+Ko@(jk=SSq*46h9Y>a~<)0vVcG<4v2k+X#YP#ab+A1<6-?Di~<=w_Hdf z{o+3R%+qJR`Z?VEVJ+|wSIa?Ff}BCee?4j$N*KVQjo0t#Td%mNoz6u zJt=Mj_0=uuMO=Kcx{yjf#DIsV)CYdA(fv-o_Y@hI;2YRizjpt7-e74<>f16i8R4sF zOhcLDe9Mkaz%Y6Szm5mPPlTyiwTp{NZr@Df7Dh$y4X4YpZ@{;nsrgmqNe zjpHYf8Ebf4ZD#e^pZ?FTLHlL?H$K*-#%LV;C7i7HJLJ~?U^o=S`2WEiB7DAO`FilH z8lPDiX`LPG`)8s#<QyxOZ5BwcuGfDvxVJw@>CJ;{{=MN}r z4rc~Y`?=T)kptJ>312Z=;HU@$H%!Z|u$r7OjyNJUtGlIN|K()+?FTw}?CHd|M_OtVa zk^X$GXtm?)Z0F;P_tH#X(=^&MRX<@`b|2BmvUdz4RC!o<7Z`b9r}%N4%gdB63oN}r zGA#14!d3Jp&L7|^kp>fSQ>JfjFf^jvg{a7Ei&d&}KIcaxp=q|e>4%Pg^qx-o2lM9@ zW~rLAuDRYcYsz?JL?rA9`9{wL#gAW*m<`3`IW+uR4+Ezi>SLl?f|?_TD4y51rng9K z^aRCtfM9(gNnyngya{(=cRBwbh}pAaQu?IVj@WVxeBK zdE~4Hu`K!H{je=%b#W5d@2RIukS18=m#-fJ233|d6P$Tx7^LesSrM&SNoOiB$W}r} zu)*}+F*DS)UmlGb69?{oA180GDcX&8XA}8SBR7V>kWFySSW=@%C*X1NpWG#A|ENiz zB&B+%lMe|t9)Wcqh{)Q38;e$!XrPI|`8f*#eOO%ahr-|}p@Fx8C7tT;oLlI1k3RUC#N^T| ztStg^{3#^@u8m^e*7Vn3OFAPgSH+44JrBY&L%VE6d6 z`+AB&<&ZaT(XKdUeKz9oRq&S@DaEofUR}Uy|HX9E>$8t;*t!ephPThbQ{NALjqcou zo0nuf7)AK0cQLHgpZ7C@UmKcj-b&y4<2&vIF#L_-xxS-wuQ*-QBk<<5W&k4!hYi)IjtCsu_ zdi@Z=uInT|w};P?PTE@e@lKlaxehA?nTzbqXv-Q%-xzh_x4NFR!HDmnw(DCzZC$S|~U>gfI8$IpB zjh_27A`+og{fL*v0Db8b)6F=eM8c)^KNy~PpjOHn$uRcW;kE)l zl6oqP6T`jek8~_Ew>+7DAKV&F9KO#2(?qZ$qeOG*5t}Bz4CUvGVfchS-!h8wdshF0 ziPfo<^nM!~aae2VPCKb;hN@#(5HIw~`%sxuE$NJ*&PP4}X~abl7;~yOJt{v_jBx1*NGK^ZOq@?#NI(`QZ8rfcC+pP3Vf^3}1XI$V} zO5FY6Xu{w?6`sH!&KZz(;*3= z;L}C4>vp5_`P+U4ZtAwCczGQOx{J4-y}f$nb6+!g=zp?#jykp-Nta5XTdcDunh^``yZb{~}`vjb-G_!o83lGDu230p#N znNoaVY{A^fAt|ZGlvEY=q+fr{_Vb{<9+D{Mgu*p|Cq|yXEMXcB?nrOwR#bN!|4~26 zN~^h3M~d&-<0HOT0acg}cf*53}0|?v8!( z>}-2V-GV}?+figHoLBXG+P~*Dz?~q2+R^r16c&D)X&K>U;?kA+_(wOYTgQaSdGkaF z^utup>z0qfV1PVdns*c8j{r%Mt;; z(PqGLVLuWS_Iq4Dp1oaLteeN;31b7i)U;{M)KQvJu#>bl;4yq~$dj<=$+cR$?ts@V zkLJPMTvooyd@RjZs%Qfih3O)f!&fi;O8H@|BcLfurp2{?2jJ9nF@(HD!2`qaiRzE; zFQKR86>9S%*;<}$D^XsiRTc%ovByIX*BvGMn3)Gg3uF<2dal{cj(e8ip%%79$F=O- z&!fh7EdE$ztZXSfUcXJ2-C5VK7@Db{c`j1q7;5CJFw{W4F^E4oRgyb({}%)4J71fv{!dZ!!JI!$m|HN>GcI&&7v4b*c^Lwvv_S`A7Fc zy#CYu&24(!%tUCYb+TN@)^eW_;b!LwCFf*o4T<+X#Dhfm(c5EQ_9irqx%2zA>h;cU znZz|C-%oPJP>&OK?gH5aGbQr)vpbJj1$0MWWkLAMSQW9^y1?; z({>WJX&;;Hwq8%zY1h07ihM2sboeSb^WI;hkJGB){F;|tqtm{k9^gm@Kk;SKf4VIO zO%UK5`U#us57^D3+?FP15k7^9ibku@-RgJ-l#{+uHud3RABw1wlxv&>#z2>t-J*iu}FMj!v^;Y98tGe~h zrRD%%E?uP`1i`}DbB<@~#hlT>Qq&`@cSr0Vy_XG9v2rNpFr^6;3_q4{v+{!;b+3;4 zUXDI!iJnn79k>64O?R;9xSdtyqE8u#@Vbo3tE;bSBJRFf!Q^44Z(1zx7UY?An|3YW z!@?$9M4Cp*c}jF4T|Cs@H6ZQf+kUP@`zFe9&wNRJKTo}`MZTBSC-DGZhR>8!h-caXOlbi`+qzTerigD&EqW z57=pwaJS~VZF!u!5($bjC?xY}$w@U+?^*Qtuy5&$w#3fu&GZ9HM664Vp^$EU|_^sx=+%H6Y z!kF<;EQO2O$x@6KLGx?${v@GihV+A04E$L-ZzEp5%Z z6qaus$_i}RyN(q-#7SD87|i0)!Y@3thD)KJ@H!PRtxF2O$6e2^;100NZ^vG$4%Ys} z)3HXPZk~<&=1WP#u@*WCp&tyY$2Lh?RJjze`qf8WisaRS(Il>iHwC5`Y z+g4+VVHqxxYKC+ThykFicNh7uyNemE0`sHyD$;SaTGeaHy%x{>ZD>=zO97V^9 z-zqLLaz>s=y7nzv6{!8)WZDjD0C)Ns)Of~!Kh74Y)aU}6u17#~e~tStz9Mf{N0Gdz zVH-!pr8r^fwpzn0zP#Iex->K!zO1bky>u%-@+w|C>;6)Ghhg@{N7GDET=Y}}5`$Me zY0a)4WDj`1n(}eAC2vrx`S|D>R8D!nwc19P{;SP-|Cd&q@An>dO4ASX03MIU2W-}v zpI&dCFpQ^Zakf-ngIH(Ip3tV0WvRJXW(SF}NQc#A&2F(^Rdc`2tr@>8=3MkB9nE0h z2Vzg^^bL=D7f$YD(nI>h+!jUlkb5)>n09Ha-0rEWIP;Y|5X7=HM_rlSmryfNGG-f^ z=3b$AN!^xfkS&FCfxFHAZcoMg8Kl>vCDT7x{a+VZO}1^SY$JlZ+2&Z;EN$IoJi~* z*?$q8x8KH5G`)c(#=kyyKLZoFpB%Kh{Lu_u<^;+Z?x66)$xaC?z~ z&bfN*Yoopbucc(~*cMM73|Xx4_?27@on?=BWKM6DO4f2-iy;Hin`Kev&X zH7vN$YF+L3Cr%PGZDOJIP4_DLHW8}b`kI+hJJy!P()H?+2h3Yj7k*kGn82;gHkP*j zuUbco_LakpKY`fCZCYO5bd%m~wX5Ve3&Mi3-O`@Jvb|pfa87(E{ICSLchDR&f^}@I zPD36gll>iUfg<`3qqyFQd@<7gJsFWeKBflOXO^S;wcuate{<#mgZ;<2Jw^g4)7#NTQKiFIkyuxphuFW&mL^-_EpLI>j#45ga)2sC z&mPaM`luPYTdxUS5UADt*RYzzJ2uK2JxQgWV>klen~%x+osyMC8JDdFEBnTjyA9ES zwga~;lrP9ULN)iu8#y}ahf4Acw*uF&+AWLLY$ZDu4Tb`@dEdT~`I=Ygz5egDkvH67 zoqoLI#kj{x8P|>9hvJE39_wK;qQM-SzrCh8N70$@?39#K_q5NGaI}{H>E7QGnUgn{bbG|dnf~CAq4}8t+VM>=?N*AJv>P~eWUA_t9mxwEu z{BxC0A`b7k$ZGTHzw$nmaxaC;i3ssbp-9I^U7OUJ|Mv9>%dkm&*LKaIiM~H@>wFO{ zrAM0g_;AhI?Wu^^&y13uJ9{OX&xCeR5)z#Zo%U0{E}QMm59~TYBGdVNY|uyb!V&j7 zRaL`^l2Z~R*}*w6N4wpj5>qQ=pBt@6MBX7AdgLqecPV7_8sxy2!VDr? z>^I$gXzpYFhMustm|7{&p-!sf>tjl*V`MdWCde6wq1Z{U&U@_3&SLV}(k5_R@bfjO z>Q#(kr$X(Kp+wnCqw+>cKx3tNcrEVZglNZQ_Z2pC1rm6067OV+fXdSKFq_Xy1pv-nN06bL+Ni4&dL-PbUWqtuB?$DX7e2g^lsKyzR+Z-b$}f6s)0~ z&r~fvtcq{xzp+WF5|;Pqw%>A1+oITZul=BM8e4_xK;B)*MaVHWG5*>KaWG;*+rO1) zlwAn^s5anDoah7JW9`_%rhG#+&mWPV>GyKx__PO zq9f>zsxk1MxjSu@^QEunsQ5$Z8>CMdvi-048;_L+m$31oQyVP&56x9 z#ZEg4^x-Kq-;l0W|Lh2?8_RI;> zUBVy2Q|nwH#VW(sQp;$kD+VblZVbqzgQ3< z8)=FoA^H1E=Sj)BgJEXlK!;@gY6p;0*H!mC>xSAhLz_1}uezt2f;U-n6yf}C(qvry zBp?SK-tp-2BWk{#@~c#m#QmSonbe#Xo@v8&uqH-`k)dTILA24e+`;%apkGLg-QP?7Mzf#}&OVj}6SoJ7YT5~0K$6mNemfAmtHru(RU+NE{B;52J#ncHP0?S-h= zr?Meu{oq_?kwX0yV@_M)WwrwRnkgo;*fK;XHM8Fj+;lGbEAWf{h6^m)|J0@GHJiRF z0!{DPf9q7+ZMA0pD)VR9HRzP`a-}u)^h*o)c;?5B4#G)}cIaj5YaZj=R9p% zy=~s{HVMb$^Ik)ee1X!m4={;iDz-n>n#mZROe#Z;Sn~GCN!0$LCEcls1ErCoZO?_i z3_Dq0B$Bo;reoFuak@W1Ib6#fb6~xo+s(zHs_k|!=Q&ZG^P`ou^d(s8zKwZ4J^d4| zh?aarpuq&jmuW<(YWB4pz*6N0`{~t>%EFHegSPVVNs1iA^~a5sV;XlLL|G1|>7t+b zJs3jP3>Ij5Y5KhRC|>MXCk4~r{|Yudr^@6s_>#Y~F4;R>@gbDH$ISai2#g`^e#|?Q zfirG*kx4=8mhKY)lt}wl^|sfNJkLf#;;8w{UtlD~jp1pKieuxTy?-$?qx0B`gO@@j z^Jt|iEwx^Wy{w$bz=L(bYozN;7YXN&jgflKYTcLb+?Bdz#75^HE&v8h^-oYnR==i( zNAJfV8!%dle=O0^zy#}k`=KWst?74;=nc;JK%Hm7wHoJZjgPYev-#it^)Ts_eJO~N z_Dk`hYFh5g)5kd8R>EZeu|Q?$cj=&gi?f3RJmF!=qIa{<+6;4&^GNZvvCW^code+h z24AplcD~tQ!5A6m)KSuCN!=e&t}lG8h(Hz(PQ-W8 zS5&_E7fn`i1eJTUA2c2%fa&%jdCtw zyEWo7s9x+Jf3SKT6+6v~fb`cCzto}y*yYnTvn{GtvwK1sz=$Bd&$p)eJG$r|M0wl| z$k4(`hlks)bcq*@jB02(-JBQEADpK#qyB3TH(x6-YO=0?)ubRQvS%9==wH`DSz>P? zeUm4=sUBjo|H{BGW4aX`v!<#_w&6yR)!Ud*hA4h99d@(OME8qEA*OW8#N+^++ z+wg|oc7NhUF*z->#l-a8e{?>A>jfFp=9F*sNY@*s4rNC<`#YHG{=8(FUi9r5>>eO# zVyzZ*lLogeTA?Ia3va9jd*6CX=-CzHZ2sS4H!&qz$id!tt)ie4-8 zc?VxS21Vh>wg|_WARPa?ErWkki1i=@vVBzqNX z2+;PdNgj1o8HC0le3DWmtH~RpUvX}VQGVgJBX#K(wwTZRUWgEQei;|@!Bj^yV!BVh z<}z;Kr9I{3mcyZ3qC>U)*tf^tPx)HS7H_!5ldM>ix7|LO{-EkwU&7Y$XO{Ev$y!5? zO+zEu9K9*y;6|}HM&X68nuoK`!6y6;q)Jw(rZP)TKeL@#940yFzq7~qH{@4%(r%o8 z*W}lN_M**^MaH|fpnnohg%_W#Z?zu?)LevU2>L}_7U}h5I?#^ZKSs2g1<9aphihgq zWtQzdipVru6LgXSNrb*2#Z&l(z38T^k*U_=)zU0s_5*^`gs6(a8ay<{Tou1;LTZ}; zXRqBMA_{l2wWnKk=N_iWlj){kz<#F{QsGRmP@FmN1?czmLsc~9)y=y@9r6uw#3`RE zsGGirE0iWym+zXrIh0lbE-8dI7=Btr{Q0c-8waXgqP~;lwoGW zkNVdgMrlNd>kLHq@s={B%?b&tFn^t6_&{`2HFt(T^NpW>^fA`JHN-ZU882MWkeHu$ ztLEoByj*w`GhQyf@U?t`upZeUWfMxw8^XJ<&-SGFsn|`wN106Qn0Jy7%TIl=A7WSi zy7@{b$*rON`miVsJ?by4CYMbQ8?YINv@+Kql3ZhIt02n<#L|)RGERReJ&1&xzOTW4 zQP!57_jgr!23>>xXo=bx^!i~Iah`uo3g^U^Ztj_WlbU}~N2P+D z%I!KPFV}z99&r;3O#n5qxf7TVlpoAqgMvMWoC)yZ%V?ALiyqDUtnxZ?_Z&kN5^&gj%dHSqh^ed%3 z4{dVJ>`@K3phOZ=-ql+=C96k&tTC%Se^(^2qqq?gUGrL~a_R5{M)fjWP8;m+28yYkvq=9&tp*|OldynwqOi8Yl*xaYu_briNKgzFL_&0_=sinsEK zBj%$}V&OZ;;XgN}Mf`mS`6p}Mc=yX}*K4Wz7z2vq@cZk(iX~3b^YqKM&R^w-Z^s}} zxy0;{)=?(5kjwZ7X8ztks_lw<74`4)$8m-gt1IYq+`^4zjcr-I?;DAxuEjU=#m#aG5 zRoU-#x&~Zfd_C3?aBqYsHpt!`7u9PpV_&^}d|`r_G-wicKpD00KM~TV9}b6UlQHjy zSU2RX@fMdduMso^B)G65t?)l~H|((zcn)c8E{8Y_{%L>Z4b5KvP&H}4UzsFyv^<}G z>s5Ov_VIE~JiQ=!Lg4Ow)bYCE+d|)`yhAd6@3DNMhE++9fb?YA2`QVfq6z;;Rm*Cu zOQjr9D{Cyd3aTGpO{9IDjdCI+@CNI)iLuZiRf z5f}WSU&G%8J^koFS2)$Wm)Y`?(!Ti*le=Rl(Se>>`d{(*SFO>EjnVUK)WhqbPEWr_ zBBpnu**3T2lv=^76n@dr04aDqR-tcExbdD{-&IT*{pHt^TX#~*tZS*g-fAweNd4=#X)S2*v-&b~vWQgz2NU69m~eZp_a)w54gQQoII%C^HpTnq2tum% z9ingXfp$_^w68TLf@4OA7Bw_s!j(mhM}jrdT!K$|9`*6|daqI$T#DJfK;HDvJ|IGI zrO%2D-o)Mxdn5@pTapYEbZUL_o0E{3_U9VJta#LOq>7=QR}b$craG;JK<^}g+f=Oo zVkMKuIuDn{Yt2Uk)%gUvGC|zQ8e68;rZlG*%hfkWq@y8R%SrYzB5=5(rlrDdj^&;$ z*<=rzKVThLOfzB%9eI1+PB^h z6Yb&$F9*H}lyK&HY{pkJXi^1dP116cKmJkjZUuYR@Pa|D&LQ}F+mN+d zzvL6Gk$%KK4W)}*tfF8X{WmUJgfG=ag*kI%?66xXW7yifn45YD>;<mq?dLA#_$o*&X@#MPNSX@ybuXZ~1{zR!qm zXa5z^n85K~1~nb8RIab!RB0tO`q1n#BQfD-y{^%N5V^*xl4BI;MBmNEe;_sV=jPtb zoPEWMH}OUu=}%+GWDFu|<4H|czoinuMtk%73s5)L-aF5VjJttc2svg7`M%?^FX+gCuyt=cD*hTxFY7HrVa=56 zm$mgfKiNWu>1;n}wGBy;7rDiomxFm2`DX0%ifRN#>7#0IrD=7BF=^f1dRMObDIvYu z4>WDqB3kbGbCka`N`|;LM_6rqEgSlvk?gh+Yx(AvqeYv@tlNo?BUHYsJGZAu5E&%P ziT7WOjw=1Sb#qxganN4j$yEAq>z5l;1`R;8k9Yf@5uuX%>fE=%Br>(VnQvE!znL$y zhbFoExA#-2cz^h)@8&iEPg}FJ-L=>flJeL)XAC+0SaVbib$s;Eo%BLWKu?4e@GB3x?nNx?00Y}rrY zrP5{Fx&vR!F4Su!r#X|~BBxulaaXrZIu1D;g@^hHHJQ>WS?)+#^f)W-523hX6)6)k z#_$)?)(3aXQ4+-Fj4Mq$<8>yH3L&phb_Fx&{I&3Ra)-IyJl&aGPEPsfG~LrFp+I24 z!R{Vf5U_60vcc=v(iG?7r7|EwpZW$6%n!N&bONGB{pdPPON)DhQyJO{60)!@AgA_O zVeFo~xCZU9t?ktKD}G;QG6Gq0to*PgMLzbl_#h zJ)G!M&%kc;l<{}q2RcIcRZXAapZ8%K$sZY!J8nwpJl%;L9R%*$M+hC7YtWCYlRGEY zPcAs#enM@-UoUQguy_3B<%x#PPRAnX7IDpc5$ zBW@@kL2F^m5Auz$ZkMj?9k)(j#SjEIyRJdFR8{gGFdSKo8d$r?cZTobu)4ZmFv1^n zN8Wl}gT8b1o|RnfuXdhTpO?TjbeA7YHIa*s{`+|-L-Ppe;d~le*Im)3t7vu-v{E?J zEox*%{X7*v#o1R^65^L!H{(TK9;R2e{ zU8SSOy2xjpU4GBDzbJ%F%XiEk_@4jofn8FokoFSAbI)G1=^oooY7Ix3L+PsB$_XCw zzXw#co|j9&gv=)VFQnGB4^}F_Mq`dzUVC1Hbb;jo0ZM&FKbTOkH^-Sl)SQW9)$NA} zs0%DN4l&mSjDSmHkj&yE;|P|__k-D&}t^f_Cfkzv||HI5!Lqww?B$P@L0{7>xg{n3ww4!OvIX^ zDA{C(f+?O1v_G;^L=W%GdobHp^)up+i|hkGYjZ#^aVXfMCmmTiu!k4%aSI=+iX;6G z!@qtGJ}z4h+VxaKjf%6KN;|~Zmk)Wbd@iE;R<|F;zrS6=_ZL zz3sDMSY|JTm?{q^k^JI9*T#*HCCyjeQirtq^e|!&jPnyX!?D+CG7MOLbNXZ)`7Y}mN9yLO^Pn5fiUnoEc>$5bxTrX9=WF_3s>m7XXO7C-%s^7NH`uW}{ za$2+7GHexvxB;jcFD`)W|H)CzNOx8wMTYoEe%?0N{V!3UiYfLi}I#o zOZ@9aI>X9wKNEN*CQfx$1b0X$XS+T*5^eVDUf|LkI=bCYHuBP?JjO9GH_)PT zTT{@y?J9lw-TnGc+k4XAd9ueEQb0Tf#mG|^5s(#&$1pxKT^ts9Jk0#7g@|g{I>AP8m)S*K^@>F8eZP|wIt&+|A zvIOo@$Wvwq#vK{UsMe%fd;Ti;22wU)3 zd4=No)=S6E9NZSju2wKEYnJIAuQjcZ|2xoa`Vwpl#!vb7O&Fy$;E=e+5p_tHmCjes zF8R@r3xZJF5**{WV{*m(42Z}}Y?!zMOPQX^4JvV;1NPwtaqmTgkQPN03L|UwWUv3@ zYu$ha*YNxfWh-4ywZ5HuR{%s0vRzXI=O_PGOioulaXn(y&Hb{1ZK^efvG0FO&Z9or z*fg#M_MzEZi?-C;5b~A_+%}i;Yzi8u-V4*oVP1b=^qahKABel!8e7H~b48gezpq>; zKs?7yR&%y^w!O^8n$?>_WtBOZJv=XpXEU!sqXkJ?UL}j6+X}?y&Erpph1iM$`gKLq zi>24!j%(Yer8XX9imt+~OZe+o#1h_&FY6UqZjQ}7rG#E^o8UA0n8oUxUrh~)^*0%f zCuTH`yxmcN{ID6*>UeeDKdaW7H`qSE*Zd~RyrIZ8>Rsjbi<&`rPVk{`n*Z$&XZC7De-spZ9r%G-&1|No#?eAJFk;Bd;fKKNE7OV*BPIiN%dvKH zgLXpr_$AQcp-5lrjyZZ|pbZvsXPV+nGF4}(W+Fp+2y~+PxiZ7mx^gVWZ{G^|0^CLxDAY-lsUnggArLU)m3H-CP;IVD(_T)ii zSWuaT!xd0X@AUK(RkLLv@{Ds>gjVh6!q4LmLgZYr%t0yf*uC~$H+1cGPc*v_b@saXIMY!6}7sBLLt46u}PN8zV-vc?-*Fc>7M6P(qBb|EJ81oZlqNiW6`>3Ji60Y$uLT}kwe$l zO2+ZnHxWx%!g@e=nw|0EY59@fHD;c;@Df;O+(jtWrHt8mGT(tgH{Cv3_v^=}g%>Y$ z@hH0?wyCNha;{nY&hAhK`qSbkk0;~Ujh9eBi-9-*^6eej4Y_atdthD6NOhkwu}5jE zxHqr^Y!VEB7(V|#iiN`^i;lnPh%J20t9*%JlYZ3xA`~~eE&&v&x_{Y(_>J;f!JqhJ zR%9GF)P=No9~-+?CQ<0W14x*X*vNArJ;lDCwB`J5XG5|?jZ zwY#lQj=v_R|6zYtvB+@jEj8@iBw|>iQ!V_@@9}~jv2{;}y~n}8DEj$q>XncfO9V}h zs(#6>cqt8@!Il10Q@_VR9|$9GVaQ&iGilNGvu3Wp>2eLrb577xI@Q0w-&^eZY<`}) zt5M>z^&+0BPO0~?b&_6uz^~u2x8X^DW^_6-L+B5)JpOGilWX?HQw89G^9nX-!_k5Q z<4z0Q1M|AMP}`{7*3kXlIb}ehMd<-O{;!WC32-|6pGp%kfOw?nRk;Cmj+9hME7Yqy z29hwX|9{IdK(S9yDYON~d?SE?xP8?|sL^Uc%4)#QeHW&}$X?D{?;;o}H@uX^wK9=3 zssp+Coy4a&pgPw0n!4w`lW_zLgjr{{rmqD#xbWhFU_!TAV8S)Ca;@!=JaMUVehbnY zay3MSi=6Xms+i%k9yCr;BkpZ#Oz?7w1RNNWbIj`g|K2GW260+-RzuuQsjoq24;*P= z4qCp-vwbaC$E#LK?>XeL;~E-I>pcyHSvgQ}kqOgiPf)i1F>{>PU!t8t|4ed=lxb2S z^>}YvYsflb-Xcqe6ui`LbdL*3`efI9Fs5Vw8(AWu>a%Y*(N34)vhm^7577ild(s!Z zME4lX(WzZhUpG5{J^kFQcbM8Gzdt&i9L-Z`4F|`w`s6>mhfMPyrTx-T^^qch@Hgh6 z`RYe^&Vh*u*5}TxhHC0dW*yY@`;WhL#q;X8EGI170a1f7Ja~jnv`De(eneufS zbp*j^a41O9(Sp*@(p{M*dGPgn!k*B;WMwm;kJgGYztDiXKU z+`lx&Ke9km%)XxTAt488CzE&mLYR4*H z=>Pk~G1YbP-x^FH$wl++WIP|etpNAh3FGlGZ8I{MF^uz@{A`BvhA($*W$q-m)A9YA zF3BhS!nDyE0{EbQ+O&zsp=60LkSYU%WSQdUWh&nnHM3?>yxOufVPuxbXJ1Z!O8CmT zX7@|ii9yFpC_(I?ch4)Ul#AG<$2Pg*mU~rriJ#D+arl?@slOPq`A&$fobIGa6G}J`VY%`1 z>w6dBmjmFl^yq?e1`>6<&n>CHN*^6Zga;-!8!r)VuhUH->yviqebok-DV2!qO5<$ad}dFI zYm4FN%zI-?=|mE(xK`$cKkYiPQvY~9?qUu<{PA2b^LfUd2?on_yz@W!}t@N7vV@68Dp?RTdt=Ycb_uG zF7Dq=lLhDg#EmM;A2HfW9-4fe2xM|&`1i~9(IkxJT*L6vMmSysyeq1|EB{zDm-L)z z&frGq=5Bs4>+rFojEVV7B+5KMl2S@o%XZVcmz!mehe6>pV^5vMmw=zXA3>3|63WnS zarsapl2`1)^BbZ1Z!IpUv(enQlzereDw*ZnjKv;H2s%IW0MJnamPKl%`JFeo{_fax zqdJd&+rs^-&NeGb^=puXRdW1mBp$coGbtLK`Y)A@*i8$}$nY$R1Y@4T&!+TTq1$kT z`1W2m4v9J!7f~Fo@8ROf?+brSeNOcUu?eeO{oRWb&?OumeaAeHjy8Iwxhnq5Bx#Sh zZ0Dcr-Rj>FS;CJjeF|Ap#Jm{e`At3;1l=KZdOz}m^|i9hpLayW-BmH08T=MEe;$x? z`~G?65)witXje#n@r)s2dxM?Nypeh<{#(&)QHMub)1^FU&qo3!K0H<%b8@&wfx7cp zr=P-VulbAQv)&JIKRn}~KTKkKuH?(gr;_`Q{$qioo*7xYSasD@l99ChBXPYb{VblW zsmf=Is=ahV4BsmXhrsdF>gM0y?56yv-PyEu|06beFdh8Wagc}>ekVC7^4o8ABIL9J z2&Ke1=_lVgCn)y))1Z-vj91~pw65E|$L?i6aV$hCMBKuW#<}ckr9Lv0Hkps^<}tRumt$QuTe3qyDW5^%3TUA7gYv zZVAaMeu{lke}&6@q1`fKILhgH=?jYC1+pxag2NAqYV`M>XqhUWq``j}EtV7-1^r$& ziRqzVGMKhr?=y;dasvJJk#J;4=B57jhnK0}u-5c~UTU%H{dM+lLF&@mYrGm1<2@ZU zLSLj~GOd;(>v18}AsdlIxS*x(d+l}>YM7!GpPLKZ1urCM`joty1}T!%^K4W@(jIs= z{)!OVnOE{yq&h$N&RCS#7Y&M5{jB1|9aqX!_mA!kJFuXV2lbyS)w0XfK9vrUHBNBp zcdR?jqF%pI0>yn>DqZTyijt#AwJuzy0(*(Y!N(7uz2={KR1+G@g5?Wni;ej6_%}z- z2WyR7@nCbI3!4X}#fL=Z9lw7@u=d}lTB~;%czL2Ozm5%=Ehl|?)Jo^3m&fFO5cgvF zouTKLW4%9Fxg(LX67JTxI{Nn{8qQiHF?AcCVIw z&%4D~A@QKiw`{Qt(n3tc`be+Db(FB=rzXeMZft^-AU!n^Js8ADQko~o4ChJ?2WE$KVp;Kbhly|lFHa- zOch)vHNy2ZijasmLY@=-YTGxP3QosWh7wK{5zWOgo zd@N6edS>9hn1&z?w%yZgk-&6r+Q7*6N#88bhB?I9H3$+HPTtb%nA@EK^_o`s`0eTuEZ2 z*G!bhD;y`9h2oP3mHspaZy2VSnvn&|V zvnbR}R4i#coe_)*^NpJHpq--qbFkh@kKRF9$yW_SAy!%SV(4#)X}~VG+nz#Qu+R0u z72d2qt6Q{S4F1kpn0vvf5i+B`E-$}C^YFzF7R+bW0?Xi+e4RgYtDYsSatA%jiLJov zNEW^2s>wXO8{sY^7qcKZN4~rZPMO9m9&wzcL+e=g)eHP|{8 zK}3JEltQwZoy253OSVn@O>C@CIH-YaPYTStXSah?q==rNz(Wq;^ngC+^)% zWv-k_v52OPx@p5#(H`_prt^+qy-ViEp2QWEiLj^*TrOXjdZRK^DDK3FL?AYd=*BoM z_i1DBhc4T`m*k3T0_neqNRxYTgK!en+XLmCgQ|iB2!CbmvN*#x!Q*y*@ zJzOh)t%%&cibBYEQaRW)Ik(etPzNz9pBrj|m2(%KRp0n1-R%weF-4L}N#oRZ->gxc zn#7j0+;DS5l0J9uE}ec+d=wF0pZFsqN7jWJ{@Krf=CV8eIP-`9HdNzxhYV!tjXG36 zTg13VKj#VII)3EgR`T-mKjlX(`a?o-laS0JJ=48^MVfbc4KRXP5$F!j7;CRU+1{)tQZ%(Nr3&cvz`VpC+t zQ$U+`84;4A8lf9wA3Mf(Yt4kHT5tWd+sprr%d$~V7cIXx zi$eO2D~cREHaL3JQ(&DO6HQ8z5NxCJtXgI<9_Ik%=CyxG{NYrDdTh62noQ(|bIbjK zd$bV@Szr-)BAZ5)4b!mUCz*1nga{XUvju^9Ez6(8kFOYs9?}S@>0E4q+zsz@>{OS7 z9BDVTh!p?ny?QFxrd7W=AtH4*I-sw}lI(Gd;s`P0L)9`Wx?snp^rt|@8Vl)p_1UEi zI+h#YZ6nP>N)>9Fl-kc!w;73NscD5jSC*5L=>MuXahWM%d<}G???2t1fBf{`=Y^lT zvLh?1%l=K=<+QtBXsH^?-;hSMX8BxwGpsn4?MU+?pC(ga5zr`Y)IZf2`TX!s3)vba zGU?W@6{UP2O9t@8Yd0v@<2wd@KE6LC6u|?5WV9L=8*FZt{tusD`W%DLC7t*fa^6MV zDP7wZ`n8>YThJ!bkWn>x;#vIXC6a70$NXy$8Pmn7c}!E$y6DJjqW5<~rK+;|NKR6y zjpA|vBZ!^Of1RC4+aqZ&;U4+FUo@H#a-Y9_DCY4PDF3Z+dgJX|bl?c=J*T}S7e~WQ0M_h<^qMkeQuHBj|KX|qmXC&*x4;Az)V&q*p++} zy6lGSHDx73p;y~~Gy8Ws@%Qn%2e7$Cz}te|`h1vw19&oT1t=)GbOAZs2X1>vukIcY z059b7e`G<S5}w#DDP0mb?gaM$98z<)1071ZpXMS zQS2JxRqpou3LdYEg;UqR6S&1eZwf2!O7p;|`~n!>`c_rb+G`5wRFR!(6+cnI(u zL3tBcTH@*j0+%ucyn_JOn%O|^uNwi-mok_);)hIFYvUCz1k+4t!y-cA$OZ86n`KYU z>CVuL%Kf>Jb#uq{oowjwb2QdC8;$21L?gqKkweqhAb^2Di2F6@5)19T22~QUguVUl ztxA1O?N6^kfV>3TTpX96DJaXFYtRyb6}k&BMtIvQ^pg4Pm^ z1cFb7c|xScbiXC{=Klc4ElVIfAlIM}c^GD`{TvFg=o=SWE){SxSuH>Tda*DWKv0DI zwzU)tFti00Z9EdLzTqE&g2DL4{pk>{N^(gPx%Aecg;uWuRQe8@O_;;1;ue8$u~h{m=@GIn7swc@IEZ z$E-rQ)d66&>|!7{uR+NK*=taj89%t#439G6nO=n(4C1A|0Bu|TZqH3(A;HP5~VjRX1= zxDLVW$pIn-po(9GY~$H1x~#NzHg}<)&31uHJT&xpM`3am3B?IsA)#_*nLyYT{0QJZ zEp#1n;sQvc57!OA66luRG}HlcQfB&f3E2wUzEIRM9}fW_k?<;fsPG!(n*S~u2_qny z{&N`4L$nF`r4U`p5yX&${Yp6GgrJLK%e4d(%$A{^Pn8sKOEm}K_*RUf3~>8&2JN*# zA}!_e3Ee{&NG1T-YtSK2v%Mg)8ON87C?{cu^J2xdJf>| zDcg}Ca$#st1d$Nr2{$mz_pa`3eHZ2JtEjk(-tDk9Xj_>>%DFui=v>5O#0|JdpBS@qWMnkVbFDW7WuCP5w zB)4wS^_yC`CH-MA5mKMC2)t8TeV-13^NI}4+ zKkS9M)CYW+3FmFj*L+yJ>Pd)eg1klAxX6%fTfe-5i3*Y-SEf?t1DUM?VOd6dfdeW1RytjH=Rd_w|SXvORsN?QdZ&~ zVn3Y?7!3un0N8p6g{J8d9$&0417iSG?s?(<+g7;3^P$BpPUcuQNDBdya}7EobanZj z0u@n!RYSjCdaTZoZVLrBIOE-SOS~h>wL6&3zm}3BBLRSIy0%zJHF`}M>5BCVc zZ@=Hce|BkCJF(n#A6ddoSOu~Ul|%7X^aK(#Y;Fz#sB|K(2)+R{u>Q3j6`|A)t^BECknaIS3)bE38}@`B!_;0U5uL zF4zC$i;0JXqraYn>}f+>kChjLux6dw=&KPW8Qi5Wo=*x8H5b5kzi>GiJ`j5R_o#K` zT=}RL*p7^^LHh(K6aW_<5ps@wiX1~jrx81z&|OTJU-=a*2#W0vL!T-G7}?7Ye+`8m zQ~6$lVk_s4d#!fQPL_~bwXOKfRON8(D_|1KWV}S&`V}N>^QyrEdAlCc4los%p^DIg z!__~C4B=^OmB)Oczn*dctLlIrJqC2U>c1}@ghBpa0J#lD@@@03$X<$m znEhveN9oTG&;I~V{oT+10GsiCpP=7k{r><1`~Lv<^*_u0;PK;GgQ@=hlCLUwF1~re z;{O2e>CW(bb+P-xvO=&mUIwm)k#JYyRH!_KS13XSm&; z@jtcGC+DVqx9&i@`|XdV@ikjsBg^{U`+qk70KdQfz32SCcYd9CIDWUcHFJ19b>-pS zw}*gQj#+M$oc8CT(_X#%1INnw=s-AZD+u!^CO#S}=bNe3<=D))~^gquZ>t??3 z!sW|3-%BsFj(F0K-TdGEe;@q+0RI4g{{Y_4zrTq+fByjE_We#&cz0g6{`@$b!8sh( zi*PkY=9oIdp|`dHsNiH>V8X6i$;XmBoJNTF#=Wrhu_mH@m@p-;JfMmD%4Bs==(o2^ zZ?J{6`{1e`VB8dw-#K9%Gr9HYipFcq@ z{EGb9gMdB%00v$8KSuumzq9%O0PFt#=Y4Sf2g}v72qsh9k~opUTWJg7;~K=Mya(4L zFzSvLn@7o+hp=m}aZq*@0m5!1VO7T@7Qh@~>29*;x88nNT5toBfQny%| z?TTvlSt!L_4TrW?1Df2S&77mtI35l&JySoh2u8>cL#3@+_Ay!7bZA0~_BBNW;B)0$ zJ(%(u`K~W2$MB<6sA`knhV*>9;$b#e0V*ei#re^GaDz_-l}MrNBM1^; zC}wxXCLmh2zSxioOn{CONuloE*t*ELeC-4nUSMl&HC5i`TBUkb>0U2jdzlClLOcQ4 zD0U9h0B_wmB_UCEM8R%lIe80y==8(zp`R3;P!n*1jvOwHeCArly{v==l#IdeNK5V= zHyJ{%brb3k=s9-LD45)#&77mtrsth}nhox@dk8x2JXP)}+E1)QpyjIn0DN8FLrS0_ zr4<#Ss^37`#Y9A?mg_Dqh%tPY@3u^LDiMQ1sv_#56}u)Z0Z=(lt{9|1inzrEuR|>J56b23%sVXnh7zL7+;aID2RJ|F zb1pW-+x=L31_#{D(Z3Jp(OQoW^)UrNUdI?V^hArN;9h+Thew+@UGWLr_XN*=E+1|b z4$7?IDA7hFX%8@8?*@V*aNcKX74=uYL{LEt@&Q3m3)tf$<$=iB*!z2cN52;`9SQA(D9N)YoBN;|{q7XlNKc${8^hNrvu>JfE%8z5~k z2t_ESuKNXJ^FBaE+7$ZZIF%u4&Lg()agTN?9Ms#*TV4$T4EIeGelZs7b>(q1>uxzx zA5|ABWXsID{3GWBnI1qG_`r}8b|VwzeGCZWP{0mczk92gZSXK4$yf({+w1qHipCV z`-TfJ^;Vnrl|D42HhpWwpCnL$JjBG(sq#n5--V(@=z3NI zh(WyF{B+9y0AtI56VInK%NPKZ>&PEbye$G(-v|N6{CPGxWmBnC4OCq$$99Fq1xcZK z(d%rE`Tqch@R~MpP8J_ zQm!2E046-O8y<9&MK6p510d2UDuf`lg$)xM640^I0&;9$lz)Gq9}C_80RI4o>Hhu5 zmn!woQTWeSlaD<-CpPL>_zV})E99RzWPphG9A(89gZeWHz|yLFA2zJFLf+^ftmZNm zJAVXkobK3^r0wi7TFul3&1_B+i=+pjsO8)?3%Yq}te<%F(kMVXjM4Pmc zcROMn4vZu_^n*|7G0aRqpm|4yLak?NMgAZlaOXGAt-2pG@)j!;2jmC(>uuTPMZLN< z0&tG*H3D9D;~<*u2J%7M8fp!Mg8oePuT2!96N&tG02}fc(beBTPt%;Arb#G1XdgMvN;+Lfw5OEl7fmDHEA1=Wp?{GD$Y4+k zWUGtHkqc}I3ZNFi;{=`fd8w$Hw7vI+>@sQzQBQRzZjZ}};8q=^Q#;+^wKC)e;lBFj z&i(LniWbQPxb{CzH}K6tF~kkMxa^=((dt(Rm?8aRK!fTCJS71%fR^-NFur(;lj^DD zAiRmwhMX(nV%f1#Tp;WY^l{IwfRWnmFg%1xgwomp%y@OO2_lG^MDK^%K=$qvNtDqR z=`_mCB`Vpklkbg>3e6q!sW>U}u>#Ar!e~8)qkBXLoPf%u&;eHg=|^Vg0%%>V&5Xh` z*3YXa*A1VO7%MqI$Ff+C#7B6LMl`!z6bhxXMuH(*Kr>d@b@Pk(bmj=)hhno^Z;Uciw2Hd+0aJny<&A zdKp53-}AE(v5Fyv_vNxi%mLCmaD{O_Y(bZlaLUI+Ls0}L?BvUl0J94Lpc~&2S4M$r zBGnBkQ@l{(N0Z7#FKPG3n|ffSi#kaFAf{9cx4GG22y_;;Me#ri4a7w~g9IXjGIcPg zF*Q?G*MbF#vJD`ew_y6<$QO9bibn1d2&ICbR{$zf^1=`bfp`pEEHp9mIihzq>KvyS zzWH<}$`%m>X9><#Kpgh)WO%?Mj4xmY_w9$+Xike@87cyEjezw*phUPpP{suc@L~+Kl^B)45L>H6VPy&zrP8$> z35cCPRjeVvbcdD)37&)To$-D%{{StDzo$Q4943dgpQqTB<-;}7awbBemQTKC<-0=i#c2+VvBz3+E?7{C4WpUl5-?V9=JzrWY-AH?^x*S+x1lm7sA zzOK7{`a9RJe@{No+WY?i+!vUv+1G Z<@eT^<&S;)@v?Y4yVZ2Q9Q^+P|Jj0V$Wj0R literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/meme_ofcourse2.jpg b/notes/03_kernel-pca/img/meme_ofcourse2.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ae15ca4f4a6ad28e62c73c7c4f98eaa0d6d1a80e GIT binary patch literal 41725 zcmb5Vb9kgr&@MdT#v9u}z%|DK^f8#FBRe+>>676uj` z4gmok4jvu>=_?WfA_^irJTe+G%2!lWG*kp6bPRMgU020)v5ETmbbEK~-xJnpucPSQV5Q)eTJQL|WicA!=-_Rl1A)zQ0 zQUI(XV~`UJ>|9uz3HkZC2?b4UyI=T=r?=02blSYfy7xJ`RuA=r9Z$F)KIY=*)fWc~ zyq3%H@v)G|kf2#HEo8)8AY^3#@Ka>8VbDc@40uj@C;&iQY)Ca(B3W(`Jn`MO5Fq;b zw-(gtWJMw-)S{3Q6@XzpGQlCGa{D#hcDv_p-3Q;f*@$1cOT(Av{jeX~h!2KFioE1v zz2DSFo%ar&tzJVlAC>c-d5zfOE(Pk%6DFi4Zbs2np;=L($tocV%}GB8L-`E=mjnr= zR`6*Dh%b0ez@-jA6}uuFBw;bFk1iflw5&J)une6=YEC)ZywJQ~yYI-#Ye=YHcJE%^ z-fS6KY8BAA(S~DbC|_+2ZZ$V-nqWUXydqsSGv;cJtKAbDyLVJ>atT2COEUa^ihM5c zE2o-lWuO=+Aq#=U69Nkdp|Z#ZmO&Q#CW|>BQmO+0pr%-e!zB%1(O`drB#fx%m73_H zs{lZJ>Ih+J?%t}~d)3&UV^l_*U}v>WxD$|P6t5MC4I+*J`EFTtb=%K;|1~wKI=8n0K9`QyX&k5_RLpOVKM`Y}EU6H*6KObXft=n%?p-)+KJbdoftr{0ftO{p#R*{ zwrR(W*Xlqc72ufMyzZEv8yLV(@X|U?UtUa3Kz_Bswj~m$pVwE5$7!M|)f=v1skNn~ z-t)61R!imTw0z~A7oD_-sdTl1=C(*^kH9c}yaf{Xb!`b_n%-s`#L2n$V z#)boxa{O)*DKY?PAe`;D&v^^@v=X3^3J-M!oMJ(lED;40g;epMjdc00iRuYke1H)P1LTA}qT-A+u!At3+SU`QQH_;vET`!uF zy7*zPT53~Czh|6Pq%C&to_Sf#-T0&Uy~EAk1YX|ymhHRj=)rZzP6Ef1C(R!qV-ysj zZAolUEB4FrZt~A=3=-4SbC0SN;K{EngG-tc9-LxDEdB%|pKl555!TLsbiZS#%`_PD!bf0-zT@ zy$D}Mjt*Cbh)PW!qSZO%5C^Qs;+dk(8L|z_vNvz)COhUt#*=^tuJG64EZjYD;X~g& z`r*jUr_0CX*EIb(8lIl*7p(^z^Lqvq%8=802tM%6_`|^)90k`-- zcN|LArBK)Qa1vBrXV%-(w?SvdsdG!=`#!K`OjCW&f%p8GvGA3 z>L)7vH_xauC`icxl#6H(X`MrsVm7YqVFf6rz#&D>#!W-;JtRKqr~7@qGM+cOGBSF< z2qrXdfId!J>S26|^K*1(y7e3D17WqCY!ZVP9X(!vw*i>lF(mm~e1cOJHsB|HiZv~DwCpI@MC|{w8#GV^(l*#p)_R#Yz*uzVF{@`rK;Py`QE1t8 zmdC%wkHl(tvFCJw_nqGX6x2Idj1s`iVO1{V&WU~QcBl3az`JsNm)%%<-Jw)#zHCH2 zanPIBY_V|};mD$(!6N>3PLN^7vwrev*SPX{;EN=l1OT8w`l%UU2mm($S2;jN&Ve<> zZWmk;RhB9BjS3Ha%kF0CDiVykNQFuR|1DTNsGyZ)N1AnXd&@UH+PBR25nt&cqVnEP z3CAVd$@a|1aqodIAYQ5I=~NwT$VSBc<{}hyx{c$cuiP|4u2AHK3y{qt9`koqRExxtSMo-M{fX?i2FaW6)w(M%iPtir8ZT z*`%bf-?9}Q7{h*)NvRy;f8mhWmzdb#U%w(B-Fr#3$9ZI55)b6opRo3=ZZJs3GiN3N+xC?4vTgnadBM^9 zWdF?F{uy~<_%-4DS9)uG%8>IDp#)S>Y!P(9kZOvIxCk-;Kvo9$o)lX&B+8~xOji+G z1P3cc4POSmtnF6ke2)CZM? z?%%!2$ZKYsx$W!MB`7QL0v|hBUM-kKrvB- zLPbxq8~MT0*m5YbFdQ2qAp(F0Kqu?AR~`TM@w#rqugSBvZ(slUu<_(e;yCCVBpj%@ z@iB97=1ueqv71G<^MUC)ab-2|B2JGGw2!MuwW&{EcLLlSuVw%7EWlET3k;$Ru)gEk zSXJli#UWNJQ^&(L+x_ZpD~H;|TvC;ZQZp%j8T+9tCzT1nCF2Q+i5*qso&x|#@d0LE zC|9!;n#?ehAc7&tpc^6B*&#JMn73@%?Yj%RQ4DVOeJb*XQT`;fe{5cLxce%H`R(Tk zbIiQ{@*EGyb6RsXyw>*&Kxy{Tb8>rSwD0T<6iVhxnVaH*CD!-pUvr#3-Y55?iG9q& zG*(teP*uo;QH{=K4nfbsDyZsBTT+qkQ!HMM$+yS%Xc%tlI-+foVvij)$%_EM!9je> z`a(Nt*n+{%9$``#5v@9iVX8)crX@G?om}mkw34~;+#|11+{wE`R+}K(#Lxb{E@O<} za?OswUah*w!_Ildb{6G?eFwLny%xVWew+B5+{Ir_F)fB#R&2iPOAF8J#Cv{G%oEI5 zD{=vqPCc2XGVsN0n%XC^;qfGGStve?Vm0Mri`$>?mzzawK5K<;^ zbu43vG`OOu6Ad3X6Fv$zlR_=jGQVWU;*v2|cDdd!e`Z(wO}Oo2@hVmQEI^ygO7^^> ztBXWEA2L_hIfc45e%UzPiEq^kW~Dy0m*gjLVoU--7pIvj-&N%{Qj|TMMm-N>nu=O& zDGsSe0|u(1)PR;cRZgTv>TP3N)}`$zUZ4s90|E&Efd1T78=wIL-&62lGvQ1C=y0St zG#E_r9f}0ucorA)6euVDwKpLQ%1vIvyuMnxZy4NjT{YTPJX6`vPxjnn4t{5)mwUI_ z^%=l<7Wjye#e&;WEf_J|a#A1ArhQ*|HHceS&N zP0(W3>%vKu*F^cVy;l5zQRx|=2g5V2yIojA{b}F}(B@~K{bi@ozECgrxc>UVu&{BX zT|=osG~5naQWsI8J+n#%iYJ4ZOCn>~fvpaDosBm(6~k0nV@s^wYYjjIFaTdftQH#C zRZg3gQ^=a~gN}xP+&(-pRV_AJPBj&eG_07)_QdoW``Y53^~4iaWPnKW@F8(C! z%ArYZ!-a?{=j=j6@@60z7{N?d&Rh|KCh=>$E?g=PYfo6wy5=HzHGP9V-9#8C%Ap$l zyVkBl^G+ERug0W8ksxCfGEi!|_;5?NT^YYOw>RsiJo213pw7!!aqRF~i%8#}NeZ6d zn72Fg!i{#<7T7z_xqWcI%BgSY$YHl*U`3sQ(N)RRwi`p`AH#N~)f0_DU=lK_8BC@q z0tOc7pi=%QI6`Y-BH%R{$W7I0*VoSxBr*T+dE*3rL|-qyK_vemaW?w>Wzujpw6A05#C#Eg$QVO-S{C#M<8w+wkdY_}>@_@Aa8~0GXRi0k75zmog#8yPJD9p`$aS z>4Rosw32u6WSEJkzY8S!{{RvX!ivQo(b+r3$fcWaP9zM+A1pin07C0tl12MozpY>L z_g|f=ppKX#1G+L^#Lt7W0)K^0^T+lYWD1b1{sSON+>+>hgui)V+@^O32UxzyueTA0 zW8C+*n7^O-i}m_7M-LzHe^p8SIO^s`kBe24PEDC3O0rv(n)o8X;l+lYHA8H#e`kPM zoA2|1_8hjp_XdkYKAEuK(BXX8YdppO?X~>+*Szq;zzfA$Q10I-q@eFYYcFXuOZ{R& z0{;NwP^bCg5A$LfYrk4}$R0TH4QIUqLq2q$^T)Z=dmr~$T0(Pv{{sMizY00NiU0gn zB0l6)bnxgS9f^|tGr#dKR`h%SPyha6DAU@if0mI8?)x?G z?}Y|G#{ckq%xc#^c0Z^;VrKpMf|%%AvEUmN7HQtH^YA0`l=$IZ;L`(%=R$vIeo}2; zGaEK4iYMooRGzRjW30x>TolBpjR}Mb4g-!}c2yGtp zL~1C1S#V1(m%jLt@zK1qo4xI0oZ5)>_xw>g;g#Ab=4yVr-Z1(tf2N}!^Xmc&>pe1V zz~y~E_aWKucH4WdHtiLmn2*gT=O?1|nb$iZ$=}=~c^Pef2^shJw#ExVv&Qy!7EQmJ z`xqV}17BbBV;%_T{@}kV=N?4;fqf8$IuL)P8S8PHB@Y~a5(dBO#%t%*?Ys}U)GlkW zC&wmDz5cn0xcUbWy{2oPddmTcw;lQ#`~$E}^cj9eh)UfBi*g5>Sjf0ajG?0Fsg6eP zYz{FTWLkPceY|z*&^=}`fJj;>eZHEA#sRH1x{Bp!&IX%i78F_D+qh^DAxr5+H3L*WGc5^=Njh{B2K8tc zQYGSI%i86H{pa8#!F=9R(UrkT2|<>m&se016%H`<4PFQJc>`VN+4l0J%TOCb&-$3IYc5?>_)UnYSYWB%T=lHPg>SQ6IPuYO$m) z*Q3x_AD)>c0}C+b9!5gYu`60KGH0>`XOASj1O=A_Zp2;0*{>@J%o2WN@Douox{XCr zzBG7K5SO0BnW>e`=uL(VpZIpfOmFkM1TyqDh2K~xc$AyBr9>xCg5`&-5u#0^su|Am zg}{SUxvYU?ELhjd2%`8)qeoc|G~0R^HCx$uNs@tSi!F^%wM4>{HuFS$JaTzm5z!1_ zRtUzo)a&zxC_2*eyHrNsm!5*)t{at5A zR|<&?)?x|~`BX?EbPH`N`2?JE0*w(uYz~r@9UyBNBVgNNe7;3Wp&C;tQyd)&d@O5J zDd!0l>+OT`OPNeU!|)pJ3i(){y2EHb#KT z%^mJICp9~4YVjL&YA7b_gJKs{+Ie>YHY}TcewlgRvWLwG#9j*paa1ujKUqW^ZH1FK zB9bNzsnz~yo-Eu;8$jaJ$TXarIQ z?rd5*(u@q=sKec@T4c){uWU$@rb*en>58H}AIJ>hO-Mm0W{?l)xuTj%b9$#w)Jg>i!ElujX0 zWhjx-*7lfo57P5=D7$Q_H9M2V;3s9s?vzay9tsty1O+HeD8aYkV4wa&PH``p}{eJ-Jd&v&gQ%6+|dv$$OdG$i*14_zaiL_wigRM}@c|39y8agQ?mT9m; znnv3aW^2V{sEQt{xO0-eb|qu?ZT4583FB6I4%PM}b%F4sA4%*ceWkY@P4Fq>-m#fO z*)FyYi&SJRlvIaEeKqY=S9m>WWQQc^x1#*r5bNLxN}<;>ay5B50-8Ks!pv*Zb!~Zz zOxmQZ9jEwWK?P6z9CC{1E!CH;yJS~>P*3dy3-BJ9Fd#$qCqcBBo}0J0?f4R&K)$`R zm@*TZxhbS5t!E59Q=t=+H8JcmWhv!dg&-e+e5!FoqGlyQp=^aLJ)tZ(bR>18I{(i9 z-GgN8(dnczsFn?ONev%yz+&1CQ?ZVIo{bRB%~?Gxh1?7sgZ6goH$G;w8iCA)E|Aev zQDTqVi#0P9-4x5O@DL1k9M(fGL&Xh2Kxt&FXK%DCFCet{_n9mFZ-J4P z?PRjf){nfO^UPIJN67+lOlxrsCyuMhn(+48BXlO^JYt-(`iEL1H&`;eR={>R@bgiI zEV_0tef$*U+KBm{6@lmXrWY&h2<&sh&}l^qvsQHKsllUdvk_1I=+YdO)W6j-+=!H- zN7T8DNf{^1B>c}`zi))=v`;@m)Y6N8y(cDP!Ra}qR zJx^rE^X*tX7=MtBb#3 zfA{AOH%fXm|5n;ep31tm3?lVRx(E$jMlfsGE7YB>HT1py{T5(Nj|;NDFkurn$?vbQlEb81eGo((g%N(hB8etEGu zTG2syCn}bG^QIK|t%X(gn)tUFhDd>=Y7rtFxeJ_pf&+TCYLWVJK}(ieq$KAOQr@99 z>}G|z5At`I(}s}cvEnw+QtIh-!wEe{Q$vw<+7%Jq36uJfH+KAH$vv(vm5PcJb>ZRa($t1V!Su z-_?G48Hu&SHOZC^dGAo7U28+MR>JPY|6mO1nYgth=jgF65>zw_+*z7!?a3Y4igvsP z))D5O>C@iygp=6_U@)L+n6ZD*dWEsjiDBeH>T+h5B9S+%zf7u_wVh=u%F}K1{lOyG zPC)8*YHpO;q^n34Go~uJ$K(jEpc@^&LB-jzwb}4%=tx2?{Sd>B4%2tFh*0<~a>q=* zJ;{A* ztshsgHkDK1nPsSDq*HaQVn@|+0gtBAjtEUHsgSWa>AY*Xq%s-F!z9V^;k2Wh)FwvF zg?XXnlG@oI&l(%m>9FDbfUJX@<;fl!R&syukM$KJrkqUb4~b7u`Hqg&Tw+tclRy1= zBd$$)E4Un=G#q>Ljz2msC0qWs_oTvj?e#qLH#+LxoxAmg5VJ+4pLp?G|&+Um-c~&yfNz6AxEO;Hy`kC?XcDiKcnb&MbE;e~? z)Kck8ZMIm-kycbFn-_;Iz)kn{78J#MDrwpjGesPH7?tR$5rk4yEhuzE5uDgDLsJeuD&KL74Q~^b zVSgr!8{v+c9xgxaP$#0`s|lDbk||W2_DduOz8tTV9g-$%mL@M2D+O{al-DjrtLP1C zU=!rsoXF@_q**u?D&edCNC-=JqWqO8$-es{o203Lm&+eH!-w1 z6-V>uM#lOc?ckx4EHbWi)TfhiCblDfu{=pOt81GU*^Ag0p%2HWsj`LV0ZJniZ8s9_ zIEkX8U>bHhUYaT-HY|(^QQiiQ0)8N$F#~j(v-4J<1(E4-jILasnJ*@CkIR-U6jlt~ z=gKZ_%b2!UXuM-#{Q!=wXA7&^EXmjm^~pJ=P0fjyk*;?AR*PtN83wZfxP4B3rGIhh;-a+eI=%wSlaSJi9jn+rR@ZTVi5&0Gm3`6}vkqq-H@aE$#bKna1dQ2N`?-aC0F zeu2c~x5^}gsTXq8vMQTqLAIQR-clu&do5<`mz46$Mb!&-AK1Q6*0IE_mt?AL&evWd zD|nAYW)+$;?nuT1>kVs4H*tV1ov(h-AoLFq$TkLNo)_j#jCv?wykDrV$gpDwhYfYf zVc_$QCh6C~)K%Ftg9k6s6(Y-AkIaep$-6KUM5&>_H*HEp%*jey-PX}7r2PX#TExwRzD627s!jr`ZZW2BoII|-1yx%1ge(jJ#=R$jj2x9=GE<_xW_1x+p%^DAnRk9In zu1b{g(N823mbYyu#SH1!tn3%tlBan(xBUXk?+{@GZ(AycD$`Q;K8Dv({ zspj~kC)iJMW12aXjNARFAWT1`@N3rY+>8Ce7E_)f1j%Y;WG={+$3ylAmJO?za9RKG z!Nn7xBklN;^pR&OJN`_GEQG;`k3>@@4S{?t^$i5~ScG<70#@NsV4v|!3Xx8ZFD+TG zGQ!#A)+Ru1I$f!Y5#U(pU|}_6H%VeOZh0pkickpb9wJPv%LuFNjX7j zvs^5U52Ikn3fyf3=df>yEs5W3=vO*&{B+UF0oB5*&Dst#qpCtpHs8Q<~F_QOi<~ngtGVR<7gPL(E(oXBP^1++Vgl48|)LxgtU(Oio1-ISa&G zB~7BCAU-$ooYjRdOn+JEVt77u@W@PzBNKp|n$YKuR>Xr%NLxz6T#rp9wu9W;QLIn@ znIu=t4I}s@bcqxXQM0F!0GT&77ls+YijngQd0EHfId`&M}UTGM#SH;j6{b3 zMs1-ynZcqf!$e%tuVtqc+Da+S>Ze0xA&0gM5kSf~CiX>tz0B(eaU7C`5JIuf zACpgve|bf${3}k@Oh<_aDT^FdxGANW0tOz;KkH|emY*BoM1f2u%T>0)bL7KMxUq?= zcwcAbgIy=#(p4RB?&Q;H*U*pRvhqB{g)_Q9cxML4Bj&+Lu=lDo4|R4R=2s|FqW8bIBNx zffjYH%1sv5pYjxawJ0fMDW*6Q%Zd4OrmRct-e~3p-@sa$V`m=Y~FWCJ~3c$cdzC>)sKd*2J z65DX}dg)g|rkU6tu$St^d% z-a2o#qMfyu#R@h+^;ZV_uSsnUy^l+wj`}M+ja69rpC8+`QZJ8M9U*-lcq>T4&j&U0o~LbVQ$Z*$<-|WXBjY{(t$ky( zWhr_BnYU~y<=bI_E^B8z9K`GG6n%e|j(8W$K46EDOBExc<5<1)Q)1flOPXJ`D?Vbz z*~j&TmsZL-_&wKalQwZ7R){?SzXo3rWMUlvDMws^+c zjU!7(?Rji8J6NrptYwro&hso+{tvLhSB!bQsVD0t4#Ir%r!Uc8m)k8V>@hJ1#E^DT zd@F2^)I1s(jK!tI524`s(MzN{rd$^@!OfI9Mx~sty6H#g^qWa0`L<2#`-Q|=gOyz$^9V;RH-tf_4z2rN3P9VS3`qnB%Trl%}%(OD4J9z;K#M=I)X`X@=RrwCJl3K3byz73$ zm8@dmwz#xitZdsae%%I6JHVne4tC6D{eBzRTymg#X#W-2;tm2H!pP-g5?r``zW~cdrn`ExK!r=EGtE*@SJ7l}%(1)T69N0o_W}8o@zOKP{-UD1@=ja#@ z*6z4Us~w8n)5?R46ndc6>~H;+AO1((FvLG9RW6NrL4*3;7poWJbNUU;=hcGlpQ6v5 z*^0621y2Js{_CcXI}7=dRBs@MdlR6(cb<|=v1MpLDuB&f(OOIFq# zOZn1;laM5n#)6;=yPfq(mskVX79!Kt9vDN;lFvh>)i?+yoK5E`SWOL{DBuSZI?J8) zq<1NKNz5q-Vq9QoVzGIM#e*lvk18RLErLy)g~r5WGbyFO85eX?mh5gw;aXWH^ks`A zht5%R{plrgzgofd8)O|+eqUCQ>ogLB$9!LLj{|N4J~Pf>3q!bZ(g_pLguo*yco4v77f@D|RI5e*8DY~omG30?<6PbtmpbAc+5SRaypegC zsJPy$m+q*Ssotwg$*2{X+dMpS^-a@NSrv=*hi_?rB{^WOFOl31>GJYnD5+{i&kEc~ z%q_X1sr-u&v^b*`!2X8WDOD}soVp!Kf(unFf#7p%a093p^Wi}4#{%B&ml zOGRJU?Wi@?Y9(W_rgX`DcV_&fP(l$7D2>pTgnx z;Gkt~Bb7h(C*oIPSMrqDE8>%?>ZqF)mTRumS+~CZBMebeZn}dA`Hz9)gI-;{Ob_>k z&t#tDUm2)^8X?;!zYKDAVuZ-_we-c^@D65lT4t&Qj!5~tiZ;_LPsX#_X>EQ~w<5Mh zUNQKC%`7cfg*fm)QzwiD7NR^5*Hh#pE zbmM@spU94DA8YS@C%nY3RveR_F_!0?rw;PYeCR+v(WQ%(?Oc%x`Im!dvW%&}Vum@Z zFHa1qHoD2aa7TfQJftzi7_1j=RA@Ys{Smr?|crn&od}f{>8TN?#Jf;vNANym*?8NkB*{vseX{+>8=089-2?u>( zYc$whG@-j#*YcJ0M~pgnl^^Gs-7jn>)|}KN92=6DU41Bi@4o#z{i8Lu7HnSc0>?8D zhn6(WT!we+3sRKor?lM+)t0VCo_I`2R@ghbX2TYBwd)-COS2^S*;#S)1oI-Ts?Wb@ z?&~7hAJd%j!-~AuoWwl6;`Ml08bcouPH?hl-ZFz_>R5d~bkNsTCJ5u4cy!V8yw-gq z(uZgRNyn9tSfzsd_+hl&q7=c=9LN;i!VrgEP8MTv>H_rT(TxfN- zs8io)`~>%%i*r&*&KL%)!xR%-vU~#?W6~~b5}q7#=<9mY$);%{9#J=2Q*C^esP<4; zb(0Fz5E|Ww?+_@ockpMA!TgaTQhAW27F^-jEO!SvAtuw5Rivb=j{|K#{}B^_u?u;5 zWT(*oH#dV2NjUmzD`L_0!aVvQtThP6O!Ho8!kjj(*a?m7Lhn{t(oJ_vvMm3vWbm?~ z{NBPnTaZalem*(ry@gvXpec>`qMz) z;~ncpA7GoMBRkz)wEfG^i)b zz+;-p(lQK&i)x3_6xiR7h7e|V$m@oqiM47Je7#>f>_1^ToO_x~i zJieE;}()%#x4zp0}LY|st%J<}fkEft=VFDetF}a?!*PF;L zK~?jCswzTJ6tw8N72oEe+b+&!SiIH@Gki>at|oZ~*fn1#*fqW_3VrKx3Uk&OHqkWE zLdk2o7==#I@g{{m7sqm9lcdWwp}QE%z3g@#vSho1n?=6%BAdd!11ob(D+dK08e8qq zQ85lRAI+}YX<7H5GNH4Wap^_G#>c2J7IGXd5p$fpr~uHP|1g8`e=*||FFs54{}(gR zp#BFl$VEh9Fj(1DDS((*VlMv|F(Cg#jGLhFdD~>QK836)k`;Ulq3S=Zf27b~$tq)e zhkv=L-dn6@a&&rgSQq)^M6%D$Q4@h=@SQ4+Ls6P|c>*7}JRp7A+1=Q!2nhO8RKlL` zZCj0zmh8EGX>OX7&6=5|xfC<06#{5wHXLYc%d%DWOS1%(o?2gj^X=qZ8&X?XY-&-M z6fim+doSVRtK#`ykbyzSaj}9B7-m3GMni9(I4-fc88fVfcpWj9JYmDk^bmD zu21wPU#$y^iABtRnY`sx7=O#E>@LE0NTw=DBR}pevcq$^rMD7JwAdcxz0v3j5PXYz zr`fCvP2)F)`fh9 z(8yqoAw|oZayTLHdz|?=m8NI*tlTXSxby2r!b(ML&7_p&yo6XS1$DOH!9PG<4(duH z7dZKTe7J?X<4yY=@>#jFluF?p-Zge%n>`RI#`yy*Bx9K(SvB<{v7FCX)`7_qT#lpg zX8caX*l+R=09!?nnrwi8y_r0T1hOLHxSt$CHHaZk2)*Gua5YPR%xVcB$4P7?kN9rZ zoV1Y@6!&{EiJ*Wdzf8`mnjnE1-cc)PHp$&0Pn7dM;DiJ&PjL*ZGkIWzi9~7mxpDgy zM~JS`fz8%;j-}B&D5NQkm7LLNT%6%#!UIu6u$O zm#$^{)?545o37O(%_c3i5?5s=w|Qo^z~W{4K%>m!+3pRvAfQoFy0Lzy+r~mWa74hl zs@NhZbot12SJJc5ZPVZ}(2u1w-^I|~@Us4IKjSVrF@H(rlNG1=Y?l9=LRcw{Y?c6t z9rnj>W5<{XJ??5I1T9`lkkrZ2>_lkOD?4!Ui_|el>exx@Sa$nrM2nYMk(p6H$#4be z&5iSde-^%2C|G>A85Bwq{34Y9&ipJaNU;~ehFE-lxA?V)M0)ePT)c_c7RktLpH67+^rEvpS+TpTV?IVuWURLbgH*Vv3CcKqM0tRbZ(P%};*FT%{Y+y(k2j#<8DrO4h zR&_-Y%SvYIlq~HK8J+XZw0uQQ?nln{R)`h{p66DoJrYqW>!*6uBck^q30GJ84^$DO zWmGiNY`VIl)nHPvObV}46uGATv?UF{6~_%Dtq^_0DAWJ+jIOT{n58%J-QpCX;OOoo zBgqlprlqHz(n#)uSM3`#)^ywgF_F16!RcuZ_q`xj8g*vn!nwD) zq{L0N(vyTP`dPNXBf*KZ%-=)wgG|51ccj90xl=CHqzD0uzG-c{MYU_xu5bz_9rT)A zJ$7}4GO3<#R{5=hyqkIC!m{xM7fzZqp1fm@px94S?n$Dfnl9XOD?9}nA#SltZq=^D zuC7!>t**A~d?mM@a>;ka5aWSf-x_5Qc2zzgG=+o~hgf!%AE?GR#~RLOU4PFU#fAM{ zD_rS}kBJ**t9vD}@5GsVskUnA!b_(Xv)*9wl1Pii!c7104r#epYhayFBcE6~Y=D!m zU`XAOTk@vylPfXKyQGD%BwRr5ngK<6UR6z3$z1?x6B0dA1dl6Xm_-eg&U2rYz9bDF z(mokoB^dQM=|4CTD9nNwVuk;GAGAh-Y*u?VWXrq7aZg2=Z}4r#Vj$_P(h(*`c9FmNcJ%9U$|j%JyP&_hnsqY^F@6&ipVXTmCx zr#h-qd8ZD2n`IxF@fkR!eX&yDRBAB6HD1zxL>fROkKR26(?xKi?LQV_LtG=axpU<* z)HJ5@?D<=bnEFRLF8mQN0o`CkuKSwOAWbTX@WZVh^HRI|BKueWX^1GBM3{ILf&5g~ z5BgfNHAYs|mq3_#k6V)7dm?KYR=IulR2 zxHXkGu)31Nwa`js*?G&5BOYE8VV{S3nI8uV0k4RVlB;>}Lp`f*e8iRZZk9%cA`78m zjIoFw|yn90Yd9Ie%~*I~=}^zNOopb#%n^;?FWnvt8NTJI|@Q;|m{7AGkTk;9X%5_; zeAvmC$i^hSohsq&jML?Pr=eSwBNLS>j!X0M;78>~K8`kB^u7RRjcKBP`#KY7v6W)S z!Mb)yI>O~YnMG4<$8nn7hm-h}ahEzLrK?X(2ouV{ zkm$B%eQ5rn3UrYa7B}lV&CpZGbjSz86Dw}hzAH9;`Nk~x%XpU!@Sbi3*HjS6HO1kp zPB=WeKP!x;pnGMXC$vvvQGQ$CD_niNrcTtstC}jB2T#FA$-h2m5iWYm#v%SCEP{k^R z!8BN*mBUApkD~8ftqz=`ll6wgOjq^z!eaFh@H$>2FV&$lbVXL#b^Fw(LbL9v*3XcO zY=6$LprSl^Rnb&f^vwi7nul^ejw5kl%jLn6t)>sn=N45VcoO(k;ga#-8_4z(OT%=ih&FZ z?p%>=8h7H3>shfG9*gDCrAzzFR&}vIOa2aZi7{&O#VSJItEn5f)2@88l$QwGxn_C@ z+qh)GLF~B!H#~_On4T)rz^x!}m9=NJ-fyDomE3gvQ0HQ(i7@#UtbrMfObJX)UHvcw z-o#)@vzY2$YFT?psk5e-&LX!-!W0mnWIhfu6k4mL&ox6>kk+jtk}b;Ppdzen6(Ao@ z^N&0_Et!o^&JAPKeU}!Tb>^disM+NW`STsn6uwi?$W?sN@vlY%;bICTcYM_aY-jjK(+)Q?<>Di1>jAibBn z_$~|+x+}xInszQuE{?PacyRU$pyaZOOYO*V2Orpiw2|StRhTt7QQA=4zFDc(9Wd;r+^iBXl(pKZom%h%&^iY_hEts?2OWytn4Bfu zjaC&nuu;oo?ks%X$bY8&OC7m&ecDCnwOt8U$8mrbaww^eqxE(ROxWpCt>USLK!o4) zh#l$XD!i>m7V^G>9=!zr0837(uK5746a9^Dp}5>PceQ54G~Go};&TPv%9h?FH_<6h zjcjftN|LSP%EL1a@L8sAR3s0c?QtmoTV-J#P06vATq=3yD^49P*t!k}{>P5~wJoQ9 zKtf8eUPUSu_Uww>ssYm{74*1vj>D|cka)z#jB}Op1|40Q&f@Eh?uL@MkTsgApphXo8M&G2}QGKSB>Ud z3HPy{Q>vwhUp1{BE&Zi3mAMFz&n5|-z|Xfc9Ys=F)6Sp#FRub<}B%aAd?lAEFUz~`1OQ|f_}23yVXvQ zS0)2Y1gtj{vsa9AJcs*%@+&7KxRNtKdW=rCChu!os9{vOi)^Xd8gC6QRc&MC-b%4S zUu!_Y^+mEt2Tt)rwgnc|9B*vEO5I zwALvqdp5Dgz@%hTR0JuFG_Aeiu}-G+D|fHXO-46^zLw+UZ`IyNG)VHxDvN&PLF;Yk zQPPV9=FwnN zYg(&%-NnT1+4i9rYO*_-Vo&FP)7@{ruS;|$ec3ZIf!?1(Tt4@m2jbjI#TPcZ(};(< z9;pWG($%}w*%=+FZEL!;Gk;NiqBU{XCo9E|HIg|7G-So@3Mx;@4)>17JSZD+5&dYe zuarqeXr6(aN0cm2hyUV-u27lEa6i607*dfv-zlw*c&;R^PPbk}Uo8-n+S)h1KhR-D zSe>t`@iXcjaFMOVx}Vh#6aP`RlP?zOz1!s`>-;j1AIx8f7d+DDAmHf6NLk}xb+lyz zK|I>}%1qCshZCk%*5*n*Z?DPF6Ruib>b%ClF4xLk+H7VQDSdgf>0($@yEFYvi$sg7 z?Eye9?Hdn=r|9^7C{FT^Eg-`TjCI9OoS?@-ERY!ex)maKsAUG!;Oy(qWh;W$BrKqF z%ujetPbAqQYEd)`*J&SH9MR5j9O&+8BVvM?s$ecVo8FvbSsw`Bv{j>znXBPm)p1sM zraAkEsyg9aMo)HKq4x9d1e|ji=9e68*xS_V;~q~kcCmt`ThZQhzD%jlSee~;2#I_Z zF5QuCQiW-m-zHRtV{J#}orWt}aOY0yOVz*OJ8!f3$i$|7{%ddQ8i%JUf8Dd*xwx2g z{(EO&R+pakA48sbLJnxv9LuxUsRGUJ;`vT)l=>s_unN%LZ7)?Ft~E-mSa1va{0;5URDi#A4Z(G3od3I+;+o z^_lHhuP!+)S1Fc^GNAa)S5gyM8LKZ-DsnN+WpW322Rv$eR`C+6!M_98tm)OVrbq(o z9?UTq7w)N5OO@k%*cT6z)dm)gtVKiHDr%`Cz$5K^*{WpJ%{7Z=LZc<~%AM>@wzD1! z4<1R?*p;*t-QsFu@y#9n*f=Fe8rqKpE^FP^#*dqZ8X6)*;|EY+bYs{k86vZrU(g`z??y}(h2^k@p~`DGL~| zIiPAqX#M$Xq)SiFd{R{YcyCcGvWeNOPIscgSxd+D*h=nKY$O z$8_Up4|>4yhQO+w=9lfX%k%o@2A1he4sA%v~Dp909+^DN5y4 z(>nkfWaEt@^QTa{ifoar0|FmUTxKih%S^0LD|6x~afT9bXeqa*Ba9PU4qOSHi~M70 zgYHGZ&#nEp!u^lhN@O?1u)X#iYij#Q>tqz|ZauahWK|Co7b<3|th3BRaLCA44@+uw zejB`wzo9>4YV}HGBvS}ubI+ZrX#6T{^kSkQH`#d0p5l{?hxY%LtoY?5 z6GKhSed^RolI@=7b+kTBPU5RirgewZAUU!tLH&@;eJ9f|p7NX#pX13=)w}_v*o<~8 z;=!i8@dZ|%FfX@dvUdOj^`4-DvDJLd?AH);GwaTP1?DsPk{5ZvnhR0~8^I;`UmKm| z{Mz=1V5w~d^J7L-E7s17vGr%jpw{NsdYkTCg-M=58!d;dV!k5Zakw&|&VwL~Wpu`u z3#S5Xm1KAvgbqx^mCZd|xjR6vmeDmFRy7OcMN1%&QP&2-B0q{`uV`ommUY3uUp_G>EJIdP6NO*>BDary6xc*oBg`<8ETI@X4c?)OV2U=GAuBil`)3|x4q zXihjH1@a_)%XlJod~mPg|5zMj;fXz#4(0|I!g3hvpaARR_ch)-<|V@aS*6Jpm8pfc z%^STMwPc5QP>Dk>T(jyUQ?0_XV4(J}<_l76(!95&d#I2fxG@S1%J|mFae`+2YSire zAu-KQXD1ICRYQ^K9c~<(^+ix?xv@jWdSQJku5wdEF2pNBH~447o?+|!=*N#Za^~e# z^7_d^+|`v|P|q!&7b2ADCd8T-b?p|#az`a0zg5hiv#D~$jch!B53o?>-#GWqyMC%| zS_QX`-j%Ak#$eVj<}UfpmhB&of*|FM$Fn}l!05=ll>Te<79Zkb@y~Kbr(xXrCZR>H ziJipf7Oy%QZ$QO*m3xSA!7Y-has_2iyLI8l_Sxo1AzJLvLbW1N40M#Pt(;jInVUmM z(@*_0Q^|Yrky{<^SNm$u{yi>J22SztGBAIMr9fx6re~)@C_(xlJZCq|k90_a`goz5 ztdGO;NPF*U=OPmxVN9iV4B}ydNw$@t-~ha7%2KIv17WC(qO5z^WZ9yL;c_+bT(IQV zYm_O!x$%h-C+iv7s0quN;Cf34pDlpE^et7@Qkajfw%5uBm+JXEck-bAbvNv(u7zqW z-{84~EAz?9v;cgct$NfYt3Njn);!4>-T$~GFuu2nI1Q|vWjw}dbPGj>p`wq}bVjb5 ztB>JWuLrrFpv3`Tse0nd9?8fLp>Ix`aqoaO;UiX!*IVY|PPFHfUTK@^LJ^LI0f-DR zjku_}<||MyyUF2!O2zEUVnD$N4EYq%h8NKDW}lPK&LL+8M?Nub(C~|7z9m&65wVHD zhB_fWH3(>`=szCct+q!|p5*ss>dx*~M}@C>x^!sr`3#RK+ z>jiC_y&0JIEr8UsZ|~n$3jMb`c#b#p7DtlNCF*_MZg~Ry<=r|?M=eKc4wfq}r*}XK zu;u*EJK&$zeU+C*N`?uR2D#nuw1I$53Gik`vftQ_D4S(Q)!VN+p0<;-@ppjcA5ak0 zUpYFSmHD57IXP)Q2etyTE~UX0yNBcI^xGFt9TsO@KH4|OcwtkRFhw5yI>en^J#?it z6__7xj5VqC2TZFg|HkZ7OYKWVu5sbTnxDjTi{gdiEPuDA*NqR~gw@+21j+0jP<>mg zM)Pq=GHeIiy1QXAIIjcC&nDrtZ)y2a*NT?N(kVCnT^W;8-^!n;-74r-s)()L+J@9D zjz*i*+^j}ymTaPRh$9CV3YPJ>pd3O1?twk^6DIF~4Z>@?;pYt>Sqz}hv+7Yj_qOw! zIb+-fvhZR^(5-0ru>uA3z_|QWzpo!%Wq7$1hDv3c1VdAHA~&sXfX1qhLS1p_FgjSx z4VcXT@(wU|p{p|02EyXD$?9U=rIs5d??uZV%N_8qb+rS}W zCpkN}rTP@;1@zlidD5wS2lQ0lq@Zn2J)vpFx%VE|8~6Tt2c#>Up|V&SpeU3M%xF~T zs`>hs;Co~HRWN?q2cD!f`8wfAooM@Q)MFoBFIuucHu^OiN~2q4BnxM~M&?Xs`u*gq zEm|V|HGoLoua8i5wq}+sezE~yq z3YYY*I=iva<<6IUb~`6`hc<2W9T0!wH;K4rPtYAx`l1K}(X93BJvlD570jHy8EE`6 zyo#^{4ayF^J;-H3*IW-ymN5ZMJWFnor@vSM`vWE5O1HsVWngFfiE1gv{3eIZ~ za-_rTsIRC1Gs>LWg#p=_;i@XDViww@@fN43>;L|Z=sN30kS;OAEV2$jruldVlt=Dc8R0N|~I@WHx-HO;3ptSSWg)wZX_ z<9SC(bu_dO7;S|t!7aGSp5ZLm$C%qx@n#oFUgOuE`4Z7g+s0dii2%l3 zA6Wo3)ZUd)ml#@{wCEbX0|=^vTz*u?I?>MCv!kNAjS2x9{g$4VtJ5#Se2CZiExHa$ z#nDFu-X^cS!v%xU?GSX#t<{DaDqWLxZ`R<}*zpW@HJ29Lk6CSRySbi?A->XztLb6# zfmO%$XB|5)r%*B}lu168QMPVo1g*Kn(u!*XWw$k7>jx3DI?|!8e-LIj(i`jOP1iiN zXHaOufHeh^=iHy#Vl$b~IE%c`kxZTk(Qb`A)9%rp-E0|?4xyA%Gz_yPW8VSx1DTBu z4=KuJ#n3)@FuoN-ab_z`@UXJ0y^awIo>x`yJD}55_-*GMkT+y-ztEF% zCVWxxN*Q#2?Hjb{=Pvwz-H;xRWSVeVwR-ME=IeU5@*JPWF~uuiy40wfjV>I0TVx&o zhBo|Ux^xF?e!lW8>1%doG2m&xWZu8ClGKXPHFU_Bi`Fl8HEp~}pLf_2{_p{JbVzlW zEy~qL<-|X#y{KvZ!Od3A1%_ig!oi5BujwVK?INlg8>{2TW=3Huj1Ufdc)=cgu}hTz z!9z@@6pGRw0l}_TQItoxL7q)*WckDLi=uWm?p}ztOG6V;!f341nH1;Kr}2l1+!&R9 zTLv!FY(7pt<(c}vNhxlUMOAZ~4KBoDzGQi0YgW)0;FrT)3!eL^wFtMc0ROr25fJgyZyw#A|S^S1CeF&vsZ&L49w?QMKO+P%7}M$2Wacvonq zD2HdP&kCh2P8++ITAtU|ds7-ntR0*|b+DWH4UP)=S}Bvfu>-szsdx=6$+?iUL-q^B zz93on&~kIO;E6CJ$G0dtGu+B@lOwjl(ySd$D=T+MN#=B*LFwW|g=s#g{68>r+r z^mA;>bsJ1^q>XiH1%hcAKOY~dmHJf%cL;XBln0*Vetu59o5pCWG$tP$nFyFFuSfc? z_^Sg~A9S%+wd7ha1SEsajpd?>z0PJI(4`$thPlz8VmF@Bel`*F-N zWx5g=Gov~n?P8TxqE;-GA*up#)UEITSPXG*ur0N*uDD)yyNPW!|gOx>i+Oy|rMZvSh18n>d2r_oH* zSjvlZh(6+JW9ViROw1-mbiM1W)8=E&XM}pPFk$7!G%)Fdb#1TlP1==kgtcRG^wpdj zwoI+#M$#sR(4K=S&V8Ln7ZGIh|RWgn6g%B-^WU)+?W@DAS2Zh~4XnPsvLr zpk+JEOl|Pljst!PVQX)24o>kL6S_gMFneLo0t;i>*TjPYNF2eN_M;y_@h_8`h$@l< zlvws!Wx2lTcE>n%Ke;B2a>sgA9**t3atAPQ)}l#cvou`{6Fc7&ksD9aGN{%liGXIR z0>!5;WF9L0yow&3y6)cXzCx~6fi`f=`B}ZoyFCSe_j202YCnHUl^fT4&erd@x(S!p z5QFTG%Ke9q{sCkig=wo~MeVg1UC5W$SjjrHfQ~9ghTk7pHtCN}%yceTL;WQ-@-4)% zQ^NM60#vS)$Ea3_q<5#mSB{8%(Hr2{8BVL(aWam$`29S44m+{qxk-aCONK3QxzEb& zf&G!Co3^uCcqhB7aOX+2mAl_Q+tZEoKfMRE=pVfX|JytJUkX|%00ud$DEddwfn&h$ z{Q66l{@L9tk^f5oB20b^^6W{}FI;e07XOv5O7poKs87yJ`8Z6ae_q>tDf4sh_|Iz+ zey!lsa7lZ|YZrZ@wn3Im)o&Mz*ZiIRMy&n2e9q@>2ipjj#Db2irEaDt-kY$ze-8?E^gkJaZE!QJ7w_RifaN*6nCoiM1WD(0v zLfl7eIX*yvlFNik+#I1Tb|~}YiqUqp%#DV=si%PfG0c*4O>N$hi>KoY&X>G46X^RW z1miKwcYwga(w4pZ>x+~bRrdMyO$4#Pyx!aIfcCxd0xrh3PQLoL=?i^|NW-1(1B)>onEUbgMN6vfx#l{wFL4m!! zzGuc&KsOV7upng*{#0>1BLx{Y@m?Wr!6VyaW-B0hf2WOVLigia*h-bPGJ~HT%C1dY zOmAuFq_$_JF27N$Nq&hd)T7Uz%lY_bXHN}%in$ITssHsmfU;bbFD&T=LvP|Dv2!IR z?Eaen$Hll+lk7Cfv1LV&lNsP?(s_gvM!V}Umo3t3woY;s;k#{oukw{Z~%V0#u403|OTJz1C2&#Q(%O{dZq9t-*k za)^s2rvNU+MgKgJFEqy5cOoXPisTdAZFW!QFGiZdW30)cmNJNRZl(o!ayqyxg+uS- zhmSxl5UR~4XyL>$AoX2+OwIsxMNnP9s!n&Q(-1i~vsOTJsMcm5#1|7yzY!@QYEnRA zr>`sbIzg>m&;3T@Qmv+{R*~gs@INQu6NGlnxH}@No!%zx1p^I-wEa#ezx+K=h!c7( zfR$*tzIz84ZlTO@((zKU@;YcQkT83Jsg$vBR7z0plbGv4M3o9=WR$uxdN0H3(Ttj( zgK{H6rXQ$&HA67O=GO@eR&@uxlhH6rozNNV_tUx>{oE71aq91ayJCjGy$u}fwrC_@ zJ*{VM1#ym-3!bndBM_u!tVQ*Dicy)vTpRUP^@%?)h!(lJMypfwM=EijKHn)G7vVWBuHEN!J;%gWBGNg<*f>$RDa2BuCFv^!WYlNtgNM{i_dD3K6ha zPPf)_*Eex2t`e_ld6^(!y9<)=`5I!@L1xj-Vi>C~W~SLum4AYB2-FeZlalE2-<(tVo6vx-z(#%Ux8n z?JG7}b^4Y}j<-S6?9UIWnzkYGsft;CN+Sp3sj@lt;4SJi$s>CoG6Uqun(=zh)P-4AK|;)U5%KG%%Kx$O?@i1vtH zG(9l3j@6_|+b69O+w}%1(YohMgFm0$qE4}6Htm}z&FJ2xx6tG6+2je9;=P2(`2B{O z7F6kX({vSc4f9nLl7isO_!+;=@gF^HWqIaw-57`-xg7JM-;ji9@KO%GDHxpsnAi4U z_xK?}uR#ji#E|W^&j~8SWj9XXZwiWg`b=h4X^vYueQ2M0%-G$+ZQ7KaBzGmvjj>l| z?|^RuemyN8 zL{%2Ht#sT3XBV)g{d?wj&XVB8Pc02Zps&=Xe##2H_(Nw*yk-a!A$iQt(G=!vw=q^} zbWaLeCU$nD?q;xhD6*y_X)ovU%@7d0b@Mu#S!d(79)ho&VUy@zdrqRve(Lx<2Tq+G zaw?0aL+IZD0XJ5VPUD;*Mq4!Ie8bOvZn6S+1s9f-O8uaT<{W!E;8U-nWrA40dyktq+Z1s z?39ckDP(v$#zK|{Nv;mV2dnF1uPYoMB}FqU0btv z8cqy!7@;un-SUIGB<0b)unNS5Uw`cSF(h)h9PS!9BHkC*p-OH_`m$A#c7{-)EV4zK`9$j2i|?ZNb6g9v!4K z;d?}G9SkunR>oA&yn4%Ke$$(f=_4>l+_-{PF-g15sbGuj+;ZJHZ^i2d7DmNES6dz6 z3$xZ}vsr!deHpr`It{&||{xGlyW>C-#PY2z}`l?V9z(lT>u!!@=H=j2VyUEdI{Ucgf=>n!qmRJ*s-c z)#lR?TnPrCLc_a#>;9X5h@VD`;C*N^rqyd>a=e$5OfzFWq(;l$f z%G%wFLA6r~q(QI)XJBz{6Dw0DJybs+BSp3wXE{0#!EvMw{kkc*u`!X8)^>QCkD9+e zl6y_$nTF3Ck~%F2*6-h8p3`P+ySy{O?2grEeW)#JTNDO8=_k*g4Cc@4kxKIfQxlVf zNvfl{6i_D1%7l}{;N2fHiu3z4evn|bTYUicXMWZR&udhthT-!uUHKw66C5Gf^rTEn zCmwEn;SIRaIwP>om>W#bmXZO;{ZEB+!uFfy*D3o+=H8dn6@RAnYrVCk7Gp^Jr6o9=Jy!eowOkAOKJ)#v0{2#CgAWZ$4 z81K6nq2y@s2Eat7W>E0J<=a8%3lR=tj7Rw|3?!(Qmtn7*eNK?k7=7wB{XZlLybJ*; zYm`B@D3x1fQ-*^{gcC|p#?Z;2VXgQ6Vs0haWBH-X+Pid8hd7l-| zg2wk{WXMwgBKI7Fphl~w-bpF=Y~wGqmSjyl4wg3WLvh0m6IP50U72R0XR=&RQiRgIs-e|Ip5 z`q_Ji_l5XshNvNQQP3sThJ?Zv$wkZBvlBdYyMvLNEA!)Cp5&i;>Td)M#7T-gosP+C zf=Lb7lP!fY$mV`rep~ii3(t3Rit%{8_#9NFkv6Ap(w#{U!GF!o{~N}5OD!zy&2nDU%∋N*_GT)t}bEnN^pe}g?I zeU{Ds@_U|yr8D`k^!{8})0dbw!fE(dA4h6POIsU1@n1?=w`n{JLkn1(3KMnO6wLj0oXSENp||-Zr@ApMU_3lBXX~@ zoxWkcYs6gF*l?aZg(oa7;e_q2SWWICvc}x~&hRB|yGO8a@eSz>uW&hS; zhf_}sZTGN95q4kO8CARkV7Kf-&@47Ipm`GP(#NH*8I;47mFjAw0UecPHArXsiYsiAi5wOF3Ki%o7?nOG?@ zvDJJ`=D?pjP0le?k-d5c%y{zLULlAVF2u-tK zcJWq&m^if~&mN4+?5NfCfRap;yUnOd6cre?9yu#lxOm=@(Gl98nOCm1Y}fgD<4SXZ zepoXnPq9VhvvFdA_@Sm7D5mvU{e*&f%#F&i)t|bsdfkb1YdZ`s3^bjH-q?|=cR5jC z8qSfb}BsyT&!M5xIR}Z(y=s`Jc z=g2!#+1xMMn?yBIO; zLzmSpEdY?2ev%Pjz(h^R zo7t7oCp`{Q*bi5pnzRk#OTCo-y>*uglTp@^L){7LZjGJ~3#^Qy6s);G8Lw{;T!5G4VbVwj)uI-Tt3{{1c%(L4#WqTtW}r=o#+*AcTs(D!R4}Spg}N z`JySw^z9SZwY!+S?s~9ccul9A@8{sDw}l^GyNxWEduL!Zs%9`{=X`gc(7dsonR?e6 zg<|6;G#o~Q?O#bHkI@y@kIW0>SvP+EVd9kwan)d(M~@45SX?uBB}N`om6qXWG2m3& zWSQy0VC!fy-NtE`>^>n?4Rg<5v_a(1cYu2w3Zyjz^qGt;O`N53O&=n6b%kMSdMBp$ zdKN8RR23V2m*Vc%^p=RHWEh3{D8Nc_qoT=~IKomN<$ATe4ub8DZ1Bp#H)MD;D}<$F zc@}&&xF?+PCa*5H4z!IPkV!Wfzwz9nc)?i+Q%65~3jZ4`uWKy4caj$)%;Y*VqURQxnt8E=z;tjy@jdWlSvb^#J2m6 zI>|f{gs|Za#!(-6809)HZD{5-1&Qq(IQ}42IUDtI_zz7yAI~RsDfu)1@-KeP^)$km z!}~Qod$Rb;)E}&>cm_*twM}hoB2kdu@D}yW9w&m$tLkxoMT_r(C9Pamv)|7m+y~*g z(?Z>ZJ+tp*v2HF{FOc`Ikq^3wMz}|s8r5(NJo*Bzg{!Ri2R+&K=eaCQo!<7x0`$y) z&!u}{jv&uHO{8tdOjb^YpNsv~74$qpe6(68zu&|Nj>HVqF<*gvXg|GTiKLWh1{N!o z{SSFH5NRRspw19c$M0=s;1fTdN9r>XoOefA>GXbfQ*@;kNf#z&4 zsrMN>n;XIER2U0GE3?xVx6g9vL3Y2@bS^Z&aBfHPogZ}Ne9ODP#8hn!_h|0kki}j0 zo+Y7=jD*JmzQ}E7K0ZrU6A~}G8>v?^UO5zZF4f@7nTlvy{MOa2M<9a?p zlH#J6z8?i)+P3t!OU-wkl1r0|Fw$JIat#@Y3s44*cw|P4^Fio&J6*H9(I}ca7`}AI z+*qmK@K40=mI$U_FpUm-`;jlC9<@7$+8Ia@^JL1L|7s5%bHOHg&N%!D%pXZhY;D{e z68bA$En~e`eMuUQG@!S*c|odNE<&6=e*Q+et3E$^g~A_@*u?kIXE=TE`3&apRYa!7 zlwUYKrlm@7#a56a{v#7vVsI@oq^CQiZmRpTY~E#N(V)S$wuV~*Px0pD;Fww2TS;0$ z+5S6ZSaT9SN>i!4;4M9f)eO3Uq_^EXiKknlZ%}_;V>9H@7Szu6XhnZ$-Gp0?*3}+A zA(`{9!08~8KFs|cKzqc;EI)B;pz72Tgr1tWirBFN5@6nDn+c^m8rSp2%Ea<=pSx?g z)S_(J70l2B0pwzP-@i!l*e#=3b?ja&Uu${ei5%#+_nBC;B!LG|= zh^o*vz!^e{TqP8MtO?hx{`kCyOmg#uHB7f2`A1f`#YfSk&3-t=ZV$EZNYvcqX@CSGVRns zk-;}103zccYIjn8%`VQ68+)xF-2pBc*vpVuZWXrZRvNEATOHfN1&;oW%Wv7yAXQ<1 z+tX>Uc(lSn0QZ>68Mv2m@lK?xx2$iO|1;*fasb#?Nz^1tj8G04p-t+j;QU;+Ff5O? zlNB9{tbEuC-k3H|du8AJx}L@qd!Yev&2)Klz`;G_*7Kv22!-kNo~VgUB(NC6{8Y0(td$o8UFB zkl2MkJTI%CbjAvY<0{iwjt|7v2?Ll zCxJqB+qc9e(^Q-yf=bdm}dlNQqZF95t3f~Z)lfzP_oz$ zi@wrk5h;pk!UZpOZh1-zu`&u1Td01)(XYZRxj_vj)fyGyb5(qrm+bIlDYIpitC8uT zo3|XbmvJJ?r{MUKfolJ3AC+d$gD;r^Ta-5JpGZNl05kHh)4^ru$P`CqPYSVGQL_%7 z_#V#@ULz68%OH`z%BVy|4aT!OZqCoIm9%5ik4@!&pyTCvl^IdguT^nR{;-cUm4G*N zBs&`wthc|PDbq{gM@UJGTbXfhF|fxrS%XMT!va#N$Wl6NGLkQNzxHn`RTti*t;}7X zpfc914KgyxuDw!4S6pmy4slBRo#`~kFTJ4KqAy)XKKHNF?NIn=?02;fqQrmTl#W;`duHL$U+t>r-Gc_ns1VK1!QRcahgwdJaVejp_JuaJco1defFSiaagwTp*$lscnR#`wj=K< zX54(?r0c-qUPBqIpZ|%200ey$S>U>V*ePGy=^Eo3cd@q+u}&gvArD6P7+)*lSD{x2 z1S>i#ZeJrS+y(`bTYIH(g+d8@xli6GN|G_JjC_s{JH3&weW6_GEGvqsvt~w2N-y`j4x%) z_qr=}T`Rsu3lKv$TsBoseaG>GN;A_=rca=>!|>WuSw-nb8FZvTkU27p_C#mMa8tcS zN+nTA%3axK>7Or;@J8>`afI>ugYlaoa%$7efxi-OvQiWkS*h5Ri<@qUZT}-xlru*P({G^eY;EQQm+=lr6yWLgH^zM3qYbJ~CAx9lQ`2Y@ zm7R%(zMehl##)Y?IWgM%nQWrfZg#oKk=r#jCpgNq?1btfwV5UN3^u29o7R%NW#62R zH9cPK^|UFVKWT zfW)a?_IS{?Ll}X*Tpx2|_`i|1Mwo&+WNKG9J+8|~lVOO}1uV-uz$Gh@_bXQ|tRf$T zRXOx?ivdr44tdc|s20D6=|9}>nj4I^SeCykS6RF^1c&yvP>nRnez|^KuA6dN6KrSq z)wDVAy5{X3!Pu<0PuC<@Ys#^H36w&!rZlIEW8og!K+pFnHNJ&z6J1kVpr~y7s(U6A zdH}Zg@_VdIhcdIBjsbSc@w;C98rA3JEli_urx)m$go)5F<1g#Z3uQ_naQVRj7WEkp z6&#anFAVZg=TkxE(B&W_2D=-o-2z7r2pi+&RN-T!>kS2Ov=G_!8kT@6v7Q4ltP_v9(Tg}2x?3Hzj_y2|whUEk6*7$3`; ziR#zceX=PxL9I16t(WHyh9_mVIg^OsSb1DuN1e!~icub=qX94y+LH0lhMuXLK|R6{ z;HKMTlKYW_&A$;ve<6)onPcFt>x_Ma_JEC&I?f-Dv^L=wOT0LCG)uE;e|QGeMCF7> z`dyjxk%>rw_*zhO`^TGwoS})%r>Y3E3F0yle4NjMB>u7=cK{nrL9=!^{*4X|s@ zKG}+GDgKiuFlC;>FAbQc8TyMum?$-IgWQE6>ZSHj2;qc9CvEqx@Uj!aL=iW=U?_7i z)~#XhF!|Bdo~Txje7g3(I~)fS9~977hEmo zt$dgHMJ(66du!X`CQ316D6k5G{afn#6F@H-42Ae&V%&UKB7*p0B-RZ6`P}XRTB2mk z;kz;k7`Df(*Y+BGI|kU1v%1v;%c#R^+A`A_d?)1QNp8m@ci%Ist%x)jLmK?*a*0R4v~q$dO?A4&uGWrC%W-Cu4vI#v8dy;uxqZ$DnTc@z;I2cL^p8-4q+ z_;vod+I;3LxQu!Xe>q5o@x_x+tzEpDJ3dQS7w#-*wm?#hm?z?(ROV{EE1i4}4;qu+ z(JZSUDtE$LEzxp5cX)k5Q{o0W?uzT>&rtNRyV19cO6+}zWBw2=)eLa?7`Hmz%h3%_MPZO&pPuCO124*`yK`bNawMFLb6@mWz zjCy3~p8T^@j}nU2QDGQ9Qn2#eJzII+0%MQ~+{9zn*&1~o~-lYq>pczWu=;ptl| zXX{_m3rx{AUUH2`p@!pu`<>UkFdsqSeN75_y$}N%;vWmRH-ysjtrwT(=N>)@eRG#1 z-en(<+%+W*PI~#|r0Hm}6M`>-^d$XDSZY-ZtQwQY}l9YP)V+=)Gq{cD5c_ zpFXc0*uy;hD#7=H@=>A7U{E5rgN$78r zAKJSH%C>VZ0rcEa>0WJiI zK?^6tp#H<9aMQt3_kgwih+Icg3#Cgie3T2Z!Nx|5_+iiYx--9Uh5BwQRtfo;zuKB|+0P@^Gj`tKn=t~$49_8~=EnHujdJC6YfPTXwpurW3=DgC*A2D<2CU_kRsWXeu% z-g(yQcclX1qvt)gW^^!5^04=W+JawWZ>!i;Trb*2Mt8!63cMZYuHGcw72o$D_gfB1 z56;f_-i1b&Pes&Sl;@&~8*(HnQi~r`R{c%Bh+jPwJLt4q&JcxWQpN8E$u2)aMVwzZU-x01c%&xg zQ0OAJSfrNEoU0CQf{M_GuD1yAadKwN?Fb-vOn(HQP=#R;*Xoy@Z5R3D@xX+KkUV6> zKjCHZn&^n>kYeo)&|3*6mY}gEKECWYr#0{Bhy`66F1nXtFY5I8hZ~Efz_h+CX4i|}>hK19S z;LO*0aS$s~_e$BF_Deyjshz*azl;4m3}bb!!T}vHKLoM0H4Y;+7Bu3vl4Z0M@&& zCB6?Kt!VHERaNa_Sp~NEmn>iI*hzn}Ldg+7F?yL!I{RvR6eO+;B4ZZaUDRU>s5Wpw z1?+%SUL}F(NQL#V(3z@|6?&J6j6Ze+?WphEIQk6@9}!dS4O0>vg1U``7{MeIK+To9 zUKUH7kPS9}3*|r`@zCP0`%P8ij>JU{4Nbatk*1~}#4BnK5GI7n?s(JH!!7|3=D1Ae zInkgvr}ZRKw5)(kvQ%u^FU>`Y0;qK}cPguZ{=v|8Y@oF~GOQR^vn(-s7M(%T-=Qt^ z!R*#G{Uzs35hKk4VP*&mM4vxi+dqUs#156^h22zeM=w{`j=|_>^XN1((e@kxgu+sn zVy4=E9jxkwEh9M18!kw7!$^4^hS|*mJto4OEvVIX0uh4!w2JMZ=)NDO8Dt1hiHZFy zlnhJDoAnjAxwreaXicCQen7H6H;blx^y^nL+AIyy6X^W+r}iXHggHl&uhMJ8v3B`A zgDk0rW`)aRFT;4Ol;@#v_~7u!~~AMtudVK2!4un zA|Yquk1O_;Dh&^JB$Q440-X&oF?p@Zktbi%p8$mK_WClAehl?csHjP0*qWd_!j*(7<3{TEN z`%?eEGetjVw!3p-^vPde@fz&s9Zc*Z64bMcxm{?wWQD)7u(85UMwDI3h#?xV=Q(P#N0_%BT-rm*Y;7h>=wW+^?b@Du=B6{{Z zbI9VS?ODYgX_s0*>5tOz22GWj3%8Mv?%7dy;Of|dru2g0f<6;n-lrc?8AdgA=?+ht zL!fkPop|dyHlMio!)g9*K+y01fh|M^**xO+|MUw?PW-Ez3kr1}%_3cikO zTJxo{xX~AhUx8d~iqs(61}H|7D~?grAAbg|gw&2}1-q=2Z>+?tR|@Cxm-PH7)|B zbD@naIk)gWt()Fq8LP|Nh)f*UXu>VeCsrtmG+Wy~`D0t|cGxat)W7f#%!$2k!Xwb$ zdY))xn%)76rtsS^!sorUfAH9HfzL96 z%SScBS`_DL_qZP^kC%8+_&&F-i^A)ny}Mk?t&^8$Ma85?+6cu7&5!(G5o!NT@zd#U z*OlRI@z!_64Ys*vc>2kmItV8U?>penKkxdU@^(c5ohy&c{DmHRpaF7)lx*esYm~u% z_I~?6O?`PhRB!bEq=+^|X_KYRM|-g`}Fzze&5&k#mgV=ow?^Z=Y7t3p68zPe)0&b{+#cnt(|}D zQ597b(RH`#iUN)jV(=3j;Q05aKm%|Q3o_X4l%+kv=Rfz<9)3pa+E4D8y2APIh6!0L zzP7-egRAGA{n=V?z8kX{P-22pBHQb8S?p3VMYw@q8k-IQ{0 zs-RPzl>PlV^7qrXG|pGi%sEjMo((~k8zZh+@U$yR!DqirCZE5UEPIN=qgfEAL=A}J zg~A8b=@IYMy;f%ILUQi)tnqcnS+HrkBC1Nna;{?bV^Q&ExQPk=cA3XF zoEY8MiFs9YO~Z)i(}6#2&Q?q_uGUyH@ZG3Lws)plUN3R#D4cOVAFY13uXwc$zOnw^ zCIV~M@$cQvs&XTdtIrwBZ;|gWn%F$Xxtz`4?s&6!GqhbbRN;j?)EYyhF0thD;0fyrL&o=p&q*z%=Q_FC-)j?;MGhwN5|JGRlWhPcC<@JdaeK&9ao31Bj+`ZrUqi)eRj@)ZOl-%UFh*DCzcD(MT$ zr6^Z^Fu!5#6-IVC6)oYGN1gIBy4GW_lm2@GZW7k;cM889a>|IY9xD?DSLvD^S(F~< z<1e1pj~t_csvFRk^KPtGy)A~T^nRG!GmzMuI%uJe@?|*@O?nmt}p{{ACscBV0Nz6x^j>Dni zfv_I-C(}{?+qa{Bjj3U!C~--u?zy8K(VLM0_Itkgq!a~x_EMk7@DqiqUQ+mRtzU{_ zZ==ucirz3HT7%VK3uAsg*&E&XgtTfe#pqe(XD4?C zcTXnL*}r-H-ppp>-~!u=AJ;D4b}#R22<_a_cel5Zp~m1I`^w7c9Q(}IyIsadTS_`@ z4;Y!~2P+#oDA(B~>u%A$^s6yEpbMAl#n_j$Jp^)DI8^d%)7@+%nRK@+Hi^c!cuIkC zQRbSMnRcZZtt=%?XQRFyB`a?z^v9v=P3rg7A81r^3Vk~3!eDbLp9HoJ&gIHPLh8F9 zue~C_&hSs=a$0L^o zP=&95GT-IL_Z?p`ZW&%Il%l#t#z!oO`k&dDQ@xp^&v4>je~yKGdPDIsqqrsnMUfzl znV`}MP<%<{-4ALxN1I;kI_S}UYJPu@Sc=*y426e_yZAYWEM)6FFT%6a`h;KTiebfP zuaV*~4ejJkam>hfJL_kI4~fFx4W(+&%lr0A%2+nX)JeJNZs}ozEUGP7^+{1oTpVAp zvSv99u@2;m2GWLU2Tfc~>xT(IiG!d(EcyP(nil%w+E8VwgjLlz(!V4dP+L>?obKp;H>FDn{KeeD_&R4< zE3ZiB6}yYo--t4oP(p=fbxtS`^u13M9%qY`6 zq6yx&Qcmjp<3U~|>wEX(Xs$n<_N*-!VFeL8rd=srpCTMFWg}QYS*VBTUF&0sn^_&} z(bX(c48anwkB^i98WRS&qekQy4HEE%i53XMDw>_G={?Dx93Dfw%O<)r`U0koNm0Dg z;EtLpMgUMPXcZbp7{}@ zCPmdv5P>%`;~5t|6>pEQ8E=eyx9M6qHr%O%ZY7A3_$cbAfPSULaaq?S+9Z zn}mX@gZZDYrl&b1e6oGj4v@G7Sc^P-&c@x}^+k#@Wq9%U^9On@E|1qyA$*WXf<(Z~At`DN z`G*wMIu8+mPLOs3yku1o=^Lv8I9>$Ag)K3&K{$a$I?sQAB>+t*j4u8(^^rSqQ7Yynn7!m^>(l3qxsMm)pIcNbq z=}*4K;;1)5gW^wtlwT=FB3=~&X%r*J#6wYW^KdkrY6I%==YdHw^7)op$WFAgV=vxm6s~ znk<^};mp(ez?jFqg;k}q5E||pvf)b%K0>{q><)D3!xyk5PJ=vIDX;r4!;=v0STxD1`vsizi0m1C0PUe6m55(U&J<@s zvKO1@FPcFXuLYc;h2HfGg6%lbYJ#NaH(ruDisw<(k(44po;^pTg9oROg){-of|;e{ zaRy@osiVwDQI*uOFpEK#3?xO7NC~F8Luyfit5`}!80hZieRw>L{Q^%U;3V@fFBAcd zB7qud1@4iKkPp#*>Rtw|BJRDF+(0a-BQVI@aTSkJo{TG_m%f*Rd3A;T8EkzYEujfku zNPA<%J%12z4z~{>l0VGONnlkGO{veZNqTcJB>U{`o*<5}jF46;1j1$zM3h6slM`xi zbRKvONbnpD$;V4k8qlEG$Pu>i3*0gQHK?$czZ+x`k3C%|Ba8SLBIEr}crdVx@<59Q zl!VC|LC+%12=5IfMO_#Gnw+Uu~NDI+yeuUTz01aIi z0qjX%2uhwj16O|%BBOkfNi>gz@Ff`FR@LImK~j{NSUd_;!gz^DQLxy97Z1Yk{Kat2 z)tLJ}kNNwkM1V=4n^iZ->YE8*T_#0&^M23Ifpp_Z?}A2pML3BbR$~FmLfEh*{5=mx zUrIg`jb>Z2g`1U2gDk*Ela9qG+DLjWzbGKY1rbAa0Zm@aftd;n`S>m3tD13>SP ztZdhh5RqzPhLWNq_$2Q>u`q1z`UN1)1ayOp4AtS#BB~;IumK1HzycpFp|J%Xx9K*d zMgmd62}BBf8Cx2$ zStOIW;QoB^DLirw_h#JySqP1yd*^$BU?gl{CDJt}37lj|u24a!XcAI0I;E&uAYsEx z;3L3I_iCV>mO+yj%Er)f+pHoQUjPAF`7E*;qaDW>@Z!;b0Utf^dmayTv-(?*xV!br^J&y+=XzuQw^^OC}NUE zzjuj$kAKn9EC#(Oi$X@QbD@wsE?$C*z)De87}0(1L$g| zj?fp2NmNot3_ma?*$03fXD_^4rtzlidBGn+3kTn;Q35OurY};I8z)LUvq$2?`i1TB z=X-kmT?^i=k@WBwdb7r!B49qrav@AEm?TgZABX2dAeu=nFMvN405n3J?Qeent!jIo z*{)9eqjnq|rv)H6iw~FbATEM@ehF>hjt>4CetEAN0CEr!K@cOkPk(l0x?BRh00+ns z1l+maQPEN5OYK%67Zoq7`qfQ{xtf>g(@(BT4euzB{gOU2>@WyVfhL-EY ztVu9Fn1x_r1B4~~Wh(MEu$@d_J=C{(EdkbZPnPtP%Kn`O09RZ2S4Bk0*R|pY-_Q-Y zv$|#8ZCOPP>QNiB3UcS419qEzFoQ*W^B$7HGs?t7nnbaXCxn61wZeD(XEeIVw8N!UCG{YjVR$9b zU#SfhSyZ+sg|iK=TF{s_7ncle6N&?JC;2lB!6AR11U)9X8jXVmbSdg~HK)+v6?l0M zL4N>}p2DM2+?hlO4nc6 zdWH}Zh>F0~Q^1oD5F`L#2xaJQZ`+Bo4WlnUk9&_^Z2mGH?DsN8?fV^S_$F{qE~_w# zI_o%%*P(sU4h{m-tx`Ozk19}w=l>r@t-x$EX)W*LW+06+k_;s3ZX67(1 zHp~z7Gc1~+6_a76DR^Y@-w#d^po{F%&)%w{hk_1C-jf*+V}N9Ipcp=^)<1622O`@C z;6!3E2H^k6CfvzquSD}1*IWa7Kbs{^o{M-1qY5N04^a7hD#SiQqjyG$vp{+gLzcIy(%;OS!~oX|93 z(C`Kj$|x4k2dDd)CP5<1^wlr?F0|*I6KEJq7DI#&jqoB#J+{wm13~L zV-aOczDZxpA8bL+?e?eNX6bsXPfxn`0-D8IaCjbQU-gmz* zaD4I%)#+&L?69QxPK*AJ)A>(w{*-UqZ+9Ur+=r|;btn(nl6pdB%_Zjs4ZR)J)yH2& zoVZKUm=rF3O9#)b4e3eq{Hu zck;O|73y^BT{f^=Y7S)W<#F)}{^e?l0Uc&dNgx0mxCS{HWk9rB6_dM4`M&D*Wf6Uk zoO70JcTzh{Zu>`gR%`jV?*Nm$3}h z@=ibb=WE{TDOv9g3whGID}e4Nzs$UCX>9h*61$@yyJf5nYM%K;|Ceq z-|}C6IKH|6Pg2yu9qXUV-!fVAbd`gQBl20MF*a>}aR}1e{$vKyy%24-X-EctxVZj? zwamKPsy3<*v$a#~tcM=>JwkHt9_{yQ(y04sR@$~j(P@LR!FaF>uDAYF#>+h0OzUOawfD4rEy!H=0F$=fEVJ`;&!>0Oiye-x z_3Z4pqawew9C0((wHvUThhFEtcfuaBJrb*IwEb|O;U#7{^9>fnCeKa!zAontu7BCS z+fO-XeNcD)l9^L<7Q1d{@#%8fk~X?#lkO6Y0`Sk-}Xso79%mleoh>TfU# ze3X`Ja7NAWc(uz41|^o@R`k*$=Y`)Y`JHWnhq>O4>+Br7;+GuRYHtgY7l?zS11aQ$ z8NK6fIq;hzxU2Ztd1l^`OM-KZr_V_@K2@yp=j*KVZvU(~v-eWr)JjSsx@BHXfpbrH zPmSvJ!p(gF$q(OUowRBEJ;k*)F#7ql!Ffa{+3lA8zNC+ivsWLhtAD(9S4Z}#<@m?5 zmzUJPto3}Wux(eZ!mQKulK4m9NYzbY=h_}BmE&Df_D%a)-6TVwUP~ebUq9Z{KjU9E zx9Zc2waH%T4tla@?&dpfeS7xwJ+RmLi82!M&#(hU666`1IFh>I{=Eq1`t&q)S0&p! zsCuU(H?&Pu>}oo{#~!rKoG}M#-?(Dn*TzD2dXM$5{C3B!TOK}L6lQa3HApzY2jw@0 zr(w1j`RHaY<@GY-SECPD#iVnNMc>cDyw8j}9BCmqt$k%L$K^17P@u$=OJ1aBQ(lg` zduX*=PVkb0aVBy<6~Z<+oO>z!b#RZdg6GS3@jfZVmTF+eDMcxEiG`_aU*XIAIX-mz z%~3zDgchWPloYXtD?)I~$fac`8c0#=iTa?geRD_+C-_m5w56T5mR*&rPb>CSS zsIBJ^k}vw<8k=^vBIm0=#m|Lap6{C$>LM4a#)Fu}b+%AQkBG&2dRwicNXghIQpf4y z?)sIt8Z&h46UTQ9;Z2?k(+TgL4HLs0tO22gR$`2G*XjO&NoDBz21ES1C9$pcy5tFZ z_J-txS9C~ivQWwh=Ekz!s*Uz?Po7mSeX?|q+oJv?)d~4w{Dggvt@9nTTg2KW`U;-f z4Gs5X+va!hm?haucin>>#J#Vxo0#WST0BiV$x6J&a^vTPgs@1_RZ8gNCtB0L7XE;?(XmS)v&81Cp^?5bM5jBrT$w_<9t@_ z-f%F$`_kzw@IqZ1<*S0i_&v&duyf_pJHSD=MX>*I(OSO8qTEA!EIm%P+hP6T)&0@K zac6C9r@B>?-?^O z)U{f&AC0>fIcR=;v5E&fGmjrVyU}Gc=9}g{`Kck6a`+j13|$^1UIt=m%7)t27Vb`0!p(TP2gB8jq2d%L3O(%Jlv6$yt=>gp$( z$QC-(YHB8zUd*t1{lVs7j#8cTMGH1cPL{wy5PVJ!3Iy4-j8VpsY2 zz`B^5yrKnpUsIaPi+1@bpNPIqmHx5HBZ|XMcl9Ox<|(AIlC6WVtHy7Mjhwdbc#DdS zUYJM@AQ%;|Xj{RMwQ@(*Rvvy7{k|!6@$fZDEkuL_umL!*dpVnEFLITbi1&P*s*YA1 zPD^vBeeg52eSee7?zr>5Uabn}LJmx9j?FY|Rzoc|jI!#YKD~MLMs{f8qOUvfCp05AW}L|=!B zgTgvgftA9w$hz~s%_l#4Zt?T{@W4rSdF%(RWKCB`xvk1tcdhZSgW9ylpOfFbQ}cb3 zXyv^1Grm48DeqydwUu((^N-4lhgkAFJC%{M^Ia#_Df=yz-Hn=Zg@ZF5$mz!IU6iD| z8yw=sZ@2GYtS^d%=erSv#-fK8J79xC{Lh6DBp-L~N1wXF?Zu*S{JN=VPI@sX6 zk4}L9ZYaVmakmJurDlUA$pAMr9xsMOh~mCgmNj`L?bJeCQft)O_O8veumPiGS}e6} zqbb=3Emd1XzME>$8^V5N%WYeZLRK_BlyNhnoWVR?YjPvpp`+~W)`(+c)*r|61^u^| zY%Zp-uPg05GFf>-J%z%G2=@bvkZA*h|^jkA0x zVsjz-0$AFF32TX9O?nwEhMO&Sd+dm~l8<{7vpCm$5;xn~$}DDmA#e&K{gD_^$YXQz L>xpm%L)!m8tLT(m literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/meme_right.jpg b/notes/03_kernel-pca/img/meme_right.jpg new file mode 100644 index 0000000000000000000000000000000000000000..ef40d5da84c0780ef169dd5a927107441c67e4f6 GIT binary patch literal 51331 zcmb5Vbx@m4)HY5XDDF-P2`+^~aCiy?2?R)RZ%J^MQnY^oQwzQ2FFGxy&2eP(vg%sFT0+UxB3JNI{)ga)ditwD0<&K(l1+fMR# zfkcgj^x?xt4|di02ljFg;$fs*3!V+vL}dTItvHf}CXHV%#_Kr#L&01;je4gncK zk*5+;Qc~Rfa!Rt2iek^CB>!iUJ7i>J6ptxbC@EPac{q3^|9`i?og}oRcP;Lk-Ma%I zxl4QJ9_^jK-6ZTJBzN!qkGB7}-G1JGK=Sa>t&rso$*t`FO8)2N&fR7f4jiAW4z3Qq$;2he3ObzwU-GTcxZwYSn zVI%o_H@Icq_)HAB2We{7m#Ltbp1j@$@{IBAeWcTrStvguqPRy0rEBH7ZLL$nlc}%7KaZGs4|!HRvnpP0%FUd=x_bPF^cud zTO(otLeKAauT#Pesb7J7zYk8IYNUnYyJaXx?ZH_jFJmA0<#~Lxh%}5*Wz2Lct@#i> zVx^U8;TPGW9TXNq`ZQsT>^2_2jM0q1#hq7r{bBZm9`t+WhZLr!5701?k&G#fxvyhu6Ug7{1jwY41!v%D znA(N1TG%|bH~uLO!z=kj9uvPGN(@spQt=59mxd@G6YrXrTLM;{gqDn^y3#-$-3^al zlDT<7zh4O&&!pA*O$XuMQ#-qcS}+fPqjMO#$9FBuX&ysCJU{BwRIq!mQ>!(PYY~D* zzNZrj7ms;AqU*(aj|K7wN=1IBvU|j8VsO6mKSo#9Z@Sf)rxKhLmbyNb+B0(4vNyP($U!MH_hBKMFSD!>^=(X4XkRpzCR^Hf zKDbO(RDu4VS08^#jwj^SZo1V???>Wu+@k=LY_t>%w<-+jc7cXo#Fg9A%*hEoNs#w% z(7D`RgH>j+j24Tg1C`v?A@A$7MO~du`Dc*Oa#YI{OYY~&8EFH*wBq|MFB>qCr94Pd zsb)hXXyQ)wAm5qB_iY*ZX&7290+m8BQ1)6dUG)P$_yod4m`lz?mq1Hc2Hv?^4tvN= zKBRn1Ph+e9C^b*m>P(KVr#80AA*VsPI?`jKBL|$#>nsacXQ!KG$}~{@=`-o-^7#q> zry3=Orb7PODieER)`Z8)_#60&wFO`5+9-^fUpA#d8l)gSli~lc2y+SdH4$-0i_x2r zj^hm>RJAl~g$iA8MgDsT?R7!LkR?t;yGx6S;Tl{S@BEUelHP?eIceocgns8TjHqw< z_sR#M&Gl;6hgVa@kyDD?QHj-AWVE%YY6$b;JCV&0IwB>&^6&acxunSVDkNpD@ZP~% zxn;Tp$>eIwH{yCU${0GGX|Xbh7tP_3hwKc+jM;dPL28kd=qq6s8Maf(?gqm;DUk-l zdy}XHeieR211;){#;=QsGU5)~Q_+c&T=CQ*|Cpd-Ru&?1innY=-?f=7 zw78-QS}d7f@nzs8@Df!}Ttg-CBho zl7O?N@w2pP)zS#kpJWe(o$fqsM(*Ct)nV0-szowP2MKcpb=iD;X7LTs^U8ecw2WGm z&G`F7W=yo*N?w%VV~>)5J2PH;1=>;3+lv%bo8H-4!c#5%0WYz$mU|I&UV>mL#-lV* zFPnFKTb2DsD~z?l;qWw*9D}Bm)LOV(#tV9fP92-t9j;egDd0T2N&_Lemww~bMrO2f z$v>G;Bcf`&WXg#gmp(tL9AGI`&heVOE}QhUJDSReDTW#!Ph6bgOfQHUnGN<#^)lZ6 zW~yrcoO%UH=HdB@wLwpJ;XT<4pVMC!_}=4u@}Vd*tE^6pU(?X~oWrVat5!^@(KFU2 zY4_*aRCLJM<7b(LMYmdZmFk*=epQj#1LYBzo3%fVPvF*G zVmdV7S-*%Uo$uZUan+tke0x#INv;9vF#(l6craQFg2majCm7qZUGCYK+Gsx%$Yp6N zOZ(&V$Ex`}J{@T=&Czz32L;U(OUODkqbQ-MsXUTzAKePP{(36II@;xhA1nNJR#G&blglv-^QZ-%q;4EXXRXki67VXjUBdqKIlK z3%XW_8xGy6pt#pLj6O1U-R>sQA4<{e0sxY823R=9j>;R8v{(VBWA} zCC|($*DPQcBA#ZF{n9rnrAlAES9lknWIN-u&!x6xSS!xo8~Uj8J3vhBl}A)T)YkO& z&74JfOM^@At54_c(+f#JI)!_qTKP7;b!dGx6*t!*%Jin2*`l&LPu*|h&5A-(NfE%3 zS)mXpKW^$a>A_s!sXVDV)g>Zg79B=XS@Dx%q7hw=u9rMn^VHEEBs$SgX9(7y&8O-) zo}pgx%^992D5$xTv+Byon3^=W!x*LQU>>8o&fj-s@lOp)N^H&X;LX)K9$yoT+t!Er zh3rUXtLhQ|nA#>E|1o8`%7&Jx7Q=z39|A+Td?V=rOizQ0Ie+V3&sm>q7ouA!~PFSF}AX52nZW7B{9h+>6WW z&pj^neu#T2KX%lbFY)Nzry6#tm2+FFJUQaHg(W>&hb>mDkrF3@MQ%XW~qAV*J z4_G()eZ&)nkjAY93}UPGDBD=xBqBC1X4VA73t?=X4^LH%PD@?*e$uj*E2F#}Z_umbNaT+b35wb8`vP(tAdP?fg19vXK z*eClMPUSBAMfddpb$;6t-ZZ_X8PH$0JtZ!d|H3`sFNwCNRFHdLi|87!2r|<0hjzU) zRP?(sEUUwu*|k=vo=2mKI8fzi}SxjYxnV<4QKU- z9@7d+4cX%nHhi*F<3jede9AvvYUC>tCSLoI1ZH|oSIOaa9l3<&CM&tH7}5tF9~kvE zfZ!^OuU0K|MBMasZ$k~taBR@CBq;4;o)~_!Sl+U+EJ(NhILoh!-YIRTG$@nNWhpe; zA4D}_PNF@Rs>A;EE=DQI8KN^T>rfu#(m5lF2OGWH0Nu~nM(ypGR@nkYcVIf-GD5Oq z>P@mV2g3I$0hEdhtZD7+5>g%((|JM4#^$g#Rxyp-*tBsMnk|9hZ(}ctC-}HOAU!NW!-r;;i^J2sE<#a6)vmAy<^3^W??pjw9lf zY3gFo<}XPP_-d5nC$nBTcyNLDPD!G-fly+PY4)p z-Hr-ynfaKGdgGe6V6q!=q}KKMG#`HId#kCdgb|`C+r@F*J{P36`P(zU#8SWo*h(&y*5W^O{TfHY_ops(*+mRa%Gm5m9NB9ERk=JV)wq_Z{dT5rt?>BMAg>o#+0ait`~45mj(CMEcG zt-kl4OBH`gz<=ymci36~ZoF|`oAf3kr~d4z(pWLqn>fzZjjOanPYIV6A1w`lkGD31 z6<~Dq3$#!sj;VTk{pU)N=(p$z<6OI*awtqFc*C3_ zG|X-~eG;JaQ@KUh1+%5M@5-`c84Xww+obr#TLg)8afLNyu{k=9U$!gcTVVc6&&+i% z`;~WUgVc_KH;6j48)n@|HJq!p+rkG^?-eCj*n zF+DOB$L{Uv{XK%(u++S4y&Xm|YtjDHQq1n-pdFH7C~ZJzV6q=axGr7^WoW(2p)>g+ zS3u~}DvPBoEEARp%-1);Q9!5U9t2ufc0)XzUzkPhI0`ik9%Y)k&G+xq$=XUwN{+t^ zH$I>IwlVV@^C+6nc-9EXmUXyDL?pfh2mvZfoF--m=DS>hGdh;!Kml8Tn$48k?soDz+Whh$$xHMX|!)Y;WqQRpdsARRN`)wh{<%?L{iT4c&Mzm zpr{Waj*O%MJN%z5xYbjcgcBz(>w}d1@wA&!ha-nr;3?lSe{Pq9)3UB~)|+P6_99ho zMCo9Qq@*m;ruxO=L#-<8S|>kT9ky}}yGmN-oRd$yK*<=HMC^tM<{LT?`pY|C9iYC) z0ASvHt++|EFheTCRBA|B`G=J|n_u^ai#a~sNp~6e&P?jgQ3eq-H+?A{$#Lo>8@>RZ zsm)5mH>mmNy4g$zq^j90g(^YbA6tKStI~LkifEq^j@k0iK%PnsZI|)kHCvvI{;ZEg=CE}+cu4w; zE?1iKvy!BpsTD*+{`mbTl3v}9{Cs@JI~+8#QDhcK#DItpm22~SDv$gFv8vB@Mn>zq z5iuFMMLmu3Ml7?c*~Xs9!-MGzBpsE@p)y7V$4vlYMB+k@8uYyY&0Rr?|c2Dl3YA)%vATC?6k7yQLlC2$0Ml6 zs7H$K{69}}1TJ425SX93t&g_lFrfQU-5-rFzY2hl`8xMxOs1sXk!qv8I*(0$sTLiMC4=A9cM zOlYHIjfMuv3h34McY;yhk;12bz9LdwyzS8a;=mu8TV10a5ZcAg|5f3Za}=Z@xqJ8S zoqPBHA1!(3F6})!p8GTs^Z?1{PgEZ;JbTK^cuPW(-g1+79^Abd-w2Q;nk?AN4sNh4 zV|b%y5l_{u_48QN7%OM&^tY=b&4d|O{7M44BZS6D1=z-O<&Oifg- zV@yo<^`m$6IGDiC&{BJUdq&L#&1ut{H+!2gyhq`1Qa=8IhNKo1Kih@lPYGk`c-fAu z#@~{*KymK^{CSb|Sh0(fEE`*#FFQgzv42%f6ywyF2G2W4PfK>E($imvcdmiU>Gl`l z4xfRQpOlLNnsIG#6NA|x?k(#}Vz{al!fEOlq}>KuTLNU8vaq;rW{?t1Qt!Q8{brG(! zO=hPTC~?_0=dveF!r1__1rGCprs9KEzsFTWs`ZPZ=;_`Hl$Y#$h1PNi^N+lKlrARP z{^?8`wXhs2$I#axyT6>?57+I^x^_x$t*KMs(})qM>BR^i)^wKE8Frim)b5>48MUeB z>{l!JNC`w2L$%IWe}^aR%LiH-bgnDHYjnMMQ=UTusl5s8CY$cglP(Euc1ca57udG5eNf}c;miECQu}F@mJBPyDkFEBrlYumY0Ip3Z>Ch6Cf@IiPMdDo00!b|* z+`yzA50#t3>mIi(wRFqSWR2AwW zv#UL-yv0RDF~R;SBTWNR75JqG*CyT0V2e(+3N3D36@CifFweO3+Ei z2?;Xw|8S`4EcI618`o7&f|$#?)PexCQwc4`WSz}YvC+sW#GF^$#{1^!z!-i}OMk-Q z7NCFVkMI{_NPNb(g=PfYq_(4IVXxbe`9b=C6@;xeDFOpXpeT-U`^8Q+zcQ}t+IA2g z-u@p`XHO-b+-O`EYs8QmLrdX^cf`Zt5X142UWzd~X5W+YBo(*SOZ~Q+N#=)*Z_uKk zqu;dX=4RaU6`is$CA%V_&ad!$AmD+vY-^$#)!Y9G^X5#$Ubt}!M zH_etDaJey9S3HQD>^mF!+#g__Zn%y0aefdEUC6^pIYU2_oVKkg)ShsXeX9EL!U-@({VAp#69&#T`)kOTC3- z^|?iIr`pfRWHf4S^Lu8?$4xo*?Cdl*5p1CXub3gib0kl@$HXIV!-H=ZPiNL$F5@X> zP9~LAtCOpg!A*N~QLIcZgrQ9zODQn{X-fcTH?DOU8}o{{N`t})<094C>qWn;Nv0w~8%T_lGEev9M#ZplmThJ zY5!P+e9-LiwSGj`{<8xzgh^-(utyDs9ngVm%@ZtVyG;d#7#c8cvxb9*e2{$W^avq6 zbS+}3xBqnNY{841fzqIuR&~H7r%|k(Se|@H$BvJ?{=(Sh6x6V+y0E9q@pl@Si}ZH z_<%91+dihD8SDG4JVxta$?*mz6*0)S$` zLlEo&gvJI+1^n(jy#AeM6hQBPGjMG?#76X9S5=fdzWma}t|WovMe|OoVL0SYw{u|B z=;d^Kt$E7gi+yC_OR+%o?lZeSi%XG4m%jOPU41y}ybqK;*_XbUAc+huR@P`qJV2#Y z1xK+lxb0Yj);__{i+tTroHE6gloXSeb=z2Bd6eu}Q`C@*jAnUM7H@xCWkD-@Nv$J* z5C=^o#5fj@G=S13{oH~g()*?YE%GvIvx4&^v*hS;Vj{2>YgxVM4T9JJH7iIDI*7up zep@qGScnKl9vu`e>SQ;%?>p*HAvbCR-tfL6Mgh#FRR}>X4x0E~KJm46m9;g*_O`2( z{cj8pNZMx0&LeLJ$9v(`g{QY@3pseQJ``h+pzP;cLuX_V0ea^VbVv4Y_ z7c(N(O=-mxo;>?V0-bqu*D|!j=#O`B7S1!__Ds7c@N$wvb zZ+~-?{3U_f{dvxE6^)X7*_SLQAq$msiqxUs8=|Mb-R{OlWsd|EQ0^JB%n7|cfM)0q z(wzd;6>cQbKNNKlqz5&OmzHb!oKm78%W13snbq$&<`gyXyst^~ahh2PS+)1#Y0gTu zYkL}>!}?&t-S~OQpRs3IdWg)JV&70r{hhTNUVeIJlU?H^sC+|50>4a?%fA1(eF`Rr z!7d&r$iS~d_bb5q$AdhDo;=Xx#o_b3;HHCA;xabp2W~wG;j>dB;?t8QD(6<`w>>bW z@lacCkR~O-ZjG5t%NnR_%>}e6ne{B-spfYutJCw=$TNc)PH4g?OWso;sW+Ja*uU*;6EpNDjm46NX(&y|6e3Hqqa60lR zj;@C9V7Ka#bPf~}&UMREmSl9u`KeE7 z+4C@s!m;(C%MeB4M8Gl7e*BYJyJiAa48T|#K?vX0>*=t^JzC_h40$Dc=1DAI7mm-I zf%NxEoLheqmazGDK~oqB>6Iu9yEf=!P$oCsuPXH^k<*Hl)9RWyVbQoJ+;DE44mjCx zjFa&BE>c3zaUiLCW`AcB_9>uPACLa+Z&#^)g$vvQUYoBY3bafHaexH2iS-2FTCJ>4 zvs@DC_FCtczP?ujXn?Y9#8LM=mwm{dSn%%oWE?;d*%=ga1y;lJgh?pJa69n$*9Khe z3g$gn<+XzBLWs$dtE+}s&9sS?KO=lj4PJ8rz_*q>MTJCK1iZHgjgf+vb+FY`*5hRk zVzEqeo+)+vD|xmKrJZ7=n0%*^g0{Wz?(SGr81p)`PUb|EhQJ{Or*p zoVh0%&8$0>V`#YJ<~?w4%KunGD{hLkUgtg#Kd$*|d@_>9PI9$i9H|Z$XFIUJ9DnEY zNo4@sCXB7^g9mhuv$TwfaH;f&or_HquRl+SeD1%+D=2HJ^8`d}ku^J$anqduwSsPM zE|$8hkB+BnZ)d%g zgu3D>iACGS(Ap(!9fnXQBa@Ut3;!KheTuae%i_JA?!LumU2mdz1weu~hz{R6fuO zZr%+YduJJ{_G|TB!t%A&+i>06j8h@PMg)yA_Sa1QvVkJHO0~Bb{y03j2-rVkM15Ez z=Du9;i1$Dof=wM4AJ;`MYi%J1{Ose<$|qoL`%P<=mcDR_KcqWH<_(Z`{2GDo3C|nT zi$*th)V#=Jo|FP_5K~0FADm>$vG=l{tynG42n|xCSVDl}GB+ z+6BLE)C{{Wwp|I`=NXZx<1>yOnbvVL_eJTH3`tYP&@u4Pn!0E{qG-+rdblrL%c`nh zJ-;Q4S&0y8!ai%=V7ha_=BGGsAvUdQASzCTwkiAKVlz^FEmY#vgJ6f%_LBG&H7M$w zIi7$`Oqk~Jzxv$&r5C|Y*dED8j{$$^f0L7aX~3Ow5GAjql}(OhS5lkWK-KEb>DIZh z#cOT#DN06$t`=EvJ0;m6_x<$2dnmNYDU3RWz6?1WG?;II9+ji`I9+?WpRl=KB^hH;z@A%tI#q{^RHPF@HR~N98hCS~*Qfq;ahU|gfq&VC z9^D*wuHyfTdM75^x+aYddxM@$=ja==^XYSPRj4~; zFXf+$DlT9nV$C8R_`sns_U!tgyt&~4a~_PvdZTs1AQ+^CNGy)w$=7slQg1=DT_uI| zg@tfcdd{c@)1=ZXxA`6Z8sxrgY*+95itn^fT3?9SKcgKWi*1!$*RV>b5O%ifQN=F| z95g9uCQ0lLifQ>Y>=d7R`}oQvF$*TfhGRAc)!dGVmgMU88qOwKXWD995D7+&?oV^K zr*Q&Gzl;y9j97I^pj430EEkE?P*poRTPTPal3`gn(F!3&uUpX`mR{E?&k_;%ET=%X z9f^sH88s{|M{QFcEw8jJQ4M=PXTYz8 z%r3{qb&{g}=vnogkCM0jRxp^o&clB%LW}`@td|m%lf#8d6=`0pK_MGKd)2@1OsSxh zz0=7vm!o*;X<`&(#zJyb;Sw)3xKDE8CU^!oYzjD7mV=T&g0!(21!^%M+O@Uux^K}} zTF?HHWP8~5K_26s-y%%DBw)NTVe>Sn>nEpX#dW8XJA}2|l=U2HDp8zBUH=75CKEp- zJ}5b4?P6G!Tfg3Z@}T6=!Opjt_;8whg^UP4dNoWiGe@V&lHQyuB3Kh%s z9#7}VYS5msOY^RHxmjoDNL-BX7K}!F7r1J>Y_RmJVTy53+SysGjUxg3TO_YQ+%JT= z+m>l}$bF9wa%6{UQ9fdgzK)hup{(FHjL>65^gOnhvbEpBnI=?hATjekV%zGr!d=S$ z5%yK`TzReO_xX|H*u3lbnsL>XnwjbIrNuA3%WMdOE}Hx)s}tJ9dcS;d&ZGk zXyqT`Ul$p$e=g3YAZaC6uL{;AVu$F#;5A>Qe^6AJ!;FWAM-Wz|q*Sq9vFLcd$wRA< z`Jo%SOR_R-rPAMq5J&Nb6kYJT?FkB%0`|pP3qm*ICU<8!#V?z>DtJ!1cUkF9f5<)A z5mPXW0J%2gska5X4SMxMjCsFafI-jRx(+cYmY%It4B`~G|4eY39{eFTO!fZOVW=YF z#_GnLTEWQmU1d}N&jE*XG5^B8W`2F>#r|D;+7o^Qy&T;nB1<|wH$?|~7QfpN+W^|l z{1*eC7tibCZmr>qye8)I-ky6FKr}m*$@fi{`M1d_>dyuNy9RYVNmxDB4=WILA521- z!+xf*Bn?9THD_!1RH5@+---`!SB!|;I~o085BZ@IZ`&Z8IeLko$Q>1gBT;3Hp_Qhfh@QwPtbc*Em_i?aHl3AF&B{w#bZ+q(XaYJ{_ zN*-KZh$jW0g;8x{y2@SRPaPTUgFg`zN!^as1NM8xr}`f4uI=O$%-DH7U6AOS=RVzi zW2>n>f3aKPG#*#WrO*3%(cd~rMb3L)aP1t#(o2PZEvT$*=@t1Omo#G>P-Z^4pgT{t zAsru%KCSdhzA3$i6Qa0ZJ58hs0ykFjRoAOs^V`@}Yvs*>{k(WgHfG$uw@yTf!Op?E zkHTt5;n(>N$o!$B)vRp1c+3i!dD&VkO4lfLSV3#_3c;i(Unw=`OETd()O zI*?;hC-%rZ{Q)Hd&}Ae5I`$yWd#%A6?WRyYVO62Xth!&7$AH&i08Ct-8bz&M3{1;% zRrIfxvvPlF6yxCR$<++6Ot`N#&8*D?x^PF~^w>d<^&=vC_yu}-t@_^i-{RYNBXC>{ z(w;hL5_DguxbBM3vO4V>l2hO#H942^dBFTVQGq+$u+_D}cX^8tq7_~=?2nInT*iw2A%M9 zXYFpxiqznSP@1_jhe!WKY-S8U{eXkHTVIE}Kdw<472qX0ziZTFT6;?m5jTlG=YK}M z5gr105RgL5&Q9X7`~Jzi1oL1zU1V>y5FO6fzbN#%e2yEeM35CYCj3)Jzr-!sSwkd= zR4CRHShTxuQ{0~~B&k{EVI>G1`)p)a&2ZN1Eq#PFi#s)!G+Qc5A7DVh`gQAvb<6c4 z;Vya&u({2%*mjKeKm$Xv9VUYqlOWms`)JvUole$UFMI$R-3F3MK#2H2C4VJ4)51Zb z_N^r{?eocx_E{7ruz2m>0q;k{FOMUQ;;N3Lcp6Lz2~_+04xcpU9Vd_TihxB~y04iz zs;J!2$8$fL!ZO)g8_G)$r7IHJ1nzeUChTIZ>^qx_QgU(_Ec*2x2MFcx=%-mz zczj<}YTydyJwOEY1w)P69R=MonLCG*eGwkc`k^I^b;oMf-daBO#Nq?`B#?$m&JHXl z=_Z|b#eAi>TG^^a0=O~V#Riq(^wWQLfkcLA|9C4{g+N#3bRWA4Z`63RgM-1pwfZuV zzY0Z6;+YdxM4f*9lSPD|>u?LZ#8w8Hb9|nCX7asoCtIl`lVx3wmr-tzQYTouq6yIW z9=eudvNS4)(H31DSF94=xU|ZS2Oj5{y z`7u_}D3r8MeAzlW1gwe^1i;w8E2+4xFZ((-@}t(gV?j)LCH*;NkLRH7Ot5)@D$eJS z-3w1nkM)>MOP=A+qNd-9eI?mutOt|Rw7RE_99haBlHJ?CUkr@pShXULtn~YS;xLh5=P_<@*9I2fdZA zNI$>4A0bUT8a&8l)bfg_Kddw``?bt4uM5Hj_2%(vcj;@wo2jS^Q_`T>Fm92!Ci`?E z)8w(Bu%TPRv*gX}CultHLuxfa{TpVFwj zGj0Nn3xughB>e)X5$xVg@(Md5a$Y#wp zWX3*o-PcmR(J~v>z?*62k;!XY?uGyQQ=hB&zI!y1&;hH!LZW$mFg4#TE3RqLs#94oq)~n@ z;tg|Tn?PFmEpQ60$xbZlQ%A%chkD8H*EsYT-GEo!4h$O(9D5ZgC)>PDj&4s0?R~T6 zf4*eN3R*B@v+3+$9OL~h7IWo%#L^+83qxh&xIORJF*j|9))5GKX<5PTf^^KVNS?=C z*1a5!+bgiyx~KQ&+H0&y2vgLkn+9drbB(fF*X{B4N^qKAdG%%I5vwxua}_=8rDcy$ArG~5`EpxP_iE}d_XHW> zujZ@Sov>KUExs|bauLsM6tO|XB3Z8y^-*h8Czro(%tQW^k2N0xG~Wd{g)rNvkA+Dh zRm+pt`e&PL0#Q*|3FWxwjKo-~?<6wiWh=0m2FxLBZg!&?e<8IPL}_10q;14EQHPX6=AWhx=C`tOm6YMNe)de!N;8^4XuP!Q_ogK zEM~>)&1tfm4`5&0yg{d~dQd61)@;%NFI2Rsl(e3*(GI&@X!zA0tvdB0spBs1`cG5p z6V=Nv?Rl*{`4&^ zXWWKCI!k!`@oOn5ID`Ria9I2)g^sB-#L7gNn!$wS#-J9WTDV-pBxPh}!gi#ZD(0qZ zpODz%ek7kN#C}u&(P4FT(rw1Y^Ex7HzweoQPvLN%=prKDYQW+4TeV(8V$7n7WpMj6 zAG=79FtV8w7BL9*Uatp_Q`;^yQqr)a}A;=Jk>A7gG^yVf&bk6J< zrMsFTD~`H3h3y`KFhw8Q%x-)SD;+Q zun;05C78g963!TrAP8xx&&T5ppNI&VlSshF9&xun(JmYk0=AI!7{}8+8*#ANk|n(e zlD_cc60M!RDtqThnt+GZTofZkFk))SNEV_NvHlAYMa= zxO;mwf&GI zC9RFz`#1SK-RYSp+pT%7feKysRbB~Arl&x76W8U~oHFvKswl>j*^2mHW(3Ib)Moi~ zW%f@x^Qf;`@K0Op^+HuyOLz)dPG5^W)jId4qhoZ4^M{eAt4k!au}LIoH41xw8V_;g zpnJNer@J|}-E&-+{Hh7tdcY<}hswm!{Uvey1CWr-AMW&is+t4>N|NP8 zOJJ`|h8e}8-H`YNEr_0t?%2J^gjLOB)v#xR-D(Ysh|02|``XLbt$%zLRg?NBVRo+? zcV4SXo8*`D15n}DSB=iaIpIHDDXv1;q6d?nkx`x3$Fd(Qa<+3N$u+v zIO2YGX&&Ws*G`^0-7L^cC8Wu%4vv$tNH532y29S*J-Qc_RQN3u?9L~wn$)WKXZA|s zig#;KoX<#GlK(w~H|h2=^|_M`8FA-MVq$yDv}e+l)EjrSGrf?OW)h!l{|fIQ^T3}` zr*(HBq^cTy5#*)RKRW%HLT@TginJ(WQCg=R9nUTbBU$0a5|jv(i@HHL^vff?dQ}xl zX)-dCoCvW>qu*J)x-_xPldRkV>8%}w!uO%Vr?zZ#%%7u=`M~ZFL$(q#UJvjJ&a7G_ zjl!5VNlJ~OCRkz6C`kfZXhW?AqUFH}cprPy;66Ha-PcC5sfsvnkH0rUvzmDq@$_jP zB}J_8uj0+bk#CQm{#FsCJ%{o+z9-#o3Q3p;zDVkw%U9>2T*|C;!fK1(H+_GeIKK73 z3>2&Dk=Q0Y*d-WL5+r`_SW0W1ho@)z6U*E%xNzMg`3k|BOaBuasjH?+v}1`aQ<|IF{S*ep2kijX_uh?TO_}hwOKov zOV_)dED7qx0`%!y#O>roj+#Fq;&)k={ND6U9_kk|zr77>Q5upv_wU}he;d}f5_+p2H=*@2T3=8oc98D)|5IT|HE}yPD~&pp^{Oh~;})5*7nGoeCBg zh*e6Dh}qjSu6GfsJUiU4sz^TiWM{hsK8cV{dgSel`gGG`f+IfeT&m4^f;*YCe14xs z8z_i6#XNU{+xxgiu$lwM^*`ZF#RG;+Ins3I?Mf@A220&+Qke{}7ud;MM^ABmvO^K9 zvtZ?Wbz0!ScXc-YqA%#}g&?O+x)cSIA{^$)=fZ^!t=ZJ|WJ5Tc0={Y)$M%ME8J&)6 zh>TmYqS60a*lgZwyaEf+4(yu5@fqo8_EeU^w8BcDd64!H%W(@=HOSsOwm()plpw4+ zjZS@0BbvdJU<=HEVrqx=dazl90WEy@f4u_cA7ruT1zRE@c0e^P6{9w$Cm zXK<_QeqV3wx`H5*J_$!G$(ClWRDu^S5ZOGoo}3Hcy8&v{fL zLO5kUP>=T9oGe^>4?$m=S5r7H7~wUmWLIT2X7KS>7kO&9{eJzgx^7GU?NkN5?3KzI zfzaH#Aw5EP)^e0)ihADRf}!PeZ6Hlm@r-G#my3RYdg3SPxCZP*j?t8cqzPxahS6C^ z-GW%qit6L#gwFINdGu;n02uz6P2l{{^lJ|CfhrLd&+e4LWD#&{Pp^A2&@YFEJ9Dij^uuOWSRt+(WFL8oQpNvRF#*yQSp zv*gJSMb&7R9@-B^Y6Ca^+KsknZ;2UDDX-Zb;RyOa1vgop1`)l@z;Kap=|U?Z0F6_n z=spx=A+OK#lDpCQLv)}Xw|X@*A=@4IW9C_I@}c_SaH9CmV#kBuie)rHLVcOZVTapXU#_Qa)AXr^JL~N+aW# zOu#1eJ=BUuYJ6ViM(S*$)LmENrTL9TirTws{ng}wPVX-joz3A8QEEC;`;Fv=f&F%d zE9Z6GfYG{1ad9#c>S@1UL%L?7u5=X4yJ8VyzQf~X(FG}%=};Bt{tQ#PVRT=ib_z(3 zjNxggpDf97eY}G0gpuajUc|A17_bPKil^&%;4B5rMEO)O|J!G8>0;bBi;`G7Pz0?n zRCSeQ4M#{pz=P$+@wXQO&Z^36H^LX!o_9_<%f_7%XGiho@47#y1ruz#Y}dCM5k7ewjq ze732=4krCS5NQyM9 z5x$K}x-I-A(F_A)#7RYdP$ZfPiwIJf9sm45ylTQQk zOTR6sj4{{)#zPRr308jpU@8iD%cH?Z6M-)Yv=!_c*mG=Z z(NkKOd`=Bh*HeiTX|9oe$+BeRs>BqDBU7`Y3zzJ>pBh^Mlu}buB^NV|@Gkp5O#OE> z+yDQ@k85khj!h7I)!w5$N-R$FS1suf$ch*hfl8LiM`pm^5``M}64pmM(zDhw zb@|&)a#a}K*t^5rf?j*1iZuOA9BhInqgRU>fmP()Tiw3DXzf{~&+_`1f`fmWfihi8sB4f%o>A}xTAOh%9C zh=(oRu6B}S-U@KlVgQ=&ALPspBqnz9onQdTd4+EMG4%0^dH3H;5t38a20eaKL(*O& z^QIj0sUb04lNRNjbU$(z6UN9btWF>c=KHG@O*oY8WWP+L2#|+FRAk3onuO=tWQERJ z?0WEIPTz+gC@!PB3e}fMB)=izvGyvx^$~di{I(I|dcd{=t|1D&>$NV|{ zqgnct0(w2f>NQP)Wt2Arm*jRy|DEQi{^~Uv zb}^Lv!1G2PB@6J0-?2#NESK)C@$NEIETOa7dD%`Fk5&FnFa)S8WdKNC4g;&7N)tZ%^3KQEKD^}4M z6~c6p);xm5OVK%NdfqO#_)q@icGIm-f=S044uzOIlar4fixnrF{XQ2qy&*C(A!#@A zG`g>Ql71Hy3GG?ge6eQm75qi}W3kRF?_b|f&wYGq$zCL_7Bkb{8@VCMr=i%Y#yrTv z#;x`y?|K+Q)kT)Y-n>l+FDaGOi(wP&@SWvrp-OFDB`=<5P)zC&aFwFerJ{>wI%U=o zFf#g^{uX3+dmh`0&WxNrs-nbq&s~8>9fqs$I)r73I3%3>2hOICWr6vzm|Gd+e_%fX z1+<8Qdq+mNjY|3racehbJW75W3JfO;Bl$i$jX$d%ZtXP=Vm}7Vz)eOMn6$v zja4328xTNUI;6F>+}62Wl0px~L?^#n4#h}o^B@$UFL`yT4T7)5#o@$9sD){n)LqjQ zA^P$EkCh>477c2S~N=Nb4GgB~q(uX2xaKx(U_mKk@~ z+|oP}9g7ym9U*dVZ-yMX?MHg%fs!j6+Ytt?DYIK! zUp#pr%G&U3%EKS6uw*2Qd>K?}tsRJ#AXNpgNCEnB%dggh%{4T4sI^YyT!H@PYAGqB zSyQD8l#`DWz4%$jU!`G`#@Q)2RLQF4Y~xtt9`!B=C&0Bz?5aVmU+-UX!?m2L9i&t_ zsT@^i=PJZ4yjj4scL*frcBb(;-%=%OLcS2w3hCCZZ9vYFbITs1LL2iyi;heNB}u+k z^7PoPA!wdAz;cu7iGDHJieh0EQCF6FsRoZIlrQ4 zeScEZ!|(m%=V6>_gEutojd)P?V2}X{9g@diwl-Gv6~VFEl+!B+un|>hBiB(@Ms@O4dyPd5h7D8R~4BeJOG3Gu~=P-Y1txorvp; zP-P(wrUd-hb*bdW)TquXZI$`3Y4XiovXI>YmsYom4qX7>DG1?%=EvqQY$m8RS<|O5 zjq{L8k$Yo786MzVuE`Jd?Oq;Lt-3rd=aN{>>aBvTOIj}e%t6<{$$F=DgQN5`MqwG! zDvh~p3OcV>Yts4`zz8ZiY}aGcllyr=fr(<)?fbR!`tzhKiqi}Ux*xcvD2%I7b|BGX zxg}Mvbg9D8MAZ_|u_d~OE;!}k+LQCaDn_`j-r`hD_Iq+&nAzI;P<~y?-gFms{`V@h zCwWwMNUj0-@ha6-yq{b0wKdH zcPi}v4gTm7Mf0e__K2vtC=PHLthyHK3MCwfv( zQ=XP+YAMa~2y6Q0{Q9{12l%W%q>`kaMVZ7!swjQsQ?`EM_qc^4(%s*ngm`D(rwK8% zjs?Rp3EI2+&Bgo0_=aBHA{aKbJC#|8?B4n?7+Lw0y$a_2mJRSrXZ(`*qr8m>MsCL_ zQm{}^2j@VA`;5r<=}5ETS;Jz689utXb+%RkJ){iMN%R}r1C6X}*jeK#4j6xyXOf9; z<6ox+{UJ>RfzW?`UMMp|Ziuvh1A4c4PuQaYS3sMNx`9+6WU&KxEZCk>A)xoBmTL%W z#Aensjjx~4k+Lc=0qBgjh%?FCL4w7Z;}i-ag4yjPNFR_tZc_%#WSYi@<3Ft>te(i_6<;!$wr*;2;7oB{hI)K{YK;(MqnwnM=F!`^&`O;J z!GomftANg)-#^SXc4QwiX<1CPuIa|Kh2C=CJLP(2N1;yNE*0JYbQCS;`+ey5BJ{e1 ztMWkG4q(msR;#30m@>4lQc<<+_~XzG(cnVcGZWl+yz!Rf!^4q!9Sy{_Fv{#UxFRd} zGTu=JA3^jqDj^d)x*pdo)ikO=3^}bs?u{dtr!jiPSV$!Q#D?HQej() z#NtNb-DDQt`o?N6A;2w|l9k<1HNaUwo`C?1E_uoMQ_*?fS_fTgmL*Gkw^Pn0g~wiq zYFpHo?ftlrpTQrFL)N{o>&wq}nX)Pk2?6p(a|uuo0W%|KFe#Ygvx=Nm-oop3l@ zlRh^jSJ%<&o0EE;#j znG`!8?E>xM&eKtOc~et;^vh#wHB}Kofe6*H9Z%JWZ-}@^>QJxj<9w*S2_!n3 zy0kUV89X8&gTVa=DVplvq>a+kZU{^FS3myYx&I-bq5BiSY3fzlGD=igeV6=`v!nIK z(t}0_2DXIze=`mU2F@{ACVFzFJi8Y(9{7)f_wPFVHPkn9|G@rSDjLW(G!ai(qVX=( zjr?LzJK=ynn^F4<_>#n{D6#I`)R;4QC-Mcxk(M;#TyIWCYqj@n-yZ6U#~s-Eq@ZaRf%8%dbH73nAD)a4__Y`*&r&#{QSc*(lsO&$4DPzTPkTa8%2K z&S6iyda41>f{(92n#QE%SEeqarm;{tf-jqS?a)Bf{j01yFDljoA$^MLqHlq_^;Q@c zX%4y?wJ#|jQ>SER_4~Qda)_|Zx&(z$(lE~7tD}%=;&nAfW_rb=)QwovXR&}1ZVO0_jsIfN)7eup!;5FC{_&DxE>pm`7R*R3ubabtC8`S z_6}Ey&?iq|HrX4RZeV;-bAmsZc$uIgk2lax_)Y2)BUV4Uit0oe5;Fatyzwryq~<-2 zu^F#WtB6)@;(EtnPG*<}hbgb~8YiC7e&-~v)5ji@pDMK2!E%CSs&GO>6V$qF6j$dRuc*Jd3lXY_HWb+2|2zJ_o4LK8gji81V5{K^0JH zIfXyw=cn}yLIrDJ?<`U*lC`tKz^`f2(dVF5Esk!lEyIj1^crU6zmWjyu6mNUzgHG_ z18X*UAK+_HFrKwbCSMGYVR15ws$)8`#+aNF@7^=}9MOb33e7vATN1(kszeBYXs<_D zx9VDzsp5mFqiD4_tQe4g_I1au7{&mJ`}AsgE2?%}ukn7`=slJb==~+UdP<#9rrjD> zCphsWAvw6`U59D)0es!09#txkCFJ`dL%KTxCnH z*%F=^6kEGGm45u8*_*^Umu}#5m2tJEI45H!1I>;&5i%D>>F^lX@ziBOkEpBiSI4T6 zKVo@3n@(kkFz6*W|49nWFHPO#Jn83A&iWcf^?6v`E>gVn2PI z9qL%#>=v^gV+ku?MPyOKLbrX=;U;Mw#E|NjK@QQtET79~R&A#rrK0Y+MJ|hYw9ma( z>gNh0xh%=)%E~aYk{=d0x2VBeFPrk!-i}3!EGI6BeIvZ@8+{QF)-R;F^wphrLEv&& zv?5hLtGGtHOo|?{1Zw}E>4;hWs?AI4vHLS0@0jh#+ZCVq*c&NLM35gVCgSNBB~OO+ zR7B(TyoYBY4{GCOItmAcl3iNA5PTg7QU;5$+3u8!u*Vo`msN$8hT=uX*L>da$heZjk*wHcEeN{;*^x`CnAa^C;^PQsy z_-U7uM$Jj_z-mt<*NSo-2PO`|x72tbB#nWq-jow|zVG zlG=yo!cv#>N!NeB=&IMSn|UQ^D}QClC`6?JrH#sDRA67?eGYA>6s=5}{Bd_|5irl?Q*_W$737nGv%I16ToO7N3i#Y7)8BTo&I&-ae3b z)0lV@5~l<^lHS*RDPRnZAyj#CB zYJNP%YiT;P9!sV$fFNOyVcuHylGD_AFZwQ9mWZsq029sCdc7* zI!mp_U6|{HN%yUvF27ml$!@1TRKQlQuJ{GHzL!p=t_$X{;vJGY>BPluP&YoQTydrN zh6th>^e#FFTHPpzAun@hkdh!v-T4ygPm0Lu*{QZmD;^+z?UWTAfM?w%D_ecFvOEKv zP))DYj`GuANMPN1rsNYtot(=hE2gr+WETO+%A_UTnud&7|>FO~A(#0@gS z1pE{7Dz_-SDOAOtDlrrNajxqR_xHVC!vLK<5x4vF;8*NZT zeU)QxE9Gntn$}wv*HOfR>8PACQSOH5WDzmCGO_dcfLd}`QCxdJ)`62I#YXCAYiA)N z_bEzWgp5rtLg9MU+atARKwylNX-99JoO?bf4UdS5_B1mucORp!6#T?|u26>O+%3Kn z!2iIoR?*n+L?Y7$$uL=%Mc>I~AbtoS^D03By|v=)r`TtCe@@pPWcG&Fa5?~xZ;uH^ ziT&e@aGe<*`nR=$xH9p~QPg;@{Gz-}PjIR-|DKGohtyTc#b%~&6?s#nO0Vx9wES~y zh#;u`61Wtp6Wvg3mYMlRp^+f#C4gu>%gE}L_hTkxFr&v$j6Q2-3tgx+Xb{UMyvwA{ zagPPMNp;xKd+~zUw~=ZBWFZW$$@RGm=Z|hnLa_z+Lj_mzaBb9#hx+&NX>IlTC1Ba4KxTjcHS<@g{dQ!oo=V&@j6ix$k#yTG;_w)rSBCSZPewCJG|EuDB zK*nTJIui3APww3^Z{2qY#gsNQOUg+$QDBwEJuA7y7*S3chyZFSArLjJ`KTl?dB?cc zcW%$ULm->c|H%&+Z>GI?$)^Y^zo*`&!S^-QBr;5?>2P-*Ls2PWRtl)z+W@HI-57bU zR=ZHkgb{kFFDo}hB0)y8m~HRa+%7<#$6#x_xfWEmc5aL&t6Ek1jDCjPH9zT`Sw)_a zZ|841b!#EkuPB>;69I##@_h&8i>SbRpXgfvb8_Q&Tbl2d%xXzLxC=I8K9;9Gr`^`Q zA=(3}l}XgTsd{1fjAXMKIouJYecv75b&1Q$`HsD&z7)afe}Tz==2w1JNwJG!&NUK# zN7`BaMPcI5h$M0=BcFi%+EO%McoOeY>eH_vn~flY3~9?RL9kffrNo)atXOa0w! z1?BIb5BVmbJ9_1+$Q@3V|H$-HnP6M2UgTh;P3u$9qCj)W45us#4&Q2~<>NEq zPF)~=vW^^nNy7+6pTgE7o|-Gzd%nOezp+!StJm6+gn-q>_*Dq5R?q?lfD*8PH2~zuQEp(?nZzhzdNIPEC`aD<#N|VNLodd2(}elKJTMk5AA(;8!79vbdZCkSZZap`SVWz9UG9Nr*T`la8iZ9oiSc zdpmqRnZtQ$w2ZkSH8I4S$$$??3Qx1A!ZmVSk&hmw>Xawt0@A7@pfV+4+TmVR21?_} zWtOA-*v(O(yHBnwXhD!nr>?^V#QZ5da8CM_8#>kRo$`ed2uR+!n_q)P!IU~%gsL4J^e$Q##qN(j`vS)fMF8B98J zeNXTh&pUQ0kI%zvY!j{+U=7au^b34#RDn)esN&ov zqB@m5%Y%r4wRnQAjmL@+VSGH$t@dc;H?S7Ykn{?9vq!mCz=9OUdA{T@rf?Z5E%E5%fiCB-{f%n0Q zdLa6eU0p>L@<;~n^K7c!Q6BOgQQ$Wi?;6YqCuwvw-C8)0Ocr*C;%)#Z9?J=&^}6#a zG#!+tK!g(I`pK_^om{G^MU401WVK|j3=aqfp3e-^4bxV8Tn&Je1oKCdR+$G>uuG6ze!b@mzxU(^))+QS zA8La)78odUv$6EyPKqgX)nAW)oclqwG)8i@Mi&`Vk*OiPutvuLN^|{=gan0Lr^FP@ zskyG{on}W&L~y%EKPdh4;%kkrJkzQERpN%0s&TqbmC=?t*rY^=(p(k^CsPMM2__?^ zfFn(Y%}H1UREx>IsR+`2cON5eE!wCSYZV!-3CqOKUJj#PA7LvM%WY8fZ{mBW4IkzjFiuL=hj>cRdhhkc5o>R&0-0r$*^^Vc0 zx%sx2yy;NQh^rrx0rvok5_)i#Sw&zsF;doyyWABHwbR<2=R!gMrvBjLBpzlB!y0YS zq2!wroU~1GZ!byOPTh5Wpd0LK)Ol=7%Fs(1_bj}v&FNV{uvjk2I_Q`LG)D?*T>5y| zBuSF&-nev|N!p|Y?d162i$wWtj=Oq%TKfi!zllw#Qg_~d%Q}-jvCi-#Z+X?1^Hs$B zz+8$}=Qa-?a4dL>6a=p^fQJiR<+UvLeM6l2kwj@7v^0Xd4yT4E%Afg#1i3BM@PBFB zgeNzngfqx~PnLu}wBsqekJyp#wJWsV*LK!667f;6tvQK$L@uUoz{5-2S4zU3$&@{W z0eX+~X_*k^ix){9wK)2KT`xe7sV%QFTZ&ukzUscF*5MndXlhuWivp^WmM-&$B6;uW zR;Oi>S*e0E0cwLdjadW+%d;Ol2pAwRmR?c4NqwF*eQx8QdD$aWg$re1Fq%pIM@mp7 z(F!P2dnxgzpP2oV1D)iRMi= z936vc+d{iQt}RpZ%lm=5cX@ZF!m!AQG*2B#i8@A57y8CYMUR1w##?@k6tY*Oym&SQHe zg!c73Jh0xsieV$1_>}S2lC+5Q-OHA%6IenOETAkF}s306l;a5SB^zW(67%kP?%#E5tC-jBPn&%ieI{cJh%V;EjX zi17!^O68Q#xli?oP9OvG?hBAin3FcJjr5qniTCfXN;u&(WK*M))zver8c%K4J4EbY z$X%#nja!3KeN8s+;q@9i4CdA~J9gQ~;kAN>*}PYApTA{J%5l_EEo7!P9OeeFc>_wZ zZ2{n*3G60K6jLYFJ4UwbD)%?7zI~FW1l436mBhc!Td#jA2xL#b-{I-1iqAa@D1W;^ zi7r5S$mP_rnTn?LL~I!dV#WgX^rZ)|waiM0GXD1{<}Cp`wqr{vUwIU2Gf4$oR!v3c z^7o!^LW82Qc2pZxUuxG3pv+M9?p1a>d9A@27X=(nNt3)m6P+nRRfW6C)?l8G1RJOT z-(^ZQB{gAc>&h;1MQqQu(`MuZwfDRD%#+H*B{&83px*B|9MneAFSEZ~iZ+oY-F9b$ z4Ci5|bDwFG-JLQ0dvw1!qT zl;c#>|G0CY;A&RNTMC!o+!i~N!+CQIGMh@HhTsy_-t0D)N%V~_-t*T(ZE$ZeL zK6KmogV$lZ9dmLo7(We?!aCDZ3t6^B+G=teL!DwcH-1tmW0R2K;->sL(dLyC&RY|P z!Bu-q{XEi}8<6I6HUkDz*0)^IxsOo{{v5Hy*E8Hv3=C$GNI~hx%X01%s?`S~Wx}BM znJ|~SDnjT`p($`jq3B!jO1AoKc`*(f7U;Emtl>!_m-GFKZ7V+QI)h~W7~WI-DCKuN zxUQ(RTZ?pkVMdEF#7%fbT^eL$xxOVP#l^Go(YiVSfy93^SFXdqA%|;v3BE+v6Qt%Z zD`HYvF{s?+C9EdAdb0{0wfb26;uEHMSY+#f%Bv*_Pai2SBb-z47f*fw`ov|z(~L|q zB>+2GGa>}TmL(h5!>%~&6Xq87;qNa=JZSvmUZW2X4q|20-v{+8CqKlHbAbHu5rwi* zoc9YE`~zGj=d)2YWHifFxn(DOJd`yOG;ieDtSJ-(BI=!Ce8wmG{NurzMF!d=!!ZhF zY@~fG=Sok82&(Sd17aL}GoUT%>R&jEc*1Kh@v73WAXsuWkCj|LdlmT!2Z3=}>c6zD z_-0Z#`c)&g8E*p;ten_4p_G{m1!nehaa((5A-tc1Vs#47SOBtOY_Fp>TcN{^BS_Bz zrx6hQ_fQXu{1BO%HGJZL=ZisPEOCV~UAW=5s^AZJQM^wEc|5b+V_;2whug|1!E+vCShaW6J{0H*Bd;e9^opj!)ZLt@rr_KXvbBpJ(5N z&ka7@S+UXBUBRXMgNoYtalJmF09=T&TKj;>8TgA940(^CScQF$6%xh)){o(J>c2>3 z&pAY?Ek&_^o`|!sLUjzq|MvPZ$VH4%r|@m5Q|jn+zdvCJ>bv4*lWa()>w-NOX?+i> z6ccG#ccN6q{w{;fWWTB>H~naYV*2bfrat1^Z2Q|p5fF^`^U}8xc*o*>o7rwBUIDb| zGFm6pVLz0eC|{G1?BG?7Rk;1_sF?@8sKrFb=? z-oJ(F(|bq8fK|LC3cCGW<;_RRw5(knSu%rM-|?&UkL%mYOS#-yR~7^B0<%?5$r5j(lz`rPNdd~^~3OPDY~51U>R1e z9VNub{}&w*o7@+OF`)#2+p5CT?quf_O(!T;>&MV1TtP+D#6RQBi6z9@blHXG=6nhV z5TV#)5t03QF9GM4FGaM&)OWM$w+3ijHEE&j#*x4}g?DJOh7FXtbw;2UVrf*sAqP&H zLTgie3!N-6^aeDRan8q)8>y^W@7OWC#rx&AA*!)Hf%_cOgQu!}Gpw@g62wnFUNCCc zU<+cw(WO4G(k=xpsR!=m&U=1By^%rU1DId2EKzOr3fVO3d!4Mt&^>v&Z=Zfe2^*mY zzPK>D^)M1%ln!7{q@Z4cN|{+nZca@rgVT8P0lU(% ztaWJDIa6#2VmpB zUXwVCrt@9-EKwelW7qJz{!+9=OY%+(Q!HX_9j<#1s*-u}fK}e8-|EqBc4*kQ8>0B- z(mIJWB+r|&2QkPI!(Z-d*_;s2LX0a2)An=AY-ri*h6uXl$l$^kOZ|4T#}oA!eLBTb zIcov@kA*BFEoWCCr}fvp-uZ!%M@198LMM!4x0iPY%~a;z=NhI&^K=BNC!b2{+bVbD z22Ye#Dg7k|UGwAywetM;*oWEW3@xZf63U8mkL=NsZWZo9aOAfWmG)J;txFMmU94hf zXgx9muVqRAX*CNa4W7u7pB%TtZ1f~oWwXv5m|kJV&ZR$KQJZ))|Er2seeP<0NUn8) zWrdJ2uI!CoX*_04N+&(u&H#ZGEc3zHn>bfTZfZGd;T|*iYg8*K(oX)7nySm-pU+)| zF5LS-P&6-Y@7xwR5Eo;s;7yqY=1d_zzcoISf7$Z@fw0wHnny2gW(c{EXG&J+@{-|d z*m)0BgWz+&NxO#v{F4CMUq%drj`-py!L>KCwFml-T7%8h^J-JXH=0ZA4f!=Hf{65#<;r{b@zmZAHJ() z7|H}__Ch-bQ|HKtN0oP`t^BOUHxo_Qjgs#^@x;*oUhs%XoXzo5xwN#~6zh&OC3(7R zw%?cSJX|3&fyfQ@Z*Ri;kiV@_OwQL;V0Qv(Vbg!l{?mPpV#MAF_9KfWfE}{ zLrI=Jj&s(EoR=Pqdp~&h%{THW>E0gRYslBK+(A-#Q>_3zK0-uYSGb)qmI7^k9Vg@= zu?N>Rsu|s=Iu_w&iru{X*t<);JeZ#UFHdh`8-rM7$#PZIJ%r%G11Iv1LQ_~!)8FEy z(5G*u3q7tF$dRcn!yZDU>Mvd766dyCh6hWpM{Rt&kyj&@J-gxp}FE4D{h#cpAR-)E&dFgV(nDSpX|!*v~+DwxxX$ND-Cz$@cKM>Z7y0uXHz_N>%iby?hZ#SCjS#Vft>*+nC z*O2vg&m6A`UWltKZbVq)k6R9Z5Y!xZM0?L*lk4P>Y(rb4DKgsQOnpuZ>dMfZsE#y8 zXxB_}N}o@x`2PaLT`el`veuv6Zq7>)S@(F|G6A9b1LK7^M0aEjH=&~viC#;yf_>sS zZAn4%)|gus94${lQuyXlSo#~Yuxicgw9oIg}k)s`O+p8;w5l}vfDDhe*7Lin?>OuI{kzvDVrF8PHZiom<1MxD! z)Cvi~5=qx;pgw+K$64N3DF;u(poW)*PUP=1{Fi{=XR?(`D=D`^_%BiwCttH&Dsh60 zA<=Ayyp=AuSqTAZVX@WmLL=guzsuo&6hJw98U0E%eo=vQCB0XSaJ<&7L)pCgERa;H z=7;3v(CH^zpihX6!ZSR;h0>Is356Ze%IdjsFO zkR+6oW*d97^yku3+fH9rPF%BakD2ioT_{K2D$YOl(SGgu{y~8*S-D8PVaTZ*#&dS_p0_U=+`NO@4>ePc0>pCgp4t?83QHHx2i1w z1Q`Tib@MKJ#RazpPWCki6mdfDe0wMLk}NJdeBsxQ)mk;6ZiZ(i4gD6xsWlqvi0gHngPvZ)6Zy~y`rLj4x#4KynDkml~umTc4u1j^ z?GFazLC0>0G!gxD5SUr^opW;jMS;gd)i{wDPE}DH!{3GWDbzMrTn$vD!QX<@PXsub z6?9?`>iW{ERDt=?b3cu<1=TeoZK6Tg*V;1xwa3gI(O4#U1VJyEp}ZH|a}aH6>5 zn~9&tyw%1$TFDk8zA!*MPLj*Su#7@Vu1R_mUOZ3zb)8wgi!-#&F?sh7Q}!+f>8TSl z;@O;CHkfd3&?}dEpi?xEbon?ha+y4QCXe%eiRhQ=u6Xs5+{kO{bgtI>z0>PGIt8_K z7LwgL$PpOWgq_cL)jImTz2Q(Or~U$nG$E;uc7^S_veM{&Hx{5t#Xlr-4BAHhbe zlXpX;^}t}0Od6Y-j_TiXLTW%ny&nNmRB}fJ#;GOazQ#(%CwIhr(r2k&{fdt|QBNs$ z;778-xm*?AdaXOH%t=D*yXhFQPkpUI>RhgXCSBOn)nN-SU$y>>UU^oWH;6P&D1RP% zV$Qnenx8%SvNOf9LRD_ClDr(xu2$X2M1vQ-;tKZm%g3dt0#)N0b%%CI(lqj$|7^ux zrtJJZvW~c<8T3rKID&5}vyi3S5aHlEvJ*SFV?vKEZQM`z4E)FO>>1f6jzA}&5lc3E zIO)VimeR*DK*}`~{J@#^YLhKXS2Al>co(mtar6LqTPJ#SLv)K+|KG?8OZS7s{}^xfD^Tyd^M$fVmlA0{UA@0z zk@ZpT3r zBv{p5VS1k_Elcc&E@%0zm`4o9unxt*IEu2bTAvPYe+!CV)lh!jDDd_*=;)Rd`4G#! z=q(+uzEl->dG$9N@V(WCcqSxl($b^zRolJ;_UjOb}@YhDynnzr+< zqsebvQyKsE$UO8JNik?q&od8-nu?hQrT6kB$;?sL!PBS%{t9$K@#Pi!Si2Vq!!LJDBz4P zv`_|OfP35dPcEZwVne6yk-pJI&}==&MdL)27M)lI$NjNko@~5?`6;QT;Wrp}%91)- zOyQ5HkLlePr&OF5h(#`&^Ae{bwCTD<`JRKbI4dE)jq-Q=@2-#{*}Q~`kaFipYUho!TPeJS2JN~x_NO-p7p3NKC+#R?>_xH*R(4NpVnbxkVmE4~+sLv&N zKPZ5>Ze=B4raPT6TRo=m55qui;_HjZq8J|Cg6$1Y;Y-`)E^C^vIH2pP)t|fF%q|&^ zn1@mXSkcTT-l9%p_m1;lz zzU`BF#_N;@E3_h{OtCE3Os&g)yzSI zMf?j#I?n|IvfNjR$SGyd^SFJoL?)~37Q6wp>N+oK4vd?Gngkk%h#G!cty&2cyzjIs zxzn4n#m}&nFu}~dRdJy7kmxR=TzOe5>rb7KMH-!5!wu0;r~H(&Lg3}sRbnC{ubs|- zpQwTNRwh{~lGroDgSWov-1{EePvVJ)NV?xdOciiZ83{*}j}-jNdw7{U@@^}SgnjVE z3!>X>2N&J{B|859KmUvM-yx#o0ZMagn!5x`{a>i#f0YlwE1;kI)@7ySdm)~)*g7F7_;b(rfp6OHj=c>`uJ7kT_xzg~@Bn`SJZ?GpUj48@NA9$mfn z(YSpvf|Iup2=J_wD~9|>U-yQPs$bVdo~=Mt<9>7&ngAPW~S%R z?L1~?F1jHq{?mPYJ*oF_!%i$eXTU*V8BWFd0@lovOFlf2l%e#&$acf^yiKw+1PNqV z5Yz9;gN%!w+e%#q?7Fw3uM?gCK4tiI zec5Qi!-g7#OX7qY@a^bRr}SO%wpm4q`V{=Nvl(U1Lruowa4uTs)$F^m5uS(Jd(+=F z{MsVyj->&=^6JhJN>hjKzcmujivNxpOQ}r#+NS*xtK#*OH$;|;5qB?p+FM&ElRds& zlXB5E{`?K!O2igCicIG-;Cr6mHuRYT2xfu7Z0#!d(`K` zdK;Fo$(05Z(X%$Hs%v#U{AA0gDrO^dtF&qySx=Hj7`Dnn0H?UTDgKfI_G3Ag3HQU~ zsqpL3iIu_brHsnxg0CN7Fj#13{@tSHq^vWkf^z;7t!~+^3-^jFX$InuSsoK-;AH%> zVXoC1B11;nQz((!Pg4)+@|NqVtyI6y7a_B5S)1Yt>bDmb&a>LoH5RUcC%HU;Oq~ys z64kRxx{bwj%M3;F78|S41@_Y458h2w20!qPxp0x2&9ot04t9_I(MO9iUr(=X93y)l@60*ncXr{g}_#K+kmDQ}VJ?aHIEf z@Kok&L=4aV9a{Hwdd1VTfj&p}?Mj)6364ztN)`L*;MMTws$I{ct4L@fIiD2BPBwQh zvMUw4v`ji&N}rnlgEdtcR(5^PGVJ~{9wOWDb7Fw}1pgfF-gcJV{trJ4EB-T660%2X z;>=TXL$ov{n!m0Yy+X6rbVRx-(5CuLm)p?A_E2o%(}`yy#n5G(kc(Sp<1N(VH@G?j z7mvv<Y7vlHP2e_BWhvZc)E`@3!71=Z46wa;D}X@%JHh zXPb~2d;eCdRgE@==!^1b{JPAZu0)^PpOMHwkDs3_1_$7_+uxj@E@(^;cR|g zVE2|&Q}z}GXQ3{bh8Q5AG0T2HT?65=g3h1ZKaOQ~1Nt4S@5on%ZcYjKSF8xoAEqKk z+Q+||3c6KoPTWc)`2Q=B|G(msTZxngYI5I7*>#_G-gJqWdHCSEamNV9U(rr9M9NXgm$+KnIKP3h9ge5e~qe}vc@H2wFbG= z=>Q5VQ>W{B*~9Hc?kLIH70o9m{NL97@ZB~U71;@XgR}{fI7vP(KgB$-{)02|c@s@n zb`LheuM*B>V_nVTww`!i`@>@@cBNzi(NqQLKc&8HvC=X+0)rZ`!N95&En1EI1e1n;ZIKLNmv0x~cPF7s_Yd1#~_BgAuTIUW`An`V{9!D#-`v8)Ip7CaC)`pD0vYt=pZ@YfOL z!4zG2J6!TKQ{k_7sLhq(-beBW_oenZ5(#VM&p88FF5juP^44~J8r*rg?`o=%O|F~A z&~vIW<;M{ZG0MGaNivEgbGd${4Uc!4KIZ?C!pGrH=(-Kvo(rg5^M2c+nGxX6Q ziDk~NUM2K=^7iLt{dy_<@R*z2X`;+@VS9aL5A4LZ`NsK&>VBTsh$R1EOTd^DN5X^f zaKnpW+WN_9zA66&d~=ageAXJFksc>c$h6< zmNm2`<=7FSXa>(8-p@Ur+h*Nq4Ox{Q)C&PTxV&dbs>}pbc9JV_13BCRf4xTTQDd zag^D?{IMaa)SzF6B)ht^I@gQv$WVJ)%zcjT{tT1K6&>*E5l7X>gB90UN-ef$xy?`7 zSpL(t(OlisBQ;&u-pn0Y)=UWr&tsmZneBFl|7MktDAp7-Fmlcj6CgLlXKW6cO`=vC zG4I9Tqan^!DlUWKQH5t*uUmf2zUP*)BwEG$7pj%K%!RSdu#r!{6?j>?C^f;?W$H)r z+m$a-a+6`_!}IHM&Ni8)%Zj{bIM~XO(urk`H zxu=C^tcpMVzGtXTn>?;o5dQOPE2%Q;lyB>6&sdJG6|qE09;E52t*^pHVslITJKHIq zHqRkjk~|}Ysoz|rVh8a~lrQ2sO0qL^R;FAcvwotE7k=x6$(^d6b$u@9=ssDEShEdV z-rWg?1?QBKxs7b=qv@LYFZs0sBk|m&7iv4m*_HoPGnILEKJDo}>F9IOk{L^CN~rl} zzZjJ7K+pK%^x<)U;{&`DmjsA$^)}jV_TOX{*+F{}>Jhh%JdMs<*ARIh85s?C{-QIN zpq;i`f=^v_1NRT>(669#Lv#;tFdDd(uJ@3u+}k^tz#4x1Aed&9Fp+`p@tk)u;rR;) z2hTw9MNox>DfIom+^ckr@7CYN4le61JwGo@nzbz(at*2qY_uTkXOX5;xnhzwo0G;` zV&%c@5AZ{ua)ws)oTqK64-6i%an1@fkFB@6_{|jMk2{|I0*@4@2N%Z*9*)<(Hsxnc z2+Kanjg)39%CbvMOg;TIqoK}!i?wmQggl7Izv?@t13UD$zUD!b+Q;Tda`eh*EgrIy zw**(Xi7}i@jzbtcj!jp0NC@OR57+^xKO?$hIa64^uM4OZMz^0X$V}Q~bT@{DqdA@4 z0ooY&*hilWZ?Mv47iZp<9{t5TZHSXhx9o?kRN(r4WEVd$?6P;2`Z1CtPtm16n;XEo zA=kmizfYy7tQ?Tj2KSFOXpQ7>-;3P&AQ4TWT6{`G;Qh!c=Ko%{>cw?qxoo;mOUZXk z1|JwENm)0`oIAd%ET&H3@eM7q#q&aD9adE?Gsj*wtZF9y{aK9=bKJW8?Jku({XFVg zGFMDNUok&^x_e6&t1RAi`^`uL6_>!fe>fepR;I3->=bqV1Nn}G4u)w3NWFFpi*|{N zcD{0}7D?F)j+Bb2o|A68IEAKDZA=5;DU-;EUJ zQD?v4@bTC1^y}J+>nc;?XNqM?%nuTocUxcZn!Q>yE;JD{j!qPzWNY8&cMtBrj(>Xh z5I0>ifZu$@baEZ5qHUtU{6aq?u*o3u?rCI!G|L#Y-#IgT}!oGyC z^Vljnpkwb2<&ORj!)Cjjxf9S(kppVvv@la(! z5!c=^=_>y!)_t(9M$(Tz*81CmI;MO@O$G(&O7ah5_l%e~<~hk!?@k4l`@D%_duLPT z&DpL;RE)URxK(T=g!7RgWh8co&E$qX`+%|tVf&= zoXxmeYZ%2&eLv`md11odTuA&jevXGua0qr%fhV~VsAq=$Te0Zbl(S;cV_+oHedkLj zx(!%LM#U|sCTWLuTCK9Uw6itf{Y_m)U{o!UQh%dd;V@0xbGm>7G9AY^u{jLAc}ECf zYOzQ)wge;{_56kS_;(NB`{B1hRPP$$YHFl;vhxFrI5{6O2lCsI@`HIS&8r z{R3bCjUrxn0r3bD9r_k;WtG_k-!R!Q2(;Mhnj*c*pRUnaJ)-eBk@<-KgGMg@{w0>O z>q7Mfh2e=^%F+71qmumAy=c_f>^IyfHe5&IH1BfLkb?QbU7GmVB)MH4;l09ut}SeL zbF6)kEeZasoe%9R^AF(uccZttz%Ib5yXr`0{;plRoURK-`dt$1!;TFN9cv$jr@HCK zcyF2;wsLCWA7Pwc_d#shP|K$>Q;zspD>I~PKuxp#6>}aJbzRw}#OR!!i)338%w$Y& zO8<|}xon3ZbIy4PPl^VeW8Pn20cFx%r1HbT0y|d-*D-B-R-RJKTaE|KuN*a?t3)|P z3i1yi(XAyCg3Ot0FASN)+s+dz3JzZ-VHMLrVZgIEpLa`2=0Ln*L|6^vp~L)e8BU=H z8Fj`DR-`P{Yrs5(_duAoCjdLLgohX2gIyRa;QV?Xvnkpsh02h;EXGaRG7 zo{bj<3`>>AL^8!D06I)Hz4WotZaOdoe5CU~=x1DE{g`o>8WeCB7e_#TSjdH!MoK^e z)wSAS04t|9*NmRkJY9k~AF23po9|vDU(bNuw|L^?=a885)c@){Z-!@3%sqReawdg4 zm>!1(RzK$%m+-J?d;1SipTK0|Tm@w=8P`m5P)$f%u3&k3gig|^()?=%0f5=Hje@~| zG^*~8Sd+QjRPX+w4abkxZNe?WvQ~humLCzKV{8n6w8RZDo)3F+BqL7Ig*yCX z@Pljju-oL|LSJPIyXUrtkAiL~(7yL)NXxp@wwgx$0lJhlI2K*>z`)0I_&sfPEHlOj za*^m~@Bes*mVX5MZ9~HyL4T4W8&gx>Wou3SsjChL0F++D+q&S&ZC-332(&one}HFq zX@6)z98YPcI?QYKM!isTe7E}1O@(l%So|msha5N9@avzDeJ!yF3``-p`u)4(n@r@NU1oGPLi({8u^=K6X)^**&WMSy9!+FmsF;}TRx2el*W$&XWdUvK@V++E{jpu&cSb9767%U z207BV#O4Op5*S78$mJ6`A1r+I*jR8zuHL)Am~ROwf93;*MdBN|uNqJKhrC7YC#^?< z?XsT+8nk8LL7|S|04L+YF!sslw73%5q{tF6x41Y#!pnAQMa7HE0c$y*>{7u}F`u)< zahgonKvOAEm3E^I+lk(r|MpiLqnT9?a4Wh|&5ELF`SMkCy-QXfDrmEMQc#$+L^u7^ zM5>^>TU72A-@;M-r-0~!7NL&X?OOtUT%1+7%H^tMkxI%OiQf+GFSY94sxxreev0>V zfys)=ecWY#Gve;+vgYVSkxNgxc&ei}(*C{WH%Zcrm2DJxOD0aAHz$t0pZ_-zA(NwJ zZY?Hc+>X-sskwQ|Y}M4q3t+`dw78t*SUZ;GI<0AVG&uFf=<8;W8RdjfbJf2@#mq~O z(AZVbQSIL}O0vG&e^sP?O=xm316TeJz!qNqU3h*3`p#m7eTHMlq#@*>gf$wfSHF3Y z&SjBNJEQydiQh<9LouT(jH<6OJ-Gi8{{gsrhjsrlRJph} zKIQi__8xWdNV>i+@Nz$OS(o?sE}~RGG=MMPx*$5+1s|iy`Xa?aD5@yQDrjVmnOXzx zxN=GaaN`zLhM*Yc=u<(Tcs|xGPxnp}oqG|Mm}{#gHDqZ$itfuO5gtm-3Nn(Rb_r5s z)5<1(fzfjw9n{zWE3dAzeIVMsLJleMB_l1C_^((B)Qgo~t$U@CRemAjkO^=UdV?r_ zp(mCD1SF|X1FX2)OAYTC8wL&7ceQ4}lksS*Xn`oy2vD2tH+f$1u%u>0Gq;sQKg}98 zN{2PqQ_&`AbBp}Mom)~QB7M|}>XV;Ranq{K`T}Spv!wvmZq6Uax6`ZbiDJu-$V$Rh zOg0*>pdW0sj}RX%$M`+D3h#7iU(DL{Jaz-e6X}O)jWpI9=hF%4uvvHQ?Ny)? z_2kP|o@pKuo;)_;7||wz%?LzSfMz@^w)84l+B??MhkFQK;P-8==+3Hqy6Hc{wIA7YpzR+-5QXDX-l?zJdeK!H#4 z0o)%NBK% zA|o+G`dqJzan{ub2)1b&aO`E;?ll{|)2QXFjqh+XVH+ed@L7f&=DAVtAbyN}Wus@) zH|K705E^3`Gz?qhusS+Vqq&&*UY`KDJ=QO}yGQ(xb5F$?4r#mE_}f0E8*FxIY(hg! z6G|{ES}MA%l57|)F z_LyhTOu7NNI)Z;e4vEsN?+@p&SAq(XHQ?9&wBDB4IOB@sYB#0>`g^IlJB?P9-M3gH zTdLY(8Nld{rN4k!Gs3(Ey%9dE>YX&D~b=c?PL~OtFJ8$+Q1z@BJyp}09%kZEZWCc)N5e-GP zHaa#byw+>?)E(=W2g(*Wam*qpTFnqAtl)TbPRD}(s5jdN^4n&3#0{+u!@5=R4grCF z=>ACtfSZ#bRL&CEJS2IGO`wbMo?G8p(hJG`f ziQh@m<=F(O&a*j#zHbDZ&ntwMgk!6gc)YBurz*#0vP6+(urych+RypIkd$(kx!zh} z6K5Q3JRQXt&pKkzc@TL~!ejBlQOTZ1$r9|UN5Q&+@6wyxnKI27%+i`xnaCGxZU07n zS48Y(aU#lxyz}6EZ(+_i<;x^whR`P+L2nUMGz+nL-dF%%R=GlEif;=Rc5U)L$^3b} zpE4q9Q^|hEOI`a(bp%>8$Po914Ee-lJ(%E+7yPcHdsqzEhh&YHQTO^!IAN29P4iL! zwh*AtL&+(NI95@|@YEiWWw3wD5tT@Yklubk!4#s8%#F&uz|i&AbLMuR-j-1m#ns@( zS4QqDq(8zx3fuC^&12B7eU2M%DD3@=6_+GdwDY=Crptaq4|FduTs>HP&viShdayrP zoMxec-G_hWP9?b=j4Hif1ontkb+EZD%Q6L@m8v3=Skq8;dIL zIwydQOBv470GA;iA4BB>HdabywvUwe$L3BR0~1K)oQB6we7*2bW*(sV(B0wO$CZ-S zUaLs%0XA+P{J9aD-t9SG>v{T#-!E9tUJ#-EV?~N~#tn-oa|RmMj?ITcR+_KkL8EA2 zsmi_1YM_-v5sU|N8q}oJ)|p#wr_cgfNwfCKZ7nR8`OM}lFyiU2g^O*dVNG)Nr8?rh zf3=Ny1iJgjbPlU1J$KjUCc1q#y4G4Xlc}-kTl<@!jja8lxj4z9eQ+ryZ@$t_$_hIl z<@~yWiO$=Oj9c^V{z@Pq_}S@f%tIdc+%nF^G~h!8mo=K=7$iOx+_tRBaIG-?j!n?p+ZSw5;z*YXx2*r35*U6h^eT z{@w$XcS`>N*8H>X0San9f^Co-nWHsYVB@a8W7T8WM}|*kYoI8r2#BL|jsT64eHxi_(h%`58a>t*mPhC1V@RHJh)QU7jgMx>AnK3#tBwYbj-RL5>F!_4fiG;m?&L!EKl{P0;qjLuV`m+ev&pWq z23zij?E)_T*tVN<{Fk!rjycFV5R4}C9Un_f7KnX+!i`sr4+FkSYRzru*cNaq63IqV zto4v}jM{HwJ?Sc6#kJ6swM!f@Z$yj*n{R}H9G<^80hA=!U*Xpz1W2{DE76Qo!zRRQ z!VXBNa@Jy=h6{IBX(FumHA?A;8Ee$xT$KK$8Tpgz*)08Q>6 z#yVG5d#RjQ=Kl;(+p-JK;EG%=mA=&Y^ks6;RLK~ByxQ+Xg)8VCM6^|?6x)kWM!a=L zl~w;~JujrDpM9(&4u>4_ULAYe-`jq~QTnbagDlxeT4t7X%rhUJv}~~RS}(NTCDVf! zIteQ`Zl1myNPLdDEvRYA(j)QVcNv z1C9o5=41qrXX2Ej>bT4k5CHfX2|^j3bTnT8+0@jLe7fM}zFa>CIpYKgLT3bkTK}>v z4otwSGG7Q3;9k^kv?#K=<3u|X+C3y)UGQ`gc6KKj?$gltC0A#mx{9}G1F=>C8sBQ}v0`xH<`wvF#1*Kek|g-lqdbBUzhYH6!~(3T1x}!Ol)4|W~lIbbCr$}>p-4b-zr3jQ0RUe+*ptNd$;tp|Ek&mEjY{*0$OR;{%Bc$K5 zkJ>U85xmz^$UR~;-nfXaFlZzl(8gv!pwV}&K%7s*^RG^MWh19E^)-IER)zRDegJAuQZ2@i=1g-+r4pFv-7!zs5AKlx+%`Nv0=cz|7Q$jhzx)GChEm~Qs3q)j znZHWYdv;X9c`8uA8wtON1JU?_1ydj8UKorHRV2^Q+N9~0R%+NETt};P7#d8bqZ2Gy z)Jh5Uq)I4I^fOVl2w`5;s{LS9-`OCasVf(|9s4vw#hgWsSoX*4ziTqL3}nyr0mR4O zBiPuK_wXzX#}Y+#*K-jg%Z&#vw%okdtPQbk6_?f`0nbW4v2G@j&>$O474u4Inq2&<6oD#cUrK9@r3 zKVz{Tjr)|H+zP^DtB_y5k+K2#D;4EeysM^POG7QJFr$$)XEa);UAmM57M;3>1B zUQzj(uxqS{;9$HhU`7Nr}%AkI^pBKeccpafl04iZS=oyOCwY;^plfow~@u+Ck~QCG>7R z(b`l;7B@3+AE^D7`Pz^h!Lyv+t%_n>99K1_o>BdHfYMD=zt(D6SXU9V&}wRbp2;N) z%XyvSsdayVAM*h8^{%+JO(np2 z42-;MHcXD%ARwE9(T_1#oWC`@Z^N2Dba*VCT-g zQ4=OjX3dwPyyjmorf6@Rr@Q9NE?Puo_6xi5m3Idx3{>U75x;Tk@&`-|g2M|uLCJDF zFXqzfq+ol7*Ry{DAnc7*=#%76VY~Hu=vs?uAurB}p4!dn0|K+qF6K&7vi zn?LuN%=fI1SKl|rSj+u5Ua$DOLhblpV@Kz4@v5f~^PKn05`Hdu5=50Nh>%ksH;`Ga z6ibJbQI7p10LC-RwDmr9V498X`CBb)27BkNMRlWJ4Ew?Y8b9bDR)`V^zljdhQ4rl{ ziJL;>Yvv>_hWA}y%GI#EAktOGUmAbe$MoLgzOld!3Fq-yL^p$i-BGsK{u`H4Vw$+q zAf?rlj0d714Jy|H={jLpdMqHJa`1B2MVj73YlfFCQuGp@hJ2pH`4SqfUqV~Q4#dW@ z*+rE0=CsyB{)%j5*U-+@r@M&ta$cJIZ*I!7D0a9reI(YNN)9mm5uYK@oBd|ewH~dX z zAkIsPzeYFR4V0XJ?q5Z%Uo|P#O|q;B>-Av010-!}P-;Ps1 z-|Py}&mUv%EX!Xj)-va+1WZ)ghoY78-_nyqPVo-c`_zB*$*fv#gegZg5xBQn3l4>bhBZTQ^Z>CH^v~<=%~pfHeODa4cFJ z?=vW-bNNte}bMxMbuq?zS0#(*R13FW?vLE{F<$T5^jq+sq0rpO2qZow0m%jj(olH<$^5D7$?Rm zirwfF5o{u&LriyQrYr9KTm*uV9Tq>xH-i+8eJTXDYN@nQ2fkPsUl7qr=`F02>mltw zzz0sB*$cXg*?YXHZicy)pA%8zPbx5}=rNEl(;cSJ@K+EJD@jT9h0+e+ zGE=hOe!B*1YU|R%Jn(%gNzR(e1!lmPhx!~u97BOoaH`3r(T}J92|odqkR-Bhkdew~ z!tJ!-cT~E(@BRbu7vAQVkuh@er#Db^tq>k6xMdtwcodwxnA-DonvX$$*XS)O8{@5U zX#+HVIi0X!>25!u-zW2*efA-lX>o&AC4Q%WprbHJ;#s9&#Yv`)SKUb=n5h8G*q>&^ zK&%x_C7p7_2PbU$n%h08XOcvrfb9JErh7RE<^vbx*@$QSOm0UGVW?V;kH*4pSXaY; z)^5-R?!%ou)mwB6@~DgGdfSA-ZUqAlsKeSo;mfA|G76_`Ge~K4`a|5W!SiAlbHe(w zNq$=%@y2j@r^niK$V2amh=w{UpnGcmZ{#gVpR2xaqZHSAc5>__t@(}Am~xsqUih%B z8vg5jWv60@1mU{jmM8&Kr10`a^5V6!qa=mfd6uqpOpoMWiSox<{6uhUOHrdsb+R*v z03Xc#CD1;XD=$ezF>~-*+|viSN0Q81K>XZ)Bs)j^-o48mC)d-clW@y2z0OOW)GVfr zQ={NGiFKiQ1e<&uZVx~Hb=j2DFv-yASv%G6o6wYg9c!8iWE1;JC7r*KC=r}%S|Jq& zWxDl2vNj&?&M_)M|DHm%gJw~SyHV>w$De^BvRr00MmaGvUdRv5{v$dF$-ZI^f2%p& zQSQriM5ZoIk_L1u>J zSmb}WVd!NN3 zR))=moQ!ciyk|Wc>TsU;EJizM(PWx3^^A5kQ1RQR8C^Qk*RI%-+~hJ>K-X+EV@B11 zMT&8;n>ZM+pSzG}M;))8$E{YXci%#lx5!w1RG$?K@y%sf51OPOsqvt4IM5QVVt&`2 z>mFLrsFGPYW8+-@ovBzb$=K8AgXlj1-BU+#t&^`$uC>7)aXin%S0vQmXUJjAACorOkgiXe~$3J z$%2dmx-3rY{1(Q=fyrJw{pl_5eRr1M_OKKMo~7%)XD2Z%`d!n5T5z1r32n*Tl*HAl#^ferCdi9ti_NCAW$6ym|)blR=s0ufGF_#^5gz3k(Nx6k3K)F zbP!%WIBN8HLfcmEVzj5}#${91%@@b0SB115E5(-W2!=kjQI<3*PXn6VLs(4}-&N+a zm64w9WjD)<*gwxyB&d%y891c<{<&=+<;?IURYDcb3g_{P&Cei=*TzAi+n&5VB!nvVU+Q`Kyn8E`>DcFvzRx@-q&=e zxjKh6#7e(u%3Qobog^&-e_?s)P2&S`&yU5u=hy4Y!;uF!)s3qGz|Q_*eKOM$%@4(X zF++aC4!6P(x_}Kw@adImgmzqjC~HY(ht^x%1_L}{K{rPGzXJVR?5iPZx=neo0Dr4@ zi8`aPowi&o8yj?^*%B@FjHYEUhM(v0Q>wD>uu&xUBeE3lOw}W)yk}itWcbsmyJmi6 z9(P3OKo?J!W3;rHg{#>T{(p4m=ahbJ%0fg8XEG&ijROiD=}hTp^Z3C>7MC`OysSZa zaBj9FWdKjFWBCbRF#*K1hy+dv48pG&;0eXYTW$gGgrVhh#Tcyz7rvyQr0eP z=GoTqqZ8<}HR~D+Pt~#Kk(V@Uh8S##x;k=u#-6ggJwsM2dC7m%sT)DzZ3NQOsqfrK zukk6NC)|!ImR${xv@mNCkIv#++Mc<^)L8J`S1LN*UW#}dys7=2_8wp7{+0OE@YnJD zHpb{Bz(=xP(-;-@-6LL}2!Pc(-tKY|9s?nnXE>(%3$VAUndK|#w<$45j=))jpX8P^ zzPosyb6#xCo#-HeA834p6YTu?{^;3COcyKCk4iJ{OYH^?J=>XfO3d_vr8+$283A*h zr8AqLmSCP_H>%@+4i%-`)6VH^y?1~5iJv{YuLYjHkkFXxSvHqmEL2^++1vF9Ls(0G zp*gC~#_Y{|q*rMJ$X#Q_v)9Ojyoqk|4HO;Hb=vO;_D1o9kkBM6$y_3{Rh`zTzn%41 ziXz&m{@ztdtAaRt^XN+glR#yBGl5H%*G}Fnk3R6pLvuY-t_WIsR`^Oq{n+js4-xfD zj^wKyrmS5UQ8L2Ld6iY$q^|gwyCLBoOyQZ=8NG$_IvKY^p z4MPl>SsV@{rFRd|73=-mMZQn)71gyrt#K&p`DAm^Z@dT=jyZXm_tZiiihqetD_YVa zLNayVwKBY(ot4V&krncL6}oAc;{>eJ5vUx_Wj6b7(aA?!&B7u{GWQelOdXUtkG}6W zJJ(*l@Y{C1qM4o-%JG*l$saSFbteZ7j5PpV_E%u6vsIpF2?)^VXweGk?xoQ?>H@uj zS9YQ^`8|zh9<`@=T`Rhi;LNFD8Sh?yFKgUt*?d3>?BFYsTRo(CRw$~)oF1E>&!UNf zvdMZP>)wNTo+OIzO@LDIzE&>zMK$(enw*}ZmrxMe%gv90(~*od@T8cqy%<}_^*@}YeOq`RM=2h?SawQ4~IEtfKW*B8jo({K*fXgA> zpS{pc^(q&yIZpf^Sr6$w7M;BDxga@ZvE*am>YdwhqU=4vc)sh|S^)*2eOQa+Q^c=K zNCxyk-h!R}E}EqZ0Eu&~X`N5l^9jGRs4X(?UjJgEqxl!f+{;?n@Y16?vARNqxHp7m zL~>rF`SuG{*(TK#2NLeIr1RS=vvBnA^VhOxb}Z|yH_iIUFYSmN)^*4vriaitSkRW+ zQO71Y;5oizeWtf5kARA_5-v?hP`Y-}Sjw4W4wjMlv`+`y)FPCX{?!2 zGtIv>jcSZW*V;TrhZIC}-i??qF1O8!uczddFqFepg)(@tU^xR?j24l=`46zqpE7IW zJZIH!9E#`IL)_M_UvSE#7BY5?y=zqy=*BBk5ysDIy0(2I{Zs*Y%bQIR?S$cm+(FB= z6dwNr2%4qHc-;W4H7<8{ic@Q50FOj&Xk9rq#~j#Rr|wAQ*REl8N4Gg;x;w?uk}z1AEvND{RP-y zYTR!`o$N;PzXu;|+xu2^%VL8PD|0Awbnkz(yJ%h)opZOo()&Xg_Za9Tcx#-b8k1kD(>Qn6=O>HPN-xpH6q^E4k}VBLVFJU1F%$tGi{z}vNz)OW{!k< zndJIk@zJ|x&vS<{4P6_DQDEsv4r#mEhbB3Oldi`4uw^i1_k_OiI^rYV9K;pY+g#|r zBCEmjIbvokk@k=0?z@!@CoT<+ryK$g7sl$&$IIegA83=GhHjwxL2k5 z6$fJz>`xhG8RhbIz3spGr!f2lI;#Jip3ME3tQ=3#vrf29oA+O=WlI@mZ*VBlcZM?m#5frOSYT ze{z+%sM(+kR<+K$A8*OF0KMMj)g-p}iFn~|R&P(E;rh|jEPY;{e+JHq*A9jA5LXKu z$3u2-zwvgQ98+&n=8YcV1DhJKEi>d7S`;+3^R40Wm#~nhU#d>UsU&85w3jv~yikSV zB%3y}$jC+I&jdN#Sm})Rf%IxH&_S=e#tKld(GZrHX(8U$kyXjaAy_D%@@yKGA$(Re zwR%~-P2UmcPiAl=OO7%mSdaXW9Kd?Bx%qc2j_jgz?=25%X)WC7`W2s~YD|-oPUJf+ zK<^oGuLD&Dtp`}Rjd<03cY}PPGd;pWgk3q8SkK~R27wkNsidFBFldO zLR?z{xSuJ51xuJ#Br7m@N1N6_l|nB?rYGmRyq`z%Um{S8xer~{E;TZ#aT67*?WnHY z=;B<)9=l{ImO0&W65_x{7W-YA48Ex(o44&+nEUXCg7o8*_&|ujqjmv=9oO}sCL#NW zQnfbo89Ivwx{7!51=-%FeW2$af(`4o*y39NBRG$YnE5nn6i(73DP28Mn3`pNk={sK5<%h~;4goyJ{kw= z4ZE@rM6CgRK3muyE}1I{AMQ8U8 zbk*p;f|pX8LfTSpxIVRFqYqYk>AlJa9H5gK6Bl<-Tk{ZLv+_QpS{&7tdp;3hscg!O z-=3tqY3{jIOta1~6t zKGObXtA^2J*lGeSzCK2cV><-ts6X&!wyZE=awmb zF2(Vw2Q2*yuG!{R%3q9la#=#UUuMRu5kXcJUq0KvB#8a4X5d{ZeJ{yMrD}pvZf>tNWMC~9k0KwE$=sL@UnW}cAxJ|R(D=B5kaSuK;W+Z?kg((io=5S zh)qhFQumcfE*Uk&_bbo!ov?@v+R^+n9V~gl)F;f2o!5<546juejw8I-aH*q_ju+0S? zF^w?x3-l8=;a#PO-P2`x(T z^c-_zBztb#1)v{iyM*F+YO0Z6B7tS$reih|9shit6O{*f33q>~d65KufQ9ua(>49_ zFmTF0eiLFjbrR2)mr8*ey-$-s{lWnCtINxd5(nG1QwGCD74$WW_2XCm8yq~$a(iQMf{DA)K@J)SD zzu&m5Vt=H}?hg{b&`{F2pgU%tiEQh399t4`6w#c$>%G6#>Bl- z%Eo!9p3^QUA&Q^2nu;o!FFeuV=WaK5kirk|VI6uCfAFig;QDKYv9K+#yv3nsaZzRh zJbG}gMsbkDA6n?Npv1zmSTyoO*g@-7%KV_LmjQgmMPq zU3sI^NYLanC0yphRu#Ta_clBX7fILXWahcM5(MFMEf|ESp@@uJ+h6IJ$38yk<5 zjnPDkdk_Kez)5&TKoi?`AmL>lxkM)=>yd%z^Yes6U&&2eYZ)rFdf;z>efstu85 z?io9i2gx>*sR+>P%gt*!gM0eUkuNRH?>kN8;0Qa)L6O!_r*b=zZ&FYAs^p(Kbn~jt4 z{>24VB)MT#_QjSKB#<#{>PNXjPk`e56;{}nl|3%x5?`|nm9Kb|e&02+3}0JxoYZIc zxF6F})NKp8LfS?ypW+toIr*wQ$bW8s%Ch6As`BH79v~YMU=$vB+1zc2&|8_Nc~MZX z-QqL=5y-T}%P&XpJ;&~BlNlh@SD3oHY)?%MMhHW!2UfNxlu?d(LZvQyAY)IlMDMw) zg~PeK6M&nb74z%2)NFXWG=Cw>3E|2+mzM>6w0O_K`U1(E#=6tX;&ybo`lj+(s%BNL zzWkeHwtch7T0Y8M8bP^gE|UwaXPWaEz%AZFoclC*%!!A4tE<+XCR0T2A7CjH!%8dq z-gPIKRKkkw#>D78rT3iRI{J%e;&`dQ&XMYd<5IBx{fvvzBM@tS-JnrC*7IlP9z1!tIx>SLJ|8)nSZW{ zZ$RE3ep@3#N1uVo&0ldiig0b`AlZ z5}xq?B5+B+hNbI}1YU*kmkYwE86e63070}z*E;gbx^Stit2$M9=+eV#ID%zkiB6uw z&gRgh`j9PInNT@pPO}eCse23GF%3~{il&MfreD^dT%Gh zk#9XT-6h@Etn9*2@Q_!&kc5%1g5DgYYf4f4vcBq9O`AT(Xv4({GnK1?;}?P6bIgs` z(g*IvCAs5NKGHGUy%VT){CGaY%$!|$sO)Pyagq@1T2O83iOHfF5@i^En=AZSyqoc| z_6ahMPuM)u|7$j@sbjm$8m+l9A@XzUNuFTpeRktl>l*eJjDDV$cv45!Xlr#S0hrR^ zRO;<#ZfY~I%l`N*is!9ErU3 zNOe8>OG^)Jc^PN^1xn^2Y%>RXT}Z~mC^FwXKGx7$Qvs6VcKypMo!2}T*_YH8=o=%z z;TnDo@EcnqHkGj0-kkP$kmo*{q5sy(TDnD*50`PO;k^Kdg{Wc^=nA7PwovitKF&p5 zi>`0h%=UmuB5+Hr&@O@d{j)SHt*X}P-RybR$$px+*m`pY=XPM)KY$&qo~izwX`afM z(-!>6N^s6MPfArr-Q@cCM|@KuA!dr>ybQ|lS>5=L&9?Q9EpuS63nt@4!=KM&CjxBn zGG=s6qW^JLOH{URldM)<`_A?{CP~sjcTW1_Ia1ZL3Gr z+eI>xTCmN_hdNA#yY3XW)Va=>prYv^WWj(C$lTM^Brym&N1HS?cXn?p#1AELDA&823{K@!y!IS%q?x?S`?hV)+?MimCCSe2zt8X80O0Cgs7CjbF z!JEMq(Lh)ZqH z6<_-Ti%sJ&U|`)IKWo3esYT=Bte2cFMT{*#x_u|A8nU_;VyFI7fPHwMpH9R(ChCNN z?AkiNET!AxZ&7^Mgs3c6+nen$0g{xR_CFV11p;@>Zh>}8IpKdw{b}R^XxK#lGc*zX zAcUgT#s_Z$@uuInuQhXQaMv)TfFjQ`uGig`CHSxWm)Unbgy9vt*71g|I%e!k`u8S@ zp2waZDl#LJjpawYPR=LDEdiDhR~E}kQIPF7_7U718xj+!5_=Di&;%qKhMFWBV(gO1 z#H*^`;CROGBIf>9JEy`#xd@gy%zTYBQPh_%y#IC8jN1oSN4_&p(8MonTFr~{$ENC< z60hXjAsyj1@TgCf8Gc;vXgd$+N*=OT9#)x7cb2;lhE2;CC6kzxuFRSbm_;Rk=>%cL z&R@iNRx-W&CLL&IM4L0}+TF+EKGAyq2gWN5#!O^BB~yE?3SjDA$nY8VHGDXKxXLWD)PbOI?)KD?!l!LS#dn)|MQ3$mjtLESQ)Q3U zywt$XO5ySdkM11SVx|)A=y>77)F<+XbxT*HYB{go&R&$T5P$A{4vQ;I?Z{~Saf*NC z<8nCV=DbC)GU-Jt>#ykCW|>P}X3sSNH2>7~yJ8x%U0D;O39n5gtZ*jzI;p`~o=QWF z?tf;G;4P<2T3;V(#Z2MRq0B~s3%VlVdF+aN^JhQvHBQtX%suOp^tiDM^lM&lB1Bx$ z9nXu`((Ehni?#uleVzdE0w@ETrRZ)}TB0=l1ZupeDfS0M6w;oI$R|lQH36lgAH5SYM17u^A zRWY?!+ehq8-E0a@>2%hCt*dYqzsc;)d2bDGc@(dxnibY-D{YA~U` zLPZPJM5Zc-yL>>W9wxt$Jd2a#dqAfM33X{FFY@+#sx!a?7#|kvK+Q*Owh?b#ThwiH zKlwbqh_|+8>((Y%*~W}H*7m|koi{#cO8T72O6KIn81KzB>wP8sV6IA1k@CFUsBjJH z!>u86=P_?bn=bx3{FKuw_97ikYrd-WVp1VKBRMhlB zwCF6}=2gORVEqb}{X>QRVfj?Jo&?8Py$Cadm=3NnMFOrCUe9iJnCR_OC^gcpRoprH zvOu=Yeb#1z`}LV!DAzH)c+Fkw*AElNE-f#p<5@DAWWt2@OA$j#a0@5^`qn^)7vX8d}j(b_-{6e4C^%%Q=PfWXMJoY@8P@; z9`e4z8n&)$f~H(fg+E1f&SwrL{C?4)$Lbqjqx)c2GLEBDiecSHJDp0~vfDMlK^Ci( zeEy$&w87|@j*~m?CZXeEUaRds6BRYe7PUkqD^$56cl*+huC)4)1hMVHPLsOvxdhE)XF*5J?+ zPl&?Ps~~U4pJBurU&TbbNIHo?3i1fsZmE>734ajugk96Ii>g;+w*LV85Ue6l>3d#F zg+azTRD2=La;xj)z^m$Ct-e0ONly=uVZhkM{{TeC2~digt`X61)?u#Ku?EkiAOwAT z6alKBi)E0xw&2vHzOu1E{c0@=$JmIfvk$W7)A<^76aCDqI((JUeIJuRi}Uh0RZA`8 z%0lXVjZn9+F_yTK9TT6}Za?h`!++lrkn~GMsB76lehchD3-mmKXcXi} zwvQO6YaRTFo}hJ)Bd{Xe1P2+M;Ryk4c4SQTI?w*rtH>I8dn{tlLQ%x#!(keHh_KoA zSQI`Wg;JV)geha$a&CG;j^EfdeU$=Yf)4)x%sqkZV7$CxTDLhZ0u|)HuqrmN+OqgW zt7)v3=kJZ$*2Cm6-g0!J@)xir7dTWZ$*zuw!+=h)5BC$I7d1jY5G?WAjT+T~DX&G0 z9RZ#D5~)sJEKIW4a40>67f2l)UPFTyFF`E4yqp_vCc}rwzbCPMYAF?4@=|R}uyg59 zk>VD@jx0d67x;ppx+zih94Sb*6evcCcw*{$n=}6ah6bwrlnwqSYwUl>mT@2c&^Jq# z4GAxqFOfrj=-Dm#*(~M$}e6NtFYGf^2eN4rqD_jfxpf*ch{={gXh|NU#8lsJ- zl7MJ@mrjTq*?qxXz~w^0ljIDu+@eVRYONNQi`jDS|;P_bB@x!TB0g%ZHBGxafa^(+8hMffC1Ls=S> zJ<2y!m)HXBsAL1gx>rP|g=|EIP3Qyl5k)ENHCXuqBl!COe}#afU3Lfh@>ZOA1qL2U zBw2less8}_2>$@0C%1`@(tp~Wzq7z_@)L>4{{Uedd-iepQ9tSb00_VBHT{S$Ph)$( z{{YIv>T*9OYWhz90KyZOlT3f!K>q;zKO?{MpZ8;X%W1eLDWC5*WO{pS zOKbjL@rdCbKa-^DI{yIS1OC}Le~GC8q^+DrYK<%Z0Q}SjD=K6AOiZ8nu%G>j!R1E( X0IWi77z*dJq4^qh?DdcT0AK&v?gtOF literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/meme_sort.jpg b/notes/03_kernel-pca/img/meme_sort.jpg new file mode 100644 index 0000000000000000000000000000000000000000..7aaaad9550598ad39c0d461ff1d14933645aa60f GIT binary patch literal 49088 zcmb6AbxW!QDxK;O-8=-8s0s6P$y)yKA_7zV~-;z5l+w zQd8SCvokwW-Sa%%`?3771wfONl9d8LKmY&`p9kP$6(A0Pg8WbZyF+~nG%WOg0tX8V z0}Bs_fB+8%508L^iiCiOf(Q?fjE;5s3e4LP5iQRzyRD zNBn&H|585s0O)WKcMx|_5EKANbOrmPF#rJg0`XsW|NjC32?Y%U`vngEQ%wi~ zfcn(_KlT5o{#XGZK|uf@(V);ihuRTMA$+OM4*dZTC}CNRzHx0vuoV}a<~Sj0_Wvn5 z9?C&-Ul?PB@s}DpZ6a(;=i4u6I{+jc6h45E44D%>E@5?|^?>scn^;hY+dww!-M)+= z8%4vKqbaa${6~`GY1iMwpQI$?FJui}+Vyi~mT~a~28Rg~Zc-&ie&3drns$`kO{2Yn zr7anUGf|RY1~Sn*FG;n9u{K$o8CEB6?zwPm-SA`N!JeDav{pXh^wuk(*lZ7G*L}FA z%A_hUFJ2hIi}Fc$ZW_+Jma;_K8ZYo$XLR!w0(2fXrR#b!N(obp*$s`8f>$n^-5d)O z;%n>Wx&-rrbLDq>g8N!tciMudmPgN>^DV)J)f03>Zomr@)#Ou+>!Ra`Y?u|9fx(s| z=It^|rE)&2$`jp$*gv;ibCe2K?@{?$d~NCCdGSD2v|avP8F5NEq-dFxMNM% zycw1)lynaa7^#1`8XIE%X(c)wqb>Pz8Ja{g;XEkNC++cy?wZ;Bg^gvfCRW*Y3wm@M z_shx{ZRZGgye;z=l^7G9g@Pqy|I+0JJN*}6!72AYvOqcY<-Gs&XQ(v~e;lb6`_fV8 z{_I;$($S>IhBt`26EBNKoyI-*v_s61>=)LiZQrn{oF!G4ATRPG#nGHdF)qr z*`gaALk)G4v%HZ=?^9XV&^S}{gjaAN>yz;}#4un=(*Pv znXo&unyT8$^2)rX0 zjlUB^t}GTr7dNhsx??jwlp%)Megvx%hTq4_7Ke8DxCu9Nri%(e>NESEsfr%}C{nvi=D^1KrY}~WElG!^ zhfsutdp8%kyfiawP2kQR#i+?VtX$uD z_$OVK_&HO5qUnRg;*ds=AnCu+l=kA$%R)7I=j?01J-AI&(~=vMmCch&;y+?%(^NOr z7x>K|CksAk-L9+YOOH!6oHSr#y&Pjzxh-c4Zrp5iH6U|OZ{PVD*;Q!#Wn|XJYT-LN zR(qS7Wn`%$A>w0&vEW>?QJiw-UosPxO}!Jm6piIT@jgKrTz2!&Kgm`tE9j)6-+6o?YF|=Sw=4`B zSHFV^WvV%Kx;Jt-%t_ca{> zu#Yx#q>?&b9dTXgz2DaDxct3c8%x8D!G}kcw>-Yf19{3qnxrJhBS;y}hrLMfCxle?M_ze8Z zL;170#f3PX6JUsTRRGhfwp+55BLN3QBXzoD&h(sxUNgQ3VuGU*(|S z;pxJec|QPXO5nSWf2Kb}^9b=few7D19^W5kO>kfG&60uTt1J!zDtJ}2<;+&nT`|5R~9)H zGi-9*sSuveEPSjp4_-Te!?1qon&j~CUCt>Ocb^u5kKcq(PcUP&g@+ZjD2$gQ6Emb9 zvKz*N9xgjrv114BKJZ_7NT+UH=2vu9%`zIvxgR#PSGM*SXGA>2Do~UX_ifAA80c49 zuqx*Y{z<-`M2AwF!$aOR)z4Kj`S&O?4PGm4MsjVN5Ihqv&UB!=Sp zWC(}nuceaYOX@+;hZx2Z8mJ!Fmd_tkT3TbhAER40XnJzN$;WKb<&>egX9mx~xn1qS zyEbSziAbF3Rq2E(wQJ$%eeG2}l)%UVyCWPgF4X#nvaZ^YGp$|~&6g*m_^t#)tQ1?o z;;xmvZuAZ2&j5j@8pLm$kcfZ$u6O#jmzj6j9{2^laiIx|hLJ&>R4ry39r3iiYMjh z?gG0CCI(NoYb_YFi4u(hI}LB>vwd{NB1&`m2_iN3Uy|&)F@+Lo7*BOW`Z<8V+TQt2 zT=|4bJSKq9@j1SVlf1&MKE4*KBvx#8`MYz-cI?*VK@39z79Rj<)^B^Y>>G{M7~AFt z?Zl8K`sjO9XJgtXFDNBZLeuLj@e>YS?QT|8X&_+2l90;W_vT&IL`7bTMQSg7sc5gl z;cwOxwZR(nGGrKuh(-Bq1)vQ%!{uj6So`V zmE&_kI6S+|-)SaN7WVn*_fMKypN>ZRG6wE{mqmM-av$i|5O|NWc|Yly!|A}(yHH{L z&bE`q+*`@?auPkGQLUWQ$!eLlb4e>4U(nD@oZRE&JaD3CgQ5m-GKTn56cal zr44Bop7?NeTLsgIB%ftaYoSo-BDWm*7>V2P-W9ogV=YFpfOKL{9Xqmy@}J7+b&w?K zYdJMxDiyfliJv#;cgzo9=P^c9NU&rlOP7<41K_}^$(BGOhe&+Sr@)6KC&*NxLk|PM z7EmapBsc!CP-mck)R9TLMPSebG54+3S2InMZid4=aQ3Fvr(sW&L72@5m#O})llh#s)oiMs)xxg{uc>!4JUmu-yc-WYTVs%6ZKWF|_A8nO)(j0Y3~q!Ieju7& z6@aM2PC{n2DEdvF0Dh=fUhemIs(jf(c{@?8?_)0V85uT9hfbN(tjkAEC*Kc?=7E-3 z=T)u7+P*yy?B9_Q#lGNE)5J&kct@vVryFC=A9fX0n&xN(GP5=Re)ZJ?8tr}7c!{GE%yddi}v)*e&0)TVMv#;H@I6$ z;Q_XlA+$@Saun^Jb5Mr-`7@58%k)>CiU-9>|8|X-#${=@+CoETu-2m3SCirRH*;%J z;RISTT8i0sq+fWPQ2;;^21>|0U{ti89q>J5EY3ugKnm3K$8Lb13{tAWHX@z|`T+dn z0a{8Dqt(e=NFaHV`2&!B%#Bl-A=ak_n=Ck+_II@b2x7i9u;?c}cV@%UFle0>#b`De zC30n^`1T3IsDh$fddzB}0kZ%YYEeQJGTlGDJ;A@kqaksmC}p5j3n2}}dIF>1CXm7L z236`L64nW1>X`}oN?d0+ss^`yd=PoeTg%A6utg^J+i!Z#h7Kva{0^)Lf^enC-E0+Pw3UNPik*zw~a z(=b^6&NO3)!YAu4u1s|f&bdt8%@z?Ae)*+OPqUrG+{k&WjEFeNze#o9dP*@B>U*As z2~QTEX(N-VLJnO z9hGDnwH0VUR0f$na=i)wfTpH^M1?FN4-EhW1pE(q!a>AA$^fX?YrPO;CKpNYDCK_? zH3qVCu}sxufG%;caW*`P3n)VXa4j%0SIvrs+^s-^NdbkYZn?aRX<|%E?PB~S*ZBz- zDg`;m$Wl`nG2EH{91$mGE!CU~Q6`z?Bl!LP(wjxR)MamR|c=;?%cKog=y{@}?zswj+*y9oL zEaV8^*S=I9`5WS_HoMHB^d2g!c+K-)q_P1?T<$g}bMwE&KEJMb*7{V`zrDOblUUq6 zPAHfB=sR%u`lBts^Du9>TimN=_Q$+;EXxUbulF#~#rBT_ZU*rg%T~+dn5-fWbMq}@d}qrZ>%d*AD|@1?w=&U zIXxKO+DA)v^Hg_iAAJBAJ+2-`=cpPcwXb|un0zJAMCdqX4R~4|w{E8;4|5twDhf>6 zcw5qnj`RL@oF1WahpHSARg`_1iv9Bs;jz?nGvc9(Jtp!Fv4>O?|CaK2bHcdf+hi&E z1o9He87KLcvHUekHOt(*^UC$pT#>5#*5dPcwd-1|UJay=LYMUKdwuv@t_Y zt~DjYs4JaV)KB$l5HV$2#({*t62qRvx)!YuBz2n(^BYY%Pxk3@!u8#-h0{3X3Z-6+j{zHI^Edmc|npvJRGXR5jxu}AiM{Fht=R) zh^n0f{hjMDW*NUE2}-|ni>ULc7)l!Wha98^3m*<}dckxPbx690=t8UABF2pebnL|; zjQ&De1whC^v_t@$2>|0U3lPmIe<8-rpbCFsCeHN?7r6i7?L(A`U77q6GOs{FY|gjV;0E`hCL@=@+7 zwfkXni}c-$zcY3Ti>kPuI+#GjGl}7Wl0>Ko6BuzPkF8oE8(>@F$f7hxF^{DEq<=Z_9{?}?Mb?70&Gw(ATE!1@AAqp|!8pHj4ay&p ze+Fm26VqUCgS%xbg0x|)nGFcEB_s0(=YU6bt{H8LhBz#VI6__NS}=i#^yh2pDatS2 zQ%E3vdJPE|F5IDV*64X-qS7t_RbTh~_iw61@0?sPk}rYz?s>)Csv4{J#F8&L)gOSe z3fB4ir4!)3e@OtcJOV)kPZP?cJUzT zzz@ZdzP+;~w&J~fZ=7BuCYW9QmZl|2>nbCmQhgXgJK%L5V!+5M*z<3Psiqgd+}XQi zkgl@nntI@f#Nm>k0K_|@O~0-Y&e)ZEYG7jrcJh{O^3^My=^1ONuJNbc9MUyLtnb1$ z_oe82QvB70D*X4mCE2#cHcD#kmSf5Z9j6=E*jQFAV6()Uk-$5@uBi3PG1z0!q=RE+ zUNG(hK&knP8r;Oe4d~sg)X7v?t;6KpyHO#Nu~(S~lM#6)m`JmPZY#?Vr#{##g1?VubEw%ZH6L|7D-w@Z{? z@gB4WA9phbW}G_lrdxyJ<)To@7859a5v;{sY(7$bIY#?9+@n)JyDA~N^6u4lAR)>?7Nc$Azs z&FATF%9!|srz@DCAL=CzNSQ=N7Gg{l{AgG*wPh=c2j}3vvLJ7Mw$mo=58>KtNRx+W zK+vWr#a*tn2cDh`ejM}ha@S{WZ_;N@88;uaZPI60K)MY41(8=Ckd=#-E4Z z$4!7)$t5pfkh7&;NG@$HDQGVH=rQ;RQm>nHhymh4D76qoZv|h-8B{vb-TWO1{;S$t z&!f`Z#{E>_%f&-Um{^Yle9E%g|FIGOY};*7#`L$vFcud4join~Z#7OQG`RDML zd`!$m$qQ4qR{UI3p7e=THAG5 zFK?Il(bW=MikqyP$N(k(5kV}ak%T!TNvz2@obz?uwFPL&t;M+FB~PX5JD_0kf+M~G z#0ac43L<7Gr`{8hYW3a9C0x%=rRh4y_qla^`|rLg?rDs7e-KGo&&|5dIeABuKLGGm z0&JN>f5m(wq>~;?6nkf6ZwjdFVCStL$ecZ7O1Q#%3o-P>o0V4`AtN305)<9Ql8+!$ z{TsZYH?bXDw3g@~v8{yx=8Q`dUoQ&3)InkQ28|; zFmXY?>5^K(pvYzI)EK)>#z~o*91RSt&|H zyRI0r?=Tu0(o7!Uj{$`$=hPT>mmin6mY$cfhAj;RGcu}j<6y} zUuF9`D4&fmp?0aSPWearDWG%X@V%B1Z+C%WW2N4%zw&>OzU;SJ>TvoIQWoAHCrr2C< z*jY8j+?4=>&23d%FJocdyOtW+X20UfO`g1(30<-1Dmz>;_Rl*l(+bkI3cb=MsAoWC zuAdU(lE2#8oPo+7GlECP?!1K~2Bk)d!)I_hf{CtKl6i3W3C?W`OAT8b8f-?{Q?Ugm zeI;guK-%|*WTrHD7Z6707Hl088Z4m05w(BP|NLuWU&AAzpen;)- z&*GdNTGwf;8h57yFYKFJ;oqVm#twZPn4pa%t6zpy$6NM*(3yy3;ek$lV`R?a0?#h( zcg0^7c0P18VX;H8xk<@=msE*iN_Q0`=U5VrWB%$*1QM)=hItGfQk)O3npL|BewiN)Y+ zmM19s+5Dk|DqiSSDENSuTWSKlbu>Eor@^dm_C=X67TDwsFkbhpT8aXDegITm+-PLu zYoa7OytrkeJL5Zo`&3&8l~ZhGPP{KTPPip9%eR31vpIKX0>OQU#JrQ6asSxFQ6`%FpP4@d;uzYhKkPD+-J7LdFGmoals`}hd@YYA0OyXl=q(saK z`-aC!Rd;8{$MxmZ)QPZe>mrB5JKXb~=TnLz*piwWC)1g@wE?YMUn@6c=Lf*JIuTz4 z2F$1hX=*P7$BLB};c1n*CUr@7FGP$=Zgq)qrSY!qHO=0{x zi380J3JN->Fka`S4b7+GXBNfV81=aWch*D3zg}cK{jR_^pN-ySOpl+UqjiYd;qu!d0@P`>T4A;|6$X*<}VQCYGuV>)h9k#Q#64KLTG|(_t}&r zd8-zTGi=;5k<=&5{cvrWlxtb;DuqmkYU%pj>mJMuhkD;fGV))$Zw@bwFmJ@)=3eS{ z_l6qE*QE&ya*PaNb2G$WZSS!&E;xUdIy4RbJnnj88yb0mn(&P$Q5qitp9GE#GxSp1 zDh$CB3OZP9q}ak@`en7%35l4wYnr2vTbSJJ{7JPK+1V$hU_?PVk+ljNu+2Ri`v7n{ z^U{=d9g?nwIcSmAW4?ZF2#K=QXgj%ui{%+!1Jygf^SDNN#;`Vh>EIwf;RK7 zCwUX0Z;X5Z;4l`x!e$R$GQ~ZWn*E58n-eNEMmAf@_s*C{k$lBjPKNg&ic6z6E6+6P zKrzp_RCHDLb?50=PDk_3J^y?=$F~j6X=&Lvr=Q=9pLPY5zrHv3ns}JmN=S*(3}lP& zmhP0#%+1}M!6GN2g3~T_ckgVf?P5WODLPLRYFpESvM@7mp; z>D_i;TvwSS7#9?(`iLvdmWiR7ZR+OkPu}fb^LESL&l||kdHLQ5Jt1{@ME#p-DUqM*Fk1X+H*I#UU-lr5)H4! z$4bdOX*cU8=Z|as)~>_4k$uyJ`?>Q=`vZ`vs2=@rHoimKeMMRty#fKi)@1cq9Eubo%m|_}_)qenht(u0wJkJ)f>$*H|>fJvG3Xw^R zX6e?)GA)2{#~lDl%G`RA4D#38l{m^wg?i@@A^%?ciaWcqWa9VKC<7uZ5$_MCyegf zHVw9;9uG&{$IC6Ywjvm6MuB!16xL%XhLsGGeo_t%ql&1Z9IYHvP3crb+Yt&gu;!Ig zZAWCzXp=XXQm~A4*I3fVMGU&pE0c?uiLRk{T1^d~r*8BzlW*mVCtZ)vMa@@0t#NOT zcl+mNi8HsY1_G?jvXb#EHynspdX$fW!|e6OHRY#^E_$r(o;x+;Z2>w8Dtxen#c`(oPszW=A6ai_SEb*%>(FWdDLGElM=h4^4a!`E-Evk|)DN$StUwZ*ZzO_$$ zd;rwQ>`zI42JXQsk+vN8auSe9q>x}c6K%279(jT?#*mIH9&>Kjpj|85S(8!#zcx2W zrznNDdxdiXA`Vft!Bf`v5ogUOE2BvVJizj(-Q$V^<@*)9@$CcztJnw(QDnUKR-Hot zS?y*D9d`1YXwWW7+k$h{sZItN-Id5<--U5Ht1%i=$67o72$2I{RlLpiSkWg82Gr|w z^?(>p>SU{?8#tIhBMx@Ay|!9SB)NaE%EEgJR3olC>C*zFS<+m_qj)z8zCOOF>r~ZS zZRM^Jwn1=(w+CT^4XO+)t;Viu8)9nQkGQ6EZQGq@jGA7Zw;6}@m!!-Nlcv@2Ar$Gr z`+S4NvU+>kilep3j7pc$qjmOK8w{k9Z6AQnzs?wpo%H147r~P$jXgU$S7&}r1%#{X zC3?cF-r^SaaDoBkYq1h2=ZN9bGlFN4JsP~7=l6iP+H_Q0?63zH@QGfK$`1wm(~#b^ zKrbboS;+x^$)6%xVX0cnX?jhz_{4RCzs5S2m={-z-zv&Z9_jZ^dc*x*Hy?HZPqN?Sb%lEHUfqR%a zIUZW(to}UvX438qi&PbsRm3eskYFc8!s6y%uD@wzJ~tM%ZbXmf^-M#94$SuB9U9@Y zw!b?PBZ8<+V2lMxDyFge;}8?}vMF31Sss!FV}vZF^!0(F(W7(b{cu)`y;)>h`4nm49`~G_LP2$$FsKkL z0u(C^Ba6@n(C2+92^zsG2^G4JyLJ1Yx*n$!q|)rz_?G&&S`On3Ym#*a>Gh@TTWn#0RxNhF>^0 z(Iih+@ekkc*b0+RJW-8ru_vt|<*8L3*>nkwr)BXbgqAx>Y68YnM-`nt`1r=e>(;TB z(85uO#!&T(We!T67xPpP)AmWkDkIYz&fmGX360B66CQfYo3#&6 zscCJoi8*lu3*|ZKBNyK3S4s)4r*4D(4ohG%NTK~=gIYz= z8VQGwj#K?pqW@R68Z_SSda=DGn3byPylx+va_WEn`Yte?`0w#<(|=2a)}7SYeSUe) zW6ggl$xpor;rBb;8}K^Vv%cep5%u^$t7j@J#{LdTv7@g#&(hyO^$6$gZp}fy!P2-r zpXN(a>7PX(03+ph-nn=^At973C%qbt**GFDOr>bItv}Gd; z7iNLSp#Kn#*cL9Jq;1S)x_`88>OVjk)SRd;W$< zY){anpHggk&1U~xpya6582~afJ*)vzQarv8gtVq43wD!_(6%bmV!I!V;rn}WD*=W2 zTk;NwS3PV){XZ!au-%==Ws3)=_eFlzkd%DZ)X%6IrdikM+9!*c7Cg1*dg#16_UV;? z$4IIt^#-}YXKE!6s<{*YCFt#YkC$(xYgxGnnGV0TaOPT{h?z$8%q3lua`!JTtZ z3U3)^N3=+jDwyOd*7Fu>pG4c|*&sBIdCq@s%_r17caJSsYMeiL-{DIqAIVept3=JK z$Zjs1s28_Um|yh`^t5KE{qp-K@j^;7Zbs1H=;<5iDQVlJ@*>njxhJARa=pj+lS~qo zmN~VYusAk;<6AwjH}`2nQ6B`k&~mwltHSa}a@*or*?c2>s@_JRS4fz_XaJ zd!T%0R;=eEa5z;`M&^Fr`$Wi%bd%+HHMrFvOxJYiw2$tYwEKzlexFqInfu~SHF`#9 zxPwmkXzFjE)~R!+&*sJTaYMw`e(86%wPbDvu&x^NUtx{pv6`{09zyv9(HR3zIiaHo%qnn9=Afap>0zl(YU1AB_1R@ z%{PEZ_ZQ3KocBak{k#jI_U4-*E!Nr4^!Ld}MoymLT$ht9^h;r#KIV1we=P6&P$$Zc zFJE~)G%OJ|42nfn0$zL?DUL#ln-dzsm+;0Gt_e=wZ5OhN$s6yC>c@e-JHYvS*mzJ)Y{qlY?5m>FCQeVHl;6ql7-Em zoqZ~>@N*8?y-F)1yOJh-3doWCcclhivNPQ#wV67yJFHu|A=}!WsVQm!Po}nos3{-h z(=hoXxN}mb7d2>Lgv4{YCfouF1j*o zyZRT-Yq}6Hs&6rx&>!bKn}Ol= zN~HyyPgeajx;qKWKw-qpjG1?SixLy5@o1@KSf*v2zNI`Ud-rrw^1?o z0t<9EZC4jsA<3NsV;B2K&b5ANxwbDl$5aOLGd6qxMqdrycx3$PO9j65SXYMFuW8@< zg?<2dfFFS0YX2f}BLg38GAdMti?06460c++lHxEno_jsH$G)jI;qWW|Fd~P>*)~5B ziicb`FZ}?JST{kRdbJlj@ zcyM}Bw)?q0-E6AccC+I~lNuxpl9F!hWMefIx1(LLygzLq9d*;nu`lgk>yGK!y?ut= zZ_xYsifWUa&NBH4hf|-fN!PVV6;=C;&ONTy$)Aer&Zh4zjLEfoHqQi}+qK^)V(&C= z-L4I*4;=4Yme)0v8~tc;%~GrO?yEcA1f>7bSDzC4m6=yQ32NnJ4s3BMs>_26WuI>S z8V7^4)pcU4U;~2stuFrBJarOcLaS~;Is4U}oNl5HSTG+p}DIY%3X{JCenxQDvZ>jaBh9X*u69|zMK zLN!1pgY-(0q`uLT&&Y~RlSxBGJMSA~Q_aPNVZ=uGlc9Q{Ef8rv6K%d`c}frd2w24> z{HFmpfpz*IWI1g1s{6(eddGix^Dgop3hJJCFwF9IpuOG^X{(<80MMSh{BN%RoV`Mn zITLhaYa^Bk;ErlnWGw37-?QX|2uJZ-3dv2|@J~Yt7tJjLzhH+IWEM{?gGksF77-D@ zEmsQDcsj3_ohVdXc?ywcr>a@MF7W#muU8PC_~jod;3W4Y7c*sgyEHP2!z$P7b;+RZb(lU9%mR_u=a9gAi z@UAh~-+AZz5?oV$KZMeGG0&B~oHg7!@77f_FgIb@pckT6YCK|MH@J#Z9iIN~Qs&0w zdSNi67X-?-#KM0!F5}|(x)LN%Jf*J(oLHxEPpnQ`U98$W?_XhQu0qjgPMTT+o7QX& z7!ntpK9Ql; ztTE@kVhhMFdXCh%hgUYBNy_nQlFWc&7z9JQ7QJ+wv|U!rTNU*y>(eGInif3y)!YLr zshj_moPyF92@+McG}^@$c~{a6UCJ9=>j;)KzFV)HW9n{Jgf8mkLaEsUgc!~vxDq&o%m5C($Yh!{;;b|dUO^z-y zPuJ0TU*HN;x3P-(L{|OT3kjF=qO1ZtBayo014;~vwZYdr^yAQJup{{4Ton;Q2DX#n zafh!uXTD2C1xif5a4Es_Q7ny&1KLI`HI9aO1=M-{9{|IbK)g-GEnB}P<%>_I8ba<% z>JUjAdgX7$lP7{bPxm2`zH4foj7%fuRiqzZVaq3Mc5M|_ix*te$Wv(@k{sAUQMQU7 zfIE`l;e%5VcmLIF#*9pkBIWp1X%ne7u|r{s^XrW|Gd)5V`}07LlArGbLas}B-z=M< zoSTI{0H3j6CUgKKlhqUpYj@#nk>6@%>El z7lHTy1Qb2pnRSU7c()usoPZPm{g#}aFCt=Z+g2ZA2HT8NL%^OWPjT>D!FjIpWTYx$YQ%w1u`*sv|Ut5l<*$>lk0XO(7>)hs< zn2LO<8792Z=A6uMnNds%u7p*jWT3&GZmE;Ghfu4zRy&oh#c)u|!(LfyMkcj>pTI4a zP)Ozut9DGwbY8+yR6KfVL=qplgvm{~D!yR+Zw*IjTVIU8#PP3nflU<>YqWdkTH-I0 z3=ffiI~j|&*`;7(zVzaw$CsxpW3SVUgHV`)?6ddPllB9T`N6oa`q9x;;L;|Q)GzZB zLGKN6?_Iy!s?*r!tU@M-oVkLWdJQ7|X7-|fU}*L!L?!)bjEwR{we85}v+CC20#pr>e7 z&z73RM7LF5$|Ac&bi+jb+c3O96JK&~B3f}h;*ou6!{;5&{mR{#&!PD?2bH1bc7YW%6`UL#2z!=ECUhO^!M6#Y`H*wlJVtwvxsaZbMeF=gKgNZy0T|$%@_7v4L75kQCuv@bLy{{|0z6TazS8!ZV%TQR51KI5 zhtsC;Hk#d7=d8juOD7aPe+|)FLnom1t$!m`)ZS`B!8~qp9yQnRfZxGmHVEr&XuHys z_#R74C7f9sE>E#FN;mk-`rFx$!#7`3PQ)ZP12=#$Di(FLd|@c8vt-F=(zn3SCv4jJ z1T27D?Hgl_0cucmu)C2unjTh&PQ)&AV~a;Pb*xptSMjuo$(Mbib4^ zPoNDvZIYN5-m2hQX<1d8S9PdWrhy;-GMZxCB%sPi7!?odsW6PCa&wGdi)1ouJvvvV zEnDAmv7MH%?xwHY!c--kGgQEykAR zuD#^z6%W(ABbFoxqJIF6BF9FvFw*0NTN!eA32C00QyWJUDM%IWrb~#8^;$hCk;Dsh zNnsTt3(XrZ$|w|)>N$mxJ^&aTGv16j!wJ#aPClU_-1&;dw{t?eYgWmXqlweET*tc7 z-d52Gsqvoox_dtl{K&+6-npMipV`UpYDPM|t8N#526&Uobs4pzv(!8<<=xfnpGZ#l zzBs)dy++?v-LMkt_il!72AIcNeD*}*iE#RshG!AkG9JiifY!uuJv$xyg7%IyJA65N z81|C;w3#oJyFKffiliFxN?aO)ARZ%x9{M5@kN*D)w)4Z`+dyU(#pc0bvPwSoLe_8`|9hD(TVE8~JGs>wn@`29_nC z&Vla#=Nvw>g8r9#_n&h>heE?(gT^E$`^t_*!6EvMQuTk10rEe`kgyte`T?LxG1>Ar zZVB_1F8Dfac9yEysv2AFxRt81zjw)IUeG2@*3jZ9?e+nfm3?G76`^TCS;#JEbdQ-? z5s=YQsgnSs577acR3fNm^%{^g4kcbBu`Pt-xlH>i&nO!#tsMms!tPd+bLHd{E8jB8 zR9iFCKhMrgaBJq#McrgQcu(;KKSGJ4-cLOt&rOj*eA3oyFgbhHP~Iw3Z6~(e^qJUU z@1bT+5;*iD=2+#$GZK<=u7rWZbsVowDl}LZtYLbrFSez7=M`^m$ zR(AzgU1=g)J>!OH*!2=jbU`~mlKBA;uX%oz<6n&Y`*%WaU%VHC7n4+(c;4c;01h04 ze>8))cAPMXC0!B~PsDJPtB_wALp3$q#^!pRRq97X z_kxF78OUGR3Eph%u$Gcl?Tn#jjb#7;~FWgR;4G%%z`W z1X`#%<{mQhNmMB*>zFC?uM5aw#3QUm!=;$xv!@~oO#_{7q@hvPer^-QesM}`WgotH zC^WIKn9;H`!I%v>CaM=kiyA*?`=@4rr;mx%cqL8)#=NC?Pls+#Xw4VL-t4zNb0lVNyz8DO zmS#EoovhGEE-Y(&ihiMI3_F3nG*Ti?bkT7rg(ilPnS4LRE)%>cJ@c zfb_^ANVQ8`L#yehgl5`{-+^8)CXJWOp-iOAD2haMp*h{v_niB^{HR=FQvQ72wT>Kk zX(x?$1R9bYbsV_fR0CoK63ML;S`;}tnee&@q$=|0kr+re)h%U(h#6ixQ*l1>SQkd% z3?-EkrxdTfD=kRnK1n0|ZZsB3YAB4{Du207B^ell*iaVyJQFWLGOKI5A(-MoSO-tc zIxc-uI2=t}XUfnS?xi7uw3nBpDhX`iH%^VeeQ^j>YeiHh&}!N3{Cm|RLLtTb_meQG z&@k`WdBd66kHKPrTsTn}cV3(MVod!G4MerL89aLrY!ct6D^@xSQyd89R2jqmDJLB;O4$}1&(T5;w%Fsd0=KLg z=O2w`SHtb+Qm)hPEx*I{_6%{*j!P*Aq}`c$QjW5?rc!PhWfic!N&aVhls=OZp&($O zV80-LfrNqiv_JnPC89&aV34z+VX|Y9QG8SV@m0*pH6XqomXbqMMa{(7C9ke`7Mm+D zA-}MXQ=Q7KVP;1{<9EUK)&C_c!iqpHdrc|c6u$*>^Kt@fOE9?L5Uko$sPpG6rGE@% zNUQZ^eE_n4K}RrUSvAm+#qy1IX>8JtP?}pc>M>*gcf-l#T+N^PERlr@jqpAczit`B z;o=$maH{4S!e$E|!X=nI4R>OpuHmS%Djivq{Wh0U-vyFcQTFDAH3d0V6D=lb93m&V zq}U^*r8pqwzo%De$s1Wz7}VfIej_NSqWdSXIBE$bXKVKOs84>BZooe#fM34iT z3*Nt&v1ghQ@%Aj#1S$C}n7NBERNxKG)l$wu{jI=UX=Fq{L=Ht574URb?0K;W@Tu66 zbtW&7U~BayGlsA4ctL9s+csbfcC5lh_#B7DWH$Cnzg0gjN>1h zYuhFhT8q+OnzEy=Qt~|I^Ho|tT+3ql6XlqVwxtKw^&$C@YGspT1&rQ*VN|Vtfsda4 zRF{{eFPFDz>e~Kg2rj~rw(wzR)ck!qHD{6OdZkC!AU=A{?}qf;ik&W+GiBe-&ZwBg z5UHv6=e<$yeBh>*?Vb^HUGgf=XQsSNW2khAB{9Wbze#}0$m%H>r!_g1Bfs3)Kpx~; z5AJEfk*k`p%hR-;R6PoHto#B(PCxt9x~UZRhkIi-JMb5DdZ=03v@I!)p151On3Hk}(ODrX-+3WC8`lc2-2eiI0<4XVV0G9W8Cv)h} zl>cE2tEO!9m7O{R=a1SnbZV3{fizt@DiBpCF_a>)opn~+e|VQ}|2K*SRrMWj^15ye zp1r_4#H8EVB(QYDPF4r1LDP_;B^k$xz*nB4 z^jvJzLQ5`)y}V6;9U+ohEKHi&T~g5i$A^Bgw%qpE?GHgcW1+i+CL6;Sh5>C17BAf@ zcSr%%QhsI?E^zf2xj`3gD9A>y3T47xmst=1H03VlT<)FJ#cwg?EE(DDAqJ!;-PBV3v zkvUf#@TWoyRv&+9RMpSiX-2>p;+hHz9Gt<@)v91G_iEH1cKj{Mh(XuFv;aB$+k}tl z6&;bq%sEt_m ze|etoJ?}W<>>u@~MvYZ_t*TLTuKSwz6yffi8?IkfigRruEm6%}Q?(~DyA3}7agaz- z5fhVt7t!`X9c`=MATU@0+NiZ#3ByQ2%zoDtT-dv<+g^s+oa)C?8?`rF!HK${A zB_D@K2~ya|88U@s&b#>A7de3flk16O9XpGPemG(LZEqn(z7)ug!TpP#2&D`Dn=)vgMp z_-FC0rg}2b>t+(xVNOqV5tcQ6to&B*@BFrC@{(z)L{(7~^9SUSI9tExoYZ{D@E?S4 zd5X-M(!Kg2#TEL)8;!3ujJs*11Dq?%Y}yQ2+3*)Roj*-tCu(GzaXEv>I{YaPJ)qkp z>G&t3)+g?~{0~Rt92~@-JhAMCD4IPeI04f;)P`q3@Zw#38(p|~P_i(cqkkZ1^QI9! zf2ZS@jkxXS)yJ8OdQ{O|E@0HEpB7B#&*jbRJuubYFv0sWop@i<`~A;9nI7vNrVamQ z^er}MI*nZ0TRkvjSJppWM9h3x+Q|rWVA5ycdSh7cq*T|>?rpt<$M>cfUJWI}t~m)#?<0eD zL3FCL?PrT~L_h|D{e^2RjNuivk_A0J#GrJw3N;N2FG0& zR+rYI-6-_bAp4ooW!*S~E4T%{RP4>uWp-utcM^!z1vML0yZB>mpDo46>r6zkNI$`t zPgmb+WC4d#mbk*%aAa3!=lA2OkR7^WRnc9wDcR00xid-ee)^TE zuEo_+l*>H|X>_@(tt&Or>Nl5eai92{(Zvi|CBB5zWUY;P@{-?>CH(2MCpFKxny(!$ z&UhKK=mjgTwiQ=WZkqP7U+l4-uEB^2R-$`i$?2k{4HYSN#zwNC8w9yh_ZanjA@Ttj zz}C5AcDF5bI&3ECw#o=;QT(M7TB49$LiThF8Dzs7m7Dunx}m$m3Y)679!9Srt6%#& z;kcUl_Nma2xo}Wlsgh%Xn?orrFuO@npa3h~*EL z+?(olJ&Iw~=*r+u#kVe%1i9cL0e4xiolfJ}k3Xd2h&b86 z?3qRiuZk)5W=Kio%eA$zR2JSnym&gSnl93^!W`&Oby4>;w{C;$1nAw;zK~9rxy=$n z&$H=ybyp^jiKoVr&izG~Fl!QkEz2ymO&NE&^*EYl2pniqpO5oNAAr0uHe3Da;f-fr^N=b}r8IkCYpmKs4s7--Pt7V7hqZRysJPr??n_bKyDVbG3wQP4!kuWi z3ryDYSdolgO8b7|PckeF%zAp?i2UA{S}z-avh;_gsdNQ#8D~KMPbB*t+Xg$4@S+@B z#91B&t;8f3CCKZbbH|(fCu;vsFkQNq?~!~T+bfk|y^Gq?*#bQ@Z~LK`Rlmw!Sh=sp z<6eL!HF!k`+2{CEqRP`sAWgYRU8wRpIm;9aG1j}lcqn_lKbe0u+m z0%H}zq8HXQa-^_aO~-D|JV1sHiH#mvSf+OG`zT6ALfz*8d^tdG3uoZ^)a>&kP| z=(&`zkPo+N^R8HtkaGaA81+$snKCdA@+wEQzP9cBtGX7i`J+rr{Kb}`44&;;?R>amzC}Ug2{{H?B&x#~&;Mu0 z_{zHuiv)~YKIEGn22`s&+m6~R<)4mQ9h=9TB{DC=9(6!N;Luz872}ohr!F>|Cb>4L zXqLB}cIb!fGv+hXS1~=udzm}7uPJmO_Ft|)R!8r#?-_wAty&kH7I(Jb&l(ZeMOgTG z)^nnT?t4C4zOlSg)&XCf7QUgW9Gm2G3D|37@xVf2jU?p*MquFgP^qoFvP|;eTR-D# ztah!`29LgH%5tdtd6XlqhAZlV`Z@luyMx{BBHHt9XBrzev^sR_LAlengdQFFNX^hS zIM>-CE_8YeZ9~I$SHQ-J7jN5yyV}Tl=3IG%nKsAfj9{?AUo@$!L#b8k%Se@(bS>-L z(t{Ihkc3|#>)5)5+fL-b{l7~rn~lf%KTAwXuNNNi+;~MvhiW{!>J}K5JAz*cm-5r4 zoWp z5!?`4-36}n|2oUwy6S2a0fkNGNfk9;q>q!#<7@gXqAw8FjqOioC2rwey+ciF+54%%}&KlbP`0 zAjN7CS$9IyW5;21W7;?XaM}At6Wh_%#mIJNc8L0{g+6lx$vVg2#S4-n03MF8$}Bjp z)}vG^Z@cLpw{+}PCMV-=I)=m9&x5<()vg=_>PH`a&T6ZoS0ts*r`sKwl_V8MbT3pJ zYDd7QXt)fZ#om^`3l9NIubYe%QF+M55Q|gM`oAX3-FBMo<(tgTjOyaIOS|lEqKPxx z^^gvZ3{LGF+1-$0So|V{@_eT(+%8Nv7FIeVS;c-hP#s$&;Dpp=#{lWUA&+PaQJOG& z4xx7oT8H$|M%TZi7ID?usDeAwg z5l(^PO9J&jSK!Qi$LZneylV6FuU$PaOP4*gH-(XHJ%82v@Cftlcqk}E zyx_8A?~VME3h!pQQ<@!#ui1ha7ti`9reDPs&!U$Sv+D$7m=Pv_mK`sjk`Qt+7SX!W zdhd<6>^UOGH$E0z-qSXZf4zgsKA{BQGW2~vgvJxwBGm@Ygv}fVn&ANLE%Lt%Z^pzB z;HpEy52<~QnESPX%%N*=Pj#2Qve)vl&=g}OKDUU=)(wu#cix5=G%C$(mH+=EkY~VX zM=Q9_d81jAwMvx0>*p-8O8CraNB=QaA@6QL#}Hwhg8;)X#-MD}cZt!}N-Sq@>MS;Y zAO3BFGN4D#JcWb0SJz8gtIrrqi^9))MKf?^UD3Btn)Y5<(~9;Fq`YZ@u%=l9vppEU9+&pJye;xA zRE;ANF%_%+O{9wfgMc$zE~H14;)~&tqOHqn&io(9@!V6PW?MG5-j^v-J(|N5)VYrx zLSQdXNKl6~`{hJUn|xY(4#8KW#7@5Ta{w&dIE#8lmR-yszvq39lEZSe;`DJQ8W+t)IFgMDPtqJp^>Q+ z<6C$%c}sK{XrJH8;H~yn9ZiG8wX_v4@9>vJSQUInJB6NEHwR^jWup|_qzNHjcU$l{z>!PajjdihqjdhIdbpsvh|vzj~XRUaZI zcbE0x$E@PXbx~|ft%7U9%X0_PBrjWenJKgNT=5Ih zj$XRrfAd4KPTti zv`fuYWVCcn{-y-W#dISeRCb>vICr*=p7SZ3`DTYcpj&m)EwWIX)6u)WxH!>_cwloz zOo06PpMBJCP9=zC&B)O=CZt{s3BI?poG? zgy=iQ7$$r7w@4q61-gt@2X+Zfl5y-CsMV{(H;vR3jF54Eln(=BF4_WnJY@;*@;*|Z zu&cV7B~EkXt;ErDx7_dIF8~E7+tLOJn1oa2tJa=B0bIZR+Qrq+8D}HiKMpzXHEm}b z8s-W2oC!l(bfWVkFelDnZ(CKl?dcO=bq(*8wlQqkTzhqeBH<=VnA%sblyoZOAM8_B z&@TyaI3zigccSyZ*fkXEEgS0sTR$RzWC?&6Tk#=>!`Wt4?`wN^>oR2iig{iCKRpd7 z3j?^MQc>#=$i<-O*b;SdqDAb0 zk;ka5yy7?~7>NHBN{6=tvg6EKmm0#+g>lF;~0)O_=(=&6UVG@On}nVR`00 zjjg18|GN@_s~$%A$6OgqR%cu{cI=2{n05cddExJhJEXs=x|a*r^k`jZTVb$yA_;Sl zj}cs1SOXLL<4Ako0cf-1$sl$txbCkzgd_t_x2`HN_WlpzrO7P3G(o$Re;^~V59OE0 zV#mFd(DjQVY=*r-ck6qfH0yTt2Ga?)e%Vu^ZOXqL=2|*z+!VU5eRpLoogtc>v8KIo z3hLJxr5C3t!1-)f!cD98&tJaZPQA#B0)IrE}o*7q;pE z=@2zE=CGO@+g2QrC7lY#d867!!!c4f>58&IEez_PLuf9gfh2*FzxEGMiY-A`TCZTcV@1 z!^H2N6;I3%1;;8k731xe-q(@R7L2lWVFD$V+5=g}j0{4xLJz|xy8=M5Y z735Y8mWnjfNYVzB73LSUq56s>b<%Fz<(l1d!Ij$fNZW^1cq*!mokS-+M^j0X=GAr= zy6dLCcw8E9QpLV=DqG^XMqxO|uJR}%{9UY0aC^AthOj$2FBWgBLv7Z~!=vf8!j(lqq`5(>%`CHrl z@9+P32!n#4e9OGw3a@i8QBpy}&A>dWxS)c>99sX;;sl$koxRp?Si=5+SEUIdsJ#hxyto<_+E;wVMt&rt#yY0tPAX=_vM-0_3i>EQm$eXzdOuX_ zj-f}ABrODx<;guz674XTrPQMybFs;$kYh@{jhyMvq3PETRAmD51m}TAVvd#0<(Kw} ziJwVaDk^$pJk4Z_I#UpZmds4$F&Bj>HjW@%nITDLiXh55v=Qo@(_n4f_}M^~WeP+X zfc!P(4m=G*v0nB=XC&kE_K8(lyQgW1`mvM^=foG<-Y`ZkV){0uUFDo3Od6~e0s-@z zIewCjTuw@(&u-D}aRMZJsXM?sq- zQY1D$*-ieM_-tA0kEawg;s@{J6@0Xw;_d1|*@Q5@MFZf>r3NsB+Fcv`5VM+?zoPbU zV87)RH?l+n;j%B-^^|2x)}$QJ1R1WHR%1&Qra|#e#Ey-}GoD3>t{>q_p)KG@97OR% zAU(z{S5HP!Z@*OXq&tBirN7erjSLr~$v47EnW>2Zq)(WEpHzS3S6q4^=cg>-=ROrJ z{?3`c%uxehi~Kd*#uI*l(K%`fOQ^#<(FRr|ur?Z0@|{5n-HM3}v=7#MB_wXq0_LJ( z0RpBRx#g>peavm*1mp@d*CLU0nyK9Tgc&E8NnZgRZp;7a$M>jgb)NL4vp&qV;AicDB(dW zM)RF+nL?_N&D4!3p&FiUsuboc(3`m{m6kBAq_K5Me?Up2fnQX?2g+rtqDnx@Y8gv( z5wg-K0`;m)2!;_eC0)l8_1d6=SqIoAOO#_phiCVTW@L^_WYTC3oR~+1&Pa>m`6O7h z%6>EW3dvQct!JRzq9az(fmImSLexxfG9%z*Z^kaD|mxs=TGacZ%5$#7AAb zTGjgiV0AgdcvjqB035|P*sUkJ5NFoM@bnek*QmApF5fC7eVZAK1biU;C@30B`w#UQ z6Ag$vhBD7Qw3+01mOYb768orxZ{$B@^i%PNi2bp~q-iY$1+vVQIa}OqpxkNlh; z5i5&Zfg6Yx@lS3E%+pwbkj98SFWj|(yn%L}`S}G1+ZysA;WCCVSM~ORI z^lBeFbRbs9#{|CG)Rb6#8x&Od1oB;%Z1yT2Cg%B>$rN!O-Kp^T-z z{6mMr&lIA&pV!i7a)B<7NuPj%Ep^H3OcNR$cUO=W=E`^l*I)5HiQvdpRe!REo@7oO z=zh;^8-f77Z_YBu6hD3bv*BVpbI}r5WCFibn!Qa@(WgYtMyhKQiP{pf$7=JTY<+E1C)d14`m1xi@W_thsqcnKuc_PsJ)#qVB5bOK4jBC;&-|Nuxg^7(K!-sm1Ct z(b+M{UrNIq&h$1J3me$clZg~WW8^vP-5XM+m)|U|alhx37GLlz(!+S9gFP9vI_Pj2 z@k*2Xt4dOh>8CF{1V#nR$s&K{6Xe015jUw<1RfQRBqGFYfh_`hnAZ6@THs)V?P=*U z8~r!8;%}l1WSqn-1-C0d6G6dJG^-LWT{yGKG{!T~RC5%rxkHcTo-x$rMVm3UL(Jrx z1PpOczWYhUVjhPY+Z8F7TwEg-?Hs`U)*0lrNb0SX<|j5AN~-cI?2g$xTFK5ln#c0I zTYneU&L<)oZAdr#3J4kUjVL@g60;^)+B~yksc9oD!qv_-!J6#9Da=MwT4kE|F8^XB zd;{PrB;m=_0c!~mMfe^OHD-{BM0d#(qA*5bH)Xt?&00__-l9cTGkiLOG9<#-#+0w9 zdVUdk1`&=$n6O_pp-{Og5hKKQ3iC~?6Dy&HmRY+4pn80AV?4w*F;H6V3?L zT?=Zc9NGL$rA0=tKIN8CJWbu)Y+am=0w@!W1O9;aCX;Q5L`M0$zT2{tWJ8iV8G? z3gN(}sd1|i3Y%JjvWUu;?8VSQ^Hb|paDGu@)XaGN&F*x+E@BAForNP=t-23dw8Dy* zTP9|dyKd%1o7TpT2G$eEq!Fn~fs)F~pk<WySa2OSj^J}D{70zdENz#Ha$ z9^p>CgFbk32I7z}wKK1@b|rqjMBlDM*L~5dZ{-tmAOhL_%T6Aq`WBd9=JIQpEA_2= znr|2h!c&+rhP)w!BS~c{W&t*lscG9ttjM_m6SOl(^ye)a@o^smAtz+2`> z3&baUk+)&rt0ZpV3d^JkyS%`*93ypV;Y#0;Niz<3NgQIwUY_BT7BzilqNX)lJ?N88 zx=%LL5!-ughJXT~iHSi9#rj2mPZKM#Wvs-}XlB^~&l~OPiHylkJdrp=fg8uwUYBh9 zI&v#^s2q!e!|9vqt9533q{>EI?q2FDB7=hlbw=di4vFHyG>tDRH0=y*m#J|6ECnB! zf*}B1JT{)iuEIc#mOgoFhp*h4oR2nw6<1r1*ii-|0B6vmqzBCinOB=zTW$%BK$*1~ znm@7=b}c+#s@t8tZRP=oXEz}jg|!DmKk^(%Gc-)fBdSO-l)9w;fviVTH&^M;@rF~Q zBij$BVU|OtjF0T&C`>Jt)_Y|+g+2|PvjC~~=_v0k4Ds^4qw}IQn({V~Nx^MgL_lLm z2O#B?!hUn`Q4Xe(T06MsjL6Uz?XlElYH$rYCP^2d4>@B=e z4@DQuguSk1o>U@%H14RSo#v_RAd?k_@$u#-rLW8z^Z?vD;$|&Ey9Gf|BRw&;A~Sz+ zu6O*wtt)6tm514!GhPGALFa*xyB4e`s(2n%0aH!Jgrk9U26seu2DWrb#mtO9oE?5i zYjSPu;R|j96>xOoBs#vjVk`s8aUw^1-{xEk!hBNQ4 zJ%{w@(HA1d8#LLdfvm-{Xk(Do0sD{r`eUgxs%0~kFO5wjt(xrf%sk^(;Bco;MJPZ7 zO1G$sp6N~P$&EL&^)dXC5I3yjgT<%q+}X@qSdc3-_Rc^z9FHl)v~)WQwe5-{Mi$kCmE{#2JURsPdB8q4q=Z#Vcr4CP`N2*vM;yj)n`)MwL^UnrNVr*giKAV!b#2P#_9bvRpi01e+&w>kZg(NP%&uGA7LY5Rm~ z;p^`fa_JYQgMG`<3)H>SIPs}AxS9`l<>#)p3z0!!hX(;Ijr z5~I-0(&~dl`&`=T^In97VvD47I?|D^vF{NfF7GnP&$!#$)qf9!Rk*x3=sOSuXhZTC zse#>0jiEl&1hRt%Z{TWRqy)WQskhJWc}C}2K)r|Z=J-VP)PZKlYz70smuBDt#W?(i-1I0%6(3<-8kc62 zFb{Y=6-FizhdX-rg7ONPTCFn|eDg?Tx7*;;VyQzWMan^W!i;Y0-T}`eTJNmQgnV@8 zS+YH{hAAW<#F6QcaXk<#xP)iA;vVw-b*Gdr7rL%0q8=7d4e;pg=XR9J(#ZFOtF+}} z`LX%!gEN-V!DYzi88(`Z{b{4-{a4=tfRWJ{IUNZ(74(ieJF@ueGx(N}5!tJZ@y<*u zC20Ih4m-P?_ptEe^qQ+JM7Gjh9A7C6ILqX*u;wl60rGmZh8xXML1!AU0o zvp^m~T2V%%5KU0Fo30Us>)D4~?~Jht=?osHL}0~5z%DVqn-^dae*fDilDsU9>|8i3 zZQgE5O2q*{wbJ4p?cU!&udbVLrO%`TwpSNMYuqjA+0m`os!nkDOs_Jhc?>RWx?gfr z;RWadSlAg=rh|AgkbHm z)`1=0+sX~d@DiUqX`%+nacIYuG%@$}J{BZlbjszWnL9I&Z_;j%k@}3sKQoqlqAFqi zWYVTSC7r*D==e&4Gj#n(lg>+k&%Y**;P`AD1c+ZFs{Lfz9MpF7C8#PJTHu&%Nl~DC zi}2<8|)jjgR*5*X~ChxyVAI_8PVQkAq9 zuBlc(T^kOp(=xoztPMaCt#vUOUwo8pWTxpFcRHU9ToK?Gr)M+AI*B^xG zel}1I3|HDaVB1AFSh=P!ip}+;=jEeV2_`B|4r2^^+8y{eEg?+!X(2+v7j4|GXG`)NVi-1?UAA}SHNS|%G>j;57-KsM_^wcSTZ|`y zeKF$13ISm7|55CWS;Uy(6)P80NVQ5o%hMZ6s7!NUn;mvwjhT0>fSm zy9h5LD^cF|6Z_26W$vRye&dnKTGm%s8|$=fAT$YoldPLHBFv{G;CZQc@OHl{48~b%U=jxa>;m# z3Rf{{((2Y&Mo;3HIhuBpt}P@eIyTNiv%{?`I-`xooRdWahOy%?(mV7g47ro-1Z!qS z-DfH7m$awl9#cC>e1yK|h=XoNB#PB4Tt#!tWI`;k9_ZQ8ERX#gLp>|~HI?k!uE{#} zJCvm8U{R7=a;$wtn;A0^ z)ic-LOI*$hf0MfVBwjx=<>Jj0q(0(Bq;VvQGDE5u)|gQaA>Mg_ien4ztsICf8Ff`NXxz5 z53t9+mY2$~5(Z=is$#44oMDIcgrKNh7gC5SzV$+1pe$2SMJsg-ec^| z5~=ObmEvO^#mVZ!@I=N6TcRVjZ1a^&FpCL>aiIWDSl(UHz@;4^bSD@bDj67WUNZpx zQ9OTw^_zf>*v|5PVp9|d0_G_Fg=)^_eAd&w2u_2B9a1R-#1R;CEE>=tW@hv)2NQq`J~eHi1rK^SpyKWVqQ5*S76h9qzuo9v;fPPM|}gjA-=VbIRKOi zhj)~=+rZv#LEUsb@XlFjxK-OEfVrL7{5W6k_?OX%9#NzgZE#mh?r)H^IM#<`nucgZ5i?p3o&uhSHrNOJvSm zSO|Akx+{|1255l|-Qi+Dm`{YctXKT5zAcasff>UB006{;Pq$Cvq|EYP z8JC(=zkLocAlY$EEO@hA98(TrxH$WVH@HPlva;f;Icf9KaZ7d4(}82apG)u3)WH+w zma!aB>LWTd1kzWB>~u?anV#-HXM{s}-m`8yTsu^@91;$Wxy{885s?OfoP*+^S89YR zyCaO#HhW^V@*_@Tdj3K(TD7Xp~+eZ^;T<#f};VZrRhWAn@PTISvf7cqIb7#%a?AIRTzHC!BGf5ah+)&oQ z@H_2tWTM6*f)dK~$VO)7$Pc-N#PW{_zR-9weB%tmfj976i=3>`X3BvsC++h2N~a^% zhfZ8YAruG7T|fBDHdHDt%qOS4a2&{ka!la6K1e5~GV(s}ybx|qn9%7On8>V=4dt3@@^kYOwGt;CIyAHpN7ZEmfRWaxGN#9%JnZhrlklPh9F`%s zp>WKt)$6qdXdXLN<&e@1M%4qwNC{raVj=%#VF~wtKu2Ixyo#NdAY;gp++uO-*zeKB zx|EujINtO+7zn;boAxTn>0i;LwbRQ{^Q5Ddx89h*SE7BfwezWYj;55e<|bWXIxT2x zftHgBU~560=v98-@;#wSrsD3cx6zXQD#(mU{{n6EYFX%>q?tW7Y}lZ@#>2NlPdm2C&@>Ms-DiZmOj zJ_uiP$f_?@$Ol*Y_LzM70Sg>St%TYN!)n=l#AJbtOOeEzwg)C<=E4n-O)Bz%w<$t1 zI1fn10TX{cN63F5b_4zf6w`!jH#lj~tvXxISU*dwoavn%F_|L5th8>^>%gzUrH&NX z%hMjHs?ZME*?zM8kWl?lSm|qw5i!0Fb#h?R4VmV~m+2D!s6~>DHk)-NGSj70X_3l~ zFbIK_0!YM%Dmrx3ls%!9Me08}ZS4?ek7ITUH;VP} zWjP2aVG3K`$;&=jOw!JWYhBECq|jgAQv<)1#0%g1QL!2Lk?(&1e|Y&sbe*;U@u3%kX8vX9VAk zp4yntcZM$)>#M}v>|7vs2xyS3B0>B%QLqya0e|hQL(NM4iDS|lK!Y>Cyh8O3GTN@> zQ2bfWIB*%S#XOLIx@Wl9hPuuO%bVh zL!-STj3#&?D+F!PzFlms)(eKTC-@;E1~zZHMP-~JwDaIucf2?I3+eqemE`BtMGG&HTQ)F&~C(_WEPCzh(A43v)H}$*G!FgOFP_DZCG2=lOF#=1i zQ{Hbd6B>+{jW6>N_~TPbNy!MoS!)CuW?{XC&7SY5T`5(~F600ualt}!L78m%kyrI| zKzqYm9+nZ6fd}HJTNS5nWNh~sSRA%t6g5O)61)H2SmIrG$K#i0f(P0s&|w*ZW#e%w zqWr;s^4lL46-1CmF=V52dG5LUM(_(M%<%>R1jYYr^v91l3VVDKcp1)wP{exoQC2Aa za>&&cHpR#9txAyve!~~|##W@nkLc9v*8wVH;^)3QJWA(!pPtwkx_=;#J~Uoxgeg$3 zGRc^aY-@%=<@y6B;}f-i9IN_5e&`C?1};JUJbDcTeP*o5yp8@MM=0lz6yGyKeH`jg z;Qsa~Q(eXWv0>Xp_r0aGQ-O5+_aqUyzF%0LpHjM1qa##y{`Clw#^e^*A5s!%nPJMg z6~_#Rq5ylELH=RDCx9;X7G@B{$5)(F94uhKCX|Y*W9UL3?lp}Q`qU&4T+0^NbcBC< z{&|ge!P8~x(gpSc-mAy<_p)mZZ`Y4#29=6h{W0_FIT!jHg1d?Au=-RN%|=}-!T}qH zPe^-lR{4(q_%i}fLQ>sm_xiO2DBp71C&V@n#2Jsixg|#McF0OUF_09flAyEBG_cHD zhCS#7hUT$7x~wP5Jqo5P0+I^smDjI{(ZQW>qc3n8DaoFasfX9_`S52|0z37tz`;Oh ztAe`YfTTCiS4kl3{>Yj3trA;Mc=>;Ti5#fTLmb>MD09VS3S;jLU-X<0q3x2VC}oB=!$`AC|rFz)cyEjWSj@y zcZcKxcgXx%0((m&HPjvG41mp;SN$d`nLpB4zu1|O?xmDfOxi^voZvb_58d9q5L$5c zBa$}R0(M7&Th_H{NAem?#3Kmc@@QFE1GMxF{K_Y911|}2XfirK`z`WHSaP!hDNLx* z#9GsB>7v$lZ0kGpn*t~iIkE|zW)d3Q*RlwH3+1P#TnvAaw*6UmJ^X;pNFR9=`UkQ& zzL)tq3DFyPDEAHLQzP*DM`(XX1@Hs<2Ik>U#>C%lC8^XzRzE)f9%Ka(ip?l%mI&KF zh-)tSWEAq=V$NfA0jyO9s~ILDqi=cK7y!$aPKQy)t^)ZSXPu(E@Iy7NjR3Q}W4HT< zRGn4OvDa&A?;GSM5F}BoRaBd63%tL&<6Eg38;g zv7>3>9IbfTYY67|;H1(IpxXgZc==>k+Wmre89S+d{$6@PNb8n7)`=-)yK?j4m4zl zR%c?+38 zCig?p-QdJ1nOa)F+;Oa;D3dkyYh%QJb~n8GckE@g!0s@q?8-+glJ)m|j>bOI5>C?) zvq9bN-DiYfDiJetl9;1sW9x|65;&9YKLOii{whL`$QOZ zz%AM2D?p(NAt#uyTZJ6Qh4(=7$vhe#L@NSiaaGGhU8n|s820&F9;ZG%bKfoeTUOPZ zjhyWtNamQUflhSO+aLbv)TO|4-d*zs?8He9n^SFkNQYsuebJ81pbA@4nmE1_7Vy; zR@Bls?3=t};3~?zy;vZotT0S{Zp#FUl1RNA<*9=jlOb6$GQu$-o&H`fqF$c;J80q6 zyl)EI-)_Ba*$^XKo29DTn3}GL(g+ANOB-bm)Y>;upH#@kZ)VwH+vi1qk=OBSo)QEw zesP7Yjf@wQ*|{W+5jMa#kYtDU6(01N=`Kt33W2efg#PdQC2t9(J|vcwCPcvQd08M>8-nKr6E_`lW|dTph1S8ZYt(i-pb9wPW=YbETbPo9E^#F;w;2ys1#TZeUFVdyOy7d3yxPE+Od>EF zX+t{oS*+|*FtK(Q%I?Ig|2Y92;11rTAWLzQb4gAQAomj(qfAB*%fdESWQW4CeHsK2 zw2QjPTQ3SKYx{O$Fd#=4=Zh36fpqFID*X6m>({eC#3J7Xhy}NaJis8yu7GE*{`gh(gWXV%I8)wK3q?I`XqZx9@}j^Bg^q|0 zOd?kZj6msFi_0%|e{N<7o~q?8&;AYqM0G<71OyTUIuAZySJbp;iiTIsSV{y+xIh6W z2m~YuOh3Vu$E1h9mjgLp-M)cIf@p}lAI51x!%m(DOicPH(y1F^553%|8w|{lh6O*tB8!9h5n0G z{m0i0c@b$Q0pS2cz#4`6-L$?h_SFu$5r6bkIJEVZ`6e;l@sh*pHJ^o%G5VhGWDcaH z{^|Y&69r7<^>*%W-zZ&RmR|ytWLS_>o+ON!$6BE>2^gef@(nlL5!P^Jtl_vejEk`Q z_3*G@S^uD^$f#@N2s{j>i|QSGy*GZ#j{zZ6Eez#Og9-jVx0odAxGm&A%Tf$$|kr}I_5@b`$%ARDl&w~q5{U70+*Z2;~d(tiX7dEX?i{G9JyU$lZq;5eG$=HYUTtw z9YC_bVW@S@*hm`R^kMi9=11+jl>fq9s5T2b*Gv3n$cEd|5TpACM`!@ns0Y{ztBK1Q z3_~Vgdn0tZ>fX5JPt#A~@fYT{Y?uwaJ~se;S=^)bA)i^=N$c+^h}6;%3(Ilm)taaX z6e6+Irqk6nK3(e-)kCgnc!o^k74e1JC`RHvTsimf;LFcR74{!fK@_K=>_&kT3f_bZ zG@yYU&wn>ZKUh)>!%nx?AI^=KrI?WP# zp&F6M7KzjAB~WjPW9{FGT+k=Lr)ot}hz`pj7oB34gB%|cuI4XW{pGSHvvsAU8$ss- zCgGreEt#@#E=a5a^v9vrx~x8aQz#LE{nU(V^|wP7t(08EQ+yMS{79)VH9ga_*vA#VshFD`ntLOX$h?S5LbfPOjhh zX?pxya`IXVl;#C#C>iQ`;3nB;>vw%j?8yvF)8Aj*={m=aydOFB#~X5Qig_U;U)Yv| zPwTM$Ay8Ded0%k41{be+Nzs-{e0G#7-nx8G0fN|s6(x8-l)W9|O`%x9EjEJ`xC8GN zcpANCiIvN ze+SVtoA80)53}&-K1>x;6Zx*d%OK3_nrJ#3Cn2V`;Ja|`eb00LQ3J+H!=!MwkbH%D zou*s=74c5P4qGCM4WK;AI2 zE=OCr$IbZt54kb%;ceM@9kH}IV3{~J5L|-WY<>}*N3nXcC?w>2{uVF!8T<70EhgZd_D>IH!eAB zJ^~dQF0EM8(4UphMxx|aP9p+o|!`pY`jb{f4(6n+#<=$^XN96JwAD4Zd z{DkQbe7AJCaufI9Z0q5UP+}zI{{U~8c{At1`xmHp0r2h~Uat`zpip805aAj#=r2dd zn2{}iZEyd?03Q(n0RaI30s{d70RR910000101+V&F(5%vFhF7d+5iXv0s#R(5cL;F zC!P;n^!|ROzOGixUU}(8RdHfE_by*fF^eZd?kh`Z>^)5Gdn4+{Mnc;^wtsB?+5Lij z&*^@j121=4<6eof1aY5t9kx#zGH^2>Y!!Bc-;8F{oV{1nAkFLXs?)$gI$8QJvX=Xo z^?iwUOrA`{vPj~5C|x8>BR=Hr*c%(*evH$(Fz`8Tw%ahyj3>Ng$QH&g9vyrG?hO~Q zlKb^%5!>Q96ZEe^WAfV#>u+{XmKl>_&vtKo1WM`T4B{Ro&E_iLJK_Whd$xv2alh#X zHbPrI=i-Nr&OrOHIX$?8kl8X9@)6@@dNA&V=)L>`?6KH{n2f-%e0mAFvpGK%!X2N4 zJI@)Z_ePsO{Dj!FI|$N3nhePyW(uEoqVPMlz%QxukAWCj3jrc?Ka}R|KyBo|9!~vT&dr0ihp;|fIbfLMAv<%z?cScQV7(Oj*zc(0l+t~V zxB$Jd{mQa1J(KZ%A)8!UIp7S3c6-bAgKX|c4V=hp?n?$W!UwWP)OtM4y=0qXz4-0B zZ(;_(nIXu2@LiA75o5a=y#zkVU|P=FGsg3nMlfUvE<55|GZ8Guepq-r>SK0HiF?lo zF2`H$SSA1$wbq-4>F4F6Vf(-cG3ECsze&d|W}Z18Mhqn<;P?&X(pT9H-8%?lEGN!c zLS55g-Gt#f?37l6h7#CV*tB1>*OIV?OTyDUz}R=g5Yr41jquZMEv|Be(G5LYm!;CU z>i3bOJ#4-Q9kRVh-d$ykw7m(k_dJWxy&xQ8Nxu*k6GgVZ0B*bDCWso|8;X9`?k^<;@8 z^#CT~9wlK8%ofen&RnzsoLH!q3;v^aG1+dGnP<5+Ly;ctB*e&dpCGs|gMuSr9E^|; zU>qc8xb}S3IiB`i_b=t`E`cx0?-DS>wr8najO!1f<5KPHqO_+$oMPnL6WB+N=_vq$ z*+X8+vgN*g`>>yK*U9b?f$L{?!Dim4vB>VAV`th4aXPi))JXLg($SyA&lB)I8RI{P z-E(|29?HEzuaV(DonKwI<74>m$QqLzP4wl5x3qXCkZftN4_62F&yan~xsYCq-*EEV zPZ$(|4&AZK>!0IN_|7*DX1rvu+9>> zT|;4|ws_pI2^9RZ`H=-@*M!(%aGY@RItwLjM4y@Eh=K zkLokwgO?bD-vgfjH^Tn_ooRABTvO`Y@ML?Ba%ahVpW!&RpB2>Xsl8nDWxDJ&7d`M} z)<@7zJ-16_-+nP8$R;g4Sh){3W!}L1u^NvXC)!3YN8Gee_)V(skADxP?RrayUR|$& zJ2>@vORpp^FIS7{9;3l}H?tEkEHD4W04NXv00RL40s;a80s;d80000101+WEK~Z6G zfsqiQvBA;sAmQ;a|Jncu0RaF3KM)eUkd^j7%x>NU!g_*KGUoX_kC-+{8^Qko?gLM+ z_=>qH{Fz8px{qa)>_Iw^DTdf7(l$0K6&!0f!cml3xkV*>m$Jb!*adegMJ?Lda0r|d zkE8g{=+0kX#p4dc$MBjSqRgTU=ghuE4-kQZ1k+QoXU~X2i#oc9Q9wtO7z)>ZW2^lV z=??fwe;Q)F&eKdqsozLIw{fVs7C~jaOEplVtBd4#E)wJc@ieC1{7TaJhVI)?kR1pS zJQ&`?25!#+9^OS#)}adj0JdCJ(Ek7uoiO)u9U>*yCDEk1cO|f>Tn|Rdb!Rmt`Kg-k z%r5@`F-5f%1SvaluDHOsiK4~|YDbESDxM|FxF<>ZzNQ5mT!E+5D4~G}>?}PH5YjTk z6$`Vw9l$k7VY}uO6n#K}Vet*m)IsPE#Nhsjcfrb!#A*-H2{gqU0t{<@Cs*|ojSsqy z5&WuosHedd>HR_%DIKE=pAMo2gdz<|X>#nSG^Ze(1@(UA57Tt_B2ag4D{{ZYG z-ap~Rnm*-x6#oEZWjPx|q7pnjE{G_kVdVjw?+?fC}lY~Jyt~+buh_C7bsa6M`C0FaRsa6DNr`Z-t{-?42 zqJ=8tM@k2r*b(R@u0(E$P3cgfP`o986;^yfAGIi%K=>_(%zZN65dQ$^Fn{@(Z+~kp zhxf4yKYJe1r_6I@ubArF?tjP-8=!i&Wj-ds0_^<9ElYlR4C2cgTObS=&_4Tz%(gvb z0eF0T!ayQS{uQurTsDj2z$RD}+G^&!>^xJdC?ntmLvq4Oz?RMzSXv7^YzRRxRTfCBu=egeXFCHa?_14!=sl@uD$zc8&YI{)1l6^Zi}P)$ZtRgg@naJ0K};p~c**v1S! z?}TwkeVdD?kQ3un0;SCWDym%HAfi4-SF#Mio}t79j9O6Tk%BGOMI6LdP*kon@fi}g zPD(qDG%-s}zC;yNU_R;w{>4iJ<^agSaKCI5q@sk)3GNZD7xe_+^iL)K08qcMyk!cD zgQNXN$V@o_$7Ok2^)hb6X2i=(B}cA`F!`9sVr(CRI>_~}5zT?=lvREpX9K1IanXX8 z_9do&Q(->BORxa+Mb?$`4pLu+URLj3z$TEi7R(GKoj>7 zAsm-wr{`1p1Wx$dsbvJe5~|nCO6suU@0dky9h6@pVLtXX1=T@|3-bVqJVXn49wGt7osRWs@Xqvmn#<`B z-@31fMz!s`hL85f9FZar3l|;)Le#X^W3w01`z!Hm)VAeqeZd4ZZSw&?7YCPuAp?ED z3AtBIs0>F40nylK9n`#cRC^i$j`f#>1`>l~VJgSbG=XIUhb1j7#=#x%LIeb9iWi?N zmd9gWWA6N}AKX1-7*MD6D;J%aY>Qe)mryLf;*f#mJtL)fpGi#VacU*_l|Xo@;+HTR z^XhpE!BU-SygW+?pGk4x>^uYRVuUYnDtDcto4=x59*5MbQ`kUQTXwr1=-`}{q6*t- zZWt8LsLtTj+b`9(_z_Qs#rX_HNb;)S%_5j`HN_n^&Q3k3d zK4HwPw)+)^kC-Am{^g2LX|c>`JX||h!uex2p@jC~y+@ORb|cX8K4CpYfv1sGEU5fk zYXN*P1PJk*pFUy9rlSXu!W1`JT91W~hF-Ete5GL0!Y$ba3Iq|hh}0-P2}%rx0?KU2u}0BB)Xkvu}{RH!VbSTBNLRKm$f2k_1G>_F#;SuAw9Mqm+qL8$@71&cD=Wvyr>bKu7K)(D4ObDp3&@pcow!Q`^)nC29yugh3r1 zVyi5G<;YE>sn^3(3@GxXYeu>^Am#9Gbs2cPE z3>=(Yl_yoU^Il>~36}}gv3$iVM7{BO0;O?|i|RBq4$I3+_ZPIj45A4_5{FCtOF&Bh z04NbSzcDSnai|EnPpH@oNU82w?rEbu3ZOk2 zDd87NHKZ{8YMxl5m-Hm=7xb9kPfM^`!r-WZDIe|_7cRV0VDL)fa8xM%_7Kh0$Jh-w}(x}1Na1g3|Lm+jY1XWZa6){yDpsatxQjG)~ z!Z+!O021a!zF6EFZ@7pHOY|Sq zxCi7-;tw#w_OvT4;GZ+~#yJMQlGma6fYrN~0$0pemE~nkgTouqjR+aXc^TXI#RdBdN;RK@aM9Im{Q!ZwBN zOBR5_>J_TPh_0I8P2sJWRH<(+Ftlv5rOh;e%W>I8rQSrin-PdAC5c!=Wxav3p(D_s z!}T+XM$s*zt9-%7PPXd-RlbkBxhAs}&v8WO9WkB-?3YIN#mI!^sCa(5z%k>JgtR2g^4O(5V zh?0B~I0-ei^(K^Gm_ogTz>=QjOvHEyo+ z$wxppGr;}J!(g>39}aJ_v`K4%A16?_$0%uLyBdFTlqgOgzVPeau@j4G5)(B|#t| zJ}5Cp1KDUjl_XI3m_41R#c{0yz96hPz92$g{Y zw40iWh~&63LQ@yrEmJ4EaK!O;khZC+?;tWzykPh}jiorB-0-o$g7iuyJwOcZ#fvH} zK(YuaHUV2Ir#UOO5V6|06fg&;<$$JHACFKmD^143Ty5J3i{?Hf1Wi`e`j2p&sZqhE zz99yy!x>xhjG8>lRaX~UekS4@;k{unug!Pao6AuCW?D3`mjFh?YXcEH#VduUShloK zEoF{Up9HoraU~doV8}~!+hdg>msbXOZ+gK>e^5octTb*I8-FnB4Gh1C=~Yt7msbKS zHlW>>b=0R7uplL(N~g?p#dRD=xb*)3*#VC3CQ#{y&C34Z;HC#AWKo)uC@xWKt&YpP zl%<$$1+BPGq3|DLBj8yi1B<1_4wb5xUWzSE^s# zV(QlHW(KVP01O%VyR#&eM-3>4y;D#8e;P#Uq3Nafxtsc z@U6>LlGe#e!6iLY!Vh!f^%SA4e&+xHWJV_1npc^1akQO=yvsDg@c5sN{{Rno*=i#j z5d{gtp2FIFGQ=t!V$ozeOFxS}%^)qQ)jWyngLo9cQ34|@y1B}Q;Md$9G81htENgW` zhM3GJ4boqhpumy_zrIRzjI=QI8hQ}`SEQ!Yj5-lE@+ka$K%UH_O9W43WK{0LC5>LE ze*)z$<6Da5xno7KC`~~JDEBLVmY?+*pNPbDVfR!Y;xR`F#P=IX;+9ZN*wQDL1%xdP zp!@vF(lj3s^jid?s@Qw7fx31Q!Z#06zMm4QJj#h$Dd7mVxe+uaEGdJ9N5V90Ah#+} zFd|Y8vxqsOcg?DOf|JN_dsCe9Ps&FNkISLR0g6O~#^?L3i-Yt?hiLsbCa%K$E>j z8dalG&=SjGo>NMBg}4=Cf$=S|Ltk)r_5feO!gn>ni zFxA8A2D=R&SPX5SyNqv0`GUY5h&ME|#8f=c#Bd7EOEXm)0t6pY_n%{ST^x@@ErJ;k z8%yGSTBy#R0xll}J1mQNDvTxCt_t`@(A0COWU6SWUzuZxEU$>tT_AWR=Fr2n@j1)^ zz{``{fXR=& z17pI&t#TE~(dh$_{ItZ)@uwH0hq8aD0_$TQ!@|RQP0vhj#;-DMS0(Nj= z*gPRnN&bA zZGU+IzBrEB^(Y(UWl$kw0StY`SHhJRH9-8pTo+pbdoSEm*dBdK6nIn+-=27taZ%pv z5rq!lwS?9>5rd5X00;Yqg&`Ql%I8T!%zt%}Q#cCMb;y3m(~E(l&7YXXF<7+(*#u-; zU7V>+hYuoql;)xzF|$M?>SGWQ=O!nfS4dOvlw*>RZX?7%M60<+P@criJ(jz9D15{; zF&77>kE@MDQR0Y}(4s3hw=0du1lwOYb}V0WIz0&wGBuAEgY_W4Z2QQbl<7Z$Aff5u zQF9(NbJWyc^$BtJ)fRF>=$lp=9$4W}HT{C$q*|44`{=q;ep2IV-Nj{?tYvn3fmZ2- z4UPDeg$W0-0;tb)jR>=bB2`;TVYG&>y3WbY>&$#`TwcpDS>okX;Vd$<$-pEjXfeTj zkU?HZdIg4S&*}j|++(e<0u{@%iTj#EQXAKcc`A=pUxF%RhU>o`kpBQOpfIA)xPNlN zVZ+BD*K7oI5IS*%R$e_kTnc1ESSHN*qHQgmt1hTer z3WK>Rs8C#T{{RH)b}u{I(Q@GAjZ)BkrNFmpjNY#o>3fr})jH^p8E?!eM<_j^k(S-> z?~^{b@eqIwerf{Xk7ky_3(#2m9z<0G1X#+CvQ}A*YA+i%)J2Au8LIv<*}fA}&c5n# z2pVN*kaMwje~R0238`&`8Z&*up;%l+d4-p#O)9s45w5*DF|+DkBT@1pDFevE0HV|4 zT6Eu%Da0b-hrKU+5BFC@aXQ2veS)EPa5N zhqU~}m5bbHGO4lZ%I@McZ`^l9B089Pjg*7m)V<`iV`Epb0}VA%IoYT~-Nd zj?2rr=qF>!Fj|*?DFECXK4$(LSlKDcfLhyLh+0ixvgi}AL&#=hH+WB#=5L+YAZfo-pCGc`EOC4+)ribwSN-mdvfN_@!X;lN@ z2G6-=pqMVoKiU1tHGMKu$>@Eksn$}!xTEumjCwcUF0X>gUOW1>)jX3lC zT_iw8{{T@-%VVO|LwJAgRA!1V;szFrx9VO-+)1z=n7Be?0A>UQ}dX3n# zWz2w=j0Nx|h2m<`B?7+?xKplj3s~*n^)Lo2F7R*TkriUctV<;RBaa7>10KhO6>o*? zuD_w!1>(Nt-7xbt10VJ&v!`7!E^ zJjbxS>2e=5vkDcg_XH(0w*!|dP|Za%b@LH63N?Qt$l+MRp1U4mu{A^{XT?9@SN9b8 zgODb^Vc1fGX$Rf4KN0@`A*%K~%rPL0^efeVrGrkplHt}qP(`q?R{Z*iCANCH5)vrd zJVcP_er68EY^TJi1$J$bw2l;b4OSroNK@%_u~k{(O&>g(k@n6Dg&ezI!7LZbgnv%#Ro1}5TH;>d{ox)+6DV6D)iZl^d*sX`#}0aA#=VeKcWR$s=wbaJ+Nu9 zI+tlG+qg#OS?iuGu6}0u4YgOb$Ue9j@^AWzJ9?<8Pk)X>uSkSl?!YqBny%P|^>qMj zct0npphs~d^IeP|^r;K)+$4cebN*#t^%q~5zz5Y!mU|4mJfkX}k%xmC`HE2-1HlWK z0~5@)uEJk3_2xbEIisQCA5zw z6Mt~6PD>rW1&{#sx=Cl zT2WJ``Gm<*t-pyyMHJZu1!0%Whhjs;h(8R;m8`!qLaQ35x71do zjS;v!Yjyoa5J#Si$iyzLP~OTf2}gAv*tp&0#V~p@!;cWn**>9@S3Aja3Tbh$Fh47s z;O%y!zBmqv<~M$gzC-wzP%j+wI(Ud8;=Do_Yh)t|f}oI%b^wLGrMm#?#p{r}?vF)B zv7ER?9MIe~Z`;4GP$8C1#7`D)TY|3DgZZ5ZzawedmIYJMF5j(&wh!h;FCux_aV-je>hk*&sgcvwi~5)XP+upr z+UqxbL7H^9U#uH#Zysf^pk0f}!nX#&)-dZR9Wi{ffg_?eL{Mtzi6RqfW1+WT`+-o~ z?i!BNW3x*o0rB?`pV?StwF63Je2^7+c@WnvN6q#-Mv!U-6CSCJNW1%tET|v3RaIh# zSYxqh-pU(SgRF1Bp7E2zdb<&6o5wic+~p#?^_M*Iok{C72gbsR^X6)HIE-Vof#Dsv zdXg)G_=My>qZl;H>~GZHCcq-&`CBZtXd){W+ESScUpEgRl>rNt%9M-JSc1J`0>Qc> z8Vc)GFH>Hlm)2s+SsBj~z3UMvDz3(mw}XxBC0?e*93YfixkB)iLq=$ATvh>UU_-le z94n;cHSyvJs#ygUg{CUH#ni(drCR6Q_70xQf)^a|grBRhWr`_{M+<-v=8)`ELs$}L zg6L{n=VpY_JIOyHN<~Kpli04~+aORE`MrO)CEY30;T! zgi;o;!!Ojjg^nDFqKY`e{{T3MKxB11N=?J8E6=zIUHNbh?4c9WULu7pjYG6g6?4?A zjiO7x7ZlqkamXSU!iQBZ^Y~+dosrqDrneK#o2jcAj|~0LlZ_CuAOO zUH!sDK%Q28>m$Dsf{Z=!7p1lkRVxNAvg-&UE3V42-DLGJB30B!N{?`+l7<^?Obe=c ziq@u?;ddHKU7rE}0BpLIDKC_@w0#2LR*AWMz5GP&SkNTpjW{H)g#19Vzo~1~;1sv# z`JBl7%qMtylDDWrF^wycuxl00L|9l&cOzqJ2gDGoV=#sVZ^TQqc`~XVaxvBdEJ9e0 z#I=!;x_er7eA@Uw3N@f&rCs55J@Oxx_mF({{XR#INR2Om@cDtHA3>{SFXUS~h7s6An3X$)aH+x$!c}CX0()66*#mdnxsFBG-g*^mdPEv}V1oQ)8XkL^D~w!fzGj@MRWj{H z6~oC~h~3U6HE?m3RaXS#$ydq0>TDm0rP&9(x7^K&&*P}j%gh0&Zs`gzqz;3VhAVC)Bvp&E#Y?>xnc!cTwXA$$qf*a1xv+^Hey0OQ#ISOlLpT^zlZKy*cGVX z%vZ}>81htJqfabS6)8yT7v*sPi&&P{ES^KeUDsfv_(rNP8_0-U-#@?t?_=52wQ>PW z31G|MmcKHau&H~}Fk1SC7pZoePz}q(Jed>#T4#(O%pQ7+cP$7O(_jun`Xy)72B4yY zE*{(vA;)1I`F=2J4b|7A6yV+CtG}q+$RJ_g%3%Vxkf<3!o-F_dRPer{rjb>`BWo9JE)j;{{IOl|*;3TXs7o%du*#_E@zQkse!+90Ht za?2{s_dY#G*u)$#uWYilk7=`oB-#u+J(pnGp0n9^BH$1rLk6I+e&uNkcCgW`An_c4 zH*cuHhQQAvO9>f^u)!4?j+HEF6?W$>j!8~!@;4IW&B<=veL?ymzEjOYg2QG6uJ$ST zDZF7^hQNskIqEMgw4-JriqGNf8lQ-2BP9YL(;a2ToO>{th{3`EM%U(kCZo?$*B!W4(aV%B*aQvGKQflBl>tmHa(Dbi zqE%h>G{Wp3+*!zq+2UJ+CYO5@B2`SD@ha}g)W4k4Dwe{j*<*tswLD7|@de8~d-FJv zzcY8djAe4xQfkbUIRNZ5E1$xwAg-|d-zX$2s96Cl7yu6@!rYcr3fuzW0-%92+)8U~ zo?3xDMZj&w?^1>YGUQZ5sdnsd(H(8Z4pSaBZFqJSjbJ-_lItZ*eC#0Q`h)Fud~w3G z5~qX`%|#WsrHZ1D3CsB9{GEpw_xKBH;sduR3{gUmUn~3p=>Xthic#VmO$$kr&w^9{3Q?}#XEOm~xIEh!=V8EKN` z=3KYFIJS(GE?%I#h%4(Zxyao-l^rj~%q*NC`Ki=u zYN~w2F~7trhBp$gs0b2oiFs^2&uJQx(quzbMSjW3AmM-@+P=1ZrE8Z^XswjO-FFIP zbg72essg}OGnxDi7^M@a0_%);fYvOHe%GZ2Hu7Gx>g|4SZf-<7Oz^mGb0bsYNX#B#_K(u?L z#H$!9Wnor>EZSpdl;>hAOP946O997{xOjM+cB|g9Y%3n$_ zfQ@k%h)U`Wmpp%g0w3aUh&=d(mGV*uu_b}=A5&Poo-6+V054gSI~qQqEZ7y2{$;Hg z4OA@H_j1Ts+@OJF2O#Z5M`LWd4S1qdL)I~6;><8UKt&Q+DH0%|E_9T?1r#bEzDlDQ| zLFNyWH4DkhNA3x<&(s5_n1nhb6P4~Gdqg@iiwG*eo637UT)Jlv&*H)ac)j-?oU;;nxrC3V18YWca%Mf)wQ8PUO3cZ3{t&CLJ!p%DjIAraN6%6ZkZQ(T_!@3#{J`Sn0*C(q zKOe=5uO^xp0xf#n3w|LNyDwK7mWt%CWVAlwy)gnp33AW0*yKx^Tz@ivU0>!gH*YO3 zkkyeApjlJ$fV2(g^#h=Tk)1Da1038;t4N2bm1-g<=2kTgktrAoAo7rHl<^)Pamd;> z9j^9K#u2d~j-SP;L_hGfg(M53!h93pm0!g^qHbLq5ofq64-xH2X;osA=P4m#3enZzYeccc2x0V7>82-`s}oj> zQRGDP7dA^mhblM$Y%GRc2g1?t3|jG;0@_mwgof2ZTGBFq-N3G@%YCoWrMXVTT01sdsr%cx2 z*dsKa{nbJ=6|5E^1B~mkn`jA|a@U&1ba>VGElAK-uxF5J@4zKG!8p4bqOhY<%ZuH& z9^E1XY<^%m^bDXVWhbp(!m8R4o{qHiR}8R#=KF`pGn|6vnFB zHV-;&cpl|%Td8syX%KvhJ}1%~`n_a&H4h8T0%i3&_kE^q<~4fQKZv zns^(#h_@LLlf46HhBmvNkdHH3mDL$j%>apk%PLul6o_mhr2=iy1#a95*dY@LQq$v< zPD3#zaE(1i83(KUMRQ)2hl4@#tQbISJRBCxl4RPLmWT%yKpn ziHGg`2~dicU9qe3z*L0}tv^8gPR#sm&nhb(tlfeE8xD1!UVoS<#nnP!`#?Te)>T%z zKXWhU66@>vSHd@oPgXfbu7&AbNlRfKGFv94e{?C0sVGZH9b3 zkdxgo$3hfUC3IT#Ld#1mIxGT|u(4fF&YJ%Kz(aq-fNumuU}WP^S>6^}?L3>q--$pK zKwwpHmI!;!04)k%k%S2GJOfvn4`!~F{{UU>7C*riCysH2vzutvH~#=p@BBe_@UQbD zd^oPMltFm^0Cty3y0^dh1#XzEK&Jp20vEG+nV99n@mCfjREVQVOq3wFWD6Y;V1P3> z6p9dFU~+%dd;T0~tsgWG(9gswgw^Y$gELHiQvTWY$N{c=Dg6Hc4Jag|r|H#xN%@5N zWe>am0NM!~H7j0!D`9X4oBm4}Dp6m;AJHrkwcvmHSM@g~janinfTvx?Pn*Q4=%y?H zc(!822~pHCQ$xTO{{SRA|fe#3fD8mWHCkkhUR#)>W`U1Wq$TZ*L)KM?2C3Ocya-&B(6#(@| z$uw2Q{{Z1p5lFke3rF|-)F8ODXvZ*XLb6l9 zpsU!9>8MJTpt^zL7_J9cMQ5QjoMA{%KsgvWUII`0kAK68sNYY4KhpffHzcJbI>!_7 zDG@}?axq?p+--qCc^CI46^QV9g@&%U3Hu0)Tfe|h>40!YM+58uN)>BDKRkW^02L`) z)BW1d#Jn>!wh3#{Afr|TeNe)R%kxq4sqZht;X~?MennrHzA*!R(()$%0P%RjuZ2Z# zu$840RXB$oPgIr`V)4tk4BC@2~^1_UCzt$s&7t^`b{Xk|avUS7s8(^Szto=Poo zOX)Gpt4K2fY0OOXwL%yiSr8 zWtf3#ILrc(pfFO?&HX_}^a;L(DnnaISb^UrY)|_r;tfFlAc&oeRnH9m@YDquLfz}p zF79A0=+xnfd|Aqr30pQeWDP99&Rk{&FwG-m*6=B=sl8LOfTDc<*=rq)TMJ}mr zGzyjtDUt7=QrTJxknkiB1u^EdC`YeGrfT_-Td5WcK|{mH(7NCP&WRHCk_qg{t1$Mu z3n|c|0iaRHp3q9%oie=!H3X z1UJETXg}+h5WH&ckJ(rGh3z9~M}H6wN{gTm!}}s3ICZG*h}S7ZFEQ0AOYlMoN2&mq z|={*z6mFqDqV{T}RDE44PT;Etk*_2<%0R?X_&E zRaI5Cci|=0ooHG+1%>G{s2a#{r-%vIAgKiv)wQOJHBn;;Jrb9(YWxG@U0#J^$0u~t z5P+9AV=LOEd?8>EQ4y&@Z2)1bW9Xj{c@yk%!E{8n%qPn{jG$>R~ z3#x3%MVxk}LAJmk;zL_Nc*rmaT(YOV;HV2#YgSZS=dkf^+plaPNWOw@@au@_hSRoa zFvLoTn?Dm+t_Tf9pc+JLM1TXIA&Np#EJ5rU4?_wej4 z?{11T+Zw=~5n**riXoR&X$w`mRb3QhtsQZAVEVaED%<#w`NH138s?==s=+Aayx&bn zSk!q(<~8xhoPz1tF1E;a55r2~aY3wIwXCT9zdapEXiLOnFvuB#uOaRL5S4u>;*m4e*J7;;cN&&&56HS#CR zdw)?|Py(kG*rL{yHfaqomYP`0g>c*(~E5Vkl?H7>&v5<|6C z{{X7}3bJgt-A)Mj6`x7&AN?pRK<*-VsB5_}Vzwf!SKKiZvgLfu9{Y`)P(w?E7y<^6 zU9W;0aaFixL-4?mMet;PsDOV286Sit#i(IlM04NP{NP|T3O~fHetA*ij%h_)7_1&j zUp@qkf5b+O1zHeC>f1LwKphadJ&-2#EP@Q0_oFmC8zUGyt6_Z~TAr~C|L{^nY_)gGgr8EXVb|eM^6HuhX zhe=hPl{QyMqpj=@H5LKT637H8jc|$gVDCpi5iu|W431%Hyq*jsKg^VcTD0N@9S<$c zo!>-K^W4jXYoH*S7xff?{$**@7Hs`W6k1|s!b2H literal 0 HcmV?d00001 From 694173edb09f951fffc8a21616a4fe0d247ee15a Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Thu, 30 Apr 2020 22:22:04 +0200 Subject: [PATCH 11/16] apply kpca --- notes/03_kernel-pca/3_kpca.tex | 83 +++++++++++++++--- notes/03_kernel-pca/4_centering.tex | 55 +++++++++--- notes/03_kernel-pca/5_apply.tex | 40 ++++++++- .../img/contourplot_kpca_rbf.pdf | Bin 0 -> 226560 bytes notes/03_kernel-pca/img/meme_mapx.jpg | Bin 0 -> 58540 bytes notes/03_kernel-pca/img/meme_reconstruct.jpg | Bin 0 -> 63552 bytes 6 files changed, 149 insertions(+), 29 deletions(-) create mode 100644 notes/03_kernel-pca/img/contourplot_kpca_rbf.pdf create mode 100644 notes/03_kernel-pca/img/meme_mapx.jpg create mode 100644 notes/03_kernel-pca/img/meme_reconstruct.jpg diff --git a/notes/03_kernel-pca/3_kpca.tex b/notes/03_kernel-pca/3_kpca.tex index 2f2fbdc..fb5c2be 100644 --- a/notes/03_kernel-pca/3_kpca.tex +++ b/notes/03_kernel-pca/3_kpca.tex @@ -678,43 +678,102 @@ \subsubsection{Sorting} \subsubsection{Projection} \begin{frame}{\subsubsecname} -In order to project some observation $\vec x$ into the PC space, we first map it into the non-linear space of $\phi$ -and then project that into the space spanned by the PCs. -By now we should expect that the transformation can only be performed via the kernel trick. -We basically represent this sample $\vec x$ by its relation to the \emph{training data} +\notesonly{In order t}\slidesonly{T}o project some observation $\vec x$ into the PC space, we first map it into \notesonly{the non-linear }space of $\phi$ +and then project that into the space spanned by the PCs.\\ + +\pause + +\slidesonly{ +\begin{center} + \includegraphics[width=4cm]{img/meme_mapx} +\end{center} +} + +\notesonly{ +By now we should expect that the transformation will be performed}\slidesonly{Transform} via the kernel trick. +\notesonly{We basically }represent this sample $\vec x$ by its relation to the \emph{training data} (i.e. the $p$ observations that were used to compute the PCs). -We derive the projection for Kernel PCA by starting with the projection used in linear PCA (cf. slides 1.3 \#11): +\end{frame} + +\begin{frame}{\subsubsecname} + +\slidesonly{ +\visible<2->{ +\vspace{-12mm} +\hspace{8.cm} +\StickyNote[1.cm]{ + \begingroup + \footnotesize + \begin{equation} + \label{eq:ephi} + \vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}^{(\beta)} + \end{equation} + \endgroup +}[3.cm] +\vspace{-5mm} +} +} + +\notesonly{We derive the projection for Kernel PCA by starting}\slidesonly{Start} with the projection used in linear PCA. + +Recall in linear PCA, to get the component of $\vec x$ in the direction of the $k$-th PC we use: + +\svspace{-5mm} -The projection for linear PCA, specifically the component of $\vec x$ in the direction of the $k$-th PC is: \begin{equation} -\label{eq:projlin} +\label{eq:projlinx} u_k(\vec x) = \vec e_k^\top \vec x \end{equation} +Assuming we have a the $\phi$'s: + +\svspace{-3mm} + +\begin{equation} +\label{eq:projlin} +u_k(\phi_{(\vec x)}) = \vec e_k^\top \vec \phi_{(\vec x)} +\end{equation} + +\pause + +\notesonly{ We substitute $\vec \phi_{(\vec x)}$ for $\vec x$ and plug Eq.\ref{eq:ephi} into Eq.\ref{eq:projlin}: +} + +\visible<3>{ + +\svspace{-2mm} \begin{align} \label{eq:projk1} u_k(\vec \phi_{(\vec x)}) &= \sum^{p}_{\beta=1} a^{(\beta)} +\hspace{-3mm} \underbrace{ -\vec{\phi}^\top_{(\vec{x}^{(\beta)})} \vec \phi_{(\vec x)} +\vec{\phi}^\top_{(\vec{x}^{(\beta)})} \, \vec \phi_{(\vec x)} }_{\substack{ \text{recognize the familiar}\\ \text{scalar product?} -\\ =k(\vec x^{(\beta)}, \vec x) = K_{\beta,\vec x}}}\\ -&= \sum_{\beta=1}^{p} a_k^{(\beta)} K_{\beta, \vec x} +\\ =k(\vec x^{(\beta)}, \vec x) = K_{\beta,\vec x}}}\notesonly{\\ +&}= \sum_{\beta=1}^{p} a_k^{(\beta)} K_{\beta, \vec x} \end{align} -Note that $\vec x$ can be a sample that was used in computing the PCs or a completly new ``test'' point. +\notesonly{Note that }$\vec x$ can be a sample that was used in computing the PCs or a completly new ``test'' point. +} \end{frame} \subsubsection{Reconstruction} \begin{frame}{\subsubsecname} +\slidesonly{ +\begin{center} + \includegraphics[width=4cm]{img/meme_reconstruct} +\end{center} +} + Since we never had the transformation $\phi$ to begin with. It is not psssible to simply project a sample from PC space back into the original $N$-dimensional input space. -Algorithms exist that approximate a ``pre-image'' of some new observation. +Algorithms exist that \emph{approximate} a ``pre-image'' of some new observation. \end{frame} diff --git a/notes/03_kernel-pca/4_centering.tex b/notes/03_kernel-pca/4_centering.tex index 8f0e1ae..ef88a54 100644 --- a/notes/03_kernel-pca/4_centering.tex +++ b/notes/03_kernel-pca/4_centering.tex @@ -1,41 +1,68 @@ - - \subsection{Centering the kernel matrix} +\begin{frame}{\subsecname} + PCA operates on centered data. This is common for all forms of PCA, -whether it is linear PCA, online PCA or Kernel PCA. +whether it is linear PCA, online PCA or Kernel PCA.\\ In Kernel PCA, the $\vec X$ is transformed into a higher dimensional space by applying the kernel trick. Applying it to all $p$ training samples yields the kernel matrix, which is used in solving the transformed eigenvalue problem. All of the above assumed that we have successfully centered the kernel matrix. We now look at how this is done. +\end{frame} + + +\begin{frame}{\subsecname} + + \question{Do I need to center $\vec X$ before computing $ K_{\alpha \beta}$?} -- No, Centering $\vec X$ before computing $K_{\alpha \beta}$ does not guarantee the kernel matrix to be centered. You only end up with $\vec{\widetilde K}$. +\pause + +- No, Centering $\vec X$ before computing $K_{\alpha \beta}$ does not guarantee the kernel matrix to be centered. You only end up with $\vec{\widetilde K}$. The same applies if we had the $\phi$'s. + It is simply irrelevant whether the original data $\vec X$ is centered or not. Therefore, we need to center the kernel matrix before solving the transformed eigenvalue problem.\\ +\end{frame} + +\begin{frame}{\subsecname} + +\notesonly{ We use $\vec{\widetilde K}$ to denote the \emph{un-normalized} kernel matrix and $\vec K$ -to denote the kernel matrix \emph{after} it has been centered. +to denote the kernel matrix \emph{after} it has been centered.\\ +} + +%\underline{Centering $\vec{\widetilde K}$:} -\underline{Centering $\vec{\widetilde K}$:} +The centering is built on the kernel trick\notesonly{ as in Eq.\ref{eq:trick}}: +\begin{equation} + k(\vec{x}, \vec{x}') = K_{\vec x,\vec x'} = \vec{\phi}_{(\vec{x})}^\top + \vec{\phi}_{(\vec{x}')}, +\end{equation} -The centering is built on the kernel trick as in Eq.\ref{eq:trick}, except that we compute the inner product using centered $\phi_{(\vec x)}$: +except that we compute the inner product using \emph{centered} $\phi_{(\vec x)}$: -\begin{equation*} +\begin{equation} \underbrace{ \vec{\phi}_{\big( \vec{x}^{(\alpha)} \big)} }_{ - \substack{ \text{``centered''} \\ + \substack{ \text{centered} \\ \text{feature vectors}} } + \hspace{-3mm} = \widetilde{\vec{\phi}}_{\big( \vec{x}^{(\alpha)} \big)} + \hspace{-1mm} - \frac{1}{p} \sum\limits_{\gamma = 1}^p + \hspace{-2mm} \underbrace{ \widetilde{\vec{\phi}}_{\big( \vec{x}^{(\gamma)} \big)} }_{ \substack{ \text{uncentered} \\ \text{feature vectors}} } \qquad \forall \alpha -\end{equation*} +\end{equation} -\begin{equation*} +\notesonly{ +Plugging \emph{centered} $\vec{\phi}_{(\vec{x})}$ into the kernel trick equation\slidesonly{ above} reveals how to obtain centered elements $K_{\alpha\beta}$ for }forming a \emph{centered} \notesonly{Kernel matrix }$\vec K$ from an \emph{unnormalized} \notesonly{Kernel matrix }$\widetilde{\vec K}$. + +\begin{equation} K_{\alpha \beta} = \underbrace{\widetilde{K}_{\alpha \beta}}_{ _{= \, k \left ( \vec{x}^{(\alpha)}, \vec{x}^{(\beta)} \right )}} - \;\underbrace{\frac{1}{p} \sum\limits_{\delta = 1}^p @@ -46,6 +73,8 @@ \subsection{Centering the kernel matrix} \;+ \;\underbrace{\frac{1}{p^2} \sum\limits_{\gamma, \delta = 1}^p \widetilde{K}_{\gamma \delta}}_\text{\scriptsize{matrix avg.}} -\end{equation*}% +\end{equation}% + + +\end{frame} -(cf. slides 1.3 \#16-\#17 on how we arrive at the above centering) diff --git a/notes/03_kernel-pca/5_apply.tex b/notes/03_kernel-pca/5_apply.tex index 7ade75b..9bb94aa 100644 --- a/notes/03_kernel-pca/5_apply.tex +++ b/notes/03_kernel-pca/5_apply.tex @@ -1,16 +1,48 @@ -\subsection{Applying Kernel PCA:} +\subsection{Applying Kernel PCA} + +\begin{frame}{\subsecname} \question{How do I interpret the role of PCs?} +\begin{center} + \includegraphics[height=5cm]{img/contourplot_kpca_rbf} + \captionof{figure}{Projections onto individual PCs} +\end{center} + +\end{frame} -(cf. 1.3 \#28) +\subsection{A note on implementation} -\subsection{A note on implementation:} +\begin{frame}{\subsecname} \question{Should you solve the transformed eigenvalue problem using \emph{eigenvalue decomposition} or \emph{SVD}?} -- \emph{eigenvalue decomposition} is the only option for Kernel PCA. \emph{SVD} is simply not applicable since we don't have access to $\vec \phi_((\vec x))$ +\slidesonly{ +\begin{equation} +%\label{eq:eigsimple1} + \vec{K} \, \vec{a} = p \lambda \vec{a} +\end{equation} +} + +\pause + +- \emph{eigenvalue decomposition} is the only option for Kernel PCA. \emph{SVD} is simply not applicable since we don't have access to $\vec \phi_{((\vec x))}$ + +\begin{equation} + %\label{eq:cov} +\vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} +\end{equation} + +\end{frame} + +\begin{frame}{\subsecname} + +\question{Which property of $\widetilde {\vec{K}}$ can we exploit to speed up computation?} + +\pause The kernel function is symmetric. $k(\vec x^{(\alpha)}, \vec x^{(\beta)}) = k(\vec x^{(\beta)}, \vec x^{(\alpha)})$. One can exploit this by reducing how many times the kernel function is actually applied while traversing the training samples when computing $\widetilde {\vec{K}}$. + +\end{frame} diff --git a/notes/03_kernel-pca/img/contourplot_kpca_rbf.pdf b/notes/03_kernel-pca/img/contourplot_kpca_rbf.pdf new file mode 100644 index 0000000000000000000000000000000000000000..44c63f4b0af4dedc5ac2cc4c7ebc7e4c6a93fdf6 GIT binary patch literal 226560 zcmYhiWmwx!(6CEODHNv^_d=0EaR^Q+?(XgdT7nbYDH@=-yA_Ax4uOKOR3-XZH_OSG@rRV=2BRQb6 z2R+~av^6X}JZ#;Z=>`5%vAHzdfY#c!9`wejb!6mF{%t`X^jwNxQEPtsKT`VtNJV;6 zdM@qHmNpK~_Vj}PV{V{s90 zr+6au&)(imPRsMP{WK$UW$Kr82IR~Z8x|Yf!yv2SaM$1sc(UO^!h2Ih^I#YapSya` zq>oyw(FfgB-lmECpqs6SJ76HK7j!{SvHAaSo=*SWUp(ARo=N`OfrjKiZ9o_6 z9@sbXgZ@118ETd&7fLYhIik@R6QOKO0IqjTF;s=e-s-{4Kyo#{LyTJ z(VD^=`J8O7ssBT~1ZQW&q5inO>d;x9mgu*Qt9jSiCcQzZCrvZOTHv$K@|bHuG+QDr zY>>ZoX7U}88?S;2D8QD=kDs^r9}eW{1U<+jeOq=f@Y2m;VFV^$vu+nB*(vgZa^+8s zdHpYqzMD>ZKE7{TPM()ME3chnG2Rc#cujf^H$9ZT{IaD#88fbQ3F@;cy=`Bp&m@h?XA5^sz)F<;>gb3v-SM0WMTB> zt3ya^tf4A3&?ol>hZ+zeiTSWu1LvzDS+i+5>I3F?S-f+k)abh^by#RWLBbk8l;&3kKWjqi_ zoAC*gfU@ABU;R=sCec%)iA6L|&2*jJi}S zBC6e`(AVCl6@39w9S5$_gc&JqUJT0Lf4*@)2Bo?|f1yuyh2I&7!pYa-`_Z`;{Htkz za>5hILXk9pwWWCdF>f`=hl{?!yo6@`iPSJ0{3jo`lsc+Y_q!dIVZ+@DPY$@fk_q^H zlHdI21Rkz3KUc1L;Yvb`kll3>F7)^B#BmqH!p zlg^MEUke_=u65ZAvM@UCGsZ2em+6m(fjYO(08z#-^8ziWpjs|l3%Weak$|3%>&M%T zJ!0OiJSPTPQm#Vx8V1>uh8#jG)UjI`-wcW<#KQ*CM-*&3eZ47U(5i|Fgj5 z9y)Dr>dAHQYGVJ#VC(03m_b*=JlHjA)HqY(wK&lUxV= z>YnIl0<(Yoh~D)uKvP-_2My&zxQI_%#woz5caVF?>F%cCuEpy~gV3YDqAXX`Dx1e+ zIUxw@-nP#4UB7$R^&x(0oWHIUhucp97OHpAB(K8s^7>_NgBQa9rA)YLy?Ol*W(`8z zjnlI5{&tjd7$Tg&iv5>)UcPrwVS_E*FFY)%7 zYe@i(S!G^c$o887(8U0csITwKYB%rQlc-j5^yIu}(l&`aEp09`t1Et|&#Fv}xIcvC z_Ysv!z_lB`&hz zu}OHfe0*nZJSqTAObks=r!9)CVW+O!GeTYWux@CXtNrdoWCccYyQFm(0f|4++DDmL zP;*{G|Hssj{E&PVd{h(nlS~K*e-VxJSx+MYxN_hdHZ_%Jkn0z`cy^4UCaBz8hpN@pmL_lm?o!^Tdt9?4(rC~L>u6GQA7UiKA8N)giiQU zcdETh6ac(6C4H1gXht2acX0S{o`RwA&@s{yK z?5irnyZWieue}?LTP{@+!7FH71j*4}fyCdqcqB$w3Uc9H?f4HLsT%@Cdwd3WZG^0M zx3U2SuZ~PDa@N47xd#hbF41wFhc0zGLqGf3htN8~r?Wn00xuV$j!#IQ^~R0F?-g<< z)}Drf^(mI67{S5qJvbs}kD@&kQssP-D;7h-<_3N-lX8{(*~j$6y>(&m8Cag%IH z{b4U^gxn;tCQt9?CVHS8u9MJQwF-5w0USX+LtRM9^3H1B1aAAcvHK_Tg8b+p?bx2e zF3y*hud~UP$~|fs%OwuknzK9oRaYv`=&&<~kqRO*d?>}SbkO<58aUAA3X~a(_CBX* z1TIUBWlm>0cApoUtJFm$+;i@#bnGfY>Mt?Ws|_)Gske0CsehLhLaeoG-*$2yY-L4eDY9-HTJV2yQ8j<)cL-jbx{KY%;Y*~}cSggd zI!v}}cZsmvx*Lw+aLb7|C!i+!OC0DjZT}^-FVkCMKLsbB@WfJ>d@GWVGt!BoxbNOZ zJ8Ghyofq*j91Ii-#5s?$&b59nB>k!Sw@Q5ChDBoj8PO}>9dG^}qi9 zpo?675%}p|^pE_`*hAzn#ur%#%BNu zlQTeN+--Ue=WX@_=WVhS*I9NL*KPJF*R3(J!C7ky;dz~0!#c3Wx*xvuE3{W24I@Zd z0Ov{1pY)-I@WZXKL(Hvlz0rDWPxCr3=}SMnXeqRJs2w9H)(7W_6oc_;j*#s3gD~f< zafiuS>!0>@po2$0T8zdQe`a|CRY$%SoF`br0q^f2_sz<)O_z$NdyHzOZf+@u4oI~aPuttP@> zvb^ycqeA)};@z#@MXty_edHts6|mTW0=*iB(A&?pLrj?5r6u-!=*j5B6LA`7f5}=C zY(HK*G$+JM-En?&Xwzp<5-3pJ;+dtoin5;j1bzgS-bkkDci}AKQ5j)`j>WZgdjiP zl=ki;C&HgTJy#-8*@o^Hq6=lRgEG0syR&&fnV>d16jadp`s`s3`z67)BM!kfjF4da zJt@I<3@u>$kda_piH%_U2PeTcHb1H@OmO)pBro5zdoRSqVL!x#qI0H*)=2*>s;3oxxS(F9F*)q$r+TqLP>0@ z?H|ya$)07F?h9D&k3jVQ2!qDTX=WG<5b9RMS$%DUEnXeg|$SWzDT5EUI=&x`JPs15 zx6p%eou<*Km!Av07Es|Blx)E`>xc5>FF{-Sv?Af6Nb2tiU!PI?{1)2TMUA<{eK}D6 ztlniMoFBU^YxLY}Dtc0=pXWnxJaI1|lY(w0)Sdz_diCJ}`V$R&Dq>gp-xvUQxobYQ z5a?W@;4&nUKac8Ds}+L^Fm5L}xHeY66Mi!3LXw!uAGo;*F-iV5rD7!eO^cKbErMPM zfJeq|Gf4Y{=KwRIQU=z?C!5#q5~nTJMuc1?M&wT@Ph}&I5{8~7*hgP5iBm3y8=&~F)RV+?yTw+7zGl6AZ-dPjhU}~RX~=HIDs$r1F8@48?4Y~S zGO8I#Z8(k!#3!BIg;RjBa6zcQ8MZCi)c^k zOoj^p&mtYK^l;X|ptsz`E-|MtFS?$wjfE{|w@Rlw-L<#^)`a2OBRS5Z+BGl@(*@E* z&9g(i>lgWth?tYsy46Em2K|e}@J}lxw>Jyl#0yGr1jEpGVqcw{)AD!AOF$Z=)A(oE)Kw4TM)QS=RDz%f5h)P?u%h9a~YisAz^g0Hr#9$I`GB~%x|_F8VVa4 zg*)e5WJ(XFJb?(x>hCP5_L5hlU!BvquR+s>=OD+Wn9$$U;zPf2(~+?(?EXI`Vi>{p zSu?n|^^XWGpnpAm(D28^5Gpd2VQL9GCU8X2eD>V08DM8%nZ1F0+{rB@XJMIVGVYGZ zN_(>na=62Wv=OJvdEeX9>5Hj8Y;cl6^^;`>1dQgN|x|u0+t9B7= zy@+TN%~w(5kV79MLH1DR;aCpR^0-0Gpe2p)@P5EA7I4@3dWLKAAQy#YBnYYo$=tbk z(RFLk6CX&Wg}u2D!%Y~;*fVO4&$9ao`Y+n>m8;&Xcr+pR^f-lxWPuMk5}V|IW`w*` zMM-LRhN)VZdc-6Y2Sg)1KXbca-@S2NQ5UG);zpK#?SqK6tTIAVI9SvOj^4A`0U<;+ zmRQzB>BROEu5Rx(ec1BUegMD}N^iA(kwhoRMLMXk^MnK?bq!jK*cU)>=13%r^0=FM zP7W>OTWO%5rU(57=UGa(zng|)4acMHxmkrZ1o2d$fj{?*E87@0xHn)M3b@)3VcO@b z_whZ?fN*yXndAzEA}5q7IO5(~i~}Z8GZP@?e?co^0w*h}0k*+HX(z*H%Vb1Rtv+zF zNwxE|y!m)^XOk&^n&*HR`e#W2(eH3J;~N&DX7N;R%~{glnqx3Tkz`a$hL$c~sdb%| z_-@P*L3M1@D6lyf_<|UM>MuOZvl%838)FS|)FGIS-A1bqdp5v{Lpx|9Yr=FJlM`NM))j=QH!H%6GxqsFCyczpf4F6OctkTvpvG| zdY>&5k zlH9W3-9ynLSL=3hmG-frg5^@oGV15Y7xh z%vKp{;1?Aqw2s9*1B??&GbiL}P9?H`^=!w0g4`9tv*=?U=kYAXtcvd7DqN3@ey%1kim&>LQyJ!_L&foYZ5OwvY>@}5rfIVkpJ^VI}zZi&8T~xZ& zBE2ly&%a7@%2-*T8Z|>z@TCE_En{#MQ-o0cO51x2&Gjox!R*q*cnox?o%^UN3k#ZP zps&j`QF`*%O|nmdjYR0#ctT|uyj>tOwH&IrfHj&Lch6%iav{D)HnH=VzVsB)APe;e zt3deXVh{YquMHTez1Dt)`;&1A<^pqAZz@?RLe3>M)^f7C682lufoqrQLb-FdG3?>z22$}vJ3{2)BRFDY9m8aw6Bnd- zMgsnUYKXjZ1zt;VL@B;elXb>&UBL`3P+)9Wue|R0Zf>H1%E_b1&bhWxN&b`R8Q{e1 z46tH;1{g9p12h|+0ZLJ- zEJ|wEC)r{fOjG67e^aeAG@w(hDuvX^(HLUT&CwpxB+1bm3Q5f|9BRy$HY% zHgJvh?y?@z)XT9O3L#B#7^>Hc`!cjX7kBzW%H({c_0oMv?;mkzz+|NU(cOnxvvZ_C zg8BK=jmWc7_TM7m-Of_`)IT|`>WVcwa7w2&vcNTHHg%+$2d``7G!IBhy%uAvQ_|#| zfGK+N3VtcCKeJOUImM+g?-Nim7y4*XvXxe9QF4?ney8Mm_lg+1F?U79VJ0O_)d8NO zr{-{YZ6sE@I%6bRil<}rsZ@Mr|4nL{Yh8#=mSRnVPL@jP#)^|fs+^9KQp5{gHa!4x zu7*&r$}Sb=RR`03Z&q`!`+lSQhe2gxv!hR)o8FJlHAQO*wW$)uhwa|?z*4e*$vysc z^7{9lHQw;Ut<*fT{nJ!4^Zmc6biv#N3!-?e_RkSE1vvyM+M#ZGztwR4c3&bc3vw93 zlf&KeZo{;P))qerTe9xP)r?2hZ)@Pw!p^0I!&&8tEI$@KD5dm9Bc(N;*kC}}+a^{? zvi*NW4^}C?ameDutobi0&M95@w;P##97c*n-} z?;T>E=_ogxA_WQ7GSh}-D}fBzPT6f!OLLlA1WjN~%0B*V>f8v1GBIe1eC8QHG3n=N z9#!FLHhDqBdKoo5MLNeVg&5xh)}SV`!X__* zHV@cdTtPY80BpDK5My&(Qz0RDRLGnMD&+fMDqjfJO+sDEfOKi8V(o+ch*TmGF5jqF zJyTx18=;J*?k}k{^?x4u__W#i4i$cI$$5=Xg~=sPj5AXnEVC$6yBK5*H-tTJJWj5M zBpM{|m?me^-*^l=*7jRrr*)mKu+#fk%VVYZH}Lz5{LHJG3dplH_Sx3w#L&&vrJ@)8 z@;=-P2gNV;-_YX@DhD!Ov?8g%dq@*8Kr{g)NB_?#R~*=2^w3g zEx5b;Yj0nSjC4_MK&Hdh=5EX>*)I~S$-#E34|w6@bb_%Lamr;GnfjTAjW~$eO#8GE~CxGr*Z$@TW-s3FG2hQTc)@e zM#s=IkrIvg{`0o;gKWqni21-b??3qI37Ny2(!X+!TN2aD?D_s7RR)&>D6dPaDE2>0 zhi>VWY8cqOf4*t&I}i>~W)@4F8~kSAFlSOM+zCdV-75RTGn*jkxvxA@!c}$Q}1D|<|r9*;hk~JvP~~H`BZ1e zxqj`Z-gcF$&pS#H#W}o1nj#FDbz%P_DNxW^9rh<(?2u1Vi1e(#Il?wYC#Z_YRxj}N zOcoWiW>b+I+(YGwX&%?2nae zO{_LSNgP=ZG?rp+af75wheHh%l;*k3BbRzVpK6S#$XHFnnUzT@hsEZ*ZWu-!N$4v*mVofR7o^wOP|r11TEh8JK-VQD z_S5cYlqmq*S6fD&n-%%I5G~e1BJqk6`=RM9VKT&$9O6Dnj+1OV_-@All5fT>b+zkC zOR&Oad?3B9`kJ66q5pe+!c@0es8-Zc?Z`Q_H^BtgOS30kQlp<6`QZzLS=Flw{~`+{ zX4fD4c;Se2Vfsf_vD+XUd~%f;p}U{qCS@vaPHy|L^L#4j+lI6o10ki6x;Xhygg~9* zKN)O38_&EP)EO@GR-IwD%QN@H!3arQl}i>=zT76@xu$K9;?;J+4)r0a+*ZjiCk{&K z?;Fa!LWr=mv*K(sW(BCHL_QQ>m+i;>&u}J))gd=t!Tf9F6jO4i-1xfulX(`$$Ti;_ise9VW8VM-pQ^gbS^FJ z7~PXFp+p~{7L}8?9E5qe-*BORGKPLekP!XGTi^5KUtcyuIKp8!>gYm<`>ST4{xJKYCcQ}wn<0Pyf6M=I;PL>IyM3X5Ai4OiOM zht0OCB|SyDH7!Wx&KVI?fS&B$Y)Ob&hdziXI+NjCjcxQooVmxrY+B!77#JO*`umb3 zFO5L7>eZ%r8mpSIQW0oU4-=wwkwFaSb!QuFXhx3X7D*Tjs2NX%fhLt`BIMs{c72-- z-{&+>re7--%*2iP8Fh($!}~&mm@6}9gbJFi5~2O(lmur%<%tU7*O$acDhdu5@SZGl#@ z^}iobWfXCr`n9(1v~8RTq4gROAM>+#lRr8Os9%(s!C6?`*(fN`DJ0u-F zCp3vM5%gZTe9J)AcNTfWuQx}C^EGNq_(h1#iyR5IvgwNwrp@?F|H2{?qEi(ukjA%4 zx0)5^^+Dui1dguig)?P*U*(T#3O!Euq%e#e2{9;a@wplMAtw&B%BYle86I$J(f9H# z4f5={H?An>^AAd0BLdPY9%J+=oqR1Mf1M|#nu?7{-AE@W)fE~**Se+pY)s?TDROGm zE?sK!Fr3y}Hv!bQ)hiRRyfNBTkEV~S=>D5QNnYd?fw<(3j{Z~61%7wEh#C1RNo$FS zF^Ergblv3m_FC}k_WS876IQ>8Duo35@saPj3ZB(z=UQl#l}UXK2Kx8`1zK+_gx#8C z-)eBND^rYkw1xZ_8T77>@h5)XoZL^emeZjn6KxGN7w{D`0+vks-8%>bg(*f{ndqh^ z5{YHCOt>4{J7g|-st*;0;!W>Qo!T4L&B=mW@&D+YT}N?m^yB0O&Nqvgk5 z_g6r+*drGE@wgREe$38MDIQC?L2rt_=Mj>4`yU>rzi$f6x%rF2$YHT%DGk#gA@ zhbPX``XtS{P7QEpmW(MMw*8{HGtpIb#xp(h4l+EmXE$93h(z6zEpyybWqi1$`p9`p zwT&VUb>ySqxXrGVc~H(FeHfobK|}U1ZbWOz9v0jH& zjkI2eZK?a(VNojB=&&|b&3L~f72lto63#xB`qq?vA$8M~Z9BEdjO{GdDyZ&EAB?sn zW#I%U=z5is9)gt6Fncv^ECu3WJ$<=zeQMWX)yLTgEi~aP8I5#7XmHZP zuB6+;S@n}@FrpjT7dx_90dJ1;idOVeL}T6DHBY!;AM8#!i&s8hPYA#ea_yT~#59QZ zrkg#@Jc%WA1)rB}2@IBsKfSrN!14pMiau;?r={Kc$w;qhGYy!il8@?fcV$X?>UGbO zsO@n;a|^S{QiHOv|1nK}N>~Oz_3~0O8-VXPuxw?z<-`#de@t-l6?Xj98n4`cJLNP7 zSvk|=1;YfMW|#Y4|Kx(NLDlb`*z!MGva_mU0U{${s~VjQC#%G%%SB%HE1kmcZ{!iA zl`HR>sStDBTJ5G!{WR{UW$ip`I<&d48Ev27_mdjOJRLVoy0m2jNFCvl_wu@kz8}=a zse@Hs;j5y*oR95N0X1ihx@)aLXRuYj!}nZfh}EjDz*Imz^0nUDAgmH}>QwEYm&hWS{rkpRP4oO~vWrj@PHXfF+w5EU-iU5Q%lvSE=Z|ZbxMJ|9&tAAJG?x;8);d z6cvUX1Qp!Bt9Zg*w!{759(Hg^PbnQG@%qPU_>p$uy-|e(`43>^K~v$qTZIJekJE1l z#6|ZpQ4&l=U!#xQiaLraIN$#`j5(Mt>gcH8%?+xJ-Y+t@6*d`$ZY!6WYwy$Ua+wa~2 zwsn~S+Y#>pm)NE|lTxhi(q>L5YEhh_Q1XyAi%0Pr1+k~J*;j!=`h|`{eJs?;*3$;% z0Cl&i>kQb&@BnN#`vA6Og8{P&C%51=2Re&(kYdW^?HSuqY!WK1q?+G51 znle1AlH%!}_9Y&yXWJxRFVedN{Hd2(y$@Dfx(_v*zYkICLeY+*1w}TBjQf!M_g6z* z*O%y$8d!RD>>RxQQupT!=0ikAeY3 za{;=fB8t^~)Obl@N2;wXoBTk1x)1 z-*xqQxw%qvR7B?PicZmw4Ji2H%hd;S&*J)}({x?VeU<3=IzhAUA`ijWJ#FHX>-ob5 z&2`IT&aLZ{Fo$o<1sK?7-6hAIQbAMC|F9j6%Bg-d@cuvvDyB?vJHxx^>=xY`ZFz8s z2Xq-XZ<+8PdmWhjkP}L1%l0+LhX1e?fupyVmhzH_@84x z%P0B{j%~qW5PXPIdO0s~@p2%g5M>~nzAb7yeJ6)2LqibrjNOUJ-AGF=vag4f?3Y$S z7|E4NEN?c*+JRwcVIiqbCB$^{FNvj3UEZ}y07#Yk6p-4%@S3GPHgu&4TCkeb6XhMa zi>I%(Nm?k-Zf&6V%Pb+rF~)f)>)dEMe_wCKk5GEP_ZDXC}}i*Rh7YN zrTYWZv|3EqQ15r~R3NoFRA*3%NtJEF^cLT7Z@_n0r6}wm6C%PC7@#XI%7)Ko#ip+6 z%%f?wWvELijt;Fbb07hbrHMA=&C0GE$pBc=3scN^CUiv)Ri#!`zN$h;n_@C*M8MhR zvSVt}gC5kyTC^YVYgZ$mQhCUX!JkD45wHj-Pm>VIHtY|KzG58<(-0}|*`?C%e|4=v z&o^6To5Ze7>^=pxn|jCiUYt#TB9`;6*q|}PbD9cqCsy>U;o!SNdBisrRlVPI+MA!U z`%C50kA;{r3wZY8B!^j)!$950Vk47W>+{%1OcR{I@>zezAtIItahv5#;;uefcdR^S67kBbry(meVcgcwVrL z)IPe$Y@ukC`O#m%2;(3fta)EP-_0pvyzKhrcfcw;XH}cKZA5+SeYksGuzTvKHlyMA z3&^n%!OU1g*Tf)y(5)QmL*ohk@uD`M77`$gU4qFZmnLh`QTSRi#Ng6f__n>?NuH3yhY zxcQi^esTWBXekqCB0p`#q?m)4Z&}cM&DHdAR4Hh~%XM%eHpaAFa%zX|#hjX`)HUYT z&M|+ZE82sUNR33ft-DyFJ({TRlj_1KTFV5V7-jUFM^Fw&5zn}WxMV@5I#7~2HQ27i zKx(3;9-sVq{?Bjb3pjsXS?kvLSc>vbzcGdpLp92&K140(d+TqCr+R((6FYp#u8#e! z+z}1xs8*|A;?M6G^?lL%Wek>h8R6%PVC+IR_0Dp_R2EGdWgp`T=AXWZSIbI<4mq!P zOTb+Zq`@R?%=r%VgY_%H{=Hmw{kYfag5-)g80CvnGG)0hT~zX&kh%(w;=6W46=GtZ zRb>JMarAw+pDrk0;T8=W5XMfzgc`9Gnq=Q`r)SYDPPJ?_rqOKu&4W!Z!h##iRf;Pj zcw`ee#FMp!p(7rrsPXl+4KEQ|&Leg?DJJi2xj@@yH@gSf(zi-_T%`nU({dlcu$BUx*|) zoQtUq9%=&RBtN7$)ar?KCs1EN@KC=(c-b8Q_@?-xj0qiwzh>)tU$_SzfRa zTJP7J5@f4~D2&dA10R|Rfr=iZM@3D9o`y6kD%fx9=2dPeQce3ottxF^ET>Zx!qUd!Z#R~ zA%UwkrjPX!Yf+Nx1<~0kd3gRk9ZJp@wtQoBT<>!#)N3cMEET+SeffmKD-=X%m3-<{J@<96QR|>NY}AUUN_6- zjgOFKso+fU`u^!Y$;3ZzF_}JoCpn$KBq9Ni6Jqw?2YVA#m?vib$iT zCWE!7NPcx`I+}^2C!ne*ecSRu;AxfK&5{r<280!&xKS?&?>ottKiyIlY#EZSC)MD}W z^Hi|)qR{emNF0f1-b+n)Qht{(>g+*W%uqY$`uI<~voE4ozbpv8b5Ed7AotQq-tyU} zrTT2)vRw4fS~aPtq;U@;#2V;S)#dV=NP?#>#!Y53?*5|4%%;m=GKmb23CP)G*7TVf z6YmYu;7yv$@(fR6UMwQ70xb?&9E&Aaa_Wf|~ul?{dzD@I^ zF4Rq2?>aEBaUJ*?bt{+Ex~?wR(Fg45QYeOZ1@^;522r(j3GkF9rT&^XaKDH)trRDW z4#H|2pH8ho_Ny+!e=x?6KG+Hbp*8j)NTJ&>me4Z|jXa#`VoRqz`Z2l` z{qV~)4YM}`ou3R$S?zHVC51VFaBb+^oV0K77jfwn=r1}k#qe*@NHI-XHkh`oPd)1- zDdN0QAe?B22j(Q_GsDW2-F*{}giWo9z+&ZnZdmK+Eb)Fe6KUm1!-_vUIh0T*{+U;+Zv1*rBsiT&wq#cCFu1se1c88(CksQ-K@B zpW1NPkjtrWg~{vE%FVf8*VDO*6`E$M61RkvPSy9`O2>AUD_l3unJ`oBPS=xF(N?|u zB{H46sFMKsRQ1Yh0bPj-(PbS(<2|PSTz71hTfi)5gP;Cl{IiI?W!q)7T)!}+Q+i5euYXc{ey;9eF z)bj{R`zlH{`zY%ftGQ~c1E8Ghmhj7Y$6<6}i)>^I90kF?LDtV4-tv2fbIA^<+J^wDXywnbW z$iR7K%T=xgv;%(Y!1<@_R6T9AO;==Q0JDs0S1H=!dpeUMQ(J0RkYw>ook{VjB6ZJ8 zZ5lLP=*L-04Ns<(7Opon__Fpgvx=HtW;(f)y7uz3ue3bDI=Rfc_DZuOTAn>RxxBLW z;{kMPi_O~ncRJ!yx&)fD?mAbjy5g$31UgfEo^VUuYir#{W8Gf;SvtL|WZg%5-Cm<9 zxZc%Z>Z7}Eujy>Q_srN0-MiLd=Ny$!@yo)Pey@|!L-lQ|TFoRLX9Di!3Ae<3o$9LH z9edQ7cl*?rcly*Tu0zypP?B<|Pk$0oubzYGQ`bT93enfPvfWpAiRf>|-|cUGyVu|P zWxv0*_MpG@_OQRz@wl&U^Q3?GMZfi_Vl*b4n2DfAKA6^@04aW(cQ1NYj0HL?BnBOo z(t^$qY@oAu0-!V7kD#+sWudbzJ(O;R(!Zi~5NbROr6}Pk@P4W^}@RHu-D-!Et5v{Y78u5t3D| z*{Nhp8Kga*wsn8OE}oTf*iuh(%vkdJU!3SehRh?Nnnan-es&_`4!fd zl8{5?c=J{(wCpIBQfq=)>x49jWbkfcSC$>drpS0S)I1bb!$S8|MDlKp&q-AC4R+TC zhQz#JC({7ZruxIaxqad0re&ZCV{|g%O8OTM->UJ4dsWks+#yn@k{=G*W73J@xUpm+1mM&{7HfWb^InHanvO4ir zBT}tkO^Wa{y-bNEsZjedG<)~)6T{)VMIz?q60x5~kW<`NYw<4&r2QO>X|oEGvP(06 zwelG8ZXh#1DzDH&+-`1ePaC6?4 zw7gM~d|qU@Q|i&hzY?n{ZGO-o##X}cWHoE=zkDdje2FkaIuhZVdR9^<>l-gQkOua^ zRF=rBw}yWGevg05TlK5%=Qy@>iTvLnw%^S#ReF^b-+(D&g4?R z!9D}8@_5K9bv?cXgdI4W_!{Hm`WQ^!dz#^se>2p&ftP&eXC}YoHN_V+Y^~z3qmWP# z%9$5p#LT1lhOR|Qz#idyE|$7e@l(V={2QkB;3qSAF(}Q?t=1lb^A+!U+(^@FlZj|U zFPZRBp9^XMf&{otP8i{P z6Q!LK1eyfmydhM{AZpu^A>3{0T#6&Mf7`zFov&VqkZ(u!uR;#N{*G^=@^zTECc*vg20uJkvxe}=AkHLj6_&=CT{R2 zBqYpZvGUXY&djNha@>qdc?7QLWB~62HS_JJCiae=&l%(&A)8M4`GRT!f=wTSBi{RM z%bv)_Ih%}^%vEL2YK2$+$!ZM5yT6wtEk~^`YL2rTcWe7ad#l1ySY-6#?o(Y6ZMzfX zeABR;M%}Z?z|(?Cm{H)QaWG$z@M-P^B@@`viiUxkfx_P1u{lCm zk=oU(xr`a?;2`8>bJ#g>lQPmD-&70^SmP0l)<1%j82Lt)(_rsd@zP9U+4={q_v1oo zyLTwo4UAd|hf6-#Z&$spHJNhSZlwhO`}mU4$ugQ^H~vNmX1G1VTWs+Ub8Aw>?1O7; zK{~#mmr0CGM$^KD7gtjn)Y16uWV(D8uiM)mYm<}1bnM5S4QB(ePsLG9~2&aW)P%{njz@$M{;GqaJ0&6gsBXB|Yt zhNiYl?pqOKg|v#RknV6VyjScNvThIUwEx%k>OmIR&GmNfEVsxii zCGz@4GD%(#wSYIS;68Hq9K@f98GG4Exw+SCxi29$H#E1~mF3l<|!BIeZ3y z$N1~DP5kDofrzf_H$$Wls>xSnLg*uG#`LS8+~nz4K@L;eCi!$SpN#n?nifn|EXxC~ z1X&J;v?+s=UkNwglSeD4#PFkDlh|$j)K%1;3Vm1p6Vr~RfHsvA!Z)Y5R-->mXrD7S zexf@?c%&`1M*`T%ijRwR#HjntkmueqY;87W9hVx52+&4DsO(>dZHY4zEwYD2-6VH> zt6<`t0UDv_YWm1fJ2iFxGOLv7st4;8Z$=A!0$n@cVx#^AQ!LByWHHFWdw>Vc4hQxB z(N}Y@O^sp9KDg7gC1NibV<7Yv1ijZEm=JmP}qtoo7Nv4e9+slU>!lCKbwg%9sjdLxj73-|U|op@g- z3cJKoZlH6lG8r+f1mC;uqw9r|B3WUQvUfGCL8OS?q6c$9J04?Wiesr_F{c!0JQAWw zE8;gvgP1B74@kjGMB*;_;T}Ik{q#;kifFAV3@9lIa~)?rc-f%=&RC=EO$Fwr$&*7#-WTUcdM2{aAJHswIkY=k1pOG z$GhdruQ%Io$3DNV(gD(y0uH5r@ zOpar4*OBqpT?zb-FY2zK@;yV3^+?|~$;wm0t$pgRlJa>fj^*gyrs>P)BTo?1icBxb%s8*4nTNIXY0VN={KYny_O!a&!zEViXGM*;InIkqQiaPrD zt(Ir(n)&(WeC!~2%Yp8bIkWutXkomreX97M2@~C~`IT?Bz5d(ldukjGni-o8ZBr%& zzj2Ebde5ZrJrjz1T=TcxZhK80^gYQ=25fyxhuNCv01KSJf*Y{l)#I9*_mQWl5|f=i%b{oD|BN$kjV+eP%u(`mkzX0bL(Wt9`Z50HLddAiA~K6t z0kh^HB+-HtP533RV)_e*gV+Sh*LC>@VkJHE6&7PcJF}2;i9#oGmK+^Gqr6EV7ABhcNa32 zR=pK=kYMk#cF{vi4^sV-qcr)VK+rewCN?f(4gm1prTo3^OlQe34bdQosGXfdP?-&6 zZcCH>WH9Zs<$ais)Mos8Y`tNFx3D*qF;&ut>v6!j)^5$|K!i||K4fLSng1&#z(<@d zxvL?n=glllL?$0{JdD`*(wpPS;7+n?aFkyUZ!_Lh@|SkleW%I#AWM%`yb(dw23m zk_UrGF3wv!b_y43Q61H2YdX?v!2pC;KbV69ZLGLhGF_qC^M<$s3q~EO~+HM8wQ;vno$!!Z160L_Z?pf*E6He#`Y>* z_m&%_;aQKdGkl5+YL?PP!cSe44~Gs! zc=2rw7}HQB3S3ai@zfXHRD1W%iI2b!n=Gc_Rqh8k*DxHw?YjGN(*uxq-4*H0o>WnH z`Apg|ad7>5Cv9xv^H2qUc#`Y4?QlLiq!Gk2-c7ngaIP4ujt>1AoLM&1=n zW_jnLW<_Eze-p3#yKALo>Lx}SiE3pajx#{Sg*DGSQ0IM(bOYqvJ)v=-UcmWfqp|rD z-YaC@nxx}2H$YN=ySqC{^1WA?-Hc1!lMR0Y$UWJnRJ8My7sF_C`%5`(G@^qs9(Ow0 zb}*rQC)zVyBal5aIe;|Tno=&=h3;ees?YkkPKEF5a)|w`ie|*SH$tw}*9eI%JhGx4E^41cFL1v|1U=>ucF!#FBu1*X_z1Y_ppaP7V1u@VQ zpwqCQ8X#^oHBF4d<><$xLBbTnK6ToIxDN)6zsV5n>wYwUG(Ai*BX}~k5GgBq9P;iE z$K;OQ>*`S^n?nL)8&3zZp-h|{!+7dM-GV%1Urz?nWV}a!Slrm8DD9aCV#vwnB<_yP zVUA3Z2E!U~(9N-m$hG5rn?hml!I5%`^4`t@mP|EhGS25>;%@Xb%&$5m5TuMWrGwa& zhE4So_l~s-7mW;z$RHNwTeUMg)O~{}{2QaVEwp_D{ah)0?t!%I-k*ub zOl`?2;c3fe`6Wh4;s1CO;md-zjWW3DYih)hhtsk3nz!~1?g{y+==Amt5L;))bJ((WG^q`e#i zaHEM~-W-4OY&R_2o3N3ED7K@j7^T4zHrPhe)LEx(F=Gn)4s(wri!x$C1u|PCT zk~;TFiWxf5N9J(G;7vq4)wzjL+JQoWHTY>edFc>X*b7r6TUaKXJHVu2!(ei1W7-y1 zQ2*#T9_Jg08pEV_$@h)IoO+hgu?dtzbSJHIHcYM`3}{I$;Z&r21d2-P6b%X4qQp?j zgiHO1TRnlAVZ{7~Lr`{OUO_p*VlDRsLio<|n(-@|TE-1Sed1RPR68FzAzgO^chqvM zt|^=}OlK)k2ZE&WVr-q7JPtq)(nSAP1RJ1TVA*>wJhQ(Uc7ow{5ydu8QOK1!sy^f4 zmU&tS`s|2==qnZPte+Lj zWyQ~$zaOtZUJ^gnReo+H?Xu>DZvw#TcuPGpO#*fuNGk0h?46wjgrfckS~<@@e4;6y zyftFweVzoKU+2>7y-*X~wv~=|Cr}^4GHmk|halIS2&ZkGESh4K{Tour61E-wt!L_D z6QAL;sJ$EX9sn~^0a)84{@w8TJ#1lugcJOxz^+k?wr?7YSG?M#Akz12=Ih5igRN}s zfuY6Bkqm_{91NX_=z0qXf=7~p6A293mr^c@I$1U!!&lSS^HnIh>CBPdY%ZOJZ^)Zp zbLymFQ$j>@Y%#?aiDCi!uy9aVM)E}4FiwkjsH>Dl2&fHI;iqf^7C()diUGKsQTL}z9x3Wob@Ol?1a!N^G73jq zuorvuivyp#btF)OzWC25w_5;uUH`7W2OUpXm5Y&OQstCqzBx_yUYH-d?x$1EK zKm&JLCbhtQLD*E_wkBNRQ=nyD52lt4`MH|Nb(O8o*klu(?$}C8xf^-Ha=s^dzk0q; z-p$tYH>$h;Y&dc!;gZt&Hs6KZ$<3{x07JQzc#mo*TJ1avg=WeT0p%S%Q8uv0?+l_a*kByVpfP&x_!wQW;c`2*;ZU#|ty zW~HH(u=$|MBmveHUgv?h)Gnv!fjGq+Gb*MT{TWVn2W6FlO{%5!n5t@px#_Ns^I&PLzXMTe9R!@Z-b~h5 z#kN{E1|(Km16v3u$7?<8t}7AqngSYGGS#3L$7i*046cwGfPKvz`|tM^V9)L2_wp+OU$R*2(cd=0#M7Bzv)?&bd)yWPA#mQf?j80+M|s zMS0UtFIe6I4CZ%w6$F^LcM+3sI|;4m&Po~IS60(oVBmf_dB|SS!j5bF=&cs)pQln| z$_?ByPFjjF{ucQljU32QVRKD&3ZL7Syhu!C%nr4jI&Ci&hQ2b(5B^Mt#nSMsFrNb< z|8b)REzRWZ9wq99j&%mM5Fx#;Iue$1y_S9~F{Lp-BC}9iKh)~4R2wxylbuky_y6jT zW4#au`V109xclP{lV-qrFFc>g z>eYP)-w+F)G_u;EAWww$C!h(ntigb6kiWTQgpYh2qT9D-!B8J!IXZRq4e$S9glpcIzW#O=gc**oKe*3{ds9Dj0f*50fJ zpT6riyyi2W-H<+Eap?5yuHejmT1J$i3vRVRj!Sh=ZfgWJJ=4bQM(Uwr~D)U}Xx-I_I%w)a(*dEp?(+~wI zc$8d|k@U-5s!O-igv-`6Th6-=n6($@oO~&Xh;qz@*@1(Vx0Kcn7AFDVo6at2xTgZ>`q4>GFjh7i_c;YG@Gro%kexk}Ul z?#r(3+b0>@n~awSlu&m~ATfDt#fJ{DNY?8dDxQ{8WyrK8CHfArOwmWSGR<6~y+l}) zJ978lMO=7?XZQ-+9QJz~ejGex>37;KKoasj;EgyMEm_uF-pOEVG+LhH2=rvkAo>~7 zc`CdjxbjlNI?i%pr8y@qUD2|w&rSTS&_jAXU>&aPv*OO7`He!zPG8hIasH+ut)r5! zU(bdkPAabi|M6UG%2zHyzh^Y%sTk{&kEz`(M=_`q(#{W)v0H5VN-VqC%3l(4B}?E-(Ra=2J<^II|d^wV<|+jkV; zn(&NP+iUc^98_oa11&AKQ}%tB|(qTu|6J(avjxg@0y{>b$YbzV$$b?Q0 z8VriEISmtK<<2l_)UA2}EWwM$v`LupNfkxp!>#&u_+bJdz9*q3aydFq|&McjM^;3Q~-5{T7A=W|`FblvA`xhlc~-}P9a zk-Trs^EX9|PG*J=GPm=dIQhVQ!PM+Sm`>Z=)gjLD=TQBiLjj))Z2pRf+que{yIHcK`$E%#UV^I2u3dwVGJ4klf4s_y1z{8r;ejjFoMUroS2$)4(B=xD$tsA zH$3$|P0K@TM@QK>&UKF;KT#OkSByGSbkud}YFM*4D1#W1xoiyQ^Zm#LBr&xhYfbIU zi&KfJ0yH?0<@SZH9drs87&74m1n98&B;oN9yg-R=Ke%u>_+w7i&&vo*`!vRzp6S=` z2eikjs1+o*v{7Re7w}6ddfW6Hhp^U)`NXs4sTDMzBUCJ<`LBjHOUCExB(pvA1;w`} zbJyA`P! z6|+DQSU!bYN{Hp~S7uSo9yr~erUdt+PN|u-h(;hNKUN=5!Gr}2j#3?E64z+cC_$HC zkeRmG_Ea=clrKp2uuQ$c0KSj)GSP0N8k$T%i?6j{ppK|*)Re%>lZwU&88rWySkS@5 zdToO+ZD2x~n z%SpxpPaFGhO5_*I5Bj9sO;bZUmit~1=@ANqzB4Uq$<5trUxyom>P%8Fl)kcy?sXyT^QHLWXWwj zl!*!4qsI)Yglrr#1vf%TrsgX1GN@PhtDb!~i##B$idks5yisX2U@u)0*`@P|(S=MZ zo9E-r$UT(KpKjlyICo4XH6X}t`01Ro&i-*rG@0o`sv3q+JWiwZOC_v+I18(+H$_cZ zOX%W`KPeOFB8||wpX>1G0H^m8J}RK~Uy9htbF$8Y05QTlwGi1qLAm{~%FxF1hna{p z8Me&Wk;;m|yTyXi-M(@GWdf@J)=4^IbKgpGd4bnCjR|0%Y;lHVx*BO=w?g3$lXiXT zDh(pMhymNo_m{db;HZ1Ib|5AR@^mN}+0F9nwKso4}eYc=;;y23@l}tm? znzw4~zIxU1e9ACA^qN_zQ!YlLv}Dc4D@p>gao^BI7$w5 zf-G5TP`r67VBXeR!1xMqn-s}J1Tixn@F(X%V&Itc#OmXAWxuV3IKFfaY&^k$bOF6v zUPz^Q*s*WlkXyYJzPX|BZQBMyzGs;ud`>Py`IdYH_SDEP-1*jQgKwS#dt`>d0OzB$ z%Yi)zdtg`(_B?p?ZT$gv!SS2+<sz-}VnTBq@1VwhAMXWSejy~{9~r8VA{tDoP@uDM{+BPlJG zomk@oeFCAxIGTl7ZsB=yBmey7wA8AgMMr5@S5kdJ!lml?xusQ1lgr#|&_#0niBhwk z7akJ;uh?d|x!PoWP&Ol*I%md>RVB0ZauyVX0VscZ$LmPJvwkG-`)g-$3-(Bae`8IPS&!S=v5#Mur7;c z0y-44tbuTyXh>%SvHfTY6aaMPQIbH1li>pu&3sD)RX|%goffd@Z0VaC&ah>WCP1kRVi->y=frYP7qCzf`r#{v~^msB;mm}mz~0sosWK0(io z+iT&eAP8Ck{OCdTz_!QXP;E_DJA!WDuU3v9>LGjMxjH!Mv=GjK)M~^f;IFr(E?vzo zS}S(|c}?X}k!n|MGnU-*9G9O}V@=dcaCi^PyE@W$mEYeM{e{@+Ryep6kWfEog@oC3 z6p(NqH}FNzVE$2yuqP`-Q>pC1FCL4q4=Y5oiEbe+78`FZ8LvZ#av~}siL3lZTkI8O z=Ue5JR76sBhQM5`C69z=EdMoG?J?Q?FUnH30B^N)nDdQ;`>mL#94^*&t-#Fv*g?NK18WT5VlGV?A55y>F@e zSBm9!5w33;v|)SRO82+bZrwCX+v4=RlS7L)Q>$|B49i1`^d1}Dp_6LI4ov5A!z@dC z%GaH;N00pVY|H7A^p~8OaQI+YMRUxe zK}9JN;9n&vhF}q8I3D1C3p;w1Pdkc$BZn4B==W72h-24v|BemrZQDeYRs?u(J{9KQ zkvp&_APLus;PU-aq`<#Jfo9un1%nAI9|{!g{LL-TuveGr#DT~Y8Wda(rZ!-TZ;!-#ɭLFJrfnlzhywl$>nN=i$dDja^zWDDDBs+MBK$jc z#d~#`$+oNAcOCSt;aX{@>D)PfS?QES%TMnn_f=*9Wcc=$J1h9h5V0Zt(mA*h%VAxP z)xWyp>|*R3fAC*bo4B)s+gHL@m+?)VF&_Dh6|V1_hxq3hLd}j{xxL$Pwu=vLd%Bh` zlPfkbo=lBrVx2)=?;R=VS4pa?$CP(dgg=KmU6`?cV1ESRPGdsA?q&s#y&S*RmO$_UZgLNU|LuX(=b1US)P#Y~(Ntr8J0|L*x`; zkAQ)|s%h!;p4g7gQ^?Otb+?Y&BqBE6xhF_lw&fn8!(s9%gCz=mKJ(3v?sG^#L zbvRjGj}W|w(?O4jv6r35>lpiye121pidez#gtscWZAJp}j^#Jp#y36K8}+H7C4!>F zzJ&wRKR{_g4VuJXkS~U|oFE3g$ESsUs!B<|JI6s`{Fx+-NP9AocRnhTXbCDlWn2xe zXU{iMtlcc@ds@POKWYk6ck%`2nBSRT7VIHS%+ywCv_8qks3L+22i$K>xDpf-x7!lS z!_^yFePWx=J4)Dvxgc0G5z|m(C(m(ls1Rf|8T^-y#3;kabWhLYf$NgRIjOq7Winvbskq)A_ zA6OY}{G6rn1GqkZ^($6vJokN25w5O93En(#6W(}UvSKRB=H5+m#vpd2FH93)pmWAX z5XL5R`)d@#Yim9inC~g%s9!{$PIbKuQupu?Wljj`F4#BMXD->0;}@Y{Y3w{#ZaTTO zSfk>*n_cyhIn8^oe5~>t-d2qvJehsiX6@TXx*es}n9ybaoP`KX=mvmJIK>TG_vOvS~y+hL)c z@FR@$=ZT^mjUGA}qTP7Mc-6Jkme>Bp&=6(-r9We{zCRmr)JN85LC9nO>!c3hI~fi3 z9dh?wHa|edKzY4n%o5Onm8zeQSMu@MM?Uvi!WoRu)d`cv-*cGqcnoed(fF0zA@x<+ z9xKd0Hq!apZ)8MP6+<3D;f3I~c6FRSGGVHQs-eq(%ZabwpfMkh7lN0MKD6~_kmFu< z!IPXB&`NF~&+wP+rBvoOW{MYfj8q*(en17L{fG@h>)t37Nb&UhC6)U(x1=tA-c$Wv z0#&AMl$zO~?7!Id5?Y9@djilP2XctZR^T@`ok@RQIkR2@7`E*g)>DTWCZy*9C8XSf zMre?t0mLPC!#B6db${Ms+g^eO&g~fDbB7s9D`_SS2z3GCGVJo3+u*amU_N`SheP^E7wpuYp3UQqqUxbT4cc9+ zdXNXGqMPqBScmW_fj-s?_^*YH;khFTjC(MY7@s?K8J`=3MW5GAFyA+lzyN_k2CfEJ zfsp~m9+u52-f!?6cqHAkU-I{9>cgad+nN#OQ~sjIbt{PAIE71L0N6)PUnIH4z)s=1psAWlq3!^)f%8mPT155LdG-C3r>Cq5znz zWlc zJ246|2BupLt!{}4el-RSZaRo?t58WG9QfxEus$N=jmQ7yc9$H8?Gg;DMgMn6>eZ4^ z)f9d!tk_MxW(K&L$oJN1yqZ{|6n`0)B*Hz=F7UB^?B*JmFuQ6ic=vep73lwz=zzM| z2u{L_cV%4bAfR?5yC^OMr99gH8Q-wDf-KT0Xr@pePn7o3xZtlzl1P4BP$C4oTUlM* z6!G;H2B$jWzinj8dZc~yy~%nMQQI|jVP)LfCaT%>W6Q0KUg#br$z;_wDu23-Gs?f5 zQ44l=`Q_Zc&42oj%PYK~(DaBH+LeNSa4v<9n<>7r&=8H#coPBT3vYoc0!ia7N-sJz z`jc6q#kcE8pPAZ%@&{ipFg*$fj5HsT!G0%8S1K_FRZUwKTABBib#>-!lhf;_g)Vo4 z73EXcU58_Y`t$GNse`t9xd;H8ne)XZ1@`#5o z&Yu5Ls+I7`L_5~2zG}oyttynyYiTc=|IA?~`=QlrjEAq*g#S{rp76<9Bi4(fa)cib zyo`Kylk$8jEbk4D(#^y7L!bXLyoT^;P(9Xbw_=3;fL0vTpm9AKm3<%#e`3VO0ix_Wh4AP3wtPk z7L2ngz)@hpQG7fTvP;}NLGxVvmlm0XPtJd0y*`UZ_-E$!vgJ>1Vu?lKhb*FgP|F*kAX;36Gc z^57+X)iMul3-~MIT*@Bd^`~G?$a1Q1PUDh2O?se=J;y7$bS{YoseGyOlfn)|M58D} zl}9^oLX}6a>`j%&u!wfEA`WN@9ts6gXjzm3549{BfyLSuy}_nB7L!F3x)v)ffo?@H z>Xx2G-CGq8UlS3rs}Zq+X7M-gFGM*adnmMQpYNQ4pC7U4Ur)V$15-OdyT{(Sjk)dp z;)oq?zt0N4=NHbekDI%kPok?MkLE;Ho9t_tFP<^e-&A2Jd+cu?^B}h$(FS$B@b@V= zc}C&psb3i=Ieh;OY^W28JF+A!1w6nb%w7&qyF~3th4kvX-yV73KG=R4MlmLL&oQBY zvF!38@iPZ5KVsH7Bl86YF8;isUos7;(I|7vsluuF$rU?QuU5RB z8in=RyLp+({ilNg|CHdD5n&K<-CdZ?QfB1=YALdc%l=`o{Z4(zX(S?Qit$4I7YG>(L6nQnc|gmd=%ayE`$KwO z&;;biY}v|07H06~3mig7VqjPeR`&)lz(}k!YL4Q?%Nm{$=>X6_ym82`iupYlU|THO zBJ#M}Du{WBaV!L}al&bhWGk@+&xNDvi2!pdqvS_s z@g{rXsF)G)cx-Z0WbD^}4!*heYdN1&qSnKn^F$L)H2?T#^*~bR{$!}LB~}lWy=u`P zZ4`g)yX!2Onq(tn4rqfw*0 z5kJrx?GV1byJKAAr>u+(H{5)LuIn`nDB%l<{15GMvdidP0yq5ErdK_-Jr1ICZOHz` zn}pF%^}$4j`XCZGlUU5Zwpal%R-y|lhpMydiO8{`?hvTtdw(drwi$<0qc0HMVb;fT zq)>8bD3(&7v6P#ZOe6HD;$NkL#4hje?YCgWRtQR~c35Vk{u`nh_0<&r;bvc0J&7PL zJD5K1+fYo-p;_Y1--c-LVy5I{gM|dr&2!x$>oSaM5BZaUPryFfnnb8wIu<`oR1n4bz_U0I@NC3_Q5J&!^f8mJ_H-G!Zp7I@M=s{m|{gp=rV>l zj0j8{+7#b~5&lDB+%w_D;>))33!>X2KFR++H#eVL9oannwz^s?!>rI`HGC-(lZ?yL zxtN*>Q>L24Y9K5mPFKwD)-8?3hos7_T(@}_W=M2n2uFAL{)wfUz7kcp6joJ_pGNQ7 zPXBx%Iwu^z;v2;J{SM@Q^uPk|1r z6Oa2COreU5U^iA?1JNXKX^jn0WtPTBV}meIFgt41es<5VmstdS)lTbTqW+>YR#AJT z#muNSBp-Y=9vD`6D5QRLji0g}@%O2pG=Su^Vo&p73d}-XC%N12!zBOdr9edOD%FfZ zg$W&}5uuB;8kRbeW;26Jzu;FdJJ~{7WbEe^jq`)#PZS2JPvtFk>cwqxS;)b3U)Ck# zoIiJrI(j(eW7U}fYU@{_DBiauk9Io&t3_Mwf?Eq5)JOM(WzB|FJr=ZlwLgf~=s0hD z`gcC{!T;p~y2qwO@)c_rNRU@%@)N0v2(O1UUYJyOkk+#znQkK zONHi56ne678zYFxCN_Q;!PhXtJFnhESPmspTWuyYX{5=(YG2zDu9pIw&D#4%jtB(J|;*lY|_`_h_g|mu;M6{Z6_E_6BBlx zF!nK2YaNl!t?q#2crfT1VbxX5R`NsbKg-r@(<_)Zwofxi57wtafw5^Tk}adeQQw>W zgc8eELbC6Gw*-4HOTNFd$)(wa`J9L&3Km=8fK)^60jrqFg!&?eTP)}uKG;6^8C8F0 z8*6KyFG={{_onnvriZ1F)Tl%s*-*GNWsew@o+p28g?7Uz z={<^bd7#25r}lmC7jU=K;b62p`>Ge02dzHIu#i>_9=fa)wrUz4T+#KMFXxGW4vdLi zln|gEI;hsYQCJ&cDX*N#_0zg-*({9(DVT(=yskJ0O==*r?3VbbMPpIkOwSlXE%x0g zdywHp{LtkN8X=G{M>)qwyP=Yjs^_Tr6ydJZ+!m!y)y68Jc*mCX{idfpYfFDDCby;UhZ=OYBa^12Y#>g8wG2rpb1Z|5 zIkMIJPy~<)f(5VI+Sc+H*%J;O`uYw3ACQw_%%0%<+FzZ|MEEZocE|~2i>q_N>&T** zf-yeWfua12rYbV^ZljNZc~rY$<`vbuTA0n)X(q|SI=(Q&av!Z9>l)3R?1$a65u)F| zQ9OzeF0dyuSyS@LU#)T(*H-%_l>75`)o1c90RhRurBS^>qe&1EO5b)5BkzJcBNBxb zu-3(kmGTu@4JODF^+iLB$l`Lhv)#1}6~B{cnK-!M@zkG+W#neRtm-#i3l(1LJ;{h3 zru{LV9?TnMW42hgPZ3Au%b+0WHG-sVCMG*IYF7LiSOv@bYgLk4S&OaN>t#q|D1Xj` zh;TIeW*uFGtt3uU7l-ld(s%&G|n00IP5j1&@{76T9wdQiJPZX&LW@g zFFyhvwc0|W4AgKOOTh(Re>zcMug+>-G>lY<7<&F}(9KBkOxPEt)DI12bfP@>j8=4o zAf}+pe!#(T{^!W+prI`SrPrXrk;J1<1R9$B9LgTEMzapx6zUtI8v-HEOg>fx@xAz} z+>E88JqPLUT#l70a|6bU_3wOJmX@wOyyPqm!`8-KzJ91#y8rQJM1KGh+BP*NH%I<0 z)upj@N3@O5H7{Qbn#A~zxU$R)H@nyB?*waOup9mrr$jNPwVJ1MLbN?7Hwi2aS}m?h z3!r9d8p{T;4aZ7d^LUUGOlCgc;wS0EV^+e zHHud-NDdmHgZ*^H%J`2emTlTFswi-But1FL$D)yM1Cq?94@cG{-AGfYhOVSydx!RI?(WOvb3ZvoNXG)2R87zeo%YgO`W7wnML~i&|JB1) zCZ}Gn$UHePmzW$w;g8es6uru6*fvc=%rS7!1gKdY|iG4G{)hpl67QeUm=IHg<47Yoi z;sL6o|lrZ*Q?KiuY13b*st5IkIlwplhIe{Siqjfj-{dR(2h5Z&55L7I5>)7%;cF-Ka6k5Uw44il@9`D9vA-8f zAH4qt!((skzIH|&1Sh_pUOv89(6UjleKBMCO52bLf4y8{(l&oVz_kVPCN?4`( zfG%m~=c!V+2b&35LnJH~xSMhM=#|K<4={9_jM+hhFveR$SWHAoE~L{J|8iovPsAZ;@e5dh%h#sR}&>2#1~{7v|oW)lejIk zJEk~7;EagxE^gyptY>C`a%!;3V)^Y^2bEms2#5P!Lw-df+qt>7OWxUMXtDtAKY_Uu zY|bO3RrJNRWv_1Dl6_`=dI&%M2TQ1B~tTWBkLVipgA%rqo+6OZmg9e zzQJF2THgbNh-c9e$x}1FBw!&uecIY2OjAeXXvNb{F9WhIE1H&D)T+6j`zG7|Fu^{^ zwNBj11J~b`BMujCJUcoEDYXa%pqBVK65|teU#BnsTWu4mg0{jPQEZBsfp9B;@Ub8H zAPGQ4OI=##yg&2%lIK38v$j9fYwm4kI=TM|mmax)XI+9$$1te{xFfUB;C3Bu z22p%mm#J8Cadh_I5S`}w_Z~WrvdFtnkHF?Fj_3P2Wm@}nWzK!&^QhD3fZ;#QSkX`4 zMu^v4U$^*?TlL6ri0wN+y4)3Zy)+GwZbcI!vjl`!)<`I2GS zhCE9~$jMeWXAp)WTe-_k2Dhj{mxrkvJBbjOhSHOfcD~3zAz4axm_-?-L2Ry0C1`vZ zKBZkWZe;0dggWHk+m0w{TQAB<-ftJXn|}PaR3e5u(x!0afWJIphD6!Gj9){A(?=Pm z+i!2Q`G|MV^vq+0@^mx6-@0KQg4FtKFqlj=a!9f5OxbayDuDu?zz88pXS$SfY5NYv zmCxGY9^oYgM3<}cwHNjYX%9pZl?Wy=Sbl5mgsWHP6&`M5pJDA_6RLFB%NS5EommY& zLsQG^c*MU%cWt#i{Ez5@PbSk0LyMv1B4FC7CtdKMpnnUY=%`j^&4A<>=I5M0!e6&% zavMqO4?c!CN&nWvZb@Eutxr$7*Fz65>Ob9m4$Z31aABpVFfKYK)-@fCXQ>;>wrIIgE|MOsoRXe~N> z2nuR9#&1wen9VdQ>+P5YKL05MjJF@6f31Z3PXx?^P)nZsMB0_!%CQ@LgySZ)CeVFL zN=w1-qhdsMWYawQgQRkH#`gPeS#UXyT6t-~MM zV}0vG{q_Ns{JFImsephuQ)__X-)O4mc5bxBHEcw|{@-r~Ptju=3fp>JS1*kXwA)0p zs37@PPPq>Bcp_86d+#;PaTJ(;^vz#TG!w{v2k1MSZTyA=_*d8dz6yorN9ew;@>bih z?joQghAXbKN4#@Yi1^gl$mD6B$@Z35Bs@LADJJ$Idf(>x25ov|K*!nm>yPkhk= zz|c6nl`fYfRwVR8H_5je)Tq@W1f$1HrZ2cpvn+ki*Xt2S_l;bi0-|&Z!EG~fymOsH zxRuQp7%mqZ{wN0b9^tw!Q9&ll3hh)<`=lTpEWRuD^fo@8058iJty)Jqhk$S%N`}(k z8|GJx-F#*eK9`W;?4bmw>wP=3o@YTOY9rd!XvC4VaE_}BylJ_?n`Z>V z8PiCRebTH8MW&v89KWkpaL%^h*IZ`Pvc6xXK*a>oc zhD^xeIU1~B4Mbxe-_G}&As*a){tr zwTmk_+#)OxJU4CR9I}hmGuNpL31Y7+@IRZlTJ@C76n1-XLge#r#qF9j*{Z(HfByaz zgaviJaN%s@qWP0apt}!Z%E{-)@KweIrXJm57t=qusYHGF+l@;BWDC^Q?sn@MBh;d? zUkCok=x7#n3>{@NOi6sq7lTTpE{}t&KFuL0JlmRxl+$Wq|E2Unm23sdCCb`=nO z1z*JQV${$QnoNeQ>!JYt48w8^BQPR=QUmJ$*sqMYE8Em>HKDW-g;iq0Xb&)UyzD^6 zWg6a)9Cy3k>WDGFm~T&+x+!_Z#8J2YqT+QTT&a*-l)g+{nWY55*b`!P9$f$8*JW$k z;TeH&E$jGNfxTgf^(8L8e9*+_TB^qXFksFy82=?C?6AXiTK`-duoHz!G>3Wi?Nj?k znE*WMtW@;YimzefxV`&Q`Qc!#)bhg@Y1hF*2k-N;qeZaqYX#|xf8yMZKUfwSUKyf$ z!JzsoT+0(TIbDr>SaytC!BQ$Q0192c z9_@qV%Df958?_QZYb_ZZgPGYX5&nSl*1CP!YQiV>HZMLPx^@jP+kdtqfCULGE6(@@ ze8K1w=7@**eIXc&9I!oG5R_K_2W-l@-cQu?9EZ4?=#XohrtaVZ+!epCCN-tkiz=&` zu7$|1Mo?!kS-g>Fc6L{_H7+LCjwyAkZwaW4`$@k@!KF~0ycX(YCNU=7YNB;Z&A~`% z;!z`z9*9-TjsV-9zx*2P`$zIv#rSgStYJ8a$AdHl<2ZF782X`0?I!75eKuXO9&9FAuGFAG0=BP6s&K0(Iz|~+e#~!&SW{lt+PXAMAWkRt30@w35;$L1- z#260#{Ok8K-kXQr2mZ?ZIw+1kU&p`q1pXN%dW!_^J-rZP z`-(RU=sm%>=$CgQ`0v*^HtsupSj_)S-)R8+y$3X(4ZqcVg!AvF=RH3o|2FgM@XxsX z-ea94YMOUc>_tBB7casF{y+Z9|NUR)2HtrCZwtBAw=l9|n2$oZ^qxdFI;I!6zH}53 zI1e8B=M#Lb=-&Uf#c+-PPXjURlCqr#R-|1I<#fT@jc)emNQ`*(&)2K%OLiDMT8t8v zNhF5YLV&?bw+v%`O$)2gbwO&);0^W$S_A~59Cq!Ny(REKGXdQ@2JO*doZFE=D0e(c zWU!%nW`Rut-KedUp1|A7{#W`)h*}zAX~v+yE>M~?cw$4eJ--q@jdoq9Pjp*EvR%-z zGl<$~^biQNy<=B@=jYK8j};ioGUi?`NQf9bQLlgl1%puib|iibHV+A}mO!M>ZXn5^ zC$Z=d6X>Ig%D(RjL^T}iG=bjj-tUq?aAhovOCJeFbKP4x3_@+?F&KlFPqa^;{qTXN zetHrJK34<3kwF-=-@^}C0&!X~z1^@AT>gq#p9~_J zwvUiL(Ft|$)qDQu#b*)k=@Xqu)@|pd#{s5NaSJ8}VH;kMzB72k_Y$6S1foUXFVu4w z#F*SftOw{^o_$Ntqr^n;l0H&Fa}69C#(d-}MrAW-mq+nbhQPYJ@Mlk-s3ITR&UB_& z9POgVJAEP)gzmGXGsW^w%vVf@PX~iyZ#5k$9i#p*L@#|J%;Cda=JYu14u)X0q)&vn z(3VF!Qo4`&hEq%eQRAsSohjX$?cPOW5Cg!jE1fC!@8BCo@a zW9?@?QZ6upVHTD^47IY$Fg*?woG#3OOW+ZfS?O`uS&kWNHGLvfqjxB%6WGuT+*85c zPW*pZ=+^R?VrThLqo44C7ns79HKa4;LavUQ>XksmgCLMFR(u}ty(bXXaqvz{Ao!>o zN=^*IqW;*@nQ|eLz)bM;iFVKkedZj4r_UNpZ;94VwAUDPQXxdW41yNuvo9IMAV!~A zN#Nmg&dzkCTy~ZpZrrzk*Xbi8(P}~N?O8VP+ed-t7R-f$QN5f0%+!m$&?u{J4Vzjy zz%hp43~q{ju)FnvcT}JaM>+o-b=%8lO;rEn9UpD<)_^y60Erfo*G30yw=UkEJ4@Gr zdbn+dNcg}Os&(LFNO@{80|(gvohYX0T+UhaaxoGtToT7UaL6^cl7&UUQKzWP{{h%Q zO1+|8cJ9x!Y#2f7o0v&Nz;6sxJ#&BjvWs)G1L|7HNWgcmVxseV>3Wpvx=B&^q_|1nlpFQVH^c{h!Yhm_G-?#2uQ`2j4q7>Z#j_pS64R z0k8a{Jx|8zkKT4fLGGx}lR@7k);9APczxGywa(Kn!d?`L%5Q|k8(YgZhIw%i(^4PIQRVMo}r!J()0 z)&NbI#L-cqqdhXghmI8B_Fa2Cv>owBxq9Y=__1UcG}zDF$EM>7IC_flEO%tMdt0Y? z(wPT-jC;hK1GmrZRY@Kaii5LyB`?tp={yDQj+zdGgl3zp=1Hb>COhlb7R6BqUSqWV z+p)))4lAs)WTwx&ye_h{{0uy(U^#=j^HY^D1G1WK&W^5AX`Tk|+rx^#fIsE7t` zhog7Zn7l(b7jT~q>z`*sDzIHX>zBw0bp4?rwp;S$9RT2^Rd{u!Mj73qAX9)2b3eF! z70}L^FG}~Yb2T>DSq>a}lbVP3&Z`_-T0 z4T>pTI%#RLH{ub1^s7GX^%!7GQAzQWckA9}>gYvq}H;BY?0N@EH#g|5Ku@t(dGW|)gk zFuv9iAIDZyi(V=Z(WX!t_-#S2^Q*4$V>EyDCq)@BQ2hdg^pJw)@k}WWp2Rj z0uF{VrFp<>hn4qF$_as6fE6RfkU)a{g#FA@-zl+l99GWp`Zo&&4i~?`XUYoPev)W+ zQhp2EhaCBD_~yc(JlWB>?@!(gvud=acxXN4(ad;>4=SB%%cnL2R03Zkb( zX+7|cVM6|OXAJ=O)iL_`Clw5UW9cu&1rRT`cJ13zhyad3T(Pre)xz;$UQmGpC`R^r zpNy&@jzhrX>vfh+9B-&4{-iofync6z0@Y+3hNZTDr&+-94+EZyKg(I|aeRkq|4%9n z`Im(ed%VwENAhRmAxWw^`J=RBAhy+8pYmU%m-tSzlm)o@JdafN0&E*Oo+EgGu;(hv z@|dMFXV76dVEoOu&K8ob4r|9$lmm|TS?r!!!SmH^iz9Z!TkQjUY+H4DRrdz#(S23& z=9v{kY&IvW`!6!fi@rJU9vV@qMfzrjcTK#HUEr|Qtjp$~1x-IJ+)M%`NwrphJzTy2;=(L&n3H-mhAJ)$V9UN7uCuxe98YhH*T1D; zCr92fRgKEVe%8af_82(a&#r}ZPqk;@us-!ceX~yOSI-%pZAWbhA!gY{3Eok$HPR_$q%I3UyXr3wj=d#QPjJCf zJW8z^;4sPC<1-$967D(NrFIW+F!KB;MsLVAFLu+@B_?E|2Q4t?%@#^2kX>$ zLd<`|Ny%Y56I;PmpHcy8ULmExXiVR1z+tYB`C*)Dcn8d)5j+J>S*T%#6vwjqHs0SK z39|i^5&?%aZD`OeK#vs1PHX&}C~T#a%Th87=JA7tGdJLtY;V|xKCAN%4}s=f!0ot? znf*0{RmD|)oInCT_E3!?xxbF_4$i{Gu$+{h0tYu{Te8{aoc7IUc!5EBUhql`+=7zR z6&jQ+TZ#q`isBUm%DREWIDSde0iSlt;m^V(!Y=w)@*qi~RM&G20C>f0ushcbfMa-3 zTWSxj;Z29guV5z9;er(4U>uf(%nlrvoWK85@BnDP%ah>JC+jfLr|Gq(Lew0k+>6N`X{@avW{|doE=; z9>IAkeK~$wh~0Ck%>S(W&rw~?KjQ|nST4f(cRJx6n`?Ib3@)hl_v?MVrR&w@k5u~u z4r%*+o9HWi#S-6x; zd)D#ej(`(;{6wLp>iVndn8}GuP{Z!v@LQiB#XGvlY0PGme473i--yf`1SB0-ovh0QuqscNKIBWM+bV z5wHIFdiAegmgo7r)4{U9eG11Yz@ROsPIyBP;=pXK1XiESmc)h)HShv7fwt7DTevWI z!=mp<9D;WGaJ!xuF19=E7shR#KxbYqFN6uDTgxyA{m^-5@`Z)G=jome3_>~7xBS(S z2!Ifr{t!}|9^z;MPZS+m{?`>wNH_1j2&k3?(;# zku4_*L8~XIcJRw#u>J!nPT~+)WMYrF)-yd1_oZ<^4F+$Bi`t%^N5im}EjQ8{_+;nu zI`>~c5`&rZCP+sPf$srA*gOpgq^&){L{^&M2UY2V)+7%G zeU7MeN1apZTvO+uIydDp`*|pBW9>bvv%u2pxlzRT6! z{~ar+*h0r5Dt1w^j*5*w11S}C$tX=lbs`EBL8FQ>RZOa4SQYbr$H*$C76G`5*1w~B zl?~|Z;XB(<*@;YMK64+HE6LnSy|3mgmRDVVFV^se}w0lHz=(Cfg`cA4%rMg>#ta-xT)dVaD;_}x)d{YTNRRNYO{4OQJ!*=<$bS=G%|-CxlxR=s7>i&njB+3Qxl zan(y#y?52CSG|431rXc;#WnaQCMXtzVm%0wgyK{v4u;}vD2|8VgeVS)?vEeD!a3yW+xY?!4mKD{j8x@_!Kjg-Aea3X}#xX%>{m;ad^$t)EbO3$4#kdX7)= zhf<1sD@&9TMJrdnl`cvdBZV~Ix*Mg_(Yl^*9gxxuDV>qlCH-p=(*)@gPH=vE0_RUb zAf{uu;~0am-al(nOWHcJ^RVWwh}~ScqFcsLF>uc)1~DD(?ny0q!6Lu9ixh*nkT63& zfv{t8Unv3$Y;|C}lt2`DddV+@Z`8ddvE&8Y+r!rdgSISBACJvo$E4_%T8LMH%NypD zGFW{~c26xt%b79T@knY(3y17ZbIU3Q;niq+B0Z0aC~7v5oo8*mb%{nVO7_9QcGUGky2yu>b~5s zq?NqTsjBXC#~?OpKk}0C3bMNp=G}#pqJ={j(zwgr*#ft_wz|ldcWK8|W|XX!T@Bmn z`+@~+J{?e@hI>?7PLuA@J>0}0Imr7ZW@$POzrLV`nclNG(wXO9J2`8*`xmLOdCJjxTbPeGl*wxmTh8XbX z<+tUMb8m2btL0LJd&@Rn&zC5kpxvPm@}^6dess7#TBO#?SR@x_S93!QV70sa*q2-0 za5(nt*Af-r=WLeHE)6kWt2e%PwY>Pj547i&C>w*hE>kGn{17fEJEhQho;$!%ypLs%{whYD zwU!|S$u4Ml0&d5_Ht-I+?PJMw=S2qG)>oJrUN8@}&EjUloJr$0 zthQUuB_p4=q~p!b)_q*5_SC)9l@k7W)wo_LH`{b=upQ7LhcyIRTAKdOb|M*=0q6o|TVd%s>;n=mG zqwV#U-6%>!`EK*#v*Z3dqn4MdeKXQS(a?6*9!EM_EB*5I$3;ep7QMl>mBWjh7i`1q z1g%Shi$cyYi0)CuM0|>Fp%*==s7i6GcdSsh^v{ENSSW6BXNn?UuLj$#)JK%u;aZq$ z%@jNXw<9Gwd=zPW?R#r(@)|I_`f^Ep2J2p-w|9>RgWk*L9^zcjr+DA{3wMcb)#W9{ zEm}C_XG=)~a7-MpPf~l0Rt>@{%2G$-0leOJQZD&BT>NpawkH8ZKicc?> zS=8-uYQR48hd@^6T=hW1Wdpgyag@Z?aS~jBiCr{q1uF0q%wvL0C2-V(n$sR&V!A!C z3YC=#jLFLVsJl@{tpTGDIBH+BY6Tp|*iZ56sfktaJ}vx>dK<>NT<-A*9^n?HsabHt zp>v-5wbb$qzU@dmAAPs2M|95E)tD=VXdsn(#^c&Cx7iz;XZ+!;TkPCnivJVkZsZDX5KR-#xI7MTyVGOWTxR!CP1_x< zZVYzZ(0k0IPq?Cc((=XP)5WedE5{}Qte?IDh440RzI z_cJt9To7sjfj$)C1~kk!j(5CsJQ|g!V+f|_h=fHT#tce!2Nzm z*4)(Saeu?JN8^L~MTnokkbE`J_3)_o9T&n)CxDo$6ZmXi!D+GAp!smKt9j^umgvdN zrWs;CTV*YpX`pLt7{>)1fn9V-sQG5NodoxIpSOqC(17<&ZEpF2Q@giF>(C;!8^q5y z9;C&sL!XGbZ}A|h|A+x);1xulboMI|8aJn$<^Cqve)dq~cSRfypXQogMw+9!x4R3jPAU!T9T_f_m_SA3?lcR+>Zw1 z&z84e)6~9h{=>yV&s}gZNNv}~$E2>g51p!IbjN3x9mHR|F@pa>U3ruowhsOVaQpc7 zb$j5*SfY1G-F@J8J;%>ZYyiW%MI7<-PVxYVvF90?8gmW6Kg4?Ur%%j;=C=O(;2=yU z1M<0c49*EL9~y%FzQ<}KrUY=iW}_iZ#0ucH9HV7PL=2F6_u7M>F?kz+;pZAejLGvD zcyv&S7ZPt1KNhh_;;)WFgjgr>DfhvQc{wWnr7+pl;mK(6hcLR}#DDQ;c8;H%cr?Iw z_}@D|c{lh?EEg!Nt{Fd}ZTeuB5U&S6`Ho>m1K;dHUu{_;lOBXz+76odIK(o-3bYHm zt*j)hSi4RWZ+ceJFZ$~@P==GG!em8UL-x4tRep?X%YODf-sj~=;+8v*q5cG=^1M$UDDhsE%)e}y_E7t| zYKa@_Kt1kT=7VC)@`eeBj)Qo5cpH+hbLN`DbG+fl{mGnF6f<@Vg8La1SBuVkKU2)X zlvtSh7Q01PA#ij1+M@+?cQSOV2kuw!O2KzQtFz|Nh#A1uXZPH%viD&aBO=38#Yfp| zi`Qdb3gDQ)T;b!}k9!fZdEj{AZw(wgmHW&AB~h{s#?SLA`7pc6--hB?W`b8AyjJ?7 zntcf97`@o)7Ed3ihh13Ma2!@MAs(`${a(dA9oKdoCuBn$Ah3b`5#-2Hbw^I%uVDv4SLd&Km5kl)znYb(bTT zLZ++_1(g$$m}|iGI?GajA!VTRh;eT213#`aN>EQ}hqQ%G#QGQ(x$1}E^)>fZ0*mywZNa|>UU5>DMFazqj%|K#W3ZS8WI80)_ae%fVq)NJzk}h{eCqjzDK%N# zgECzAvj3|On%ZTwJS_By2`0d8KYO5?G)7?FIfHyrDxqd~pp3F8n+`9%N5cY}zKtlu zaZGYwlvC(OTm@r`veF7uc(x-tQLN0u^DY=Pvk1Jv;Jf_p$CN8OboMwZf%^krgkn1~ z^5Y(Yvneb?H^qKsTwO_^hT#_I_Q2 zie5>@i04JvxJMiX+R0Qw0=!)ZmnD;Ulf(NSSz-y?K0;qQ)BfS@oCgUgNjvdf?bJUP zx|Tni4*pYCj^a`7NQ$!16siyqVHdiV|56oWixz?F`~`g|b4BZK;2i^Q( z(4ctx<%J*ojNpXYf4aZ@9{j~WUoXZ$k%GcMyVd{wtNG-sE&DQng?jDTG#x`kEN$GA z`*y>;EBj`7Qih$Q(8eV9?Y5(**E7`$^NqmXOB}U^(Sdc#UH}*_+G6@UfpZNLIM)&x zP0Syfz~p{0!4L0?51$PEv+HG|mX%(H-^*4lbG6L{C(g&u(^MV4`mk1qySfb2YR63;6CzWog^h~F7pXuLct|${rk%y|ZRi(KqEf!g{O1f2&u9A9H1Q0a? zQDIO8301&Q1rJdmQ3VxQfcdP}sM3z81c|zlDl@6FlqzGXvX?58sj`}=!il1tD)Pyq zpeiD&qNAu$s*Btsl`UQmrM~ic+mB)#_5MG1W>_tvA)G zQ?0$PKA`9s$`+$)Nvam6YI&*_scNaJ7VLM+R&;oELs&JCRl`{|s8vH-HNZu~Ts7Eb zLtZuTRl{Eq1Qek_5fHxl3X0w!=@5!Oq39Nho}uU*g8lK$6;ad@NktLN6-9JW#2CS& zQM4OD(^0e@Ndr=}Aw@G1tRzKZ5~L?Zl9HqNm|* zkzxghR#0vgMOQI;6#-Zgh84kB5t0ReS<#&pJzCMJzv^C|J45(_GEp%Np0YZsN&QA#5}b(BhUsYIGe)TuZ&P*h;dk zB;HyQ{w*O_l5-_d*OK;c3A~cb3x&NB$mYTRom*twalD2I7bfb&dYxc{6d1cKEqsz{!0*g6* z9QTGM&~c0nJb9mENzgFE4L&?lTOhJ@2a!uWd|C6KPJgws`*aJm{3 zPFHNg=}JyGUEv9*D?i~BIuM>hjf7KZlJFXww~kQ@U&}N{565^S8z-? zGNX+N4w8i;F}ne{#eE*=bA*T8ZKnX{r=&=cc0KT`ql7r{9aM*9=*PXm1lktaVq;22 z3L;$`tX`o2ZogY!BVe3M*A*=!j-=_lLga0sotrlTwtt9(F$Lr}^K5+;6r7)!p3XsF zi0Q{y^|s92m$ZNmQ=}JmdPfxkc)d0^9puXHy*a1d|XK#`K9xU zIHSCq^A6fVW}>SOxPAFM>R>mxz~x-YOmtr&Q?@g_^?09xQqpx6POImQiyYh%jcvaN z-nS@>q}<%j6I=iFUdDLPbq?Hi#VC>5xm0ZXx^Fj^5N1r^B?pVBB8IfX&E9cCML3lx zW?&J1+eh?AfWwL!?VVHtd4rP@MXNjB{zCfYgLG1XWyUu?mBSWkf8w6zL!)x}X2wYF zX>LDg7#IV$EwCL+b?7Q+m0f7=q$<-4z#K<|vy5o1-FAVfV$0sk1Ph8teT0RD#e3l0Q=#6M zn&J#=W5mRpC)$(R+BW7r%#!7dje(b~z0QEQXJxq{I>T$nPtb&aQkLlTR{LuEgM+ku zoJ)OnX0xd07ChD`Teei9IU9@Xzi)00^3zuC*gejxIlWtxs>_t+gZ*S5AU>tH8lyOr zYT8s?aN3t0@bP+7kx!@7rHVOKHBemJ;l%wD)sfR40}6t(Oi!hhx;y9mdWttsrKTR9 z^X~(;+W>{4+%cfqkk{OL4gYgcV=OFLsZLaSsvt?BeKz0?2MV4qf*g4 z=yGSY4GMZjHJAm|>*bm}dc(H-tK3dH76UL)IV}~7gZb@_R0GyzXApnlsrm|zY zEv<9zOZc$6R$`M=djtEl-7PB8XGAmCLJ8n5i4Pzw`{+%)%@zq__(J+pcyvBh43P%mCS$uSp>{dx`?xJjll93v)zWJ2T{ z)JUEq!AA|XiX_PKyFH_ZCW!|Tw1p`#35>`s86&X-aPl#!R3XHA$F>h&1 zcsm2X+cPL>GMT{8xmyeFATgg1{#$J1VG%Q>E`+iVOOTjV_S@`83WFJjI2gGf>OOb8 z#UyPRc%r%!B&?>J zldg0~%z)bK9-p4*lfdnizE`@X;g%SU`Ef+g1Xs)A&e&8$=e%*8oiUY&*`L7ecaG6- z#1;j9KYN+jrO2I6&z&bbV95&vF9b_H&UP(1y~jdl1ML;Z+J>-awS zki@(N-fCTmx`2zsowuig^aN2!;-of2s4!rN@R=33z%{PDD zLil$>L({zi!-oYk?}1y&GzPU!20soXd&@hR`jhdG!^^Td-*BuDa6v<_cPIg-(g25} zC6et`CfG068lA8#S8xyy`6sCx4Bn8gI!p=)oay^W3RzKstJPN2xtgC{2+`U#oYg8) zG7pLPj$wtzg#!BdC@`iX#Qv#$;4wd#lqDCc6}DIcpGp*5=@w5Ok3z)~eXptTjmnA^ z%+otDx8^4+V=mW_N3g+48eIH#wv;(``Rx77fdUJ4E?m2IMyiLi*SUem{5WK0| z<)oZcuw1Z%w_dhCN z3VidKws%f{Ss;rk?MP2UmOF*E2uy89#m|jF%lnC|jgxU!@pdH6sPsBM)xanM*s;I8 z7GHJ~?n`liM98iYIU}EFJ~9&(kX(~sjkC*wLIX+yYKW06JqdjtDjUb{V^O(4!m4eE zrf$T+j$@tQzNNS@!>aIxQPbOXtfpFstlJQQLZfb{!BH3K7%APsB11&KLH=RM*!>tM z6!6inT+U;62S^vsaoD&w#Z~S_06G0yfZM9+dw4-KkEUE6%EHUn^93+OY4KfA0^H&q>si4d8(c8XMj4E=;RfSu(7`zSd@#0}q32*TXp5`%FCB z1ToIGLX5Kw5#wxI#5lVgG0v_?jI)ap8) z{i_&fyDP@o9gA^x(;_^%axwl|crnO+UyQRq7~||G#yI@>oe zg~m9u&=_a78R3a-#yGRe7-v=)<4hl8{GpFA#xya;nGVJ{)4>>L+85z`DJ7gPv4qp5 zmvFiy6Hb?E!s!xD_;X_?kgoTHQ#imlhYty-a3kRqo+O;YnS@jLlW+=`5>DY&!YLd} z_!GM^$bnwMDKJbp1(FG;z%$_#s3x2O+k{gfoNx-96HbA4!YN>9+yeZ&*s1xve!HOG zp=^K&s1+q!J6FzuqgCr!8)X_yG_9zf-FNUkFVF~EX*rQ$J}GKEb^KM(M(y9Md>p2Y zBB}Bd^CxpbJqg>xGJ%-do;#9UDDaV&2dJX8DKwqtX`3?+Ze`2@uW{}cF*b9K9p zoOCkhv!Z2sgdY|-oM_{niRBA6K+>n15+FS_1viUf5ULPc|@M@}<`> zuZP!&HM+IyT$ndRz66uZzIdpOC&?0}Q(KJvC0RnQz7$%RWoh^YzldO8;_$EGV8X;3 zqFFZY#MZ&>oU}<)c(1FJhfdki=~#(3M4Lpj7C&3OKaBj^buR8S%$$U^3EEk~F`NuZ zFl_pMoeyq%VQUM)h6s`{ioHs^LJrlvxw-Oah#v{Eq5Wq2q7gy`uz_j!NVB$Li@GmF z8e&4C@Q8Y6yw3suQLkbr!VEDafj9Joelimhf+qU_^F1~ecwUK=c$7G4aI9XlHMB|4eRYXmO_ZO6dvWU=FG zFAFb*_>P9Re#NUNtr6^(eQX_UUR&t*N`9HFMz6}ZD_&0QMMUb5JwB{PFc8baeIfE9 zI4+=+J(F?mPu9^?cv}rjYD8zkzs65yFM=D~qwVD6#ZY!~KZLo9XrJ``{$tMV<#gFF zV*y98wd1@NY6^1~(dH@py{g5rLwEa>A$E7_f-gL7E-`fxL={`0*F!~oD2ixmf!g(` z-4Ba{&fEiIh9Y`to1Ht4#{QuwUT!+L-@!(-&0?Qn^y=Oo9pV~VWdc0NZToSBIC?gXUx zv&1;`+Oj~IuLUf6bzuZwE? z_PpG^$%2SD35U09Z3Y9E2#1Du1Vlj>1l{h&BQL15+>h8`vJP*rRSdQuu?}x%iyc91 zCw3tODD`TwO`wWD?!Y_L{9{`Y>+r_vJx82G>_Wsw7O=)iN9;m)_tmxq9~<>>^eemL zc3+L{Myx}_YdHoheXK6D*Ed-9XMNqzOaQ*E(16uBptPrsfct^qGC-DlaeJB_x1(9g-3V~Zzd=I|i0f`Dc z;(&wNHF%CMuMoJMxx?pe@(QazjBWT!y|hBW=QS997w%ZF4XTT)M&d-QLf{s|9OLyb zv9O|Yvh{uVXg$Qj>hXGOK`xpELg02`+~FaIF1`h}0|$X3p21`m0>2<+5By~o+JOuH z&si5{A#lqHgAp?cgn;cH3F;|a!*;}1-Eq6B2L*Hz3xVU%4?f(>EUZww9XMHj60;C^ z0RbTJmq7^JPR<~P6N3=Aow|c=hjNz%muI}cg${!;I+=wPF6Z`&Fdv)DLf|l;?aMgU z8j8f=DG-eixE;^Kmu%7qD{4gOCqH9aYun>7bmtV+#iI^599n{5Iq8MKVJSTbfG@oe zI0RF%k|&K2xcxx&&enT??eRoUlz4;{B`b9LVyY_`EZ&lI{2EC&@e6?;=$Qxa@Z}c* zw~FRB@zPP zvE}^ZKoZeC5e0r+qh>$^L&xuW4&vcUFa&;vppEE-KrJvjSGP#u?(V;sO9Hp6KYUn; zUI-jPT0ERdFLeBZ0_Z2v3#$uWk?8y+dZFX@@PZ)W<7!@(6wD*#5Ymp{s*O=t~VXjClRaBaDT4@4;Svd4vvcsD2Fi=-^4@bx%CP z*eCYX79OGRD~ryR=#4blZ^NBI&_!fs35eEHAu`e6##Yq?hZedy77h)iA z%*_Z^#3Tm#6?fJ%9s`OJwm9pauf$0h1bp3=AO}zJB?bb=V483}e|dp^L2qE(IR5ei zf$zvcgV5J}(o)M|0r3JIzlKj4@dAOPAbCFgzrhOx4)@Bi(0>SkK)2d@(24B!gm$U- z90L(C(D5)C{EG>Iz%54`bBrbd5IF4l7pHtgaF?BQ!2yA>z9n{k$y3Bf{6FCJxI@Q8 z{6FA0`on{L68#W<+P*6f&+o8fyX`qzCH|k|mcrL%OabuS!u|NECeaVUGm2Khb1P^7 zxjHxn+r;*B9PP89>Ah?}59M#KoBzeEz8lw@z2n2)Loo+6h&N4ON*}=UY48)JFBJdd zy@|W$Da$_C!gdE=7cQ5a;xMNVDG`+0!J?bwJufeBgTYATy&ENkJGf$S8ng#q_MD*+ zcMrC!edzj_qj$TqdAQvBIFr+>LYzl3d++wGdA~DP9+sZrmcZQ)N$(-!-L4sJ{Tbb2 zE2yBj#OW@R^loe_kog^-Y&^p;BqoM-fQ`4`x4)jUa%STpqpIh=P5}e%Z}^w<>(Bz( zml^@{@eIcya6QAa9^M`DFU+=j=2`gwkCICk%)0|_OTj-35$sSA*)0GG;vMv-r4K#B zTUjB39bh|w2hnX3>0C=v$B{rpIm`Hayw{i;xBM5W#KKjD&CmtQ} z9@T$l%;Az7Ll$rgVH!-LtG*sY2TtH`s8Y^%t*Urb&_`;|0d zMJrY`WJOz6G-pMN7A$H-x>h7@!RZzZa77pw1an15mjrgfcmL$ZDev4J$#EKl%zr^FqB|J2|Sb_MCeD9+(gJzgqlT)UzAuziED%wM@e^- z)JI8!K2$_XaP+NDQgS9Ke^PQOp{`P5EG6DjVlO2QQ(`h9K2u^fDQ^3g!U^4+lG!O) zo|5qi)t?dx3Q?gFAxhDr&^Rhdq>@l7$)%ELDoLl1fGWwTl$a_>s*SxK3d^jS%zzopeeiLHg(O6aYG;Yvs@bmvN@E@bUW1}|mv zN@lNQ`AWvGWdGkT0m4&2S`Y}w0%dR@{1B9V!nfOkGG~xx4$AyNnMEjb31vp1%qxW1 zg)+yGW*W+TLz#7aTYD%Y5M>-9j7F3(i8L}%#wW@sMfj=+7ZzpOB1~SCDU39cQKmD> zq(+(AeE8oes~lmiqpWzOb&s<8QPx1hNl5q(DVri?Yb0!tlx>oH%EU={J}HZ+ zPd_PTKK1QYrL3)_6_&EjQdV2anoC)EDeEs~74~f{rmV=cb(yj{6V7PLNKF~9DWf)J z?52$1gmIiQnv=$K%E(Um-hDXaDKkA~zNgIkl)0ZU161aL(ri$f6Dl)9Wqv5U5|y>0 zvSL)$jmqj#SVJl+NohSPoGO*Er82@)#+k}!QyFtABTr@gDU3puv8Xg66~3jP9;c@; zL>2z2%5GKJvno4RW&f(|Vuih|vZIyuwaV^R+2blZU1h&3+&lv4Sh*|f_ivwgWh$>s=#^=`GPzf#_{v0IcGU z-$OXm&<;K1Lk$H{Lqycj5jCVl4K-0iP}Ik_U@;&NBjfPR9WYp*xHL6CB zw)q@|qekb*Q9Eih&-W;we~;V4h340<4TnGKKoDD7sPgUg;IIApc;;HNjR=D+d0qB zEIjR{r^Xu=1)iXKoFBT1FtQ$ zFFso>969lmKWF!IMx#Gvnag{oqnJLlpl|7p?*=rz-p5RL44PYg-;QUHRE0)qDLnGs z<^@bk_?9d3a&q>0-s3{G!q_hwQrF)ty8`~0 z!~_DR{o>mj{#iJ+9g9YkqDcF|2U>P@iBduIY)>r#y;e(Sy`#Y*QHp}m1>7FdIEB)9 zfEBgDfkO>9M5R+CN})Q$pjU{=Dd2bas}dI^@ZDm*b0NoaLSa8=aU#!8PD`AV+wb}$ zCiYV`X9%+vl+qrEKKB|;T27O0q}TgCKF{G(i=8yfqEAZ047U~4_ngdOLEDdcKTZI) z@4R7`q@9#1-Z*!+Xfbojc_TuzEfY9W`TeY&HJp^sLc@8qp>>`~F^JzN9Yp$jdTnP& zIA8uarPjdh*1pg9jBkqW{B--F;)yko$?br@GS7Wh001|1fC7FC31HFhpn|H%u1Tug33VpN`-Mk*!CJE%P6_+3L*N@XrrJhr1o z0ex1>fZs7<8?Vossdi zW+Bm~MD{u3SDXdOkT4xvY^xKD1iNT^mON3x(-m0f<6tohq%I&s$L!VfqazqXG-zwy zLhC5N0tc0#Vs)XTMz9hTj}%*!7h9W{bg&QMbR_7uh~=tkS6I&(;R;3-`t| zKL`X&tcBgn{$q=P?oM!y z@2b8(UiEhE%ud(V*6!@gd)@tNX{T4VA-X^LwEf$$>8|6&@6O}Ti+E>8Z$ha*pL*%NRaE6;-Vh()M{u?_?6Qk04~9ry3Kh>EhE zKn4pC0b|#@Q2+*~Bs*`PNQ}F&tHzvG?sU~WV6;u`oK9U+g6X3L=%xj*!#5y`cTO;c zCSZbTOf#g^^Dz1Zbf*lc3B&>-Fh2}wHg{ejzv-Rtt#l-iDf?)jlWwtQsOzlfQDsYzbBZAkp>wiD8U^T?Lq5KPPi+%EI3S4U_xJ~ z8Sq3rw|A3l`5`GTv}DY-Dv=y;@z>{rc~xM;z4{$};ZHg=E;llyE=T2u&oH_@Si6B0 zmLI`vfyfm~%}EC5O|eRiS09%f!};OxuT0Td;%vH@PX}IxWr9Ho#%O5I8gplCYBy1m z%0XZ!%ZIxC$Hp-)lYoNieI(~2-QL;s+d>K{3=O2z+u@6e#El`bJnbN`)r2WDo6!b^ zdvdWN2r!V#0l#m^@*r7M)6fIPT%JsD(a=t18@8WKi+ z*|T7+n=g`h`Ew+#Jti}w-8B~8WIL zG1$ssoTdGS3e>NM+-WwQIR16kNqT`2>;*}R3XXg>ou5;0B2|hOh3|drV+(T+UYA*k zQiSMnz-(_B5$b%3m}}{{2)fs9-}~_{w!<1zMJC&i^He$t>xeYz6K60Rq4+Wu^VzuC z-~(Z!exBl$G)fg|o(Ac(jMJl+9B{k@6@`j>ou{|?hBkIk|I4}UoM1Tb5$6$Uoq7+d zJP+IVPW-Daz0XS@P_X$$;Oae&9xxH5gwDIjMGS7l475-g3}oR@$W?g^%rFxqNjezose~D6qKHNwwDN5&vBM{ zeYRH=D{gDG{dKaZ($>$8!iAzs`;9|JM=+wkz|{K}oG|3r3WipZ>E@x~kf1aFS?dVa zIi(<~F>g7of>6*fX}oV&*HTdsUjRp4E+brrn{h{@oGC;%|GOwLgli@dy4N6wv3HIS z-Dl|Hnu%nMZ=prqbF=~qnj|L|`T0e0O%zbZw-_Pqo%at3u3K}>@Ds(iG$HIc>JABt zXf&3?m_Sn=Zeho3^dP~e0m5$WH2X0@NYX3vOj$7+DzO@ms1}~Z@!aW2k+++g;^d&e zGAqGMf3XjEXjGNbqhhW_wJ4YubPm=-vR@PWn|guVQKCG+L&5EEoC81rEwMu*K+7x z2V~x^YeT*QXH+@?%+Pfkj)x1mioB`x#cX$ZTzPwtx7t%Hiiv;~Y^CU4`gq=LnGS^) z=uX{mA4NgzV33jgHGR0y9bOkR6zHn?jEgEEV*y~=#L4I>asQ!vnE<-DStr--Qc}KC zI?$``WzQh2xSi28g;pHb@%2@{(y+j<$&<^#t#;>l=NHCruUe4P>#9dh(?2+=5j7uR z|B*3V_p?k7vmJD!FSO61@ac>t-U2jG?Vau(v zzUeH8)Ywpo^~i2V_rJXV%5mG>XY|$ALD?okzN|+sJ9zbZqvg0=?i>c{M?j))&sD73 zo(GE%r?dL6;Btpv_iTgud*Fzv?-pxPz(MuL$sp(XOL@;g4q{OSQk5Otcfp}YIyk;Z zu)lg}PAyd=S5*wg_rb6nq~b$`DqmcC@rWE7>O-?CUt;(ENTTuL3hydAN_*jGB8C#{ zq-Z00`}UZ;h!X3{DkIkKU*dB1OBe>Kl(_Ai(~+-4w3Q4qfisml zi|70IB7E!`YJYVWpO)^$`7Sinkno1#m(QiRYcy5)b3We$x|c z(3|$wyE9*YGvss8pRUxqb6kEi;pQ+<`}V&CO& zs4VWdXa1RB@Db4WlBJ0S>D#5Fq{}-9j&JEra?3p9Rv%IV77j9o;OWxmh4POHF{lcT zmY`G`3hdx1Gv-M@h3iBnyDF>VsH12B3+dtq)1T?{7N)~>5_4UZyKvR3I6TVeM~ z3WA0dOvxA?v1psC#+P#1cU$nm>>t$@L_C~$$%+rQ)Rl24K4OXHN5i?h8=prwV{?3O z^aP}jcWhM%=_go^o;Uojtk62M6l^_2B-*>pqY(J+c)aD*x}qWv`d(!;J(j7D17wgZ zSH7q)LbU;uP;|1UP0okc+{7{o{PE=%IGc?qjFweOIYWo(d%Ei#aX;*50wR6 zGJJn$is+twM$WSoW{gC5X{EsB=w}VY8p4}3i8UZ}iTqZCsU`*U*wCG2p6ocFiNVB5 zC9={HdfE{6x&?YmQsY_>&0fY^d})0f5I{+m9;hLB#~mu8i&sI+}l3Qix?@zo+@9gH@4>} zYbUE|38M!n%MTevgseco%g^{RdmwG?ti%pN4b|CufU+n0J5#nB*#|x&n@OUX60a`5n_ z#us!FM9T3gYcWQjZo0(@jg8SyR_)l1Cd@u7%VYG<{1>VDi>~y6(~0o@sfDUWMr4jG zYQ&R>S$&x))}o^&1EO4`HGI+4er-hK$@Jpl{JQTGfoLfsgRp(=x8R|jP!Og@<~dnS zBKDbj%Ppc=7!Mb3uDu_rzgWp%Xlqxj;`{x`uDzRB%lCWP#}}qj8qtj6%2~J*H}g)? zWE1!$E|8xiZ{_zTU$Fxc<%Mb@v8FJ#qY1B^V5zgsy$h`r4=uRVjY_bz-~3{mEqC<>|Cd|~f!hc&uWI!=V-OhE8x?rSaS z?ZQkM@)xqkK5JdJv)S&`T48h5yh81fDcIGyY!q-gNI>pvpFl7Y)s98!WE-U+-`oH1 zuZdr~Vg5WK@wkTba>=;q`W%~%!(Z2*p&fc;#sPksa}jgG9JyFgpSJv8C*LiDA4oB2 zFIE8@*BrIQw};~Vwm%7I<-Ai~wvL}3FZ|fX3i*ZVe^mXZP;igeVYzW{^p5)X{$u)b-1wlV%n zD`5D($;x1C6wLSam~nN;^=;T`K0$w$`!Yi*4_FGN_6*|X2oxK8kgwb#!WYg1*}y0SAnH-mNQv1zr5`XWt+n&!Z{sEmKw zZV?*>hBdeXcv(yML`gvoVlD!c`-N<=bRM15l!ck;t^v z-!_%ncsFJW3?I{eAuRzj+izdd6?Vi{21k(KozH}sDn=;p(GN-P-FHd#ZI+{w5btn9 z1UgNH6S;LC;~t~D)I}A*RiWeCfp#hQN}Cj8JiklegU|;k8Gh*7w2LmfGWg>9Y|6O& zw$vDZ{Y9;?uL*WKOC<{?AiJq*4h#=5q;Ru*_g}UR z=cy!kvW5xj{n!WZHhpV+ct)9VZfSAr$r=}B?!T#xAD0X_2O|)SOJqxa?W@sEwAo*j z5gcRbnt6!I!4vemy?L4RKun~TX5}QQZTSl}P$S^ejME6M)A;IW_H2UknZ&Ilu+k7r z^7~Hd-`I>aG6mk95=KM487U4@$*&(rYXs!z4@yeo0NFwoQwiepAXvvA3Anfvonm1= z_9J=YC_hx5jWddt6+ANx(MML0f+%(#2hjl%t82;r8uUzmj2Z$6KZk3!v;}q}&|~ zOC~cAc3iaiNl@n@W(vhICRs<_myx68kiLvg5yrHEn>Fene^8)qv5+qOre|ShgZed( zNB!%6L>p}rE^jRDw3b>oPtyrXJV~)gN{>MYr1{Y1k2`(CJnBAaCTj$(KNsBms6sy6 z-j>~HE{_fH2n@$jHu!A=OmG}Y5_fGx`EVR*>YE&B4FA!s$P&SuoXQ;@Jn0wijOzS~ z0pZh>%l(RBsuf#YQv7xDlClPwBhq&ni=^HU9hfKIBg_H1Sil$$TcPK?S;%O1k zEi}s-CCcasAXn<5qNUm) zEpv=aXP@tgOW_eqWl#d?DrIvqFEUu&(y11QN2RysX%pxH=aq@gnTOe|8vi*>(7*MR zt!MEd=~#aU1*m3cpm^|FMKVk;rmyDk*yvb0gWfLIS=EiElvstWzE##;rt=jvFX;U7 zHxmy8EotO@Vp){5;;B+a$%rZD5yNAM0qJVxaIq}PTisTvQb$CUHRs_GWPld5jm=r6 zRIQqr$%G;RmCdhjUPyY@B?|$%*%?8?xh$khE{nQWO*L#r5fQbn0U3x*AWePZIn)7T zE0@}H*NDLS=Jof7Lp}L^(38OvJgbR?l}w#uT*UNEC1dj!P5sCzP>~U_Fe{v`714j_ z6$2R686j=_z50l&Kn;^s7uKFj7Y`RJ1dh7ljOET&1_S*=;PY4Fa@HT7RwMQC>lyPs zT#*Lyw+lX|#LKKd{H?+p;_ou%`*{uxq9^LqA68NcGo5$$4zOunmUk)4%~ z1y?s&*#G`TqEa#TD{w{>_iny_yt?|v!S8D>$yLSJQ1y+Q{YD;%M&;OQ^^Ldv*8-x3 z%CVb3jjLCI6QrhrBFb}Q@?zxHx(P_c9M(%Mpx^XerK%MIA*`v7Vf;t1*KisurLV%R z?q&>R7Ki?7lta0Af;)KOjCtPyV?sxYf(Mc)l_RV>8aTfsm348|eLaB8Z5o2h^f>BP zL}OhQ8LsvN40&s9D3uS+z-scm>v>^yqPA>Yb*GbX9nxGkXQ-NKZ6D29#A4vCLark) z3QdbN_iZbHDc}^?@?~DA>_KWaAo^2B0%=&Fl~=NcSWAbj^=9kWJfP4tQ|Y8Sf0e$ zp>>kO43mG{i#zvK^RZR6xj5MpSN>@nOc`?C6EQ0o)MzB}?{^IQ&i&PgOnd__HJh-E zPqxZMLa*wZqJyD1YWR2>Ei!nnK1s2xD01gBGp@Ly1M)`ZV6<#S1-5eyQ|10AWXsgj zjvt-?*Hd4KsK{9!#_O-ny9JGTjpk{FK0*7*nDCjK923ZnN}AEe%mthIGD?iSj?vv@ z3VfjUS7~k=DeBJsS98>6*Ev^zqGC>8&oHX^bqyT~2ka%&#|WYsKj|`6ubhY>)Dy&^ zPaP|*Y?t(d7Zhg}aZ=gAEkQF)#vzZ|^{R-wvT)gd`y+6v7#YCg_%@1VZ;0`=4vLL) zi>(^EDh$qUnc*C4Z+6l)f-Nk%S^oc7Sn#ItHXgDauTkod;Hf7?WQ;2nq(P_%UnaX~ za(XlOzQvWRYqEBn1?2f+?>Vyb$_RN!aKeQr)rw;!K))Od`BP#@udp>X49Mp1V{li?*=pg*TL|){*NkLAaM>W?g zp44WlWl`vnC=dmnf~Wv~nfH6gG}VmAxoMe8iF?-@F*PgxF!T5Nm8A4pd5z z1%xvul=-P6y!LfCXd$iDh&;I0?MkwZ1u2+)%AjA@%Wd(w0-z`1v&cOAwR@a4J@|q2 zF=*n8vB9?nVH>cAUlM7tJ1~f!HVYl|K(;$EqHo((=hi-}k!>PbSLoxk#~NJ?p6kgE zw&nv1g*7l4Fr=|qP60tIq$O8P7@k~ulshl5LQ8u``fLFC7HrQ5$dYJPtlg8FC?S@f z*rvU;;MMdRa}JBw%}8~eW~n2`LWG4HfQ45#)M;okb~{(O9mAs7!2d(Jd|N-Chm>&T z@Sn>$xy!ofKiV3q9>>WG9f<);i(DlntOq}BL|oI3f_bxnS~n|Vda_MtctgbFNsSKMEqrrr8oII z4oMirT-VPCr7=2gPXS*px)&Fd+WsLSCLrj`R0x_xkjEZArJS1>E``)vTsVIdeo0<( zIghqkPcG5|G!s^S4i}7m$&1|1%tRmz?k;)i9Hj{#*CY^SzE271cxe4@fy(zS-_*^MrQ= zuBHY;XWWw2?yhs~H|c%aIOXpysK#wY_=}0s2e58w_tDn$;@#7TKVM|7A1w zV7vMFs$wfw-9sUTnvp*7lZ$?Z?s)Bv26R#S7G!;p@c{5N;R6jgUw2t7x-?pWf|eO@rOB~7%Y@H z6BG6yK8O1nrbW(K7g+uDb?zPWDON!hJAwkCkwPbVTfLv|zJoJ;ds06k_FYgbpBKz}Yj(lV<|lPDi3DD+#{3Hin}sOyP{!UT= zo~1cBqmZRmbxyL6@>vy7FA=t`#ZDqkkX{ErDkDW*9Bcsv(ognQ6g=ZZ$K3MXyul%A zsKPnfL`=ApZrXpOK0>|)^ag2faOa#vN5C|MV3_gEz1U_(GbQ1gLo4Tn9zQVo0t;@7 zkA}}aYrSK*KbFSOtU(f3mbu00=igi`k6(!v`1D{DJ=i`aB-y#fsMB0)Q!*38pmDWM zHdhs+`pBVT;Ob+ygnKQ9A&tZh?iA<~urs*!yoaiZwSCUSqCR7hDW5M*{V8-AqG!u$ z7K7kAH8JLuFPw0w|Dqr$FS%?Xf+k-x=pUGF->?REozN&GKEsMBHHC)W`A)nQQH)qF z=xpYH{=&@ThLT23(exABAsy{6uB%9SyFnd~EZg)mfzx>kv!9!t4sj~sK5KhW2tVb_ z7dpO%pNN8Fk$cpF?9FD7IpMsE!sp@!c$*a!j3~`e5;`nyDbPoZT4so`>iiC0~~w3UPMQH6M~#> zW4>tIGa~7&z9-PX87zviXY(I#LdwK@Kl0uBm5GjW6Wsa(iH~f9ukl*BX1MY8@J{LT zXcoeCg7dB!qcy0k@SyWG#+~#i?ipVTATz0&ApJN>rLNeHE{&pK1{-wRmKrX>mkY0* zAMM7WPM;V19i`IvE3o>@FV`AHhCI|_l*(HNVD)LPYYjhR{-e&WI+flsuKMy@xDFci z&QiCcV6Gk43?gcLORHJz-;9-SwtE@rrixb?x@O9+8Ti4?nAqxYpkI>2#K?PaR_Rm; z_~BS#%}$#9SRexFRYl}=6e}HSC-!i(NS>fyq?l$lEdoXm zj+|i?(-gkld)3i2?iRZ{8s&-C}i=CjWa;vh`LE+pm_YAf}! z-|^|sDLg7ThsvOMr5pj~7Dg+~^513Y&*@yXI9vJ)s47M_%(d)R)8%!&>Hq$A=>2jf zNE5dNwX3e?F`Im`DrIo|o357I>Z!x;3gTB^{mpD5yz`w=^(tMd;LGxBJ6I<&5CqmB zh7DRnVrh}GQ)lW$&-ho|tgQPd78I)`D1ch3V1>?{Ko@aU)?BUIp1IBN3&f*i=*Xg? zZnsm-CXpdm)r^OaSq5sY(cLLzxzNuLt8MmpzYo%rZvq+W6V0>i8QcA=jd#mP zslVRTF zxM}tuv^0OK*blp+hTjhvLIXT^28SQ^hQTBpMUkJQcM$AXLUIy{1@NG^)x zrK;vXe_skGQKMEcik>92*Nh~oD@Jsy8X~u!iy}d%L5!&yqIK7dA#p50EUp@2wx5e7 z`CWq8RW-!9?eTrdkXR^EKH)#DAI{=7yHzm4_TWU4xl+WJfW!~2;n00oYQA_y3{LIg z#3ffcZWSd}Q|+*v5pza9WM#}m?XZd^a~8e{WsH99u;!7k?A(zm2^Xn9`bTuR_+(Wv z$aQ2uOPajgaB2yvuM|xc^35loo$dE?Nj_J~g92v?b%sxuTt)cMul#+s29yl!*U#P} z#;vz;gy*%dxd-&heJ*Cl9RMi4o7=_-3S709L^k=Pd+FkIc?(c!l2^txc_~Vz zV~!gK0$m;p8A>IM1`wKG#noPsK99r@r83e0SS^)#U70&Z)v<-6{$F>vjsxe;5~`|T z8z!#$e`8RWXJ-inb;XH~^zDF!{r0fcD7mioYYcfgy(pCxuE6S;JXd>R#=M-Rcn=+s zoh5h;LB45R$j=pA#S7>L(5v{)(xryrJRFYtPuQ{Spk&t)R=T`n3=~FTSzwHK%C%IR zBGEh#j{29xaNLWqYgt?+!FgqDaT@vAbUh%6k1i)1z6uk%l&KW4y zpg4pAI*?=|SmSHcpbJqm*kuKZrxvhFYb)60XT}Y2Ir|gt68kkN9LE!>3KafO3`22e z9WXY528molgUBC3af=4AhKB+h3L0X-Z6-osOCAECr5uV{1b|K}6x~n^#t&rg!w$q8 zg$~4=h7O=yL2(PkKdAo5GHu5j$^wvF`ay38)thm z={LIWK!?V+YCE)jyBI35T!Ro4XF^;Et#J*AgT87Bb_m|s580ng-b}7L3_HOtL)?2U zl3idIDUYFT;Bn|c#1aDFv>xq^z=iOQ{lPlmPbA^nf83l;CTXVE9g%%tjYuBR}JuCr8{ z!JLnlLuM7A(1G8X2!L!ZVgL#s+S{!Q!P~(Z+tbt)v=LS-m=j<-WY!Pm`%2ginTaok z4!l(&0G_qcAh)&9EB;`A8s1XoO6enbqmN>LQeiN;&I)J;a~e4fnJuh`N|1G-YbbAq z4&Xr_I%a<~i1r(_6FkS03ia3PEcahGN?K66&Nk1&&u8wcBdC1 zr131aHGuUg&N8_5qaP={4Wxg}diYdm3Jdg>T*YHDfwKxLa>Nav4sEtd=Enp*NUh2u z8=zQ87ptNgti)ppS9onvY}zQOP}3Gri(l{Vh5F zmQMb=!#|!UH|6jP=(l|KHd70kRekAipZ-4o^yQ>h#FzWe+7&XOGR15XW?VX}ocoKW zGPdlph_vPaZ2~Qjwz83?r-e~DTYW!yQ+i0|mkn*iZ=g99;$V~kt{skw-xJ}!**qd? zhqfS9wd@9z27arH2PgPS$G!0Byyo&WelO62`szNjiI~-JrQ>V*bYUZcE`R8P*Y$dt zrV&XHDHThPtW`tRIZ;GlX|w;^L!_>JD#%CsNteY$#VU;XE3X7Qe+G5smuua~LJ*ZM zaV!g*wv{2vn_33>X-8m9v&r&99dKIDXMm;F(2Bjb&Njm1Kdx@QvCaiW1L7;xLerho zTGikTyG9;j$OD}|!PvsBp%ERcij~z+9b0b3XiIarKEZ-n&>|?$*wBb|&%rAFzxcL{ z&mBCM`tsXAqPKPVufB<_aqd=j^=xw)R^82p2AStT;5Vawl{g9e4yr;4YWK^wgB0TAD-Vvy{dt z*OXxsXEY7a7}p&BvUHBYS0j_~pjj%pbd1eyCyT-GT=1i0tYCth*}g88WVmFky^5Rj zJIn7!Y+}Bj@>tcMd7YM!$+)={FjlnSe3w2IUWG_}<`I zaz;rLV;8~b1^Zg;R{0RM|7O8NGg%r4^a&6-mx$YjH!?(d#tM>*zBqSo^Z}oZw$lj+ z{yq2kJvU{1yBU}p5OkQ>=U$R%Ef9_HCF{t$@a#C4chb%%;Xm5+?Q@CM`jFE3zar}x z&K69)1VI4>KU+xsKKv$fHW{+$dRgiI(rrR&Crg-f|)XpBgTeg>Y zCKf5iu;9-hu)SIZ#0_%)(rrHM3&eU5WI4LdKbhiU(4x95F$JwNJ5Uzk-Ft{jG_r%g zQwwm+Zf7cxT~7;HeB3+>QR$AJ%l8OU@wDmO0>y5hjeG92?7|6`T!_x8jK)h|f<|&9 zsK#T|XI)gO+rv+RR3lgH-`BS&?3*ObqvY|`KQ*Sj2HgBP$EhPML8l^8G` z{W%l)8~F~N9la&)-`$cl@$#`)TQ`mTACuA!SulHSHN^O90 z%&z0rDQQYNXdmpg;3OE^Z{{fVW4uD*CJt|XKGVGP;_W&8!ms~x_+A@9=?Y<6w4P`e zsda3@m3ieQ(Tqee;rje7gfTTe(@NZ3Q74mRV9;d=@!%Z2Pg$ zNFF*M#VqLc6LbC1qy6Ky5su;=n+z5MBW+y;Qb?#2qEBjcf3=waI!70hc%*#8aizJe zLIL_5R~>sq%h^a2Zd#L)$y_s^I*~q(G2iy_pC+1*0E-K^=g_^^dl9z59yjZM#_b}& zcx~OJQPsi@8oC9XbOPjFZsZjOg@57vx<=K9LjTmeNKO%7vyaG#3y4;`@4~sbUNx70 z_!<>zEr>RXxuJjg)wtos5Y*T5NXhk1HWT^jprFF|DpNI%(hhkPu<0c`U_S@24@m^irYL{5R{^ zag~VL;`6h;*2&G8>9^Cwrqj4%rQt*8Gn;hB6#hU`AerF>**03~s#JiS=hdm=#teBU_K>cL2KZtva+v;gRxD5$7 zSrIlZ>e@`yhfYt)rJC=0dB+N?zD^yOIbiZJQrn22AOXA-S0jSAW71gTmBm7pML57u zz-)B1y0@KV$k`e0c6}G87v$-OOig!b!av^$V=6lf1~x)5q9)Eb`=Q4aPar~V(at^G z!kCrDJTv`n<~>hQ6bx8k^*`&?Xv1-W?F**(RT!`}d3(_Y!_^&<6k<4z^`qiPc*@$d zZ*P7h+VFHp?u?h|>9J6t_9Y%pYLWiXOs*OY;%EW&-N1o_-tVIWo&{i`}+Hi=k$3Yh21^1fH#b9*Fst z-3EMq_GqB+YG3_lBLZ@e=tRCa3oPWQH2Jw(G&*S)RY7ht5h0;L^U7nJvC1AR?K#Xb z4%G-q4}HIur$@brcnvknP`*S1HXoCj|F>q7%vkxY^1(<&=sU^~)3~K9@f*{;r z^YO~Y2=kT{&mBOkBiA#}nz%hG_j=W!Wkgdums-PE}H0ZbtYrC%G;zU`{p}n$R+D z+i9`ty?q0pHW^(N-%N_LbUSFHuw=j)r)oVmYs^Z=nRDSTxnRl2oa%bH-|2ps3?QE* z2%^Ao_^epcrLJ~lT+ziCQA2Yx4XoyzY}PkJJn<Qa+kQ4bP14iAr^*!!U1og~u?a~lv|B8bJiu%A> zhXP;Jf3I4$e3BL1OpR&XH#bNS$E=Mw^%P2-F!*k;+PJb5gx6ujVWg>45m5c|R1rg` zB#8R*_sf}Vj%u@v(90iSO|qk8`+8u`YqJpEn*6w*oz%Zwh?Q@dW7wC1W0J`r&$+{u zhLgaeP7b7Mcnh3QA@pBimso z;5r2WyqOMrOUp<>GzKb7e*LfKvcak+RMAf97k}Bius&(!!vAt7C@7LX_^{7A0k{X!DEj~bqng-YjKUzeq05u&CCJhW;w69g%sr__~N@d`TfYG?RSryAp%d&YtoV7njm6NvFW~&sP zKJeGyV0WM2%(Xcb&54L-0^?JJY~WPpe}b;GvJr$+vJWMCqnylJaDpPJxBCpmwAN)c3q-H2xnqhq|<&?uSKB`rap?drRCuly~%m0EidCDwuTfv$- zI`|K*yQbNJAp=8NuZAzTU_bSYqIoFasHS-mH49tH`IIG#EoEy#7s;)A?bE2U{KMG0ntl$O2nL-m{hBglgU(517zB_M4f-cV|M7in|4$BL6n^;GZ)C0lWkt+naPrn+@J!$4FYr1Xc+ z3+YI`X139PD3i0xCPX^QGd*Kd+Q*hcwuxfcj*v?<}~FNasZ6#tP8+N$?|ackFB^PGTK#C{(Qg+*mxUD zr1bqdE`*1&UH)z-h*0w5?O$OKD(NhYySxLRah$Z8Bf}{M7TvG%Oq6y;fHmFv6Vv%!@qGn2v(etkoeK6!`&jjsT!&jDdaQGsXsuEWE_bt7csX?s2N*~SfAc2!%sATik) z&AHAo862qGCTbhCt$48%F+!z3PW86`CbTj9QV;OJs-=8`-L^Ew@{}Gc81VJ=$DKM^@(!cqCv&Q*8R{&c!#A zX@khwdLGuD4?tgG=4gOae;m7vTyXbGkFFe>|AWI`_h61b$&fmE{mk-w>zF@ zSot0cLmDBx=9>{9~{y)31O2Q#>dST_JVAea@`8M1cCBiPwQvR z$#X2=OI4Vqzl!Vf=?c?qq0K}cjp-eeM1AfCwbFz@_i>w>Bwhj=Y!u*a&h+9P5sOawh@>|2# zTi3is?A2xra06W#f+JdC?i$#*lsG?s?mmle<8Zv6Nwq=BJa0|1t*~bImi0c=NeT5Q z+M3D5Y`E56@*7?GsUS8}pII?nZ;N>*-|0xnW0}!+Xbd7xKo@HSy#&8`Lj?QkYnpM! zh2YzqZ|XoZKOJqz{;;Dxc{3n!O4-#Ew0ca5eOaIou+i#jI#VL;dC`{Jttjv=o|vH0 z!}BBB3#4Rq;qcjl>rLd6HtL79s_}p7O4+TxMn9R@8V4nh3~`Lhu7=V$$ni?uB=0;8 zst&27) zSX!lePT^B_D1LtYVNmedv*^xm%)fsPU9{#xzVDS5mYtm@lIweFc`)#gSmvo7aS)e?1H$Q5o8yZ27P=K5mv)ag~@u8x|;%MONE4n6h9EKf+&>LgsVIKGC3`A>c}i{m6B%4DOap{mFQ*G`pd zLLSC(P5x=Cixm_sAk*pKh5C>?lA(#{(y(;GaacuMF~72+>ejD$oV1is9`0SliSJhc znJ*`}X*C+BOxyA=;@%6rXWz}%?DamOEtUKk9-{o3x75q_7ec34s>*RCL3YUj-(~mr z<@-@MeSjFsuSr&E4T;Pq7jUM9Mna5-i%#S3!$GA`*-7)w2r>GAr%D*$?9RFJ#3G8(zSXF4-6u{7$Ow73;TSp za~1s;7u8?;lnq|Q@{u-MVawOQJX{2nS;h-424?>y@!}66z|Fo2&7LPV#>5wJn7uy0 zC-J-Mn4UP~^7Dq7c;CafBN%NkqwFDK;r`2e^r)w`lMUzFEoZE%I@K#q&jooKMFr?$ zlw@{q^$=kh6xTUpG@Hz~vv+^rk$nKWAB#1v5)`p?KNpR4a%p6VwSAo(*%TC-AIey_+WNxFZ#dg?!Qb;_?^sbSq2-AMXEMuQK?quD45@NYQJ1tuF5KmA@j zRpKlk0M8d8zKKyAuWGd1C=)94m!I}nJG?5tSNIH`s~r+?O7&(<7He8uMjz`*Z{Cxw zcDHgzZU2v?tBi`HX}S;~1oz+$0T%bg-5nP9;1-FT=7QPvUldY4K!&ZZbE=TD6GaxFf`njff9TPD5N&V3wG@K79H z8X0E^nI)w6$acw=t^45IAuI-Ze!q+xg=e$*?%Rm$AQz=zHuL&N*^fSnri{D=AA>8-Ys)H;>=FHF9<)gB5XT>vmi5MB;K2 z!>Nv$CoGEsV5UbrzNZ<)k&WeR4qAP=Ts4N^_F*vy{z!y2%)Sv{7lkuq(#K z?z!oYLad0H{N={Jl+NUeReT#wl<%$2yUNbi=^=OEWVX|wFA7M~Ja)XzK&5Yt-PL1L$JEkw{0cBnK`I0Gv%(PRIQNLBH zi<1xLpIH@W{6_tT?sl7Bp3g}$uUk%-wsuaRp#5ffkhKbR{FgsCsL2mC?5!9oonBXH zm%Za@JL}L3AEQyy5a44(5Lx1j7&|bmju~30RN@N`Zw2nNga)-l_G##JI+DwbcdGIYN1DZO!7KYgK@^clbjxeM^3LWpSI(!;8Q>XOTwh{ zebMNLjXH!hiU;gLd|a%mik4pnoJegiX~ehmf^5IU$R3Fg-_2b=_}qU-67B9Y7#@~O zDf$~Mkh1hWV0PpNpJnJpr}+E0Z+*-3x%f+3iZHyHvnQiWS2Qo$m!7=K~H5`$aOg$C^g(<%sbCVWzM7uv4>pG*kull zw!i+LkE;`);&Wy_2fZu;N;aOmCE9&fBfEmB?(?YHs%_kDCEmsXHWlE{s=sz3LV(51 zKocXAe?mE~*-IFu?0X(ZpFW|DTA%~)_*MXtz2%6`@si}r^)|2U(54~kG$%er@~#6b zM7~-wBY)gNSFvXLSiNQ{syCK*ZR$$^2SO9fySs>@E zp_#}&#T6!q;dsY?;jH;Pfne%)3b{JPvj~S8pNJqQFPUk;-~E>wA>VVhQr3MF%fEM* zY0T1H0;uwT1riK|zTEe2<+k@yj6fyEdxu_XWD(EVOt_9qW8|X))-Vu@FTjYMdsQI1 zk^L8^Y|e8wCzbQu@K(PyjEI9f^yx-dbO-BSKks`fm7%>b$IxCk)b;{6J?P}d1#~;N zji-gQN#l_86VuP+aUtoiQ!D+wJ45rE5Jfoe~zqoZJ9|{fLc1)nIe0$EMl9p z;;OmmAo3|0dkKhx zDIU0K4`8-t1aUGCLTWr9rX?lH~6dV>__WF1nMoWhQcdO-p9zf+J6m zS=htWTaT>p0`tf3tdwKn)|Ou zpz41_&e@C1A zHhN$tlhw86G}7W{yxHuS74U+m3!8Uwh&)k+r}}T2HxAZJ^cb}cO~6bCgHQw~DE7D( zClt=-I)VomLznm@==Dc{!pANPoBXqThouIEw$ffHRL4VD#L62NA@tlzXqoW8g$?av z0u`KcsC!)bhtYZGoOp>l#8o8UKlPOE9+k+O?(9?gK+1A)I9qZ&JU&ufj{RQd-4EQJ zHk6|J?$`>u!Vd{&%!{RFyP@r*O3egDROF=9_IU_B5|MN=a-YWfzKnnCJYO$&9Z^+A zO=PI|p=pUxlwjry`k|d$7vsOK2b#r-Z6~Tm=j-Ne!o!g&fOl`IH)KCBa*SkmOv9LN z{7`INfVq&FkzV+r%^qw261c;RP=wfKuo7+8tYaQVchCc4ti;zB{Ujzi2OoQqa{vbd%l@XPJ6@Htv24Lw-dN z*>m|msYk<$dtD`=uy^*~sg6laQPc4Xvrz)P@*2iQ&McYpektC3n*yVV!VgcsJIQsR z;AJ-n&01sr>xZ1tVVhhbL#g${2B#CnhS`Nj^|`WO0e29S&&B0Jyhb9xBlJY7#7h6h zjwVv7&G@Yn+804JcplWWTP$GwcXD+i{o2*}7fRnav4RJnwDaK7ZSqY!VMr+c{;L8= zfP&#q>9daU$$nmMk2~r`VrCS`u0dm>Gk3+mMWv(cE@;KkxJq-ub~zP~L5z9R@f?A1#IL;`pZB>F+$i$b=C$5t`Ydv7L|W28cLaD&z@!H4f;TBCnOIcE!45%_z4 zf$pjR?Oie4_asl|jUON-HQSUN&)0 zn)qpfg#jD#6KdOwJKo_>cUUR#Pmy1PSKS^t+r09!SMAZpzVQ%R@h+#-XU2^$j()T~ z`9|mAQC}p`#>bu2{!?ho63k=88&O!F>AJ8us&;2In7q3f-Lsw@+-ZQPY?u5Om%}YLEdoyYNmngfy67D@tqm>t zP-m@v#$#sJx#Y>-5=6X8I#B}JS3bsVZ#?jMW$DVw6xH0Y+h^KU;4!S-xNTCI=GQU@ zW1(`Bup1rp_-x&j$+A#at6jgjmX( z-sdhtl!8sS$EtcNx#~~ftWs#)v|qffs`z&Sfyg^Q?3GHE`5CEe-J7cFr+8KQi+VAG zET$eB$IAOy7Zk@Hiznu6MODW5#RNw$)QqP#9HXw&Kmtl*$!@~TFun|gg;L=SOo_AX zQ#}Jv<)l>2DRD)kR=F4<8!!4YI*Z$q29uQ3-&6Su(D2mM_nR_QpHo12PdJRQsbyzS zDMlD&rJZQ7&VcAn_tQ6`yWY24yv6U4L<3no}m;v^f^EX)LLFXh{F* z{>J%R6q#+15{V&_GEAsYGzwKWQJh`~Um7qipdtBNsCssId(hrb*Pan4b0a0Q^vhlmSg)7p z1$YOfO8$56mm9;NaA-j#LzieCDn*fD9BpW{Emzlza_xOZ_;M3=I5di6f9-98_A@GfnvXogEehOEdB zK}U7LW|SAG5hA;;dtQEBfFRVtFSCwSNP;_J9MRC9#a}={03$ax_egIdZ@Ohy3B@0O zGOYPw8W6QE`sT6mTao%o`KV;;BPOcKKm*AWKPWIQZ2LVL2zbP^g$Ukdc2td^76Lyv z;tEdy`!;K`I2$~8u}AwEQIW(*JyHAykyV=N&U}wK>Ta>KXTy7oS1 zCv)f1Z*li4$4VbHS8onhpOmDGQ>941#dD`yPj{!tCX{b0*tyzrTgXcllMf?hDlsm>_pyn=YLeN4~1&aga7Jk zh{=)bv~&B4*KS+KMEB;+j?0x=#l%dmX$5|Cm;E?1Fed4vIa@bLMv74UiIVJaOJdr# ztDB~K=?&f;79=N8YNPjAbCw@WX0egWqdkY&m@$Va_AT-HfB-#8{@djS*2|PgqPEi^ zQMY4_JrN^ttj)au9CvP7;%eG_IKGh}RIpE1(e#IRmckuN&@U%A^or=K|1?Zbkoe0B zNPBqb@5P$Lm!K&k7-(5Yrt%f{Z-YQLp=pa zDbg|9r%c{-X@c}Q-TR_9hnkO>WC<*A`kEMSla%C+J(jKZ_p+#qsK?tn1eG)5M=H(L zE7VMWLOl(a<Bharq>T zdwa#W^wITEpidPg->|ETt%-i!<{+8!*U5@t+O)RPqOG*s@;xjJvP)G?uZotAC=yQ*%2+YF`>}jRNX}ksXXTr&>!2Ci zfN`C*BY7H5LJo79-s!JppT4Rc5npxpAJ9-vlL$xp1~_tvxmt)(Rz$P#CHW&_E?P}( z!hZ%dw_E<1SqMzbzwhC}cN%ntN;_+v9*npq^x^Rn1HswVCI?|q0+BXNI3d4-HLmSVQVFQF%-UrG_@<_1M&sU z;XFqG*gSat1H-3&MsRUW>%_Y#I@2er@HrOre&PIon;G3e)$sM;_c%_=?Zws_7!uy1 zT8ZAP^zFyrJWgvRndM+BqJ;&EXMS)4+(zbk>^4wK3jN=Ebs0nOXhqnb0D3~~C+FWD zLf}(CG^}%W015WoEXMnv+k{}LICv6NJO|SoG#M_chAL@zICMUYVSj|bA^dI^wcX0l z&_Kkec>m)b(MA!H8}i*_k5%NzOvr@Ja9EU*QHuuOkNKWEGUAfpkkm?kDCZEC)?zrrx+D|``&)p%)^i?%a=s> z5|@4P`mu&k9_A{ku4F~@H~wR%Hffc!#F6pNTQytT^=rk)t zw8Zz-vPVr&A}9S2>*z(^is7M{Z-!xs&BrHqcAdbu+Ud+g?Kkmf!o%8g3`>8C=fu5a zm}5Akm;(7hm-(yDvlD5wOEb<54uL1ep&~<=y=TIK&!~xN^y{adLC@CpzeYxjRVe}( zD)P_eelJ}w=~29m)q!jlJ3XPo++0NQq^+-8w{q{HxWlW<_AM>1s-O_~=}&XuOUMvK z)$NnH)5AbMZEk(R3F8KpkpPLdPZI!TfzC|m+>01JHK3Be%veaBJ z+{pZyUvsh~^F1$KHjm%IEJxuZU#$~Yi%?{)YoR>TMB-c0CyJQ(9wutsok-jJdPW+H zBJI+23Tww=d=$*lXQgOO}l=o?9EZdTL z=$6Jw#k_b@#e^06Og4OVEcg0-Hyiu!q+3XBU{+g?nLjg}e11@#cDln+X18kMvaXFR zdZ70v;ZHgV-lpCxQ-C;yF0_)Go&xwgf8RKFUd2X|L{HN58y~mX7v=JH`5hnapSzWh zhT24Ft;s#7qL;}5L9)zWvM zA(L?w8fo3TnaJC~J&LD;LYQJjmGC?p5rgTEPfaL(qYp3f1;^8=_e~yES*@tLwSNQW z0BKZ{=W}pUL7=ZgX2f8-O`1M`!S0K?iYu<;pKLK|R;RVRy3)hE608?d<@m$Kb=M4} zD!g$;cLGwpyXC9SWGaCjY#&c%CIJGAf*QZ?2Vkv9q_&c|Z)jk#-xGN&kcXm2*P1$B z)6?Bn)R*9fn6&^JZ2mIa;Ffy?9TboC`t#$-_ubmYw$J;8$60yRD8-H7U3_L4)K<`1{~Q zPbBQ3Ns7cCy*m`@5+%i_P7N%eFujjcRz=J&sh}O3%*#t} zk?|)P%}H_k-1eEyk+W@}+{OX&>u%ff3*TJ^G`x;q z)(uV$ZJ=5r+UbJK{>9P$#@`x%kd*v_zh=rZ&v(Ll4|e`uu_t2+pjm@3|cwK&J%h-;G^Ic>j2>I_rNDL+eZa|#{q+_1mf?UStJL5a`|Q?@{{ai z%?AWB7EaKTZ*GDEZVmBpBK*=Pn55K8kzlMw$$`j#;O)2{`DXCOlk7c>2Ly@6Zm~M- z{L%}A@86kmGh=i+ad%kM0sOD~k{}gBrJ-sDAs*V9V%!x-L*|sP##bkK+Ofd_BwfB; zo)YteSfT8xDve+d`9o#74F(56+6)z&L&7MbqV|2s2Z-L!q)UxQfBAnZv>(*ffK=!Kn-PkJ#J!=w|qH;AAn6(O0%UZ>?&03uaes5>Kw;SHuf3sF0JMSE>$`3@G zJqh8L+)u z_y`{zTD)o(e>FbKD{F+^ZiD{q6m+%Cm;cT6zB#f~3>TP{f@RImJ*SIu5jK16MLY1% zkgxo8@1#pY48@zVWLEmRTbGa0ogj6)mlYX$W!yC)?{?0rXygzz0ZBQkB4=(mCv7g2 zN%OevxPhG>GhMP%Y)iHg;XDm27MgAt;ddPVBDB(Q{8Xfp<&ipVZ43?ZyUd6vBaOE<- zs&wXRT5ZhXqGSeHb>=$Y_dIFSn%h7I!~~YFmTJFS=uV;}NMt!~))T6SJ@~B(^x=ib(y7{9EdIfV6x14sB=8Ae!kcZ(D|AWvy^2payT;<8zZ_^!of!*Pm>5W*LZ zUAtn`aR^REt*pkH%@|0jrHYV{$6~zLcNvnG>FllX*-4&Q*{h$BozH@!WMw~=Is2-@ zRoX*(Q<-m_K|ydg#Y*u8(w0-d%IWPpT=Le_)eL^<6csb$xrvq^;wJW%D%#0FYv;$) zX2SyHs=JJa8>un0SW5gVg&5T5X@8#)_+PglJ+`&J_4^pn+jsALqW}D`JdEBwa3!l3 zCm4~b=Isyg@DlCbU3v!on|5>iKgTQQ|0aC+y+wNp5vq=w7*eMBt`w^5LDgbM}26%4yP;={GkpjD9*o@W+jcU}}r4dbv9Z*(xauH~LiHZXD)gwLr*;2$cXwG#mp@2)-d4Lu zkIVsP(NC181BAf|ub?!tgm$$Uewwp~ACW~U`xE@}@v&}5MgurMIyY1JX;4emE;fz! zus0eodk$kL*`L^hJIK(E7{BmdQ~R&rRn|B2<8JQwQVn7_9ur5Ghb(!{xF-m(#yG+A zJCejoD92WT6Ix})faqQjzZM}Zpe54oJqz5e^a*h1XSKrt@6E=0Fd*WDargn{n zl3z3WQf8%SEfzka&}dxwa*quNu1kB2=3P6)1Opro@vi7jmR;<}6N(d~YTb?Mv~TF) zFGuF^8+AB2bAjI8%#L-zIz7^Fdw+m5 zwhSY(`92>tAv? ze?~;N{Yp)d{T6n`X4E)*ZKLp6izJKN&1L=J%jqRKo4`YHiQ9({_>OtFqG?$zR$e4^ znIz`9EMMz1^_=ZXNI2Vj$|fpeUSm)??4xu@u1W-UeA+`6cLl{std6H)T4^wa5qJGz zZ5PF5tz-5c&2fvK@r|ny^Jed=v7;oe;5EbDO-mf`vX)AOastG{+XCgTuqqwwRU4SG z4`aat9qardECfxfpA$ek+6Ak1cvVU5?A$_mC}qpkp&L!Qp&@>LT!lM`6dDHwUek;D z*#1?9QjonxXBOOeUn7$?SIFjWpDrq%ep{w+ADfbNQqr}r_!pA4xlHjU@qLZYrUgqU zSH#n z_7E1Asb_iuC2;S4&}&&aVc!-<-jte#`7yNdcP?l?cIi8v)bO@`&4>NEv9Qr!8DDTS zKZeHv>o!>D$i-lwG(#aoU)^LT!XF3&eDcm4I~%FRroa*-gBn)X+2zu-iyJ&q{U*(G zi^ZegAS^9Ql0vuLcb^ohYg$&eQHZ`iQ@h%XOxV+8n z`(K5I*tC8 z#%qmd)j^4xN2@w|En)1Q^lJHHSrk=!J|e@}kU!&B`nS>XXA(K-1^HLHyFTz{!aozf zv4L7Rt%}+*{lh)d3q$dM-$&j42FxCiq3)fqjxE`1{86oxA;y8J+Xbxr~6TWxj)2G-dg+J5UyPiz-|@Tmc;z&FRZ#gL%12IC`T{!xxe z=7p@5gp~&?;t!7Yz#hdOl%ANkOB~tex-5Gf-#|Um;*R)qE0?~GjJ84Yldy?)puCZb zMtr1)7dr%~m9%-ODaB!9BoklCP_y=VhWNurMENFoxfwShTN#p@4B)2FSjmK)G#bT+ za3iSItfIT&Px46Qe;)K4gQoF+C`H6Qf+MxWZG0n;&%2anKGHDFkZ;zgMvFMeyaZ~t zcg-wcvT-`gl6ljQ{iSTc%vs0PCucJZ`>V#Y$Q|7E$C<>Jt*75}R^{IjY~Y=^HEYsQ zRaHD;&hi7SxdgI*o10~rLKp1bt~D<0Zo;2%y=V`qEpmzhm# zQEGYk+b9X;i#q=exW(kL5GoZ>+~FJ=eHBybqydU(iPXT*9IQrb(V?vcFVXFa4MT>R z30R6g*mIR%!(v}}l_*uR|89w<5@*4{cwwc=QCh2sp~h@+9oR5W4~x}{fDvkRqS(~n zNzw5HKXpyTc{T8>+j-q*YenzSelNxaQP1xS zl9ND4m+)#^NZ@N8ensxB2Ik7;5SE~B(&N4|MgG%pM&vP^bjeIx*)%SQbcK5{HbUOz zVR_!G?J_U}hb>vOh&-pKt=Dz$Ck?*tjY9;ACZ`%ISC6?S#@4s9OiU7|_PjhtXV z%>^WHMnpBLvz^a0bkj`_A5VpFk0>U`nI#Gqb1v+%CE#TEew`<^n0Q7Ts$v4jJ9)4y zkEBtXENyVFg40X~gy{kb{r`3|0|KUHm^Og98@%qaEWFmvtdy8tx$1p0ru3o6KN8rk zCB#ZrWV^2Na(iu536U;=vZ1B)$CvB}e&OUpK^px!UnLruTG>&zb`+LoBu;%_;nlc) z#Vj534Mx6?q_4m7y>T!?ApICJsMg{yyNi3YI?#%4drY08p&I8+kV5=i3kOel_d@bV zt^m?YgYPBj7e-J-^3^Fyukn4MiR}K`TR-L>%8WFjod?7;Y3aw`eV3Hs1@w?x zFDGf#hy?ku(WN2>qfz4E8V5%Gw{rQE@CSRKIgZ~#>HB5TU$*1=78?E@N0oi{jg+RY@7kWqRMXio?kA03SKzprKtDUqr z6X3_2kDN{TT{&F)GBUcD7GrDAyp!(0_A^cg4c(K(?FXg?9hC`(mc{*Kj6pfz*zb1IuCY-!n!_8w0}_%-%X0E!H?fC?xZJk%h~b zqxq`?@C3xLbbQ;|aAsJx36yYHv`?UwAw}}Fy@|3(+&JX^N1dY2SJHwWbv~5iyU0#x zJ|NIP=<#Q~#F_K76pFdifn_@~74})uxe)G|wk!P9ri+_u{t{kx$=)5jy)+bFCZuJp zPl2b(*SN%ryByAxMYE2Y_SbPiR!$YU!Z`&p;B`U zU9rH|vq}w$@=RRe(N)gm|0Mq?F2Q6yJJ#&Nw@W7!khxHl=e#SM14*Z824*5J+UT}w zyF1G+h>rG8O7R(~#S|dt=LeM77ra#Lq!@iO2%EnP@#xgB*D40++u)y5+A*elVxqsD zq~ee6=%>GJ#2PaQ9XhTxQvR+|86l{UQmGF^du})tO&>S2Az^f$Pw8J;4Y7yGGFVkM zHc}uGV>+KYddt6ZLj4Olt$MSKy!SZ;e3!;QpDL%LS0T|9&uXh}V<|84D7VahPm68; z@!`*s=Gjj6sqLq_qKW8Az@4S$nG=`vWVSrWD1rUhSnB+Z=~19EV^yB91#lM5Y-!wN zno1kvACXq6k6)FoaeVc`4R`}Jo`pTH#z#IlR`}E)oy|uwKYAbD$eieq7NLVTK9Nv- z2yczgN4o7rI^J}g3cEa^9sB08^vibj*BO+vRj@ zfv8FlW1FqRfO%rB63V3f4L;%-)#Tb}%G|=6P8`_$3E3fg?V&JVK?X2fyb<`jTbkWm zS1T!Io1*{bh~*d!GTBZJ9|WyF?*uCIP1q)+CURYUPe5Y&P@*0p0ao-*F*^S^AXnoC zze+-a4cpx0;m!%e(j0Q}2DON-*CN5}YEWR~EA-|Y&W z9?gt-2p}=ll)xEZDt|@WE8>B4js5JKTkHT4$$3&VxHhN249YplzBc!s^bu-J?xXA$ z>&FaSYv<(e=OH0A`xy^*HkTZ5rI&gFuH~C$LBw*8gxm_uveqZrse%p&#H8F}H)!~! zvv5eM&7;9seo~`QtU;-PPcQk~NK^%Wp#_ud9~M*w-V8R!?LHI(g3Hb}@QZp{noP^X ze;m^lN5_;&Z{uqYNFs7*f)ycOG%SY8z!v4+=|kqltr=z5R^_Yd<$lGFx#{`VU&J!( zQi}m4Wh}Pkg&DTLifyaPI_%0nW!erFm)E-{E`g?bG`mOLTs4YT4KjH(uSa(RI9oPA z#z0LPW$svw*=-OVpQe^_;}6c;JqeQkXEkpQ08)~%SBC6eo|yxvDp@)y%kU|G%VFrZ!oF_#;#dCl=h0e;{6krje|i7U zqkF61x1qp5^Bhs(0E%p#gfZY?I8~tr?oSq@-|Yzo>*+ngHDJ1k=7 zKEXbL2^82Y833m!U}m_EBH0$c29~}pKe2OK&rV#*e+U}D2#Vs!KKSh)`Ba@7^cp)B z(X&|v0vdt`yzn;Bd`hb24AtBr-NmJge1CcRc8h^)sCSuLp*ZHw(NeF$M#`6CNaFl` zAS=uh+}dmts0QdCK8aVfpi0dVL+c9)nXuGE$&V-aqMuujIG;s(2xWCY8hau!BvWn* z7urX$K1V|m+4r3aE8`sn6Ct`uPHKBIDXfZVp~T5`HZG4!!}D?k!VGi=C^7WAq_m1f zkmZ{&H1191BE<^UmCDf3l$y?tns;Hp#jJ!>j)e}VwLO{^h-TW=1;^GJe(`!10dOCy z_-`*Os4sN+M;#^Sqxo?2bI*h#Fq;A82E~!fG^2QBCU!W3%~+$_ez^LjXF!Pn%CLWr zq5#~)D^c8mv}M(1Yxuj3l_>w4XD}1k^&J1S$>1Ycl1cY`1DVWm+0dBt9j;eNe_%)x zv3M)-hArz6EtX4&BG@TMEK?RQuVkAwmDMCx&yD~QQq3mG&eEy3M}s!0X8#O=xYSqU z49ciy?__61)n5`o&NQ?1a+*r&q!17vZL;1_gRVMvn!y{bW~>~yZZe$13gIU1xKspwIn?5kS2Go+lVh+jVHLcM$jVkb~!t6Js{DhH<6f-Lg2 z%8<2+GgAN#yGsUT8QSGP41$f30r*almQm0xo+sD| zQ7kTpw16$X_@)CaET=NcK3f&9r62k2A?KwRT9=F2lGG`V(;2&?x1{eU|I$O0s=1ca z$qxDbx{aZF!2c6E!xv~Q=vC$l%D;=!VeG5E9umoxcpAg0)w0#w$9!x?Z+Y6syx~QE zXTmMyCnr|fD;OSk^~z_6MHSc6dU$g;ULy8%69S6I@Ax$-py)cqM}o7&$E2{x#}u-_ z$8`Q)fQosZk8G@xQ!n4nE$gY^`IW^P9MR+^o$W_QUp*Xiou{Le=~YHzb=l4s3rhLt z8SiL2*~z z%|~LS-7$#nS{_ocrvvqHgz7?tiW}P)G`HI8jZe=QJ%;#?YWr99Y&skFCp`jKL)UMD zwxgWVQhcnfz?hyr?xlB`5)qpmHT7EzQiK^j|1L@FWX$voC_ZOiSF>T-$bQX)OKNR| zf(^r0NXn!fT~6tO`9d3WM`y}B?eQs;-4wUQRK$Gz+!mG0Rawwr9(7`QArtZk4+bYf zp_Z^qd!-{h^m!cB4#Ncfph8rFdrUZT`Mr5ED`FGj9m5CIs&ZwPBPuu^f(ktkgY|<` zJrh))Zw+Y2PFYp;rw$Z4Lnk!*+|HnT~nCYJqQEgtj^yLz&TsZTw&}en4$IU8~5|eA`hpgittZ zm&a6;*2>GKU6mY{ibwRYyV#j6Q?ef-1;1s&Mu!YceHTks0CfA<_*sSz2{Y0MwxY`! z<)$)I zid>=fp(Edi^JQE$r$O*k5x?Rh!ayIEHd#dF8_~eZ(iFJo%Dm8b}LDtJQo<)o}vk7`xr)I3!X0H4v3noQ}|kDz!G)X zRD$muke!f8Q_fHDmNa7M4lq4y${4N~rZndsT_sEwj8T8zW9n4lClPC-ba3xV)wDv6 zo7fkXdrWf6$?ojre{6&jFZ>t)e~bN4!;I@SYeOq~2{*S0l5-vm?;u&;PSEx!s@#!V z8D;^dupPB5IYxa(T(m1;KDN$kPmQFW7Yo0VLRR-EJZXME@h>{sdgrbzmA;GM4i+7TIV+QM)Am_;ANhfqd2cp zL-SW6yU-G{s*|}@siS`0%3!hRk8rw1>%JxIVnSX(#1odBJGVZuM8~Zg za0?s4pqhLu?BKTifm^rCF_t(U)tn@a=jKD>?WvvAfOXRod!5oy7Dgj^s-LRx@CN?P#pj(alFf>Ux5)(r~&k8_m#A7QBZKi<8Ah?bu$Qn3MJ zLfHvQP;fvnSaLu>QFTD@qwavb$G_1EXBhFWsrW} z%Q(quYP^54v|{R5i69ReJir5$1BZsVT$qM>Sqdm?HzsT3{SAf}D@SYD5jjP}!Bcjj z1V~AaIxch(T!;6?9{LHQv94x-$YU1eOO^dq1H?k)8H%XOLmBq7Uk2J0L3c zlwmzTtRDHIdiB~W#caluYk7pOJ#W)8s186jRsKg&zEzo`9-uN+uC{2)p=CuMfSD#g zY(eB!W^D*?O+(%;Qui+VXH-0wR{B)r64(-G0^s{$gIk;*UWWP=kOiFARkR@Fq#OV} zvd=~<_R(ta4THKkQlN@b92&Z#ph(W-v%d|(uFeyRN?a-AN(c%XQPUt??i4kpFm2AV zInWAsTFB^)nMU^_D4z$fQOUwdV{=8(mKSe-bk|n{b_2u##3NL;h|-|k20a3C6msMl zOZfkmIk^IEv!W$RT&B`r-2gh-at3rs3oW4@#Vy&mAHZ%-bZ3dnrH0>wV!W`%FO|YGPK#$nIT4MuamXX5#oGf#p#3*dek%$> zg#;yb*>Ey*PVBmLFcHZj9@Zu8FF`JO^PxJri*)_b6ExO#-hzk}J`1Fp>7BjoMf%6oW( zM7*QV!vhYE_YU9UEcRpH*@==I#(n=4i$Yj$^R95%D94_UxyUg#vnpnj^bS!+02CcL ziEiXmfl`et4NG5VxPhRLcA6XEud3HlE%|laPslrVtMPuuezDkTYcO{8Ats&C2J@di zvJhBos>qX-Qg_ebL@afswY%0c{ggMakK@{FmWu>M_?A;$!cN^M(ZAa`3uqB>%4@Cq zlaYRLm=9WV&(WP&YYbyl_8Jkf=@5i~SKuh9D@Skrg7ED`${4sUH( zJC+q;Ld0X;dgIN<2dtw!k!?Y_;}LVjT{NxN=&?BEEO$NN)AFt%d$&> zaO6xx^{v3!b9%)D`}$F4x~ty!9o<3lOA6XGI_kLGq2a3h!K5yuu^5JgwT@Z%gv zz_T>zmg(29^{;q(VhaXCc-NZrb3HtvPNA-D%kO$twnL7yU%C=+j-R4=dbwZjb+85q(y}NKfkoj2C*i$ z0R=lQ1Rq-2xfk8h$8*htSq*@a1`PI>iv?FVl(E*I*#{3-d`jD}wxugwYk43HhM|4X ztw5{L0zR%5dHwT2Q#Kg%w~VP-qq9#fVf{{HwrO`M=n=TH(wf`qlTq(6wb=H-SWl%j zB;PC7s9skbZ<#vg$su(!p{vboMH``U%^N-k6McVQ?})D107<^Cq*+!YqNcA3so^fH z-?8Q45lr#M^TBkQe1kcn;7TzwZ&9N^(KuW$itd>8KsQ$f>+l7IS=g(}ZU!lrbMdj$ zY4`(588ggtu9~O^J>_nblx7IR&J2q&IRbWWc6CiwaQ+96()Z*0oS38eT=i0X5mG6& z|BM(>f;1l@#U#Z~5w}Q;+{HVKG}lyFO@bu+>3XD$u7Vj;a1pCp@Q1o6J8=ndel-V4 zO4aM3FHszS{XeeGDkzd*Ti3Wd%;4_s?lyzF zyEpFcGQi*tgTvtN?(XjH-oW4vr}sTO?!$TbA}cF1vZA}IBdS)efBmUXRdK4@NBW1h z1_eS$%;Vk|RM2I(29?d%<)R0LR>^U2vs{sDr~ERN2NF&sP}?im6t2lT;ek3>Tlp{B zhi^8?XWDANakY2zo=v&%z~oZ+SqMn>t7(V|gEosJnGNiJd)kHYe}j(vy}}im2vtU& z2rrH2+11IDD0YvUQ?98>*3%YIqv1PdyJ(WK^pw}h8AN6hbFKhoj$sWX_EyU1pgp9e zkrMsZ<6a-1$2*koY%}YbKo>I>Iga4fRq^CVW}4jUhWll-=el0t3@QTg*&tEH7_$W0 zY!S^ytQVY}!wc;mB)w?=`~7A-n3l_iG7Xi?UwopP7wlNz3w7v<9?|Q zv@SoqE}`>!KKMBl0=y$CkA>)*5~Lwtg-yJOUUEe6d$77(qfV9D4Gq6RocMPr)+|kf zL2yd@D6&|*LI;F_r}{V^oYT5A5-h7DQ_AUrhPHbf#wWVDGhB%{c4sBRjyc+1=AW|S49g;$nxIxs#76&eV!(9h!lU!4O=Y6lxV{1 ztFqZd9qFd;o42XnCz07%A(@w9Y9~faCS<-iUyPW`UR&oJmYBcW&{g^k4c$1AR@z^? zl&qgDrIt-}BOFJ-{u1zEM{1Pxq>qFlJw}!u$$9|@pvwK2QirX=x}yQt={jinJgF>r z25}1l2;vyTE{JVFl|$W(_Rk^^=^$c21kGsYp69T~&gV3By9ojaB|&@xaU=jBY!U$Y zA$U#mjC(G>F8>3Cv_K?ZXSpq2fsR3_U4r_+%7>~IP-trm#3(4tHNtzL8s##q{2LVI zvTayynLn;9m;{jwBKEjav1$@mm^;>CL$00GZ*4qrig}Bv$F_DXHOqeAu=(RfG=Ye5 z2c_WfIV0EI5M|_$M;>*T`KP<{Xo+!Ong|)Z;Jne1tY;FGgcaNa<*Cd-qqbTaOpx~C zpRja8hy{*h`QRN6y-y6I5>hXW!4l)IGzsGzO}T}54yTulbBZzL3w-uYxk`P;-s z7I})E!W^smjKY=$vuD}!EUFD@?;NUoFK7}*Tr*?Z8Xq4;rVkIEoiE9@CCJ)|nLXfmX6YcKaoEUsyEpVu&g%{RAEH zVuWnA5(vekyV$fwR z8RCWFg=Q>aIl;oo7AsTz=LWN)0KUyjApo6FQhSG0nj^NM%HkWAll%9Q-PJ$#cxLts zSC_;T+syV?bQcRXzuD&RXqg07X13xV!@xiDB5c!A!>rOgw7B7vN1bK_>Cvi5PL5fA z5+2j``w{?d^pb|m)ulE0+6y3+t-CuWK(`}iHGAvV^YrH-{Iq2~0)YD^q9OCw@R~ft zA&|<{**(ceyF-3CYs(C@!n`Ped##{hhqjbG-4(QoKWG(FclRVw-46M-?5)DnX?tgH z0JkI<2uJ|8It(Dd8e^JfCN4kiX~^-JeSO65*{=X4dv0l3urtU6!1qeDW7dWdQB^H8 zi(fS_OO4h>&%xg>>bzmUWzi8rQ0hQV`2gfWgmBwK`ICLBbbHcNW6a+H;N3!92KvJe zK+I5HrEWggt5jaP^TKedd!Qa}xz-WuW4vy)*BO*5!sOt^Wm*D}ICjgY#M(&X^!p#` zM~-fCSXPhxx*oVDr9(d?+-V&DX!}dJ`2Be2fp;5UZ4!>YI@ul6OGv_pz0_#Aj836) z;ixE3nt~7KMS-WACbH@t5k`qP(}~9R3^^3uz#BU}7y0uH#|n=U5$=uh_Jezsd;frZ zQ2d;S;w8e2!>w`I+)sYejo-{CPC0|`u-1ncAXu$BA|?iekm%Bo?#;pR7)*M-Fe4Y5 zK?`)wWeTe#A~jp$r{{Kz5xx3gi0uM|#{c!en0&t9_SDX8`K7LlRO{wvo4n^&I?dOy zj(Oaj-&H*!3+=F2_gBhyQLBSP8v>Nj*S=jgM(@ZVnKJ83_18gf>n%F7NGV9`n%^9; zgsQBM6!mrtdxt{mM@GZNXp1g8}GdVz> zDI5~KA*Zu*E!Vy^G(tR1yg4cgRCZfHkCv>WicgO@F3q$JNtr;LmIeNle8SGR+z8 zbbgdI>6~PbomGofM?afhEO1LIsnyQMG*3<3QJ=@cOEybE<0ba~CQ7+%@bJMBO~pPO zTy5s6!48ygTJ1$2qCRqmB8WvqguZTVu}jlFr`7FoU36oM(oXaZm!i{xt4Z}+Mm%eJ zwJOi`>avgmVVoTpwj~^b4fW*{hl}Zw%)ASlJxdI*y4-dmtZ&4O?8Nyt<}#x9Z8+1l zaRH=t|x@MGIr%18hA@oZHe*$d3N17pnFb>(?u zkmB%|&9q{D8H?gSW-o8=JS_ID*~Up;heC#(b~~lwSDWNh069)1Cujo|Czl&bM`g4} zgiA|>C2^vz91}NFcnER?6X44QEFtq)bxR-VG;~o?QO{4kU*`7ih45UMc`D(Mbt>XqnA&WmKmVenK>5R$NhPB6D;{I(;%WE_#AN% zTyPKh(>$<@Z&b87d@r5`jG_9cSy}Y17y%xM9?WwjRMp_Vq97pwn|6p~u)4d?%K-6j zwvckkG>xL~4kOZQx;3LA3v_mdgvU6$w#?Q~6z)m?93{x$z=;7+!)H)LEXwGn0Hr=8 z*_810C!c=u;eiym74h*JkZH;88`3$>kWQQNiK7%8V&SAX9J1$&n)cGqK$-CL+{{nJ z@E;NZap3vH&ypdr_MNLm_x>n%ZhzAB2u0>aDl-vEdfaDa0-pt@6KfyQMsO3-Vfv@w zU`;x&jDi<~7X3s5@Mw6F@N~|^nVd#tBfkT{67i(G#DCThd^9Eu+)4C!MEy~Nln2Z& ze@=1@lCBYel?3{5qInb(FWM1mhi#hwScHPAk{rkEFMn<1o1GFI#eu|GA-hs6W-+w8 z=YPyz;D+!=b~N0Wza;QOF@wI*mU?-i?pPN16;+WRND zwU)^)?^#f4kMJLi>Qoh1xM;0uT{w<6P8)ODXAhj8@`bA(x}j9OUJz)AtnyZVuXEAT zHa)?)9bG;*OU)iY;NlNo@^?p}C%+`nNLc5sY;AJUO0hkuZC{@@rfjboDD&eVL4)mHM?Xh73LnvD zUNnW}N`gQWBT8UE&x0_)5sK5jqo_%r6RD*ZT17G~xpC%%-KY4xt7c}9t6}1NZhZ23 zMD&tv`mXNH4Kkv!32=PL|F2H@#4pmueb*E+XTiHHIwCHyJY@Hw{=prq5W*n##CnQm zH0%}l@NUnJP!DdPZ~cX9wt#i`L{jVkkO*#0u=^XQ$stb0`KL_3PbXX=hi`rm@p0oU z0i=|=a@n4ImdX<%n0z|$ERkTNH@evG`_t5p2}`hcmTAP$9g; zg|r-&$>D1;nGEhe?1ib=r6OImN{Ytam|#b^CFJsAD<}{O2%N(2$ZRwMC`GCh*~8AU zgxtmtC|)OIuNsA^Mt1e`0|TD3MZK(9R>S`p|McKQF|BW)RaCe<@Cw46(kkzV+uVfb zZ@gXfA6!nW&nl?zVDj#`v_<5fNlb7~Jbl8BGtQkTo1d_k3nO$LbLFFJdOE@YN;OaU z98%e@!v7HgYM~4S^)s}RaW4(T_AWkN&1s8eMt-Y#>ZRr<{QCe(72v77QS@zQF8p7_z7PeF zY*q_roR%JUG7o>pB-~9bNL$9Mc(ov4lcwrLnnmuWFg9N`8wkW<-%euXP-B0yoRf!5 zTIjmHvvM5eAGv(Ov>V=3%nnrjHqSFTQFf37v;^gMm~#?-H!A_|#sg0*ooM25N%06x ze_6UlqyL>_{qY-SgrAm!Z@6&w)RQXo$J-w)&?pILG$?P5l`8nh2+lh$!S(LUDNcxR zfhp2+bS&#WD39Ye=){6RfvMab5@y=)?6f7ZIDdiZ2W79%pKuuCWGuUd*{mX$nuWC*a4JPz~uJ3-F<50t2=XCVcFy+4X;>&E=?h ziyMd+tP&P(63+z2U46~@F4^$o(x(^Xs2!=;`4?z&4UdD1lO&SX3eFnmneXJ2B1-ST z%MFjKs4#UF(yI-Nd#PMZ7o;1`Y}Z{g?D)R8vj4o958Jb)aAzN6B7aU%L6JMj_nW|w3s7%2d_N>pd zJObGqInz`#Vd>NhGYej4hE$b`Cv_zY8w+07W4_O>Ilf$hLYZ2*)2)VOKlM(~N2JqB zy;hL)=1_#Dix&~Qt3rDT-kcg6N)+j1CVet;Ymj?bg<{F5$CrFT#VFDfS1eGqp^i>4 znKV42J0ZhuF$r7hS#j^eT7CsTWcHVe+b_;xRwUf-YEfif&z#C9xw5Gn$1h*vM0`W} zXYEHQz`G?_YwabIqPqawi*j9Y;lLLWVp@Lhdm*o#V4q0-1+;q2{HFOhU%^a}Zq(IquEoqgsR)~}7lKgAiI$4i! zsm=h0RlQ2Ab@?W-89}4hh0RxuusExjJZR!I8GQ#rZ!Xcw?{i3ZqJW1YNav!dQyB|t zrzIu~h6kKSm6FR-&Z{m^c}vzXu$Y7vrMU1R;9n}&1hT0QLbU^{8i7EiLB8Kaxk*iy z+MJ8LR@=HzgTiA+l-0>Rp z4(=TLJ~cd8Z+8|3>XiD-|5l6149)AQ2fze;HVYs>Z{isKYU4!l1c3ws48(IQCkhZm zU@I$%XKNF(E$G+?#C;1V$|;CV5VI{y6?pLu0D@Y30O21Hfgl_~Xn_#1xA8OHoaSQz z0S01rW124ygyY8ay6DF8BUy8{TW?dgn-K^w5P@~sZu5IzFmO_&Q1Hhj(6ooOVOVep zV$>?Nl3~+QdjzzgT5HjTBuQAQi4fW3S@#bY1QbVJ&GJ_k%Utrrd59HAXrZrIjYX;q14HWdhtdw2YnQY^kM1z2}W0a zHbL-whe*gWrBg+-fLNCk%`r5}XUDQa;QN43opP*#N8<{e_6Ogf`nQQS`vwh>WgK=w za)6Zb4m~6gDnJc(hNY4%R?9xJM!8Jd=qG@qrgFr1kqB3X;|#JI3A=GSS0igs-r*tVF zZ5uTJa;jCFc8P|Py2!OS87zghSS3-+Km>O z`QWlhqKB86r3k%va3H$uk21b0o0&qc9DEwBBs-;BF~@8&Plk%Ts@Q{Yg*@3lO zks&<0)&n4wkh43c5^o3mRMys@^R#`iFo4?_R6(hAVNE^{B>SvydPIliFNny<-WuGQ zwuf*By`6VAWG45n$s_Cmsg4}olm2RT$XjJ?9g0kUn#oOD-qHiO;nN#3k*3$=$4`J% zKV99E>~uQh6+y4w4b%4Zh5+uf`i7^?^)v% zT~!mrZ>L9)sa|yP>jAJ>&kR`Ieh4ga?(DM7A|#VstcQnshZ} z)`Pw}nBay?jb9C!Ibls3SHBxFg`yfV!(tkKTAU;YJ&c48u+>Hn%w<;&)Fo67DF3b; zxbX)adqxi=IaCff*@CdBJSghbsxWQW3OB9R3MVhs3O~r#3NOgS2?wNr`f;HC@Bb34 zHInD6RZ!pyn(GdlVtqiC6*YlB$gXE#gQA>^-K?&WBv1A za6;#9ln@I1K$t2agd7y1{21vClo$bvkr)X~2erkZwq9bSw;O6CDm5Y&yavQ*L@ew& z<|QN|79pe{2nQ?zW-(emm_iV6bbLgMYK^Gx>aIwG8m>scG#xwt)SlwdfHuZ!8%}ZH znn9c7AVD-u8>rtd<%=iMdCDTka*fkjZKh9T3rMPxNYba>m3dnj+mdw4o zQZ4o$zf@cTQ~3x~b0S%y8C64O!~LblO{%UlT8PU=8!q=sx)dq3M9C%?sn$of(kaEk zcASCtB~fXwTzNGUGpZl(dBYt({_zsN^Lf3a@$!XzV+C2v0@@gtFPkQu?in{|`Fwwg z%k6m;ZqDs_=@}Ld)Kw!<%DTl4sLFzwZT}O_^>ROKrsQR;5UTZs!amC)Bx} zMA_GODSSKiP`c8_D(LWP%xhupvg8D^0BvmgzV`X}5}vO&7CZH;$dFz>fef&Y5^C{? zd8BMuzj`E){ADz#svjqA5V{74BO9SR`lV`LTzT2ttZLA|wv`79Lj^d|J7PPPVWAO^ zJzbNmk;B){vx3Oq4&1GioytX6@@UhoKO%p19XsG{KC~E(JP~28PkW!IO+jm#K1?S- z-q#K49e^|&j;vg;$@SOLm?v8yRh0D4y*2nFII+#qWkF-CX>5j~A4`Us>}S*-OF`c$ z;xP^gsNydi`+?Omc^%fNJ-G*YBZ}!MSRJx{cmGml2iX$fyu*~yA&`5<|L}4gz`SL-IRsV#Aa{aPKEO8oq0F2ho^)x zuOe@y7@GmH)!=pu1Nl=26|L~!t{G;Q!H9uk+mL*?x#)Kj_rbQQRJ81qs4;?DD<*M& zFw9t-O|GsXXP&FfzgGUzn=mqJkJEPk2RPZVBx3FXVAirh`CwjUQXO17N!6#P= zP{udsH!_<5l2ODY1Ofn5MZkLJu+cq+9=B#--&uA2P48av#I9OdU|`Le=A8u2LI)&) z7Ae@Zn=ySxK&yT9br{!IRM`r)IUQAl{59Ja-}#~MV__ksrd|?1^^WVfe-FWHadn77Y0A;uhQ)rOgQmK4sJj80d~)X+^iqNX@DY!FGA52J|@ z@UrgfUjb=IGj$N@(6&X)B$nTP2u(ZG|N3$+p%6?$O#Ne-!0qg>B@RK|aPnY=AAgzq zD3@)IM?Y5Z%bxx{0e@HxMW<>_o(aqCyFVd&Nh{;qd(de4p54-dH?(7Ib4rlpoxc5n zA00y@F(Z|p?WFW52|fUNZvM(=G9BU4&3|V#f+96}^ENG20jz`V)VZCDa&sf_*I78d zF@@aIi<2MOpd+E9!I~jl=20c{9exXo|FsfRk-&KY#xUa@PdNM@wUMe3D1FYDi%2p1 zt5;p26cQ(Ou!laOSEE9szqq1dj8-zQe1)OpS|*LH&25qPT(p16FL|fArHEo8CrOda zl~>P82+?Rd>U>aO-?Y5Y+UEUlDOEV@__wt+CgzhLUH`BXGAIa}6dX4G4kWi>FV60P zVHb@|&os!Sb`jU!1+Yfk?7~zpfH_eb3msM(jOO#WaltrKRs0ocOa9PNAk1j2S4o2* z^M2jX2+L%OZ$HYPn4?bzviad`5I(Cm(|Sly7~?9h3GLL)QYU1`W6-q3=&7UZz1W!! z;zOCjKXc$D5LYzh9QVOlgFB1V*nSVc1$-;Z$Vzk;kY?~Yi`BCdmE}sTG>y1!{3O8# zJ4o^3=b~#`fE9zGNGRTn5UCXm5Z*l60Fo+OAhpW|+hZlkR03 zWesLQ06ry@iFvlfPiR&5KNLtxy#)jT6#R+vCL{ydOnhx_iG+}KB_NGVu-)s>{n(My zXfd=5_9-8&O?oPe2#!5QGY1bTgGK+7EJWc;c-c(gL~>OUx_dqTs1UpUL`ASbzF4z5 zxnjhsLsRric2cOKpzqohpk6hh5JlKevqcM2sR9COET$(PkDgBqfB-MRyD2 z(Kz8pZz%MVA4m256Vj4p=b9rnmOwvN^1hZ*t4da%LG^^hFKn-lx=dF&XnV4mzT~MC zG*3yvAK1CfzaUt`jcY*D`gAcZNbg64u(&W`H2JQbuG)&x%}fFDc2BwInfRo7l|@yq zl=_{L#=?sDn?--~qpGWKVHO!6u?OuJxi=-hK!->|RD8%~mT+P=TDE!f!(`BA>6F9P z&@y?Hlvs*9Jo`w*Y~TBfbgH;Nc}rkzhV+u|ocnSo4s{Q~XVCC2wI4QJz}-CDNrG9{ zKU#m~dI}}o*t3gp4y2`G80o+P#b&eHziUk41ia3w$a~anaJ(*~J+Wqp!f_#cv-tT~ z&}41s3!6z|>Iu&ldy8pi+7--nKRLH{nf|cQyNyD$1wE|9dJQ`&?WZ}mSX;@*Qd>KZ za9HNEP?Cyma9`CzCDyM>xg^f-DY$DX7PD4}Ox9W6aC<2$TFcZ2T@Y3$9)Nvjhdrvv zn|0)c7F9s#Q_x{aKT@UwfzpoI{q8Tf|`T3VIfHZ z#BS}2N%HHaWFG$%i7u`Kj0I^cjx*o+NttN=m>@qXJdmHDM5G%_E(=NOU(WeOoYlQh zsoE@T&7%Z?P$5f+(_!7+V^MW&_UK#PZ@&)3|F?#ZMmU zK$jFwrYjg9=cQJk$1Z5cBDOe>ZC@EeS=l?1HhrwEKupK&Dy6u?GYW@cXS=NS*WMZE zjFpVSIt~*i$^eW(uJOml(Il}73Iq(Jacxhs05BGlbSC#>yAYMmQjj`~!m9ok52ZeT zBwp8q7$N~4uYU`le35oI2Dj!iqTO5y$*Ei{@|fcH#*$Ssp02#DY9D863ekiei59T} zs0d5SDE{Jna&_i-JiuN<4{?Vx=X2E^pm&U*)Y-&C{st7#TMJO z$fQ|Qa=K0}s(S3I^*pJZ2(zM6hHBey&ZuW63Oi`l{uoeXSMHy)QaYR&QV4?1Uq`dl z`(MUPY=f>u#4B^d~%5wq7e7 z)Vu&5M!HTWMsH>4w$VHbMbxFSQ1TFwn7SPdGo}q*#@;)P0wRyA+bOf<`t{P48Rq>$ z0JE_E4s}L-jLD-wY-&sf>u$J2zIwyz-5(}7P{C~5alaH(We5iN)n-0HY&W6~pg(=q zt|9e#QvDol2nYWtbG`f)dreHYM7=jcaQYN_)KU0xq@a^{B@G!u$gJ~dyZ zbV@wag~AdtQsVoy7?rEI;h0pyZW3ablIN zpEaKwXe>3N$-jL+;dD)oE3!_?`f=UFcvp_qOElJ=8ush1yh-@qpP%24NFUn2;gBOj zkA~z8elz*Z4z_>*`*AfnBm5}=H!0D3iRu8=4aRlV(&Ijlab422$8MEyFRX7+owfN~ z*!g&@`FsQUP9)311 zKsgt>Rudl(_R6mX+4cPfre%)ygFJD%W^;so^L#6%^g(l8I<5UYi`&ua-CX>-*<1`D zYm_zC@3}?*Cb}ezOL0!T)qEabe{BSO-tBz7^?Y393V&(BNlN61aBMky9RZA~l)X3G z4HzShbQj#rIFGrszA%2dj2oW2uJ4-Y8C_v6QlM&@*A=|F;3JX!?Em@iB3JW__{Lfxc zp&SH~{segL3Z(MaiJP#=4_Rm#+bix9A6+t*TA7_-rHXug>~FhFd|7V1BU`O-q!3;z z*sz|)_DQM&3r7@d|A@ZLIL-!3D9yrWo+YLji5x9g)}}K#FD}@iaW&Kog;Ml(XOA3+ zNFy8bl-Pzr)?%r!C~U~NWtp=IV_1l9Acg-T+&HJ0jBaPwfaj6H_nuuTN?bD7uuURY z?N){UmDP+J8wI@-9JWS}rJoiu7|o_Y7@HKS zH_IjNqQmB?f>~o1CQe2&yI`<6S*muBC$ZUvgx`gk()3ggC{-(XrP%wGCdhufMCTLM zeE-5jVWqP?aGH~Eg^Z&RqwzHPTYuo4s`eV8PZ#{KvlJ!sn*=-E>MfWXig-A46yzr9 z)0kBeY21{BIt2dKxy1nq^4ZsJ>$gU0G-Z4_Y^{G6BFhdmI!IPcnxe?-<1#t8P>V=2 z&?6}IjbD%{6TGLbyyl$ZfIiZT8dsfu#-HWq+6vB7vl{VGB$FL5O;RSSDJ>ILb+};& z;}8Vwx+QT~p(!oalIuu<&_Th$IA^<6vr)4f#!DMW$VJYuOxk|pqaCG4dhu@T9LeP^ z$LH*_b9Si$z7gIaLl{ssBtLvBgHg8GULPg|$^a5gQL^cHc}K9~uHjlPnXgd+-Wwiq zuD(9mMhOLYJPi7a$^dn91~@^68t$ih`P$qI@{uoR8MLzaDPQ4{Qhx1!=J4m=QZ<4@ zvZ)jA! z51z>_y=Hp__MgQF>bcV%jv_XpFbJ^lHXK>73ShL+WJ&r&ciMI~(nNyW;X;!zsQLEe zKWr{G1}8B4`sDH`oyD9Q2^aU{N>M#?WXY(bQmUyuBoi_ z4N0PoN&ta_QWLjXI0P5IC8leIp2ajI=YWN#hciUx3-K>^@s87x2BAgpcTN=g?f|_u zmzWLG9ybr+*P`IlDaZ)iG7_Fr4QPx8AtG;w7O(i6x`~RpWaGPyfalBaB>XtNdpPL< zJm74rahVKx02of6#aPe3C6ajH_2O=dM`~S5wPwQIIH683-G$0j{Aw~4O`7#`?nW7P zIjmL`6M0Eliz8vFxTDMLDzq`FxY1)t1ziHMU3Op0K7eNDjl{;IJHKxiFxLF9$6BIj zP!6Ip&yveOu=+N*b4Euexm~88(HQ*E$`#7#O#K>gU7{x~w~Je?X;bPWvP26DQNQuk z(hpO1WDe5ysSM7LsIWa%;{kBgYZL%#!9~CSqHCdPBD!(5{+I^frl|Fbpxk++^Ofj%?0w;dI#TB062ShO(vRK^&Xp z6?UK4ZkS0ctrp#H++m*#z_#b#un^YDA{+U!TgUQ1Si?clHUx~WBu+^L9e zP42j^t0y1F_-j4S!@K0YH0ay!T~2hd4ki2x{wGCcGaE6xTA}M;aE1%mk_QRQZ_wO; zi0W%6tiG1wT^Q_p@0o#1J1t?FA*$O_nhsu%`y#AoPMX#}v?3+ieGz6=&9DpdBDLf# ztrnysTH*$Tjy}91@9ikF^$W3`cL*8w6sokEqzXkLSVw8YcCk;Z_Imsa>a~CP7kTE@ z9u!59`x|GHH0>ijFk>wXTiJSpUh(cO_2(gJLp5ZVFl|Q$KdZ~7y6dJ*KfYJ}p}K@o zT|!B9&iLJkf6+l%|3qnJ;JQ!l!CNb46^kZW5Q?sAZ{vIO*M?RNN`2 zLu8pqb?oHRfnF)FthYb&vi=~U-kC-rGJpL*dRz&%6?q+bDqymTl~$bKF@rO{j)2@$ zFWf~>uV2Z}M}Z$}9N%Ms`S2JFu?O98g47@&{$VICD%dCY!SiOzge$1=EblKpm(J+@ zo~Tme;}8yFm+)I#d7bK0kC?f;vB?HfRp9YagTDuOCzgG@7XbvFpHiXI%21 z&bKtRKFHR>Obb;7OTkTt9c4r{^se6u|Fv5!Y;Me#|J8ZlTnwIR(|7sU)9_1mn6was zH8btN=~KRr;F;lg&WNK(e;Y}xdiGCTGZ}5U%4cGJp}g321q?HTZwzgtauPvUMhP`U zPN9Jwh_=A<2Sc+n4ZNW#0m z7a{JRIUrYp^;Yv@7Dyv>kh!GO{GF)QbUzYo;ZiA6*z@?5JKFg>6flWFH=#iU_VKsk zP>|F1HE>e~46aWV3ZeiH4#w2ycjb389o8SQFEv0vVNdI;xQ1Wq@qD6qtU=iRvgl#|K{#r7f_XYJK+%Fh! zMpwgP!6rKtb&$yxuY$-l_JYbsVh#G8u9iaJe55eKweb}1SDh+{EV<|=4qTB}j?yb_ zCF4Kt)y~VCEYl3AYv+(-!MG<;(8VVmB;&WH94=d~`Y+I=^fbh#93&IAAUB*QgMpQh ztua-x3g86m9?lcrMBO2%B{t)Q9D;$ZNBvCOnIvy_-)j!~3^k$F;90OMmsRBBKU~|+ z?HPv_9SpbLG-5m?%d)`)FV1+;-9*n{34dcldP#7 zfeH|@frOU$y5~lF^o&>xz6nDpTmQCcNx?Ll%Lj?|tZNWp7YxsmcQ2zjM9v;$#eabr zu-BE?cMJa;K(XkZN9{v;c5^&+IPY%j$^LKV6J3*~fUv@frhl@tAMpu{sb35s*5*w7xBDZ;6)anw6pTLz_pIzYEj-5U0 z>aDRkC@LE6H)UK-HMQtb=jKk8TvrGCx#~21#KESKPZF3Ri zR?A#8G^>lcYSo9r#2B${(tGCBQ!Z!c!1_$ECy=)8ttG;gT>#$LOr$_G`NVU)JkaKS z!&5d?kA$|$9v<*P1^M|cy8aQpN5W|zE6-`z!KSb|=yygI4=^SPO*YcT;Fk#R<=BKc6^M%KcFEL84_=?cO&S zfi!H)GM{t&RqXtmo_3sy@B8jmfe_n;+*POgqIz1#?#Z9e!LO=qOBy9>^MCPV+rEJ| z#e#!%h^l%Sm@0Wo@PHccuj#`qEB)_j>N zHoT+ho|06K@aCCaHoKgNv9uN>F~p=kxjh}tsV+T=uk)PktCLBKJ>3$nDy`pT5 z_42T=^GI^n6sXg!=#vtqaD<4qe?z1oIElS`@!LQvF!C}{e?Ugiv67GlsOjy&ETS8# zy@-K|mw6reK6S$fUVllIW7v94?bj6p(enA(EIMzzXW8i5k~-O1y?yGa6BrOO{sVq? z<|pA0gu)NT3dBmH^)!M%f!X`h^x^I72;rCu&JNpw=W&=xZ%kL6+d@KRdO#>I;q_|Q zh^LnId1?M6daI_T1-xHPE^v*#Ik}#+Yw0|)m+IHc+mYF0%T+9;VO3pk;?8ht+yeLB z!lA;oh<*W$1m8s}$xPNk{H&%3ab$)^gl@7k?vuM4B^JtEv3R-?HVloaFN% zt#3`046-W~Ttt+!7Ze6+0!x}r|2Fb8JUB-#B-RmI@gJ*hLZn{iW$?LA2|9L5(rb6j z<#5i^_VzgO%|U?>X?gAqoxAidb!?uR@1DjmfdD4iJ9!^p ze?rQa7jahQwt(PKrcg{MF2Im^qR3?NJ+A@NIxJMzyQ|i17G@g>l&%z6yJnD z20nXII6;;UQ{^lC>=FL-N%X@l>uq&=$a`QTXL6)+P{%@z1|HnP?J3$* z02Od)JHhZ%vAC9xq35vKmL9cqC~53;i=^!D?L>P04rfW4**D8gm*qVJjAu>$H)WTA zvb*pBVeT$P!ZTI;m&G^12aB2L1x(eu>#&0|e9!a6Y&@%yA1mqb4<2!+o9ny}rV3jr zsvU=upFD2tpBAF;A^DCbsP7?b4(DfYQ-8TRH|0NERJk`7H@Msi<&iBgO;;JugGA7m@iTs&)2XipADQ)(f{o-L9 zDvHX~zK+ha&M$IOm94t{KR)7&Q^fr$?ls_(AfcE+`c{ za6iuK3DHBYZM|f*Qxr#KpB|otdPasGx86FIqVA9Iz6gENsA!b}9<+1+n$^m3+iwA7 zb^Y%&;YGIGG&~V`fZ)<`4evf1LuV{rh?6;Gc5$B%b#29RXE9r&WLWh)z>pJ$FqTWZ zHR?H!oYdUc;(#wxB$oBM6Ta={u2iF-vw@p};@;L1P!AiT!w z^%{A@Pajd|cnGjx#GhRUJIg-)4}?s!FaG{`&oNBw0{*WbZys9>HVpwiski6eM{gzR z{$-zM;fBotD|{WJW$cVk0aA}Pj5_uaOS9rvhaGF=m|V!@q&T`yy|qbrCg=D@_S zm!r0*fRBrfp2urglQmJ6Tj- z=IJ~$Epw$)oEhV9L!j6hN=4|zXEgSR%+Z@8$$9PT^7mhrYS zr$(E`4^>XT;Qm7S+PumoP8mM3c z2iFJfs5MVe;p)3$AwtPD^S-W)ZPkAb>R!O?v?TZX^REZauR5n}-i`1JvMtRMRv_dQN2A#~7B;kB|$%HgdKo{+Zn4*g9{-hK|%`j%r5)ZTd7 zb4q7sqQ)Mk&W}!F+g4g!X~NzJ6j5PL6g<|4)g>DLsp4sR z%+igtqGrc>YvWEMSBw%~p0uI{(Rw=m_8C#PHoKNTJD1^JyxO`+YBNY15DiyH^2Di$ ztx$q$_SyWckX64bIHG6)2sXc)xrZ3l<}p&!Y&q}dt`?)xW(dO9yhI!N0qEo*sr*-m zC%k%mML5xlp3Ow9T48=$pyCd;x(47z86-&#>wv6=ON}`#J`7rI6Z*NL?I_u6J2?EfqtMQ`^Ns6n0f5}i2G`7)o$vJ_>Fq8M1_10Q!j4S;066JB%yZzn~i}Xs}7BE_~?#` z{I|Jh%566Q#85G9H}rdt*C0zo!6z-B*?$6tBXUR;y^nh8wpxC9w3VikVsCiK2aV`+ zmcn`qHd;-p_pT(vwKCFz8n}}r1QdJ*c-L4j9JX4LNW;{+19V|6LZ$Od9?+vLavNwm zcpa#zVd{(Rex4ka>!jW)Q&>I|A;z&^Gy|E+wcj7#yBdu_i zeLvX-=omzDJCQ1|1q+@s4EFM)oMPW*p#^Rp=OU}CpDUi9&9tCPysAyNL0*oKT?cOm zMPswEVml`xBx0ASVRTj~x$$)$`nxLwPkXsQ#UQxbhf5D_0anekslE0*($E>;h`BEz zRh_?{EA;`vhW^SWyxz6;plSfWhl84L~^@3W(CG2sRP+Ycx@8SRpqd85;u8;@BjV${HA`(FNJJ3DZBsqu4*8n9b!JhUxKcXe3v5$<*wH-13yuGHhM5w zE_R=~8Je&gWO$r)hNYg}Q7rinc9IHNe((6CZy|bv95!HUlZqHTE{;K>NYR( zN>103X`j#5%c$YDm5;P8%1#(5{y1Yxy&OU43S3dnRy3tiBcKLioDOYWP^l`WAK5TI zL%av%lF>M}M-q~iMt&rFW8Bn-rW$KsFP%i;Y!jAu>r{%}d2iEmp_bXo#7!X`t&DlHLwB3s8kmmS#%h5hN?Z$(AO>f4@FlU)<)CB zNpSZf#ao~_#e>TW6e;fRu7%(hC|U}%#VHVq1~0`m6n7^;u;T76?U(P5x!s%J>}GcN zp38H)BWc83V-X0SRKYyuefsu#+f|?V+r26*BL9-0ZT7F@AJt6zJjX7ct^NpdTBrmU zS~UR0D^Qz=^nB#4WP2Ut|D7(+v|$8QY%Av9v=1{BT!T{jYc z4ik?J0~D)ViL)n5oZl|!Y>a7yw5qN1zSute$T~kiYwB12q1=W2lO#T`E=JHMJ}~g@ zpGT>iAsk7oCpBo(oQ2Xuu$6rSKK2g}@cZ*M+nFTzvG3uUZ8CB7{7tXvJLQz?99JD+ z2V_s^?lykS^x-pa_@3^@nu7mVu-42raZ$!Si@;6HMtY+(E}iL_d%dpeddTLqs%6?W zGITaP+1&`JsW|0?m`4w09(wnw>FM#e9u4j9zeJBFvT92*Y-nMB3RjLSfq+4>y_Nl@ zIL^K(<}tS}Ez`0Bm(v_HV=!v`PvGK+2c2o-@K3m|p!0gt)7f^O3+iL!BjLq~;)Nmd zsiwli@>=Ra5AG?i$rny6h;g!%;Zt0B8y~f{>*=KpmimW4VB%;tIdwUl z3^Z9(KYzB^2IF3xPpf^nsXp(sr|sK`x3Fo^6KJ<-YS?UjS5LCw~>V>A+-g_8tka<_M`C1Av((}*SSp-%?MmO92{X^E!4!$<#W0n zu|Q-Dpz(sUOtIzW4Tnw~rP?M)I zqoSG5b8)u<>-KZ3)?F>v4ZJYZ8yX27B+2Lax5?nvHIO9(6DoJ!mJ*kTcTc?`OTQ+k z?V)iFnV6?^I&03fkX5wOR|xTjywy^mbBr6{IOz7CcZ}YaybXgsq#l3pevA_I}-|%=IyU;eVHz)*_c#+_>VuyfneXnp> z*T?p?f%I-0;{1kmZ?9U85L_g}Jc5+}nFc1JU-DAciL&D->+LM+J0vPhrX_ zz(S(Y$Pd$ldH!NJ;a17gsejaR;LK32xmJO7g$>QoS0 z0ymY>8+ailhCH4iJEV`taG=}H?Z6UgEQ942M3gvs6L`T|DgW64+90<&U*DJwcW?RA zK{2$b%yv2xe^<+9*#?W}6&x`WLn`dh1|_BD?zWY6G-puWNGy~c_qk46hk$PK6jby&*# z6r(usi4d?oLI6>1qj`~5B#4oEiX!IMkT0%67^%4^+CveoFh;5^iqeEJXp;|bz3g`* zSgEkx_mk1)UJ4mWY7?sU!BNIp0tWxD?~- za-WE7k+Tz9w4gGD=Up`C!N;)nXr#EBfEGI zoNcS}6KEZ0YGSR%Yjqtw3du3+k~JTQU`12xvnBct)y~-7oN4_Rd1yY$SZ#2lRh)A7N1zYL)I-4a&erjNoDL*TgG-)VP14bsQCB~gT8k4e6e~Sty zSzo(&x?M(lI<3EloaN&S#@0mqyQm2deME%6{`TAz772Vk2w-eTDzjf)iJ5C`Agpk= zd})BZ5w2|PP&0h&N0npFM(z?bwM%~a)(!4bJuXOplwi}I3(`2Iud#-p!u^!m06G4) zveDhv$UV5Hc1Z-w+@1Je?Lyv@b%WGxk4tcC?A(nLam8^9g8{OqqT+do-T+B1UfDR{ zW8^-uQ@d0*W!=D9vv?5UJ_Se9M-l%QxYiN@pei~h;)SMyY(*6_bbFCxGROnR2_S}H z(jr#rl2r~VP+|a@H+#41N!Z8s8UL6V9ZrI<)xrW6h4h zIoYb@kY_06#`xqh>(uJ>Zbm~#RHFMZwDd6dmN2^|U8UFmur2XWt221NuaZeE0?Qri039Jz3;c} zrh*uWwjJ`S^xI`DDbd(miyJ3- zDSL@rP;1Aq=PtipXILu8sEKM`_kxE-!+UI73p2TqXW+sc>l=l)cjNt_U+yx=nEeVK zI+Ym%UE=i?`)Qpk!*@yj4HJEo4RKt_4`O@a1z&MH`|O z_Ufgje-;51;V|xzUufr#PL#-NcyI{Q%P)?~wXC&~^zb-tyFDMSurFEIKrK%UNmi^6 zqN)(QuqpJ@8w~0KbZX)O)@90}S?>e_v!ln{TY^W{TE^gKt+Er(#0BMl&fR=uwd}=C zL>%fcKs~kH#C&$I4nqnCE286B z2#a)i3oi8(dLwK;bKv|2A8maKT2Jx=6&=|1T*=Tn z0L7R6Rm%c=xswvHqD44}fJS4S^!@SaqBI?R29#vb+Wo;mQT)_Zoe1ebaxDm!KfJuX7_R^N{K@J47E zkbW>I4;F28Ei zPeN8(6l48N?BZgSiM&Q1a9MJD2#<|>jB*u|a&>Ean zq#3%&vno6-0c`X^)^M1lMl#!-dsnQGIZ?|4{Vrn?E3I%ySC#U)MgAo*zqVR~+8F|w z?Q#>tvT7qMd#o0KWDB*C7=yu_DK*xZpLT9rR^2F0sYLHH$zQ=F=Laz(Wn56}wS} zzF+^%gOPdjcP~ztQgl##K@7HWW6r#k<2dcOP#wMwa>byHNkOAkg}Cjb?j=CV#-7yj z^TawyKz9@)mdF^-%o1jegKI{8(idz_Aos$0GzQUQtnlP|G(&BV)CrP^?=`%iY@wfs z?+X4aXN)o&{k+$ClNK~Z+uvT_!7x#mG)oYWfDbVR{+p`@k``61Lc|_B+~vqfh`UVsAg4>qk)Z) zej3UL`F#`zCo@VS{?Do<(v$=nlav}E+4~Zc)F`aD@L93%@BPD6Qbp1;SC>D|H~hPr zWhU2va$HoYeM*XxO7!@50*VO3o~1gDkjeNr%62pJ_(VLO?^domb@fe<|D#Z$2MUh9gLV z8N|4{l>T3E>MN53+he!bj*#}|VY}sX?KYuZO2YTa<2tZLxpHPrYTPk*?k{vjnkS;=gK^D*2L`oa zcz(bkQ6iU&FpUSUkd;{r=;jjr--}!0*`JZ&75+ycxslf0?@gfR0A_`Mdm zqhzbKWILwXb*$*nYm8`^sybW>MSyd$_gcr__;!3&xAXq!H}Zg1oqi3t<32=Z zGoHtW*H#iUSsF8qZWKQH6_=$u$D5 z?~qTrVjqaC#z`hP{u9U4cYJe1(U=SD&~*yHV$=My3$l`mZZ3u1Q7GlZPjoZGu#Plg zXrMr*;+I7j(W%oZUzr5v|5N=n7)QgA_6n8c$@fdD)mI%I9Wpi5V3l}*wJc!{%3bUW z4f&g)X1TSj|2WRy6m!~dm824-U6ktl*6*JjrZ(rm0(bUE)aw$OvCso$>L!}(%!mP~>sSBz9 z<;-~K{_s#eem?}~2o-xp=SZ-fI`v%#sypr5U#H=`Nb^O)Hf&e#Jk>03dP?wbkZQoh zn+pz@bm^bc-sjYV`~>u(4?q~2+z+D^Rl1^V99Wz@XIl!MaM3i;S_6~Ld7Pdb3uWoM zZEhVvqMpDj%EduDkN|zM+1;x&yrFtUowr~0I$zI7+*c=kjfWLoaJ5*eah`uo_+2C* z06SA>(ffvrv{Myp@zvmL{1$gvWFwvRpvg&mgHg9k$9&7QmDvVmUWHohI zsu-x9Riwu$pEhDpEN=)CGGHlA=Tszx zF=*gmfSoe4-73?gQja>F$K}Uu(_*K1e}MFVJBoa^;>W zoGeAOcxhLHHKHC96no2gph=>6&}7mEXj0=EG?mfkmHnEIy3Yqq3Y35* zKh%IG>l#3lWL=<1oj#7qZzCvd7KI@}lV7($Br4bK%U{n>ynBvGt_aX%LOf`4I2kmF zmk!c8%nR(GRP}+T8R$X{oqeElU>~S{qz{xb4aF-!mDMO79K{>cg(4PF<&h6G{q8d8 z5N8xJZf85;U1@ z=>u&T*^zav8H3Eja?q<9L@|Q|y@+Oa{Qe)fS1^X|&Jg2y5Abh+qNx#E~X=zc`A z(kP1s+AdT}l*{oU&je)ta~^tCjTB}Odk9he>OJarZ$Og|mp)MN)vjy~U=$)ENR1x) zz+cnk-ACtyo&=gyV)20zYVXMAw4%V$ETDU>U`>^;%(+Hi@ zWCmzbOUMWM$74rU;Xoadbex4wNGOC&8|Fl$2cK$RO;PiK%H{6JqAS0L5S3=56GjMQ z)7rTb>1`p}S0ijtAZiiN3qJ$oPz!v2YBBhMNJs)1p`1PFn^jeW5 zL_0nppMG739)5J_ddN?bSlO414gFjSJ^dVJ>XsLyh^Dj{MtG~XW^3HQxD|NoY`D|- zYXm$O;m$7a)me)e?5lkzRn1@DEOX!9x{a%x1A?U?B(uq_%l3K|_qU>&ThYc$oQFj9= zOJ+1Cj!b2qZV>%*(=uZs0g#SKI3fW)@-cjgJ@`Xkf2$FVg);>Y{VOY0hbJYe@XOr0 zg(g&L-1);Z3CHCh!JLD6ooTRzOi41a<7t$~B2BC;>udnis*Mb0O2YmK;atA|y=R#ZNi4{1o zjFus4xw`kV>#a4S{DU3qXP{Gbsv-12A}L?f5(Og{D&ls>G?M)}BEVx59>wW3DWL5$ z!kx1$g!4kvdr%6daGIYEZdrRRa15!Ybw-MdL3;(Qu>wY^|hZUL}v9f9} zQVN^X`poBx(L{nZ`9NQm>z@CM?4#PTxucoFKFI=W?eQ-%iK60K;0=h=|0D9*C?iln z%9q{XU7Twu$G+oat@Ozv_|t#iH0yjk=S1pZ0sU*Q0*IFuHpIH3 ze8ua3`<2`S9O$zhB~(UlL|Ech7(Fq9h-9w*aCouu=1 z*dnbB-DhK9;%Yo7XFpcvy)>N*sJC|ZH)I`kiXwkdvyE_8yLyA*Ab2i{$D6ZTxyfSM zI0FP`wBo^!F7c=0rhqT%GMHKS};3Af( z;GJ4dL~%p@doQ3P{9Q~V=+wHvxOxcP5Oa>8>K@%XlGCYZECk=EpEQAK>91p&?Co29+ztU8qnof(^gCLcKvW+^b+g6;%@=yhjiqz6BLC*S;|H{%Cc%_l@xDT8nYUN9v@x|BSuF}rdL@lq#HMqeb8q>K65T(Ws$%z0c)8ZT zi`Bk}6fn}YO8s*QycP@ihmqNT`ipOxe?W<39d<-S6T)XDRL<$bnD*`a0;^HEgYC=e z;Q2ab4YrwpiSSAmV*d8R{iJJ9Y41C%$2`?s$H7`03i!7gFm6nB1h%C4FGhbhf3ePq zljOT=qSyOw5(}k?T3+}VZZf$bM!WBRoG~7sm|oE(Hj4ndlZu(F;+1i5rtNFj?!MPq z0qjZ85L8daM4LnIH+o@}93T9!E zn&(T_=6R0uL9ABEHgSY_SpA3JZmSMDslKios4(jOVez6>g+9um|HPn0D_uA5W>15g zGfR|`(>1-5##wmmNV1rFP@9w~{Y93a(tYH`TyvI!N!YK5PEBgW6D;x4KMH7hYML0c7GGuVHUfOer_=wG`l10?*d{D_s{ z?v|+$6xty`CoUI>#SP)CV!4y^LOVh!-1y zvvBXW+49H>3C`4U7Bc(d$QN`R0D%hGxWd#BV=PI3KFqJG>n#~1FJ6#TG|5#B<2Zd# z=&0*VDe?qAJA7Mm=$FHufB0r4swaHqtYro)x;B*!a*ow<8>@^-I=GJDIb|MQo9xCA z(a56FG^3qRep<#L=>Y8-G{}BKZIue?OMHy^;NThH-iA*aLPjT1@gr?w!M>T$*K0*Qf0V3=SSzjKe&(9h58U^XKCti$yzWq}q2QROMzBsn3 zw|xDNed)dOy~1oD_oAgEIWaKZt?~3Y#P-zc^K71mRI{ke&1N>fKBU_3j!4!mB4y;9 zt(Un#LiW`!!ZLD{wf66ct_lmOKPGVXRzyn3Et*L`V=8Nb`($R5t2TNr8kvd8wUpUW zLXcyLBA7QG^UYW_w8K|*`1%gBBG17O_sD(XI4Wpvktg+Tm$uzyyT>fWb+N>hJXA$ixClX@@n_xhOe-&->R@3DK=yYXKW8V;l1#P5q% zWyq*=1A}DEe0;(D4O8%SR1TVM5+(E~<4;&v?39GdEg;RF4PNJ3jn;H5$1_hABMyRs8SWTMH0XfITF!aW}amt=HNy<#V^!&h6 zBLe9EKmq0;jF6h=4Cvcy=Cj#{ds1>$tD$ z99$X=pJGt){98zJrZK?}P>X4D&+!unrc2QMshYjT%}AH1l z^!qiI9=@HHl({(MZL#`T)n=lJCW!_<`L2USY{neOGo;+Yq)hQm%JlqtvwX;VB3Sb5 z#8tT8CF|=y>U5zAP{zMmRN9k zgaLpyz^x1VTsaOp9}Lp!FS zJOOSyp(ANmMQ};O@ap1Ds|qUN^rrgO;#0o?kgQg4A9n4?MT>is{uSj8rUL)#n}csK zUt>U4hB=3|-SL8SRjy?PVS8!dZhX|K*XTmLMP}}NUc5B;ux}b9`&23tWJS4M_*eJk zSAj!wMVi)sshC@(I$`Z5tdzeXp6 zPv~>~m=@_Sz&R906Qd$1h5Ehw6&<2{@RgEo4icw|nTZ)y`ScaL$0V^tWNUSedj7k# zeBDTIS}}1@n0NLPoQke{NWTVdI%}{Jatrf#oVd<++7N{ zQDO?yk*K=hN|L(%wiGx&PSQ*v1EbFx5}e&PF70VggExx&A$Xg*ly#jyA<*QD``z_g zPfLL#W;au=KiFS^Bk0M|3TIX`;g^F1I&Q(ZwnS9Pft4fsTNkQe<23{u^)!94k@9cO z`L;reVQm9Q|1o!x&Wq-Z2dlV(S&M9e3GN*|5;RTsv`?NCK6p=uHse#Fh3zJ5Ne3%- zx7nc`744}jpTV(Y${hGcE&A6VdbNjvHwD!XJ1b&%J{)+9#G7Tgvs($Y=AR4wVz$)4 z&t$u0xvy@GY=Z5um%OCUBg{vaN{-WYDv|U7qlGL$#HE3!h<6eT%}-@!z42ZUUj0X@ zcyRMb1A2mg z>e|Iku8qq|d!gIP^n}CAY)9dsjd!t_3%qlAAF&M1lXecrsMJUZ(Hbi}0-2pip(VO7 z*aOsl<-_&j0x1$a-Z?2kbCi$iy!=EkVxU>d#~#;Og!!%hvqa5Kfi*ky_MVO3w~6JG zq<7W40pN?_ImYmhhw)MFg@QO|Mkz*I=HLM$TX8^&PtA%yae8S zgNu1tF$I82NMXo`yO^KejpdsShy9`Nx{Wz^G29Un|6Ge|6CJMHqGQ7WzQf=N5uDRW z82;ezdvgl-hcWwUmqk6kS7#WQZlZ_yIpf34tt(Y)a4mkFE$-B3@&VM-fU^*syBmv0 z#pK2>8&p2e7N^7W#=_BTFCo(WnrG`k34Cvg`m4K2Fm614l^XRFx%6}3Mw779AXi4X z-~z5)T+#Ot^<*AbC;U6))x*|jH}PhjG%us$ZIYQ76?tuCy8U6oW-^5N@!kf97bO5X zxAT*2a7-4nC1?-LwaCFv0y`W1_Rv&}$iOQ&_RzEkVA&6-E4;QM4*pee@K^6e z?Xv5=*7^?iW;PGwUp?%$#STOBvlC6QmKiT)ZJaov%IFS2;*4`#E3pD+Ay?}e*6K~^ z|4B-ad6KJN-wxsyBPeqYjk0AdJjfB<W9K5Lr>2hRNXeT0X4P)P(-8-YMnRWu7XcEyd$aZ0S~06Jxl@d7Fu$uv$gWKR-f{ zHJX`eOZ{vT*a&K17^nLMFIFVGQMNp{ zM#rQzm1uK>NuF`9ctC@#rZQbO1`Z(L_CD5E{QD~yBfy)oUbY`>MlZa$e#cbq8eY_N z8_%0#wo1H!^nCb}1#mW|>_-Hjp|^rwJoh=aaFusu+2&s5{BVlVv;vKeaRjv{=$lt1 z8CNoB3Nw-paQm(FXOQ-AyHxtfMB%Z-7_(=6P>gJ?!6YGGwdr|onbzu6IV_s1uVGxJ z!7#hwETf-OIb6mwWKSPTuUg*`)V>kArF*+r2Onpk^IS1+ObKQMXVNQ(HKjYczb1_# z#3%Oy8t93xsy40tQ17T9gDrXfNmc*Nh{e7V_K7sp-ZAYi3bcI)ra$Y2J^E3rVIk)EM6j#UDB2?54symHs7QqkX7Y4~SX?BlA{nD^H+PCWM z?HUv5oB!$Y)sR1L^7LD#R2>bs%*^AaRg(8)4^bTk>-Xzs@C9op90@v^-h4ymYG{PE zN?o!GCPtXo@tpYn{P&yPQ3i|%6_>639Rcoa8Bb!3C+_>Jx@10o~# z9emf9zI|5|MJAS?AYtHY>e*qyAozfvyozfN{W5%$T zC<-%XJmEKH^sq5zWMD#(g)w6zq4DXXktJP|zA@uXkTD`k1##^=2OcB!HTPjMM=Wb1 zgn!L}-(Q2xx#)~f!MVIHL*<7i<%g{|%&7AkZq!i?i#b9g6JO>M>G^y z9#$Dwe-am)1k?XSZDvt}%^knCRx7BRBVeUV2m6^qO?ad2n7X3Bm%I4ElIl`qx`utd z(Qkd+)k7J490x~L1+MedS2zWOM@ESS!IPs>qPiL5qw|*)*iHx3*@1~A)kQ7I&Icjc zLB$R`<*=8oJ8RkEojVLaVHIu;3ONt+B^pifq8@z`f4gNS(BX4l5X^Ds(0^w>@1e~x=?oSdaw4ApFk3o))8VZG4~yEPR;ln&e7BA( z*&(8gyFgU;eoJNEuqd_A8i}mIc+n=~5X^(EZTzFH5iN%6+*zVkHRrdi)Jb_&fx8_r zPJ2M@y8lvDZM(A9)LCE9s`W@DvBdw-9oc&O=10|P&L0f1&>y60ZM$y38}(@WoGYYZ z>c87z+O+u&%$vd!(Db2YH~Va)K`Hthain(Zc)cp{h9*f67zzY@`23keiTp+{kG=3S z>2ygC!JU^OouT-%5i_5;KYh(r;1FKS1MIzBR-4$#4lF$~RO6RLl0_oY084`4I(;{8 zJUcPcz^lvirPlQy(w7(dL$cx?Cg;_)o>bv-!Y`0tY@U2SY(spWGa*&YAL}p6iN~O~ zg=ShY(E|3r(5UMU3g>n|a5*Ds61i!%018Vlqt%qcM+F!M_@5YJqhHi!w?5P?Xgm9N zZ#zgU+FLN>{s+{1SMFN4O@^nF&Q!0T*2V3A1Q|>pcK`gLE+A!;x z1r11#ZM8pw^pXbB85tTP%F3dNgpHoR2XoF^`8Of$MMMo}BQa$~4K(ZrK$Vlt*;C1~ zY;0)yjPsl;qss>ILD4)rxa$&`~?+uCVC2^KrW=#8a(lzJ|A z+>Y1nhtO}BGSm~7Vaa=G(f5^7U#w3RZBKF|h7uwnTz3B85Nya8cb>4}D@ni-H&IJD zH4$Wod%Yn~m70>D*lXWEUOXM`*AIKYRI2tAslC&d5NfxdL~mFIha%sZz|ln~_`3Od zB%^LA`L>^>9Jv!0JfanNG8BFvsDaVuPbsuy~zFU!NHrc5nxDp6Lm_`Uam zdWm==d zS!D-t|CNDd3@?rPnHUU5CXqLT;xeYuRb8sxz-;EDue;OvP$bU9(;Cmlo^R}3pb>!LeL1s@# zP~jz17(Mw3UcNzj&*lpMH^+;2kzw4Yp5T1uGS34tkv?1S6+Oc4EJs&S@FK4@-3yDl zS>Rv8;Lh#fq#^%VdToA_1)KS^nSQdNOW)g*B55vxHL}*> z&_eDEje1X96(r@bdnrue1cab3QE_dvA7x`^pO&=w767-_YM(p`TxE1voi7BDZ~aD# zN;L4jl$Uv23N&7M1)CyYCpm1Bx1--4mjp7X_bKUlNzc7(p*@`FG`E)Fm8{SR^fFv> zPc|+}dA%Gme>zL%RF8L?89Luo_xdGi6uhH9ufNq@A9>Weic9bD+7+}WCHQjXls?7n zPDXeMrB@dFn=OtUBb)$>P*#i*}|sg^NwTMIm>cV8$ZWv zzMqS@(fy&;rfJx_{Rx{!o>$Fh-wU%mZY9l;-$)10T{SUz{NG$QDk^>p{sW7UlQ(gS z*P<7So8Bfu>l$mdQm7s;VzLZ5VTUnCM=OHNEx4H{GgxvsIQ3rZ7m~523Vik zp{A1HJm8qi6o*rSwB>1t8nHrz2^0xsvaPtkU_QuvUF;{*`Ch?)`>0Xvx7mS*?q}ZQ zz&k(iSZMeM{jLK;!dgu)x#sv25fReRQS_zHYssXwZ4+Qdnt~N~v{%2gWJ69w#~Ii# zM-%}^0Ez2^H_8;k#GV!g+THjatZ!r)yoOI>%XT2C42DG*)iUPY5f~4hHLV8GBFXZB zVm2hJ*Fy9zADW0U%D+jIANq+40mgajokcf?tk?yAc*9P)@H8j{?u}q>5Ba7-ilM&c^_DEjc4;^X`VR!~Y=PV(3;I0EJMD`p5V# zXvZ>J`1|ZjyBx^__g7@!h0czY%r>GK3|T+oPI%pU6e>>bNWOiIJW!KLHPRq1l!SJF z7=J|uY#dPhQ?i7L=Aa@CE(7kZG7R^i@2>1XS(f&%y0xY*r-mL*exA(KwqeTuy5#0* zxO>~`z)lh;MeEWxcMmp?ozczG1p5FDQgSK#W>_Txu`)J0OyD{!rIs^IiTB@e0xh;O zT(|nlx10fN{Aw@9m@eQF=r5a*y~e4M90>-ZcK@Uj9W=0+xB~ThGqTqS^Z4v^Urk{<%9_--O)6mxW4XMjl&XU zFE|NR4iwNVlXTgOuR|0wimXIFyrWywAX>>Us3@L$?pYz-434d$?zm392fh(0D3 zmer~lA7Z;~z5%kUj7cVcc#e-f)dKP{w2g@18w^5+KY_VW?#TO5oWMrxF320tC{C&o z)Ig&mwZ%52Uv3H8Md}}fA-y*FmM}iSA--Db6H6E)#ZpJo5*x)RmH{O6@YPOyEt(eC zjQyU3#+|hG$Sv!9rqWVOJNB<5z57p(wm$}r*6#J&U)dgMj%1WfGm5Q`MxwA1M%yK= zk{v=niCldEQ6@dyp(-p^V7q!YyS?pPk~S=4L7{B=8x^Z6i~7;7%N$Y}LEx%!+Oic#aA9fLm{zS@EE! zb|{T!dk^&#QA;F?2zVSVx26?A*iHone80TFgNeNQq@9Vqm(^=mG4@;1%3gJp@sT?* z!d=Go%=CeK6un;em6oG*XXgr78sTWoY9;fm{)rP38tlNLABg`*`|GMK+@viVBDwd9 zj~Kd3;<@Tz!N9crNwh|guj^w?v6bMjQS`=SW%kO6_9w$1{rPjspLSALa?h#U_qJuk z#L?bLyDIQ?`RCcTn7}&^=tYCNV0LHQfd6P-O=4MwZB_^8US4%)tQ`z`Pek#B3vnZp z9efx=?tAPsjo++acW3y!9a|;&IipyYCei2*Ar+EquJpFo_XdlkZZ#?Q^I!)J)k@DY&yw{PN1tfCfCr zd$QhvRXMtrZ``1UWr;!3yyS4NE%Wl|>|YAw^^DzO@^G;`di9KGD*ML}d$=Nex|tp4 zkVP;^A|tSB*3#h-@zZPuR`yW%z0gnLQ=F-J|#)6wg45EnazJT;A@+Kt8;ag z6ugvlvir}T?7*TeUBt^{Wqn#!Kyc)*0{KEaw^P$JDeF$8^0}kBkEAw}eJ++`Vs9&u zgPcxnY3&JyF8rGC_v5^<-BM*zaN& zMOuyj^=TzdvucV7+@+zAXt)()pK$*})d#8{LP0(^3jjJ@@qv(X8yC!6~oWRal3#j4iPo z5O0vvi@dt{wbDsh6F)lHxs8WcnW}ZB~gWMIKr^+%WGkg!8=%AQh2J{SE9qJu`%%oTemC zo8Do4AYCrR5gHuSdD;6}7ftr*MSj9cue(zJe5p&iiB+@;-DWNC`yc_#u5z)39lD0x zN^7TqatCKnwtSRHv5KZ=Q&+)@Z89TXNx_>){a+LEe+~RYH%>JlXBVxr3RO|6#Fsj ze#qU%IjF_Yifl)gzKz4l5=UP;fo2|nnRWLNdI@inkdkv39LY&mdSh2`udRi)rRC_I zL*dVXdONf6nsidEllB_S8>ZW2!8krtkKEs5diGT8HSV`=&AXZhzYFvQ?GL9#tcYR< zP0cK;*=rncEQI;#efe+tJNP_fdNKPTzjddV98ZYTCxJ||<7YF7(W&z=?rF785JK>n{rW zZ?~y3X&-_mgh>O;ekK5n)y71W_$$bgk8qrwog9Ybqx&LLFe^3tMa|dqQ$Ok+|Iw=w zn-d+U_@Ya=Z3YI-Icucl>hkRANr}(p{N>fmbuwn3M!*dGs;hGkyi4&`v$p)pN%P7R zO2xNe9|GCHdCrBUE(a}tgUT23T-r;^&tOR*<&ya>bB?HxbqrzE(0rGZQqE^sb@%~B zN)UFD2YQy2+>T?4IMY@hE^I{pVB~D2pBWtbE|f*UHhwmq<-Gdc3UAoiz&m7GLuZZOG_a_4e9~zuoMq$y>#0g*>L5yHcR74wR6B|~X*KQH^s`|4 z2a#zH4)#i>S#J$@P$96w?JcZfO-2q%>8%;XVU92blLJ_KORasQd&`9B0YQfGQ1Pk{ z%+&nAGXu0y%n$_Iw>X&2cz7t*h=BQ99f)M!lb0mLz%XqbvND6XOR5uL$+ibinSqKW zCtq6_?H#PL#4Sn~vS1Ys2R-*I&4PjtPu(;^-em7{m33>TXIF$S6~+kkdd@Z$T>K=M~>v-hI6cp59wx-uKRU1HY~8U$Z;mA99p zKqw(|Ty;&9U>%8&ha^3L5Wm1XjNe%NR-Taf;MTuWP&5j=OU+1&Ak`02I&l9=> zSF^TKg7y>Y%Yum8S$1jvbj^-E-P?!R)6PvR6%#aSY>ftVM;JpvmGE1t^4@pFK{iF} z%Lx3^$z?+!z9GcLthv!ySCQ+23dU8lLVUp;^NLm{HV~7TFqz{Og_ZzoRaX|Dzn36o z)p3YEtf8lX#|m_8JT*oy`@ZopPagw#aMP16QQVC;9mbr|u6$$xJPhlYc&;YIu>foo z9T|{dwfX}7neZF&bW>%5`eY3m4+6mDvE`dwcYZa4HJhaWJ#E@Y&hy|Euv=vm0sl(u z{gtA_BmEDr`?O2>C!8d$r01Sj;kj5Zf(&PuiIq}oqa$tT757Jfe;1v>BAqCU^A{$H zoHG!(w)Ot-XQ-AGSE=lq7f)5WX`W8S4}`rM0`r5z^AQ1#mL9pzjE$Xg0$B}B8dM*P zyDfldKa;OlN>wdkZ)(=!Zs!KM(&jE6(4XeJ_9UsZiPOcU-zTT_eguX(8NNYaiMAo} z3XPLd88+BMDHS`M(Pa>`X8Tw9*mAkI9gf~YOQI7$KZ^X)`Ra5hsf?D1Ylc=>10ydw zV#`)VcBcC(#_NP#yZgHll&=tddHzmosM;T-QEH6Urs8By{3E%0Pq74CjO(xNF2WiI zQrt^u{4_nfx8**di~bseB4mkFkKttnvcmwfpb;M|HcmRh2N|zcxN!ixQAULZt<{2W%@IFyst@fn5nzh4Lve}O zYe+BaA-bmeJT{w&B~?idH<7xyF=JU!owV0qyHF_Q@Pn*Y>NNzwafqIwGmqWsV96Mt zUni~g&b~uX&)yr_f)dC~yM_dD9iqn@&SR&ejO{~gjTtjXLPNJ?M;_oM>DQ19p2P8z zy!kgY&WryZVzY)#q&r(Gj$*)r&-i2q_;?Q$6>j&4uFmH}nHc8p3xL1EiN_A;-LoI~ zFW;!YClsXW9Tj^KBXrEu>7VHBF7MfQAPj2@PM(^dDLIf+>(9Jq&4895Qt`SrWz0L59nX@Yz5$$ntto}c^ zYyN-mb$F$Dwai7J@ORMlSWUL|?c-Ptt(X?tH5z-pIBi-0wndkkso6@v+zwM^3Z1in6 zWxD=;+fC`)yx(?HT2$}1-IS5?`)xO6;QM~tO&J@#AE-lDH2Vg5q&xe5gFMn>e!oE; zX|BKDAdht1-fxgc4{qG^JO<>1_}oA^Lij={CwF>ef;`-*-aVPZqJw9lo2lt zq0j4qEyMF=H)UEJbhu&F8^K?$2U*PXWjAGj{XAcGQzqV)*?+knBr?yJ-IS?1d+F!( zAdz{#?4~D)%=2Y8Wu%YU)93Z@a_7r#+H0d>Q46UdFha{yFnS7K&+zUkKt4m%rx5%U zw4cHJQ({0)B}mB!DP18YIHZ(_lthuzE>faKO6^FvASrnyr<xz-O9^f%B`zh= zrL?=0sFzavGA>|79!%+mIYBX{G^QlTls1_XEmLadcP3{-`%Gz~39&S#qW(Z$P3f)) zJvOD&rUcxSvYV28Gg@#;B+jYFDOowCH>ZT?ltP_Qt}}*qO6kr>;3;i9Cz_|!^o+}% zlHXIhe8#U&3Hcd?KPCO=G6AWuKq^I$iWj7E2dO|prl^ogFnm{R$OIlzNr*GkkjOMA zQjv;O)*{ovNQE;}sf|pWBbD>W1wb;zkW^wM(Oj6O4OeQ52R>`GU?o7NTm3v7A zVp2(&RD>pztx1J$a%r4QOD7fIN#%M{fuB?oC>0UPWQS6rqEy)^Q$k9mlTxvzRGujl zbV?BYwp8XV6Nbx_#r3q6p!&Lq- z(MwDP7IR6)RKzireN2TSQ)$Umj51NLOyw?ffy`7=GZo=XWjj-$&rBIKl@d*~M^mxV zT;4PlL`@}BQ_DW|kHkYSO1#MFa+^>SUsl09~$eStnrjoyzNN}bq zoXZfW!o{i7ai)!&X(^}T%c)#*D)5|1LZ>3qx$JZ*RGleXXG++qbapDXoyv2kg5HS) zcq$tHgUom;OrA=aXWHkfSb8e2o(i(367HGk`*)4_Tv9$2p}#ZP`b6eFmBmkm^fTrC zRH{D}_fPErG6R9sav(P;NNo)g8-&z0AvIb^tr=1?ht&QdHH=6tCNfis)W#z9y-1BR zQfrNGJ{+lOM{4tt8iS-(BB}XEYFCmOoTQd0xrs_*x{{i-q_!@p5lm_wlbX$>_B5%X zO=^LYn&zZ7JDD+0YUT4`{PR17hJLIspRn0s=&I{FrPXyE>*~7Bfn|Ld9P7GHnsr@A z)4Hy+Y+cvkx30HQxi0EpUDtIIuj@Lxm-S)Ruj>j9&~-%<=(@rWbY1ZZx~>2RT~|be zt~dOIE-KnW)(3cot}C8H*A)Pw>xvlBb%mJdx?)mvT|q3muBaDXSC~v+7f_8ZDg;N@ z6|bhbFWqkk}>bjy6 zbzR|%x~}*~U01-Qt}DV)*LTwTdu`tfvfnxYHRb4`33NVH7>C2^dFaDVfKNHzXaYSj zFz1uW2_6AVD6#k)fUA-`5CA+K8Dz^s z90F?vN+gh^_I4EWX$NeqKy&$+$t}x zCBn4W9!ARdlv5M1N9&Alemf$A5`6?QOWsakdDh0YY?(fI=o{pCyi_Y12<%Llt{S+Q z;9e7gx|Jn#_nhMwl|d_GyzK|yJOZsEBCuJ89XIad<2q0jBY0b?E*gbzlVOlLjlgBe zS$w8m@p)^p-RZq{bkz9q1f`t-RmpKFoV-_{2e_PTdFN7=byB%X-EGA$0lP-=9Q7L7 zJDSIGR-WsO;O$b56QIbAoT69u1dbh`LJ7290D%?Vy=XVIt^!@t*BydudP{URZ6%F>|#E*qL?KR!-}V5ZJET`R{!e))(6oj+s_Y$MyjZ5WSy+1|s+V zz!2!YAJ#7z4$^@LTO?(aMeG)kKrRrPsZt3BGzdI<_(qAP&XM35Q%4nZ6^^T@; zZ|oAV+G^isr?SH#jMrY3FIrdGc_)~;Up4R`B)Uz66lqX#O}__dKW|ur z3<294&d`VGlN$n-l}8KGhd{Uck&i?pnGSit*5h~W^CSXx<3!3N6DY2Y?G$I+pM7RU zz%hIAQfK2^%7PhkBHwr4BEUtIIn&7()knGACeM_AjV7!%kw{v~ix7gcbhO101y&iqtB!XSblcZL3x{E6F^Nal&JdLo5142QYFwP3y$J&kdQq}GxCDKPTwl5%^FsN z0D2yQe(UHC0?Yn{Ke*sQAVb<8R5WLYmN-k&HkUy60g^pH4Ug?eZgcZD1EwqDk{PX|?5bs^lJk9~NpLq?PzQ@rP zq%;FLRB%BA>{C?D#D*|p-I9o^^x82=1S|)v0ICLJa^WdEQmSTRgFSHsKK2o}KsPm@ z6ao9KV_?>iRnBm=hxyp*I=ag1JyBl;qveBU%V3T$BWrLk0^4G_aA3_EK#Tx|bVZIe zNErvY>zD^}tbx!7+)G2AcGwz$)3WKOA>b&y{Cg;cR}gTA3x97R#3o=m0=6yO*9^Za z>BZAjMjK!c{;e=%_I0=FcUG~5PDJKb3(TQo^fv#n%1{=RA^|{$ zp>Wz@jjY?&S|6m2kR*As=PvI44yp8{%CfBxm+Tl!0w>V-_=|?xBw)9}vjm*;F2z^Vi;`%kECcF-#U+x?dKP#q;pfF~(_ zi;k;xy0~p2O9R{@z~dXC^2i0d3*3P&Yz;KDF9G(VDmdKm!36AJIA$SY*8O%2t>cDG zCg4g~fs1ZvW&-v*zX8wmQ@s=>10BBOqRG3tuj4uH2x|hcQI00%9FS}Rmpzn6191ns zo4~oOQOXD&oWOom3YH+q30SI8F|-|vPQadv`eabXFX**RbpHlwXPNn4K;0V#-bL+} zr=DURPEWw@)%^p2Pr%C6sN@B*Pr#1SDqq~u{{*b|I0GQr`2q+Qya3J0o70xQ{e9hKP%6$~K?TY7atOYCGL0`?mPokZwK1a7NN-sX4^ zOeYt*u$(1?N~p>KM4h8F#(yo_*Y&>F(6;<*+}2J{$|}@YHbTfl+_g=(yKbG%D%y{_ zr?$QJB&Px{Fz?!~$@Oei0=)0@_HGMR%zQAg{#J7jJxOTS+9@6U6FGb60ozkwrLX&8 zMHBe0e3E|ZQN>vaxi;W@Jti%HL}mbuk&=hb-}{vPzR*a zy6u_I;-d7f=EJWffexQIj4}9-`YzMh$QK}C_(S` zp?a3e9d8w3>|m1DTHv;tBR-TQ!eEkKOfhP}YHt^y873K$YcnM{tw7x7=4<8h5cYP_>LWR6OP7k$j;q9R< zh-%vD@C?%q@>!*u0FOj;;-s5$UEY_D7P<6ae57fgqcvu*17NosW}Vu~xr)2$y6?5w=gOR(w+usJZP5{cEFZnQ-tD^_${(F7X%Aj-Y|nr@N%ihX_O=ua$@zMN*O?dB7!)Uv-unCu^A^DloaO(`SbM3rx z^(h=bdbQ3bJgOGHw0)ryTDlweE#NACfPI?VYX=$7pxybk-Q9c6+$`%-c{I|c1|)tz zakToZ#qwNw?E_{&8{PoXnRLZV^$s~Auy#Af+@-hFtun%U;I7M-+4!V&Kr3j|9+>?F zBs%MX_;QoW zlt7;jLB_GIGJYQv5KixajYt(8G&!HiZjty4KzB$`PnZ{-SrrGdW!5HVZ?(I63Ap)& zA_P0^7yW@5fMiUb@gm}^7?5W=lEwz=+AEvM^0W*5{H$!naNE*6Ps<0; zn@qi5p6;iL`Qt9JxNpsfo^vV$#I$XK+v&iaDZcGbLFia~#JH`46xM?GqBx--BXgmck-H z*$i-fz*?5?VZXpNfiwM^TW$=>xkEX*O5FLg5|%PdEMS$$akU@9&M22M7!ag~`+RJW z3P;E(f$MdY%!pAH+6zzeeVz47pWf$ypgDkD3A{WC+k}o)V$DizeF%!e9(X5e4LDow z{)5Ol0dtkrvw?wm&kFhAD0pV6Eu{z9zUs57SZ138Sv>%S-3P(SFTna8R;;w7ZTB`~ zj9mt3@5rocWpC(-Jr8`&zfCImZAe^*~rlX=T&%r17cd}Sl*62s=JG= zKWkCY8KBon?4lyKTRLWd7NFPQS4lzKN*<&Aya)2j*Dt%BjtLE}EHrPg-<94E7~zqNo*CIrzWxu6UbHLoe;#Do1ePA-nDO zEI6-B_v0-obQJTQ8-KW$@N&(iIf4313-_K&zd^q&ftz1w{gA*{8vp4#=2bsy=lz4~ z+`L~-pbG`qx}C~*#oBab0Z`f`EFDvW3dcE-;#8!705V~Lo#}c9=PI0G5lBF%@T$HS zDycwAe&5gILxbTgg?V&IM704B?Qw;DjOsj`R5SP9T2tJyuI8pJK~;BP7S?>}P zkg}{YX@HulNrA##G;vkK;`G_sQJw3W=!FA^5ijs{QOV$;L2!L;_<7*E!k1E&ICz@2 z`e=!C2kX$8XG=f=md>5AH;FvR>8Ww0Vs||e)(=DtSyurP0(QE@98V-mJg^++hscS) z#U16e%AychgD$K(D!y0jd(~>`k}L%5xvZ__F5=?b&RQqvBKtyMuflAi6T@#|8)?j3 zL|Nu6e1&MhcPX0FjbP%Et9A`H$NPpOporZ#8vLkpO;N|;_IsAk#OJ>2@+dY|*G!XFkp%-?ys;g8o=t+P}~$R9|n6JoN`q=(q)mn9mbs#OGI z!#4g3wQ(5yc};tS$|2E9v(FcrJtCmwDv@gdnpJY?guY?BLJW?&ND~~~t@`h%tP^`6 zwh4C)kS1N*v}>wD)B)N1s471qHg))LD%z7OPsK+5oNwIcB51`iYE{S4@G*-$i*btd z!$PI82%sw&bG$CH#X(Ii6o8ke$^{K)X;U4M@dA$yhPJF@+P$(j_VZE2z*x0YJsx4v z72}*;sw#;pk#RCxt`~y_SbVURBUQkmGwb!DgI%{P6B&z3Z=e z`eQZKRRdN56}qzKDk|khZiAX-m```{H?pDkse@+`kpru3IcGfGWwcc;xF%LAM+cAD zHskmjB47u?+J2*R#?yGVw;@qd0}u1*nfa`;dfY-w1E+})-?6z)Sm=S#lHZFM>X5Xm z*xx~u`noD^rpp6z|1QfKdy5DPk}=zf{WhgRdoH{d8FFlqCIr*_tX1AlL=Jg&mS+uB zv)h4*&$dqay~-t`z-uRE{fn-=NCmOIRZr73y%?QNC5MVQ?vDSd;7pNy1g?ruaubTQ zEok?uPzxbdmUN6M1NjoDN|aGh#j`=$@VE)>Sc0jfC4uJDqUxAnGY@{_5qILQAmV#RL*HEmG3mLcLRj@k zDV?9C%H)ZHDPX|U#Q`F4AD;4zRk%u_?o3=l@W_Ed^hDOF&{wrp0%z5RQhnBaaf94Y z6{ZEa-Ck=C(&Hil>tcO(mB{XrvEb5d2RYxm?g{ietDB1??FO^R>bgJ@(fqnfM`RF6 z7j;{}UZtp||I4#Zh=)be~s5RqfVm0Va6d%%g_C zNJ!J6JiG<{yNFJM!Qkf}?Eplk+CCsdyFjgNp7CS$Jvj@A;x#jq`Z^p)J~N*j3Pe(S zMZD{*irT01f0ntCtK!@%ZqG;a)$+-B>B|nb2_gV)0js>jWANI%%6=(3Mh6Db5?@!u zKLb5NfZN8uTz7KlQsrd&cK9rJUAGr^jmFUsLPXCQvD|woM-recn4KlaLG5W~lO4S% zL~q^75=&yjYr{d|yUTWrt`;KazHld=L8Q9CyxUW~%yI{+49_6tslagpwoiHqF?wyl zSRj*HXLk;frKhvM98dkY)Z4UMXQK~DB>;Tpd5B8iFRO3;S6#PFjIr@#GSY3vFgz~P z=eo{@whmq;-k#f-Z%@`HwC8L)@xj+%h9Y)lFUjc>EdzW24)oV1SCzx9KS3~zHZ0<9 z_L9=A(bywkuMGKMa&)0NXUE_(kI?We*cW%KpIl?ycHqL=VDgy}2Q@dS-D9Ud_RdMkq^4vFy2NjDkjc!KOZ;bgf(fY-TZlOA4w#qnUa^*P`m z?*L0CBOvER`Ujt^gXBv;T#ZV;yS%w+fAh{RM6em{bao)Y;9CSY@xlatb~=(@_4eH| zc2Rn-w5+$;Gl{0|!mlR=OLB|3N;2t74cPyD97i(PG|`t{!GKM^PW@pZk0$MT>eB<< z%0K_$5GC$?F6_4ipqeMwuC=2JN3$t00=zw|S;O}ZlE}6dJmTP6C7y!l?%8j$t#xZc zp?#V0L~2iX0hgtbP`AYwF4a4`X^GJxGJ4DTbQcQSj+b}#ObcT0x$B`x zDSs{7Hu#r`MI`{nJ6f{pX$ce(b%?X33DmF8HT$E9Jtp`}OOxMo%25c|9vFNi#du%d zxp})c#e%TtF`KgqTpS?l{RH1i0p^a0ePe8?kaXa+w$VM!f+8^NuB~@hlZ(~+fA0+J zRWSVNVpVq-EDC%cw6SeA@zw&k2e@oSMR*DdL>~BC3e$jD!*T`-SE&hr#m}SKH*_uo=yGOf;nL9A4*=LL$*V<9r%QMPvZxWh{RI3`&UWqh2-kT3UKCi=R4yI`LQsRWB84xZ*($}zjf=ibXJpp)-z^0%7b#7m1Q~Swv7iYH4Lz}P_4Lr z+wlbPLC9GI?EX7vD+d3K0QkgvbY>U<`!Tlv&CRqOnl@0=mTTIiP20L@BRFjx zr_JW9JDs+(llFJoE>9cmNk{&B|2}W`rvrj?q>v6F(y>K4=*T7`=_uv<oMn@?bTpR^^V0F(_i14^TTF+M+4wRYc;+M0bf}t+Vbj5F zI_gb_!|6CV9YALj>vY8ZeI}j`(SI1br-S-zvY$c$Qt&_uH%I{rDWo9=ffX>tHg3fW0PJ}E3H1rlY*qZF!?f}1ipR0^QV zAy+9#D}{BXK(G`#mV(Vvcv=c*OCfL>XfB1><-oiY%9mmPQm|kOFH8Z6DTFZtJ*F_p z@1V*IftevTQ;25@3Qb|8DeyFds;1!991fcTXj8~-3ertsy(thlgAQj{;~bovp_xOv!jG8Sf<}%4E!%jEa+zcXGN0RI1U@3VlrJJP$wS>`@Qs8pZTuQV1&dN(kd@1cOB?_k0 z!iG_z8XtyGpP74k}@zf!TVOkOM%B+DhtQqi+iCM^|K%aqts>9$ntEtQ8$ z1?5r+x=ge#mAT7>@lq+hOnWaC>r3VRQbE8}LNFB_{Gw2psTt<-hpAvS=?cx5hknF?g4lA5UqXDZv73Vo*1pqZFxraqdgm8SBhnI38?pqfgq zrXsDWtZOC&n<>ZUQnRTzZ7OG*3gD)axv9u*D$AP*`KHppxma*2FPsVzrxM1g=y58O z{9RT#m0?bGn^U3ZR2n)JlTPKQQ^D%*3fJHDuz!%xP6fA9iSAU?JCy-Xg~L;+@l2dN zQ!~%R&r`AVR9-z5WX}}bQ_1&CBtDgu&xPny>H1XcK9$GM^z>5!{!Fqz75UF?0Wu$f z)OaAZDoD)@GCPFSKq0qWNKG12TZhyLB6E(&oF+1Biqy;^x4+2zGE#$$%#kCt@W@O* zQk#%(z9Rqc^poA`C%+2KWc}lRk5rRi|MJKG_+z#IUM%hgy*Oimi?EFhkj;%FGSA@p z>+gU4`Zxb^|MlC%jG4*`Sy>kta-_8Y>VY% zxP#h(Bj?u-ZF%)d@qWVxqD-@7f+q3TUj;K}yIPjs-9V!JP7fN%fU?n%q~-LUv?E4zjjI=6%UzJ6xAaFzj5x3QnP zH_`U>V{G>5TQ0FfZm?Iz)sLF_|FHKiyS60BdFK2)#U4t7a~OX2n3gCJ5YT`mCVHY# zAxRM=D%EIE5~a6q`^@8F?#nG%Qc)rrNE8al^RKmIMR>T|-F_o{x4m)@VI_A#(G)FaiX>4{cP{yjD=CC49ohCMa}S4iqLkKWr{4-kaDJ&(JhN0 zhRXgxHOyb;mUULRm!mV*xa?mCb$+t^k$0DIr@NL=rtJ;O1{Sj^P`~wE)VX+Y$YhM^ z-F*yI+|(f=%gYp3hQjT>+ZnVb#d0CEx0Q#o6^h!3--*eJ zOU3rw3tCnc)huW2JCPMJR~k}xyKF}dNKcVF-^JW!>YgZ{xR*kBcp@xBi;^1=S&`%Z z-RS^Cf=0|V{2tgAvLu?m&C=D?I5r*p8m&T>{%N%Ja5v3&Wj1ucw ziblKk8y`v7vexl)9|_BprbtJ*%ceU zq&5;OQN8f35a@D`C-$b^MLFf*o=B1X-YArAcKn_1oL1q@pQk@BZn8*%bBv`(Zq&Dj;QUx-UG z;WiMa7j4$a4{e`KWKKp|W?uS1O#^3oyEWDDmmQSSu!smW6#9v_cYMk*!}BhB#|>YV z$lhMaiXkaxCK-A)M&w~Ni?TOHL^Fz7#Q8p{VU<-B#o%g5ZS+?&Ao8LE-iWi0#l8zc zED{j_r%t}5vHaLSUc&?bH^=c5y_F9rAo`c~ z+{sB|DDmdIjBL&-qf$_hNOU~mRN_|KTNa0?;RMyOkwwo}4e)IBx)}C}libuKI*W)} zu>eg%ee>zXGdIG06g67rjw-;?>HPdXClEcv*Y%{ z;wjMUAVQ0HIr(2)*0c>_ko<~bw$P=dn;G-{Y_w_YzMPt-UJ;%2DKUs$XRdFbPWJ|4ZCmUbPmPTGyPl-5vbk^_BYNXq&6W`F_4~kG8Z!cZAWwFI@J`bYt z^6pTpdr2e@lQ|~oi^|x_DMyU%T_{nxjY4qFxER6|@p;aD#w;7%7VK5ZhCRtC>Xa_^ z9LE+C2_VP1P!qIW&tCXlikf6Uxck6YE_#=iRsxKsV zg?IxZZp+s9O_~zo$-}7u)syw}{K%TM3zR0*gPLhEKg+pY2ZHOONW};f11M?fZ3@fD+_iCZb}W4|-yd!objT@asb+{9j?i%m`wD@pe6RqHpkxy><#NMwk6 zhqFNAP{1VFhC~kSG05uB9GaIRV&#MZ@rFg;*QO>UdPc;=c73rRGeuXjW4<7*qO(vA z_wKqBmx<{k$EI-d33VLJ^@9ox_;Sb8D$-O}MgGy!ygwPo8PU4>!n^ju1;>pg5reB8 z)QD|_?L&0dfqZ5o%MY!MN(tc#u&vFz@hNTt^Z3&A*)Nc!fj zE3HMo6iUbzpzHu*B&tdGVJ~vNrO;uBxWxG_Wa=CdAv&{>txzkW(FAzbt?5YAON>GJ zUB3IH77`*#ey|r2iJT2YL%I~{pk!%l?ve;EgeOuSHi8CQXtZ>88=XUoZk5$4jr!$Nd}Dd@rz2gHhJ#s* z(patyM?n)5&O4zdR3vIZRLB}OikJ54j)aY9S*6H;r%J5}C(x5=Rf<^rUzDhb#EiT` z=QN=Sjx*I^bQi?R(Vh4o@da*0S4(*Y9sabm-AL?aSXeh$7|) zX7BB25!6-IwNitlUTm-1jfsyy5kG!56|o|(MDgUUUSxAsk$xfYHahL)&}u|a>x*7I z@itXvo{_wSvwIR9oy4&-heMe=ME^Q3u3)MXt%<71scAVVfN)%u7^q4{83vf@qF6-7 z={OXTDhzq8b?ml43!69!PF#xWF`Cqi#(Bkwj0AG_w;?7ob^_agCq#>#ln-x%rck?t zN~VQ^_l!}7VBDW)Zc*76=)b|n@{COCQXyohYV&J+NFHD-C*Y_!YZj|gws`+RCift= zx4$s{cn&l`XtJJq>66&rUc@#UQc}=k*W@RN=519pagB;QM|g$S3lSS4WZHJs4z*Px znXwb=wNimo+BW%4hO?HF28=AnHBcbY)ezV^G=YA!8hX)u3|V_o5RS8(D}@bm_#+EW z?Lb9P>`imH7T7>MoZPOwJlPieCGJ>_N5td7o1krl)~vnNMnqbkpEn@h1SCWUbtrqg zm@S#evZyi@S(}oY%KOKY1wG+?(Ih#E-ZLKisFWNCye>*(#sd=j%G!sxJ*L#%$CMKb zN6$1y$rOnB_gXcx6u`*Je0`R{$XO#KSV{ZcWi`JnCC%M1^e@#y!fv!BHQvi`&0flXcSRI_Gp2K zG~kJd{`%>cZ|q-I^?%%}`lpt5X<65gBDeD&(VIj@vf18$_UC{7-~RUJzy1$@@w=~| z|Nh(j+Ti<8o0$iuqD~WHsiVl!)p4Du*Z60<$SRc!wD zQ}6*z9#>WV+jfv(18myfHka%30e(+dE8X=2%4?R=ac~Ni*14JdbkF^+xPGgc`5b%+p?1 zP9E6-{AsHX84>kr@L(e826i@f|*iJE3lzFOb;+2Ap43e1WKpr2UJg8)S`v72p;?wyjw&^E@rSo zwL9cl`T+s`LDM6S;ty)!;CMQTW0J@o9|TIGVD*Lbizs7$J|Ou+n=c=Xhk#Upcu-KV z5Q@AADm#>LgxdH(1B(}HW~1_p_Dd^#6sLESp2-v0TKaJ@NLHftaF*}^HR*Zf-&ESN zLah1z;3!Ik#|Now28-}PsTX10OM(e3j%HklT#HuT_ZrfT$1=DhAhj$HL8{@dJWp+E zO&96oLq!Q!8$?aV^+Ba=Mh*aYDcvwpUWAi;ApdW9o#HX*;2uWRmp+mYa>(yYjtW1> z_=8&BKX`Z|`2Yjs{)?LqvL2&df8~9wqlY#=bD>(tRU0+6<)LzYX&*Tn^k$Zo-H{JO zti^F~4T+;3CSK@8vY2VOKXf_dgYvM#zATOq@I|!iGjZ$UYvhAUO z@1Q1V#|IC^Vx_@Y1YBzO2XSOI`5=_5kyFISKby*>zmxv^T87HiHUOm~4pfVWHk#@X zrZ5@O@WuxeHV@_Ywl>l!TH-~2X1nnCgY)S)dmGEN=QP|+c&3voP;4G=))LcCgs)sE z{{C7zZg3KMzD~OBJrPe;6nwjw2Tgkh<-eH{(zSnqiaZLYpRulYf&U?50{WPT-t8W3 zAaB1>)O8IJpqru6$gRED@$NM;w2tD7{-7K)J`;&9`6F*x%WeB2?9r^DYZvDqCQT#y zoGQ0V_jw%xl9qvWm&*eCrM!6V6ooH0hLc* zsO2xxc)@BqQk(HbFSbam%Zjx85MqKxY9ZJCs4A$Eg&14=>736*F4A#zg_}0(%<0x8 zT-1w_xrWeIdO^;Mtl8apXu8Cp?K$(McFc$sIY%V2!ZPGm`3Z1Q%VI(B!9hK3S_~(s z4&=UWhHW$GAyPnuYMZTL$P~^~$C1p2`}l*ijmBl;d+1NdZ^c!)@PRlM^+W4SAAD#X z2&_a7gb@)kJ_xK;N4aT{jk&LMU6gAs)-@}QZoX~Vm#JLoENi*OUl=_lk45DC_U&H! zY8?Tjg~QVuLC?gPZr%NI8PnWL;Y}%Oh;r#w7rlA)NPi#4@C zVhcZWft;YWhja9$JJoR#l->{R^-_yA=#1q@uC~=v$2CE@(^&ocz*@pg9OlsOK0m`v z*`Ua57x}y;h-}D6`MIm9`DJN@PlFwEQ5n8eiJjuRe$(C=WGp3nJ5;mobpnx zaZ^UD%1T1aam|84KL+|jIT%!T-}E{nH^g|UP09EyT_VE1K`OG+{TlVasnkGOy%maR z)S`T~mSm2Q?FoDP%G_p@r!uP{8h-`2i7=qY1|1k&On)8 znH#g80^?3~@yE0{Q&-#>D(>Ku{kRf;YKS+v!=InwjjHemLpUQC{BZ~FV1Yf4zt5QO zvetY2@IDi}%ZBc;kGllmJ_)zSknOTm`yA3P!L!4@>`){71jQanu+QM@5$t;Ww>~$m zM;+_ax4I0fF2U)Rebl1{_4zzq7EYHt(__N)7%W{zN|#^KrHgb~Aw7~um&?(mY;>6! zT>?gzXVE22ba)V5Rzr`Y(5Du3IRQN;Kc8jKrNDFP={)W@m&45?QgbQGJa#abZ_6XF z@~EGDdL)-8$mPp%X=7X}7H3Yc`@vy#=~3I!gR(5qLn3>q>a4J;H3

  • cy)miYa#>^abB1H^29+(dP>P4FAtlbaKD*wSEa7lhL;Nmzu%JFd(sa zF~phQeA*8JxqVF8W5DE*MS&~awd*lqcIT)Shxoif!!RxA2kn5e`b**aM^%jxhM&-W z|KfF#8$W3pZz+Gxm&W>wy_V@tNL0XRc3tGXaimkGO#Ewl%rm@?`L4=~{(RN0WH>J7 zZ;QDPLD6z)^gEQl>#ej=X`r3_w(MleVgx7+E>5Z zDc3ezs=`G37ZU?e^IgA=@c66W|Cist!XsGWaV#Zvh>uA6=Zoh`)O=ybodgnY=nn=; zc-3lwjlX*T{g7czm;2)eu+t-0qShHxHuH@c7-CA6{RsBu+h69}-@a)CK4}@w^F)N} z>4M1b6Dg0^C?+r%#3`BvdokGSx>Ca#46&`Oa0b&6ojjw#NN1^^VleuZln2gW$RiD4 z8jK{e=IUOo(fzE%Zw4bfr8?SRNxS`%y_W_F5m9afRnk-hR1JooplM!%iIz+1puHGp zJu7>g!N_DNaht)28mgsWFr8MBr>|ixt8-|u20;K#CI-{o2RY9dJE4(M)52f@*PW!a z!Qwq1#$Y7Ww4};lWJ`2dn!z~4I$6zN%+S*LZ0|Wa(1Pj~8;o)mo&07nELEc727;$k zN6i_mu(fd;494tmoo;6^IQlgFW-yU^T?gvD7#`56L3)ER_@~=nfDtI@6hMO&X3nMg zd(?4jY|mg6Ea`wkgHcGXV-8;|4qq3{=EAyJ+FRwpMGD;-EtkchQ=o`6b; zntIt{4O+S3lUZ0xMTWOz;ZsbK%e6Cbhqd7fZCRMpae0Uq*0QMKyIEM{8pF}FaMpSm zbrmdJ@CSw;WMNWXS5c{j8Sk_Ho|wn6eLOh|KDLi1Ke18j$CHz%iuL2k#XY5qXnk@K z12CnoPks^`DIZU+1%c(`$xmAO^2d`il_2JiCl3c{wGWV@%JlKAA4?DdviSH|gMi?P$LAt2&Sbrp zpcQ}RsPn-AKZ&rX`H%%d204wqB?q#L8AS&axx8@RYxx{ha1jmXdZ@wS+PI$S5dZ;p zJ5islPO<_RuWgYkz=gKN3#MsY-h#s63V|8H1m2Ety^vRkfir@5{OBw2LLdu%TrcDm zj^N=u+qno*@RW4&(Ij-ikjTAm9K78| zcYup|b!yhg=o!Uj0f#8KHIkz8uo}BIx=V2yHp{H%^jFVwO!723QE>?DZd{Hj9QpH8 zy?Rv_0i$Kn!MbSF(}h`I>moyO946HcOl$pO1n4Vd{n~6W=qn!_DwA;mUd8y*ssydY z5U2IpI?t9e21?LMzl#Ld7&GBo?$&3+hkZ|Azogkn(sRPSg$svx;7IeiGKLm71yyA+ z$~d=87DuP-83Rtw{xw(-xI*F)Uy)$!Kg0)|bT!PjB6yNj$~T^4q()*AH?O&gbn3J? zhS@R&kC0d?%*ZoMZ%x9?7`F(&+FH}p@-T$8^K=r5#y}qU5!zx*2PPzmv!}%K%58rr zk-{W&jX@sN=c`?}8OA$B)40J_cpIZ0oP>l%re6C$Xsz!#=I7|>33}1WtQ(9Afi5AO zeBGwJ%+3y(b&PRC&`BMSyI;6i8ZFJL%6KxUHY)z|@OsE=D8uTc@{BhWG>>{Zgv8}#0t{&C@Q2&(+ zPJ>_F8V%|!(&aLn7{-S@HA8mx@ohRhGZM(!DaH%cpnD&Mh=WX?9XT00%JeR0P~?&| zjf{JHQXMDTHeIkBaadxkeWe`efhrSgj2X9?`9U2LI)xb}ObBqY=#(B@R6;7R@u$u> z>O4<&qVdszVeYtHclkTnYSz}o$FIuKJXxl%>raS8Exx{mA&^}Jv@WbyBeu?`$GnK_yElnaW?(vX001b{OmOO0>w zr^H>vWC>NdD?-ox8~xZy-MS6C%wPU8U;g%u+|Utpn8zD+IR@F;6eB=ZWv%Ho7&}69 z90pScR6>t0MnQVh(HsUNQLa-t3GX?d|o z|CP?yFc`eLn*TLe(t62mmmrqAa=~D-c@HhIG#KRfrB6RgKwERqFD7rDZZ;bu&^eVw zi?9t;{Zn8i&;L9QZ?dsAHa52Hjcwbuoowu!*mkn9ZQHhO^MBr--*fSOE_!;Vrn+XX z&Z+61saG-uCZA2z-}1=l^M@?BCxb% z)4YCX?Vsbjim_OOhZDQv5*~)J$bH!aAL`b%8M;$9xZQ0kfXD2uSYnBhzQS1lyTUy@ zDOD7^<+5B;IE#Va!Gw$P*u^A{IjyUAor?X&+D~NuZQQf zTpz=0wN~H7YqeQ>#cS8|h|go!e=mz`Hss*LBR6_q!6RpV+<1w{Gfm+9DK@?R@S!xF z^Z21Rt@reC-pPOUdfnCC4M1?O1*3o38Kml13BiDMFeKNl7!03qcfh5;+8+$>Xo*J& zam-iMO&pJo@K9i(KRXgR?I_L00N;Rwe?}5z$3GpU?{qK0Ab8v>)BRYCT*mfp>*~EE zQs3y(jFKPK-WGp2Yb0oHYHHYWJDT(3q4s`F#^Dzo#2ibBCT^Cal2E5&_c#s`@-@ zw`r>|XW`z(O`y61w`uDzA|)Z-bOB3zKBmo}^(!aECz0wi4t5xTsED{QCixCrIj##d z`iN%dtl4%mjW;SI^of3U_;ya`$ zsHlx01+pzkv$cgjp0B9odQ^Lt$Q+5#TD5fzQn(~I%ce7RYU+P^I zNjkVA8zPyqdQ~2kd|J@8ly1=gN@;axxFo<5(q5bHzk_+yyy~8jpz=AnfpLzKiex3V z3eE9Bb~#nIu|(@`5r{CLIlA+y>0_nBeEU!u2tJIx%LUz7(o(G4C-c1~Q%6c*;oxmTSSs0@K#J?yw{0hOCeu!~)Y=T??&G3Y7tjoO^8Fp9C(?6(qPPpWd-vvjN? zoBZ+}$ggJI@93WV4=3c?{N_=2&m#78YfzMd!I0QN%mEV(88-NCxu#%fFi7kyS<@HF zFRxE_2JI+IV`a~kn$sH;`>fG*N4eu2z`Gl zjmp^wfbgf@b7rivn2MO7rcF8~fPi2So7lJd&zA(|=}*4%h^|qFx86cXJA!LJ$*cHO z+UQ|T!R#wi$RQ8?N&f_}Tl~ZY{8N!zO(-pksmBr85_|HUwZds0J_xi=&?oh^Z?lpY zTk;_)A>oo~EOTj=uCiz`^O1k0@XbWCT4=M8XP%9jcx|%HR%9Es63y0Xo&hFx60ggI zLja?e3bme*wI?ofml>}pTA3ZDi3O&I-N0$045aG|tdMPXoVlM|cM;{ohO%%?<6R8r z1Z5dGS9TsEZu=^QY~#JodLr5IntrxS-KOGsagF2_R7(B+k;#EVzX^fRlcuWztXBDZ zmLlR20kI3Dn;oPK1S6zT&JgxJ-Hw6r0gh2GfpYs!LTS1_04C-Sq4rq#?5;uEEE3YUEX=1g=K*a z4leDkoFsVXnbAU**7=2O`MnnrVU{G0Px}PClr1dGamc3FKWE0&Z?;&lC7aMUV4giY zlqH5GE}@_@qW?A*l)RWRMyZL^oyG+*Rao7Wic@6p&^bCvAV@}OB88bE8|#wMUNJh3 zPRV|iMuc5T`EW8;-iJ5}beL)8k6wSO^v~WY2TMRni=^YUG=oBBp6J=Th;(mN%n$eA z9wKTw95LLo0xCM&%`yY%+G`{h2|bL8fn|J%&|&&!|NiZQW{rh5P3GrIWYOih)Bii{kw+@%g@NYC=otLI#n|j{~x}6EG+gF6lBe?2nhkU!7x~i z_1tJdzWEdtiDR*FAoo=C9h4xV+-TJTkoSMxvY1f<_wFo1Dk6!Ks0h487G>8C>D>DX z=I!C!TPR71$`%HAlm?YTQUz|s=Yqk0awzY5))6g84dABlIi}?!5ynaIOPa`5??_uj z5}OhO-U8#ID=F}=$z1Gbhdr^vBnIG@*X>%m$Iu|@+P>Ow@Q~!*Xa$kg)0ScA?nn?I zKySc?<+~ihg64wt=9tUXEgQlD*~xg%l@x|!g=3t!5runP%UZHgOwIg{9UU-5FWaOz zoFcY)Uy)!>=7U@}zo@DxtuDJ+ALx z=;>jk-t|=^@fGgS61P-R$+npm|2)sJre^OwNj8XU>rF;?Y7&Z6_j*jLrOB*Sqv6Ca#kBWpIkKA zrd2>?G^oY{uiYvWgsg7T*$Ua@E|iR+)*M1mF8=U;&Y(NoOjCy^dRuF2W&VZv7RWqX zqC9wrt7A8Vn~gh^cwUFgmKwjaERKONssak&%0Ay`IA*lhiA1fCACVTvz{d!4OX}D( z=)&~k81B8RU7Jq(t%Sp>v9xtGVQ~2{$QODe135o=)De;}%pF=-h(}0!ywL)-;2(<4 z`fj2VHm-$L9OobcrnWbKn^Ao(cp~34!KfX#yf};L+772}ze$(yQiqR{cPajLV)azR zbULdXy8p;!j3uBd8b8iuZ*eip)TNi&hNc{XvucIc3l?gG+X{Kkfvi9t%W<M z&DtQH#;ZZp88ZuB@S#iS(dNKLKVqJW!z6hY5|!OfSb%JIGMD+xAHCN}SWrMeQhtxa zgx(8}wZ9t@_30oqq})nqbh#1Bm})z+qRsBCW&PY8J?JK|l-faP1<;LUb)g^8oW(GP ze}=8Y?*-Q&KM1H`cNSP;#F;r~*Zpp~x&qgL{0d+R%WOpS7UtM8gh0g#RvGKEuq5cg zYGFqHu&WH(AQAQ#!(_#fvjK1ESo`;~TRHfnS~B*Db9>r!42P9}}X{x9OLWcte|^22JU79dlG%y?1ifV14ZxfeTwd z)EfqF@S1kmlLlKZ<@UVEN;aZ$6`%1$tg}qooP0=I>+*NvS z`tRf~qx_1b>De}MofkO2b(sD5kC0D+;C}0YB01n|A)c+rTTw{Yy*dU{2z^|?*D0k0Y#C3q9Q<1 zGy&jM{s*w^+ucqF@DK9C`eJ<3+$eq2@5sdg0Tn(V<8|UiYZ3^sP6uq8aKnBiUedfM z zyO9(vSky;uxp#Q9Kv{|WG?TFWgwgbGXI6z!e^npy9!yx%YI}JZS{>IWvL!CTWv;UXE!@q;6DBpy-a`ozl!@Ccc= zRhG)I)l*ykNq`_zE3NiG2PShGUR%>ZLLdJ@YN_3-kwm={jIS3G(J(O^bd%&0nulJj z0Vaf{eOY5K*%_m5e(7CNRiKVNkl~YwTU3tDHmeFkm)KFC~U70i2{0 z=1zwUwL-r<$A*Z0{&R%DP!!eIIOm~~*Y*0PU8s$jvD5ggcW@oMfGLW%jB-+%`o+X= zj?RiOF&$tS8ou=^4=Z#iN?p^JFSIM+0G2U3PSBSyOEG*S5|b zuxU~H$$e6k%J@$`(URG7l|beYgNoks;6P^HR(f4-cZsNpxAYEg`&H9phh}UY1^>9@ z_-|{BDfynQr?GyJHIqLzxQPGBa72RL38p_=p7rP8=5Dt=<1+|s~+V(Bxqbk>_Z8QZgFy_+>) z#w&`cVMbX{a;b0VbLCKIAS1e`oQnr_V$OHuBg`_X_ps#`ZR#uhY)KZ!Z@t)1LpIanlq@NZr(waB+M0eYX8ebQ!bUB+@Q1UZ%X+Oa%2( z>3^p(s-{}4Hhe12?xZ^PQE5~QzErdEQrXf~dFhJqR&%&gEAd*qSU+>C*8EZ{KYw0) z(S7XFyS#RRyl98+xcUiv!~WcMr9sf$2gNsMu#3L`eE;T+uY(V%yV`g=bnmh9#fR>_ z3$q$9WYK=x?#xEZtNRTsyEAf5=hztXd7ZWRd2=W!)L0-5j`l{^Eii)ah$j{k>wL_SBYwTe0=pZ=;iYuyWY86bnWuUP4ffa>hCzyPAxJA2?YMJ z|8U%nJ(W8y9GzL<@a>L+pgS%y!r?%6UY}9J4Hg4#9~?lhe}Dhxg`21A7l2@37v=Uv z47Ujxus*Oac-x}HQ-v0qVIp;~SJ&lE!-!B8H7v02u;h-*j!z!bpSLf6)dI(hUjP{X zali=S0Vjk{95<}bvU|h@(LAny^NglBbEO)oMA4nLp^y~wn6OpGB;vu`DwGK7>`(9@ zE4&mlc@QIs=*Zj}Ser0x>L|u7%K6*|B~$Y5ODBl(S|d2%#uj83jWvbS$BsJKO6X0D z>TC~q6Nmb@cD z_EQ@S^be2`4K?%MK(PO$!k+#cxX1e+9QHrG11CU0mVM?BAj9C`6^O=8ze>EILjx}v zWEb}`_1{7G_5VAN{U-5_9B_Lh-^CehuJl9hl5uH6v6b{B|DgM9%%w%jwpWtj*)6_t z?~{qX3(9ajf@V*eMzM`3B;Qz2l53&tY-*{T%f4w(_X3q!d=AP0y@h6PJV3D>n{A|&_p-IMPlOE5Mwa1 zt%=eZS}#Ov53H2pw1(9xusb3d71$maF52!+i}b9hPtvZfTW$U~rY$Z~9ovN%1BccR zr*&oQ7Y8OEx&UVvyJK9CK9KNsb0$g`(JFv>Z-g|kK>;M*s__fl$^lW=v3xeiS`^NW z5fM*}b5Xh{w#<5fY;;**|M|-emvBc6a`n%_bM;l0mXBVU@OMgQ`opWDlg`90HPD?T zxC?5yjsURczrED%_GiQ$jxg09hI$pdiLUNNzim&$)GYUsirtH7bWbCdDEHBpE?^xx z`tX{khN)ri#=hSq7J zo?%8h1DvY=Y*L#)!|ZehcvSanQI9;symSWml?e1$QP|@kc7%YJboW|?-mH;#xWZQR z?n^Myza;eQ-jHK-?Z}n;3~ft)1#GK;!hWC<0zKP7&5oSIAkc2&15I2i(Dy+DOF$aK|QSFtx-Y7l@wWhVJ_kyxcagv zt3%R3<;bY6T|JoLlF6mAl%^qaOv{#8@y?&LHS~_WQG;DAdtimqwGUW?*HmrOPB|!( zLcLI84L~-%%GBj=jBGVYh9$_CPTxKf6 zJqilhN?jO9um0_n9uS&Gw+$ZZMRzUYR6?2$wwtV#`4yg$< zCPw;Skn}j8Tw_xYF%+GW=23s9L(MXT)U@LZvY6(cDzFSC5DH6``vW}h^C+*=kQ>7@ zs{=g%Omwv>==sq7p~WN~d*O!;NukfuwEQ027)k_jLJ&$aA^CYi`-}&8Ie{SOMZ7;# z<~64?o}}qegwo)Zg+hyY>>mu^-Woy?WKx7SI*n#h(Y$A(4vpcBghC-=#Jn9C_?*qh z6ex!Jf9H6d&Mf>+q1SG(#B3;<;rUj-4k3nTcvfBTWXHAG5yQX5hj;FE*D?k4%9ot3 zLpxSM7HM{t&i@_MZ{=Vi2w~YuyNE|W3m#`4m@#V}k}vTmuhd9SolpFZs~P#d>76>i zFv>NLv=dO($f|;&=l@_OHxM5De=qzV^D1zwnv=_=T<5L2yJ3IK)0?kSljJp4Wz{ zD;CO_%UxXuXhAY|_HvR0;H;rmI6$CxUs+LVdLgLN-8zJ$f|-|ChLLFKab9M{q9*R@ zkN}8st~Yhqx@>zGM7cw!9v-VuZkflaaZ-FD8!-#XH(`fX{Se9UzPC`_9o8iX?X(0u zg8}4cztwb`l)?w6u<5n0x*GY0y=n9^L?I7pe(|-WRLj_}wli)mSYzmA^e_s}Kd~y+ zXAM9J>mzgs8lsO2nj2HDhb5d=j8&)AT^2&PL|xZM*{FY9`cn0;ggk`TZ9>w$H%G|C zZX@OtSrOw>?47FF0gL`_T#{Q7uY}P%p{<7eB0E8 zvKu2uvl~0cvm4K)up2XFu^Y$dvm4))up28@Vi?!g0nfLvJCl1}`(*^(z^858!l$v^ z!>2_(z^5HN!l&^(gRdsOz^7fj!lwzp!>46_z;Cv`zi%h6-3QQo9)fE$jl$MN0Wg?% z2Zmm1NWX}|BD|_Z02#CUjt?yayj9`=t-1aD4J9>C=@fj%;^BhRTU$?_Ed1({;h$$S zAy*WlynKo&-3$BNk1q-7f_m@`=_4fYKbIS|w)few_H#<&G2I4cMLo1D0beV47PollH1}{j(NKd3(hTjJTp`Pd+TtANEvkNeh458bI3 zdN<8fcAbd~(IXl9`{FE*`Pobh%dH1iH_Z(8&B+XiV;R7@Ooo@YiqzJZpq$hweA-n4 z4pTH0yRoOH?MOrSM(k-K*35#klTh*ZQOFfv*86sG&T)wJ`80eQT^?uz>;e4U1P;t&B zP--10)ry1N>HOR+J-i8@cGLk|=i|+8toda-;taVJYeCXMIPc^xRLpxDB2B&zpH@7K z)0RP8?YB-ghQsuk%x;_tX*(j1y%B35)j}vVU@sIhwi^N`H2{y59S&P3jYd!MZ$8B2 zZVdFW4bfjWB^Sj#SS44xrNy4Ndq}T?L>6km?K*gHLiUsRz#Thq?_t6TeK9sXKAAKh59+IB z>Q9US$esIEK3qL?`@i?1!Y}d3Jvd<^hFzaH2MX<^Y;)4mShF(>V5!B|*uz-O)mLbQ{Mo{X-LIJeBb4X!6f)mjyE1$%ijD z^>n*o1lg8vu5wQNVPsp~)$O~?g048fbieg8%pV{iK!Qs<^Bnw0JM zlS|;2HX>;WT%23@ye4d&{jQBB1DH=kwZ`_S%KrX94#xSgCn8&7x2&tMT;K{NDrtK55VSA zukk7$WW+PvkT5lE78&l{4iroVX%simXwQ1W=Z+;YDo`A!xi?FPr{6gzl`{1zH-JR4 z0_&x=sJ9sZAZw#n!opy|_hg*=8`%WkW(SwGqNR_~Fd*jV_(Dw%UiS+I{~`Jf>xc;evx(1s4q*-n5o$i=bK zDDw{!hp^YZw0(*w718M-JYja(aw4@=o-Dz3NisK{&CxouNzTrldtf>kPw)JS*%sfJ z*kMzW)6C3ATDhVFx21n#hBN0c|s7OmTGSj#{J^15o7{Ta@cMBRD7#5)&dc zkW!#&3l*mwMh_G?s{#m9j+2T=m z+Ep#u)7p?Vq(H%-ZuzLXbKwiB`ulJhwpYJUt;vcnQ7j`|Tb%k)SfcJFVdOECOuby@y(fnoKAUedBOe$N~@c~JmS2SXg}Pph!I%+fG_tE$wlvg@~&;`1IYYp)i`l36dEAB z5(|3qgH3D1_AxKw-XOdNDh!VNND_Ma*~PGIRZ0rXbs8@yZY%q?wIH)uceMzz8}~HWy{ty+v%Rgx z>!+TUGR;0;m-b3bPBrqXX4{$_cr#X-^Pbt7%?iBOI*)(8@bzyE-*_W$hpxWyT26mIeYi|_KktFO-}qzLtb~$vaD-qy z-|Ug-YMT%Q-x{*Xh7CtTc_5L{?;Qx2X8uja`M%pT(e<8;9QL^7rr$aqgv_$f$MA8^ zPttXsj}GyiRia-z12b#(*QP%^7YTo6G$9AQ6sg#RYQ{j?9-i(rZ%4^|Hhg_w=}w`( zae~#Q>l@c`Z$+SI-#b*y+=xv1=itOGOEof%>ybuA&wOZ7mpPG=Lg~b8B}+6lzV6|{ zM^ArpfYjMhkWun*m#&MyFrMM*p-NAGe&~?ZQJp~MT0f?XzBaDurD01?ePuG6RneYM z=;rjM3;$P*d1n#RofTRaK2Yg?XHmR`6-^gDM6G^z(cPVuP#1o*c*FQlb4csA4eA;^ zmX3#zDC~Bu!VSBzbr25I(l9*M&!d0}XlJ3JkTyc2kj)vJq0MhL(;av$p}UYMT2G;& z^iD#f7v0##EV~i)ZFXb0M;xZ&FLN=m9Jod`aE0)v ztI$wrJK_G-X6!AT-N;KayK`$UaJ3NlcGgf?=kIfj?O2CAyAk(wc4J)N$|2ted>TU! zd|Fs9eA-SQ{H8$ItsTz47R2JpVC}21DoOUEyUybZP@%=v2ZEeT>x(B5!I>_4)w4#~ z;O<3#+@oS$#-FS`oA0)T$d^A3d8(R*)FSXYlI<&J%e*TNwUc|Gghno4;G!etgCXh)5=v zB%fBy=>z@-=F(Edei9)+Q1u?==O5130ivjavjo8g%)6P&F)}Uh8-Kth!>;wdSFHLE zrsM0ehy2~UeA6)Ez{M`Qu<~#Fq7kP3XV7YtdGx=OJydi1|YZ%I7H>CS%g_>M^IMwaZVGZtz`xYM2#fG z;n!1Uu+#hwmFZ|`j+bjn*jNOX#M^1@r{_KntAcK0`&ACTW2c1;(Cd1wAi$Rj8>ZT; zjdiaeMHmksj;J${zg0Z87ArP2)w29@gGx+H{}bz)y%7?$~F1bf4hE zN14gy7}>{i^a$s{Ck}lYF_O4bPvSu*12m2rc{r-)@t{+txQr2&-Ema%AkYAq$MaV1 zFk5jU=mEFmCQ$d7gSenffa-~T_VxNaj|~g_<+beeNh8Pg`7RG!2mF%EVS!_ZB@bLT zeDdsJU~uZjJ;$52BtHOT#t7~K6XMxB2*D$7*yY55m`gbV;XZ$O;e?6XQ#uyksc@L( z6j6zbB^m#`XgK~=tkx2HZLu}?1L8`y}86}Xj_S6|GF&e_W5D@g__p%BZ-drE20#d9oc3`Z4JiN8eE`4eO8~#< zJFtBP@XG?VVg{qSV}M#QK&=?y1Y^u>06)S~0RPuY0E)<_peXM~>?}9CvGOuJR;9a; z==N6Z>^_FEOb|}p&@i}0`%wTs_t{%B>oncSS|Elo?F?)k+cmfbwHM2^T*xQ5hTdL4 zg_4uNQg_?$^HZIfOFP}~%#B?fPj!axM9*`SzyKo4ig?s6M$*oGQCsS&l>e655MB@Az4)6(HDYpD7qb??!|lk< zHsBAJF6&A`ApFybRp4g%<{to>e$B9pkQCr5&-=M@Vl)G#d+x4l^WoVPGG0P0LFV1OdE(W`Nqj0S+l=1 z`Nb)OL^GiZ`H%A;tE`su$e4-;Gdal%h5Fi2HF0OrauNM2xB9^-gv@Twt+Vjq$1cwWnE?$UQ)2@mKhX~<1D021M0Hv&hq{fpA zea<5z#$802zd9v5A~h+bVes{ziW~eew6CAFnufns$0?XB%KUk-Z9nEMd;QgExe))^ zLK-eS24i;m5)RR|AR7JAMo6kr*S_B9L~YRSV}bOe zj*)#Ef8OS&jMn8j_iB=mtVBWM#r?QB(kwj@9Ca4q1mkZbq5h4lamM&iXo`<(<1WF! zSv42k+C-o5!Px=VGuaW=NIu!Z;8*xam(C3A&AxHm+|2V7BA!=W)Wg-3r+CAuW79v{ z-&?id4;}dp)D!9_ZFX5yE^H|J*Q?8D*^Pc1@Fo)edq z3hFWQ3#C%j=q%6Q^X5&7X_MdG6tzmOq0@R{6Z_qRB08Jj>#QZ(jDWM}_u-|o`J56d zmnpJ0!eS&#aH66YnzyZ+Vur7o5~wNO&t4R8oYrPnn0f8gZnj$Vj`*i7Yx_KQZPJX%RsZWMS z=uc$+r3KH#BXMij&`gYuIUU@{T!t7-w>&m>smfcF%jl0cyvi(~^#ClU)^!! zE)pOcgXGStR|B}FO(ogN#cji3yKVgP%PBu_PjQ*_;zG(%bT89gxbEh-w z`O<~&(Et)uF-el*t4e)qja~ zWpe}M^g4+Moxozn@)QkvX4*JNH=&sBP#{AsxztmilJllftX0i%12afi@lD6q`uR25 z6b$pP#)5x1L#J!dKy|JZCOX)z@-rRn{as%Zb^lTj%cw z(dd^*3}hf5{?(SEf;gE+8t1YLh7dw#!mCq$$yDwRn+vJl)-rbJa#_V({Y#J^>OieK zupd8PzQ#2}6aI|q@UMvt>6o&1w#!@*(Vy_wPAVK1NP&RPKdUHNw9h6#0wf7%3Y-_W zC=-S48j*{~#*a6F1jku=vxyPqsY{}L22&#FJe27JrmcoDh1tbPmr)cJRE_LBgnlGv7V z&ZwJRqAt9n7&h5aNOPr3dxI}yBr~dRqQhCCv&g=i>(ay8y9_8tE4et9>4V+BL!yMMPK8g;3$xT#V1pK7m&WpMWCn zKr$nU^uY*FClS`(z2;8^^}8Ub-UVTeC|j7rpp@HiY(At!zcfc+$;#{~KBo{}(^ZSy z8iR~d{)}9D|HJCA@}}vWXOg5qSt>Sw`o>UfU~Q*?n;(LrJS>XNJI%Pwt#zYKBI~G> za6&_5If$@wo&R^7oSwsox`3jtr5v8=qZ8}5W>)!SKs_-X?GOAb*ZI-8a5r4>J;j3P zG`waEbUDKQj6XlOF$9+Wj;A*f!j<+Fq|!#$;Qg0bhx*gv`*0x<6MuGfkOrl9xqB^Ob zcO+%ktZ<0YhW-~@rx}Gi3{Dpf7#zXrGArKWARFFB_L7tS9nn*E8+F5rRO`5qkSV9Z z>7pDc+meg8=JXyAW-!t8Br+I`IcccD^#v=+v5Fjbv+ZIU*P@NY6jG@Z5Gr>+M&8*oWS zWKL(6UZ(wjV(WVLP!GfNsrWTNw6-KU8SnDN;}=F`L`CBnfeYfm+&WFMGLFTZ0q0VH z3#f|3MaIuc`l&imJ?Ee;)t;C_AzU91`qQzbQ_ zr(uK)NM(O~=*Rr%;hwk~GdCcYa4^4E<}59YtkrV<{|l{SOgZDeTWq!HpC=X-XUK5=SK5M0>@Xa~JKh{gLY@53gYtm62k=gAlsLMMF?6o_}+u(I^cdnTUy?+HJ)OFoM5u@}Ub>C2F{;XbF4zTq-5ptdP zq!yAv6rTvjJKt^1=(S(UuYf>@!-IoABHtBqwt9)(>k`up{53X_8P!rt_ZguOd6EhZ z10ycwwj_?bqOEfl7$lvlRu7qyWGH1~t3$IS4HJ=?Us!S`IU^m){h-@c5pACOd9~SA)c|LPVzE=9-bIzc-X9VGf&P?zF=9lw3?hscNx6 zpRr<+TNgpJ>ZLyLK@p2My4)>J0^UfL`3F$ZP2of18@Kj~8jj@=JY^w>f@@aZ ze?k|QRKR`9zlU;?e}|@zknhDbmtCjBc3U-&jJ$5^J}$C}D>j`=dlHE)K%f7c9Dm{J z@>G~v86sp2T7$${&Ijl3v9ee^F1X_#cj+~W4qrc%tXUg8rrB#;VI(K8`e)Y$s58w} zLapvP&st>;4!(enrd)5kv1D?H44!fn6!dwD*r>{ZVrZw#Qb&4YPz-n#LXk3w5h;## zah&AU^V@bo1urC)~?OtV4O%#=c^A6Khq3nOiKS}8%-zb`ClD7m_X5uyt4-&Y` zjhZR-lK+dXlO(}r)I6>;t;3fTPfi*@G;Q)R702-rBApjh2|(u| z#C$$Z(?TtXIbmcopv;cLlAw+Fsjzso{32iR{^K74O_fH4VLWQ2eNxfYVS{Rgk~tf*lVlzkjjTlm*k|fMfJcOr%ax+tkoOB5Rsyr@ zY8kxL(wD{0JfSDq2uG3M_fKbfiP^ zpNZ~e$+V&`5!E5p9`9(F)akWPJ+i1`*E74W&#QHp&YQoKAbf}WBoc{$@VbR zMW?_=jQ34BJ-;Wr*d#sv&k{S-I(_J|?av3b?XO^(&;OTF_j#UkV0Zxak8k^3@9z13 z!EtWg-`(HmdS74s-=ELGuh03vm%F>OFS}5D^5tw_^k^Oc+uxMecw47|HM;~p-$Yv9 zWmnx8733qZTaXMZU(m%~Qi*|N5iUgY+Bs&J?B%eZr0iUu)^zSr#U6VYu%Af$>4ftp zvJSJLbBAK%Phy9KNCFnF%^DYgmsLSl;pLZ_kHLq3yFLpZ9&ZLI5f*TZ{6fi4t$p-6 z;n8mPgE#lN`ovm!qxK^1S)prkob~@l{^;863suF(kV=r@y0*!0mdk&KQPzjHU7jrw zzUh03>dmsV+0FHM@Tt&UZZtQz+B22d{nn_|)BZW7g?~T+{GxE2{zkG&b~j;@6l3f4dtcA_e&hcbyzcV-dbcBTqOeEhZ`0%yCZSBY zX++D@2+fE{nlG7C(6=UTbCQmxv?s4;Afwb5?X;i&LRBhAPb*3v^rTW^q_!Un2vb_5 z4nSuAGeNC||2{TdwQu+ys9I^8S#HH#@ev0Bq7@9QDJDmfA7ZZAVQ_KY8o`dC0Xe&1 zNWs(CrLW^Frwgcrnv&-3>5=T&11&t4I3Vy}`=KSDnYQuUHLpdW=?;@)-c$K+yZYwv zr%hsI#}BPmn(Lq!EE@Qx0j!qsdwiJZ`sQ<@l~u%eS<<;WR$uLmXi?PY?v0w%sQg`< z@J7r;Ng1T$IE0?W*|2SIqW60bAFVA;u;zPlNDu$I#DQl2!5}M2-5Tqv%;PirTjxOu z41x*ef$LDE?_;5+ClC2cIAuCO1Y-6N*#h1yD8H+>?A`Lnx z;(nxfg{Wyl{*8oX*^%7UT_B4eqr}2v-WlMrzotPlO|H-WNpd!pCV>}-OcxF)vw`-+ z>o0=d($G?^w7PKGFeN_|k^IQtPecpZ`>wPo3^m1umGP#abNsWv9+KFq_M5MFqjoZznNAXW8KQ zPl>sdG}H=k8Ct5LAcviV_Qg(cnt#YHFW!7{)*^vZAeNTt)u>_(3bWkzxu&FG|AIPt zEW}%@ehsI-2nsk5DT*`~%^76r*fBC6<(|jB!hNH9tO;~VHt+_)s?AlgDb<;By4H29 z?dEOVIsSiay=72bP1LrF1$PVX!QI^%+!7$TyX#=V3GVI?+-=a{Fu~njg1fuq%=5lq zo%*WI`Ehsm+Ux4oJySEgYWHp_)Y*}=3NLNNyQHQ>S0RR{gER zT+|$6@!}hufM)7_+)H*O%->qVU%lOSiv3q_)PjsPRC`aArH%?%HwyC4Me!(0RPspD7jBF$3c%aI-frnA!&;5L>rcrm;m+?4_DNRbLaU-?p!$Ce> zrV#C=M=+*6F3IU@QfGE8BUO^x6$j9qL6bEkn7?}`VUGOkdW3Q?^EtP&SQ-H*#By&q z$)7>it^*;n3)O+UD(Z=dNSzpy!Aa!Pq41W}Y*TRZUl7}>X1qU!Cf8EX!9PsCyH5Y~ z>N5M`h|beTcD|ZZTcw9c%#X*b*~>^X8A4bNB>SuAiyZ@mTpZwocA7`DGi>B*Vw%Un zd;$~M8|G)OoE#eo#X1z#pK?EZW_)xAw!u+JuvsJH7^CoSu--C>98m8Uzx|%^_eP}6 z)dSnlc+cY2);Y3q6t(p4-6&BbB-Zxpt_d#}t)87}@dq0Tn*LtWqkQrX%}eaQ;Ut$P zN%!eu9OFkBG8LJ0$9Qggc2zIMq>p1=O@}3D97|RjT-p#IUie(p?}tHYA43sbEzyLD zz4zHJGVq(Yp#8#k<*V%AZ!7t_k z-)rL$Z_^THGP-?nYA*~sch4>yy#$X?7RR%}+xAdg7PNFaOr%Gaqhy(@98hxJYds9Y zhIL{|b8}@DpOOoDJPV5u3BT#y$RBcmPXFd>Sb6K>*6Wfy<{X{%Qas8Q6V=&izY7Q& zo0JP`Ku zVU?nMw{KT3CPM9c^Xd8xMlQkzLdz{Rkh6)BwznLV@jyk{#*H@`T18(Ez3W z7F3*j3$DlP1_Hb~@8NYmxspAh9VI{TV4imR3A*6W(77-ND3Ky&V3sSavT?e^#GFqB zzUC7bUoO%aS}=ux2KCJo9AclM_TRX`zZHj^g<&$jb7PWM4)!({Pig5QN>6;|m8e_F zN^6i~#9-=1uUPCv$Wj}6g9MDY-t!_K&?jlU5lmXn`z*E&1SLmQj|6SEo64~6nen1a zmVRDe#-=eP^SPbCzqR3x?&ba^pe~DqNj$Moa~?a_H~HW<_sL~|2gQM-hkoL0MGcsF z3ls8JSPK*MF_ofoT6>wW!C|a^lzU-`nVo@{U2A79f5AnV&g{AAmwo-cnu4^7N!=Z% z`86(WFZ*M1?b0auoai$IXn58?pyuzJ^ZHk7rX#mUTZ z4yiF!bn67suO?-Cj5??=y0(dIQL^N3AWK26}DW_BI_0O$XRWYX{3C4`*O#R z%94u3>Gt&IT}kFRbc8`V4P=baC2j{5+^j78>o{g~5t=Sh>H7G*_RiX6zleI*C6D5^ zEDCZq*THEv`ZlE8-lK#BtiS^6Ci}-M@cmVH99nfXcHF;;?Xi$I6)}SYXq5FgTrsUfP+>J&VVO}m~kgF zbAMv$+kaIYod0|so-l|`jQop!eZ+>n@DZJCS(gX=zeWHp(TU=*QKhi|`&!kXQ&5Cm zBZ|K_EdpfWjLWYin?w#SWq*$8yNP{W@&M~@_kX#*H6gy6Gh6}h6LTFDZ0f#VVD(To zs{THT^wJy!R;iBup4ab2rBhTG9S2T(RF+q9%;W!UHn}E;au-f1r4Gk-CW#o`mr1uN z@tXrJ<=C_STyQ7jv#nT4{^44PnzYi9auvT(%A4(CLCG^TnsD5uD4%J4eq9I8^zxEx zTRTb!s0#F+isI#TaOed4`{D`XQ7qqz^K&=Z58bN#oo#=guNO-#4>*V9@{J2Ln#-ClYn6CgDQnAPfyJ3xoSIDNf5 zz1f`-JS;H*9J2Wm`jAmLbM%xSYN}|F1^8}}u)7B(=6jLB-g%>wEkTK4cu)XZk&7Rr z_i4`XPu-QdrB9pLdW-mzsS3R&Lat%Wv7GvKxu|5QTp` z#P-BKES9guV)vAvb@ypaE0VkI3o^j?3noZya}qea^z^WFv33(`I%-nXJy-AlOq)l0 z)AfbRuRLnSD~AZkr#+hkh`|qGk}9Hrr>3DlkZZ`mF0v9ruLAZ%XCZrWjB?vHapi%{ z@x&srHKV_1^Vw!}%O*PDOjtHlQu;x-QA4~AT3TPGCq;9racpi}r@VuNW+}pNzPaq` zAWcPfRCth<&^dQCuy?ayg)oFCY93t(tx7$bqDAqg78H+!Hi_l z>U#x02H|lqpqEBip?Mk`QGR!Qo^bNGK4dOES1r9HVwNhxJ_FaJ$-~+Hsqb^%2jzaJ zHKcYdUT^*b)*Cws?IB>OmekDoQ*I)vghQjPwOBB>slcERYx75niRe!&*L_xm7volq zJLaVnQ&d$~DzXy-9wt6DCbMOG7oI)a3Y?Z;ge=-UdR$gtgk>a}L%R5nHfLLh@IIAt z{NH#OH?mE(BWXJqMz=%wf{`- z958sHLQHII+$W8n0k2}fsh2HU&#qkk=sMw%%Yx4UR@%R;3z{8iUV#HI+wAh z3z`t;@E(HfFx1ifL`OyJ1dFG_$%qitQFVo;xr^5@HF=X9!0=Z{ktfV1m{!GY1I#gq z;Xqq>t9F^Il%P-YJ1W95;{yx|jx_nhGK`F?%+!&&IP;as-21oFvU$_P20=2OWEB%s zy2bzjn;5MN?Ue6S>Q=j#fMHKt-+i0@YK-zs5tE91O@#ZacjOr&mLiD*EpGP56KXQ8 zxIM3%?`~LIVkyGzy*zg5f0B{eqf}2f;?+NyxEH52r&rhD19HDEsC@Cw&}y6FUFPDFaUn&d;0gwv*aA1u~(>0>tLMrbDrxydC&hTEb6U zcyDpj%8rvI%9qptCnN6jM)PM2<`ytRf>Dk!5~Bm#1v#K|!QXI&qoQU9jVfJe&_89W zN8N7MeDxxk%`X#%U+LH0fAS-X?#TRCJ}5(fAmQVJY35Ayps?qbLt$_jeJR>MkdUu z-8dDV*`PvpBw1gYDwIE9-kldgCxqsSn7qTTI}K~HkpU$ZAmHw}p-(^g(-gUD1oy{h zFITK14S9j;WFx;%A+mRMEIs4$ClnDam1^I|cth4Jzbc%I?PlJs)s?M{$wjfLxP+6J z9JD=6fl07wfXJtgY%a8d9AsW){?x74(eZV)C#NI=XuFG5jY0rrrYm(j!Osg%;7`*< z&3448NEGg+K#H}VQf*j9U3-`b5$GcJ)9PvECYWZ|uVGg_pLo@nNNTUo>EMI=D1Dj3 zi6}ZSRE!!6E5mW+q4V)x2tk4( zjBa@wgJFo+(X)C3a_%pKrTs`xfzKf2up%^Rh6P7~r3^fqRDNq{TRIF_gV<){!-90g zTq(XS5^@|rvEMtkyXzHa{;09>qW1+0Su$s*- z09v61r9hKQ(tb`b>~zaG9`U+kxgkb~YN4u_ z#JCrk8=DsGNaFeBkys)5~BNzq4n=x(ESjHuHRJo;hi*@7#)Y{K~qbePik{9>@WL`-{;SaWZdNHacdXj-Cb#s1!?Y? zwX^J&&|;98qCHD|P3m7=?zs0|ZAIU?(S`w%s)>f{2mD`VVm^zdX4!&i)n<=^T8(Dk zF43-P8oK$;MA(ckIr%^S4C1)_z#ke|`7IT9x#z7LXLR7@5;t||6%i+P?3M3pv~X=N zBDQ>;MM~~_nIN?Jy1C>@1#3uRLhkNNh5PCphV$x7_2soK3g^Gs#jjBDIB2e>vMR+k z)Y+mcLaf;lid|sdOaait5qg7~TBlRvqa#W<<$wfU(YhH(|afa>- zyH#SABk6^%5B=&_BkhG;t{mpqBO5xfyy^UVFdl?5q3Pnc%}H}e{)iUs?1^>SM<(m7 z(3$2`$0qN(a7wCt43F>%v{(4ij*a+w>ogijD(fAACi4`gqiZ{X5+VJh&9MxdB)?SvK7MPV zJtw?bObX`|0rNj&{zeZ6i*R)!LkINk@57l6F-S@R$XOG8W8Pr7mL7`Lcq~y~Shl}e z4_n*;Y>;1w3gJ_!!^g_+mfWJ*RQ+LNOn63FcUJ<@N;hHzgaMxD&r_qQ>=A(I{F zu-J)d2OY7hFnG=DYKqc^%&^UrebR)nwFvOxAQDHnh~muP{K)C$YofLd^pVc^E5X7}9*_gt|A~cze{f%mX##0qLaYB#ahGhF%pD-R!>vo%_V-%G6 zufzn}P-fOdJ~_yAGohs{t?#*SOt=agO%G+X(~Ly>rGB=V6wEKAmwzS-Qgr4jitB+} zJfQ8DiAS>IC0wk{(LNtG6_d=zw7LO;lsS&U@;%1dczX_E6>Fy(hXwL~8cXiKZ&L-P;rjF{P|?gqCqU=g;FgzrTp% ztNVvmaE&9vD=A(Bn;xMFsfb~*=^!DbQJhgEUQLWBrPp%!Wr=W)p04Fy+d0PN8bAzP zGumPgfBLK`)(9-Y+Z91OoJ!#Drn3WBjv?6Ei@%C1ng@pUbx|^*^jWXR#ixq0@NuX? z&2hqa?A1bhzF{hM7eEeIBbNr!q1{fwU{+#5{n2S0_S+O6W)=g$RLmlaz+SYi6))xh(T0qWK$y+^^5GfvZT#mW)0{gm~XgBXy$t$#Nt+@S#N?{H^JdDe?U0 zo!g$G2RnT6c%|>gv3fj&+zzaOK1J6ii6(<7fG;r~P@)I%25FGlgfQmRX&!^x1oey2 z82mKF4S?Q1$NWC+&K#S%newNx60l@8$W_Vbu*|g&|AsbS@AT`KR{U-szX=bRJF7(F z%0$k^;lM(}(6~_F4mQu#yTpeS?D9W9R2ZpKRkdlZ@m zyWDaWmoDu*iW}PuRUNf3s#BS8lw>(;RB9n>$4ML6Ra^jZWjoib`L0Yz12b#}?y?1n z#3`6>BrW%4d%MTZZC{J`IMiucipC~7B5?4}W3d%{3cqouf~+=p)vHz+eruBNFlLMN z$83lentVYBz$}!WoYsYcX~Ny5E!0|k>3kG+hu<2tXU%jE_y@?Tg*$c)fBgfCR$;M| z!WZO!7*VGzFRkHcA9jwb4Mh! zl50rU-a6qAOR~`Cltcf8wHWt7|4M@@kRs!!s#&cT^j996&%g&}7MToOv<@&$?%;H> zTW)To<&v3Li{ei-RJ&w(r2RngrQi2;ge%mR-l$z~me^`%W$R1+pDnwyE(WdrZnWDe zF?B|w0r~s>_g1_yq`^BMB3#~s=rUPau*%4B2615ji1AQTw-Bz9!)@nTaukf0>QCi5 zEe$mRkL4uBZ1R~HAND9{%S`$YFFYXqAOkI@_z@)!SQzH#_#zBTt&%7EJp3^Ym3h`g zS)(D)bg)57#d&S6um#~bx8e(1ZZqjwBlAPocNYKyy@lU-9`<56iHWMK5=j@M%*NL| zjjykHj>uTw(!ctCQhDF4)LxFSZT=f&xNIjBwfX6r;DCP+>1lwc#ws>0$W?ZY(>PM3 zkF{=#>(p!6Q$xmAA~7KZ|JSObE@P;zu!7Uy%wVdAB2v!|vlMcUeBX;b|5EKpgSeX8 z+R(UF+6TaxdX*bU5*hNgAY(%mrE(cd>eORV-Tx0W%Eb{^JxDj&Ab4o?#$ijm#?ET`pS?F0Cpa7HP+K4acq2xh*~{pc7kMio~Ep12cd= zVh07}a0{uck=HL#xv}ugQsB!q?2KPN7s**g;lC`~bKhB~;$*+t?oV=>y-?eBPZ}=f zZs3k9r=7NN8_masxnH8k8Y<6bCe$RKj8Dd8?K?h(?VrJ#&@DK;+X2?(&hOjOXmKpf z7cQ#^MHrgLXtmPtwN6+%*7bNnSf#+Ll&)vq7t3YOl+Qll_Dw7EtU*(&so#7na;4U} zujf^uTaBiUo-4WxJ&nv-5EocItDc`n9Yv?Qr!8NvTRbIM=4#G>NOV4K?sr13`3s^I zr*RKs!aj=Y+}~cO6dq?YYnJ?p_W<{nmviNsw`uu+o1>ExgM&9cp8?x+ME_HR?HL6v zA*28&qWDP=E4;Va%Uo`(ZFBnhQO)qm#p0hu%nq<<$F84)VeWQ6_uQ*)ZLZep-R1%- z-O9?^dr?qb-6+Geynod;E?YSy)rW{GZ7yR1sIomq(Kh+Vp&Hs=IfzYOp`j?ukJ*a zam2@whCVPfP9Wx(Z}R$skjaFp?2XFj??QPaw6XkqHG=7s^s#D~N%IIi2&LSG72low zGItoys#!$%DmfeHrKB`*2x8!;U1o^0S}5l#1JFYmd-m+B#>h3D*8PS+re)Z9TX{Pn5!OP;Rkl62oU zbLP^P1+%J8Eh3a3U>ah)@z}b-`Ytm>9|`DVJjv?LdN^UDaNWsLx&9*l)#HhdXe;Tq zS4&_VhScChqVwER^r-9i+x!5F=RB#mZAvM2MrPbKq1ivxZB!l9RRt6gKf|R?R)v`; zC_YHi;PhWt`eNxFJ=ra3>?B`a{EWLeZec36Ja|WSh-#&pxZnTsNHY4^^{TWM6I3~! zS)KUt5fiCC@ppe>`L{P}x-CZm5Z->g@s-p@y@l(xqLMjnN(#ivHCEY-l)`iBAchqC z*+P^HLs1!SCFtY9ZX0&uy*fX`Ti2d&MYyZa?Lo_qi@o!hbb8Orjxp6z0W#V7^XuZL z;eYm4ehhfONanuFE=vF6%F0Me&is7g8ajsl!cFSL(?IV?B?0y@4%WU4H35*4Yv zh!^;_X_yVCZj6U=Jy5OX$MtBSQP6BJ`?Wiv%hQ$cvWe_+-p*HgcyGLXU9Q-0abE2& z${ZQ&CY}G}*s-p}Lbc*kmU*f&8pOa?7$9Z_EfUjsufauJJFi?*(v71oiA(odUh_BW z+4T(jh|F(iT*v(jobTkRGLP;3K}OaMiRE_y4JTwV0Y=lQa{KCdKTh=7^vdRe1DnRY zJ>~ipP)#}AvpJk&QrPx#(f;Id(OwsJ(f$Qx(LM`z(O!^r(SG&IqCFAEpnZqH;@e$F z^@Mv$^-5Do^~zmK^$PcJ^$L0e5hypC$5JTC?n(QszK&x}!qluqYLvW~l@B=3LW32y z+KMxHC)Sy}VfXLIo=T|M=vCH^3kTQW*~XOUwa@x?qqYf1?YVyjARAkW%}E1+EH+-# zoAugRt@v&XCt2C6C7`H#H{zXdutul+V*CF9-R8?Z}LZl5}lLV3z*@7TxA zRBwKSMY;U^ zjMm%}i1Q-UF~Xd)VNO5k$Vp+>>YW107M@tSB$-}OB0D~#RrLTSlL~dncjs>GJxn?> zA}>0k5KcNGLvUolNykx@$&Zx5oEeSRoDE$0+>P>k{top7AW(qj>vJbk$5*a^O}NR@ zCP-TKvU>&@wqpTOBkY~UwEobKnL%^~Qd^y$0fdHEBPnJNc{3vTXAeb>xPRv40wxYs zBA6e#{TzQBzk;kXZbH}Wcy0AAsU19^?E8BO6UY)Yk`jqA7mDz&&zZb>%H``l_R(}A7wHa( z#wA_$(ZwC-7JBn89qA6&8b8aX^qh~~&ktGJ-0hEU@i7gWAlOwQ1dH0&31FU)@m;}3 zVp|<+@j8A3A1bR|L5gw-GlnfPg)t9}EWCL6kS`5P_+LceJj7KDas4ShKUk3C+P2W6 znYGSeGo}6CboqbE|0it|ZT+KE@8ahe9U%bu|F%R(-+4d`@6*(oc-(B`UEP25iG%m; zEL6TVJBL0v5!|&?4p^G!t`H{EdiP}=AM3CdQY}N1Zr@GM{qNSKzeLbKZ=48T2*+`1 zKOcR~Ds2*=YT3U>r;t{-&NvJ%1hXjI6@u9nXo|pG3K~UVUWL#iu)r{=s7ZMEZ%EF+ zX2B~hxd>#8Eo3}(lieCjY&?~}l8PD`k;nq-J9Lb=GCxboG4b$f3niEAG?^KHefrW` zF8w*}?ttl3F>uhofBLrF>A3#t5Gf4_WoilswF1>#K=gs7zyJ0Y?i8CepN=4j?D$Q% zuMwCgrdqG0?d6|m%--#33U5`+_uw7ecWpS8juVq{^+TW!5#_&P{r?tE$B+Qp+D0nu z{rxYl!J4^NFOVD9&-;BiYUb)w@-MX2Y;*)1CVm2a5l9de$ocEhHJBqs-AJV#bP}^N zq|8s)e^Zu77?qxeBwq0{%W0xk+TEnYn%n)>iIfi1 z6mtrudNR_bMQvP6Pm?dAc%0=-?7b>yW5KDCKRIjVEe8=^t61@!WKBBGv*m6aeG}}M zN#zEXAsn9phG$k{VTwS+$I@1Oh2fJQg4XgBHAO!UER6imTu0v-)9=ccODpTs7Akb=K~-b#xCe)MkCr=!1R z)bpkaI-Rczz1VNB)^qLoGMAg2VYl8#3WR74Y$o{5>ItjcAhJ1HQ+PlviI0@w?Dg%m*?XLJS)ybV8-8XVYhzfLKUL@_&(%PK|yz7ydmnWzpUOhhEfInK*jW~ zPk^a0_U&Un_7aA&P@hL-c@C<5p4IB%AV@!BDod=5Py`N=K2WEq8MYms9ffP)lyCL~+R`M=vj#(r2nru~^6x!Q87i$ZwbU1Z z4~jXJX~UKLJG}Kz#DS1TsA5l#8O;IfMXg`WV2p|msA|Mg4nwJr%AZ<#g zw5t9G4wwD;pvcF+4HShm;RgX;o0butM%L(_Y#K1G=1c>6RinKF^YLGy#2^v;A;A0I zInFx-dVv6UbC6z_L3*tU=`{or{~ze)KX4rO{~zl754`Ha`Ue~A~+w# zeRjbSmqQY{+>0AWxF6c($$&xP?GkbXk6AgNwN|$vK^yT}_K*K;sJx12@^I@}ulzSa zz_~QHjSt0)$|>-O$~>UsTvgB{K_$yyymS7XZ?=Mti7&E5LeR$5t(drv7fU${btFvh zvve}8>J9s=NL~c3atmbR!>pr7>)Ac~WY{+9Qg~PS*1qCj}4my)?P-?Zxtp&)Kz!k@~YaTC8-BQy6)|6eA_Ysj!*f`sGF(F1#&X)drAl#p+VP(23m16=8OzBpln)9|N9lNc z=+@m$gIVzlYmV#H(TC;zcKwn7e_TQ|SJ~)PaOH+5rl9Wncnyv=Ax#{C zAxh18KNc4#viYvl;ov0DVG|BfK18h$O+j=B(Labj3wGGB>AoJx2o~AsL(1+D#XwXH zQ71(65S>8;r`O>?BGh5SE%Z8<3Ixpc1A%il5K(yo=e|M|3{hh%aP6-rkPCbJ%rdlh zWg;RNBzB82X&uItvw>>E-$D4`4CEp)JqHehS0>b=K-rY|R(w)yla68L5MY7-RU~lN z-ZFG(Wda=Eyw*o)#TNpYbc9cXI7J0I2n$?+ToLT z>Fx&PA~-y=Oqg7m*v%L}ix&ye9jvyVIS(z9v0%c>#Tk%n+ zPC5eEb2nn_1v>~K`;zlvpFn{5m3;4SR@?&>kdEm{nIl`f~D2-t6EUD ziIElGKpzB%%ze)k1_HQB&(18XS5_tnnn2kNHg>IMi<6FnjgZhTLLG#!Kp+?G1q4`M zd4>DUm1*JuseQia7`_7uKLr6=Am3Wf<(Xy1*2=_H4~V!v5Jc=81QL^jvumpVWW~ph zV8vID2+5HlISM34v)ZDo9#}y`1+SplgI8I`!7JoSQCvh&(IDbphyr6k#Nx3aVkpSD zP`wZZ#y9JUCqV2(h@A)$JEF1TR-?7zo2IkkQ)952!qMG7gO9Q}$Nvq=cNSTG`qdjZ&DtIN77f6m9@Dcp^*_sWo}=s^GBga( zB?{ubH-ih<)4$Gga^v4knDun*`RD8dw$g zn()(`?4`XtW$Rb)A6yqc8GThOJ`L~}JQvljYYmwkEi44B-b_3f`=2@b&_BP6KjB@6 zd~!F%desJN;WuP|vbToz)|GC?=Ky_@cEq~W6UX`7Fe=0B4sB-ucKzJ=SBBXK>(mfD z`?=vohB*++&bXJ8paDCKIqWhg981a+Tu#8j4v2}x8ZhfcB;=3-geGH&?K5Rsi2oqG zHV1TOL1S2nuMsx>08|%XMO%Xfi5gM>)uqrVw&GbtuGN5?YOHWO@H3GM7?9I=Nzw#u z;V|w@%<&h1`WtK45j;)I{sKVlr8IK}vy*UO%c2fq?OqE>xPr?_ZrCoNjoiSOB-awM zZ!?$fb67$i!FRSwg(5{yucGH#n4xy-Zf=6pO=G ze3z`DyT=VI8*_sN>({GI&aoaI^Mn=R4{jspxRZ_f2!atWCctDwm5zc73X~}J#5|^! z_Cdb9K}pn=D!;(2kbwJ(mAEKftbEOAj#X|b%}DsG5>VWaRRNS{Bu`|NE2g@s6~wMc z0awxnAu1GSV%t>1B{2sDDi%Cq9}k53a0b1NcW5aW+v6baNdFcHnp7zs!#R19{wBWw`MY3|I zPo@TmE#Hej;oF4E=$Zxb>J(ex+vay27t3VXCc^7ctl%?r%0xLQ2J08|KeDQQK3M=m$o&Uq(KB&jP3j^@) znklC!Zm@Q%tf}bNg)^cs5m9{Dc+syr<1i5-?|8soNaBkzj2OvsJp3EAxHud|1QY_6 z_zvk5W*@m^n{;4pL@xoB7d4D8+;Rex0=9&zWVu41ePkdzmNPBPDqL?4;xG`Mef%ntYe@Ou#7pOwBfzRF}n%-M5w*2;ppC@x61}Ey0?}$?g=_N{LNa$ zJhR?6IDnpfu^StHW}d2J%M)`RKoC*RMm3pTYt{71L?y%=&E4q4n{?cyvdU-6<;wP) zUp*H(KeI$}27)a3J623{HtaPgMR|Fxc-9J<*Bs_nCU_yYa6KRp6f4xR@{qehf-~tD zhiBJ1lnlz=9bcKaK0G^UbARyuEeH~bfw(sp9Wi{Z_!@#h*#rYC%1VFFxI$elajyA0 zA`_}N;58;4Vc4zsptC{QP*W?)1xIJJ_3l8NaNUkrz1$6O`=sMvQ>%QFCa&!AwH4)* zi!<6)Pss3(c85G|ryni(rl>2PQ(i@EYkYg}vSYlNU8_V)^BU&VszZU@Iq!NaF#C?6 z<4@_Pr12VY`xd#;FckGoZ-hNN1zpTAs?^PZji-6YqT@vvD7ypFZ%3gHZ^#HzUMVQM z%qbupl>NGWe%tNc(LM#a7!ArkJUR=DnOQ+2ENT$q1X$&p$4uG}6Xb3ra0qr#nz=(Z z4ErBom4&bfq&h2O#akRb>FD)2cjJmxuw%!-9XQZoeV*nCiEvp6S{mtq(ErCE_Ls5Z zdy85Wea6dOxMG6P-yw7z1TccoJ%u3RFc~{O)aXh34BXreb_T%?ldlk<7y`&cfMf_j zD`VHH6gBDie*q7EoV0?k=1T6C0~wHpIUuA3gdBxDxTi!;I`ZS>`nf^|t20FzYcT~E~LXa8mE4_O<)x%{2qU_O#Si@c>bPCB1)AUKXSM=a`Nvs ztGt6(J-`RV{r)y&RBQ5btJ?GNXe9sfk5<%H`KE2mV{&t0(cD*HS^D4I(A3sD#?VyH z)7Ic&P!pOop|sPl1u`?r@ROyvxF;92wC2J2KTmJj@){5jmg)7PhhrYEjjc1cqorN7Wgl_U8! zFT-+-ZWL%s+maTk_PrFG_%e5>EbEp*Dlk-*KdeDr1|e~G_T1C{{vGa$iGC+u{~Ug{ zqeUX|NBSRPjfOa0vdveBC%zjyz|<|%7%JWVr?QT&Uhuv_<;8KsT; z*-^mSe~#bnFvXPr-??C1f7_Kj>Y#I!{r8)=z1A-@z9c(8b7)-6hb@LN5-j=)eR}?^ zed>>C>2q?88D>;oLi&Avj|bh)P)CydPfck!pPzR+)rowQMmH&XZ_lEOCu%IlwezEs zdTg#7ZllqFJ5pk=(`Tc3Z$9}k$fJ||_fX$8gyvVu}NATt}flh&h7vrIOLE@2kA2 zK5qj)mBOS5jSgzvee5JjD2|Nu;V|3)6dNU=UVYMceg*!HnNm=r5Ys5^*q-D;{s)zG zr<_V3JCC$?e2TIVm@q8l`4C%9N@w)$pFKkN7`nQuI=j;^MQFSESybrP9#f;)iH97g zEPJw1JgB;T2N1YserundrxFUTBTi?Ij^OM_E&au=inM`^WDD!;ov;Ddhkq#tc_+rTBqW$BAoY3h9nWMuTzkD8K9d%oM0sS%cm0t*4jw*T4IPps8~R1g z8k&f!vl(w!8q`~(03P~~TwW(&^EYy8G=uuLdZ)f5NzmFgBp`oSvu|OU_Lt8u!+~2LOl-u#<^_F?hkLNm zwIK!78Y`D0cw5w>D=_i!{U>~%zI^^&+o$dgWjVP&i}p_`$vx%9XKjyc%PG$w@VE7#p-Jl+#fgXBJc%KmmUAapu5 zV#@`)CI_m9U_CcvQr0~hORE3`@GAy6UMMr&772fCr=;x4n~szUH3}a|^I});=E6V= zBP(|cK>tg8ZR`5inT%Rq6H>qCxr@#e#pW$!f3VbmB( zQ<1_a&w6z3EQo8=Pu5H~5rI5BtaAM1Gm?avt7)a55>PCNI_p0z!JQ0*g?DZUv|6- zi#;usHG&q02UcjX5#z!%wy|b)L{IWMa;Uy1^k9baQM}802E7NLNl>jmw#8uPTBKc$ z2dy9d=<$fHk;P98WvpM5OLFIsdH;B$8Kdk;)DzdPK`S&cDZl)~|Gai}=*NTzgT^`bmVM64mAIPU%8rTG#x{*X@K*D&TUx7%{}<5jIwrY1 z4vUJy5*~rP@{xt5f}i~oqvs9!0;Cy%{URk*FdpuVxDpTU3_|Q~m2U$%6;W_{`0jp$VuQ@?_?JatDab4;}k;R7_w3geN1&r(F zseG4P41BZbZ-r_9lp-m?E=?^pD^$`$fkaE=%@V0bmgH%KLsb9aT%qr)22Vqrc1tE* zs}FlPE^)~mL4nel*J$dW(OTTc$o9DQsPLP14P9D``?r7Dd_%4YnftU&8dI7(D1;WM zfxo#__d^p_qU{*ArzM)5Ue3%0oM20bW~w^+z<}`hD~Vn%kim-5S<~Aw$H-|68W{&^ zYsYKkPB+kHw1uRW^e4_kBPJrJHzozgmXU>b$X=>>m%ai$b=d|U32{=sTmeff>oHLN z#+Tk~6eXC`%`6sS2!$`cfe6 zMJvCl`toOaOhmr^dnsxL8*VIIpS_Q4EjmH zJRN^@T)sOt%t%Wj^hoC>??^38TJV!HXkThBXFF%7iT;YwW+s|ZjylB0*QZex`;qIr znzi4^pD`VuF8pops?0$(MrO`a7`mC$?g=4EBi|9#rN_upX8pf)?_`U#e^!+)+pY0^ z7nXijfUi^IB&bMJpcG+vpDQGkwIz$BxmvzvmyXZyj}|2%jn5}JeB9YkzF_yAs4sJS zob``Uu8j9R6AQP6sHNH}FDC1|ZXin-q*MkbsE(#5?InGgU85(4_vJIwmPr(>=GF0W zHj>%b4va=EBG)}krQ!TG?A?Qklo^SWf&@yy8TlHLyWMP^#jnqpi{HCh@=XhFLM<++ ze;!#pSSbeYQ)cF3Aq}RcnSTw&2!_`NU53AHvxZ!ec~Mz%hx(fD{{weGh`;}0^6?_C zCE;D`QaX*=-uo7NLhH9DeeF*96IAnFk7()|m2{5sN`m9;WQOc~y=$AsDw)n$BYKsG z0?*rP^PLW7J(_&G9G?vLks@m#@S4!1i@h7FGx{-f?d5<7lHH=THS+RjZaA|8m5t&( zG?xhTVgd2vm|^2V)blbl8`2(#CO8wL`|y0%kkoVE5R|JQ01+gTv-^UzHpPTtjBd7*r zmSi63fZy<_ke;4g`LDnKho8Uu@7ODU{^5W9#UKljp!~ak_}9PwE4lUm_0K>2yI=q9 zKggHSBdq%S=6}h*|GR(jZ~oms{xARGU;X31|L5QS__zQ5Km7Ck+ny`YUt|%O^A{M~ zfASYdZps8;E1ggCFZ~6wyZ)7afguYVzrfnwe}TI;C=?GUSE^3#j^EHPRB!c>L@Jf7aOkl0VCUoow@v2*~m4{%o4R*59FH zw|9tHS-7?OKl;C3uhc-ZCI!kLza*mn{aDR7Rf7k}L=iIJ6;VFBr(`Q?tRNvwWK^ z0w9|tU7fdgz{TN-DGXSudC>V@d#8R`=yospuLN&kC&|6`#_YQ#!!aDTtedklj2VjA zi&=jDd8JFO8HQ6epPf$yve66umEyl-a)I(E zuX_gAP<1lGx@pnNab}{hc->N)hSL&(#hlJgE(r#FIXs~74!N--F6xNnIbu(ac!?u!--t6e zVx0|`TSH3Jh*vZs@{AZVBc{rL9WrEO45$$!lERQNFd**>N%USh?IMP`fbK0|UkljK z-l@qZR#^@x_+GXWn`OVUF60!M7F0Sf(9I0~%LkqOqCq`p)jmmQ>K8On&t1k*meKLp z3)~`3-LYRk>5mhGG#F{@hvd~A`z`Mk0*lB0M#DaY}=!&Yd1S z)lTVFsIu^KIFU<(wMG=P%Co!)u6+CYXdOyKXLCT+?6`@=nk6Z2jX*qGkB4 zokk~iEpd8DPlJTO4oQBy%~fk0LlhJfi&M@(Cm_lqlZaPae^zi5JB@XohZQJQJLLMw z3z}k=b4T7BFM!J5)dpPif~oe(3kyi{&OsuW|mt!<6Z|F3_RHj$J+H#;H*exU+4r;pWRgZ=3cK7a51GlRcY-aCYNGP zbYEVP0_5<_?R;LTe9@bClDGC%E7}L@^zrtUg?(j*PU^26e*7g-has8xBj5%6^WS&@ z|HcdWH(tQM@dEyh7w~Vqfd8fN0umR$vmyNPH#UU7u_6484dHKW2!CTk_!}F-f6;6R z?`(hz>)ihj*Z}XO_RdiA&wqb6pFcBGlbFtijb%!tqJNj^8ym(&kA8mE*xYB|zW4Lr zuOEHBBL3cu-!cg$OgsIbMzc)9J#9EjCM0?E!4xs?oSe#h4ZX4d@xS@0v*TEL8vjr7 zC5F;pZrH!X`b*Q?eD@p6(;nUuT9akkx+Y|$O7)oNPM!CMsN+ijeL5qOefj54zl@E> z0YjU&I^?wT+5wQhe&*j%wVnQ9b3w-XCwuY6-gA0}qw;R;R0gcjdH;jfIxp`}zl{C< zDSvjh@te&byKl|sJ^d40Bcu8GJmYm-LK0KbyxzYliR+En;EFp zy4i9aeYZIdchTG1&)eQ_#rAgF=C_&~JTAdMjB&m8!Hu70AMwj_xR;V^o|8G}S>S8L z0QzC}gMa;x|HnVh{UF)>U|VK(bVrcWohXX)XY6hgoFQXNsc>#@);RYu^UtSoFzrmQ ziVgn1k}Cm>bY!MsB*aLd0wpk}r|>FR(m(z4_UT{0X+Pi}-TIC?s!5^#LK}$%R+xj=;gYEvR zrT}p{{&2|UZ?~gRfJ7O!U#&K>)yj}4CGkzu=(61ot(hrcfqHD~YH?yGh*qgc98{P! z020T6q9uLxtYy_(wMZR1sm1NM?j97{prCJghFSC6+8g6cG1Iwc`a0`w*(HS`CIDT7 z25HtH>sB5Dvidvde+jv8R8TZU9mg#{C_hg_(5qMD#3A1cz^bZ)(LPOb;FdzCmO zfXMs(Rlp3m%b5h=x@DHseiW6T#331O-ukaNNZwR`GHd2^cZJ14b%{YsbsX2YQ->tm zrz%ipO)MqS+#d&&DXb3?*GHmU9JG~mJ|SyKMBM#Wk=`(pSk!S|w?36PP&!oAN?Flb zL^=BJs|<$m)YNfZwiFK zMWs*1etJuNabD^~!M>}bqB?p1ZJ1?FRG72sQI^Ll=`gb_SRuIC?@K~7O%D0fw-?2M zq^#CgXcz)wzE@7Io$19l5-FJhu7%vjwG!1)t5#%iR6zCjpWu#PkbAghqBt6}G!$#- z8m3dHU~Y%xR#kt7X(ytu$pWjTw+#`8JsCPo!HaVSUyY!!{1pfi@u>sZ23a zQs>(Nm5BuBOG{B4H2WBY_RT|eK$DVpbx8En?sag2?Ub(pB-}^OH&L!`yr;HNDf=|&L^;zh-;q>@|- z8i5(Mw*7IS&|Q{}qB>;1M(r=l)_t7E^C&JY!k-(BOcfY^9tFc_n^x#>NObbN+N#1P z3z_>t1Ft;KLL5h?_AA@D+}ZLx3Wm6n*7S6;P|mF58jk(oC9)HTYCq(0(sY%ro9h4b zC>VWd)PLpGg?Vn=apYCCJeb+KC0|N)IOONC18Tn`k4M1)hNO7bEj^DLesKr$frHWS z{8-Pztf*M&^rdlMFV!f$)XuxR-(OF)SP?8)wsTpZ<9-v47G%O@B~gGH_nXxS1zN74 z-M8niHpCfEcxNOsV3_E+tvHI-IJ0cd@=~|**bnGv#H`i2=dL!T8q*d!&6C=myV@8! z0LLVb`n&24rpHl^e)?CHkbiDo0|%yMRN3puntK0F9aO+Mnkj(Q>$$B>`}!;aw$yrG z5%SWB;iY`)neyD#rchLvPvrFL5QqJ7R5@+fEK%#MBPM7R^Y{zmpcXmK{zg%bvntbz zspBATEG#YgW)%h}R3DCO2d9Jsefj79(afvhCgn~2T}2#^#{r(W@l_XmOXL3S3<)p^ zmQNjq8uw4@lMLg?wn=4k+$Q=knnC0XK-{$M0NKULP}?{&amZ39j79CRj;ilb zImI{|`OA>O$gjIp4}ILHT?K^M@-OXin;W$Qc@z5u6x`kpG7&DSLHS{BhiphR8Rf6? z_L21WXLKp5CO4>*#(~yUk+t$Sc=C0eT>P)ZB)vFDgC64!+E-R3f}2M( z%SrOW#HrG#^pA6>>6_N{`%j5B$2nvcxN4NwG*`Z4w~d1ck@904M2!kAKpb%(6M31} zRNiYXZ&98*&Ffg8c*K!(u=bcQe1EU^Eu#+I%i-#P67$IFkceaKevOed1=UkmIp%r8 zE+o$zNBLb(gR#r?ZEHtHQ?i#k{h@XWvrAIPb&O3;qRx%#w4L+ryX(1AN8M?g9rIKf z`!Nn6NVz;aI3>ZdAF7jJfE7*dtA= z>@Xmuc{+j;^Bo0y&}wVtV(|ZQP`s_#_h|Y_egKU04KI84YX`1TzJDB&k1(a}nvpi} zSR6C9Ssf#MS{)-qTOA_=Tpc5pTpc4`T^&zIyx3=Oy*fsmzB)!KusTLou{uU}vN}eh zvpSxXX|d1bYjun~Zgq^5aCMCAa&?S+bajl(c6E#-d2!6NdUcEheRYhKeszrM!0H(F zgw^pBAXfXRSS*fN`B)vJRPTiUj- zsvU_D?2`uP$JJ()AKzEqj>NDvWRI(YVA5%8r62onBn1(!B7$Ul#F=Ro?|{lm9+S?9 zuMRfjYg^?zQc?~q1&*zb!kF`_v6GU{SM6n05=>fw2jl;752;Kwg_W!h385GY{J4i4 zJv|a!9nAbni1Kj{H>EUMMOsqVU)LOebtpw^S``K5Vwp&!@cQA9D3=!adbJzz#8u13 zHYwktS=Op5NKHh-E9Kf;9SozTYgHB`uKFFu;*WiDBT|qsZq*i~+N31SAN%A+^Mktm z$K_s3bCgvjN$lnK{ZatKr(+}Q|FG}c9=#ToEpd?5q^_#+h>JQTgDBUvoUt26 zDLv9<06-n^5#FP8`OtZ?+aYJrdDbN)*wE%K@=vZMh`<3oz}4qYFIYJGRWWi!pqQ6H z1;j1OlM;XGr zKU6LBq2%GXYA@D|at2oT|I)D(KX{$R%0BJuDEgisaF;BV7aR~ZP)2sO8nb2KkOiHd zHwZ@YlkL@)eQ*@G&eBpp(v6IiKQ9$0v-RO%81gzFN7l{Dm##LQHl;u4Yh7EP3etDN zRn5#kO_7a;UA~3`Sg@|t?rpKg+d`DB;yd$_$4m|L>vbluxlwf z>TxDF^P@;<4nQ2}DQx2atVvnVeI1meRPrrtXQS2>6?Te55Fn81@J5R-(DnKjDZ?wUqKuo+R7YiTo?&=v<|Xx9jaA!$*} zoNZ;9C>aL@+}x`ro9-xzmhxRO@NS@~kF~!xBk`=bR@p|<6T8dv(e|Nh;mw#HhlE?H z-2Z?;uuRy)+67)0!XZE?KETj z+{4V{)gkNk9&ebLf9_&OSL?rT)(UXQ&R_4Lgxpsk$Dp6mm}LhBK4b&io~sLLT) z>)p?qr41aiwXj3~xfer_4am)mp!`+FdgNKA`U|9r{_^_~-4zzud(q z9YNP&<3C&_Cn;+MhKi zSIHJ~t~D?H;{|MqI%bs&$9bPLv#5p@@Xh&{;T=4%gBuvDdsgRgz_z~Kqd23Uhoi{8 zd{5$x0$@^T7@VWsae}en7Erph<3XdAh(or%@?7hvKH@l!Bi~!!p<@uTEBr7@LtOPt z!;C_vI?fwoU`wAk6n{2`capsB%GIkXDq~D$R8etAu2znuHm{|VxMtwi%* zpy%%OLF_GiJ^z4kds_?Id|=OOZ#*!Fp zbFgMq+4;9}nfpDlBpHWffyB9e>Ss>ejDkH5=<~MwH;}W}4DSPZ%r+-(M(sZ-vLfGc z4Kq5ZGc|s7Ro>%!5zaP3Qj(eU+}Mf|&!x1WWLMi9xp^8AeCY<^&i>ft)Q}`l9g?tp zj^gm8%z54eH?-kk=2g3-D|QkGAs6`*WRBa*B#t@|MY^x402-y>z+Zz=@}m*MpOc?m z_Az!Nuj|E4C!g)M(azy76{>WAq8i9J4N3HZ-;Dva)Sa5VC`6%{)AukybNQkzJ39g3QLW(hPa0OW^5ZdASR zEpywDaUX_3E%krgDQg%QKh84j4I&M>e;|9>7!hiyf}&p|4i1Mg3e@^}tFabBa(9T) zsEA}F88EZQK0^s)YD_bV1HjW95n>=2e4%WY8lT={e2uI?r_DB^&^bB8RInnNCC^q+ zRDVGHJs4XFJ;{z5oH~yKVpjbVj8s1LC@usoD2kPv&IjHP2**(rte7R^k?`c`_X!77 zx;p&~`s^u&ag9XjBt}XS^OVnU+(XjLOC$f%Zy*;h0f&w$&UtC9@Nb^$Ff&)a_Y$Z^ z+~@%1#~~rTl8(6Gou7n=V_HX$^|zi1p(Lf)WF6-FX9J?`qscZ0!A`MBa}b-&@KfcL z26Wj6iqm!uha62+b2XbtaSt|>=kk)1>CI`1(+#{4hCa;6oUi!xK<-< z`px~999swZTpFLdHtKctG2pg$bZ633uPN@`R|;^bq{C8j$en2#7%D{yUGD916lhxZ zrFy}0k=;R8tSf}*1KTg4hQ6kvjzb}>&;h|0RPL(moKwHXiFg*7xizNiwVOxiHaa;ubc`5aErYc3}QXG_Rr}oN*I%?Juv8x*D z^tptcZ7o3Rx>K(DrDBPLO5Z)bD=RLy>v2e^!ba|^qO8=?pZ2VwvKTj&aa>BVI4BCG zQyq*?-S-LNE2O>BQq}DREi@jN`mio+lzI21qO6YILct-2_i_KW+Ubh-r8ccawu>CY zSGln_ZG(|?inWc8!!1mO$(76X&5@LlGtCv)aa^z}>`SShH%C%-nvTA>uZ}}8(Kuvb zo%eQ@A?Um-@1se;ize@sHUwR>L5r6}nR#hX;E=3izk1(7&bqTh8uZn?O7GX$Mu$>( z$rUkS=vpQ?8r$u$G+A^G|589UL%MKdbnuSWW;ZyfmwpWnIcCml9nKE`y}V^H|u zm;l8fp?rGm^7W)uzBh-1tKcWNW*&|cW%7OL{%K9U?uvDAeMH^H3ft1sdDLwzDW)CA z0Snh-uadU%zPlbK4haf0QgK~R_C0oPez)tB;*e|tbEr2#vx{Hzqp=pRtAfc(M{iF#zDTM{c78m*1cOY8SNR{ zMm7$l*;&f2^^KzyXjgr&TsM34`mUw9jstvoveUa5W$o*nyKCI5qbRpPRyxJ4>j?M<*1|05xfOw1_iO@d*;pDl@P^d$a zA|_4T)J6XpIzH&8H_Y$ewfC^yg&}ny1!IRm^qwNUSC)|xeF~{5@sXQ8(dQ{STRxU~ z6&xoL(dRPZqH6}ah=o}}9q7j0bP;pB28V1qI#J>#by(t!M#MVXW7fVhx}bU| zVp`^haH#g~Iv!`2?=zJgp7WPL;$1+p%)=o zBZPNEXpnd8NC-BG;3*-XVARtz9E4l-0&BmaR5yY z!OUOa&k=42og1$qTcnB>20!0tN>+e|i5E>tX=|lK^2-yDu@qZ@;h*$(- z+JP@b1@FuTAr(SMo)FS4gai#CrNb)$#231VS9*z%jv^$m2q`Z@l8lg6BP8Mom^(tM zkC+@Jq!S4VNJ7ezh~p$AMG0wCLgJNoo|cf-B_x6gsbfO2nTVYxqO%DJaAL}wkYp#M zCxOG+;b_=68cq(UnZx<#Xka>=u#RT3!zu1~?mL_m4`<7xVf6RW^>ETX zoQ;o$>4Vw(a8^H@?vLOAA$}l490VAJ5Y_Mn2N5DCLaarI&Ir&PA^Ic4i@c&sLM%!I zUJ21IAwDKV)PxwE5VaHHd_rW<7c9{``Y3`c#rUQ#h^PQV^$xj;09qlUE5v|Bps_C~ zvjCSCBH6xR-vYE;h_4F~c@c!~3+69C3BH30zhDpp)M5m4jA4=QILZ)t`39qL&)>+!U_>`NPJKA?ZPUlqRz(ROA7oHlMT}UYxR1-Ns+v|l$e=bkEYEiKzN&X@97N@V3~ECc zR(7FP=t&#|Vf+4RM~q%Ix>tw1ab?RNWKi2doqK3ZSqDNWLzK!o=e9NAB2f9DEPMUXQoh1AqgW90zFSin#b5J+l^T#mIhV&s) zh95tJ37(T&aorTeK}qXe^qIPYqWZb+NYr#>Z~NTbaOABMzPas?OtVQozNoj{4vFIT zbuZ?t(4$-DywtJpswwFY0vuo<{JD{}Cs@~UG`$^YN3LCbb+m2Q?|0`Lcebf)fIkos z)a9E#PEZDW_q$*2&Ro)KiRX#N{NbIEC_j1};EwxD2{|KdwFC%b8R#$}16p%=oD8h3 zp$3IINe#&SW?aJ9SFPF~@li}q>+8M_L$WTjoHLY|e4x~YCN$Odp_Mq$;ojB>O|!&t zkTl*`MF|qIm^G|Jt}|;9Vu=HHI%OBQ*(GvByh5T-Di}W2+;tqIknH&AbiR-{VvgD%NE@RyPfD4M{jo&EGTx%H36f*PlYur7zh^*>~^7>tmLz3uCd-yJdX9_u~ zisusaGlhI!TiP5vZs>slKVc zY($w#5TzBrGruG$iJhjmOhHIuwyiS?pofRF)PL3gZ*VV0FyiL z*!GY?d=#6BiHU30KE4T-)xmyqUlDnG?oD=A06$cLv-hE0Eqw;$I8dUyOE(8MM;FCX zuRpYss_Vm5_-D+oFer2&(__E({- z-*zJV+IXsKkKLqY+VYak{=VTV-F&uVZIY4U6$RWcZ8($q>A?7zZy@-_k)l)7OREpZ z#n@F_x``&e#33KqQhgk9PHAb+bu7tL6EkaTKij0R+F(Vnygd#HaNBm;4lb!M>eW<^ z9A4Sv$T%b{*th#%G*!OdR_HV7wmg`mUu99$CJ)CUVd8#QEKa(H{qZ?KHYxo<7dtK3 zZj(639#pxw)-qu zNH`CTio?ch(UkR)7Bu}VelR~T+t&5e)b*97%WlB>T3Igg$MyyEZ;C4&=6~L>VJ&v= zfO;4H0O~Y_9_PYDVCpwIPI@w--yIG74m+18HJ}s(Wy4Vyegsn^!m*>mKFDZgdC4ZV zFfEvJ6N8V1jBz+lcFmQ|LE9%4B=y1zVMCkH-~(BB zK1}P5IY0Tp{bK8+XjV-@MJG(_v+vugS{1V^-4DtEKH)s9j8V7e@g#F&y%`AhYY~V@z8a z$5wRp-j0@Ovk!6_ZCOJyv{KxdUN#O%d5=8$<&uSM4_nS=xe4z^I*!biJeUS|=GBjd zk;gRa8P5a%p9Te??1~vtNl*GSCj}VKJGWft2mzDF@Jo4Kp*f7ed|r`^>jrC}0xNe3 zwinM`G{zm6+v5Z{hP}vz)V$Io%}ER9_GGJjCa5UXK;Ut#6ijoHgPA_2hPHdAf(g3X z$%`D#)0`H;K|pnnu;}R2dF^RslA04KI3%e*o{=7<2Z15RFjdWo7p!ugk53asHl}_S zCagJBqik7BWq12CoudPQ5>nm_XV^j3=9Qgmj``?hpu{})%>X2n8B$ysz~(3s4n|P( zI+Ua%gOy0}aTFjw`^rl;=bM-%l(Z<{6PS!jNphpqV2%`R&QR&};iZw{pWQeX(}(f~ z=4X0r3~(tU8@uK`@}=QazNy;GOx~OYQ`R@hW$!`HIaa1LapjJ$%^aFiut{i|#()|a z&{jMX-CupJ7R^UY_H< z?j*I9DDcv&Kk^F=Aa?ood%SE8X>v}K?RdUsjC(S=b10X?pWS#U=o{IV?#V!s>r+;L z#$NNB^&A7J%m&FJ_)N==iPZ+>8MVP~mz}@tRGbK}@|?#VGqH%^ZaOddXE$8i2!Pvl zk4YXNHxrFS0=qmXfyb1tgn@G095=<(ocD!~={O#GHL*jX$J4D;gvJc=m?&;kf#lxa z#D5a*K{|GzAuPMnAOsvU%M5v;IJ`)6HZq6w%q3&ysMxX7hy0kX<|L~U#T<{l$gkPD z`tbwlGt_=4CCmAd#uWHQB}Cp)J>Oo&!*N{jncRQi;68(y=X{fZ?{fqlM=R$|B7vh_ zRoT4AH1do7CI_5sjB*%t2csuDksdiqev#kge9K^X>*LT^bytV%YajBPoO=b_)fn!V zG;P;E%}|Mz-+ZY38e~a{DpP&bhZ`OZxY4`{9sqj zO=6iRtYLEd=}9Sj#{Dl?(wWI~JuUNuPE3M77?G$H<;QU_W_NVS^V>)SsU;%@Rwd4O zVg19A&+Ql-e(W>caWeB{S^pk#zoaqaHf1vR?EgUUPIzaX=xo>ixD2Svt);}Cot2OF? zP~%W8Qwl4|vi?2fe&UeDwH?DD?}c*EQM^eLPNX9xF#K>H@9B;8PaM!_a^ttr_%Z5@edl0EU7~d2LqR@ z4JCCw*3%p5A0w)cMTJQTrio#^dMnR=BS=K*P+F{>SI*2#cKXJ7Ed?wws`^Q}G4=4Qb z&$ix;QBOrpfw84>mXb2kmz%pbzeI@Bt7K?2^bn zJcRNGWvy@nDMu&E`?t#pMEpx(J57SWhjIWr|Mt1#3Q5z{j0*WSahW=%ta&Om^=ivr5>^x;#y08w25|y0M%EDWaqvnJtkXx>EbkvxYMwTo zhnqNQGBXf+REnO*a9l-GKROuOFi1^%rMfV_oIM8tKx^Sq-~SlZ_q*zmk_a* z$F9Uv=R(3vaqf_qm#yE0-G+Grhg{tq7f=9{*X7Xk!6pM*87#Hjw8k^9FzgmM8g}u_zmc*>{1fID$D&kJiA?C8=iH5nOJI?&D z+`)w_+t{__qFSNV4cBM2h8#rcim&~;#y_~OqWsG)b5@=}fSJdVgBt=8A5Pu5$rPSt9FMT6H&Y6^;%!QTV4XmKcT=bpY$U ze>qHnFd@#8i;@H$Ctzw{x0(Dc#2~WL@0T}eNP8;Tu&oTyBaoB^DhOX>G7K?E=Naqu z{N#?B;u}{YdL4l3uB9HQoe`*((o)$o z3^*E7$kA7ZGWZ&n9Rh*Ok$SVoQ3q?y)iSjmRGZcpTuIch_$YG+ z==1hCGI`j(R9BVElGbHi3bmanNbdWwly(h;5DvKkHQirD4^8>7eEAp$bHK!ht`a>+ zij+k_e&jaT{q|N5!YxLHw(&D#|;e<2WyrsvhI(g0tiS;on3kSBy0QN=`~bK zN~wEkfOR`aaI3BS!^kI*Q_{|YZ6GKVdB1cob1etM@uW?P3bV=MI4hUFv^D64%7#=G zk!L$3mUxdUqGV;~&2F`W3@mx2dDiUcI> zgOS(p-vRI9DBd53tjwnW!ZGsFW~S(Su8h2JamgOAdE#9|TgPZxpLzcCLl35;1PdcC zrIHqgGy|m64ZWl15CvGVkshBpO*9{8tPrK%F?8ikCoxYdS4Rp@pWx!<>b})t}3^xr{0zLjvTf8 zbWYQBllx9e zgz~!RT$JbDEsRvsmsN*6-W&g<(<=?Q+e*r-B`jrE_0+osELheBvNOPVJx4HOAcdmW z%E`;LN0ngJ(k5V(z2MmTutg(V>lefbi2PgSM{uOPM{nBeq=)0)Wzyr2fK{kX6!*=QE!a4g0LjjK0i2l5AtJ{`bxb^ zEnCjsy-(L1rQXp8G8|QTBt0Xq&QI-1IqVsE8TF9EMVUT0N2we=4!PD+^2*4|42T?r z*;Dc|=yC1}5Au|}2dV_}p6s2HSF(Ydbnxg?bV_^TD0vU9{3!O*Q}T*~Cvo&Ss(r6F zlb6n=70u}uu3nlWjOUh>lecb)tJCn!Qz2ZQmbdcnvvQ() zT3!jmGfj<49Xyq-K8}N-vz4xw=2Ge}y{GG~tf))jh2$aWJcjwK#e?sd5R`w|bOz3m z^;V4qQd&WF9o^RSiE_iX^PG-dLbqdO0>W`I%Ct@qGSFCdJ$Vj-F! z<9kw^ZUiwmCh{8p;3}K48asAh&6H%J9V@%fN*f))y zJnb(SwNg}m!SnvozL!_%=KVGFzTh3p&XC?h?|Z7Wf(}XIxNfK=c6rBlr5tv&zvO7! zsRMYP_7`xO>|$&kp7vK9a_#4h@S_!Qud-7qrFR{ScYMHdo6%)aYCT5?e0IW|V`aF* zA&09@+D$@WCMo2AD<6cwIL@O(_UILz=kr8)ju*ep^8ufX-zg&6(*ZMxQ#id>I$&zr zxz8_pI$#zA6XMs(2doaN#N9#6SRaSHm^(lYPZSK`t)AT1g(w)Z%a&nVTZn>{*XrnB z<(PuWaW|biu#CVLEe`_zl@VAR4HomJ0Kf{8_I6}u?-?3esDfG8vL9S4=mZA>84C4r zRKbiH$#T3_oF5L>wW6XNRj{&usmRho6)X;lbV~l|sDdvYq*g?aBLr4$9=>a(Xf;24 zam=UZ9doIzj`3Ekj`2pWja}9pf}w9pl7X9pkuN9pji^ z9V3!h9V1#<95Yl}9U~lD9U~B29Z#sa+DA0IIz}YDI!3g`5C;SVuc*sQ_vX=*Z z=OIJ-7f$t82KJb*Js@}w8R0_?`H*$~3r+nyuYJgbA9Cl1Z2K`kf5hnj%Ksmz1w`@! zU-Sq<1%puYAXG^Rbrk|7h8k%%)KKgpREKyMlL)jYLbZx7`WBHOMyQ|>Xl{fm9ba@k zLM4!Q>5x!s)z9SU`dB3YwA2PqOx`l7THXfuUsPG9t&0>!9TeW_55>Wh9= zpm-H(WPMT93Us(a<*rEUD^v&jrY9CCkcFCMp~_jPix#M;y-TjuNTV%ObqjUiz9`29 zT63W~U8rXl3E+i_d6C3ksL2&sBIalVTSsd?{b@=I%lZo87hE&(F_e#MnhfFK*==JK8?jvV{z3$ zjWyJ74fI|^eb`V@HkP1$6RZvOZ9_%eP(wFV-3@hmLuKDk3pf%F4%LPued18jIFvvR zHIqY?b*Oh8DrAS6+Mx<}sM{SXeMj2hp_+KCKOQQU zhZ^UhDtf4+9xAWD$+U->?x6~Ns2d+D&4=3bk(fOxg}fqZ1;Wjl`l;WAp94!F!!V}!7zy z?V-{?z~-ktuSmEFpur(GXTQhPClZHmm1L_tUjFYM>dglvFen4!?gE0PR{XdW0+>A#X^?G!k-?glr}u|4GQ0@`YpNos}izafz8TP9?q3HfW@>24x& zoRCc?H!kiF~+-&w$r_D-l4@vnu9Z6U>5$O#v+ z$VIesF-={-YZo%%h1_`|+g`}e7c%;N;Q$O+17A4?Lq@`o!!Tq$40#g2Fe?UJj3Ikt z#P=97M1G-^3^*tw(#nwKGUUaKi8SA6HzShHFRY#c4`|378gh+(VJ8jvOhX3LFPy0X z%WBBW`i03g;C>C+V&BPSLoV7c?6vQFw;@CBH%{GKl8e&miw+~qlqFRaHuMYtYCU~lf>?{t{evgka^$p4Z#KAs9JzxVO>-_u|n&NKf zho}dGDYXATE|w&w?PR&DLpB2vzmJPWI<+5utAhvI&^2BiwBaR-{J4di$^+-?<8m34 zkdWt7xrf&w0U-HsB=*PkDYd2~JZZ%xG)4?07+qlratz5MI=2;-&|pYAWYw3|Uf?ik zD<+|_Rq>?LYF93*6<;7RI}+ym3P_NUkUH1-`FSM>%PSnAp-PW((|Vayp{khjYR?Lx zU$F?X>&g4GQ<(m+pNwZOFC2FHE+$pn8_M_RL&quHE8VpHeI5FWm_5K8-C zFR%={&7{#^--)06?t>i(^%Yfv{k+PR78s7+9|=PEe!C&s`$oxP*OB~g*9oi3Y^xZr z9U(No3G+}G)dq}VH*Nc{Sl0DQX&?5h0N1g*KX#f3X*n)f4Du48B4ke&%qO{I_Q#P~ zJDgutGN-G5o>3|ZX%2s`VXxFUcYhGFHfhZ)L+fVA>PgF5cUrm{4W=@CD}pgpjimHiN|Sg3m?iZAUwoS}trE4s z7CQdL$)0|$b-YAzqLyQwtv7MAGSMioraRbwBmk&uZ82#VZBvIUQ_k32F<10n>f?}D zq12CxC)M;)6rA8|q)+ruv6Z*zxlxVMbv-_+u+01C)aU(O-B$ApIg_(3|IVaCjZBr@ zSrx6gR+M$bRgp8ZMP1+6*PUl#!)U!6x#z7H3NAt-mi8gO4!lCn%kohTpUD#rxhva~ zHmWS>se1RW;x3LVFG)Su8vRVrsP@Y*+D76g+s&nSwSO>t4S z^wwJu>QEJG#RmGGBOMPt@YeRFsf9wB3{UZ6=Ow>B8lfO>v+~a^Jylc8-E_t%=leI1 ztN?pn+p~~%T^$(V8@;CXylG6__EE;(8IW0-)wI4{7!_UH&uo?Qvg*vb>txRwy3(Jv zn+JFah+w`qrkly)Wd)1J)P!2K?B5wv$U9fe#*EN0&a zM}q%w^nI?}ryu>ahH`c#x^Bzh$7n<`?=H*XIU|+J3;xt~ghVO3T1uxIMVT!#9b8dj zqsOt!p2c{vpL9{eu0sh){bbDS*-)@?EAXdu4Yp)2WTnWw_{2s<*7OQQ!<7m0hO4Z{p;d<7@4La=biQ;N+0MV> zII}i@{V1&&T!Yqvg{yFZ|WT-YnM+~7?`IcvX3C`>S{e@?` zX0Qpq6Q#hmq}gT?N?Eq$sC}lbz?e6k(scCO3{~wU4{2fY)-f!mt@nld+YD~uKuX~p z6J2N3EX&i2GaOdxsi-GMNN%UbIxP6S8-s9RorfY}9O*fZOI8jWg`-I~qijm~S@Sc0 z#_0Q@WZsU5-OkV{Z@bQ<498hKp*u5rpkR)b7~W3x(W(WoHyjtBy_I900l|ZZSr)o_ zJ8MX6xr4iT9P*mztgvIgXP!}RJ87gR(YJ$+yA}+ejRKY@NyeC!cYOQ|Q!3Z?!t8IS zFBO=dZych|Ys&k>9IDd@&tK^beHl>_J4X)cduw;R+?eV=RrSGXo-mOv(a@&qA67oa&afv1%eUwLHSoe^TP0fT zocu;bX?rkC8^EKcf-7F_#mwT10~wbGYmg{+D|*W-%9wfot@9*52ng8&B(CFi@uD>o zQh<)YxlN>jgr>UTcv&0+TG-$!l=Eo79Jn8>f3Lh_fDu|;-EX`Q$n+yC($|ao80>`- zRX=(m+)h++u2nzCz&p5?5|ZCwIdJ-wcD55Jn%EKQ(q}aiaNzRVqJA{7DWqz$Z`?qk zfn}j|4jE>9%&GykYB5c)4BAblKAKTUA-cRhUh8SXalm5l)H}O<;CEC@D&51O*!65{ zi}ut+2+@k5BzohS2G$6^LWw1BIG@;S(rHVtg*8D-K(sd?f89P%PN1);2@SlIgum=n zUYl#;sL=9)`s4ndfxBYcfKT9tb`7AG;<@Dry02$IzBK(L%vU?q6|xuR0DSTV@2lRfNJ22MZw^YYnWE&#s&{vR%sy^TI7wZ;)%TH^>5jd4bO);Quf zYa9WWHIC598lND@+D4pXjU#9=#uUanM=gII^s9oJ!U>4j*eA=ZH0qqhcD(X<&_G!?(s~Pq((QZ(HNonyqnczt%Xm zSYwxE(jB##i);M-9YaH8_HIBW>8pp-}aS$R|;~-qJ#=+-gje{@B7$+ZPs}I3 zN&dc4Yz}s{NOoiu!qwIdMuIymgnRwx3*S$R|ox zkn&@vfF`jBU4}g9rRWdJ`sL3u-8&Sr4tXo&^`pCy2d7o4I+!CjigrjI>{x^9tX;m7UzafPLsX|NBT}8mE=%iN#BP-d z51FFo6B_JtBSD9{#K>^%DcjYVZ&3o2w|2rcpO4YzWh$$=qz-FE)%aYJL)yiVDwZY7 zv~pYq;^oofs;dD~Uq^vKl=wp?@aKKBH9|tO+b=72LS^;@D5`I^s(lG`UR`;cZ)>hKSZV%ZT?De zY*rCf1n6X-X(>i#MPcm9YvjtBohelo-zt`B70A?4^F#f-F#w^<(iK}(g-pIGt!k-C z>?+5XN}Sq4uT>!f8*?5t4c)SxS7KF5Re3T-->#+n%)pGCiAoLP3f6|}mY|nm+($Hx zghC>peJP5oZdvc8%o4gX@5+v!Ic>SKFnQ@y5M^*GwN>GCQamSBy1Mo> zxSv}mv|qGOm0wz(-LXoXDu;Dq4$DfMPDX8&I7MQ3I^=Aj|LY}Axy@Z>c#$}jyO~fF zxmJl&2;vK(8>^J*WR6#d+?ZP@Qyu_;^@qeMlNZ-jR20=InND*0-WM!aZN{P6mR{l% z1Z>%L$ii!x@{DtD%6Ki)$&BBrvabES9tTsWb)~b>@jPfV52s~XIw*NtxxNf1zw&_{ zDl~XI8vW$5YMB-)IUDe&Ma-0Rj+XVxH8b@9l6Fknb7R@A&RSO*HAWkOFDl25Q!E9$ zdnn7?qF6em2yh?_e;){iPHyQMu1>L(&LwAGT@_2G+=24L06IK|V zk)}GPPOenPUgZr6$Akd#A5k-T0h>{q1a=c-rQ=Qp?;kCpej}$qGMX|IhOWm$AqfVIAXtBX1rAbqFP_8_ajt4r$QmQDF4a+J_ zYIN7gnltlhkE1ZB{2^Id;V?seYUSiL@@f*iQ)w^bU&snpX*^HwTb0%j<@1Fp*vPAG zr)n`@AOnYqw{sOyB(;g zlgx<7LSW5Y$F52Wo(kJYoJkH)pSGMToE_lT7EWy)>exEhilgT?a%CBKQ+t-UPIcVl z(Uawy{dsS&|16~7Mw2Y-qHNDEP*u8`c?bqasCC!}$13yw6m}K_0nMv@^V+YM!3bed<(Y9j%t+YUpqsRcC+}cKD0I zK;=>JJoC(SY>%|5{JWdvP^C$(L+6k^W4%^n(y`ss`TKR;;@pel`Y<~BeCu#b{MO;P z`>n&V{ac3<4zLa>u`c6*5M>lti!3T zSclVRu@0x`VjWHc#yXswjCD-)8DsTYHP+$OZLGuTDT0_R+)rqWQiWym}(>}5er+sT+#^I$cjl)Y@4#z5OX&hd`(m1?=rEz!#OXKhgmd0Te zEREGGSQ>{Hsx%HSR5=}sP^EErp-SWMLY2nhg({813soA2SE@7)FG%^E+p9g4wv4qf zL-EW|ZZj0<3?)575ztUJG!PmMrAfbtnZ9eEhEl1axN0EB8Vb06k$eqBVnbQkcOlwH zx%P|FZ77W!i0Qsc?|u>L4WxZTG2k!q!J*)AAWY@hL)8Z3F$d%PD5vi!20y;CBC6vY4zwR6adHbVKr+^q~Sc zOLUq7U01!PLoQI+AYE?6t$|~#tl1Q|hQ|Ge;NPq$;-Fbk#=oGfr_zBgl{@;v1F`Ls zzgg$h0)3*H+Z`tjG>LC^ab4!LbgP2v+?3c^)2 zRegp$3dq`{Ib`Y1a&t`z-1oUQ1!~!o&yVbUmb7uuczSBotS22pT@rnsab{0nDg%d- z6RNbCuO-aNyf*Psq)`P!Ky!QKG_~E?pmbkqVhStnFTF3Xjn-D5l1R6F56iKYssfU}PzTgG zT^GC&zUDU@ag+#&aPNbb(a8oZ-PI0@VrZMH9J(6h>=-ikB75(1+Tqv>Q*KK+6F@lh zv1zS~0wF&;L#i*N&d#R}9$odRbJ8m<7XlYcsTN#2>!7T~-Pw-C!L-NSZvi{s5C~ff z$cmR^>|`xD8=+=+%eamyy}TE_gTAV*>f6Vm%m=OxZd8tm>}64HqiGIn;^xcjdk4r6 z#rUec@))RK$5P-o+QiW4a72zt0Y(JdhZGawxaGDKP(LZpVtNk z!wyMy(^U%4Y6L4dT$TYMoZJSJHR0T}SrDLAALtdQ!r@eRSv1U20v*+)x=%GF6!@6YFWlGByV8DQF z5uOuAG9iIShCf=C{qMhcqN=i1WM{Mqh%jK_3<#b#V)x#4$&8H4iWT#hp??^Stt>## zy1JL(Z2;ig&D?&^;$y-b<`GM1W@grN^Ac;U#x=|kv}6|OO-;P-K4HEq>n-$`JFKp& z5DLJF;9+8t)vH+86j>(}(oLqUpk@ zlk*INGZcV!cs-}yp0AJNo!0uLguB2b00BT>4Hg_7Vee^Q*yi-k6bR?Ou)KgjTEN@H zN;H7KdNEDJqV|grbg}{%>&{290)0ID`Z&xk7TSB^JQUhrETfYZzC4o|Rv>^_1o=v=8^a0_$s zL8uHkiVz3@uTJ;dgC<^ptdkXNb$@Od4reoHTMx`|Xs#`Vy@ztVSY98l2XTE<*a752 zJ|ik*W~^%Q;cyXN^5Tts2A+A^M;p3p4se}&pbEWwv<@FVwB>~}UnrS9^%*8>dv<0pPY(d1weeUS(HJ2^FGw4Z(eWIc z95cmz_6~bA@i33-Q@jF<>4ks;d@2@l9&P3>q$TwWB8v7-8mIOiTlGTBX}O>Qt~~OE zG~L;ww8&B2n3{;|q84v!maP(zU@x@Yv1820sE-2fkSRjVCLla8LH5YB7dMY$@yTwF zVwxRr6ESY2y2=LaWe1mgVfnLreaF)r3WcFvHyk7ZdFMPm5KGS;R_{gqJGQUP+fg3* zYD@788j#)rJ_evM;0L9t0L8kU&)`(lZrs=rYc7?+FQXOs{u3t?Tp4Otd^VN1ZBE zlw%j-?7at<>X_b@rQ+~_TVdN};jIP$tIz4J)eqVLdDS_+3qxapLb>8_Doa*W0MBwx zpJ1AM9InjoU3MSw`wYwF@niivM6ZtNU10cUGVh}R6u@y8z`>mO3`67ud9lPgrWfe( zg}8JDfS}@wBY>6N5gnm|h~9&8ci21rY76!(7i! zv5F1tu-iJn7bZZv{Chay!APuYTxfuSyZgZ8iXJ$w^LrsKv`ux-;vMF&;h=a=Y#GkSoZ+mz4TlK*8tzsDPAHafei39 z#ZGsFOz_?P+=-L~?*!k;r(wvTULUL0cTMO7Ul3XI6A}6Z-@1a4jg$m3z!&bfS}f$c z6wcS|b|O*|$N*oCCa_ueMO6=l{q_PUfei3vQvA6+^B{3j7<^NDQUV#^JMnCmXQHbQ zma?O352OTdZz0XUlvnQWpFC?vcT8XEnczU^^c+gtzI_ zOGV_TE;+e@m4H6761<(Gur;6a&GjX1rmzw$$NtROh30tUn2W3gZ?7t>1hx*&zOfZn zf@-U*AInQqc$w}|OVTn+kZIBG&8lE>b6)#athejd#4G0L{+8CE3+W2OF0Z?N+j&n< zgwBt=_5LC!iF(UhqcCSF^bj{kLhC9%y_&M$tK@A#Mt+cfxa3c}G7Q}llaViRYi;K8 zci2B3`GA5Ur))?m9x_UZj6x!#oX99DGD?e#0wbZ!$S5{aN{)=eBcuGtC_*wyk&J>Q zVJyiAP7*$pj6P*ZwvuwQ^O=Jdr80WXeVP4SQw6 zcbPI|W}KR13eKFdGv)Y9SwT}C(QlYX6Ry&f-8AJxO&L^E&efEqHRW|pnP9)+j!oER z$K@n{ef(?7A5rZ_41CbN;3*!8xsP!b6-97pF|eDL3*rY|07$@`$WCWp@6C z3p!zsPWh&Dg6f3PI_1DlS+l?4*-n_bQ!ej}{X69g|Bhii;UphZn5T^A8AW=^sh+a1 zf5Y3JFukYT@F|=8H~jNs!upiq{u@sGghfB)-A|eN$He~W9Dr~@=Q4z^(iF6u8I=>DOlgx}sr_7{tY0^nH-^{)l56elX>!kB|(g{B4 z%%5~h&^L31l1W7A?4oqqQ8F88JV_~?y_C&rN@qKLGYu-4AC*p=N@rB1Q?1fDSn1@f zZ)R;J)48&7UgP0k-^>b2ri-QX$kGXB>CCfqN?JNs?VCw#W+u-jt2JT!+o=1z{Ax^gPya&(8(0(Y~=KKM0GaOIv;^O9+{nu*v?0CXCu7F zBfql|;rU4MYy`PoCVhlaZpPuX&A0X=)V<+y`_k}xdM~6KrB41Z>whEH>r}bkm&)}y zs9c|$%JuoHT;G?-!~0dat_PLt`cZjXgeue(t8!i8D%YK&a@|=f*PZyvJ6w|y$Y497ou|YT2!vikIL0qQn|WZB7gle6^b_(D^n?6~7lKftiy)UcCCDYP337>qf?PtXAeR_S zX(a{89a^?48sSK39xLgaQX5r=DhDaV6%`I)OcEw|ir1~ zdh6;F2Xj^dsV4EIQL~(3-g;-N`#w9#c`gtogy@^I5FAM9SeN9Cq+f0ag1tRw@B%_B zCIrrlv0`$PD@iTL+3#`=vE}w5DtXKja}?scknON|?cB~=zS<-7WQSxy++kV|G9Mvr zA`TXL7JEf?c|L#IX-ZB~(=zVwk$5jLkE8yfx2m1=CSLwzrL?xa$skLbMNj^$UO{p^tfNZYoQXcsVNFgS_aMtVTz`l?z6PKU#;$dN1xy9ze;@E07 zjyMAt{T#D*8kUglTiqSJZX5gTRm zt?M(@2oDl+^B$Hb@;eG_e3B+5e1x&v`(Y*9s^KPpwX#m-x)>^l=1QM2ZF@R)Z1J9G z&HrjtOmEa#E}V!*(RQz8iHT%l?oyrHGo++7MxO!n9dDpNo6F!#fFZX%k%%nIoeh^X z`I}3ibII1h+2r=5$SHRT_X$sX_sn+4+)IALJVskmPeI>N!e$&xUj*=8n1w2g)(j-& z0yGQj*0ML``7vLyC;_bOIKGlfYJ!OD(&81HTd~nVI`@?l|Crgiqpz(<+KLN2=W}X* zVY_TuzSM8XiYi|$aTdX<0>D;^Rv}`TUYX|Y8kg}%l1%jKt5K4mi@WB{e>GVxW zyP`au!Jfp1%Hd0SmbCW)?|5I(eG}zg0=5|SRhYwZf&z#&V~}&(w0Uj#Eiu2jdrH-0 zO7DvFOipdB^OqVnC8ot$NxG^xcsdJD`tH(JXPBK;Y1{Ymh^hGj0*Hn9g()M>pwN}> z--3uYfz)-K_eVjlf*Ndu2S5Q}R&x0QD4-fM6`zR^p$TvOhJKHo29)wB%)G73+@l;8 z8gA%K@9+|DQ3-H`ZI8ee#1S?D-UFXSHTQSxaYC&M3aZG~*<4z6w9uus1-KEOOP!YK3p(j4zdB=k z1UkJ1+u1p(?c6vYg{?mC4Ud>9NIaHn!a;;ztw6-=%f0}%-ukjbydd3fiuF28}4ZvTZk1tfh7LuKBwq_et;#|Rl_bAHMaq@0EA|P{xRT?OE58-@~9e_bCuAH7H zMYuQl5P*mhh3LZ^?R5@lQ-&_A#qo*}oa!i){Q!CsajpVeS&4Kkwp<^DS+i~W0+}r= zW;?6b9(@a7rfxL!b$DHY*g#8B7^CtiY(1^4*@y`?#XdPJeFPEn%5EH9gd+!zBeMn6#0fxu*nJOv$kQX!p}z|~ zrSs9xwgG8n-v%bCL!JvZi!*d0o_-Ye8K2`3(e34mD7JAIsm`J`xlHQ^`WkFz~pRO|B2RsAV4?>2|&&~a(l+}I`{1j*d1n= z_5Bdl+s2nKofQJw!>>P`H0M#Q56!SJ3?I}S)MrP@oQxug* zp9=Yt`)aQa2Ok=x4KOHR3}7{dRvHw*V!UNWn{pIGN!r==#BBnr$FC z&^iQmlcEjXhT52fd^77-x^6=OffCf(Zo5r>tv-2W=^Cq$gJQLp9~!riA240au`x`b zs>Jncy~$LNFMxX1*uaJyq6KsM!=yFPvtZO|Jkx<~j<#KPTByQ+w-<#A2$H_Q@`z7r zh>Hw~1Ii0og+16XQ4aZG=F=RLFquxU!X^i`{yfW*Qw5-57;uMtbFg|GhzEQb=g~H3 z7@#Mx=EM7y=d*pj+Phl1`FzL;zt%X;4?ML!K=K%2{GY(D85d~h^VZ}RvVdO?;{`!? zTeQoW7RC`GH#@cJNa4T83}~vx3qzpI1Eay*JAbGN4yQn0pZ*wqnmN#KJb7OObD-bQ zP$mMuv78E9RHnifVyW;BibV8=H!5uLhzeV1p~4mrsIa;4Ds0ZU3Lo!TWUt4o!seo? zu=$iKY<{2$o9Cv&=4+|2IY%OV{T3BAM?;0pHBezYwN=>8SrtA9qsrQ;CBpZlQDHj) zRMztIWI&&0%If zQ*)b{=iHo+&HwPMNY9n*7#bg2*)f+Ni{oQ7J9hJ9dVH*BZb0rfjNOdHE6H4##N$bQ zq;I^c#1Bh7w{LvC#5+v=$!|Q+)Mp(!xtUY^ofkcJyN5n{?$9R@KpHdTK}Hglq;bqQ zkxv>cCDBzDj-~Ni8u5J-BaTAKGy?r5W=*5qBreVZ>2D(MBvwzO`!pYrW)Qx~Iiy*N zab9Db2Kg>)lH^&^%uJfgNwYuSr#bd-vhqnDKh6Aq zQ!7ZS3u!$fFJL4UkF-XTR#iqNm~ZMe;{s1w5&EWvlvJJ4I#pWP`lc2(uAZg!w!A(! zF6X87zi%prNsVz_l1wX@-_$&lDrs6*{iYI|)Na#iZ(1MzrlLG9L8mqAZ>ro$T|BL% zr?vO2R6nllr&xd-J&@uJzCkD?n1&Puk>V!4L0Tl(j16w)ucF_47igbea6_J1WS}dk20uI4s9Akp)%-H2DQqdSwkFG4*D8{#4=D>213g~ zYh#F84u~7#=MuDCg3U{yd>Qob8>rwIT9`o*6XfCuGXP}g22D=}#fm&E1eNQ8Qn@ZnmFq%Qxo!xR>jqN!vk6tE8&>7I??oQ$ zhsxF7s9epK%GJuLT#cp5)wHTyO|;6@q^rE03o6t@MC9QxQn?;pD%V3$<$7qUT+d#W z%V8bla_R@UxCucn{)Wn%cM^o+(dls zj_To~UnCvk9-}>l^&O^yZ%Mf1$qPxpygnyl8hfudMZ>nOnyn)?bBA_c;2RAIA#s37 zAla(j=jIs0_FrOR$s6IJ!9QXq3b{FqOnwSEEpgLHf)xvux5s^7pepa!;*dk>=?N`K zvw3)6-!gT1ISD6_TST(V&*z<_@rVgNVwIU1+9_#54`ARF* zI328JCz0D4^(il!=R^)2+!6Dl5|@!kwQy>>LnIm{H)oX71gpn)$L=heMwB}%ADA)K*BH@xTUtf)&d`jJy|LU zQkpU80R!F9S8||Lu{C~tVPbvrEY5;%5zE6rgR?sAaJ|L)5`ILbF5Fk7Ccq7o^WVlA z76}})57QTNT2nATmc1DZXm273#bg`h=4we%;je+SXcX;C?Ooq@*In$q^GD& ze&JJg&YucXd{?Q(Gc2dq$zpAH0*B%B(Os1oULg~E)jHIbC8Y@cfSvrceN{a-=N677 zYB(gBNEUq<)jC!D{1-F*g{W#VyxB?P+c9ij$B1AzlxX=Qbw|X>AsEH|IrAIrMf-zL}3qHc1!|Wq8UYG@p z4Yr219+cs%;*L&;7!KsNwe5N$=3^$uSRguy*b$gFR*N>b4r_wkJfpI8*pwOM1xf!1 zahZLx81^SZVvtvRRa*z4L4JY+=pZ*xY+3AQ2Zz9R5SE?lWyJU(-!>*xMof_NblGv( zV~da<#V)hMBDs7yz#;|gl7CNOx>LkJ`R`6R+7UB_9A@v@L9CEZ@M3gOt=S=5$J|4^ zkgxnfhs_KV=3YdkOt5=#V=_8Vh0jbrm9>$7Dr_SKMfi>~RAC#HsKPdeQH5>(qYCfo zk}7JmD^=KLV~X${$f?3M@Kc3to~R1jyiygmDXA)KQ&?5lro4*qog%BkHojJcZ8ok7 zpV7N2YmBlh3fq)t6+T0xRn|sStFR5mR$&{wEy8!=w+h=t zaTT_4?FO=pDo8TTsknGr`d?(K^{!x3k}7I1~w zi_+m9U2g8}Hb+~7+)jF1-qAKK7ooT9jbO@Lysi-D2Gi#c#vG(m%%sce4)!hBRC$Pp zpU~^tzS}}^X1E30>~fyi8Ev`C%?VkyX#0`d{nWXGF-ZgR@TN6x^;Egpf_vw_Vh9+}s(+#OW)95h zoue<{iXFDx=sft^v5;@=$DsIP1G2Dn4vMeNb@TZR!KLx#Ol@iFoFHHSj6Xg)w+V&$ zuI_uOpXIyg@R1j(%br~v8C#KwL!A&PT3eGqgAJD~SrY*rVhIO~rYr@4=KP;7Xv zdlw_2ILOb=T~y@?b0-`C$SjYtm-{y`9V^w}7@(n859&=ZqC?K62d@=^Llh?wT^~-u zbhI!IcGc+9rB`+m=|MVadlZ!<#o0x%D30k`0wL~&Vu^n^#!y3O6wJAE(4Gd}D0VJ& zcVM9He1Hp&0_bo*j}&^RX+M23c8K^<6jtNXB@Zq_sCC}^;TkYV*>>=`7hw*o%Xgn5 zfMPB;^Z-S1625-aD_K2U(=|+nWnkgr+`-+1*&Rc5-h(nK#q#>dH}H0~pH;i#Fp-t+ zr`zs63T$yGVVIM<7oWT^_4q#&j&h!_S-iH)?pfq}CGhq9PMqFLHXlgN*3bL(T&XuP zbc2IU0WOQ|Abv=3MBc5ic-RxRaR%}3^#Gr&5vCdMK1R!7KQjE-q&vvPYgRJpp!&!y zDx?hD%}|D;jO^`~am>uRfrz^H1Dtm!{Pz?Nw%N|p`<%l;+0T{L6lX+JI5>QcRU9hK zWFDqUbg5NWRG)0>3bHo$#yi*|*TkbZ>Kd-ZVrP4o?RACOYM;jy=WL@e=iO(HgD_?W z;-!Gr(Y&_WkL*5}YGV&;m%-m~Oio@x**S=6-RDPcXFe3n-SlvuopkuX=QxJk-K^Ow z0#~Me-uJQMc@e4z!_id{#;L0!OlB8FoaL^HF#KH=VUD~i!sK~Xyc6tI8s^=rLeY6a zq3FDzP!OIf0thcC6oeNP3bqRh1=|IMV(NlIF?B)FpmRa0(7B*c=$t4bLM|v2Ar}-1 zgbNA7Hgdo+~2|=N=6M{lVBm{+yNC*lYg%A`v3Lz+T;z3a8!~<1? z!3II0gAIaW#fa9m-N$rPpX|~7#bccL30qYA-i$T?%=+c0Y5ejzV*SOovtse#7-c`# zM*$uDm%E-Rm(Bh~@j11F4Fw?avnlNSJ4-)(V)0pYl@6uuCB4Tm3OiKGwDH5iee}G7ihAFkLN~`sk8cT7>a_SbLDsx zJoRbq50K5rqdTd7JaXQMokPkN<$6l&zc`*Yo?f1%*!@Ap^X^T|a6*D?sVy^8&guZs zcyw+=Emu!nJZ#_W-|XW9%Cp2#fLZO2?TvZ{CEak!Z{8o|g~I3*yeUT%JNVS?QLM}m ztG$0gRB+g<=;8m8(wrT`KzQ~j;7)d|eQ<6nb-aB6q!HbrH)VO^u_2&UUr|?7rnPPSL+H}u6IaNNuFM1v*-vqgkblfgVA+tsbJ)FcHp?n z8UB7=NTSyRrOSA$j2!43);Gv0l-? ze)HQX=G9B%uJD@9=AAmhRj&l|i{ne8bN}Yg2?y5wdD}kAlS%Jglu%hw%hpE~#N%~k z*mW16yh(c$wXSt**?e*eUqT(?{q6K1zr{2&n8x7htrN^X*|YBV5~B-v^2%Hn zz!k5M`xwp`^1XEkg2a6-Pp;1twa&$%JRy24o}c&j#TbZ!My8Kt=|k66|CoJ>=J|>z z1~z^PflKj9`rJ>Kq`Go?@ve`*-?9se&6eTwSTS0Muh$sLGp`6ZPz@P@asfnmZ83rH z7JE=sTl}|sL{@3JhS|ncL;ZEHMLD+nwsC|G-zhPrLhmj; zzI}4$En;~(XRgb=zERlYBZ(06Jf^UFa_~XS43U{LKhEzjHTX+A&N&(sX zWMf)%WkkocIe;i6QcW>kb8#gfy8>w{;OV;b?ORGk!7zoh{e_+E`?U0#UebW3b9$#tphw|W3 zOotZ=LjIk0Uz+awQQQP1c4h$b=ra5a@gtiYU_w&Mrm(QvayaHkL0b^VO{_RD+RwI* zlL&+w#d6Jr>=_b}PfP~viy%*B9R`M-(5e;OZNqz-Hda#>=WJNkFZCB%gHJF`eZ}T2 z=zERloQ~xGNEBH&cI0^_jUyQA z>&y!^<5G$i<89q@JlP2y3->Q9=kN;RV}s}F*z3~O|7S*q7jv#UxBvrzPTZdkUSM)N z4>mj3A{^m`2pv9xce+2m{^Vy`hj2n(xxu+ZLC}V}))iP#KuriN>0s#i`79`Us3*G8 zBKm@@To@)9!5R*rvS%asmA?!r9U&K_bmqL#_d&SNUnHb-{^^g=r+;XdNJC&r$49$v z>E3u{ZzqPxT3dz4T9<^#TE~OPTK9s;TE~INTKB*!Yp{P2H3+}R8th(V4Jt3PhHw{I zgQbhCLB@sStl_*>)&STlY`|z0HfXX68!}jh4T7t}hG$hmzy|A7;a6PVw;;X@^p}DJ zGf-g$Ld-ym8OSjMMP?w%40Jg{Xl8KE6#kjOMH6&s21d=ms~Ole1IK1y+6;Ujf>6w#bwpi|UzinAUgvok1nhWk!Y;wi2?MWUzJ^#tvn;^V(T)TbEy z6t$n?{FBarw3i@jJxDthlHP{28{(V(iL~P)?a@fOI?_InZ#qZPUX!FdCGBU)+Fz1x znY6#=n~t2chbQU!N&AGp=`2cnk;ctSX}8li{ZVO0)wl&~+_06mca8eNvIes68qUTI zYFR^D-T*glm`nQW@^-v&`(D=Wm$wHFdI__}!@N;(+}M~kLgtN=<3`J@F*9rA%o;!Q zM$vI&Y1W9E_N|WFT)%e2X3ewTG~14wbF*gNy!m(BESxnLXU)i2^K#bgoHa-1&D7)O z>#SKjYwjL)f@f{xS(|y*mY#I6=S}b9Ci$ePK5N4NrfGlN$ zT#p@<>+z*>J?>Pl$D_*im{oZ@lSLQ~aFwegpmKE_RIZMO%GF;{x%xLMSAR(5>OZMm z{V!2e~-TK`x%Q%GEUwa&hv5T%v*?e`1Ir zl!zn9B}55w33h^9qN5;}a7yJGe+9V&Y(XxeUyw_z7~~RM2Kf_;2B8G5K`xPQkW0)Q zlN~~MvsJOAcvUPJVHHaPS;U%eR+T755$K zFP>03(qFuyw&*rIqzao4C&CxWsltX7RpA3fRapbMs<2^bRoDQ!Dr^8?5xxLp6*l;? z3LkK^${NIaEDS|3k%yX@$V2VzmB(70$U|*ULSbJO z0V1G^04h*LKq06i;1*O7AP}kupb1e#n1w0=E<+U!-l4((22n+TkEkL5PE--FE2;=+ z7gYp&j3^?|Mil{>qly6KQAGg%sNw|?sWf1YR1r{0stC9yRRoBXDgvlV6cL7{ih$@+ zMZkcmBA~`p5ddhac=2i~4d^yi1U#H70<=yP5sasbfZkI@zyYcvAO}?uu!gD#utik_ zpra~YT%<|^zETtsk*SJ+;Z#LHeX1e=NL3LKr>Y3xRaFGIt11FORuutjD++<;sx%;Z zRS`hJst7P*RRrL%Dq{1kC}Q)iC}NMTC}NN8tLS=cMG;$RMbTPmMb@{>HpQRaGMhBn zrfs=-AMe+m-?TwEZ7Key2{~z7P8*%SX^kE?Q)k`R-?eKe4c=)>c-lmsww>pF>Z7jq ztOx#^runqZK55KPTlv%G|CBDEs$r@q1-_UI&8*s5@yln~1TgD2PvB-^C=Q5VMoYgL4!OK|lGM2rblJ8#z++H2H{c*vw z=Z}B>5g^(hfB5m=f6Vs((}xeGrDQrY=8tx9yIOqCZJ%k!`1tvkkKg=`o4-{G^j@n@L0$3b3&@2gcGw#@KnSwlPB2RhFB{%oT{sO6@bo^y za6inQ8tv27$KtY%*XlNo;K$Y;*!tl&PuO_dBmT^7(OZacBv;}74Aax?{o%&ahqRlA zJ+_Co6ab)C_9;emWqFPbEl+i4Sn0_Z^OnyYt2=yb7XD#9&F*||3~DBVu|t2nr_HvT zu`tISiUy`VF5`E%{Nz)Y&37~}<#R6A2+eZVV{By^bdDEiH*Z&L&X$>jX&;*`^Czcb zQNQ>5*`aze47Kc|We^e zAv){MSC1dFU0<;n_y8<;{=_UaPd$wnK9+DVSWLeTb9T%SSX`DI?zZSA3wSBw{Y2~G zLUb|uEYT0$BPYQYM!-BXX2K^s3QXcm5MhVTLYid;QM!$vvnkCl-OP7$BVaD=%2{!a zpY&2H^Me<^jMW?+CombC7rSEnqM059=b5PI6$cEBfQ9F)xq$n174@`@dtyb#Yr~>Y z+sWn*eS8v1?!@%+{_<=R9nkevq}|q_@>Sx@2$jF)LW0 znD7kBei*+&vgSs(-lPMq0Qte8>=}6dFzhsCre%bt_ZJaju;c|Xvd*gjdt z3uBvUtFp7^AaF1z&CaWOBu8b1A7z0G;1f^Hf{s##kIkMj31fQ}J4>jTqiAcZX-t0B0b@CDLZ<&KQzPFkA@sqd2 zL!Gu)K>ni(UM|PqR?xa$9??o`vf0hC#X1RR?aQlQ@lLEdLt!#Bvh<8V!&NV5#BO$> z1~PU=>}0fK(Ht%_7Mr~c=D;55DQU-(`I4twWP8y}>pqfoZ2p}mm(2jc(ZcRnmT7!@ zI}yu622uG@7OJlqV<^}|8I9IP;H9|Pc1{;lo!#!-P8L{mtx#zTo(Hbl|5=iR z9!-hW__nr~1UJWaWl#bA?1U@=C^urp-Zi5^W- zk+ttQX@ThxU#dCLbt9^13v1e7ZPNZw8qnS7`s&fBW9HIgyBF&BhsL68w~U1=dw9fJ zs3fRAu?5yc$F+Cfiw3ruo=gH)HNOu?Kjh`?KRc4pH6qG0OyQ>Tl+c^3!L>QaPDF&p zLp~43F_NVaee6}9CSUOgrzkpuJO8Eq>Pu0;iN33>J zzk#sWm$9y0dWG9(1I@Og?JL81|fLGdIX|0S4gMoK?f{d+XX?+v$ zG=aXaISxeRYu^=_#kwL$4I;oyF;4wS$YboW1(6>1Kp$5lIqNIj=e((uSZBGN$-uLVPmqY?D08?Bbn-G2>;hsyD|Ju9Xx4QT8(KK;2`1@mNTb7) ztUo~>aECLRXibPZVzs)}PIy!~9~R|k!jw;(tUst&uuCuw6uM{hH?LejsFg^0YLdsq zu8kvFgvDxCtzZ(^pkpEMhVY=Es%PfNpD8bsXg_!642?YQ%nWtZvY_IYx10OEvC}Kd4{B%O!`cgfsbcgCX8#Kq{xGgi6)}2`J;*0Ms$!N_@t=Lz?~I=g=m=G$O3R z;$@Af98d9g=q@-oHIM~P+G(PNB5*qL(N`gWRcoC zUh7|5njcrKyh#lJ>3c+{bG63dj}@S#RTIa{d~~B_!^&(OhDM#^`F`RI%5DuGb*Q%Z zek2`)>NgKOSyqM6Fsm}$xn@Sl}-2tp4%+4 z2tSZ#`jHTROULYOBMpwVva@-T3Uxs+Zw`4gNCAsRcS9&jdlz&LZZ1|J8k&EM@;!Dz z^&c@t)hT|fq&`i5G-_ji064X7&^&*LKeahHR`GzX@CKH~X)Cx-0z zB6;>C6$@4Z9d@_Z#CLfGA?^TX#@m8d*YikzK8SRrUzu@1qb2Rk!sq?g2Kqt5Wpyxg z^?8QuOYQ3a=+gDJhW|B+_tEwFyutVW+|*S^S0LK_^3m~S;`5c!_1fn1{NeLb()IGe z_jz)c()Bgu^E&5cJC*c|`_a8dwolsj=8XLJ`pXp=T^=~xvvyHP=yNHP>h~eF(f?hE z0rQs|vH*K$n5&aM>4aL&juhM8s?A=js?RpQbHz;x#*st%pM{~4UcR%Gys8?dF?$P- zuQ8UF1GWarD1wroSEq5Ez<(VMi zj&&N2*`0XM&KR$q8X-)=Bf0B6^)l+VD@W{=uJ4v3`l{qqoYx^yJP1%@*0}I_wDtAw z^7T^X^LBHW<6TV-r<82cu*O*D-kkK{?Y{lRpdv{>t1r_UzQ~{ z?)>4yAOLlrTcPoc{eZ@_hgw>65#P(>?E3dRu<4aQFE5XwtJlBSDLwQ12e^))R^Lk9 za@cvGKC)!mQOg7-u2QT(OQ8I*e-A4m*$D(d)L`m<{d~IqAe5o43cr&8q4XJ{%?-i8 zmbv&V$SV?zslLhznQ`eTK2@TLO?WSa*x<}Tgi8grZQjc%c~3FNgTLK}UEYUl6;Wu% zL{Erp?6F(UO*qMSbdzO+5M-QXe6*Gz)@pM9Ge3Ht4g65HEHUMkMsHdG zk5HpGW*h{(Pep?+FlVYx7b44Xc5Wf7Zcd4KFRguM5N96fJeS<=0)15CxR=n53cb|% zno5E|IAyttctJHL2&0_oCd@S2IX@CYNYgD!bL%9s<2NO|7fY6b;bTy70!Z`KTJHm; z(EDy`*-~dsM!(`NW0@CKzz)5NCco&m&#=JA~1rPC@l zzanyWrqB1`dEF?>x;yQ)2Ad7-zbgs!M=VT|WO@?`W;x_X{WF@rw-=k^d?%(Zel;Zy z23OGGG9^=E*8-{r>1jO5(=?Gpp?3@8UUe9D-_)OWetHmd^Vt8wc!o>swLgz4LKAH% zLq`xy3*DW*KPw+6zeHDM$Parg>|pT0vr+yn8ZyJwz@{q8s>>rV%V0J9xb5ulK6@4H zSNl}oGT>noOWVNtg2u+V(>Tc5a;3{@ia(Rx#KI|lg?>kfUGFEOMSS1jGb7qVT$4kk zWwcvFG0r=sgv^Q(WX%KJ1y#V|R=2F1W(pXm=3~%d{a_h|UD1hzMfjab)sVuOG>heR zi3p+CD%6V)ZF0_mH}v_eDm(m%md?Mgm1<>6l&#ecr~bkk-JR5H;vo`wQs+A)n~w!t z5Djp5y$Y=Waxgi(#B{xMc@)1*1Ew{_T#A{N2O_}>?{8$ikj5<(^e^zz<)S$-QkXdM z8yM2spM3+LTPvq>n8~TlfXH zy28Ok(&3UyX6-Ox-Gi-7Hto5{O4(b831gATS$>qQ028t2-}>c}E{9rUl!6GDT(aC2 zEfT+SD1LOg9oY@|SccxgJShAdxN2!;l!~T51u;~fQ6sLh)_BJxUza&`4R`E*Q8cN= z7mLiQ&ZL^!PoIfIBv33){h`eEj{4dvc_CV=6CK3USAeYwEw%-J_;GF;+*4&nS3NB@ z;5#@nx8Z#n5KFq>;T}&xs&_PjB)YT#mmaLfTNcs!8FeSBbMcXw!6!>0r+#Pt939m$6ali!k@4O^e%6B zu_SnYTjczUt8S3wNb=Bkdq2>If?qaP)^u!+b{}9}@#YJvWIIr%Abe(`rGp zQ{>uD*>oQ~(TTBOG+VsdiW-lyM#q{B@rq2RuD zcp{AS&SY)eaF=as1v(SCbuk1-Bx11dNcH3jJ=;7@+Gl4sJP#}|Sc*`jg;mZJ7&vM( z9G#wn2ZY`HNo1JFti6A7ey(uDWEwAfk~62O#3q(FexcFYYh)esR0e5m>6sZwEX#RS zS=pcB*#}eYYGTdT3X3h~0uH6Ql5Cz-Q|`dWpI{!$Tk1_qu&2RR#qV?v9{Yi(OFiA_ zc?*;1b(l>WI+q^&ug+Hci5tmbxUtd)hu921=O}wDEMN_3qT-kx&g$S#Oe8ie%}QMi z+~&umU;s-yzNOP?$h6pnS=&l|!O?2(KE~bbahgwCJ_lZ7Sp7kmLFUy=Qzqk^LCApY z9h1ot7kI^{LPQFFdS=$+W@B56W8Mf>GF&U`xt?$UTK%QNy8Vik^iPTIl&T>O^BJm- zV=8m(Qpa?xAl;4iVy>%RNxy~-k0P)x+9sTzFMZ$B$3_~pn;LZaVZL62kQ%sz&B9ra z-M=&(%CFiqS=&+q;s~@4bdTN?Xv?3L&o^6TXg-`fQuRc!p0+7a%C@q9NZh#FaO3`M zy!*_2@(sc=I+9zFesv11r8QsXG%9I*+MgS8bVR&@yu$%yAuAZ{G7tajg~3bJjpK34 zvay_qif_;*x)wx1etlbK!^Nl&9hzhA=~(HHi*LDc*&SmSiaIueNpR((4fY+Tq;^i? zA3FEAOX{dSFbZ9VP^j$bTV)v7W`@hQOW$wSoWR{W!T0Zvm+Wf3z~v37tx8QVu2KXc z4NktbaTKO14yu5=Do;z~?$I$Dj`O=r5Uzj$5<DsLd%YeMSh*|qOc`t9nE8G*f6%&AaD z(?@!I{D`%}yL>XumtT_ZXL4!RA|%$CcV;hhEDQsNj(^1**n<+QjWx&l|qIxw3`4Swh)A zGmg;%pP!B#(739~9O+Ii%aZiX=;Gt<_w|qX6oTMfC2E<@ z7iM%xRHRXn7zL%(Q@|n;S{v}ViG^yc5#wzS*5_l8tdH7~&BV09gmK64E z)`1wOCom<;t2IC}CFCa_i4u)5l?mK7u42v7}*)?J3)<5KS z9q}jkRi}`Y6&uF(=N`tEC3WEx51D6~XIId&%25N)Yg=D2TV3czsu2uMA6Pa_;}xV* zbPkbL7BbLD^ymFe`TcbfjXb#ne)KB9k!p;e8V_~0hjST=3XyZtF5 zZUVf?Y=p-+ExeZci&7hGgs@jJzTBJ3v1BJNW+a31JMnO%fI7a z>N2%STq>B!%Lpl;o`xeQAs^(cl_D$pUF|sqUhdiD46pLIuq4xBPoVi3PO%RF7ERU* zFBc$VgV7bN$Ce?uwDco8BrONmd&^Fuc@?AZ8jw6vPJE;sFwJ3XYl8r3X-Tl&KV!sb z=%eoJDx&lh&Yk|Qg`wqwu_Bw(g}noJSUcYEJde8As)R4TxKjc_T-!ZfF+SekfJKM@ zdJ}4Ie^7^GF~a}bo>6Z8#=#XJQ?s3DgIWzkd7s&XW+hqHZ-k>I;JVBNZG;i1med?5 z#i(VIZ-d6uU-(Q>k> zvZC|?nwLMA^D3wvke6?C#P>cH4;G9)T6a?`OVc{O^Lbn_Io6Kg4oI2UdZE>~a$t4- zemln%tb+8XG=&)mjg<>@11-42*lCCET<5WX9+w_yZ%i4}yO=z*LueKzp*3m!rC1Bl zI%x+dB}Za$-Z+1J08L2Wi{{UHe9 zw1cJ4Z7Ds=x9@iVc`aHIh4$f~%dX{;qmUc`8Dx9oe4Yt-R!wP0zJm>NdwH{WF2R7a z(~P@Zx^Sv|W3VvQMiKy?1WBI0lk0!pzfF_0Wfm14n2Dh}kv->{>CFw_$cK7@P z^qVbt{#_+bvnl)Vz{VcBdmxf@P?H19(!TqKQ~778Wf)rf!6sKexih8^S5?w!{Ku@l z-r?C^zWTPv8fOeNq-msGY3U0f{-Qed)%d&O*#!6a9ekI5;Yl?OTDdJxEZvoT;3^eN0aM50;ZQ& zS-KYpoyHK}kq1)v09rsRw4eOgVmW_z7q!WZ{xt38Ometw>|=v4N*ZzEquA0W_a z|Ag)o9w*Z6__THINkJ=stbFrO`cavB*+k+NVQHWJBp6E_LU)v4=0c$<+t2n5=YC1Z zhl$)O4OPjTO0#p|DgI?5WoQ}5)cJ(e)^Ucn$sK*AO1@AP@u0f|*cVwJj7Pdfr)Uq5 z+60Q(P?#Hc0chs-8%^|z$A;qC(FTX5bz9t5NFxqZ|7c8&8A?r#U97q@Gte`9~mTsQHGG3xTkHMy2QKU26|xH){2SN?bARFMQ}@%DG= zwo5~ZkJ9R6gYTvoQ(^hU;VDW=a8?f2W9bRM{+tw8cT*(i$eSf&bCoPN-{Q7b2M0Wd@qzM1|sZO{ZK*8#%gwrP%VSMX5F= zb8rgr_x*-MrTDURbfE^|W*4VY$=fixz@^sm`a-$X&42LAuvFU!kYs6BaEngZ(TgG* zrd~kz!xDweFzQA4UtU2d%Pd+AbTQH5vugh@q^?~Qo``0VZK64Io&I0z5$XUY?R8#9ifp)4Lmh7&!W6hA(SBzX>%X?4#ukYEKf8z#ob87d#N|09ci zh0!3b>xp=}Xdl44qr=%}4-v*V|31LwqwM-pWhU;pg4KDk$yF%$tePY_7UUSXAiqRW zau*D-rbbv~d8MnE*X7EYtYRKwd-F*Km>oY|W&tQR-y=~1{Fy5966O8q_J-&L#Fvtq zbjqiH#FCQyEl>N!q(R`WEIya(;#X!jWE4fwdCCss8m7WNr*Bju+g!L3lLqTog}FC} zWuY8ux!qw!xvpPR5TO&)wiffeL^dAZD67)U&9v%|a!Yu3*axr&GW{XtMvlpB2j~Uy zZW+L*{qcyBCB^BQl?^%*MkO>xK%l-AU=M)P6wGf0H~1%ulPkyt$GR0l+0H#ktQ|K{ za9}404#0!N8Xx*$aHA2*V*JoDOP8CykT z89G^!e~twocWBGI>HgUO6N)qrFq2E`Uk}kD_z78GAbsv*_K}yx?S(Op8U4RU4NVtV zYkyo(BrYS{MjhFvUf%t()kScES4g`sm(y;{p=@Vb}#hHQKlJU-uK8Az2}e z5CScS5|O#v88;i+kVXfGk-tZGo4U3DVE{z+9T*jPSJ>SY0A?O1W!*VY!T{wUCO>vf%W)BCQ?6SW(4h-x>hxr9J+~rcG2#0zEOZLw*l0w4-1|gmWyxzgZnsB!(@j&^hQAX({lI`i zQoS;)ZSuyOiZ3Apqbq{>RF$N~Oj-dzMh;aFR55ZC!?9v_iw+f3n{U*y6Bd>x{zWH4 zOaGuR@_13qJHew|IGT)2HYAyTfN561R_F@kg*{QII3nd9 zQPYK&FCI#=lJy?Iiad7`ur_YIC?8-s>XV`T83AT?P$X zn@nqXp>a9eN)5y7EjkVC#?x}s0OO(#$OK_*SwzE9;;bVtEluMGizrP(Eg z`klOUKaq1qhjz%TtjQm*6tF9S_FcX6HU-&3QjxxviJ6 zH=?loL9G@(KVIl2u7&}z57D@P)u!&bsd3ZzW1=uO*RghEA;!9+je13HkP4a-B`{}1WrK?)R&m^?Eaqqnt|MoO-X65SX^fj`SN0ha%hRaY?(OREJxTVB{foYH=6IfX zQ2d7GY@@G6k9z)U;qW}(m38$eHmwGD;K0V&i6lz01%E6|JFvr(;6edEeS1)4edzPD zp7GMD`P)l7JPmGkY@)ZDzwK>BaJHqgGfIJa4X9vZ^DG`qqkFZMxzdK#He-!g^!)HD zE83`imge1Y@h9$(Wks?Bw6-v_9wu7)+V}9}5JbfZQkbB_^#H-Q0)N4`GJip?YULm9 zjsAjbUH*dDgP`)bzo5sge||$XR9PcPIK?^z71X#^M#Ov!74-ND732&99rTC_9pp>^ z^3)*D2Q6Zm{9W;)LRsW^_B;H=8OR_J;V*Cz;jM*0rVTPDP&plBbt(gEN!W#}>)2?k zNH}P#{2+?}SqI22LB@fLwrW`sKAi>f$GB)NYOb*smTvOqOz!gXTRhNm5N2=O&~id; z*9C%U0?SSWfqV*0V);ft1#!VzEFd+uO`8wK(L z*9Gifx6`Ypi0Ox6f^IdT2PW{)f=1Usy&l9y%Y}tLL@VC4#!sCSkHJS9tuKRrPxaE5 z#rUsR;xapVazrz%#>JcV;l?BP?(HSU{oM8!=lf zmjn_1z!E7uOZ*}N&Hd1i15x{rzz=8!$e{Q<=%877Xef^2I1WT50)IibtpLHWiU7eh z^?>||9C?fF+3(>mzXl!-+#oA2a^)+Ra^)#sbC=rtCU2}s|*vONgxXZ(q=_zyns}O*t zI2q1_u6@dtPyfpGm31+eg^2k_PBiB!Pw(TQFS`UM{n4E%`g1K;KKU)zJiyXlSqvF6 zND&4mX!fieyt0~;zQkT#K%U&iR-U}cM;^A%Q2E$3AXi?{Xr$^sJUQ+JKoc@YrMXz5 zR?n?a;>sk|k$;fyE;6S35T1N>3ZM~Mq|%hEP~+xkmi_#F;VvR|2LhPq0Ggy_D$Uy( zwR$U)D%aVJtoMnK$M9r<3jod0DwSq(qgs8tO_e#tuI^0yXx6Tb&{KGF(NJ(+LY`VZr%07~Qk3pZqM*B5d6{sKvVpru`PzNB z>d6V9!gQWWGpS6izE!!(oU~H*27Leos~*Bt zs-Ne8ig-|mE*jLhRn~PkM>{+6RbsgYv?4D76_udQkb*js?_Ono@S;0I`O%SY0PQXk zfae&F(Kk)?3o~DhJ2zZ+lOMYyKaURt;_kztl}^y;po`U*V`ZvbyE!}B{Q})Zga{wP zp&d>Eh!hJHy4osLpubX8tISg?bZ1a>JMwpWKrLb(!h>1P(C8RJgGt}0yGd``kx#hq zF48v#0-a|7#PTHyU1Pl}SAE}(b^~Y+5h2XS@L;iX0Aj~7)vv`GrS{=r-5I+?P)}$* zMEcA@@E8QYR;YeyGE?fBThQ6E&+E>}mxGQ$8?<#ls6oyJ0MUAl;umvM3LB1Xm3irw z?hJh|Xusj02>4Io!K#;Nwp|`o=2=G_`A&XM;ftN1A=z@OGLM??*gf&P+_#l-s4}k@ z>&Ryz0#Vy_D$OUmDs!1$5QPHKHBiuv4iLS03|}l?qtdJbophQOP_Rws@TNP^RRF!F zJM(JpA#zr50jSVxRO9}r?Pz}(12soqqu6X*)}2{31W|7g{Q#XK#OjXrhE@~4eA4DTS7aSdE|2ie0fye??IDsmb zEJ|G4WIYDvv{%QPN?PjG>JMjiXIiB|0q8&hBI=detqVJLi!jIc(>+vLep{+kuIMCL za;hJs^QpG{&J@98oTpq$Y#e2Qsk}{QP|G`9QmKS}y> z`48ZgP~5s%O11q^DAo1@M*)BGZlTBJ^Lp8pE1Qv%sN{tY!l{3_`R12u*HBTaRY!~h za0`GzbEVohY?MCToRmt&F{1!@l3QO~#TI|iu^f{mQDsUTg!?GAfEO!Q!crwskw_gN zb{7c-d4zFq_bFHUGA2=h%N)RKD76@_D_7>SCsBpV9>BLLwd~#tf9Ag`mtyiK*@FL4 zZpr_yQdupWL=~-Y01rBHB2tyg=}|Sjnp8@)>*7)Dd8Huu?cOF9LR{^{x+{t8S0!w1*v-wo~G8~f38wl>X}3psdo_mrsj6` z6UE?|LcWESu+%f95-Q0uBVe?FPVit=JP&x$F5lAlr&Qa6OBgR*KzUPBOt~})l&WzO zEyRy zyvY6OX5OOM@@QVBozbd{m%1d3M?Nh48SfQFKW!bxZKoT?4OA!1RKpTemHnGEYiH7~ zgEh63{3F0b+Hid})}5M|O6p_+C|I8;NJFZF?NDEoXhQ*~EsCA;bK+p$5i3PU(mQ4L zfb`y-0#{FTJ4NyHfW(iYLVr*w^#;9IID~@5P_#I8mhLbxiekV>5VgR5CY>!KN53i=xb|7d#!bHl=U@1&hU?NqT%vv11ul*B{a0bj9Yw!YT?GD@p1M z#hK#$28s=9(bx=z(?hg&qruI{Ew(&}$>jj0)}6#$_5x;EiCBl#{X}yPBU9P3Os31D zL~72W6j``3CHS+%d(MIp*{}u&%FD!duA(HL*~1dyHwqRX$-|u4FZ`EoU*mp$)&v4KE!1<9jJq3R89sQ~KaTIw8wbWih^U)!(qL(%-=Ca1+vB z&G?{mK5hyMWZNlZl3*0X(Xn+kf{>dvOc3EJdV@32cOq(44f>4Bs|lM`majJ{J-c@( zEyaNV*7X)xy~I{{>|&iDM6jyf;1o3j&;ldX1~)3pv2T=C>^?s_b-*aCcpxb~e<3L^ zwxTL8yJIOYbK)y6zmf<)JFApdKj@cUUoOcjoL$K8JUaT9Uc0`EDlfN63qL;=mR37e zgIctK{1C{`g8U}PpR@~}oGR?hffv>;(iQeD>VPZ)WGx^&BI#|Sk_?hVNE+4bN`lvN zNru;=OM%xq0$ENf>{cZspb?K5&=}1EX#8XaG}^EO8aFurjj~)n8XLKj8t`~Qj1R>4 zK}-}0zY=JyKDS7knXlTD!pn{?0)J|D~bJ3U^iZmlVUPfc2xRyjn`!9%u$o+)k9OJh%U+I8pyTrpzW4hRe%;5HF(*ueH2cn+ zM&?v^WQfKHE^p||-jN=!_Z|LYOxLUJ1+vvcT1;E|oi3#uhIVAWcIxKe>QgatvMgMB)@@5SA=VJG zkLMFq4H1v=69!^TV138v7v!81I*kcKp9W&u6m=DI4$m40P|hI~M*3h<>18}+Gf}*r z{yPkNMwPHBVC`tWep#Uf5rb{?Ff;2D$V9)^2>(k{#_~z;r7iO{g~+xrZMfh-$f7V8HcwIlUQ3x zVNZp__3|5*Za@wr`rUHcV;IG9?tST=N1co0HBU{6Z|6#dMk1T8b>bg6E@GtYYXh@g zgCQNxLzeRT$)UJ^MCOf*6Dpqa;ELehvF)tUep~#p7e*gGnB0bX9~4` z3*%gHs^9cYOGTDPez#xDsF2YDtUWWVDR9TdR;y2p55V1DEeEScKp66<4_P{4!x*nF z;*k%4RArbx|5248XGR~0SN8InPOiXLZaWNtF)f+%ow{COlZ%IKkuc@Z90$s#I0%w3?n^dy9peo zrD2<-^pt@+p0bDNO<;3$zjJmwGi7L9P%|qrf7;~*+R&LCM4_$C_$Dvb)WDR3GIt|N*229?E6zyMBmeNjQe zHQF1Q)w~h8eI$4lw<5NtxOZeF39gO8gXtHQIeemDy(6GV-MVFW&KCxd!0Aa~@m`~6 zt=Jy6zF10f?cV#F_k;cX*M!-6Re34816X2KJgz#N;e<#NHY90tLe?%)aKu(4@8anC z5BEwdu{4GWD;i#EH&_RB3jvr8Pox-_)|Lp39&of}w%h@+b&=cHr7$uRu=%4P82?KP zSM`i8s}KlhYbPfC!<^4xM&@7p;uFUIz8%xko4(P&XQP@$@EC5=$5;<74LR3hg&ZDe zFIRYLuJw|Qu;E89;DZEZWZOqaFehM4n9dMkWBi(b&+8wanGU5l{s84^)rsy%X*56k zH5&J@hhLxD8}-N>Nq8RMZqi!fAo2G0Rxjw6AC!~J}p(>t6zqu9gFEMtpRBe@7Bt451>K&>(la6=MXs9KTTO1q|Yb8IZP zwwHxWyl1#1v0pS^akxzj>ExIUN&54ct$n(@$AqdbcS?rNo|<5Kl$5o)vSO3rK!|W3 zR$?k3M$tC}J#9e-Fb=+ekniGnI+R4}a{jG=yzjXaN(51J^X(`vK-^=a(a)YFcz0f- z)SaXpoP1UA=jlGOM%f(FZ%fkvzgTePT1?ow?KK+*(B% zF?dj;NY0ku+g5g+r_QI3tPw`@A8sz<1dAvPZopO+{g;GC} zT$5}tf+=xX!D+}_aE;KKJF9>cQ3i5jNK?)Iqt_k3iLs_N%YPZnzwrGtN!S5&6B@4mkR?{8Mr=Z7UG|FD2mFsS3lc~ z?*?FbFM?8MnCnESx$FO1Q|7w+2Wa)|>Q;+%uHe?uGk0S;Jog_(nVaGA(qA2+KO7hA z4VDcUt~7+R-ROT6cd>Z);ki5FQ}37OCM77XCE86s@dj4@cR?BWNag1%_4WFNeWu2; zm=KiB+9y~+Pe! z#)5w##9zOgw>t8W=U~b!vN%e#dfhY}vc2<3YaiOnfHer+rwP=9f~-+D;~!+!x{Vc0 zsA3cT<2P=qBMEfQViEY>rtx7BqN+$J4I1%IFnRhI24+Y%OUbEruSLIcMxcW8vVxxs z&L#5yuzZ>B&Nu0=)X`CO{1k#P+xh7TSJGv+=H#66#u|;u`ltEu5?!uhu}JpTB^t`^aq;HA%mkSacvy7lhDyh*25L^_b33@)(duHJ}s0$ka1aw9V6 z;-*GoaIQAME6**l?@zwEKC81;$hZqn8M95H*LaWKR4r-AmEeXSO5?h~^WX_rB&Qj? z`(dXnnzrh42o63|q!$B{bB{A930C{k*nc!-v+xWvl}a}-tZnZd*?mX+zzrlthu(28 zpm4u%(>gQrrZ@SrRuRGhDzp3s&A<952Hmtrj^i^jE*L{w%IkG*{)!)F)21&7sg~gFqHlKV=TPd~1YJOYr=kG)f;=2%Xn2k$+&!NLJ z&Lf*ujlA&eR=jkH>2xXDG@i+N;rl;DWw_mVch^H_E_qr>N=tgr47kk#5|~ni!SWu? zWX@#Pd~_oYzC@mEFmscFe@Y)W*}Fu?@@m0VsaZpzwDO!~)!en>8}<$wsc0aVk~?6z z)I;)^&!*oGd)@us-3H+}(~?mS6}QH3RDE`Mkg_aKV3qnbvaH(79A<>Qm*~h$c6*?QpU}eDmPq1$`L1NJ z-91xHwk|ayU~aH2EJ2@h=>phFWop71|Bn9xH<|w`&{y9f?v8Op5~O@wKzF#NGXs2} zC*v?GQMs-fc>w|pXX9xS6bRVbqtAxhIylDmX zv0(^Iu8$0RW*leayawMo*u7lenpMj~xMqk|J9VY*BPrtFBV0;Srk^wJAgU1>^x-cyXa4^N5|D;A*_880=4BK6LZ*&^$ z^~WoJVGOtzA5#8s7zrF}p=Y*+t)ves}4!v014_&RN~>92GP< z@AufiTvd27xXFS)QkDCU#>@iqx3IIAKIZf|eWcZ$LIEiRYr?=AgwS?dG7J~ov=<;Zy49C{h_tbTM z<#VUz^Mu^>MfY{j22z&sd41kKeLc(hv|e4d{Olq-_~&XXVElE&<(tyqPG0IKVE)z8 zq!0Z_=Y+t>DDrA6@?XNTanc%CeZ#)=2dgG~opQcQiaIOp{}=vxAPS8cL(p4H8|C^i;_K=K9H&m_bKLNdZ_*~F>C3q>T~J&k6wHw2IR0P zg}z(Ca+T}&82TsCb%T=+kV$56itTme*}z~DF$X!a^+qo6JNLT;0o>PNOPvMp3h!f6 z-BHv(Be~Dkl6^H<;{n;z3Z#h0+cUvDv zU7r_2Q$DY8DCHlwxKS&qnACfRl5W+&$+AFX%7Z_nVTnJJ3o_Hmix5Yjy&1E!GquSM z`XyfeC_bhoGXCCk8^O|4)J#f5ASI@ka1&!3jEy`YHaZ>_XJ(9#2n;gpW@SM8e9q|F zj~-{+ZML{d(aU)BwqAW}u((<(?)bkI_Nrt&V&1=IiaWSUn;`-Z_O`athN}GhAdlnS zJrmH_H6A`CgN0YJXOw41Lvwz48NH8vI!tYmZL!;b*dpZZ%Y98N5;clfwa*F!1iL}D zEmfJ=^ECj8Y*Cl83<_6BgJ z#t|^~NbCCoJJG+?o&3+Nk$XSLh7vwduwZ`8OvwzrjB=P*gmduTr@X^<@zP?D&gMKo z3xA63BVFGFGr#;|WOOMO^;Rmp0(`y;?LTe2GYoI8CF^2eGK|JF#OdU);xdT5uv#iS0C&3Jao7# z&g$zj^!AQ%vkT(E3VMp!*s_bTho{ozf7Wz86`($0u|x8gqPwq_R^39iQVkXORE>;_7SYN-Oz(=nGlXx4#|U#Kzdc z5olsy{hxQXhJWB07zpSI{_}>BfrXWw{eM(5GXHlqH#Y&DsD+iI2@vG13_!{FOpI)e zO$g|uO>E2@%?TKp7zucJ;r~0RYbJ{V7Z8d8_RI@jhk)tOHph&qO7e0`v^v4m01OW9 zh-W#pKLv9Z_aNL>Bg+)an=GRJS%V_89YeuSSwx-iVq0VKPjHU|vC=m1H}BXu*_`1J z_}?)0$>>Z|dRT_2Gjk4H({vaf!X+4Dn{(zdmG2fET7Q?GG(VL@UWQvU4i+ggG|RN^ zBYDEcCeO-fE)WW$cZ&&TcZ@=w2=w|h2SmtbC%l;ss^gg&sA zfHAPL{BHv$62tWqg7CYLhio3PuTQrdYeIO35B3vPQ;S3$g1!XGo9Qq14boV?FnuDztzJwvNf-mo_V+Dhk;cp*_gd4(r}3MNn9-< z53dTD$(|%_2>z#uQKP-|VzW>D(lQw(L4NNsbZ&nHEk=Xe6h68$eU&ZeATOTep zdeURKeiUwLW8{{MQigGBn5>^%jskA?ZB(p`@7vw>$x}VG_ea-!?Do?2mT@8)#L$ew zd;`Q+ZE}BoYpc8d%kYQUcWTPcniJ)!HEVOUZalI0QkaoYQm9vPv>e^%(o>MNBbK#0 z^VK{nrSlTm)se4sE}m>Cd#=^_U9^7YnKv``GCE`4FKDWYKj||orgE8jhpO8X zM>PvsPn&bjfjjPJzsu3c4~Y#?Lf$^w9_!HVzU;xa#_n z+;r`d)D`zM#qsCR-G8T6WK@S;bDp6dY*VQ0@xa{Q!?okhv?dvA4Y67Kx=__h6?x6* z!rXYKo=scaEBB)nx>w(`qp#(Y4qjJTHo>;e(=N^Mz1o346nmcDPk3rc*|BmQmgL6X zH@E%na+|*UehY8e@0d+eKcv)#$uwl0bSLCYuF%sb%#)w6=WR$;^Zb4vR~ObOvSN%; zR%GVzJIv6*DiGXZk83qA80URp@v@J!ylYzKcJ zuFvg1min*uZlCo|mzLk>%v)6w`;b?k>3+sm+bw_ZAH~X%U@g8z!_~ zQR(kiEV%aI^cG%ul;=3N#f^c+H_hsm7A-fCVgHjP|N4;KDgV~@8pyK7<6Cn0?%Sl& zL^Q7)lZs0(cywUv=G5e)e>8N*ANt^O%{7i~=i>5se1uos)JH8z2{PoadZpmyGJZye zZ*uLiv-V2TEbq15&6vZddVsc}vboC4yVg|QZEm||`m3Nht=W%FBuG8Mr_yZwd($U|HZ$ep+{)BXD|cKps6m27FXC~ontl$x4?&GL<5kp<^!J^pA6&;IA@H&I=Y9Hmhd${eFYG0Je` zXW3s0FegcNJe{`UnMjA|r?lbkHr|xl6qqrUC zTB<4DzfAVL9+$JT++?rQ^l;WR?UV9%$dz47>4kblh<}8t-1D0v=HnkJCf;$&jX#r` zSizfFKuDhOAGZf@lWOR)3 zW1_?E4pxGRY#Aah_Wts0TRZc*etu*_|Egn+Q%cKh#>FXEZ0w<~wnE=sz~uexG}BY| zlr2G5Nc{EgVAT)I(t2O)y{PkIn+m&wH#J!P^Eo(DQY~fnkTK zDK`RfL3BtcMnZHbG%`Y>GbsoOBa;!={~nc)=>(!d#LwPPK-CuZcjQ7I8FCIm9A*bcQrDd?o+1+m6yNpYsz zXDKccxl!|SJwdKow5UeAW`p(|iNrJ&T{8&}G{D{ekeiqLM9<|22`On1;q}QT zjY7*$HxssV;GOgH=qU>f^lf zwq<|zs-7{OzpE>=#-XBDp=esI&Z&j9GUs&&d*+Lsnrfq| z5HV@D$i!2vt0GctHkIisV=XeflV(hvdo9yy2WwG^q2)KNmwz8hrSN0av_if_@s3Pe zoqJnc9&x_-aMB?y&6#uM4C59R@=EDTx3wfLOTOi;s-`rxS?vs~xa`G~)Z)z<>82Cf zo!8&z7nOWfv37oOdUN+Yw!-~QtZeF$&0fVjJv_@Jdaql@ZHXm_`1E6vg-cZKC|Ve6kSL@C+!WWBPczdMnUONCa}>m54T8Ww zH8srEEOu2(jR&#zd#6^}k4p28Y`vfT@W-hRG}FYi&t$fKH!6Po(??oe#fSQX<@6u4 z`^P*|wf`)MbXY3=CUNWKkMefDsQryC%dP(~W8Y1$s!YSqE4Q9wZ949s>U3gLn88Hp zbB8&{#AA*Gu-|HTOI}~H^1>}CqeQC{;iXHitTS~)_l&~Jn1dAZ@N+|TV4iF?mc$dS z^^X_SE$|{0c@zU*?I~7uWzi?(P(b=tgwaYRfPWfZ+Z9<$}@-o%G@+6b& zz8GwAy6Rnh`ASok3}Tf^*u6XXma4=L$vrK)Dz7~JjCRclH;i;!62Dniw0fFcuHSOK zOXZmf-wg6ajh@T!PCB1g@sM96RTBJ{{Cl%cYbs|TUg>Gu39d`y6k<%e4=g+p-Rtb+ zjMR6jSO&!>*d?tG+wj*SNoJA4r2^vDR^CBO9Gf(J*VY}~=b@3Q#Mu(A zk|{~KrLwg~&R{E9Hl-(8BW9JAT8T!I(G;nib*pCP#%E3BiiXthKet^>vHKDGl#1Jy zhKkI#XybWuk#1l6AM~yH@l8zS+JT&XAkZU&Bdl*e>Izk&j*oiaXX|B$X(h7?{# z<(<3R&nhRf&i2uX&-)BtbbR?HR*>hSFj9b&vBnz=p<9@BQ3m+Pj*N{mHMtKvcU!&e zd^)l7f{9)^;P@_i6BG)jjoaXvy|gs6-!Gs}pDojG z>Rg#3zUIj7yP9vT=IdEYpVPg1X12tMP}R<=Oe99FsB5t!+E??hy(wu44urqHz_wub?X=4$`;*p}k1Vv-Y4&f}|2J#W2IcGI{X{aMR zFa#l*`LKC*Jg!FwsA_>I%7H+%2n5A0-#~A~z<@wB_x1AP@Hl}UoDdL}g1Q$mB#7<7 zK`1nY7{uZEay=0W10hCocwB_Y4Fr)VKOFS^MBfwvrFis$W z$no{|;UhFU*d76~BGC?Ef<7A|q2R$2A&~%fJ_vfj6IiqcaU~3fvOj49Y^wd2Y-I{K-_K39^46| zQW2sJI{+~BONs(CTev^2G$=qo0}w0$?nwn}aG?wl2V30I z;7%0yfI<;LvLS1*1%T@XZZ`k~>Y&bkq8jJ`0tZlls|zlpLaG4eLuN3fuAvrCOBf;q z$3UTzAlo?k&<=j$hqEA0xG@2Pg3mv(K%!8TfWI3=z@#yeA%KQ3U<1$&h665ZU>DFP z1OT@OXcI$#+sdF#Kzk4bNEiMLa6sD_0?0WHr2-uSTA>Y$0!#+b3A76ml+-U6vWcM< z3I*t$fVZ$O0JyFP-orUR0on!BDr{YUUUGt|xfz0g#o_=jeEhou&|@PQOqoE>6IkOw zZ{YI7V3q*JarXi4Mf|eHJqlja0dJtc0Rq5h4LT!GCcz(ZM}q+B2A;s(4k*Jh4EQf# zr}!H_0xWo-hr28w+kq$G#mM-c&;{W^9oTRULK$=#xWfY%CY=21DimaP0SUp~ui$&Z za)Aj6I9PDmn*ba`-YtT^(2)t|%5AAr0v17Zo`6AwkVgyn^?$3U1tgkG*^Ee9^cq?aKUi8>a5@_NE@W6g|9)O9*x0(6Qg_85 z#{Nh02b;XIzPXdFY>L_rSjSIqzh9_v>wvvZ)7?-;L2X@-2Y<(zY59#!uOo8z zzM-}3Hu`#c`K$#-DpO8vj#4mFTcJssxb>+7@o{;-O!msgvOfz4;SqJ zOF{6={l2y!aD;!>n18<$A#i8?#!?Wxq<`NNAy|X_eWf5+?)z<}0E3YsM`^|l1=%); zwXA$SVaWs3j9{Drf`x%l$&T#}N+G{u4T@mQX9j*{#P{U}n!^}Q!(0zTNeq;NQ81Lk zM5$URrjDZOngk*~50oG@0@(Z@e=gtO*B!xhF^oYb?FLb#)Z?FW^Xgotb zz%P;n*93WbA?|DsKTuH^Sg$ESSp<*cML-b>g#fbB!4F6}sUQ&cLVk|H=n8(2z=1Ig zqmn@;CNzdIK++;S#)NS={QO!=Cc&sfcnpT&!egM0GHeV!fL{p-kHO?tcnm{@X(54J zX5_wr=;3QIj7+71AQXNCXl9J0nSz33U1%N!CcDC8ROX01C=8HE3eBT}FK~s&NHlZ= zJ`&hicpl0GUjPf?!)TzwF?H;J7V36Ut7`_LCIzrAQ22EJ!7>Pj##S`JROqeAO$Hyd(uw4?9f(q-6#H69Z{9-5y z%W=c-VJI0UcS2(@@fRMWgG5_sj7p&h?91n|ef>E+ys&2(=*30wO9JGN4qPt0Tkyoi e(Kiy5Q3ro1#^&+y;|fk6uqcA6s)g+W!v6rB-MeZ4 literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/meme_mapx.jpg b/notes/03_kernel-pca/img/meme_mapx.jpg new file mode 100644 index 0000000000000000000000000000000000000000..34b87ef83978791891a30590b0ba5b154183b348 GIT binary patch literal 58540 zcmb4qWl$YW(C)$A-GjTk2X_x{!QI`11$WmITo3LVAUFhfch?-;F7J2itGa)0@7C7V z_DpYg&&>ADGd&;6AKL(Qd1*Om00aa80P%SMKGpyd04T`+=)Wt}CqctP|3~n!urRO) z@Q8>A@CXQq$Y{ujNT^5%2q+jRsA%Zu80d(|m{^$TSfBUk{|SNkuO<{U{AWdUBm|_- zr~jYy(GS3YhX{g~ZVL*KR0g!y^2?Oy-fd3^J$WIO7Am9NApKKxs03_7^ z%LPC|LqNg+VBtPi0mx9FTy!Y(PZ57LZ@Yli>T3pLX@9}5JuG?i52tH+@<$n4?dy>v zTTP8@RxM7#dZpSerdsiy&+(^Noyz)hxYM;_$eA%~H2!MZg^kDZYfyg1eOA#UE1I@u zILSRxtv>3O7l)73i{FJW8{-~YR!)ETu^dtUQ|z4glhV}}FXRwp=KAUQ^OuM7M8R=p zO+&Yw^k~yKINHKkrM@AOn#)owd32$XzKI^s*Ipqb`nVp;fK|Vi*6@p3XiOyZxUYz;6&^owiM7gTVzVPU0 zU&G4`;66gVQh5?w06Owv*-@I{ZiY4aWu%fomUtoDjdvMw$dq6uv zaeBszJqxrrE;;YZ-R@PHp+Ow~Abu2EKI1pJD19FMFjV-=?J^}B`jAp@y} z%}wqpd;XPG`yV%cV-0+S+S=;{@$qxsYycY+-ihZ zo#F!Gb_cVwPOrW^_jZiOren`$<7#^w+($k2J~KYGaJ)x60q01~kH;KvnA1=sdcvxS z=7tA^$&QSrWPH574}$|Q9D{Agj;cC05xR#>@j<&eStX~{p~eYCzyl|f$CpK$)?^!> z^n#-ex2v9iS4BsHiv%juuo%@L+>7Nq2txg*1X63>&9?$|`FTS3NtVk{Jjt#tqBk~P@Wmw=? z_FgI|mAG!A$&ATNTVB6RFMm4|i0nGfY%4#e{6cHvM`q_zDn&!Dgn`)^AD8v(!020y zq#gHE$G$9E>U$mLs?hM?Zk${ZUog#= zUrKf*WScrbb^;{p1gQv#6LKm0{q(c@K)2oiEfsVu0AQqLYSt{Sw^q^8kMLm!Z4L|yuA84c=}CR+}`UJIteCh zdfs+2z3Hv3xO^ArTV$lgU1>mXQ}Q6Pug0#$0Agqz+sWE~z+T3evjjnrX$V8>#ZcHq z%PLOEMXy@OfU+d&1*%+%H)~iJXygmYY*_CZ|IsP*>H$6IiXX}~+vTmgQQL8P>d7&8 zZdBG7(}_1?3>TZt23D!Q`dG{aN+{pkrcfmcNK^JIHoH&E<5$ z_Uj*RQi@=fLSLG;vpmDJZS_j*aank;b6w_OYpj9)7VL|KWq*nrC*Sq-0k|B#%Xg1a zD*}(~;!UpsJ^etejfi^Mx*CowOl#3ux@4o1cLf5c&mdmrs6)&Tz#PdBrO59U9Vhm0 zh5}P^Z9DdORP=pxwo1NA*nGjvI?{y5xYgNZFjaXk#FaV9QgN#UA+WM{c$v; z+SDJcKK)p%@LhpU!PP-o3C+;=y_Zs-IV5~kBUh-G1L@esPffAC05bdwws3^=9{puS zAp*;o8W^wgF#pQ5YHf%T7xw8pHcJsmd@ z`DT3mi&2N^U|H9)KoHoXCcA^1d(N$07m0ZG8A^w?i#?WDl`pGenst8CewFH7c5Nuq z>T-6VWH3p2(+QkYo97iWhOG117GY2e3UT1=9G`-99N|jhuN7H!WHQzyR9wLk4t1Jn z#iJ{QRtR`2PdH`k;vi30>`T(-o9>aJ zwwsV1;}*GpFGtDPv59gU2RopQI@9XJ%OscjLAVEg&q>niz*d_%K<8QUxELn{Fa?Xx z`17Yyp1AyporPE)^QPqY{t(;k=O^3TQ<(DQ;B(6#K11$q;{!=!zwhOjqDdHi{*?|# zUNot(>kbt{2*4aaiMo%E@EUvb)FZ?$IDtpZ5tN6rU}+?Ggh@csbZCGM|Je1&j;qz^ zDm(qJlPcc-%H7tVEQDq$PS2Dj1OCNaI@NeKf-~ba^30C&Y=Wc?3ND8Y{^awlON_<# zWU+p|U@?-U{N)+!TdmKcHtwye(wkbo;eXj-Ig;|Ns6U?}*WCVHiXoDUh9?pel0_;g zuzH`)+L&T~;M6LZM{UnOghajub4`2hYmr;wpa_I{O&!7-Dt%q)P_YP6CacD8LipoA z4dqk@`8mBiIkytYUwI`%b;hS)NEs#Q)Dd4!cK%SjZM3cS`<(^-9SK6Dw=u_)Sen{;L1aziyQHT8c^X1hrC?jatT+Ms=_KprvfUMNl)NU~ zuNf0hL2G zNskJqJpZCd-C}+x@vx-=XlSy{*8_!>)FwY9DW^mQbUI;S{q%@d(qnF9(Q%4Hq?ZCY zszufCYI9)dQK2~$euBB8`S0&#k6s7ACGA2Hf{lxs15eyH&OO&Wl)@Vbnn5(ZGM4pk zt@KdZq2u_o3${D>e#;N6MU(0m->OrG#oYb)n|?PT!h9!^$EViNmvu^UTf55LOx(py zu?}Zp8mvB!=$C7(QnNLbyWv!eAYVG0R`BrGxrgE4WZ*kmuA-&b^fbi`aLP#(5#j;t z+3W%IM4n~-_A<1Fffr(Dwv1twdqTciS+6i!2-W_gT;vO@6jd|xC!s5CS{MM9 z^D)@qh1wlN{`ju-GssJY*AUvlGsOe6eHo8elw+ADr)8?J8rDty>>=AV0%>C`wT(&v zVcVV>3RAbrzi=C3b$U3;u1c@Kt4G8BXD>s>B#s))OR4jYE?1DYpK$5EdJ;37Fh2OfD%iZ#uP9Pb0FGHF6e9Y7&((6eyPvh zS*;XE=G%iD_XcWG$b3_@^pLQcB>v)P%eosQsq#>a_eky|eGbhaj1U>-SXEOQOG2-+O+015R@TVeiJ1?6``RBz# zuzr7~F$|nin3>zoG!KiV(l&T!m$wS8Tj!wjy2Je~UWV>Sg@-jG(CH5R{3#(zR`tIn&F&DR#WT^+u#p;E zm{^jOe)l_s99J%DM~q*e&ME3CK-9Cw{OT}vbqL3qe}{s{m|cb6tA5pX%OVmMoW(li zY;iOS#67};ZD{iFtfU^SA8d*%L*95DE{id4fF7OyHP58^rrHe7vWNb<=FzazhX+yx z4#(JO{VAG2ZA9wdDAIOlXUVrd+`{WV%5~cbM+u&GmR4e!NlBiZUD#3Yky`WnhEayo zQOyzfGsvP)scaXXp_4K7`ZqTP5cl@p!$d_bN8CE%usN5(ZtQf39{u`qh948dRg4Q! zXL>DzYL94CX{*5FuLp%xK#0Z>cK*-z+zH**ozD5Be=M_Lubi~vhV&zV1<#pg<1EpI z=H1J#%AJ_Q234}(FGIdM1C>N<)%7@Upkd8*c}X&tQ&#+D z6=olc203>}XT|~_I2RI4P(kOIb>Sy9ky=bfAjR?(qk!*usL)DcN5yM{qc#ac@>#EhoYqaCBHF6>RM2r zI*H(}xFT-2M)=+hX7ayV&PnrVw$eZ%{*v(>v<|TITszv} zMeV^j{yH_^YIC`xcEFu2?k+*&Rcq$o&l<*uIUiTfD-@lOkh$ z5RFV;>bz`k`Mv3&f)76Q;%1cwquOzg-67sD&Fl;O4F*#DE7`%AatW^2_HF;`FB>N8 z&lVpr52%Y2OW{}x3b6g1J=Q@z=j4t#d%rQi_)mk%-J7xn0uEU#Av$cT5aE2vk^Q`463O%!zncx;TNgnWOZ=y+I ze3v_Dle_JXj4t4$%5`75+%8yIeIq)Gg01-77E_w(WJpFG8VA|04g2Y)5R=B zltkU9h)4O5H?r5aX5plsk=sIi6|fumKen0#GuLj&SzEQy&&vEAOWmI}gf_AJI%z+4Qh^!6oSWdh2RN^E3Fw+ zKtuc_DY~xo5dpCn&+u0k4xb!={)M|F^4e`U$uF1&?K{p3`y|u$d$B>7a^tpgb7BvU zuT2)f+{~ZYZH4L(CN!}W>p=&EE`wh@P3{e{+p=U!%G6n!A;k;gH577rm^zNCyIwhD zJ^?vybN~eOe^?+S%qJZ9e__T?zzzcj784GO9G!w4n+N9$B?mVirx-337cVuNI1TM5 zR0scA5&{PDjx=AC2J*VD{$!id7PfRbe5AbqVOLrUnl`qG%OpUOPB=mGM_i=#ym)A~ z+80X4&mvK0DPNx>HN3l(sC_Sh-{Jx^j3~GFu*_Shpo z-8A&Lo+G5_nP&<|vsFHbT`wP_83`4>nyZlYCjqhgRe{=x$a`Qob8TOGj;QEiE=(9G z9rWdH_`s>`u}DH~JsU)t;!tk3ARt#Xie;zoxc#1Rv3_CLv*F}+d6{?oV&`~)3bY{t zI(-0Scy>2lT+^rLSw^pfN!P+j<1g;oeS^v`vO8#UDjeU$%jE8x*iYZ6=kjoYMs_)& z&%&*E;0Pyf`^hRlA0;%odw-X+0J2}lrdZt1D0JMDgS;|eo`Jgi4Z}4rUwdIno8uf& z3&Tx_Jo*)o<;98a?8$jRXt85A(ldWcKMCntuo4v4q?ckrg=3t0t3u1XedinsA5Y4a zEm5p{m6Tn}P#W&Rl4$WWsfPo}s^_hjEEq2Dt;zi@uXJG6u-6jp_guug`#`}vbM~Al;!}>dBsggjlh5Yh>xY^!@ z&(D(wb4A&y?|nrlldS|U4oP37XoYXCB2ekLn&}m;QXuV((RMCrc5Z!|1GNU^RN0xK zve+SvMY$TFGJog50DO*d0$I{+blm@d3IsKl1Y*n^)xH%p>{tYpwB0#K*Q$zW8a{yR zSGaQ2jb=MSd+tD>%3)7Ko`K5AMVvX6?#1@f2jBFLl~+#+Na*x&R&@|uluCOLB_@10tHhErU@zG=nY5l3F>%V$!D3D z9VZ@JJ%3PkZ1SI;!k`hja`4TmFwOgxOi=7;?edGtg=0a$dszYTQb)l(ul)Py29bu! zMzfc6gto2SbH;00*#}_#6N=phYhMJ`1pv!}$U1{AN~+zfoD3Uh4cAoUJ+c=r`#L*R z8JWpWfVe9F4+uhxciKg?#(UuETJ8I!e%J@#$n)Wv#N;KOU(m|rQg6*m?~MquhuHmF?^WprB(Xw!*naK6k#x`5A{?@(zv4 zXgFneIyrsA;hK^-5D}_s8VH+C$GYvo4&ugnTr~^-!D0_4d!hc%!npsnkn98SOW!R= zTWVgv>V!n~g{UOR{Eo=YHpfi4z0#H_`Mu-=KyC8@c;N1R?8bR9t|qfO*&4pwda<$F zP*}g?&MTQ4eeld&)7w(0f+XfXoj!Rva!h*rx>O@qW}S8vzwn=Hn%);Tg6?hC`2-F( z-=V5L0Iq!I4oYQK-kHaaA{i&y0n6MB0^K~CXON!;zno6ZSSx(3zY`1v1@+r(4PWIw z)jDkWxt?{VI4>=4S$p^gm)j|tuX--EGQV}s6Bs*ri~q%V-li`Y>sF+vWR{tUn4~C) z=ot6)h|E^nR{a1hB*?_J7Ps!!`gvQcUmA9osK4?mZVIFdM0{iZ01O^qR@~)SRg#&x z*PiFiHPbn+b`IOBu2g;ivKEvoS6>FS>q(Rt3$s(nWV&1S*UBV9SpE?9l%Q5Dl$3*W zoKE#3jVe`yurO%r!J^tiH{OGb3rO7~43pzM%BB-tw6%p-QcKs}KK4 z#UYR|#OlN1bMZ4hcoGAX<@?U@_y#C%d|N5M!}C0?U#j3nqOHgolWOHwva=S|*~|gD zoMiLduCF;MzL#HVR$rnxdE{uWYjgm+Au=jo#;DtPdk)uC)p+T3N*40Qk+_Y1U3Qxa zR0Aa&E^96i%R8F8Xk0og=N3*p++2nx^~?3gwWA41ib~%c<0?)`q&M`!g*!XAK|s>R zt_RffIdIkLsqu&w2nhI^`44*xV;4;MT( zl))s&6;5$$MKkZEPX22S7kz>8C!4;80ynnLhc#OU&wyMG+DIJF zwSW-ejW37xsEFMU{jn~}$SSdZV*!@kwR4*b;4ABVG){4`TlCa2T68oKxrDI-pZRmO zdELO0sI?dk^OV$?G%e!nX=FL{!J!{{FNvz}r#ci|qWrem=u)fEmd?fqHRN6-K(a(% z3s za~_er*ktd2Mx5jiJor@zcsoZi#~Fn6H?-h9XeAdrLg=QI7@W@PtdfdJ+w>m1A8224 zueJP}Zl%`Onmt73)9royp2$+5eYmz2EwPIRw-ENm5Ye*ff$+X&b0XowI)IilSmT#q zFv0NHzudy@JT~}cY5xKS_lnuV+t755Q0KZjRUKtpJLk3o+-mZ)WRR>r*;tivPNj2r z{T-}#qxRjaB%b>Pn%~OB@uB=--?I0%_Q`%2;R(gRbj)LLjp66Mp(-z z!b?TT!XmdK_OX?m!oSXtwP=*;5RuFEyTgMYpSbU@UvKk0loGc%sSgzv{q+t?A{x1J zPhus`u6@dB0#c*s@)!s3t5`pzeo){+_6YN{rtJW7@lyS13inCU62vtd6z{r0HT?%L zBCF?|ttiU2Al2U^kY;Rz)4AeFzpB#0K!-<2^#PhzT>Kp#4gD+FT?R~xFuHSX6^!XQ z80h(~T@=_j6QwP|jG2q0>XVAP@p%Sxru}AWk9o#VbYH%Sa;dbij;5s^naEKzTPU#8 zwPP>9!^jbNyC97XX+MqGio|~ogSr@(Q^GE8*ZqVd;=BmfFyiPZ9)h7sOUMfmwi(F> z5(77GivI9?SoRT^iQ3cy+O+aTA9s8tjmqQs%mY0aMiGtIEZtGv8sh4&K6){sxomCW zC3~IR75|u2vTNq*h@Wq^*~_7?qTX2pkNlsd{weH|jcBYFXX!MQrlwwrM9lK0w@oFb zItLpGvu__!J;RZQ&7?}h2Jjd9kniAOpC2U|M2{*NB;J<3znSd4cvN!TlP82S`b+Pl z#Xh&A=T2AmGj_+@<#=Y5QTvg}SR`Bn4|Hs^$vmrc*pr7Rc{nrqC6D<=R?+Jgikyy{ z5tDiTD19xXU)T>+{T!Lb7{8))Rb0~z=+AMuA`eEBGB9)pMH>6v;0*#GZ#5{#*mhvc zaMt^$sDqF3gjn9S-C1-cYj!bft_}J}bV-9B4f^9&G(IEYFIErWmQ?=LyXm71eT|Zc z-jyOPEqx(o%Q#gTuO~fhMd`I;mVek%ecv7u@x+ZucH0{sW`F;z&R_YkF8G{q?Y0bi zLxod2u4f#x-CM6;s)47rtYPwQsSPH&^@nnY_05M=*=wACgo(`HNJ-7%_3S7;WNeH1T;nY&{JQcgo@hDGpa_w+hy;SuV0T;S^{(Y457 zYAlI&HC%tFI3w{>)l$1iGC|`}8Sc>`7xuTM>UCO6cN+0+1EslL4$Kswy3rooXL~11 z*rD0l0iAIM{Q*C4VkS)+tHU3|7LBQS9Xl&rDIKNtbNK?&3@Vg(T4A==Q>ZiCJSh`Xv|W3IP7vTyH@bAPEXuRVdR zrw9b;^1rvLW63?DTKWvnYiwq>Rh**R9j4T~<20|*1%?{S4+RDC!k*LTOq-N^F*9UJ zThW3i@bJy!_XMr^%~I$`DC&hQ`FHMxOKzqLCQjVD9$jwuZ`{jpQbj19iv77B{pSAx zn3hM~x>`p;aMaLW;Fq&8Wabb}E|?^LA&A8Qm};ngEriEb`*OD{#X{@hg-@0XQQVC% zHDlt1|7a_Hf7jIudZ;0VQ)p2{pAyV_9+W+CrcGhnB$sh1VSi2O(~B{fVayw27Lfa! zSJu$A$Tg;sdHgL{0goGpYD8~Z8Yg&nR4>*)<%db7kOG;_--$ZD{ahgjULhM@ncbk6 zURH@&tjpqqNhMw!%YMJE*X+GXE$H7xWQo7N_2P>KyP_Dhf0=FDyXEdd6(-mrz~gAg z8MT@d$&KC*i^lC37Y+81**+@p@+-;p5mhC?y z+yHfBcE2vO@5{C$CEyXx)Nagx>#9CP*n^%LHm;1w_^5UYC_fMB{8h7U_&cVdAsbhi z?-yG`OuBZehB$=TG_zxHH^M+=8fGU|p)>La3Z8vU)J3^@#gQEF=t2pcXEp&J&6c|2pKa>!`63 zMw~@%8$at1zB!iu?N+|^hBei6ELntR!dr2iX@wvF$YCHnCe>Rd^=IWuu!(HlB6N4< zcJK1FPuqkktC)qF1M+}`L#_B*8ZlOpvo5)pw#&GR53AD<*5|ar_1_blFh@hKmNr{w zuospQ9$S0(sD-P+0+WEDT1lyFLssN=4*2kWFizk&o6aa3^19fScEfnrvVt(7d2o}m zO>*;Y%h~X?tXnVTOVjOkwYU5Ee!u9Z;zWVK^ z>JTyKNBm#nLx~KrZ#2IlFCc-s#Y$o&N|NDJs5ZB#d2he3AT0cA7!zu#NAZd%cmT>R zam8oUUb*evZr+BYh?l|$24RC)dB4l0}wd|EZnroHrt+h-bqw4!h@6u%2vrB79Y$cq5;3Uk-nAK4?uIm zOY@VA&BK{~K`HM~pxN%~2S6lrDI?uPlC3^NGbTAM^Q$j9)^By`*=lj@ne7?Tib>vW zZUC-0wS_qa_~f@rL+oGI@#xzwRwQO6KMix!BSM%M6vh~B^e$#0vWn)*Iol=~gSG&N z;hR<>>~@S}y)qXWHp-4_dDpG)_B(|NibJ*4-&HK;L}0@;&rL0h{*WjpdN|sh5gVc* zm;#p*((DWGeBMVkhEst0E&*<4yX%Ls!^F^mkEk4_wjV;oKCe9=_p{F%q%^7%|O zu5(Te^6!|o>C49Q6)Ph)Mj=i{@t6wFY5zjH@7G8^o5M`Hz6RH*eXHkq;SoBk|?q?^kiLc_&o}xLS+yy2^DFuAx4e=Vj6(Jg#cPMAacMr0Z zP}^KK3@<)a(};RbDM?m3y9aKymcFs%BoS-m1FB5g z%^I+Zck}qvSNrQN1k`giwM|yOnqcN?`S++UQ0>=Je}_o}8d1YX+rx|Fh8Mlldge!z z%|y=D9FRDounFTM3KfZ~-r1>uIOdx~z-l&HRV@QXOdhShKt^yQ^o{0 z+kiX7hEUM)S{e*|V+-9{;Adm}9Pcifa+{g;&!JLi(8%1y+%2tyElfg&VA zpdmI)ugX?@p9>YXkme`)YxxeiwvCyPb-g4^li zoC80ye#@CMB3sbV=ZVt{vi!Qymb_XCRY-_+Zh%NOWbDqM#Gq%+Xl@8>DZlA^-!o#{ zS%1@?qCio06c-C0P6-1_A^$~F9xi6bOFzYsfaqlN*V`D85}as+uGw#TXii8TARO5r zYh<&Ic3K3v!;ZSU%rm>XS&X65`Eq9|#x|Rm$?cC2Qe`mmzh)}M!T%Pk3KNnfJ#{Q$GeMT$Nlv!f)HTT%J zsH#IyF)y7QB`^hlFpmexv?q1s$DBT}$b^`})UV%diEH->wUom+obkogAaf+wJBiko z(D6Vh zrM(@}lVm8^lMu1Tb4;YwKf>KSds*C*U)cssGJxfh(|gKDbyKYsJD1|7$2U2b-$xaH*Q_C>=DVSb=?XV9;QhXlwbX8LQjoKd97z z<#DSN)VA$o?!-Z!icLL-WvKx1n=FS>qbG|D=Nki*L(Qd@BEyOnk6f*A zCyOPQH6uFl)@TDKyzQ>>etdU6+zFNUP#&h`l3@xct=FjGWRx~@cB9RRPM_X=iQf2y zGHx*8L&r;BSCuveD;j+bKK)b1J|T6`msCL-HB|%`S#(KEK)k#LMP4J1DMQ56n^PYK z={jn-PELWDYKb4Oj>Fs+SXkDz%TUu=x{6n96PA)erp1mXu92I)DOKJ7D79&j^{?6e z15i6pSaQvctH8)~vW}1tWhOl3ZJYTbqKvMoi|?S=Bavu0DEOPn$bJ#51n9nV{Hn{c=uDqoKM8bfI9!)0N* zM~SsEN{Va;{2?b2ToKDk<>Ejm=~7?ZQ%dR3TGyMw874%5z+%e}hQVwnZct=7wf}>E zr{GdM%;ei##rO4@e>84iZ=K?tmYJhyNUG4Fwk$VS*i%ji=J{vpW8{;) zfBx^5%j`2Akwlle6-pblzh&0jN4ar_nF=JP_HxAQlMx9 zLkojcSFUz)N=mj-QPpCV+QV4(MywtrG>e4=wPnB0T(vLxZogm_{YZZ0--(MBSXjE` z&KkT|;QPD#Z%wCvZ*K=Z68;y0&TzRa+#Kyp(cA&F7DqNL@u#b2wQzBiSp3k>4Tj6P z<)=Zg4T5eFBhtp9K;;>o$Al5nu4U>P3>)Vjy@ z!s6GGw935Hp0$OqTJrC`L2#3J*oQPoa=L+T}x0$u6>Ej%?s~o;E+y4pD_7^5ts=z`n*k6VNqxgze0#2vyvL zj?*-$l1w zv+!O54+meS-!CNDi1~Ra^WxN`=v#wjvYfNzm0jFK;iW~=jx1QEBe&mLxOg&@Z0GH< z3h(5eSIPEfx%Q8oaNzp6*{*T?-(`EFe61y+B}ffZ`nvMv*@r)lI_>5>HZ&X~%;3W%t*>n^rMlm&~pe@U3N75D|8@!(|U`7 zI$H7E5!UPn08PY-ILDWXr}c04ZvPg-UkJywT2R@^oAAm*)7#YCMwNsk_{_rL&CfAN z;hv+aRJ*lXv}6s(Q6%Sr&=+=S&ic%+_Svxh+Xll5N29L;KhMvK7Dk(v2Uc*eDJZlK z93Zb;=Fr{Pa(aTZ;$--qac=R(x;$P^L~C~}Xl4oSNzL|ak)HA6ol@SOW|W*^66RPV zq}k1RHmOg0PjS#kKi>cuE#7p`#bszEsN5?rFWvWQ+{bUMW%Fds1*ADCp29{IUw{G; z%)+D}6z>seRM;i?y^xC#Do0h(`~#u7SW|!|%8y=~zNxqz z*^$>6kJezAZVKH$&F>+O1GfwbOSMYTc^8!oO zvUtnFqxRwg=~20st=EI6%$_}V|EaCPYkwdY)4;$x3YccdMK472`V#4>C4^hv+wK4? zo*SBwNVdKa4gCPjkjA|(D=Cx4NpblVzNO|~Re_jR9V$D*aF?%s0(pk%wj-E=A91J; zu#;T`#|-BFGjXo^VauWZxYNUZwmzj?Si0p@pMy7wpw%|p&{W^eetM1VuHjrcTV<`` zrT2t-9#(Pk?s_xvZL1=Pq$uGvc{=El+3YbdiyMh3s6^4+x3sxLqQ=J8GS66U4op;U zbb2*rr#G|M+X`mg5db~7N6=>>T;3e~eXB+sxLy*ZX-$PpEk&by-5baWM}L^ux}Wp2 z*L?f+n8$hWp7bsr3`RP@IGW8h9PL72JnF{jIgPsiqI&jEx?o)qQ_!G-Jmk(%!yt@- zu$sMPs99ey`mqr<;+18sdEDh{oFopyy`lcq%=2Qd!`;?d03=r#z^k8LG#_xjma^LD z>d$|e=Q&rQwePvH=t~l3(Q^onxk6ERyr3Pt`}MgZt2eV(be!Bnf-IQ!7AU@b4y)=gNKX}3iKa80Bny+o)U9vq=a}l zlo~`w1R!@)y|0;u+w!i3wkiB$rlN_Z&uKt;Zf`OC@w3FW2!b+CZ?jGz&gQpcJsQKM z)ECTpA~#z7B%N%TR*82!C%v5o((eKttQ+DpaxmpPcnZG$+`G;cO40d^gBX%8kX84 zct}I0gZ0AJ;ZG_jxPch?me~g4oH5#|G(c7g&KJF{GV#F@qe0-c?ulfr$MAEV!f5`a zFt0ubOEVc%{(HZV$X;2_4n8Sdp4{Kzl=K!v#Ov5?tULb@xVJ>(rNO(W$@1&+O@P_S z>(a1KJwx>&K1Y4%btApz1EA5mny*WnWTO{;!LZkn*R$HB6r?``+Sn4DQms&Q(F=If zmumBBc}r?OVzhR&mKJG5K$M<#)P&jwT=kL} z%dW3=%2ZU?5*4{D3HAoe#!pU~={C$(^K-XTuFhQgm;E^!9;?aD-(m~f*+#Br`Sb+o zhGAxk;)8mNcV<`ey5v!ETX>oFa|xI|U8?jqQvft4?ILkcI%F@BiAVGI08s{AmgHr8w9D-p4c#yv zgz@V0qtwh0kTUNCnHghDL)7hW0HjmDD0h!N7oCvYaI&5AVQzWd;j|Zy8Oa3c<*!YT z`}-;sy@dx90^I%iH7lL2fDZttal)P5cR3UfA@8&gK$E|Jd+47CmPfQ(3#8XYcr+BN zd_EZTth6w3tDmPuj7pjHSYxunl`C(!XeL3x&kQC;3;-k~1oVF=6aeafb{#@MLSaB- zlC#60V|}6E5W~jd6j!5EH~pWyrOzBEQHX>t{D+`KO$B>dANY-5qPQ)Jm7%i_jh^^zBq3EjosE?hf80(| zC}B#tjj_&Uodvm?q`r{v8U0P6(0}xePzgw}?t}I(0At99V6RG}wNa~nv&s9>(l49|=QAf+j_J0WdX&yl7i)OByC(*hW@)B4m)!I} zQGSvx`Eo*y;;TJ;+*?N(9U0W0wOhDRML;~+SQX17-3_ClW`p^ey^MFBKjxJObF{>+ z6vCLH;GWo`kP94bp~UG0oM7+g@Z=?!f&GiTNW4qv2e8Z6@t_5PUrFn(n zenY|lVjCZ+e1T4j?u5am+zjty-efN69+;9aBRNw$JBAqzdRI}bvc}{4y>XYs*rynn;pNJNt zO6qu)d_OhG#Lqn75N_^cope|FyuRuq)rjs-4NtY$2KHf!bY0Us(ilN-x28VrQoEiY za_a>pnS@cX265W_%1z}9^Mb>%?@EhJGeMB^qLvydLh+0P_1$&`w3e=>s{*wG)qXPF zLHcuoRBvKZNJoQ^lrz88>irw5E{FNZ&jy=cnowF>$1aw$Jp^U#A_x>5v_B2iElazr z3rr;`$}rK0vHY`Lx73c?1BMVQM`;TBiPp_ljdD25M^k7;ZY5`H;8~mIJr&K32sDBU zu_gj{t{<_e8sf}lQ}rWvfV7*kzgp)7n9pkn_(F(W%`v0Lsa;2Mb?XWGQbfghGTFZO z87K*^it8sixTYNEXZP6{pVvxsY4+zM7$jD!AM2XNa5v{TOEs}fIIHR|kAMYkM@pcT zeZIt;zri0@6~xR+Bg0R1Jx9Peg(|o(wgAVKw!M=_m3j*mk`@TakQqf}-xFr4;?){c zp#4OpsPmpH_IHI+@}-vZ)$B=SOTSmu+N~SU#(t0923@P(2$7+JgD_;0mxeG(gM7?6 zV(in*uX3}>#s#AMMya?&2;eeP_cKSjPy^?)MI>K%27%a0nRv6^=A%Hl)PNaAgQQ(u zUg0dM3|SCAi>!i07;UQVH%k@iXq#32ML1F z+=(sYePOS~>D+$&Cn=Xu^v_yE3N;UNn^_qvMU|}x>`}5-Wjg#;*Lp&tf68%(_Hz;-X&|Ol5Z}Yjl~sMp2a?vSaBRI-WpqBD-wN+^^VG)AhLli8Pu!&Qqg2?1hr* znVN~+AWFZ@ASqs{^gJ2c3$cKS;I8oJ2|7pwVT=nnF;3dTF1{!&GfqH0TWZI!HZwup zS28bTlDeD~+4JXD+#WYppGW7I`;WR`il>^un| ze3;wv@p>DHYi+}bRZ^s|fzou1Iv{`a_}z|M6EX9S zVY7Z_myrDwPj~xabMj<#&IEf)MWQ z#d-Z+qpP{mJzrDoNd7Kp%z)5Gff&djJO6jwmp*o9#WZ$Qv#-8ITWjX6IEzft+SCBW z?UeC&xKfm&_s?7xhe6VIhc0>elMtD(n(k=L(qOezN~as~+PRbpCNE7u63rZgno80U zF%I|pgg%n}PeE!fNBbJ$xN9B`S~Cn2)TlSc4a5C8;c*z3KXu&0pt#1rtwi%mw?oJ; ziW#Qot^6YmRFh_ zd6`}WscTlLCxPft&GKTnTA9f$S|-nFoq<(Cg<_^%KDYDn;( zmInW89qa-cLcBC50(U`m`*#kQAe_$l`uH+=b)^}tAq%{n= zGD(KmW+(O%=ed$8JJuOB35aZ#YRL>gS8Jua4Gp|G);$ zJzvpkM;k~&q^{uo_K!2mR*JF@9SrM%2W?ti>He{^W)G}X?(1tTWdVN4g~YOI_Vhur zw)h)Y267JDxec0d;{>Zyxu3*e&p|KLsfCO~uR^;@Oc#uu73Ou_@LaGdO<)_0l615B zyX%En-%vaLx!>VMPR8E7A~?v#{LXU5W~>&QaX#x2K$$VU-=Lp-%4=3OP(2!CFCm~I z7n7vZW+Ft-q^4eub0d!xw*X5*Jk%$ldIPD2tEc%3D&6+){* z>yJ!M$d)V5v-XhFeBBdZMs5-3sE^tgxVEjDtI{Nn+vE!(}vEEdHdh9B0fUzcJ*A;BLhYMrE}_3_B|Hltrqm6og>@+b;f zq$u2^&7ejzhnXa~-c7 zq8_s*=aCn3N@j?!iduQbS5k`I9OzbY5ktXRLCwjIO(R5Q33*C>0K}n!odp^Cu>6_G zke^x!5srC`vc73*j?+LkpHy>&E16fjZ{?PnPTp;Qo7i!msEK{V2g$rO>9-Rt{ zXHKJT{d5p<%Z-?dCCRrbSjKc4qiVpJs98 zuxqny^ih+M-5+WDLpVtiX$ZlrOfvhU*LtWU4r1nJ6|tv6g|nWc;XF6wsx+K^;VuG> ze{UsN*({p%e~U86fe6!XG0r#M8b0I=lP1vF>Io>BE3h-kcjJ)5l@FytX{1RSI2^1kqPyi1KO_9%MC6}Y_pFknCKENmb<=VGMj<46{CPI(O!Oarw79l49ZEHI zn+VHBrvGcV+6h=eLg;N-swsOl)fOMz@q4J~=sC9ZBd*xKtdwm{;Fr{XhjtDB4_AzD0t5B!sO_4gpC< z#vd_izEE5Z=NlL~htf_wF^F1?H`p}HGvUfIG0a`CE>fz>X;gk<>dJ)INe$YWou6!!e;F327)I4DWc-y8kCq{-_SS9&S?^y+>a#| zl2kN9!C`7vFt8)48k$l#cSEV9wtM}5h(pjq;Mc1)$^FMa7-gD`T6B1Au6v}g!_UPHt3VMT^sxyIRRK~jIV-dPLTNwsdarr?*Dnyof?tyuA1KXE|;a^e^@xnrsZ%^-WSu^)B! z=#)NkMn?>gSCW@xk}gg;;gGP-=$UvmeQF4eRQSc2JYbWPrUt;U-mR|iyUH5hKCC0yGg-;J0WTV}C43e~r+lo}%9ClV_3RwrHC3zfGG=;3|^3?Co5w@b`yiKn)QAk6P1nH^*t|5%aOo7Jna$IP&P?k z=v%LXS=GaL^dVTsbk@Nidoe?=Pq*+vaKGaqH&j=7l@q8L_lVDmcnp{{_oEbx*lEvS zdTmtM%^9YnO8*`FLR+-35@7a;@T$_?+|B!ID*o@t-;Ey^^#6AZAC@rz*g_+fbwG;5 z8J<$fKHNfV$)%6c$Rp*;o<75ew>Lbc1be zm)6aC%}s$9iZvCrgQjKSmg3|li9uZjOV+1!@xDx;8m&`=6>5R)4OD1C^t3)YWjx2CB6f$fD<;%?avvOLMY?a_EH zqfFH^pZmW=$Lvi$g{dqUC#rVcO^i% zhl|Q4MaDG734cinuV^pzXsatpF|CmLNZq1VR=C`6Y5varZfbvqc^b=CA@fV_rsao2 zL-mo;R~ZNIrfK+COBeW6g-7QfbI^V7WJTnI*W($IRi=<g%pVXt19P*ysosBG9!u z&9hev=)4Hnok%Deey$=-Yy`8~3z*t*eXKQIcEfUE%kb#QL>0if>Ty`7zm}s*3Y`dMIMsWWwA;s$l=vbvrP>yFLN66=EdV69GEhV>Nera!cw5sAh&x^nA+|$ z4j}tu`E;nYb_W(PsiwB0I*wTF!!C{1kTHH%QRJtLuHr+ zvYi_S;a2MO&goJ3qjt;bQ9$4Ebnft@*ZyI&KV&wcOr3kA;an@A{!#HWL{m!dIYu(h z8tJO13jxPA;z6_H7)ML7kkiO?ROpuOoN~BO6Bf{emwWFyU$+d}qM}vMzmXpEUl4FR zoSFM`qJIc}>Z?+E-^9kJ`AeGn3Vy|~YYf{7M`!ujl0osShL}Qk6^F9PX|x%n_+;#Z z{bJ?+>{L7`bU_=kDo7vRW2BY#DC9dNeslQNpIaZ#`7aY;hgfzBX`j& zdwI(_aS!)DF!=Mo4^>S48{8jjt=t&IJb}Hwg)HPZugdqpFTh#IE0oYi*tz8{|4XaM z-p6BrUKRJ>od@uN4~&;FWO!q}^AxW@TYYLZM`Bt*d6}oAA#&dfC)(wN`Vua@2&q|; znV#KujE7&TSUBGYC{(0Iam8b#Oj~`ve=c36Fn7miC;kKTTDwtO4%*D%)e;I|K2TTN zK0$Q$qvrm=f+;3Z`tMlF{ZhL@8>5P&c6i(ZjE-+-*uL>~?(Buco>qbjp|9*3P#-4d#f0miHRr<7nfPOzR+NHYboiBzQQv_l=-p7V@%W$Cuoo9pDI-q@SlE`!5w zTeo5QH~DXWstEqlex5Ubjj&3{7jw$EA=Kgf`&a^os;l&+{#XO} zlj0=ED^g6}HMJ|Z(uv;A#aA=BA~~84VBS*xhdk2rdhs7QxXo*oA$i>+I_mreeFk@>nx_! zXbHh=(53}X`@s~E0#VFAu*&(SI`*RPQEl4(TXg+?c$E;;|504;W}k6W@@JBc)_8(7 zsK0I)#Wp-Q_lU`vWF%vY+RusqFQ^i9pffyxTF-#52|dcCy-NbW%73lS^89gCPKm)oU}khjC7c^o!6M{cs9tT<@#*>^3sk+xfY%fz4f$?cem5#o_(mc+n3 zD!}wgJN``kbwZn2o$EDqhv2uM2afnStAl*CObmOkUiPf|GcZho}KiXwAEX1()MJd9Y zl4u^`9>)A0k$gYiNg_@$wU-EOhksz&Kj@rk&u*|s)#;0!OjnGgyR)(4eMq83^ra1+ zxVa8;zNnMiYV&RncBO9YcW_?asibVA4fy!=cm+;Ac0^ z2Pjo&v@IpYW?1@PeaRZmMlhLVx9$$%^3*DfBkt^LGq_@US4F*oV57Bs{n#oHYI8a6 zN2fDZ4(Tk?|J3>bR#AD8)=uTyeBRbR;D=12#2_>ylyyB=_d;S#S6~)ru_kx(=nHdaXhJ3J4k0!z>yAeA)N7D+}wVoTSrc{E)IvT zYnuJ7UnzY0_3<;NZ&)~a>{k?`J*`A9a|0kyw58||Np|7^6Ziv7UV%3DO9e&kI5{{c^r-{HB%3gu$5K+XvL}0Ot|i#c`0QHgD*6jU! zBD^N=#6Igl0IxtaFD|szh!adBJt9B+CuVN8TirSRvx>j_y8GQQ7Vk|#P`YU6hYjDm zVE(ltS_ko5#lfPn8$itGag)vWWWKJML6G|R7x$s=9!a0du3A;>xZDjnWG2Re;VG`> zbcNMW*pa^6$b!9%B)WNrv{#Cd6Yh&j*St4O%G7p~R z_;IvmCq0MVxhgRP#f&-4)VxnQmlM0N+>0N!^mXe@ zTa?sC>Rw$)0_3OkjuYsdLj{+U#nG8CgEYtF;dU+m(HYX~x(}8hp1gR3Af4432Ev}d zE%Ihk4k2GglEX<_)*U~gf@6B0xNP*S^5BT!gmqXv^ka)|v>n<`tFbMZRi}!-+k_!b zIP9UB2r8*HcyIEeq7Ca~8Os2WjNm=;EaF27LD8 zIosjTXm1nIJm*VeGfemJV2q+?|2y7(f*eh?O0V;&p2>7ftzE5+%dJVR00Q+7dFE-159u-# zd;Tb_Ezo2L)%l3t%F_rxQ;BP&d(=GBgdf|`6AcD&)bho(T15mc=*D%N8TOqGC^{c^ zFO(GJ{pEAmfX&=}+sB8>sDknJkr?8w!A=tBM|Rk8i4V1lMd6F*3zgN-geq8yv~{Pn zm;`{kG0MAY6s~*dzD1~)hP5D&v$rRgo{AqGUXvA&;PvP*6A-<}w3Fd97sH2pby?Yh zdXO{4P6&$N{AXJcd&B0SwfN1Q zrC!|-NfR?+glB@aAZrBr9?2^WX?N{{la_LqQco$XMn3wminXx*ITz4FRZ+RrGd(we z4=}Zm5r6$u*t6BS79ZqQ@u=%l=1;-$53`uin%q%HQi%VqP7|3aUU zhX}iqW1T9w2aaGBqw$2JY|W3P)Y}*P%%9(LjeJ;jhx=ONLg#^6pM(#h*P(I80+520 zq29FC|F~4H{Tk+8ilkx0gL*Z~%JX#@9qwA^V*6*xF?=h2#IxG~rf|DyCjg!y>)`0; zi>eQNvw8bXT5QXXKX!Ya%L%~BxJ|r`q2>q`-Wqz9p-A5?vtUlVyxrBV+Pt9k=VPh) z(;BHCiVim)O^zaZ^|1fzI+sr959oFG>*i}kVgqahMO>$@#qmEg+CvVt{&ur(c@_g?gUd!XkvPw#})Cv}4(V1z*cYt|Gv?1ZJ^C~XoXpU>*AIzS-fi+jgD zUAk(~!Rq-3W;8voL|dyowUrH*;RZtFgVeh64g4Fwkl!Z0QD#oaP`hc@ti!0$$+;Ca zXZF)0RLg@V)Hf=Dq~O=mNN6m#ZP!41)8glqK*i9n-?!ut?Y~`h{kd$~h%r~RZ3j|( zRN=PFmP*D~bNE$_(uO>umVKrHSt#M}URMJuEl*lR#kwQ4W)Sf^*i{jhU&dbDiT&<4 zVDKGsn(w(hDZU8o41ruBugs>_QtU#;F2oYynN6dUOP8_Lc38ZEczY}S;~6f=-QG=# z$c9aQqoG;E!wz_@-fGyh;S!|@<(B&HzUMZHN;_OJ(o&b_n=0?auMC(qWD8rLw5!_L zu2O12Sg{{4FKxTutM%$T(C&r@#RXE;IV@N@gb=#XpgL~qU2mW_d343(g@)NQtr$>i zYp>h)k4!Fyrk-lQxv5C@C2<%G38J9BsL9`w@4y7EMa1oR>Q=uaN2RLhv;72OWJJN* zf)02t200wQ-qyB8wwzTXbJFHDa^I|7Qw^HXu*kV@sj6L9@}C8i)Xfu|}FRZ*NN)Uk&mExCLpPYPY7~W9)eR+)Y7<&?ZWI=09UTGRmqyjaI4T%xo6-|KOydPVb*`5J&$W5J4F(>xZ#edU?!xN~w^SCi>v15M&)SR; zRUFr-ZdCBqM9#p6#{(7T%*=>V#XpMKCqmQy=IJih`~?B5($meVtnI8LfclyBdN3nC zsQa@n%O1{(?mp{Bzp&bVLPCXSI-_ssa#gCE1I!V=D-SHH8at|N1vz;(^Xgmo@4JZ{ zh|kC>WRErVE^f=`lZHU#F=c_^$Ji^Sy4{Wev#Q)mb7o5U!$%}eu&R8|=SiB#b zuhm;M(HBYLA_bCg=q2Jv7JfmP}AY`NyBDA8>9EnN9xi}#otPRPc@JE4loA?rl@KM2vs(w zDH_)?*^1&6dRoeD?h-HNDx(a4x@f@s&1+Fti{6z%WNd{=*)-dS-0g(#vNIxViH|H} z69>v4!5@sc$)Ar1jeFZ?i*CVu&vjGZl5P@yBT{hHooV=cqfYhPRBFsH{G%>o;&sMT zoE1KR0Cr*Zni8#l>`|i6F!I}I^_kwxRa!O=w@KJ*Y9~XJ&UZNdn1TjIk>g5weRJB$ z_6CiyadD?AFFi(e!1OQonm(7+HjfjmJiXGm@W`k3n+5#@(5&9xBcP(7C51F8KkpG! zRu5%*ryu9WbV18*0|uNRkDhhGx_@+}x)m>b0o3l`w^&&a^M;)niVCVf6`tUu->~sQ z(lBUrP#*=69iKMTk6m6dntOzS>gk>g3~tY8R?JO~`2CBsE;Tg2na?bf`4XRrG-iF! zSN7U&jjuW2S959Xc`~US4l*s6n;pJmO*l31E6v#hKvoUrdX=X&>VJ;)wTR$BV@f#M zvZ+}dGzf)`#k$pc00%xs4a?t=;C+N$D6vJ+&5Cx879+RKI|U~UvDy-6{Es3m4FcVC z4csmVoL?l)CpGHPbVmhcDVm+wnISkc@f9-~lx&K4Y zrLhoLli*_#%qm^bSpBlFcE=PBKtm}e>|b0bH!j;LbaY$Vuk#qYm3FtNHmGU(NmYkr z53=352DAq%D-9PG@d4Hu8#-j_@G&WV=PfUXglXpKc}> z+Q^Z=FigjH&l`Bh4%{>fLw>?lJyqcYF8CUmOcx6AD4u05fBC$QA>jvRNdGN4=F+rU zaoIWf@ga4%aG>|B`xYZE%WeDnhaISvt-W;z2(VPxDux+gITx=@BuvnbZZ)8};@oNP zI^P#;eBoX12tAVql1g*OPGiAU8f3}>|#zLlj)Z{lCNu35w&xJjM0 ze@K5)IZhPzWg?wqN4fm^m2lja5pxClko?cz_4w_GB$Q&9v$6zjx0$GG=Xzx<>oUmh z9P1P36S_VUyPWu!IHy84?EYrD#CQ}GZ-;8q&i6^_a#ZXp^V~ns`2%PKm7l8w6L2Cj zrInd!FD7(db}UXgH^(1Hp3{5S{z&jj*@zPv7sad*k7I9fM@ybpz}EQ+C90~@M|tvI z9&_04VJv>-nej_3!V79}_w6q{(gHP46~EqS{+j$Qx0S9Kx#ML?m7fsH`Tjy=+fmmh z8u>yB^0djw`OwrKyQ@_6((tkKkoWp|O=|oZgHwSePl|)l|NNO~9?o)k$S3+XO&z`} zuBl4iZMPMdvf#K%g+pt-(HP4h#5YjzTYG|?BY~Oroz?5ima+_0lehkkSWkza^HfW$ z%S1Z!f%`oL%jx-A0K`3oH1E!u*{lK6GNG;<@wy;dp??!evY%IA-C<1|o*nN@@u988 znKC^pz`sV}&~(02rmD1uo8~66Dk()UX6mh-!55KI5oO|@Gm>?fGhi+sx`&(VrZTT4 zMm!~F-y`LLjC+p^_#?RMDDi4N*0Smki0ZuxkY@P@7Fc5nbXjwc|HAcsF-sT}ysdLF zW5X|ehyVl1i(i$KHhqR!)fV=Rj#LK8?g1Ue&!n1rYXOyVe+@&e3T8Rt!c>yudhdLt zrk+pKhxKp=Jlz3q0xwjoXB6l9uBgR3QZ9o8{oihmIOp4{$-xZmEtZ5rGbRrr)zSaJ zP8X<{pLMPd6~c)iQC%{RmYx1o*w2J2-lt1`Xpr-x$kO8rdNxvxa5=Se40<)Wi~Wjq zBtQK@M^@ll%c+XD?-pwC4~(t9?y;*x!j;m;yO#^%+!K*Jd(V?FK)ms_)kJ@$BddQa z=C^K`WM0pbNyQ7!M-0+^S(otu@jdegK==68yO=LWFW!j&>pU#+97*VXNI7&~>QPc< zy~dRrJ{PfQa;zj)VtrU2o1Fp$#mwzTW&9#A==G|9(h6dvtc%4vUMrwr=rm0DSaivS z=;GP1?=!|4Gq56Hyu5Hb{FI}(of`_jc`)_Z+LM-Ry5f{q z;+r)rPM~FIYf-nM+EbAq{+5zslE<(bamNw0AiqrNTSow5`J2Ey+OIz~G9Y@&BDYuU~VgdRX0f zN9L=w8xGrQ$~TpkmI%huLrvdbl-e(5!>bKAI%gu)Ce8FFRq8PR5&3yi%;zg?(dU`= z%Oac%%89d9_8r1Muv|nP&j76<8`wK=m^JqgYEeRF;KXtu5PidOS<)nb@W_^cQVub3 zClg#!<&jtaADExwkAMx+>AUOd`zQg^0r+AfcRA-fj`a`G2#~iX2@aau`Eya~Kd|rm zi!-zN*-7ui1%Af&PUZJFujlH9WdFeGC6#d!FhYj2Xju8UgGV!c+?zJ+1(hnhQn>Oj zQ`@NqO`GGI4acxdDFRwFBu=fg7iGh0?~s%P#s9C-Y3{>+Q}>4Wyyg7wj8u6q>TXjr z018NcWpckvCI6oEtfQ+XjQ&XeirEn!yd@EwU&*r{_7_e}1(VYWwF=wRxnw$8gNAM8 z7QK%QdAbjyUXzzxFroL%pTCRohcQ2e+-1*$5oMM`FGeXkOKdn!o4StG8cej(c<&Vt zg)ihBG_7kw^ux~{j-IUo=q_y-4Aby@_FG&By%o6mTN+Dd_ISS5n&CU0O;v)~dYt2+ zRW&tCtzjluf+Vh|9})vcHeXe-Ay+k}qkW;ay<gtIiH<@i`&pPevX%M{kj4RdTfy?@X#!%uvw=K6lg^ZwL(}9`ad}GX zCgld|pHEXs+PH>lM{gJ#`yaR)g^|!4o*X*g-pT>b8-{N31ZQB#6crhpT=(zF>mm9AZ4T zU@tx@GL}1=iI!e?UpZ{iA-Rh;bkKW~fCvQ_2!OYTV-vf(8)p7Qhc1!ZqY+&+yynei z(&XMu=ORWht9f z)-)gKw*zGk4=2|wRr{sQ6~h5NGJc+|geJkI7ER-JZ2!Ii$FO$7<^vCBQs?@46z+^Pq zar1Af8-ha~i#&tw^#=3jvpG$!S1pPmMhB+z4dCtKZjuDgE*L;B-LjJ8D^2;97eEt9 zdr+X8eP8uQG445Ro5iUMBDKTgCZcl-OhaXe68yW+7siJg^$XMUpWlDl{{9zr`wa|@ zlvP+6)!6wzc%JLN?=w3${|B@4O^8&?74Zh1``aKZt$Cck5kZ_6IPD-U9b+^w(eICo z;7%G;y;-udH_s>JKd^hMhPZYJl*26Q!*o|8kHUp(CYbb7`Mbx8oP9A^Mz^ z5rcxt9$LpF>;?W-M6{P^EFYlm7l%mt#lkcR}?Iy3U~FIQrl^ z_UD9EpG!W%RB=TxdJPj#MhJe89xFG9YhUdU)hA|Nr4#}IFAVYs?GjCv&SrM*bZPR_ z2w5$7kvr8FUQqMUYyv{E^jt8uLYP%HI4Tp%MTRW6N=E-iTiff@3@ML0m0l4T5TI0@ zuS58(>uZmNO2RM%>T0)wE@ZK1h-ml+hVfwkZHZ{Lrnx`3bb9c>d3;-o`e@s`SBP!X zphus+qr;!{roCLBqrh)gZi&x?RkSd292v=Y8g~=cD=4uG@SgloJI9*V^ejKEMXe%a zCJ>jWI*VZ%bpmI>@lCcyDr0A&1-4hLn$xzw^^$szU|_}W+gRsri-?qro&T+n6!0f{ ziCXaSzP?MVq7Hmfv9V^(PC0&Ya&g`CcaK2-d_bc)z!uPFDIom0Mm-};h<__}|4}*v z;75&hCsP%z7Nq;$QithYQy3rYiOKznl_ZX;Q}J1Ror-U6=_A}`j8cpzvnC?pvnp)z zfdE&Va;n^_Ft?5i*%k`8bYvTZKK- zeiGFNPCVTsJ%2#_q?TkVEFh!3dCdAJ~e&T z(PHD(ADRyvUF|>i`bdDHjj~<3NuUrKJcHJaj{G|t&$u8;5$@?GWEqod{9&#g6F0O1 z(L}LSdYF4s`5~(T_n3C85xl2s{${HAIXI>#J0vSVDtx_5Xr8`ni8%?`H0mrMLZk`h z_5OF^xk`p>EEGm{UTIfp06}%GSGPU4>6(bDfzht-(5*{P zT8-zD`NsLy@MCII&+n7kkR#H^FkB1X=A$o&;+XX>JWu_3ie|3&peM>m$jqqSd)vvp z5ysC$E$U#Z)~A4HiaVsEcZYYd>+=X=>_0vsA4$vI;plHfh&%7FX*=lDxn{K~pD0r3 zC)!~JPR}2ax^9|RIFFQEZ?&|y+Yy>uOF<|%e1qaO6}F06g8q>a3L*=N}lkPA%;Tn_Y!gD?*s7 zR`j8R3I0-?taO?gamjP|onT(`gAnQ+`rM6WvH&cPy-H>I^|la%2)q=?_(lVN$>ujRkK z*Pn+l1lt^vebbkF->(aL&*_>O8@_(VTR(bNcqbV(V8fb*^P%dla;%W4JymnHZcNo! zX`fqS)lnBI56eCzVGr6d-TAzSdL{AW|MYS@IP2_L6>|TQ#h(Y?wxA%b8~ADx8-|J( zooh~&=+DF7-*p}5Egjd=0aSQvz$Y9B^vxR>(kaz>dH{JGI1gepw7U5x68Yu;Yn(4@T>otLm^_;?Rl}L8GEqkO0_% zt;%4XOsqOFRtnlYQOZngiq(0CIP2|-XqIZQ75LhdTeS7pHhFkLbgqWqR%Q)~|70#G z_=sdE@Q-{=N$&TlsTH5dLr7)QP!FVe54%VSTH5OUu4m_r|5ifHVsH z;@Kx1-pb>(o?6_{;{zAurXpK*?!X^#TG`?)=)lL{$PxMOLoV@zzQH#r&mPv3PMEYvzAwa!Nf zxAZ+W`26&*bq^aTO<8eKILRby>>uNXA4< z1LGc|;+AmN>pm?x&7)dIPBfJeh7ToCOA&Y&hUT^0Me6(d#LOfbs01n*7V&QfBgIxNSURfRjY+(IzoE#VAS@Y44hLmH z(ghLp5d-r=9IPuANM}7WcKtadae1s8WD92#9lKmDjr*|88qJK2^de zUVYt-L;A+fY;me{E%9F=+|AztLE@P~b4rCMK&+_feCEOY^A(jSq1SM<8lQA5z^R^F zP|m5XCxayczKB;YKG#1m<=RHS;VJx|HbBOE`Tjhs>4=nFmJA^b-q3uj1(U52*%_qh zP~3j}aw!vMY#`p?E;AOl$)SueTML>|vTr?G_uuufnASsFcerpS!`2XB{HcZsK83=` zat4emg6j$+@-fe&@XfaYw%yzDC*(_9mU*9aEjL3IG!ch%VefY-7uh}nB_=0~c>`R` zLB@un5kwwh^6{W)=hIB7#d@Ii6g@^j>v!YIs2$dh@E%qyyRvWG=tpP`o~Y|j_=w3~ z{VE6y{v_<%d@*J)kP62dyZ}TQJu*ip1_c2O<2ETqlyar@_L^NvZQMb&$2%fhA~|kg z^!QE?1qwKRh~lG>DwbAAJ|OsLi0_h`hBFmu@RvBAse%)waRaUu<~#4$*dN!%r2A{L4)jtk$DESPG2$NVv0#tdm8fdb09nr zL(Dj;pUV7Orurz;Z}Wbwmv2DKbM&gz)bJ_e$)RCcmdzGsVP@IyNOF8YTIFcB%pCT( z2WXOILd_*763*9~tXAHK`C4v+o!ft4=Rb;j{f)Lww&-&K@%GT1k#IE2c4S)WeD*b>QkTz{h$Y}dC@Hj<+8(zo-(E(xeA-MB z=|8Yp!wSto8cW#DX2)`g+1g}CkH{D7%Cs0=POv-hs_+83!~@!IitSuePYia{EJtW_ zP}BWlZO&2a0z^0cxlW_=4>62<93i-_dXqC>$dX>le5*Np7H%yBQNDfd~O@&KGS zaHz#JESN%83ZS`l3XHb+d1P9ZQyUpDR$4^a4r=4GR)>TQtThPok_6YN(N@=T3$A`f zV%*!jJLaJB@;2}nK((S;urdC22zqDNc&^v@r3nj|T4mpupa0=W`Q7|wbPS73t3zAH z=u6twRcra3(6sY6J&}+i_j!gjWnlfpl*K$vx}Y!iva3WLfE=XRnj)@~y2i9k>e-J` zA11ewHV$j;tezr+6KURqP9z5)`|hB{+>8dq{VL9-4=5oIFzup7c)+!<)5g)-4{FKz z7gxCwk+&WUgh4lw^l>|=wVSgr_!|Y=o3S+4Q2yCdhm2lVCsj8^xS_d~&f1_x#q^{fv4ht(MbcnRu6n?KCiA9aPDdiJe<_hdE^%GG(i03Hk+0-8I*r zPRU;%Wt1VdAn3hFR|Yy9$^>0{6xxNg0ok2*oLSoJq{YZqXt?29kWZ@r0Dm4oZcyqAG_d$HJpj5`ViH%w5z(8u>(W%`r_~F*P5W&S9b2_c3HNj;4zT zEJN`F0o{l85=Z#L=tyjE(9L_$FP<>4NYY!B5Z5PV7oNald&dcV0EXy=>3;F6`dsFH0CkzLq`-(Wq?;w>od6o$ z`FVotRh|R{XI{C>Aws=YMNFih*CDtz!o}mPrxCH%5MF>rq)?PR#pL!tK))|no!E9H zDwK(}CfYLOBx*L{;4F6GdosQ7pmP4XiC(tsVPcJqje9FQp$dWEu8ftnvMA!C2xq-sa)>wd_kmcinM+>` z6b)yzRahoHA9SoNJ(j1hzJXDh+!GLAoBVW_1+5d`iVImjYBI!p_!exLv~BV6_zJRm+S_}>yUbFnH53MGskKE(C{KIhs+`CmFNSk!rb2`WWtDK%v~(u=0ysq3dxYB z*K1vd*PAgTAkqCVgTP*C4hX(mr_qOI8y%9USgU; zm)H#$KBKKd^#;az8@c*(u?(=tMz*U%O+nh&gYFl_dOk{d*Mi_ei^bnkoPpryiIu2o zLN1pm|G>;!ndi9}-%jBVNu1$;ILat2jPwc?#c2$eoY=+FMU9v2fLSgrLhz#ULkSDx z4z+Uf-#=uHe|GJk>gUeeASS&`v-T+wjlqVvOgV6Myvy#3i;UC65FZUTZlE^L47ZIo zpwb#L4rmBq#&y%Ng0aGcPNxeq=#TNlvD&%%i4eg zWw*|$H#N+vo*HVu(tp$o*-Q90ju1|TR+3U=7Sjy#)a;O2i{&}C)e>eGh86-40?s61 zuebvj?D`?2zYAPEgpdl>%CmGu|J@)YqwTv}cL1vf?k4u#C!$j(vTKaIm(qu_&4+wN zfa>=cxOTk6?(fCF?U**zyG(`AZlXYuHCoD%dSCgFNTtB)ac|w1^aA7dFapC%%}6Sv zi$R)r16UvCeb_-Q##2i7$YC9zWsUJ$q?QhV9FQE_7c@%NA#pN=g{(`Bp*d6-d1rJq zQSvv6Zt!B;=3rfTuxjx`K{_mfmFgsrQUGmb8Y6|xzZe}snFE3muDmnX6}bhL$Hah& zFR)87w%Ec(cb={6@A{L>TF9kODTrK7Q;ryZ^+&kR%7)AWid3a5ngf1G89mE9Dxlv5;HpzNv>V5m$?;Y{i%Z3;)- z-zNU(>CNqBR|3XZVh+A3_}*Lg@t_jY>=J4RIbbme)DXbaq}j9oe@wk)TU!mZwHqY3 zySqyW?i6<@?i$>+IK?5jLy+Q7yg0!vcyKQihqe?b(o$$?pTpiC-m~)))|GXQHRl}T z9(hSZooiBwkV`GZ)~K#Qtzrqe^z7AUsZLz{)jz|H9t1y-_5uXRDV!tg9`7hvQkA^ zEr_K<;xOK#Vnz{W=js`2yGa(ZD@ zQ^zeGedfzB)w{E~u$1+8kE@dBpWRYi*N`6X=xVw^!qC;;6o)H9MQer9Y>{bw!hpgC z!!KGE2uHfwiJI3G>Io(uvD-3guI&o~Kcdd{IR%vY26-cLUJQNHkNA!O zSY*(9_qM^;KdyOt$#I2t3-vxiUYTnvNoE;HwDYq-E@=I&Yrho#&Z&y+XQ$evCJ6>0 z>GnLY-V#lz;@0z38aZX0rLX;tM*DTRk(;Au4NsaWxuL+XUBELk`*<>f>QJSRtm8j+ z>OvL4>qQ2!>!|JvqrV|V%oa7^ppASZW4cR*nf1KVQ?@w@AFe$cjJj`i8WPABG@Icz z3Ol!Q9nAG%U>Es#09_1F~Fd)UjM0(aNkF^#cDs46cTadz6X@$#_x@nSMPPxqd z9mK+s%CsuZnC=$V9zpZyG>?4d=;9L3P?EFg2L#UcXQE?3LU{^F(oY#LBnkw7Q!p3Y z5;Suj08n&+VsC_{8^`}J1!}?eyzNUxdklFNncC;9*x~!EBt+y$JdrI#^%+tuEdV7L zLnI`E?w(A^vd8F}R@ZF!y@-i0@P{ADBy)HoWfv>qIu$-Y0eF27eNx4w2&#|MOFrjG zn#3rK>uwHrTGGar=3wSu4AQQ3P#i0dk9T+a7+#_&pef{THLf|?M&phq9}S#B3>?Lp z%QC5>Z?0sI!*sFU6|-&*5bC8*wu}Z)>NlYMTZ&YxCu3D%>8K7X5Qa*`x?}c*zLHS6 zOSFidw^Y`3j0v0AWB0exX7ada9dI_X_xNZdV~>HP71kU#>OMrSrDVj^Sk1hCnKpf6 zyuX5eLnN?GzZGPee3}%m9NX(7_*44w;>T+5>(3W0ASMM}$7ub9;mD0=WuJh+{ScYK zWDFp=UcT6*1oDSAY8{%;3JL{JMknP;gXxek`3#`VNrF22e(M9FnT8!1xXuaP>ldnz z+Fs>Zwm2%8W9i@dhQLdgwF&&6_B2s1O@6IRNAMG#6Hra6I26sGue_*!+yYsHW>)Ck zC*N^~HtY1&{2GJ-wMJNA4;2(h^V3gptIN#s*QTlWU&dv8OmF%QYbofM{wQJnr+AG7 zy8i~;AAZB(iH*xu;9WDlD~Ve~tuxg~(z0q#v<@Ee%_YAj*-16az6i+f zH$Y{1BkVn_$|D(PJxULH0eXLt$-Ho5 zdMK?yH$g8n2-ktX{`?IsseUmY8x_{$7pWnoqaJGY%tMhjPZiC}V+tLTeu1tAI^wrvC%z*-WI%Pdt&v zAVp;mL!x*n9;5ZhY#le=?@2{U*`m^%IoRm_>>kM~9~x{ZK`q?KPCpBb8O>U|dhxA{me%!*cH8Na$^*An3}XUq2S5yePL{=bT@k z_Aacx0OKd)T&57EZ2;uBa(MF=kW|w~%VX!OY6ep~Hz*lX>R@@_o!T<_Cy$?CSj>-D$*|uZLexX%iGvvy`tc3HKK3qsI|@C z>WlX_O9pKQ^gV~cEnkKZQuLU7++fm0sIJv_dhJlr7Ss(|eotIOixAVpN`)qLAgZRN zT3P*OmGrLWfmL8|sY+NO%8N^eZ{^xQbKv|H*q>;1nE2{}-IlHZVCZN3f$vs$@EBzJ zRj6I3T`<)|G>fXZ$OrivOa6E+LS+x#k)5g2=rlWt*HeO2!(d_k%dvqTBoYt?O>Cjp z0{wJ$GjAX$;pxj^1GICMjOg99>~Qj6VE_2aOSXMM>gIG5qK$7KDL*fY6cBFVnakt* zdhX9sZw9k*W`nZ2iAuiHtE{IKM95ZPu`Fn&rYaBH^gvVs2=KJH-zO-N``t~ASZGICi2Zj~+zy3D0m8<|er)M%EcQ$5qnVeFUKjwzI+fAAmic7`drLaro zL%)w!76F|>*PQ;Jh^#8t@#PQ~WtpUn<;e~!d-LxQkwu223PiH1@3NNX+LU`MkUt91=!@!}37|ON?bD~{L0)f7y zVszl~9ge^+uwXkOFMc1siOF)RJT&ARn_j=O#L5uTE@|Lr|8%c~<0%3b2L7B@9z5ZC zDI2?jIdXFmu)UbBQ>mcGBc|aikWXq+i08RIs?~g?Fn4&e2~Ck+f8I^KVI>{69Xsz^ z`#tf;gqPd|jMEc3O7|xt{dx50vs5yWnrSJcjuyYSz;R@}2cf>?<2Ng4`jOYS0k1zZ z5Xm>}&f#X-5Y2hW!TZr9cNTAf#l=_D=^=leAK%;7f9hPT=$I;i8)Ijb_z0G5N?)qt zJTyjrMwAj%S*vT`15IX5JS-%sB8fA`ixT=KR$vK%#J zO;|X{v}`|nlPLc!Co(s2l4?p?*a;gDC!=t6vWz*5Rr)BZ-bFY@Wl_dI#JYMa{J#pBOF*}Bw5hh<_D+nDk_ zq#x?LCUZ-NH^Fa?Hg0zRI^&*Sgy*aX*eN`CMi^cb;v83?SCur13KF|%sGB(}P^mUS zkwSJidHnHyfqUEJRRhl78g=?ymovVJI+T>QAWQ1c=rh|caF9bPwHz3B>{=CesbbDB zrhICl62}E&$q&SKc5vokqJmD~IR=(JaP9+Yw`?^~yJKE(hxdq|D8a=?(FZ25K5*Xk2-ZGxqT(M`L-hVR-of7K7yt1hBNqu#kx*wx$-Y}LUW`c#`dEaX?dVKg?LyX z@4rcwD_?9GQ8x@iOny-iD^(=Ve*j_{3_`QFv;K9T63Vw#F{FIc043T?;D{uPWL+91 zKh>j=I5F=Lwy`S67uR#^g~I3#pKE|!{J35|_e;Z7&@~~|^Ccd%t(Egq_i#8T7>&)_ zPH1`Z14taL|LvR1=aiEArHi}G1Mig#*Wk!oUP;yq>?LPn$Nitj!dGCY^TQfRK`tUX zEiZvv8t=LZI54bWlNQT4pNBPAn6*KlDGof<$Jtc{;+;0PleTvwA~I^GS>5&+wXPa0 z@^d$py=JL%(Jo5)%jD!t^XurvH68}{7M1$O{{nE(V3OLk%TKUd4)Sr$Aoj)R>@VN=1hfAC=L!pfC!e`{eR3St&tpR_QLL7 zT3xh{3r(1aT01w6kHztOZh-=>KI`#LRH;JU%2||9E{Hyl5qh;hA_bPjtqgFsFCFA} znR2^4%f58SkBh^JdskyN{}VaG(oL>di$<#UlNML7>9sYoFhrU5r^wVW<-^kIjsMGe z(d8FMQ!78{1EjBXQU`#~-_+EUJXQM;z zn6vS%s3g@UMbx3hKwiwfm$#8s%!{HD8os5<14Sxv!kNT}x#IZe5U9!@mBFb=Es1rd z?}8hMmdG(?gd#DC%3g@Qf!w(bRUy8++=-QD6_@-cqxKMzRY!=2eSVZ6sZWZxSL#9l z=1Qz})vAZ>tuU7BNk09j^|$=m807n3{?*8WyI%gHq<0{H8mN*jz-fH|-cyjtEg8KMj2d5+%^VIhG9=~3+ri044DT+v2 zdB~VNy87ku4T6}z9>lG3|GZ3(^L0x7@Rx1-aVxWkF)hR-7^#)XcwV|DM z#y@49?0`bcDoLG~^KNfO)8eEUIkAq%Q7vqxs%psxkGH;vxe#k9Nf*SMMi7?{pP2E+0s2 zY!&3ri5)lQO*BQwhk_UJ`G8ppeUvcXG(HR|uj%Z{g3Vnj6#Q?mhA-DD=>{)qM({Aj zn)Wqr%TW>KEQyW7(bU^uccqjM#TuSHhc8{w)foFzFy_YfwgLjbxKH6RHcVa4*gib^ zc-gJq?sM3YgBYx!hu12#<=jl!jw_h^cf4jJ=pTWpdqy(9Q~rjWyHr-mT;Ok>m#D*) z&BlD*K?Vds%3#c~kXx(H6+TD zI^ZhSw|T~MidJP6My)HP$K2B{!eNHW4e`^5;$lqAES3Rmr1%bMBu#qh*VPLKbCw+1 zW0A{yTWS07czHFQ^-_AYx8pb>1vKPOY3vYrr-Z|xyT~ayZAcK#u@cEj=6k?dsa9!L zi6q5WE&IYMo6-qGEW$$vgNwkqjq=qvM3t}6TsM^;$$Ga?3m!y`Fy)-sJz!0oNv{q& zV5asVNgzhxa?t6syV<~JuHj?;W3QN|;-U)_?Y>(I=|rwLGafo?ZTAG!DLAZ<2Tgfo z)}qvFjyM7Mr1W5aMF1!)t;74sV!Ti&P6#8($i@fV9xsZ5&bT%n0}=X_-qV}5U)sqCF+i#8=v%3rLJcrU(5)c>W96Qz(#d!kUw zK`B|#$>7uh9ugdb4oiM*-MJir8k~awJGVNA_RJAppgHO5-AuhL2{!G6*8t?xqLna$ zTw2!aKR^~)@s}?x_+~Ay4`gbWJHE<9(&9Eh{Rj9P7=EfaChZQ-WF;5)Q=ls5E5~{1 zYjqR)zV`O@mtXgK%61Q(xx?m-e=C*L7G1cfKrbehvQKetL|TGhUifX_2j0#sm3Wv2 zof>_Us2NmO8>!vi=qE26xTO+rdr-Tg9M5BRFw0>hP}-}ROZ=w>-((>#{dlAc5#O-Q{O^SaJx&U4v~CH&wai^=otl2-21(v-DD2+^evCHfWfJ_ zpRyA?K4ai%FO4bHOXepzc< zd?}G`o5sST6cdh%{~kau)(;0m+zetj>Ol??eiuB|{(LWzx%D>xj_ztJaG(T=Fv zYju>KUixA@`}|iwGFo7}cd1FVoF7+t#Z};iW7Uae?kd3P`;#aR4O?cp8Knqz;-n?B zJ-3+S-^2_ao$uqXYRAszot0$d9;GsLbo+RDv^>vzs6Yk*1ZU3WNTRaLatP$+hQlW- z2j21=((kni>Fg56f4Jg(8*}*+=K2|}0Y;Q&{hS05;^PXK(r6VNwB=@d+kyiW$aTDr z-oJ2J#F&!!y~=9h3wQQ%T+1s|foK0Ub-P@~9=sQpbiPnBuVMSG^v5#e_$CTLtYdHR zgU#k4A9v&ZcSVAN7w0f5G0Ok@ykt#K>+mCBl2*pN%)Fqv`}aBy zA>GdVjb1Frp>KPN=jkN`v+d{NNQF^g>s%U3bu4)rA$=pHx@7u$dTBOR>N|7hKSqXj z=IR*-oJht3t-qOXX$bE`Bh2RRsD?6GJMZs5{|AT|d6L_YDo1%DNRmKY$WYKZWtP5v zORtQKvO6fxLD>rBfBhJt?H4=a`W3V${*&M5L3Xf6OuPXGhT$=MV`wcFaEIq0G52;+AqK)trncr{2SdK<#%=q z+iIJ0w{JT}6!#eB2(sN|JHj7Gh&YfuQS9H_>*as1G12kuX`U)b0;?SW}BZB{Amd5~2ru`pJec17UTiOh#4 z|1aD0MQKWW3GU7X$ynssG$&p9>{Tp?C=W}dC1_HcH)m*O{WGd^ zw57=F0U5`wqjdaD>G9n@KK*i+7qq$E?tFdQd^tu1Y0uX#m3W0d@7X^!gq(5Iebb6t zSyYRZ*%BWL6P^c-JAWtkKU1#I1noBS@f7;@9u?ilVaQo_mbVO@I$L~9m56Jg5YGur zOplm;iy=2gJ*@T=6_Pae$3YeF;(5;z@bAa1cl*HFM%s ziWYv*EBe^I{whMqB{j4Ep)i9NO@?fdtQy4TsO!$wl9bpK0(sX#jqw+N4J^@6{2A`w zwkKWix2Sw#qJD@^*R0#q>V4RwuJchM{s;oA@B3)XE4m>ol5dJX^8HZaK>P)pIvuO_ z?X;eQuMr;2oCY-fLbKyqxNQ!plAYqISc;)wPo!EtJCy^U7o;*4{nKU5Cq-SJK<-SzFg*qEP;35Bp;t9u@>?=O*Z zVYYe3yXT))F`1veZ&vK*fxl&te^%h-`g3cp7%!RZIh-(b#%5Qk?qLov_OWb<`z%tBr}2>Yr&Xc@E$ zsb&o?pyYRHjOJg8o@#6}FcT2}?zQKe^*W%4@+{@sxVO3K_9xxT!X@_l!@bpht$1g* zeffx^_$tN?!lh7o~rbfg`>nthcyB+mS;J%r;hc~-=KXRuw_)9nbX z@BN9{o=?Y74b9Ua@3Qe*Y1?aouQ?yVU1GwWrTz<^8Lwn?(-S*5Xu2}|S(<&ve{qg~ znrT|fdjFI3<~|-A{@QUz&Ps`am3YT9dMCZZL*^4r;(LgQmB~Ug_5lBbRsX}P#6e={ zDN2^hWV+bAU=$-XpeOS6n8ynqui>QcKY*w2%bYrBj!Z30;y6fU@?JXp^vEA}$N1uD z2$=es9f)gl`54i)MjWfQTX5TJq9CA$DEQ>V|5k8c{%d2q*FV(@afI_ux3#Q~=eJ3(06+c|fx zYX_D;*knIZ2#hX0t2xVPp+C2MevUZ(5Fh#xW{ADp9{c_u;NV%lzf-&;J`I;#Oyh!ZMh_|lezg3F=`SZB zM#=XsP+p=dLnWa&{>zYBj+!l6I4;NjhZl8W`G4y2Kicv?H2D9cE-$&1nEw@*|3SbL zX)$OwcsM2yX;ZaVOvyKXMy818J|ezp`Q2?szmyyGMm?5_m3U|^TDk^WcyR9%uth+l zE_-c%za-9kmi`0GI!U&AsdfbHU|kgjEzP=rPJd*{W;XiFFb8>l;9x|Yula|@yNy5!*({~8bT__( z4okjK!R%*t!tyo_tE-cL2XP%()szsT?0@Q*Pp<&@{|+A6X1`Co5@3AgLu%DC(xD#A z_z(FnBF_AcwLbVHXvXSoUX?+*>aXVjR7 z3jS`|7RWL3pZ+5qnaRfElg!>551EyPTSkeQQmkCU=fPz*Y00A*(h!vb)81rhr;Y~^ zT`|ZO60>~;ZLiNyVw*3P=>4wY!?jl<=J;z2EtBcXObvvqo zigwh2&+(qgV)J2Tnx39rZR5dw1k>{lW4uK(VJ(tv)1qOxzjVhPj&c*hyX*xM3=g+p zooG+Laed^5SJ$lb)McF`UQ}lszpg6aZ|B0lbmmrYZjZ^nklAJV(lCX_NV3k$@^V*Y zestd{qlX^e2@(FM(D|I^m(6CbAJ>`aHWM>KRGKCX?7M&2-kfZT-)5>(_M`tg)UsrN z$Yxi~6nm=6)hW)-J7#6r9#Pio^s2w4G%%-+uFnUtY)De=7&Q85 z9@p|LAe$|8In2JgOyWXqYcppl8}GN9%UAUmraIa;>qH_EeYiW>b2W9!#H63_?SQ>Z z43E=q8!72s#xCsothJswMn7>M2%UT4j(^~2a*HyxKRDY$*+$OCm6rO&^TPza?v3TNV;{7gF0KALGZ%}?#oOaH)JPFxe?;kaf8b$>P|;#_$W zZb<+x-F#kgmvqz4xnVZPe{6fUIm^m0`}i0yntO7RiQQ!t?Z}qYZp{Rd!FK4}>|Ae0 zBVr-ixUup~E^D`$!MxL|iNW5f+%?+Y$*n3ND6q1i#=>p#h>D*0yXvcaN|+VcH|;ea zU%UukG|_$WN%gjV636E6r2Lbr`n(;=s+A`kR4s3v?Y6=pcSAY*7ppRIJp2;A#h-aq z^@~_~KF_2gQ__b|;}>lXXG>DnL}&6`z+2r@5>}3#*^rbg*lSwe^?=TQ?|*;)T>@4N zQ~WAz`L62hL&CCF_8@-T)IvyGY`jR4m>7$j_bx)ZZQ71e>`8(s?X0E2{+hcfO*J-F`*6BzgHM^Wf^`93cYG_9N@yL$|1I!1BSBLLf-!JVP{s(wj?W^gf z1-~_>VP5gei8AqV5@}1iTS$92-nO7yIEoS zKN&`%Q?3nkaM4!|ZCF8LKT?SUYqAD=mbO&KJyy~vqMoJ6cR4zluREJ}a|qj_a^4^2 z{LNSD-#n=LP7xFNG7NuJe1R^i=+U+FEZ!uPC1J^8%40Np zb-vnGGtOzg*bnHaYy{K8h^%tQSE;oW(tuQXZ@+2GiW9T`Ka@Tp(sN zBh_~L^b1!A*PX=-<-$o+R4irklU29*o@V!OMGCkhq22gYyOgRo#tK{a0}QA2HUMsKk%t@sOl;)0F^(T-A`-0&~UU+NDvTc>}OJ}BT5}2 zP#ddHnsRJIRZRzJIYF-zVYEsC{LqZsl} z^k{NmNy6J}bj-#?fa*1qO^40YikaI{Qp{o~=e;7Cq6$V(w3a0WL-H}MdY8t8^8i!? zl`7V`#C4qd>mlq|n`aq0l~kqc)Hh$DV+p4r+)QgT zVIRk>60+gxemAfV!qY2RAnEDe#>Eh|&PbF0a;|=D?zQrsVh*FZ+MSwWv`PZ22URDh z)(kc>{D@0B`E%hH__O!9(_ zI@aLtg2?A&_5G*@d!ei}n;%6h)o}h&`T+m9Kvp>|^CCmfuF8$x@ap;<9)GJjuQ7EV zHDT}V1>rNbbMWDI`q$96OmE3h0Qxjf??W?ppK0C6yY!SL+UIKhFgokD_4P$HdVSHQ zp0RhxKguFF<;NRqWBr9-^w1gs`iCg`is-v*ix4@p=yq0JEjn&N{=+7}hj!;(oT{}2 z+sp}2FXaWhmb@)G8}9X0BjK0Od!p($6lksTb{NMZ_iH*cu=hT1=v;z@8__XeW#aOt z+fPK-yC>D>WZr0ebd>*7-+pGsK3^oB!KGa=t2vDUWHEcE#@9`gwT6l}*mhiX>{yGc z*JSJg51EauBE~1--w%oIE;7TSbI6-4O4{OV@Os!vHg$4Ij_%>oF5Q?s=IdNIEZA-q z)a5n~4N&R${SwPm)G}6G{~cNWEcq{sXDappNX?%*gU5*ab^em_II4XOs5puchu&n` z8B0)B>9Y@+8^2=ziaU2Zy+l?K&)4AiI)?|hZR@W>l@%Gu6g9?}yFHq&k|0ZD16_^F z+gh1=PnZ>VM%Gr2DGr`FRmYjGle}s>(#?p2Dv(%f9WW=E$RmWz65ivohp7=1Xf~&X zMB~dWDkw97hpn}6Xs$x@_U{=eUmY_Be;)iGIq+&KsH$V-{l@dd+pWW0g{4V%DhnCF zfgqJCghNT4yO*beO<||}nRCtNARLWI%< z#SP1k%w%XiPNDE=>egNtJj(#04*=hPWP{{W>1Ev%h2|qmJa`57eh=%b87t0X`B5ZL z_#Hb^2061>L;T2O5-W^SU0}XuC&5I3H@J4OJhjBe-JxmRT@`y>_>}^7KhH(2Xqx%` zXjy+8lj5gqf2rxue@_&U@FL4epXY9L&y*(q18{f7y1Hhv8g$W!y}9hVXY76yo56Q( z&{t5>^)_CwZ3QWN!I~i=mT%Plk$yut!~Hk(`bXGvRP-Y4LsV3n6{k=YZN-8Qbm6&M zo(Chr)MHUdpH)(vTU3uw8cT&%-7J@Y(@H9dj;a+fS>)k_D^Gn>69Z0Kj*_7M*K439 zB{u>>@XR?r(=SKwnIzk3^ShFo^qCHPGq?RREvQAIgT&~xS^-v7X%myNLs~}p+ZFzCM_=-p zeL|2yZ-EWgD-jN_g^=UoO>gSb{{vi^F59^`6@A`Zlw(aaz2-x#qh@!t>4hk-P)AUP zAR+h^<$oymNI@C^_3uh#rh+T{w)!&oJH;F)r{@@t_SQNe7JT4S0!lrlM)<65rE%KR zh1puHx%_nTo?dYl7aqj~Il8XvKs1fUaSFPZK&?7w{m-Xm^3+C=4S6O7GCI@L#X&^( zH$x4Kl@(kE84LTa2{x_vm;lz%iGqy~jVS#cqYl8iQ+Z)L3TVJ=CjNN`RCigE5|BQD8eM8=KI*kP9E3WEdMft$CUi8;`)U%ZQS#ntihqk5(6EFs^vvR z|5DvREe(PwfI<80G+lm3^jT=~>^=Xhnh$(Mt#uKY*&m3$R&AjvFiDY$PC>A(4}_(k z>E=ZJA%eRFlZi|N_?k??dw^)sddE+C@|sG-D~Q#;)KXSll4d%^ik)NGFX`CO{l`Zd zjBrx*Y6svv!jrqJY0#FWg8#%qnmYy4&OP7a3nB|}g9B0nM}s=6ik}cC3umZUrup0s z8tyYkyj?rAAr|jh8}dJSab$7XiJeoPb5oe1CoklyU`i)bnsEbA$lChVkd|A)>wd14 z5n|4z;Ht+s&(Ydg_rNuBPIWGHGGzl?LmmKX+(c1fiVB-;fKGHz8&VWeqa2w_7K z(y$5Ky0Vudg@s=sJDQKhTQ#(e(@!)GsE=MtY z((d0LM8;&G<~PDSnN#?wxcrF?9fI)HdT#vQ-W*9WfRquqwrjKAGSDZ}C-zIo2t3Ev z5{kgcs){B#2IR7w6n?f(C9ZS@-l#2^2(}sQI4Z)^U>0c;u`QB^j-R)y6Gd9``?|Eu z{Ht@`%(a+(I#uP9%YG1HIkTepajab>I#GvlH;Okz!w^7R`MdEi1;!?&u0ppxNxu_r zMF{)Hvr%%pwtkiFC1O+;ZV>897n*$;OL&-w2T`E{LWL`uQ%I+kjOyb-W$j_?OJqTD zy-z-b88=Q)3uaxAo9`jsqPW#F!lH<`ED&q)oj)tvb2ovC+Cmv1y3~OR6Pz7^5$spt zy8eQ82IsZoU%XTBNFBNGC4Er@+y(`Xt-4_9(QlzJaSp>w-ygvCYdp`qZCUL*z15ha z>#Cj5gwQ;jC(l7* zBYF;N+0WKb&#wM-F~9L4XWNEeT+)CHw=j&{a)DT zT~c(LUIqsum;O9%>52~Np;{_bsL4=RFm;t9826llmFFl0H>|sAr`TXfy41HMJSAli zXOE>bybDo{;8`P%)XSh7n%3jG?#2~d{=x80eO)lk3lE-9-0f?ELQra zNR0p%L});EvdT~!bOgMlnK%bBIMYnFWe~&tBDJ}oCvteME@;p`3^!`H)B#HoK_&mr z0kJDyH`PE82-Ak2Ucr2UfR)xYV#0(j3)AS6zp{TrZE9W|exAQPCHsY-o=nzU41LFt z*oFeJCX3yrgJxH|_F3N5A(OWSk87>{yZ5fw3m`*ZoODAg&LRah(9#nl31z+hZsZ(y zNc+k9q;&=Zvi|hwf}^U97&AbLZJJt5)BHl(9hsK#Hh^fn5XrX^Ez+nA)^A?CwlFit z&e%MghAV)0hJO;E^mPM31jQEq*Q*GWtUWI{X|2%dAsE`3`&)U?#s>a9wH^}fn-ztD7# zS61477caw^)$~xq_sT6KwGnlSrBdU~0c^G2FlAUWxqwVxPw)2JgsxJR%&6~r`{EZ` z>yZxulWS>>;APk2FJV+dI`%&OV4O+l^0|(g1F~*(3cdoWwH2M;;rkeO8d6kM`|2Om z2UGHxTG23WM880xqc0FBpZTdvmoch{B zi@nt}FR_`5x*_iGIKmXU*I{jv6(v;phS+hgqEU!_hG5w~H=~@G8%>>j@ZwS;`lYVA zIPNuuxQ!DmA&fH?-52-rPu@#4HC18h#)Zi!)SUcC%1LnkHJyA_i&1I{Qn9Qr&dZeu zA&n>Aek&Y(Xia@?UlzKmry|z<_D{Ysu3sYP9%?+QXCFfug~h~-nXx9DcT8>ve1m0H zpgO70o3yUVDK82IO1oS^!_m@6#7ncW_46Ms&5-L-Z`YL zbJ!*{P|a=oW@Q|hWbmy3(^ZW4J;RuFbGMf12SG9r<2gjr5--04OGMi$tW4+K?~Gk* z`f-k{3JAyTh*17y6Z|_oa?1N#nmZTc5kuUcN%LLgwD%UWvKdWa&m@f*F5IU#5DZ#H zj;V~*`TuasBRhg=K`y;n@~kICGNJMS<;}G9o)(ijT`wkJDvU+*6A+AJ?QWsUotH~S=A@~@O5vJPX?0xt~n+8o6O>Obau?yHISl)`Fn+Ax=rB!JFEw5W0@ zop((6uF;2OyEBg{DRdC@Ee6i#u3nU-CK-n>5PTj$tHf8Iq6@5UUqq zS#&jXsbWIsV&K)#p}fFb0>8Teu5N_+t-;qa?mQwJJzay_b6lB%Um#C?oN`>a34f>) zt}$VKbbIwzTJhM?lo5zYgTb%=03_MdYQ8E)q(sPmypdOFCW{p5s?8}RbQ1ZB9Y7RO5GMCUxgtFvl++4;a zwi0cUQ?*|^CE;Wb6UEP=NeGM8{N#;d7d!2Nfo?+M{0HzQIaO;T09Wj%Kt>fAMGe(! zp|Y_7+MihU`uj8PxvF)QGSuxAR&Vfuy)Fi|+l0vqNWSFEAA|v-1f;u67p&j-4-n2j z;~xUBws8f(BIJjGPYIfN!W-I}udb%_rKlK%zJ8o9BHz$)BvR2S^q)yn{F1If*1i`; zCiX*1N;YO4*~)d33?mr0Abm5;G4C#MO`d=2f~_L%ef{f}Cr+hO9JR!LCrpLILxl_W zX|oQGV%g&y6&cES0XA{RE|h!xNxUlEW8I*u%U-dMmUnH4tJVI`&Y;tfE=|c=MSg6$ zNW;`Rr0lSaX?5(Lp1-1is$J9GR$aQ`7jK&E6mumHjkzzWM!C^^;0a=~Hqj|SD8`8D z9aCt2k0#SEf>LIC*B>@qW)|5V@VY68ys;_J0wpZ~-^~#yQAA)DQXuvi>vw4V4XaQ~ z=f$(zH8RJ=EUP*&aqg5g_?Tq!u9ann(0o;lcKI~goPfH=4xbm-o!H-x5aEwhwBCC2 zC)&QoJoYj69o}E*I0}-B{{V1c`wP!i5ZBH4n4a$^p%r;X8S5Zgxlk)hEq?*dD@F8yZ~F54 za%aVdfeIEG(ivH)1wPPL6uWgLig+TlfGTz#goPhPIUD*rrDda)j-iDU-)j@8{m6w2 zdc^{_G+kp<^y00$mdVdEZ1^KkAcQy%LCc4*)SBN*)v~I;k|yFFE)K zv)2R-VxRZTjtG6l2_DUxnqoP%G$kycV5hM}n#9P>3c^<+N9)T2L?jjW{6@{EiBfus z0+7xgdb?Iw?-z_b6Ve3SGyy*fXo>~}`8d9_Y5KcBO(hE!5HWT0aNO&5axxy&dY|vd z-i*%woN)KWL8Qkf%vM%GX@1}Vsefl|?bT4GUFn2^NMwsJKYYG}_K;=5h2LXO(g`xo z>;e|rsV5nn0JCf1rr~^yL7|+&oO1;1iA)sfr4{D+3E_5d7ZURl76ri-L1MA9p4AM0 zNRG6~`B|u8HsWKV2DfaiG2#qqRw=8=(TZQWxd$G+{S zts$C<7@&eA>1QFNr1Fo%28nso6<`g1x<%&i4}`v;Weam8Agb7Ju7Tg(zUGC(g0M=# zz&ISTp(AHK<|c3u6#=LS~(NKY0iK`96R5fNgb1Cgrnuyr@eVAMw$z7 zXpwZ91H`0#mbBJS#K#bq`&_RE!`lbH;xUd(RaB35&LtKDVrH9YU7^3OXQ=_s)_cwM zk>@O^!oBGpzyo;iSIdp&`-^6f-U!j{XjC(_@&S1Z&i}aN2e$7CrZ(c$D!?+rAil=uDmaV*mUSRsZz-zVs>AX= z%%k=XSIeUmv{1nHY8$zdi*Mev1Iw^zCN!IK__w2XwAfN*< zFG+LsRy4?fWtS3JP5-%?uEF4@?VdfzDtO!!$H&G2>q9haw?5DBTYP<=k4AapX86>( z_{B))QGXTE%$RFV!Ifh`Z0m(6FY7rU(;7{x1G34^quv-)w8&Nq^K&67NyNsu(KfgU zFsSrw#f#QXQvs~r62^nL>Yc6p$%Sm)qC|c9R|Qq=eVo~21wH9n&iF`QHiikcx4ffK zDVb{N4R?uJ;cT?6Kh8o^jH&k8YA|`>amBbZ8EA<<9LNy{cb#()b#thK77f$ZBYNMeC*J)G#-lC1086kae zF*L+NR<$;!WuC+r|Aop+mMmy}(2%Ft*|}%m*LC3M=zI<4uDdp5omT_z=*9{gS3-L|2^_eeRp)i`7oSd#9q@#VBby@<$A_W(-=rBsa~aGV*B5w^WqH zDOa;8^{dxU1#5pIht$Sf7ujnm&(R!?A#Ez6B6*26jZ8*`lL1`xgkZ6H_dN=|E$AhW zE%8T8{i!vi;yydj?lF}N=fXhmf}cen-$-9U_b6D47+t<2EQ5kr5iXYG%f%PH#>eXK zD^z^QzPEehSF6f@^7zd*LV*|qiU0v2 z7?VV7BZ^HPi+7cvZs_4HNF|XQ4sL8}Wf~nrFz^z^hy3FGv=b9+V*Tk$@;glW-+X!8Jty`X%72Rf46128kzJSC`T}TDVlugwtwRHSZKUKoV>|Gp;?^oax z2R4=Bczb zN2Yil7}sVf@IH!S;s|90Rd$h~3kU{Gyf4b4fF>61Sn;4EYkuqu8EdXq!m9V+a%J`j zzULJr>mQn{fJp={q8BwYR7LkFBze@0qc}Og`hzlF5*U`&MwxO>BT7=TE=@gr)cl?j zdG_v8TBk*ZASjVu5oE25s&MX+LKU4cDIrMZ{Wx+F5NQ+4d&Wk(Q1w~8tj^Rbes z6PaDDwN^`%*;6ojb;}25RCX9Hl}9DV)K8W{BjI?}MZT;*Y}ap>!M;W)jKXVy5ddxF zcTeQCGsjkb$E>GGWbn#~*5<4Os7E&pN%fwS`h^N;Eg-8H+#&@n2q;4BzKnk}CWmjb zlrrioc_60k1<`HhwHeLQoxzh{w9~%TTzmqa#x&>B(F>YF6X#fba3U^hl{rml3^qpI zJy&fm)~8!MK|qBd$_Y4*Vrta=5EVv>(C~;kMr{HzlC*qmQoJ!hwI!)fh!#DU1sDnl zb=w6O$CC{O`&SQBYl)hf6313*@1doE*2|nSDncTeDcQ~sdE$J5Q}*OgcBW~W@qzuy z;?-&Q17~j6g?6%HT};mop+E+vg1a~5wcy%K$VMRTt)3UUMa=KbuNnYrlu)&{`9Jd% z+Ut~q>&f{93~4s`UU=C!8w8fI%uV5TrjU+8F`u?c;~rt?wlV3kes5Ux)CtsH+&d&c z2VdtSs~K+p3)s@qE&dizV8~!|ZOr7H_>%^;)znWu0XZnR`TqrbA%xzLO^D7 zaqwD`>L42z3yVELX#*_brF9Ai7`3yAV)Zs*D2Up=rb8p*XfN1gpUsR|N8)y|!t$3i zMbTa%LGdmZ4{-;Vk{pQCSZvCIT47>Av^hwH7>h_#0?Jqh;gqRSu2W6JvIHxl9b-eb z<~`Ns6{3ck%(IFEha^R!&fJWo=SFXjP!UdmXXYhEuUtOm4L8npDOFp{zL%&<1Y7Yk zaIUTXA{xmt=3ZBf`5{xFt;@@+h`~T&30Ua$DC%DB0V<}?m~=7>V2En7?~0FCY%1ar zM$S$MLW9hw3OSXBJ2RPgT7&@7~jlwe!=n#37XuRm$piqvRhFC2$@Ozknk+)B% zYK@2v(H|5sxml%)?iK)1)XeGb9ipymBB8%gA1jFc06KwzhaDx=FhiJ9;y5N{5zY+E z(LjaWWf#UE3e4+*0$@Q%w1Huil>NbRQ|2W;Dx&w0JIv*Nd3PW z85GC*AcnpqMk2d)wo`GT+0>;`g5+mhi6FHX3t-RD%TNM+7^)n|Yq&*s6iA^SQmmJ@ zD3CX|a{vP2q*o&CyCdF4hUE|d$mPT)1r<)n%I7OM5n9F?uQ0W6Oji(0SvKwx*Dj!T zZ(zU5V5YGLA_Mm|AZ;C0ORQ~AP9`d0=$2a|*gyqPUFJ|tY{KanB}S8y3bCOm^$Pn` z+$ts@pk1>PwYcoozqwkm2P7?9PT+_wb#N5{weu84E(kChfYY+bLV-$Clc)kMKmDVE zh2vw)(HDrNM7co3awB^qOpN$S`D^cpA##EeD_$UEgm$T73L1%9xf{-rY><+qV(7Qb zBuX^3H^m3ZLd=WxEYS4LMcsxTgyq7K6oKFXc zxA*`AJBQQ2w+@5=qff-BbvLtP#>@Kbp&g{KQY*{j$LAHmWUj$a0FJfp{xXC(>XT!n5nJShj0ssy)PFYN{$*a z0LrPo+;*58;RnAmT)Kt(br8@tLTysOjHkA=NGyfFl*mO*pV5b_D>Ib{Q7yQ$Qyst> z4jFpR3|}+HAIvILVMj{bs9bYx%0~z&f)xhg=9V5K#v0{|wT=wpp(Qem5tg}|cx#an z)2Vub?uL7VsI%O->(pnMw^2}9q>y{SWlo@{g3ijrVP(lF?YkiO!l(^7-r#g$R?lmh zI2JWEivQC$*>$O=)q% z?4fW5SYS(HgObD4OVQa&_cOBM*O)h-)Kkf;T8h2ft|y62y?Z0Zfoc4L06TGJp?f+l z!ElO$+72*du^R(OZ%Blpu0v_pac(b&cav0)G=%f;0U=>Vb%GFZp5B1uA}gw zVcXm{PuyV`0^uCW?me=(@JGxwazTPXE28rqZE6sUXF6dKxqFU!Ae3XYheWqd$l2^H zsKZ)|fZv;$?;aroany2!p=<26H;;?pndZ{_im2z9D{nieQ%HCnug;sDzh(JxWXpP;8g!W@@1`oLNe*#3o7=9pTJ#lG3DtFcP0otPg^O zDNh|fVwoyj;fPB~OO%42fex5?Lz5|BFim_WKIN{G%d*u$>Lty+NO+e3Oyn)`5h-qI z1EpA04&wAqgtg>-yFh)RJhDY)DBQQ?^v3NE2;;r;m~@DZbt5ae)X<`%}#5&rzo zD2Ql!Tzr!YaMut%)j2H>nRU}_TqRU^inW(;A$f|-2rp5Ev2oqSOIV{28&+My%b^;a zSk`&z0LvJ#I3nzyn7Z@7FssXW{{Rw>thQb;` zFf7D2Iz`wa4;oo(JfjFe>CZBpPDTFXc@^sqsG}14HxTpUuO8({!;9`3MI5q6S%_02 z!h&SJ{$M#xm!?`niSv2l80gnR9r=Xs0O;;gc%<@y=^0-#g|ZSrf!-=*cqQrPSWPSu zyS3L|qZdv=qcYf4RKN=rM!ZEcG%dG?JC7(7;%q_LY-za5wiGbp2QktGz{<7YjPmVM zcOLFlX#0lz8szXmDVg1I3;{>fzc$$79Ya>ze9BExpu6=1O~5t~X4Vw$SWxB%ygb)& z+cd4@LY>an+Q6R)Nu^QfS$-pNR-~jGh%N6%OX;GPVpaHxL#hR0_AsGvE+oGLk&E$4 z*?W|i0a^!WbU3Td8AtNvFAJf9^#>87!?@r?=$7T%2m)3B_zghzUT#*|8q}zAmegHE zD68f=Z!L}N4bWK3lNd8CG>BQuOTrYj2w<>5*$VA*`jxh7%(inJBZp?meWjZ( zP};+ox&R$L#OwE>Z~BikwTM*I9RQ%wHjn;?fAJX$^si zM`a`=>7eRiY^d^=^zgTi;6k?sZ^0b3c3GLUfNdf8A-q+gt$<;c<4wRL1?I5g2oSd6 zg-7{DQc=7EnVw=F1f~GTqY;9uJf-QZ4939;nC;ts61$1`MP3tcF>pJX!0`tN7_&^z zDJCuvP^}|n7Ne*o4>uRmqgQa|Q#*;NTEV7W)IQNz_|eoNCk=asbsJ1=Xe#YP2H4k2 z?p=Y4O9%ahMI$%dD{2Na+%`bB8G&VJ^DwkJ2nMZQ-NgcqDmfCLaTHbD!Xl;p;lQnnQ3bx*>|~x{%O|)4<)mJLH;68HvLLaA!sq8Xtd0-kVNxbMtl); zMI#ztxO9lNoWSNCV9d-4+TD1Xr4~y-DVE@nSWZW@Tm98X#0j8L+CY#Tg$y6SejcUd zOb2}r=3=4OR^4tMYj1~B0S7)KCY#Gkk4h_B-NO?O>w&9?Dg+VB=@Nw+D0A(KG`r$C z6ga5RsIEASE>AE&%PGgW$cXG>F>DS@)S)HAaf7>+Vy%VTvkPb#rG;## zF+t7(qj14h(;WvUl~fdDRl14AaZU)Ag792Od65d4DG832I0oLjjRL#s3kk&H*)KAA zV!cK{7rsy=6*tOb9HaGO0^ONaQ6`X580K0^r8qi^fh9SKQ00^jqRXZ;>S)bJfn^dT znopHc*cMnG%IUD>Owb#vrNqX`%o5$H&Y}@%0fjSTFKv@c4AGNU+9D>++jTA2#L|^A z4RS1`SA|FGsX^#Kyq@J4qF->7b`zONvcuF8;-^F`^~f4-2U=oW%i%tW=ifJe;4c8j z1GWS&hVB|bEjQ1UKE-vx;u_foKe{1T)Fgmxa~#@2jlm6sTztVxJJSO1+ygVNo=p&= zWpgU;rrCJetinm2&}Ejj7-yEPfuyCo7$gxmn}%vLRBsW1V1kQ_#+PqX3hzE;;Rag7 zTo9##T(bomgk4R#M~js&wh+R`B@C#7QD%r7J;rN#<|GF}037BRzuXHPGho)3)+%uw zYZ;b!vCpV^QMPE>!r@ z%q_;L@QreY8|S$1xpq5&s_WSR18SB6IIT>>!Oz5E5}d{?Rm+OHBg01w#;Y#D^94I8 zO`fG|DSW@m5LUK4%SLBcD{taU;0VamqpOcaIir~NOHeFSE9W>#Xb{6rSnMYa==B;4 zGi!G&$Ft(R#FWDV>R?ul-o3>%Xu1$kn6u%6`z6)JX=D!OXsLObfp$Pb#Eh}qak*iu zVyd7^hlV1`_bqp$E9Z%KL8u~ne-A`bS&l(5D1(;0!X0e@HB$5S*x;7b(N?3L1P3sy zR@j$MDtsdqEr}d80Y)ICEaFnKxzxqtN`+^-jjb%K$weGfSpa6LOBdA9For+5z#9R8 zN*7nC3lPIG0VoFH03aK-7-5wq%i^^uv8Vtn;5(PT4jAs~S$-p)rL%RIP|^cLfy>`9 zYT_fgpbA_g7=q!{S9%;TFk%4J^KeVRHe!1jRL1*_MH0>5!WsiXd+sxCtsKTfMabf0 z(Ax0$C4zPZ!!j(}xVAbpbp-J~^c;fO&oD8B%e6~f4dVpNJ!0BsbIXNe<}pP%Xqn)v z2;}iBYKtGU6WZQPI0rFYW&Hzu{$*bRubE(uCefY?oO3ep0#uuxV5Y+)abVd4v2#-7 z0ovvu6mPiVt9Nj=qsKDkbhww2R%xWnx(XY(ToAb(M$M|GZZ0ZN^04tRj-pa+vC`4E ziG$l~Jj&RsrOL`!ri;LTHuJA zirVxpT(V*)J1Z-n^ytRj<& zg;B|Wi3V3(Mm?QOu&Ri4jX=iHy3{6x^Ku4e1%XF*9@faYf}>cr2OGpRz$mXVF0fir zxCq>%V^8TXT%xFWX@MA<)2Cg$NAs%Q*q7|mnuXP!g<}AxM=@J1M`;-Mh zyiBh%bw$Fl5HjurGhQY#+mQ&;4m`%-SO9L`BgIy%3%HKR$)$xKQBgw0pw|pXTZg@pg4JqwJ$*owO-QgA9k8uj!Hti^O-IEJqg9(;SxF&c;e-ijKu8TPBa|;LYR(~*{JoAM z=~U;$3pr*WlPAQmO1Q56QA`E^b;}g9xyBJ#3gE$3*TEggcY-o;4H#FLmf;i%pXs2x zVx#sD%%dAZphB(MBID!l0b`y9b02X<5e>2M0g@4f*mOcdwd65{gV@hED-m6tgu4+IM!JvS(~Hnkl3*DeWERE3v<7KID7swF>>Zk(}J zS2gY@D?6ug6|;>zMFig7As~vb*+p=0Lgx%A0+3MvC0VZKY*JBUQRkfMAp&rzL(k44 zDgru?Y9f|Q_ZDr)!Z3?~4q&{>OEJ3?q`F}&p{ogBE48bShcleYqZgHdkOz_h@F3l$ z;Y)`D?o>x=z9mnO?BRZ+kQmu)Q+*u=@ z#pD~Nvk=#3xq9u?1%Q?+Rm^C&>LMXWm{o!{0bw4>YAa3``GD>QVahQS#$Q6bM`bYa z2Q3e&WZDVG5Yk!Zr3pt7Irxv8%wRLb!MS8Sz!j!33UEY5K`nFYA{G)aa3-Lv^#OfH zxYWO-vnapRWha3U^-B2%GU;%Nmf-|f)MF_4Ov+B(hC*Dp8i3jgu1_!{1t`^!Lb(9l zR0QH$E#5Q({YCA`F1fNZ?V z;cAttfQ3!P88YUD*D1`c)~#+K(hgO8vfNO0NbR_kCssu415X&{4)S0}iBho@EHj&! zWt6>(%4#EavRbD*H&6nYfC!CRULsNibs3N3hNKq~OLaFds7q_Z5MI&!%IoGo5t(tA zAM}A3@csx4lpK-6vpwc39ZNlB25|@(mTSQ=sg3R-XkOt@QEp&hZhD2Js~*^DjZ8gk`D7Z%V-ovYVHeD zT3S+tZQNcgiD<--+%jFSi0Pau!-hTtIs=O#5lok8<{dS#oRp%>7~K-f zEI=y+18qa}p}TW&!0FA!-6-5QBEfLsP;~BEQChi(q<7m;yeyR{cE)Vz?j48jDhH!F z2X`;S@}S`@imKU0+AQR@B671K+`3^E(OaCR;kST>(0wR#JEmK2q%cL^Y|I)==&&5N zj8RGkEkZ{t%)-pd7KvnqRJ=~`jEd<-IB6Fe)!>(!Ny{3P7Y>Zp@s7)5Z4?sG zrLj_m8@WK9GYBA;jBO2bHP~(?3J6_AasXx{H5l2FI~IXlh(RF~k%*!?dWWml`-P+o zx!WCCU4yHc7;|d8Kp4~1p?Tsm@r5xN{c!Jqv}gmU1JX8ex_M;WcNL?I2Ag2$x&Y5| z>x~j&Pf`=3cX|9GqwyZLJQqRgUh^YQ-v-8W$9^9S`EN`7JBGK(QNOBI+6h6_pC3;u1or%>MwN0<^1c zceFk=<;5!fi8vC=Xq_p=K$@Xtg&VV4*lJMH7)p&Iv#CvVMg`Tj=447zb1F=`0mkWX zK~Tf)0@0ujqWR0AQlP-03~KHeX@YA9V`Id!{3l1mV*%^gd-t zrOR1KZ!I4%=m!QAyZDWULq?;>iTDvxc}CtqLRyPxE-1_61|M*K=&cAZ!2&>n*c%Tx z6Gz(xtG&49QRaJgYuU&C${@buIjxOB8l+4`k0{7_RSK56V5XpDj2MD6gGiAO5IM{j zr>wbv002-N5h<9_BKVGO{ZwjDFIZ2II|h0@AKlW`bdCqxzPe8#<@BLmKcSFc)p)EWJR* zYU3IdzkcDVN>Bu1G`h#`YK4mGREB;=DFtfrqr)#rM4S9iK5+vyL+E@|5hHoPCuzSw zfnxZKkI&baqJ(xIrF=!c{Yn$`!W2ev_}rS^5{L#eFjD2U;LEQS5}XQ)-0`i1)HWW3eN{{XYp=Q_3kPfj)r213h>;R+cHb88{fD{$Nn z1#Y$FP8+7#*q&firvd~x3GOI1PJApHjm3Pd1g;5ss0qT@zP=uOZSy9a(udl}a zl5YAgzJG*ay3BIXeoyIt03NS8k&_hueDR@{m8N{OD!*AQin_OO--`WIKKk49_#U_f z)&qzcyYmQY0`LJ^r~u9Y3=sEVcCZJPLIFo2f`i2fRTnwDDdP~QTaku^JsUh>rcgN$ z%D)ElP`igg`2PUW>R8%R^a&ohLvh4G4H30&E%I1Q8`erv8JDfk!Lp({YaWD3O~vKJza!u_o;++5*9suR_pVfYi` zU2H^VMGG;Fpe=rk1tV3t5K}^xwcJAj+l9FIL+JbwxU1!H4p?;2(!{0sX~!%!1&5}6 zB03v37kmQH#@Mi^B%JXGg{Tt@RnF82_7K0i%Sfs_6nL`4QI10759HM8{l_6g*?EAG`tnwU|@49e8h+(u(XyURg;)EqF=@tv8SnMm?Q2bb)$urR3Re+ zKCLGBf(Dv*+> zR2B(x&6J5XLgU*!KxuwT6|0{~YSpt0m;o#1sTuzOHwyN;DCRx6vxi#;%tJ`-tR&i# zToATdZ7!5krb@P01hGpSmOz}aLf34{tD=ZBp@@N8I5er7s|i$z>LGa*0JUD@4``^w zxH2slJF1z5b@2<(n1Ztj5uzrB*DAu5FCFS$2Ahh;)eFd$>r2!{9T|se+#$F|ib4pP zm>8|~EnEzck;Rykb{SyX>4_RMi<=Zo!YD78L>mm^0>DiL5Gy;4n8QFl_<2GW)H#%^ zgxRkZT&+WP=D=2pF5AnJ*nu!HD%zn@a-tHpFbG&SE*|k5c7Ze-7z1ksfY70}T0I$hpAP0 zWuMg>;OD7#I^HP>B4y^IFxmvFn1LP=YVK`__$KjwhT#fm<;B7%@JBcvV@Dn`=mZx0 z1tzt`T*BgQI*3Ixe~1c`Jg`DC%Wbn5hn+$c17i*Xlpzw-yudl8qudI(#mCG><+eff z8aafyexu_T7jI`19Opzq0FtMjM>+`kRJ!Rg*p2V0ha1G{LYFTZy2NB37&Kzm@iUbP z8Je~mN=a7rFzXqFO79V_q&o7B8&DUj{1Aw!dx4hXSzuLnEz}|Q<}Mq7zUmv7CbI>X zbx4gYwNXZxNQSkva%f;lZR+_BvUKk?O_-Ei3EN9Oat|C+0B`6R*4o^*v3O@0eFf{< zCl7Vz=s^1n27y8rX`#3YtuRLXwbTV&KgpRF zar%{qkO)LKV78V~L2P3T24JG~359CqSn3e@#2s}p4MypqYVJDlOQ^%l!~zvX0b!^- lN@LX&BW4&x$Y~jRq?e7^j>iNENwOnEEoPK(lre^X|JkZe(!T%z literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/meme_reconstruct.jpg b/notes/03_kernel-pca/img/meme_reconstruct.jpg new file mode 100644 index 0000000000000000000000000000000000000000..240c87e1f3fc723825e38c32d6b54f140f97bdb9 GIT binary patch literal 63552 zcmb5Vbx<7L6E=#wTkzoS?gU%dU377GXBT%#aCf&5U~zX365M5R3BjG<2}$1E{Jy%k z>ihRTQ#Ez!bahvsp3|qMo_Xf)#@~G;A`k!wKte`FLPGv`A^qJ(QbIyS`5*pwNBsvh z47C3N3j+fk0~-qm2OA3;8wZaN4+ob37aJR&7@vTUh=`a72akl5goyOtnCO2&kpJh2 ziiY*ikq8$X_uuUQPy8K0BE~{~kCKRr%!GtOjEqW*{C5I;nQ4%bQ2tr}FEa}2KL>OS%)eVmc&PuZM5sjnLaa;P_gB?Jw#_=YsdA5hDhOp; zfvG?@{Boml3CVwvmQT(MyHur#XboP)7j*- z3mm{N^PPlE2GM722aYB|HQG|-)$6YA{i-5#ZO=8~>7Am{JCbjLtTMY2_E#yk1x*|6 z8nSp+WcWTdH(rCp8WQ)De*SDMXPp+Cn8B&Bcf-VVu{`oRyUVC&l;kQ(50uPw}*Hmi7HL7F)iu{Y81`)TzE{lbFv`V*h&g{J8_DV<@@ zSkOuA*IwK(#A;{t{LXyI4t2abO=nM2*V^RHddvQOyYX`WkN=LScRR^15r@xo+_ntA z=v{vQc1AY{vcCZM>(qaVCwZb?ZfsZk=c=7Gcbp|PNcq$gZc7!xGgkdYj19VEppI5R6iR#|B#+o6r4z! zlr8D({E&+6C24lAnpg^DoG*T(oAW|ZyeS0jMX%G}X>^~%9OQDwXAZ7-kTN%}7Do$9 zmCx#Xn-X+LKd0LIl(Y2k%j{YB^hG@TglIbYx2>oPWtU0ixN=~9iy`R~ccZMHNzPf7 zs7c}Uge7kNNX$LF8Z4=42gxkp=N#0RJsIH99I38?ar5;yH;%8U6<$*Ph^fnwx@}XY z|7A9k=MYa{hnO5VtaAI{kHeWT?(f!dVairNBz9A0lrys0>E*OYee?!N8)RpTrny*w zX;WOI7PktmRU@QEtZ-xAL~IcqSuC~DIEEwEU{u8AGR<(jX4Ea7`!**;3qSdo_zFOB zafINS;3ZcLzly|>t;mEtCo`&ch9eM#v6cn}Rs4c--6dw`Ddp2+T{B~=fgU0IZV_Ki zd$N3-M=j+fI#J%cfN=~Hf}C(=WphOT_-MxcM5$EX$826t9gd_A38*b69rRZarmQn~ z_P$$~qsnx9*L1n@08;mgjXffBkK+QnBz3N}?r05Mi}^3LtiOcomk-sZ zl2=Qom5fX{a*C`}c67iN&k^`QZ$DpfESo-hdirbsefq?wb;c5q&4!DqDzz_V zPpZUG!UzHlQGHn#NDm{;w|;#C$x8mo$C~xwv=;j2%7zCQQKr%$^SM}LHQ_w-9avC^ zstqF}7&W2FXv6n)4(rP*LJn5SQuezvh2GKT0j z0N4f6MzbjBFkHww%$V!}4alA}2bSC=i(PVYEMzR6W#8r1Qb@I#jd}J$WXGlyXVeySquHQy+2-JY?W&fMgZD2IAnY2;f0Q1g{idk1HQ$sf z>;9k%D=lC9P-~kzhtJ(+)wjV|BD9P}m0}_KCw`A)YgR6s&v+<_;s=1B`#Oo%W#kng z0fKS0*8PNv!`VVEq)%viHQ;(Ck&q)WJ|8F@O8FN_z6pG0jvD9?Rv1_nQrOJ#sWz0N z$FAXuZAYm|eP)dQF8?{c`S@ruW&jJ=J6cc!9i?sZdv7G@W=d&%N>(c|7crL88{JZ) z8iYz^yB4_23rOYzL2A@2+q`-C#X%+pVsKs`jqV;>4^qi)?H%743e%j~^yR-u32jJl z&qcjmpDy{jwg$4qT-;`(yox%;9`c{aX$Q(8Ab}0-FYr|fUh`j9UbPxmb)@aWc8KVN413^;WK&RKdEDc=rHr(Vc zbNy_95jEC2q-&(<)wv|=3LE*-!Tsb_XVC3(-gsHX_QOi;B$vSz?=%M$kVVu$F8e;L z(zmDGcrShXP)Yb089$%moyOgJ_-_Br4lbLp@LBdH7XC;qjqZ}zol>`bXd|t_#?B(4 zDk7SgT4kowh%5HaSyn)A)jG6^L5Uuqwn?eU=zOTx!@L_c5nw4-9|^2%)0a zH2|i*nw|DY6hh0Ua89KX(9Y;qqki!%FdT;>vg6bpM(>2EC@{;_qYZxFQ5l;gX`3tg zg%raSAa?~3qYWCUqTZsiv zHADE3TSYZhW)W(}EMG!JEin0J=J19@kS`!$-{OH=Y%nJb}r#>}!Gj&D%m>VG`rv z$Sr@W-AR2qMKd{UV$i`V0iW&{`$v`(cR-=})~r{r*>BW}KNV&(ew$BB zT*|m~<~b`%r{YqVkjsMXW!4Ujhxr#vesj89<=1u{sfWZwr*>Zt*F&#jpvpb+Cb_h8 zNr{=6C^u@|@Nx2LL4zqP?!ZKkgUC+IE@(o1E3y3bWC66{gVW7xj89xsXF&H$+`_W| z)c3{Io1$GYo8n^4M>(q1?iHZ`TTWwwQG2n54XDDJaKlTznL2VCLsOc)5{nNG0~ z7*wN62|81q6qiy>?sAW@M}k}veH_=L+xS0ah`>T;Ot_Cjv1wbb-sH$c_$gTe~y*kUN3~z`t8EaU5n_?mV#;b(rQ7ine%$AZdK!Yi5d~b zpiwi%1BUE+aTZG6=(C3pq$ElWb7>Brw6S}q1Pg@(+=NqSD3Apg#u1gXBvaAfkL9*o z+ZB>}yNK~aY!g?vn(OSEVR;w=fI1J*+We_x_;|yGz#|H|mdwv+0lNe1wU9w#iI(w|D$K<`N&tRC$$#?%1m~&M%`OhUl8s!;mrwS2w9ZdI#SNMEY_UM~I@hU(4)!RGhM!q|SKJhh3d6lq5u;u|TtDp=oljqRMP%S2AshXP9-5@@IlXC&D353}?y?yKhLZH1XrTXK5u z1ioQm3I=te=(-RXr@*fd6r;9yWNr0{kVt(nK)#w4hdW2POmCGqk-uaGA|bEO@;y$2OqJD>7a2NT}MXy*>~~e&y-XqEu8&YHt}5tk{Fs)J~%1Ayn2mW z55C88611~i<@{z_CT1I3`{OS$yy`4^jk9jR|15(Pf^58C+)at><oORdb6mo_kAztgqrIoWd33A&QGEt#km z>|iDq<)xy+ct0~eUVqQ>`6vZyPOK9-YCYn{uVk560eI?3h@Pt{nhJHLtr|`fw2#&s z8CqbfTJ>&zkSFnO%+rgxN!E2qpO5C^L+GV;bJX{<8XZ_RzOci6C_mFPO1DSaK-wNj_+@0~vU zN4!xARGF~SAvYAISZ;Q9CNJ09Wa-no3pnMitkD%2)Lp^?d&jyzgj%eSVi;pIY*RCT zqSz?7`C6YhFpO)zs1}IXRG0q6VV6M_wz zba6yGSe6FtX9q;N6|*Qn8ZiO5;(RikyCG_ro39Dwi=#3M%e~xzN85U9h5W{@W1EL7 zO?*AuJ(7mC@Wo$+>Nn0J@q+d&E3Yp#?J62gZZ+F{o`IzpUM{c9v*yyXCijn5T)X2M zNOb>spFH+8e${4OJ~4nC(d;<;>{YX(UFT0z)Q2$ZLqJ?E zD4MpE{N<#tG(~lj{^0yPe3a6c3vXzjid_oRxTLoepiTa!P}hIet1?>m0hjd6>^T7) zC%3D5?^3k$#_fecNH%uMwu~+e7M6JSw&)q7+|ws_zL3sRS@pEQ-ZF6a$A4KEu3ceX zTW7DoKugs=vMZHOP_>CO|F?P_#|xiSyFaonr)h_V7~A*f zUwnyW;aA5m>(b8OPa5w}iyhc7Vdn$dMEre{jWH-1ho8Ga)*9Ie89WC=uwMIs%Vl4n zNs*8lf0?`-FSd)zio?muy62CZhpspJm-KF|x>b#4_SDBO7SgB`8}~MOrpf}B$6PFz zc3t1(^E`8Ad!@{?7VmBKQtk!Bjz9JU16qAo6z*KZg_LC_b8IQ#tvMo3>bWd7;}`Su z4ys;dokwDv`Dt!=%GS!(h%bC1L#DH8HD?cHGda0?Br$%2_QoP1l5Pd3)YMA!EsMCx z-D4kkAA^`MV1INnp=i7r1BlbDO{SrTtH`Ou$=g8fjq0CHkqR*(#|VM3=w{3uGW%)1 z+=ooauC6QFTj!ZK#Jotl&W2Kn+yWEa2Hur16iS!;14Nhq7(UT|^c^}X3K}XVI@15k z10w%p0MRjsG5@iTjDloLV&rcan1w{eDOiL>6j%im+1USae^~!GL1c841C=jT!{Lio zw&D3il5Q+aU@nXUHL@6m{s?-;PhQlF2gYaz6!^+%UdHsSX<&s&5jdACw#byTZ4g#J z7?~|P_G2m?|EejyAU9ibN1@%0=Yef6nOgrFdDeo=P~bIm*4{I_lwMcP-LS&pm`^sJF+2V?|FoLIgcXp{Ch zRlt-_1yRa0T0&ne0dEdv|m0H;j*yd}nYR~npcg{vXZ?{3T zqU}fTrEQPlv*XWvP`T=DK_|Vf;;-8A@U=GH)yIs2%9^E;e2-tnU6{SNflM>)rxsdm z@U>v*+G7w(zSBpgEG!;F7<+qAOpcp0jCEV=srj6um|(uuVGk{tqYaYS2TI8$7;ENu zF~{B6?Zj1uj*w8Q@b!SJ5RD0NC~v2!@-=@IG@@n|H?6%g0o2Kfx6|>}2O+b1HeF@m zvdo1t{}-w4e9c!hnWYOp@gnVx`+2I`M2ADlS-DY%-xNk(@Tb^e3HECK;9fRi-@scb zGbfNA>1o9g)hV7;y{$gU=m3Z}A{gw>MlkmV30(~|F2n6*=Fvw7&jXDBDXp3AI;XRh zo6lFd4yG@UK3z58wT5j^j(VZE6&7&_>Dmex-3#A~icO|6qYQ=}a+M2n4Y<6<5cI3ws?yyK5JOkpvT^5i4TonBh#bZIKRmIu4MJwp18 zu~%Fx7ror1Y)(-jcb({?UAE;vhrh%l^8Sy6?7@-qZUjrh7oy9g4i1t$c_f&&_w0mFo)|~}w zEpNrV|1Xjkqz+WfZUt;`s_bBR zz2Uamm9XZ`qlsTu;pBF>=Xt15iD*I=b-&obCDw|(=~qYyIhr<0Kw;$nSzzcxm|?^8 z)0{;QjDp8q&E;ph9yd@4@yo)r?RrkZ*XtI8xTR5o;X#tLG|jV3O%6-0IZ0|kl;nJw z8d&Q|$^Y6iJTfhk@d**Q9*w=7vsa<`4CTA45!PO%dcV3fU6s`7tGd{$f0kIe67DzF z-ylKZRI++UvZ@|D(!|*9(?D7?@!h|p`)NhVx>1QdC{t9!l$?&W>%teG!;eQHY>R*Q z@wt$#ps$u!?KAXE^5yI8V`J{BY?b4`8a>`u(N{UGUOT!Nn)RqFB+DKaGVT4sXn9SQ z1f*FjjD zlm`*_)xF77{Pvm8H8~-0E|Q6&!7Qn)q1xZvx;ri`p3`K&pGCCJKXUqR)yOx_q|dW6 zp|f;P-!Jb2v{-n2$;B66wYQe2VY{-!vCE|YhNiVdt;C`O&Th;N?eef#M_$!CNoQ2~%&^{IdHz`DeC_cXgG#0Ptgn*9L&`P(c!!akuUvNS0($(--_Qvahwipl zi#-i{ZOs~T8S);IJ`Frj34g6!uhl(#D2NQ%Z4Z!pa1WW|d_nsmu73)SrRyE=YyK#? zuS{mlzQs&xjcFp1=R6ln?}ysvm1%q$AA%+zjhB>sBpJ^*r?wY~29GdNC;%KKPtohr zVQSK-X$H#d6gDz8l*#yZXG4;1KSxdW#X(=M+$zDLB^k@+xAY|Z-6#GZih0qmG< z3oiRLs^kNe?>W^)vN_T+*saS+n7y^{H5h?vesakBaW6!Wd*M~g^u8ddNeSnakW@o( zYESc?CJi#ykVmh^8HKq5M({A!6>f}#V|a8t8bDXu*b<>S)JM=WDN2kkrA+Yd^oaD+ zE{+fN>@bHdLuLvZ0LzM#k#lG}&6yHCJ(I*tq-*D3V$V}dB%jpaAiHP9rpQ&##Z?(t z!GTyM}*z3vijO9bks^G z1Ml$ASd^_)T%CZJeR?Q;c?=5yvV~W;;djDAkngnq$Ujx$`EG>A!Qqsm`!wA+A)Mc< zl3)v{IuVn?j5{QH*ldKJC^}Jjf<<^oMB@^aLt8d3ucNkkWfv9hCIyw8N?&|q)qGbH z!C-4*EHWl~QWRy8>K;?%&S>nGpP;z%mM5Jf)s{jmM1nOd-io~zc zD1?ztm3_8~Q+4zlwQAnNkdogDF!WGJt$pJ#?6H7Kg=^%ygH7^f;fNF9xWme3YZHUV zxmbmv$$D)&mbcdq4jUZcbyCfY@5}ykF zBLIsEgSoJZ`ol$9Ru6@;)=n1=A1bdEBf~E__7`mi0M#wp?}iX6DjWmU6l{o66IG

    ERE(|Ih!rj+Z#oN?~oC|w-3$}Bx+~reI9~o*;d>*bm1J7H(tb@>UPAnA2(S( zl?dw01dh5QXZi5hvM2?nd{dY&E2na(6yWkC+wi9;m(%>jU(=gBqVA=gHhhz{HpbB` zmR50C@L2Vwf%mKv9-*7QJslujZ^vSWdvBjkVIC05;y#}%nsH^e1x zcHkx5X$#>1v3at5OMwuFFA^}-^!=mKP?XnrY{Isa+Hn@fwHLI`KwEE+t!w;;X#x?> zFr0GY(MfxTBn~-tbbmCe*HS+>B4H|AZQmWtBg()P%xp9<7ontb+@w~FNX8U2sXV1X zjCrgKGRZuu9RV{e_o34xZ#CGY@X!g0k9V9qV+Iu;T0Q;|je*i%q$#3gQ2LUG&Ix}- zj|t|S%V0A!r9(=?nKioIf-H|c|k|jym0WOH5s}w z6edk^okY?xlHz!68HUrYhY*qdQMO?y>_Nt;z31WB$^_Jy>7G5|baJ^b8<@TS2#W&afN@rBPXU4z6+arz)~d8c2-HnOTmV15I~9&Mr4{??iNZfi zK%uLzP(aJWk$!SvBYsmp;W3#9vLMry@Kxr>iNLw~xnG5j!iVo4WllqN))7y5O*oL| zn5h^voBw;3kxyRsCB{*7JY!B+M&5MuBX+S@GAzFAz@*BRbl)w0r)lWG5%N7;%59nN?|M>{39hlMKvqCa2`%`pd|qw^dLkm!j0O4MtGNVph?BM z{#F=Pzm+?4$J;}^o~u!=3dZRoagD{0QTVnk${599JHyFPpd~oS!In|_4Qqrk9mOh+ zr!rZN4EUV>IE%T{&G4N%gzKH}PRh3| z7(pkHE?mlvm{Xa$ zACy3XBC(^4lvbUbP4680UvaG&A$`sVfh9PRVk_+w$WjXJHA)ibkJD5anfR1$EaOU5 zA1)FJ`BA{dmJk14Ln(0Ni%RbM&%KWIf+UuHPt#PNK zjD0cR`V~itYgv|IqG@|H*0(t?-_@!#*bD5fS(H9`zFU}k+crtS@-`dLm^>>KJTG~n zc6!8X1I}j#-fXZ?kiCjCs{HCo&+auX+U(7X#Vr^I`ApWq^1&xu1$WizH>D-9e;DzV zHKs5`PNN6+%2O(q}S{f z0na<-a5vg(rJca@rodiB37C)|jriCF}TnnE-uN?>vgjha=oOzPA5`+Ab`ys%@2U zleLHo$5(@tE!Ir|OG0B&wz*$k^+Q#yo$zUk=@7Y=wSi1K`g0y%&T+L=lA!YGNP!}^ zuUNvSwSkt~qf< z`^Z(NvUAZ?eC&;+RDjh`NnP5YmKki*sq z5|_Xeb&NBGF4@j`PcY3y!V)cI4PdInVMa5eiAb{JohzM~ozSIZqM|x%9~QCZiLi?% zNWJE4KGXZbOG|lyKYk3~FcQO~KN*$+lhiC(kaNA2taSD&uT(TVP@4&1d*Q17izIjs zJSrZPA64ZS!rxO1gB?iXiqzn0M^hGwLcZN+6T|bBWjNK-V1;5K3BD9EY#*bdyO5P< zG7~wcGA=NjlrGPSF}jR&SSzYrU363{3jQ;cSZ3reVG7=vqS{y7@O8%W?E-j6p?^e$ z7OawYbZYhndV;p;ftf94JCPomg){Vv!mJ=sbe`ECs%Q1lJTc!Z&<8$L;hTx$-LX)z z4Kom#3&wFCnAlAZgCk+4{&zHKg@H;l+?@Iumai7+9kClXJM+SL8~{ zY)mn%gtKe=Bf#1BI3uyZPE!r0NQ{kq{LYzIR@R;(!HcB@5Qt_SEnEOZ}lZL~iFXj4(BG?Hw}*lJXFDxFu( zp)>fV1%Y(ERn*=tjLMB?S@|l(v&_;X(urV&LChyvDfzGgiZmigdAh|KBTSwBgy@GK_ToBeAt)URb)aa&4!<@%0}^A9n18 zOc@11F5D_Hwe-Gr4@$MQQiWNuON<$ybNn2Z70Mi)b2X=gyi9qFNZw=yUOTduZjQBY zh#AHJLjIhiiR7WSEobknSy5Q%#LFNr?sSA)`IlNTaq5+5QU}NGjOcr9xpGnJWKs*~ zS{1dl6;X;cCzB#dV>WOt)_YtB3+&DR4BzfK2_!|?2`yENQc8>?P>n>XezQah#0;~i zC}zDwkTiDgXputDzrm6 z6GXUl;VOcEk%TkUGeFZt{xfvJ8ZTbXS!LiDtObdo6D#Q3cc=MyH^OHm86YEf53oZ8 zAW1oT3Gt&y; z+p<~3ky>RaPQ|YO&Z@Y-;8UAMbkuKXyBBO$ya@EvvI-irVAd9W(F5$t)EIRa9;^Xb93a%o+iu!dB>ocQUt@5jG4YKA^~c zDjH%}8_t^q%_jG-C>B)~6PL$qGohu6G%uAv&Ip@Ocw!a>Q!uO$Qh6YZWyXzV8aG5Q z8b7**rE}uOs>Yuga3BpPJMxN<;zNc3GKW|P41gF=bLNT1HDIrp56SsmH%t)a#u4wr z!$tasNo@yS(PetfibCr(Q^V6~=M=hIx~bCPjn<>ADrE5B&V^PK)yk$S8)vb!WUZ4l zk_M-$N2s~+S}n*BnNz#x1&G$*vqlNi&a#egD`($Y2w;V$lox)`MDZE!H-fIRD0Z`t z65X;TsWj-?lO0!OI0VXZyyL^L24QO+f&`>d4fQd`8no`7$YO)YRS0_HMXoEM`-`bk zYgw_WGdth0R1~qw?A=$A)vO&{IOF$vJjGSh0M-g^z=C36>A-gRBnubMY>Dr!wil2RktSym>FeQ?!Zb;Yvjk4yalo#DsqJ>^9SGoo^@CFZ zd&gN5xeghGJt>f~MvuQXQ(o0xK~=3qz|9_=0?Zqxz96e;x8LQxF~N%N)6mPOC+buK zC&Q-#Yo=wmrFS&HM~ZMMZFqKdw(i`kCGsYa$B>94P=N+th(QCH-cz-Bttv1g;+3<+dGAeQ zj4cTLzF@_adB#OO_;TxIWmHW&Z`os*RdFItN&yDSQM|xvj(ivJcvmVi81g3TGg-(w zK0wL8n2^SH;%5RpWSxz;YKwzqKqjf*YnBmc3}whd6S1yLB0>A<6qo6xukfXdIvEG5 zI#T0ml9cCbP1K*v%3F8?#p`M=8!@dJc5|*^J?)Gqbi-$M+EOM{`YnXfm>`UEwc%+b z!pvzRK=_IIJbf@ift}eI1s97CM<8QzXy}Y{$t-EC>%Q)c0Q;JARG!o(OLZX2UZW*@ zA_;^CU>l#sWD=_on<9n|8Ratavek*~$>evpvDB>f{$x?2E7V4C% z49WwNrWBOR_Gd2Kw$dWOfnS_;V&XD%FR`uQAkU|%v76(<0 zt4Fh|$0R$KZp~T7LmTZgg;KmCasiF5&We6&GjFSB5yqBr+#}}=`%n)$XSEE-OX((h zoV9=fPDUcIwWLuMxaZY=ddr;YO>Pi{AeSZ|ZRBAQqn?S`mg%zlqbZ?5^(6W>zj2xm zjqKg8ysbA&ct0yhf+W)5`;_md&{%BILga@&PQN`zr({H!@?Ghn9PMD;lo6!WiXMAn z#!XEot*7U7#!S9_*FogDTXPpLc8r)})ys01IP4Y*b=H{`#*saV`A%yj{Gb$2Y&-4n zj6dl3u$kmqHQ8%Bp&YjjoWk?^sz|Z;e0lDme7dXdy(dNq29Qibu|>O=X2aYfl;&k% z-T7)@SoPdzmtxOq&6-Z4yfMa*)3<4A@&}YMj`K@_>hCMI*=VsZ1Xmw_cNg2Ud?^8c z_yxBb0l&pi%#H-Z@$GB_9gB>_vBvL5%r%`_wex8YT!L3$L$r5SK>@Ut6bZ=&1nZWL zb}m_ZwJhCxbpE1(neiUFcJZQd>J>971zd(?qNKj#lHT0-lx90M6E9R!WTapHNCzY= z(5TElc~g4wO}VWC)27Ws{vvt&(cpi_4&<(`sR9Q{Dm!`5gsH(wao9~K65Wz2#F#Z4 zN7d`bt+PQ2{2!;oD}?AlJ=UFvszA+z8FtC!R<4HnOfF$(N!~oO%4FV;da)!~eBNj> zwrox&_yjUp=re937Qm<)CgqqOPgP5&)vf+DFqon*O|YnP|Co6a%vVumjG z=t`d#y2;s#xlLl7mfMAWPgU>x*J{<~s~>ZQKCR)h4IReb9Iw!K5r{g1<*eOZP>KD3 zQgee;F~Rkx@lp$mtE&uYf_T2$bn4OevM$|~L>F&AXbW|P(Tlwup&x~WM!IY9U!zg1dw_Uc)4=J>BD<12AUW^sb4TE0Gw=?u>rCW==Q6#k0!OblZ?VS@sgFGe6_#3b8 z^i5dxiOT8z=VoMIIuDuJEMKf`DSLfRR>EP!{=t?%eR}f*7vGTLT*E&nt_Bq=W~x!l zIJp}hbE+i^YrErQ$%@+ZY)bWUDUn1`HvGEund3cMxs`Xlq*3lOSb6M(Lqb4+c<8fS z?N~Laz0^gt_?xRgIxw+Nt2Uc@uBBG=b!<>=g?iOsAXpy(hxkl~Y$caAIP;Tn{zb}j zv4kxt6PucJUnU!`eMt=3TIH(H-06Mn+^;tiNmi^yaCCMk4w`h2k-n`NYxx;qMAl@Z z_Y|5fx9U~QMkX!3?Cl&T^fXZW-)P69Omp3cPp^HOQ9qx{lU(#OXbcn*3dzZ8ruZ^F0u|3~h zM>{V;Wn~^MI;7lWZ!0T#T()!RD`bC5ai2pi9z!e6oztm{DVg9hS2<=`#+oK9Kxuh(m3P! z6l9VW*LExYu?|x+Dcjza3({k8bJa$MCE#q*|MLB;siGs?sGXM|v{?I*&tv71k9-%S zT=_lNxqY(%asJx4#bmyvd)DCg_+P?nZOd~qPulN7VN;?g@ISV2R#d+8tg7PQhu^j9 zXs6k(4vSdTQoVMqE9!=`yg#O;uW-}1xsB6REl!6f@|72Jf>&RG#Y*=6+RkBX?LHFs zb@O($p-l!omrs*f@~sB&&-3+j&OJnrO0W7ZC2f}x|Ej@9vwUvzZ3!~QtoMfyeKfjjsCM-73Xzxv29ak+c)< zv=1R>|0~K`s%B#F1I}VDvC#^ckCj>VQm|s%P^FyY-19U)X_lr}$d@OXpv&3h?wZS? z-JqO{x8mG{Rd?8Bf61jiAe*Lk$Kf2V`>8{{>Y@T73%Xt|QN9E^gqNGXH!zS}fqza| z7j$1M+aZhL&AT!eAA^bFY%PHhe$y9Sl)cVGHlmu5wW5<9GgZoej$Li`U^4iin>cp4*Rg^ZnUNgX&IlAP4Mm^^{uI8p~g4HsUEdEx*zes!o zzoi)e&{<|(%f_`*=TrZy6YKe0v6Mx2GXhcvu`<}d&}dQWM6;21Nkk0(dMz~FXshEf zjm>3bf!V$PtvzR_s6TQ`Yw-AoEw+XwOvJG7wdo4E$x9rpLV-g zQDhb`Oh32aBzu^XaXi$mlL!99BiTyz-CMNLyI7~Q zK6asdO&dG+2Nd+ZXlw8Ms=aL-b+{bNcQJQ3^Q$&2{;#YY(I_2QJ7;m&BusES@ClHq z+wFk(i)4O*oc}fGLpsJqZ*|oz{U36ir?3Or6jqndPe@6-#gL){Y_+H-lVpYtidPoB zl7{u&a4+*mBVX#`InVJw&>)>WzXr3O1g$ht#GHgPSeTMgGxZ=g+--4HG$MVUDu7QA z_Pw6+*#sX#$)@lY4@Wt4UM`TCFH^{A{!t`(LMWGw#v|jvZaVNVh?|uKl;a}%1EUS2 zxqQ+vAgcH_9fe=GNR3j6c&7Y_DHO!RCa=OmY*&{4d3)|2k-u#)-o7s&<>?fJ$@6Z<_7g^7|9|53%M zcWL)eQLI0oBxa&3TBc}0svumJPA%gnrb`MZzMiGED(?&71W@=cL!8&uBPpCxt*Rpi zPLf2)2J|emS0}R{&KJV&)hhH*Or6c=az^h^*7;qR`oTrX8pdfxWzVu*i~X7txUV1^ z{*t<w8J~_{+|w@#p1i^1y26;@RNNXCGV5EjLKVGqj|#G_uoy<08PHBYyR?xlA19&qCdub zW%9;APZEpT5((}nwZBN`L{BQ5wkS^l<3>)gHQc9N=zav!J#R1!2sYNR4zHBH|5Hzv zY{EBhcqgjg?>?(i9XVF%Rk=HK*!&EP@)zpp1yWBxFK30x0Id(N>s|o0gRr$!tr*8{ zEp&tTK%V=4)+r8q?87SyOO-@Y*Q;esq86B}(to!cDZ*3iIZmdA6BvE}{S2(}njZ9V zbwEhm|2}VDEY=)Xxz5pm)}B0I#z#<~5Vr5aH zNm!+yMD%#^>E5!e@w6vZ$&B#($c;)_W%d4RsPcdu$=S-;A$XeS@%1|AIh3#ehVSuA zJPQ!F)|m*#>dzQm+a!0Y$?ACvKfgL^TjAIp8sMu8rOt`2j3#^qIU0TTMY%kU4Ma%c&p?I6Oc-yW``-^%{YjzY!Iv-z}BG1HoYnb}p zR0pcGpUK^ZS9w)VWoMhB!qYl-AWPx@Eugk@>gmKF9jit;asuruTT$0&5T9jw zL~Sdu+9T$L@;*0aHeblj?Q~wPKu^KLMVd{BAFpOGf^_yhj_B0BlcAq~AFz?A3Gpg#yLv{`Uro5j7h5VD)T%SfGOb5`Z0o;g!2A`D?ipKF@A}_b8Y+4x{W(1OFAVGHdZzVL%n!^ih z-wZaXqiM;Nf*Ca#xK@6UgMaAb50Dt;fDh`=ip1XV2|0;MTTmWVcFR`2ib4M$roJ+) ztu^SDmLkO|?(SCHp}0eFcXxMdad+3^Zo%C>xD(tR0>$le&iU?lZ~o*-@?>ZBylc;7 z-ZiuK*^qRZEU@8e-saXzeOtly2Tuz*78@e${LWlEif|b^DPCtTC{4Ul?*>q zZiRdhKO&DF2b>>rj8Y}=b&M_dY@D!(S$I)gq8*21w%D2$)W;pv!q(hjn6#WWuW$5I z9Gnrp)wbSmvvwst=S{)TUyo0gjuNiFJE~XLlT+b%iPBJUBPaq;z(p3ZsItgkG08iC25?jL)8)W1?M2O@iSI==!cmqe9rlsn-|@IJ!st|- z0dV&0zZ4n-!K(3*B~oe>kKKL?M>M+_tPD#z_=qe-FeYT9g*$+fUaRlgMfWl;&Ox=& zjOj1&G0Ruhl(ST1YrSvT!94o`JV);kQcqEeW_4N*Bm@I=qrp%KrvzD~OW2H3oaW*{ zln_Y~Xvh7i(LgtZ1xDiKwDERm~!O7SVUL{(Rqh%a?ime-`Wj! zk~x%qP8UZ2ht4{6R5#9-WnI#l^I}d#gVSqzQ~woE zVX6$&s7%sRCbQYe!Aa4?!=w;Q%rd{!RPDww3(PPdZOz)!^yB0+7-w+~h`G{#hLh*Z zYkEe{&;TnilXoy-`9?zCAa-1^#zd>-ozR8&A;)&Etu;$8OzGz3}tOF_~Guq8vB_>#ih!MPcL89|b)S16V(jKf}Mt{~s}q4>gbfbTK}CMuq%H{!l2)Xv9M3 zAITqs^}8Xou+o3&|MNfT-)|g`zV}ax#zi94Tw(6&@SN$@)Gomz%is0*b+b&7(_z=d z;{@p)AU}_?I;ZH9%g$`1V1)k@v&-sBdZyGdoj5=IIKiSn9u*NKWBTAkZ1K&WFVj0j zz7~Dr_))$t^wPJz!D(}f`;pKW-$r1RFH{LI>~Bc69o1}M>MAgsq0|oGOQ;-NZ1u#~ z@X#qYI1@|5)CwO$qlDI^FcP9)=SlKVV^;59e3#Ap#2@pkq%x&*iwk6J|+Indaeq)68t(2*6(myt(BsF@~=x1n|>@9tYcoetIU}6A~Lp+ya#hi0Xlv@G)8#IuR*X(X3VmShn z7n9s3g0BATnKc0@y;7QtJ!0%PMr}qVURKYR-qN+`L41xjtP`J%&5F%(!O9!%a&&^d8J}bb z1_=UC>%@ae&+@J~7$+%b$d#xi^TVp;lv&4fU2KA-Y)$Ia1DGuHlJiZr?=>q2N`ewf zbZcWrGwVt4XvEO6GmkVCRPrNGR!lRahjzv}6-(93A|ubQHP++$4n$;M(0X<}bYi3@ zkQ9E8q>^X%MGJ!%mleg0M2%ZQ_=}|!jqjJoFU8y<0D5v}$O+gKOaWSm<)cP<;%S8m z0!0H)p(J~p+H5h=YgjGzf$DZf-|r?y{(wl}a1zb{gDc&ph#2dL(<^Q1Ic#V149jOv zMMz(*?j5AnG&{ti(-sdblRf#uOdbtY;}hOTJs!a@t1@73O4u&XvA)8a>|q{B!T`atm{XSq7$* z@4OMazWbN$(FjCF-+CM)n?U0|pG-+Z0M{(_szWGS)YHQ*%dPHs;3Gm=+Ec+JMMaFn zC=QJWPAJm8?85OYeL!%UOU0fhNwgw&Sz4XYBdbkhX>5vtP8yl?$H<{!bUIsRs~I9R zQ<98AbX9{@!&}xd5*xY9$gV{yf(D2zOp!W>K7>S~>4{Ki44AMQZReehnr^=b@{_ji z4UuC(_6(no_KP>wo`F60iJ!v$mXTP$pm@bE8cIbeq#1ypESW?5ydb%IK62_z+}Wx4XIJDOM^JZQ?o7%v+wa_%YO@U(8=7*eU{O zXDG}HKARLYn6hH#D6?glMr%{il4aUNgLA2)rpOgt6i8A@FxtENeu~S{o0%SO795!f zz>JD)>D<}H6g|dW8(eXt%$K6f_mh;(577lEuhX%`Z2+yeG~OZ1=gM&Y@?H6&kGQO` z5+=@2@NDG>7sbz#K>hX|;%dDn&*wBb$TvxQG}>+Rtpu5(rCJkF{Z98#vt9?#Mll6A z=WEhy;!7mFq~%{r&Tc!1ldDro)H#Tdw4%n-7VsHgdC5P1A0{NXGKFsWJ}FVj7at{? zUX^NsN;)u3GV1S;OOV+$iautxXs%#c7F5EB%I6%q7sZ@$9W|5iAdpMDKk(N{5LQd4 z=B+qTgzI_+!6hhu+{|JPR$Q`G7o{P*X*$0qk>0}niQ?;9l*c*}^#oH8wX{MnzAYgP z<_r3pCTo*23nfl0XJ zmg{QrN~0$YzGk+A!HWd?OZd;N%&wJW*;uRd$mPowx(C_`0jL0{n%paiXWmmXPmXn-Q>65!%urWjlAN?lBIGl z*Y@H&X*6!Jmqt(f@2mhdN(@A*v3Fjzud!@`=JUI+xymswIURyVQ^+ePJz2Zr_;rfK zremFQBQg2kB<6R!$({S;6WLjmMtdJpOr-GfF++eg0RjpEqOf^lsNsyLgh1g`N^#lT z0Q#wil}NHoW`Jy$G?s-Y)fQmSoE2aneKQ#G*wt4`{Mzi0 zLo|3+3gfP#vrV-+Z&d*|&P5{v2J^ZB3-gNdFrwU`k*SoYSF7B*N)-Vd0!;$86{IHT zUoDT(eJulE>z7Ku{IWA^tkTlhMr}spuMh{uzYgFkhAb+;SQ85EV=E?xb~V$~UkMj8Jyj>E zBKhIJvGogT?_rl04>HUV$?R{zbgFj?+K-(# zn6GjGmli0K`TE~8CNWcZ-6&=41cRat7p@A{lXwOPH8x=To#7L@x1_;$h-jkH+}A&I zGjkwchH9w?2JoLz%M)|=exHlhCwjEvGcSM!)#n|W?DQD0e%RAoUV3nX=+1E9NU&JI zf)pKTDI=1LD2&Cd=OcPZD%!yPiu@&C6vM>WE0m^K#FYA{A_IZGtvT=Ijje)+=|%N% z>g1?#)@ALQ_&nUF^3Yks2{-KqmwmzdS2gun6-ht5asvMfF-n@{ebG4<)EsF`b~pVM zzL&_qMZUH^PM5g^dGWv7JhjxDJetAAw^;u@VYs1vNf4mbl)*LObf1jD2pw-Vv7KTY z&|&Ug&?;S270le^wqF5k7^DTuq4)P9`CYT_cXew8*6|rh8Tf(0vPN!gY}sEQQw*bw z?jJ2)#lp9eT^FK4LIos5??Uke8JpqWA&S7UyAmg~j00t-R@rjuZQL8%9b-}xV{5S# z?nW)$;DTEWc0B@ZZL-5mH_=N=%rOPZVDyWDI_;63bBfrshsc5mqk47}y0sjswFo(spHhK2C_4D7o4yi~Q_!R0yB5x2 z2AmR3j{0Yrsu~FH4; zg_@;!ahZ6YIvP;8@$yQX=F0d}XTE_5G=`oDNkZH7H*rKdAzn_uy+goUrj>T_ZF;CO zsNrDnZt^{s*k?#KhVKa%R}7LC85Ubwb0U((>W->((@x0)CF+i8S$_hO0mFof({5_c zyTI~Nax9y;&O(nc)dg;G_eB$`0c?L<_1VDpBN~TY3INRv_O?F+xXcj0 zsVEQA0j^ptXfr|)N($l=g*tc-xH1pO5(CNyX+e1AS284{vljJrRmn~qR}pXi7$)4(ciFVvsJN;q53)H!$m}{ebnV6H$z{j+N8W>Y z39FmmaD6sg5W8AA4BuQI;ffzIy)cQEpQ+yZ)g^TvA|-+?5if@~f+HLI-XT^9FaPKo z3fL_Cj{P8);?)hA_;FiAs~&)YGn-2Nq~ktmMcnR#R5X9fPD?mqayX?giLsP-k_D^E z;%D23q`Do{q5KZ1HG6cH0=&T*x!G?&E4tVOJr)8zg9X=vmz&2$?)yy{N!}sWijgfI zs&St_4|MlFAJ8(za&BNCQj+n@+J?yO$|6B*EFQoGe*Ke^uTfZRGXUI@8_(kYbfwBP zRzFvd_7Szh<~J!Xh0Aa5Uq4!9fc_Exo)rw3_}P9%J91n*{HwW3G7@5Zx-)^_=gdz7 z2R6*}qn!Z~9^B_fvz~gr0vY9)atHyF#)JIU zl6~}ATf;VIfiL=9Kf9iI+$7$N?FT=m)1uj&YW?2yRaKP(3z-N1W^F#x3r=>EsBDr> z2^XC;-lm*O`;Hro4*YHGzO2-|ZtI<&jPlg|^S6>}BBPcG{0>3d&+NSt5Bw5(M=;|) zFa2p}3*|BkuRsikR94t*F4EP}eV*Z_G~L>AZH=tN2@BbQ+sOENb04mKSL8nWf6g=# z`BlU3fhMcp9Cl6UF`1BZ>P40zaYS;SUgm|U%P9Zh#&=sKSwroVZ|-8f!_LsAuoSGL z?%ZV}jM`=!{F@5=-}S5j)V?EA_Q~votC-rncPuz$exuFY(>&538Vo$|Hlqq2T=fpK zqWImKzeG*$TILArD0w`foW{~dzf`YfKYW)==9s10QjEveo|O)pfXLNwLr9K~6l~;D zX(zdH2Nd+o8$P8lRC`c(Zl-+^We+wks$LUWze;X}ArD%^H5FBm&aBoiPsi zk#%zbwWrLVO$~F*k(c3-Zxklo)LHO_lGaPwyDVx*(@o62rHRM(&hJX?^%rS7hqCf*UGxe3wE>orDd(+(g-A>YjAEK--OEQI++ zR1mN7f0r!wYu~X&q46<@;lMbuT4#H-zs&!}E2RnAB?y(1j%jIELm`vhz~mj`^i9mc zKEL0Z>eZy7E;Xm#G}zFNa2QJ99b!ypN08LoE7V1jU_?`O#i`18GfX1|kuK0AlOBv5 zY)kM!n??9F6Ft#{!MVj^%O6T2)O=#KRszYcqYBVRT9U|XQBGsv+G4)3_9UFSw|=D1 zzj2ZMW$=$*f1AiDu#V}VC zy0~q?v+!{dFPN8@+MC8y0#8cu;6G|_3sC0Gm8z*q_1MTC@6l^^^{r|Tv~X|Jf^D{6 z$TNn2OALRiuwY$k5<3rNP;Wy&H-)^y1^*ppb6G%DHp3tHcr}Sm=1RJKh%_lrp5tOZ zt0mu*j~M19j1bn9(z|El4L1+;|4VDd4|6bd9!S_p5^==%5CZO%Av;O}9#Yn>^wjo)OMcm^W&A*|f zk2pJSlq~I_^@WX7#X~dE!_v@3Y;os@1{-P%Z=(UdZ!1@m$Pw9p5UGBce%)0iu;4ro zBTGHDT{2nV?DA2)yLM6`{GZT_!I@Tn-pM;so6BKUcfnrtXwNtCDP87Ocq%G>^XJ)8HLj{3lbb-|9Wls=6feYebIx zvV}E>RSMT(OE?pzrr=M^*Xsjj@vC!uf{EcWv7qgFmv16p9icTgbj!M_kQ&eJFkWc* zUFDwiG7?Cnbq?%sw};0Rlw!m`Ww78g?Wke9{rmZBe{IdS)M@oxO%7MtR4_Wi7{UHQ zLCv31AG86x;f9lD*EC%U<}-yPGaVXf zH66`Ef&mRd0e^<5zbItne2jL<$o1lPloudW=JlszsK^KJ*GYMEY0GEi;4|`A8kdp` z$PeS8E*J^E!ESp5GkkG0NA8gIa2-w_#03(TQ2H;5i!Fn9;pVnfsuQ=_FCdR}Yr=pd zmiE2_WONFt>1swHF|-KZ0k9xEnf!#i&zp!My5YSFcw1)Y?ICdt-ZvDEvgO6;R}(nE zQCu4#VV)COEf6xY#+pyl+=*^ksE~|MrtEIMi zWry{T&($NR=Vk@+o1TY8hA|`CIZ|kCh)_Nj3aofKyaY=b+IZBbm>(}%)3P~Hh zGlfvd^t9nrNDea|{I2gA&yy9OHBJcZe$4+nRI|r4gPY!|QYEr`jq9*E#-M{1gLf52 zDxqZZEH%nBE_a2*HWS<%g*E9tJ6>MW>8M>f-c3cr8lkm_L#QamQ#;)NV9ZsQvN~oQ zrH%G{r*Q{BDY*_Wjm8%FAuw!v)`8LMK_{1m^{Kx1(&SfFeZNxK>O;ea$=|7fQFSBBc_H=ovf%PoHs1ib|rLGa0Ae*0NKN3`+)? zT@Vki?@ag(QM~Sb5bUT(xht~2?uBG|6TPFo}Zz*fT(gU2S)aZ=T^ zzEHF2a!(jJ+c2L5f#uzjhvq}%6ZoU{R1LC?-}tw@b#P&9n9#%yYS@t{8RTT1b^Xt9 ztFf&Ht#d@X!parEANk<2YO8tgNLAC}HJ&Qo^CnH4>`@*+AuOWIj)*WH%2$gH2R&y%B7>`4!vwCDkQQt{+>&GMS}I3i;8^J2VGP9 z@0r;5gP%6SEsh9D?AGklsJP(!sThmeovZtMD(L7K;RBE*7{{G{lxbZQbyzk=m;kr7 zFtguYr=WTrK>cex_mMUhC$eEAweIdseY2SA9)!0hsj3-_nVt;ulgEgdp<)h=IvhF- zT*;{!W75g}Ta_DZC+fUvR=k0mT=)1KM_5qajD*K6B4XuJBg9_MgH>yo+;)2c!T^R{ z9wzPPw#mQMDVa!-x*3jN3&DD-WL|x4*_6q6_62`06ufp?&bQYcL~ZAvGuEy3B-e>( zn?2`DGgJd6Xt&+YwrePopMujZ>s8YbgLrSF z4py|r#TJ<9%cP^lj6jqa{A+G*qINoXzL$CsQ10Imly#UEE^Hk&Y{+DLA6VFB_{=sK>`9bs|8$j<&jM;+e{uZ4(f;wYrOzzooN zz3Rwi@z}U-X2D{b0^!#hxr{aCVJ#b$2gd0V!%M-2iO@AZw~sF^!f2|2=~f_i2S^u^ zuAG`C=|a7B0b|eXs}Qo+H4*95d%y7eM&?RsaWhw@+m$kjx3>N6q?gP;5T?c8cGM`c zhVSNh(Q_i3mzN(U2{VLUcy>5PkxeX6{IIA%XkNgEw35 ztI+5R+e`whzEiP(Ls<$~=ek0Xacw+$sB6? zQQ@T7l!S}6>rVW~U~7;qtFq8v$@SK8E1i6au`6t@DT{mE6i+6}6)Js>_gKVZ=OB;X zT>jw5cB}z3=(sZIc=2%G^)>EO3ET3{?`Ft|y5HTxqi9aeb`gU*eV~WrKdx1a9q<(> z!X8eDe9HOu&_|g@L8j{*3|NHJ4f&C6sS2u@-=Q?%tJ4u6t1xv^J>uF4KEx7c{2E*q zu-5@gdMawpqui5MS=l5HJXGzQ+!{B+qfr8XbtM(_9VxG}*HguNt=Eu>5)JSqfi2Z^ zG2_oMTEoq$VlGV5SYg@4<#y9Fmz zhyq7gs*3803AVZ0lFuHImGC0?LC7%Zhw7b!>q6Qt5I;nSOX>=r^oxtEE?$w%4>J(oz>kb($`w(ceSfi##`60L@Ue3U2q!- zC^A5tjxG6PMKjZ9M?rRtbbUJB)r31?PS8i6Mr;;FLIhQl55KFo?Es<`$u0KCBZbk( zNe@Q2`vVZ0G2($+XnzR*9#u6v(g+W_(t+$ThHW46_vB68!0K)FY8|Taya@JNE&65^ z!quu54J)Qj^=N?Ybqe#SMXjhJ7mPdYmhD>aASzYv4vd+R7)wPgb+tM@q+X9jZ4Ekm zdf~AZMn&UnZ!(u-?sXjpUdHAb^u@Clx+@(w2+xZ1>7($j{ToR-b*noENowmM*|g=~}k0(Y97mIJk-aao$oH2Ew#plcd3QG3EZlzm?waqDL{ zMfEs?S}=t4i5C6%&o1xI%B;iReCAxuxuDLSUp%zKAJPU_gVJ4ao#;E(PP0XTU#ka$5Kkl=% z$&lM6Klnr(yJ+Kh&|$vjOa3u|@d#rxebhmHeEG&`ugNFoM?MV4%f&OimMV|?is$Hh z7_)Cq5~b0_gJ{hxI3erD25r;YmJ_{PPUa7%wFN-JKzN295Ut2Xd_S;b4U&xm_I|(h=L}vjPP&4#)ksiDG^;|W$Q!ML4DBgYTE^Un$*VPwP z9qXSie)Rc#uJmfpJjY`Kyfp1wN-*mZ9t?glN))ryzNu(F&_$#rC6eY24%i=xSD|S5*D{S_!G`Am{z|4Kfan7Q4YGRHUS@S$+$>wFnQ#Ql{aHC>#E1b2>)c|n*sH6QL)Lwne@xu&DaAaTxQlHPn>S(T-0 zk9#G&ekryX1GlnxHJV?SM#o~dIaYlf@apZCM1u@`!Q>;&}ib2>p_hli6*+p2a1ELb@S~dp~zLHfQMkGiFB(UYC+2k)13P* z&<2Ox(4GA(t^Q(m+uYiVZAiy-sdQ{-3m!6k>cEdMq(zVdtp0uJu)|f1)m7?}z&^D( z0$N!Y8edg7FuP5BhY+#1DF1P!CwzxCZ&&`^Z-lxz0G51$(4CV$+F7DgK=qvHhSh5v zwI;v!-nkbt7q8t&+4!cF_uIgpkB5)^2qc@!-ZU>`46{FZ8C=<_?G>n|PF)D9szrIzMMFfcOTk*p; zwzj2PWuK@KjUgRh{m|4<<*e*161-LR8ePUZnmQBtdY--brm$#l>wVA-^{)p;0DJ-( zU+;mXzQd2D{#b#g4 zSva};Ei)^2sf10x&niQhCpj(!N<>x7ednS$b=mb$n9W+YfI?V28dsQUzPO^TsjD8P z@ivT8ZWCX*FmS6H+cx6H_-_qX1wU3S1$*sVWaG1eOvjx>*WI{1Y!0Bd4QF=(Lrh0e z8nk-O1W{utn4Y<)QT$0!C?g<)GcA9k!<4u_`x02bWQeU8Q5V;G70(x1$le%PRRg8X z$SMRv4l!6HI0YHnuaFpC8_W|_AMZQsebktP-4@B21GOhl9YlN!=rf~a?M903n5Vtt zpL=U*IhCV?_5rIBys{HZg$kcs&#C^w2>^OD#5}(!g=3aYMXJEd=zhZ4=g)^l8JUZ^ z-9g*!;rC}|wtr)$H!I7f(`$96QeZcBK`dZ~hw)V-!2{FVq~&4bn&gn=_EDORvz}T< zVsP64#gK*jMTj``hlvJ459Cxv%NSn+q%E~f@6@}_c)WK!<4VD@$_Se(VwB2~aZo4-Fsu z1jxE(_Tq_jM#ytq)2m~jDWH!+8HBP9{5Tlv;eWU;r2|Vxzlv-UJ70%fIpQZ%$Rld5 zUP~#rJB}>rm;<*i8y+}38QBcgL#yNu~n-GPJ6?NY4=n1X1(9C!w-zn zJ+JT>j~bm&s)m3Ec4i*3otB+4nqoUm(gZgyS5&$b7_h+yvlISvc2~QFxIBdm)DpIm zH`K3IDeCVExKc`Jqb4x#Z= zwATzk+29Kg7bbm{U6so4x6UM!lOEF)A(?W6#4T1*zSJKYbjqR1W`~8=_b_rDN#{!E zUMira-;ifUCAk7ppw9TdV?)UO@KCa#Z0L${Y0-7^4fJY03z$i+^{u5GhY zp0;ekL?jCEAEf=4BPsFx;I(>R`f@M&eA)W*-ytODiAsz&HSjI0A#4Wo_k$eV7nNy` z%5m6O;2Y04p#)L-G{*QuVghEy{4JcWg9V7x68(!%H{Rba5@MhNv6L;w3QT9^i$^9V#W`%*Yh$jtXhsZoUDZV_e(rm zRqW{>sp@^~7PLq6ez2aZlz4>j@?a@QVkDNF6t&fpjC?OlWn4E*7hUhQ@=Ly#Xw_Uo zq7J<8_JSqPz4f?{+`jZH?8XxEZgthKppWbn0DMC%_5Z_kcFlZ&__&CA;OLv2v6_vE zkM|BShnv{(@aQF&ZtQ>kF@;Lw@bu7}bQ4u$X2i&sr>ttQ>~1|y@iTgIlYbq*THqn4 zDD<&X--Nnulm_?Y$ar0XhAMyE)8Rl>=BPF!yg5F_t>0-cyd9tyQWvPS6GSY z%1_hC92{}9X6%Uezs}cqY^cf()pfdY$L2|Zg^PzsgX?*6k_(xKde->-=vHa%cQGP& z8SS(Oc9Wb~r2KnTCXw1lY+uxJdv%Rm+{Q>Nk_$%DK%KqUv#&*=Ds$3DduGIa_;dCi z=V|kfZ0zl2x`w;-RI|m-a$(T}MCnqYJJ%HuX?&e~Pc!;H1H`GVJBABw)ZF#z%P z>Xe@n5#SmN!*>YYcZl+;{;Ly51k~A;O8gqUuL=)Es-Dkp7wr4xA1tQeKP;xk5aFTA z5$*NwXCw=UryH9JS5;S0=SyyCmwEy@!L`xm+DovE~ zAf_3g6Q^wPV4cML(6Bx367E%7JY)oS&Z3OyLFb>N%SEtqFCAn$xt;az z1Nu7skI#e@x`2*R(1GuD!~Vm~xF(VAV`(Oco~Dp~zYA zKXB3t=%2d(2T%IJhG|U)Ip2U$YeTkfY+#0Nc2G-|OQX_l$JMnf_0$!HXUTg_F`iMTADex2 zj6W`g)Gd*$hf#r4hDi&^X#(c5dSGK`!=q11cY^5Y#oz9Lf4qA>K@c$L*2(+3b` zIOUqIHx2RHRLkY7*`&6u`YnW~vC@b0;9z5S-1wHtkaeC1LT@RwL2rQ8hUc@aOC1O1 zW^@L9;kgtfNDAIEG8CaF!EYg%XgKwM!dl5k1NX<+Tt~FpV@Iw@xqWi#IX&8&`D>#> zgc2Vr9kk&@?7?g~FAZA9xS}i#&~4gb>6JunUXJ*i3|ijrjUu5hd}w?c&8DYLey#1Ux9zx?b?>O%bM>C|Mk)R=`*?W2RNy_#?H)yPg&e1{fn?|J#XYhw$GH+ z<$W>-rJe~AZUX@qd>-7!f2TR=f9}{v2i(`(XA>HL@o0%Dbme;H>ah@D-%dnxfSbjlW%ik?d#h4E~M`e zC(1jn9}~PFdih?LxwH|X$U_Vme6}$hZXMzipZg;f&muI}n4wz) z{o@OMGW0EORXeWptrDrSgTDbYLa*wyV`pv3tzGaQ`eWw?3cfrv?NC{0%TJHLy!bU% z%sHG<;jGOKNm+BEwuiUQHytOX4N-tl#b0-|Ta9f_wKsk*W@`tkx^+yM9kr9`&a?smx?Z>X*z7knq|IKl^?M#Q z6Lx^2*tvtgt#RY03mxTC$~y$I1Jf&(t}ur3zn^%hwXl&>bB1RPmSe4l$?jw9j$_)Z?0t}x{0Jg;+D|MQ(lf(A z-gwa>_5j>5^}UR*c=UFSXIpky&E4Z7CuNRLJ|dJPO0z2z>#T|;blP!B+bz`$UBxLY z=`GRCbuIIpm5kH9b-Dvgo_=z3M6<73UP&%3cO;2?EBW< zJ8c>lIkw2nME7^;KrC@20jrW9YH$p(9fd zSQ?ih>!9x-*vE$(F)O6nPGf%yQ!(}kN~Y+7f!-%xA%zro&K%rV*6c|>5v11D=vj(+yP-Yund{3s*V%s$Epy#LAwZ9B!fGe*cB ztY+ZU^EO~O1xkjfL#!-#*zT1bS&sYa&51g2bcM1$; zjwZsFcl;ipnxQ~lWt)q!jnK1DWa((2r?aV=$aqPVvcXYz31bv{Oi z6=qCTjB^C$;o6FRw+<;!)24l$z)~|~feZcHr~c5sosjcZ9YS(O4xZn8e~U8@tZhr; zQ1~gVw*S=D|7dESE7NK1k_{L>&}_~KHQSzGuIBk}YM*fb;{9vi5g?vZ@rTdt=SNUF zQMWaYlF-IDlb@hDsP?@_f8c_lBb510SEw#(+wD(+NszLqEOlQ|40;(`ja~oI!$WLi z?Qbd06Tk?VxQa7^$01#(8ET5-K9qUeHQ2LbFo%RW(-j$*zeYb6cQOLgaxDp*$(|(%NUlS|qft;)Zmn z7&97{nd{6&sLIFTOXCA3*^r)`ZNHjUt=I|LS<~>4@vj2cv>MFPhfT&DFT+H3xwnqd ziS568_0!hXTgQ)#i85eJ6*HJxBM?w!z6+_ZRVd%Uw&xW0{b3&_We#L6fa(**%9g=^ zwQ8x|u|lwdav0#>vl%J9K)Dw{mCiz-H#5lE?RCd;0*5sXuA0_lzVzUieWtgke?a%C z0ghoq$I1#)%_K=v(l{ux8tNpJ7F8*w`lzYt@ubrcBko7c9em53x3*9V6`)+lQx%07 zXI`MRC;nXu#FHR7dxr>m)e$xCbuQ-uK_My-C^Qb!Us3BHZh7?xvJB~U>(aHi`;jC9 zzUs2&`_9Uy@)$6S;5x)K7C*b-fk zTq!M_8pf0Zzj&32g$L^hMlH+h(sv{N|3vki&$kB$H+r zb1~zL9$FkV%tLaOMm%4!@<}$e-Ov z39HaAKd-fh^Bou)J|}rJU}Gy@)ZZr3W2!|58+3%nS+xFYN;F0R1E9n71Coi3^`X+Q z+6I5vmg)8?U1HLFL$O(KDi!E9X|PX|Qh}DVvE^)pM^cr#i|u*wP~<|ao17cE@cAu8Bn@DkJ{S*Q7`{?zu&k+wha@@LmBSL7x{KU-_}2-h=uWfhI6{8R z-&sGFJXyU%D1iffi(aIE=~&xz+qiE&1Uv*KB$Qd!QTqo`0)acl0eU7a?-1Xh)Sw_&T|>@Pb^&uY(zhw{)i)-@;q8meRX7%~R^2wY_ZU5` zvS)_N$8Wx>jqX13`CFpzQqtp=NX6xepfmC@&w!W-h@|sY2BY3#RR_sYKYsfiqUz;f z7I6}iganK7;nPddehBpxSQJH5XYB1>0Ht?Th1N8@pnA(g{~_9{Ly*l&ww^YH0oonT zRAtu`J zCWTsGYcsPzci=wqU3UKPj=)=DrTZ~>ajCnfw|PAWT?v!t)8 zcP*(lYA7#KhUW#cnM3vs_rI3Gy9hkFKU^J;FM9en_#F_>4OTTo z=gy#7iiQ|DeugHwAS|lSlG(BKgK3I7BfR?rw!fJ#w2PL>t~^9;A-_7QWqJxe#yWbw zRX#JQzkK|bjK`c^vgh}Kk`a!zdIs5{(v~npV|psV-mCU7F9`H5g|cRcDJmV)zC6gz**tbyYwX5{CuA654iM=?8>%|n$6HrcxVK03Ot*UFO$ z*7f!)m1dESmetkrVE-~qzmdup;k#+PP#_PoA8-nV+~*t)3gN!+B{& z22tNp{K1^uq^~0{!Vk&O(mNe6sFNK5J9k1!qO=t#g8CqA!}~u(4xHi5bbyZ25et3k)fp3d~N(lEk zTm^AA&!O)_83oHcaSd1GH|W~XAA^p{P$u3?;Ky?cwOeP;gf9?|WcC0vLzZ4z(dBP{ zRyP{OhsfPV{HiLrKi)5&rAJY%dqc@AP32)s`?~w!GX&=;KBsKD6Ah`psuf4y3GSI8HV?~&xZry5Yo45TUmiE_+7QheJ+Yoekr?ah;32G# zW}!B|c$&-6Q7wEynZrf{Sffno4r;M2rr4-se)&&6Eme3Wt|{oiLQ#t( zGQ6^!j*U#hF&3l^NB{Y)i29kTX&-c0YSH&axL_6$hynizs*n}SSsX6c(Fg)PI81`v zPEmkle)Zdko@v_PELBGj>Y!uXgf>ZrOGIC`6Jh!>Md-J-+%Qvvtdm0ny9?FCFwrT%{8$|>S$3F20|#zcHn!}3PV6-YnvA<>7TGl?_}%?*DLg%Pfy z^!_Gf1fgh^#r~og1u7K7T|g>=QJS1ZrUcO*s$F(Wyny zQsLhZr~s*fG)5SVCdo)<)pAQD8F-cXGz-!Sc8Oj}C84vKjtgEQHprXS;#%FZ&E!A`i?Q415`!FK{#QFc6?T z1nxQ9yTr*YP|Vq2N$D-_SKMz=&Sl*~Ph><9XR;0{AiWblW3ZRw%)^{wyh0F*A}g?) zrdnf~m3LCXGDW}XF4ZgI9GHAX`-UE+8%n-R5!xeWS}tx2cQpX>FiR$)Dv{|dCb8`s zXM2}69#H2I(*?yMU%1EaRORUJjx_s*^iNbNqpokn3_Zrsx?Yd@vK9B1*&HE zD8z0~&XyGtroJVE5lRdN584x~{{SdRCvzQ02Z>thYDxmJDGW)vZ^nCu=>5|gBxQ8b zI5cw!=9Xh@BGKWFF&<^GH8nPcxs|Om)gYL5s{|gE+W*fShY6rG>|P6zG_xUf1wDZHe~X7wo^_>7^Xz&5cl@LiS62mHsBR>c1R$|o}|N>e%V z%X>Y-uRD}nz*1C|CJd6?x#9YkF@d5MIWQ3k|soW!w=x41Axq-jekR%SHj zQf%#qf#-3r5zvz)VQK`FL!vFe5iCnvjPr{RJ=~$TBN3=Eh=ryNL}6I#nCcgqSHx za83lbGbVne74NtroyV;LbWsGKdBUDT+JWG+Kab}_=HYz3wVw4x-a341YF*jlY*0VO30xTjZ_=ilo zPh851@An60QbHVdji6ayQz6Irgy4cBR3&B0uejex78+wQ7MB997<=#|RNM;5 zGHN4;aH!KsYdOilXLBv)CHPi_*#nxKWP`#Rl*Ccij6|KvgN~675$KvnSU(dUTa_~w z#7mfcsB*Z3QrQa~tD8!3A0`1ZI>?4-KP;@XGB@#8Jc;PA?Y%1HcDR&^FS~5$c5KohJjp91{M4Fl)`! z1+Ej}wSp%EKrn!)l;XIKz$R#7bjl)-tGNFFB+AfnEhu{?Q#VriAWOQMon8#b8AYFQ z0>m_^p^9(OF;m(gbS38_aV*kNRZM7IV8<*s5n*%X3O1~l>Y}C=29oI&KH8qxFRuaN zFmuGO(g3g2-aq78&LS`^7cM=?3eF&hxmq(6Oyh75`iCo)rl(6ZlMHvJT0Fs0Qi~;G zUx61d;sA3{BO(RxFv7^0Z*uKG4bR|ZoLD2&u<~Yd)){4O@6-Yp@p_vo*FDUkAHoqV zP3*lnH6ASBf^7$>v@K4eV*N-(dO4_uEe4vLQ}HXS(KP}3oMf@MR}r+#GKoM*X6z*o zm}xgjLFKes&13T{RWA_Om*pKIZJS=$;MOW&5NPKRH9HdfFLK9gS3~v{Rr_3|Y+$J6fsGONsUIny?wg8lFVe$ccmF`_jT@dCX z&R};9#+a#B2D$T!)2Qlkk$@e*!;|D=Bf$<$tgE;rtBds(yY0-TuU>Mnpo=RUy~`yK zAjHnoaMpfhH0ORNn{umvnY*k4@QLLpa}>MW#@j9;MH}puR<2_%;v24rwbWEArua+k z80!X+3o24~Ox5OWzsyE@?hvUeF%>s2-xItW9YF+}OkpTo{6?o4j$n8JyiaB(igPut zThzsAD^XJf7SM#mgEN?G{{Vt=g`h+u4wxL@jf@IrS#iphL0-rscg(#tkuSY&at*i; zm`YWja*ip0ISAE=Dj&Ib2mZ_GFVr$Ce)@*FhrIqSgaU(=>--cMP z9uIgvCP*lnnT8JgLlDvMu({4YY!w)vu`=^xgwiZG{Ysd(EXG^ryN;~HV+V-AId3rn zZ{lVVDhxNn8!>QJ&BIm9zb;~{E)w@=3!R8mz#P{A(ZH3akaAQkfYFdssgo0|A@Lb- z&J6m4vrsNrFe2n;)bvgXf^+>!-QqQ-<^t6aOBfk;79}BOeuT2j{sdurgv0@z5eO3# z+u%j+Q63R1*)7A_9_i^X8ir63%yOCO~m~P6rSH0b8kW zOPQizx`mk9_wHAqnS-|w$a3`$Vf;Yp7FzWhy2NHWm}jZQZ2ZE;)Ipv^eHb?bl0|mS zlJmNUKkJF3O3}nw5ObB%iDgzNXhErW5OKL#57gl?vF0S*Fa)Q>c2lS_hJQ&!g49h2 z%Yrj_eat%CAmtkIG1M*USE)+O!KrUh;TlhLp}3!O-93>SV)|h4R?*}$-p=Y)rXG^%3Jdy}r}UVGMvan)vv6^^e*1$^ss%$g4#mXZiOGVm2vlfpWsIB;Lm0yqUCQO1 z34~kWa2Tlv@Fa5yi`rqSIp#U$a!GVNTqCN!DULMV2}TBD$l4>QhPlhsska2ZtVT)7 zSUN`WWQav(xH$&#EJI3U*+wf4PNI#Uan*;ZmVyB@)S%QADZ?nM?GBb4z(SGZ+N@s_ z`#X-kDi&qtS%Ybay)`kewQLlQ!deNnPRyRt$Sr+INg-VmBrG#TgCq`Zmv&qA2a$s6 zCIB@VYq?`}Ux<(&zYea9l7jD0`4fID18B=b6&5z(-+{tllye#pE^W9XH4L}Rb|pxs z#$cR8@iOLWLpI;_kC~W>ns~e~P()tmyM0SbX#Hk(Jj>d@B5?+R+C66BF2&@VY?vo) z7xf)pXkEE3YmkbEJZ4ockf|^ml`Chs8vL$nWz#jNn}%o$VehXkm_1d~3>r5hsBY1? z3q>_32KZvVlItsaKn=K^j&ZdmaLWn2D!j@w_bDIZBM7#GD7TFUyf;{33Cv3bH!^A=mSdSiQB3-o zbVYB(L#PmDDJmnN(l3godM*@8cI?TEeemZ64G3lHHEg)}_cEeVJfSjJ4lrJEy}%mAIbs0*s~ z8Y?r^Too>3alYZ4HMUb|aRDw;6LPnROe8I~1|DejDEYSyqZgP6I~bbxnD|-dBC2lL zQ@CKxP`;-=Rx73SaREUgdxjUZ3lG#74Ji)OF75(iqN_-S7Yd@eOA^i>{{SeqrJI?_ z>475*8J9LQmIV|Hps;7)AsU%>p64lxONfc7bA*_-15I-Qpm0D7ixS_82pd{pkcX|K zBZU=i2%WkkR=W>St;I+NV(KL%f0=a-UZBuMicEkl>RrwN;t8M~rR4nK7VQk~pfbq{ zwvq<8Jg_avaj@A1WLFMkLwnj@E--^;4Vk532yKHiUb;tM(k^5py}<9dL|1o7cIcP{ zu4V2xDO!7q?L&`psU7z?H_A--)XO<@Ik=dnECvpfZbx?+y1$5x?r!mnKlsrgz@n-W zhS_TwoE0z$i_Ek_j8z?H5o=9KdFhz8P<5j!YVen{*RK{>K~VzOMFeg45@(|_F38(~ z4KhxC<go_H{iaP7#M0bxm2sC)MVrI{E1CJ1sRMD8fNPTN*C-8~ryv=4 zuasO4A$JjIA)}U-JC=^&DM&oVmeSZry6l6Da__!kwq49V^PL{!;V~$U=TjethG5k; zM1_{iHw1pIn+9ZMHya?8d?pf&K@0Z~QBf_JwTR%)h0F?|n*%V0p&E%NPl0>~Y&MX& z28LGcu075Rd+KMke8z&`ahox~3$Xi~md@co{-w9%Ap{X)6h1h|zA~m>kQ#`-1U)DQ z=FnZtP`Yyh6g!BAA($~6?T6}nAg(jgRK^mrU&nIOA^Rb^$+$OHjG^J`CZxHMj z##>R$>NP?lP{KigQol$#y+h%)8A$PxL15U5DzMZn+9gyUXx$!{FADhL77a_Z;;VcT z*DXUhQ5&g8N7_@sD{+_}MHv1_Slmj1ISLA{3F5V*s5f$=H5}9F13XT-iCP*7*Dmad< zn5a2em&70Sz$dp9+;YHgRwx)4pYoZlj#!q$J(IZ+NI+XX#ekv2U%Q>CK1z=wy+aaI zci=6Bwg7|xjIkgPr-WCTlW1PWu!3XIM7Az57Jld7C#jp$Q5Z7yQzRJTKb0P2FZ(!u zR9{-&Aqe!B6J<`6jJt4&gxHM%$+)Am!aF@ol|R7APEqj$3x1{|+7g5~CE7Dh+ zuW%dLxr8;y;xR*K+VG62j-uHWp=&rww<*EM-s-vq6n z#5ZoWEQ8Mz7l%YfRSj_vo*ILP(l;WbLzGA8Fcq!pBkin_Aqe*l(o4!3K-Xv($p?>e zwaqG}`-ZDf)r)wIUa`Y3#8A+7z?r5sLa{gR9OZ~Tnqt=$006G)0|++MV2bk!zb<82 zR^bTos9gJqz|(T!PMRXy;75sV_S=~X%tkB4!yNGomvI?j4l~RUd`s>{m{bZ__zccS z5X8+#enGXB?kJ9@;Fio zyhEePJ4`{sZX*;-lgw0lm<2iyP@^To8>-%*86BgEh)YW3%>|N^iT?l|x$VSAUJ9P^ zFYLoaOd9Ng<_?J3$j7)Wd2lTgJdFsu5XNB#uQ1?3aRaMVn-j3YgjsAF>TVYKi9qk6 zDu+j@Y>E9#Vzrnpj$y?>s4C2=M$SA{LR<$COhQu@;;#+N08EM{aVj176f*#<#qK4{ zwL}7qwF^nHDWv4_I;r@Y7M;wzBWIaY6G0F?MvxRTtPD$f2|DQFAYJBVkm9$fE(@AX zrYyFJUU*FK<|5l9y`lV3vF|ct2Nj2KKgU6$I01xKkY^()R^&3A^6?z~$%0W*iVnm|ml&vLTM6esy%)gYjOjldhHH*&Fk`-g8Q%oqT7CPk@42Da)u z0^(UJYmHRLgZ;)O!`d-NQJhRdzHfiPUxz@MykmEZGUpR z`rPd-2fBUg4gjm2bW75edM+r<Kn46dWi zU;r(zO76Z6E4~c5I&KiYwnKJD*Ul4&y$xg)CV~V(Kc|<&fch7nrXanp{151(xYCDnF^o`^h@cFJ41l6;yV>7p$^FEQP_p9 zAX-q|vhjAYPI1)1`Ps57M|KfM#+^fFY2#P}G_BVYl8=W0wXR}AWX{(pMos!-A_LWc zLkAJbrpYo1RnaGCjDfj4v*T?`SDO}M`;8m&qNZF#mnHjnz)2cTzVlh&33QGxOcO0qoa=sSI zSRIohc!af?mSEt95L~L21#89quV@4?*>4uaFyp~0MOXfav)0s66-S$q73{E2rW3ml zZ~4f~V2*EJU%SR&dVLzOQ>jt-it7L>QNLsEakOvG`CdBa^P&vDU(N7ps~5H!gX>_2 zAi=Or_TmlN!ABMTa`~DUsP?8uZjjzl=Bb6wj7$_B* z!B(=?piX9A1s}`h{{Zj%!;VRPQvOh*B*kP}{DgcW6{zaYQqKWr41dH#9J8-f2G(iA z0fjJAPf_QA{Qm$4v#8Z&Kl~27cW(*?5%34p)y|RuMS_@T_Pu6r7P|hh@fj-m8#2el z9~DcjhbO_uzGY;vKn*T(fTw-Vg_+Ux0YGeD;sSab>6cEk8beA>0^< zSc{J3b;pA9iDAp&jmCjCMUG8w;+V-_i~PbE6f^(`G+|Kk1h1dqo5MAUA4B)0z4(2A z{jgW8oR9uf749sNu$!ey$nIuFQxa=Gwe1P>6aaz*(P6SY;Q<{Ur|@2_Zov|{lgUY?FGO6j?!DCI>}O*n?agVq_a9;AFvFztCy8mD-XLD z3WnCzpt5%B!~X!^_w!;PxJjriRg0)dCl9>5llEQ(IKTYa_fjuq>3((kCpc}8U4l4b ze`nHGz^G3sYx!kIe3vKVU&d1$yQa!D)q-n=Y^Yf9lr4|Phs(%!L*y2xbzWlvP)sf# z4d3Kp3Va>djXnPW&X2!5xpZg+swiiQsMSB*`0^;er5-YoIc=3#A1~2#J5IMoaY|UA`ikXXOexieC=LXMjP3378TO(>uDvM@sYd^N@ z#ei|(pO5wMXC~PrBIo3OykcBD!Zy+B8*ZuCT7vLkXX_Jb^Z*b)meK<;yerevq`Ren0Q=9iIl-y5a2~WU%^{B0C$Y+y+$&plx93etb@9 zMzktebC7~p2+l;B5qRNuXJ!7G(OdI zLI7N8Sq`-S01O3mqF9E;1-<}*MIA&dgje#UwXgC#8Tkl2{`vFZMie?RZ?(1W1I(34 z>EAJ;M(zk-c$T!9+6Ny^p2x=g$5ovpsWT&){V#tLo?9M=+!&Y1qM_frps$#q{{RkK zLCsyg3`rSBpgn@uSJVa=btk8IvNG8=NN5Kje$>0}D(+R1>d>0vGKW2Y2C{ME@P_{YZPY0T z{u7#n34!B=58;LImUhL(ZBPbYCQXnFvyO>nQeEh8RRQ%L=bojQlzt) zA&HT>I4Q<*dPXyok}ag2>0{9xu~6xJgyJm<4a@$;EAZmPmXUb#%rFp|6c$#kd4lF2 z<^KSvDJw?u5m#J5M(vx8F$~L%O-8K&;*z?3 z=}@xzW=?#k<~a4tA69?lZ`9DSzUdPR?GoI2Wh4N%TMwj4w|GK+2h~L(6)W7UD=7Po zOM>iZ46%U>6$o+RRaHvZ(Qn{^HVq@hs?C&3>tABZ_Ix#be^|%E;F`oG#WF3InAQ1! z#jRRW<}a063I_iG6z07|qLOr%=uM2Rp5fp6=19J7rn}%r*k553$JW1Vzu^P{GUz%w z(ZE6Z#A9g_BMo9gHhl~Ca3z%uc@dEGwH@kpkHN*QS`x_>=0L!<4rYTiO~%WLaMBoK zblipj>$1+jQN+r?btQ==4rQ`lAqWK(8eqh@C*^RZ+Q)L_CX8JoP_$fkAFUnO1sLaL z>OA9!MHrR1SYS|#4D+ez8<#dQ(2gW9JA|^#x>OmyiFCi9+eEGY(cD;OnI+UJO2r&6 zsn^2~YVBHLopEZ)3k&wmQ{w?FH|Jpm^yMPsZ58`<#a{&wc%$?YGIZ>;+;G$SZCKNX zJKv$ z$r4_EoM-2Dq&TYiq?XHW4K%eBVBfK(SYov-C4-z`_g>)Fh%Fg{Tg#NgBx{?RvWQqb z7>#}_Q<9Y|r(#4r(@<~kB9)8qP2@3Oj zu*=ae8^LLW2k;n{5vEqG{z?p@Wr~?rp&UfDElkTp7?Hs;xrBP0^v$>wDS|SxDSe^4 z;7j{0)V%FW7x?ESzTz(vYz17@%~0mclHQxPn#?pa8B3bZq$K{{W^-Ge>oK%o05$TSRwp z8_A?TZCB*lKwW~Hci~cxdoJ=5qJEdoQOR(kC`xS9=uJ8vaY|bduiDK@2N2W1EQMM? z?^e_Oh`YZ!zCV<{%CsgclG+`Rk**biKP_O^M77b-M(DoVy8#9cs}UBgsIW`!uTdas zEd*jH)~x+I_j&q)ZB@qKcNs8X{-3bc4$ELLTjr+9a*tzHIkU2u zaAmF{7m^Coh}P|Me2N6|$ASVINqFlkXZS)`jeH~}vR$tm6kXi>MNY&J&}DVVsD z*!x@VWH8SVUH6-`G198~+Nq5gaxsd@!a1V#I{=(;tdWF({-yIAr+XM(j4^FUeGU>S z@@+Z7zIcRxD{~WcKMEmAb0>dI9$+GRt_ETq;$!m_sp(4cs+fb4-(_g1$)O9o@h`G@ zya*yHeD`gumyH~5f*~JkHoyDORLjU#T^m$^&in*JAD5jr5QoemJFcvw94Hw1)Tp z0IzvxJcIqf0leSxZlv-AkuSA7h!~7>jwgW&FoQv2vO7E<*YZ8J0e>V*eV?N_o`|9F zg;C|+k77edNMizh zAC?3B$G-^&`3k-)Vfg@F$C26j`SZW`m;JZ?+t2gjFCox#jB~75ah5)DJ@|DKG5v#n zent%SoVBJfz zjBomsY)ygfm*21ufw^auKhzCs&<*SgYq#Q=+}2ZcpP%5clhFw$c0Ps0p0+|kqH7ZG+APi2$R>pLTf>UHD@| zb;)-NZsfS4KF?z_KTMc#iC!#dzY1S7BRJ(=049|h^KCaGww)QhEZA0fl)QcO*Fk_=%G2elYutsl} z^1q~8*nZ5*-~Jc6thO!F<_6&Sx_LBibsd-xw9ez7pEGtM#>L0rpT#wXyB~xW<sF-@TvKa>aF<>MXZ6p_~+m(jl+>Pwq;rR-p zPT)CW(_@NvuY~4q7+~ASAVtq?86eNcDZwtJFH23t2r}Z?ZS31FOg1BJmmK(wbdl7W z7MW(@A%)yA#hlrj#e)t{CM}3`x2=Z!I+-20f2q8JJvN>(;(P&lZL$w7o1g8c>>=X? zGS*YN}?HnA;+`4XmoA85 zvn(5z2uGhSTQ5|HE*-y&x5&LIbZvDc<$n#a6Cl}f6W@{V?T=X8jq1S4ax_mQ5pyM^ z2a|>kzHQ?as2?w4Z)7aCK{fX29X+;8#h2Bk!s@s1lAwfTEryu9a}Q5X^M8cEag#Pt z{-Uc%GeL}@SU}+bVPNH-S92L6<>o;=nf%T23AYxP&(z4fdSgD(DqkS>fnJ08WY`W(4t%6)7a{AQ{o%*K+sry8}E zZP#qI`!2;3>L6@^(n9h*_<{Zp{$VYRe!^Pu`Tqcq`uMS*bys5tU*~zBKR&3_=fl#+ zPFUW{jvp8Pi?1wfGl!NcEdKx`{{SI4S*efie^Uz`*fXX=Igzp4k=5*@*%A$tEoRF3 zI3!DvGg*c)9Fs$Jw&LbOL5+x;l3$WWq~nE*HdFN2AlV)kn0!z+V;pTev4h|L0Ds6A zR%Z5anSmmv$vr{g3K5WWVeq%=4&;1ZY^2PcbU*~Qjz_`j6QcDVOgi`*&{;P1fB(b) zArS!q0RaI30{{X80RR91000315g{=UK~Z6GAc2vg|Jncu0RjO5KM+eEOsVCqmK;L> z#f=6s6TW=Nqj@g;6Rj`D<5B}H*!@#&X?e?S1?oqEYlDkVA{6uP-GAbnxHg+V^(?*9 zi&d<+c0;>=Bz?2eTE4dQ5n&-=&OMaH-;aHXh~XcE{C&Z*!#j9?Z@^^59d;ciCx`C- zs`+!ItUjb)*pSjp%zrN*;m7p1{JzCKU-({Hu7bz12zW59C6@b=*<=BTkHTE|`+y#E zx1aX>s6`!P5Xi{>NC)%e0N>L80Ldmtehm7&e0|;~xwhZzk{!l(*9hx9S)?Q<7;{hz znJ3wASqlr^2lERY%1$nZ%@18-861PjmXf?NscX2kcgUq$rx=&}*%Bp1tVn6*Ld z36Fhe?U3WnNSrbyK-q*f#(nLMUiN#*sE*$A;4Jr$jzfDb_pH98e7}2nKSb~9Bv=;L z2<%}zWRGC8Z_Sm))$I7oIEm%x$eajcz9v~d=f4E)md~-TCmfk;;{oh+LCwpaTuv|x zAdshxp!V+Vq6flH21{1Q+^3|bE~Mjz7So2~ur(M75=eIQ*pJ0bv;10IlkOou!-vAc zZx~kjt_m_~#X2xKqd}fDi%?r9mw+VwKvn+r>GU@n)Y>76@bk97L z*x3nTgzi`!j%Bgnk>1EVdZlCK<5|W;jYYnyt2(EZe&& znF7Z>uw|(j1MbHc^lJ@qi8`FOjFFv__4481oAi|3yX03d19_I&v3BFzHp@TMA1wZ( z9>|g`sKMF8C2}Bb{4h>L8M55@XntPpjrhl-1@3`8zX;a0IU)|o(PUU5AoFH)?3}kG zk&a)&FHn~03wKlC_#q_bPN;2-v_14%M>|D8SG#3d`vi89EEW@q%S)Rz5c3%?dX$doo zudd2lJ&@zKCRs<-_b`RQagxd=fN-{pZ`+N81Pa8xaq?N?V8VADjpHrT#HMW*jp|3@ zItDqsM%T$tAw7a>HplAhJNb0ZBQq`za&cF{rf?hTTa^Gu%9rnqVk)+{oWYc~kLca?#1o5oPD%nt6^RGUOQOibTmw{@? zLSTn4a>ymi8($Ef$?@=G!ey<<20}{X719PG;7c8!rJXXw7a&9-tMlMrXeWBbb(jy} zOQnGg*`eE1&e@ZqmJXI&T980mm96{+3;CCV11)@mwazfR?M8sINoe*=?Lc4I`v{o6pgs0nYnH?A*?NeE^5q895$7%Ci7w^I z8`i_fVVo_#q~^^#D)}V&E%hPHxY=WwxaxnX&WHNB>g|JOe^woL{ajavepY;6^iRb}f))g2*N_ zXmznEgdxdroR%>;A;tR3HJ{)E&zGHI#_UG@lrbdGWQVpF)Ll4&@U>&^3@|&1!3n}4 zj@VlTtjIEMCE@uUg7J+G&z~N30~_nQ8x7y{9==(_;~xtnem?#{;Px%>w)eJ^kZZ5O z;(g2N&FrA<&2Q(wmg=kq&&WjJ>kbIQ%x-(LUPo9X<-a;^UW5j`vUUpL7vL5k!HpnI zVlfaw+=+uYHjcK~$sdN=E<$7A*g`)Gorigsi4UkgzB1ZJ+gq|e$cK3@6N^$$VCLz` z=+6btSs85dOvV69zHXRdA2Q)fJJ}h_dGR)dqafw~!~iD{0RRI40s;a80s{d70RR91 z0RRypF+ovbae)w#p~11y@F3yw|Jncu0RaF3KM)&sHDL%b5owm?7!|4@QAA{B3ORmXZMr%g<(MDY*N3@ zks97H41Ccj6mzo$2Pkaiz~Bu*VuwA6>nVv03^`F4pl~r`5tf$nmS8z9BO>);ztup3 zR%$6*9vL;DC-Xb?z;unS$UE^pd^f^a*;iKsZrCLK%D8+|EGWHFT8{0#MyN?eexrbZ zEjRZq6srZZ*`0>jajL?p9+Jh1{9&rY!;pr?M;QkS-z$~}*%8vurjUW3I2C7vM}*ze zbr-_qDXGgi1_< z!SWRg_=8|J{SCC++sn!rZbrF=m{HKXF&Z!BE2LT*TYMPJ4NmRu;&0btilUfEs&SGGT!CnnIw z)>KY!ELtGQvpuA+5iCY7fG)K#&LZmw3tN%PqY)sgXsIlP!IfiB`6bHpa07mXSe4-x4(OCWrGpaBJ zSKnZT5Q2*S&?WLLJ_+g?`D97P#dnZsgfKuVJ)+R_;pmxQm=&?J4Yip*lbc=vEbRf| z6jI{1DOe;z%Tu3&9tPhlELCTKZm}O|jnvJEgtBUW4T;%e;scCxT1%n!|Bf*d= zH(ZL%mem?@Y@lk&YDPt{Aa0l~0Vg1-SDnGfz5oaBx zU(m^>0xiI&+bpP}D!vDM-%3{6!Ne>B1WwxE(L^TeS`Wjr_k3!$Jbioy96&;lt6pNU zd_59~R5fnhqT%G7KrEsWko+M(8(AzR*8`K^#9%wdvI+ZD=3Q82xOt05)06^@*Iayj z!?@Q$@{D!`6daPy;q?QKX5Z~B(fWx5m`Y#F?#}v@joY88c{7kT9&Qr32t#e5)8=q= z7{^{Izb4y?9xdORJVwn^lIEt|6oRC7bMNTWKGc5W21${Mq3;uYXxs-X$l$uK;Ku%xIm{{XLIK=$)7 zG#@NMVg{WoaY>Tj3b!A%jb=zyR-Wqq3ZC3wsE92AeGrhh<84vvsqfri1u8Hdb^`!z zE)6^bN(CeIPU^lh&CKZxd;E0T4i>S4pr{!`;x`ZbB&jkWetRr?RykAVM)ArMOKD2S z1_dHmo+E-;R-`n*gI?HqQE{?TfoN5#wdM^{Uuc9wf# zYt*8$v*5tCC`~(88L+a?H-l!yV;d+DSC=$fF8Kcd!vbrRIaBogpZsP1lq$x8=Yowb zm!P3E3kNUAFVx@s7{X(t9!;4f2goTp7r`ok-mI#hviLx=;p6X$Pzn-MvL}rhOf3yR z+Gra`0$BvZV6zpJ=t>VN=8?)1dH5xIIC4x~6vv^jWTzAsSr)kUPT&AX85mRvj4CLl zfE%Y}qK#(38vq(6BMjGG|iB{{ZxSem}<_;h13z zAeb&dQ(e5vW<3cyYQ);1TLo$9TRJ2X`@rmC>=biqw&ot0kc8WmtFr z0NBs@-X|ZM_B+es{94O+T~BZF2s?>Yt}MPX7`AZViKx{4eL1_~kijjeJ#2=y8kbb5bjp1z>K{EkINO{mDP_=`llvD(Agfu zB?ve+b@Ez!Q~7^}Y*5x}l@t^-?ZSc_vBdc^x~k7QR_Txa88dX+b8PTm#&0Px?=U*)CgKn!AmO|G~X zG{!Xz0*Ea|A_O0@e>mokm*)+gllfMW_A6`yy(JK?f1vp!XdDv^`5)7h>p@1+qZrc2M&; zUCJoXU%5av5zz~KQUN=A@hoYUP{G^gEKVe=Lj}XBP{0-Z;pl7}tyAg)4?xpMuyBB(* zQUo>C)ZY#wP>#M>-v0mq{lv2&fj}v)Rw83&Wx4_pa08J-GaFy9M(b1>8bvPWFcc98 zFT8;6gQEH3(Lw}+nDH@XGLi|*xCMGA$oxj9)OGqVT567H9HKNP+iPKh&I$sq@~=XP zLOzZ=aw0561=pVI5TP^Z7gE`_&~MDo1doWWz*Cw|6fR_Brq%@u2Aar9Tac+Ds1z-t ziSKx)jg8gtkEL2xfa&h~BeG&B(vwBq9#UT?X3zfNVCN}PykwZ()c*y2$Fca{J_ZxFj~s3HoZ64Ru?OkL7* zf^}p;pfvR!`-y2Q81mRT90QKT;S_9O8R(6LHkEnH>QRlIYlE~hf#eM%f?_!(QXT?} zqq6dWXGJykjsw|B1Te2ur<^fA!o;rAWo_c{=)h@r-$|qj7#D7`m0d0w7i_93yXG(& z?34fzt27hlH}D>Mj){aXgl_YO6kiZUusQ?;&&L%b(uDwmh>A*hr~oNJ)46?0Jr{l@ zu`Tdwjv2-0u{&J{++vhFn1c)2nFABZ*r9qbplVf;Fdxmxoxt@NY?F{cX72;_0b93p zRo%S&#$>q(%bQV0L!J`RJ%+IbQ9|m+i2dvFg7PF;Y-?=oA0&zjLv8Z-h*$!TEG9K= zFq#(KKSAg4T@P3JnvUV(F`&{EKm@pytF0_S{J=3{G%WzWh^^|@Rtj4hAzeo}aaWjk z)~ksFPS0YTMcJ~mIYhGvl#ZufRmGg$#A7b#6XQZIRl=^5A=bP&Vq)r4G-i$$mtqDk zU0tTY+Qs3}?N|-2kwVZOp$e6N6=1P+i)+13RP`A!7LA}A4eBnbqeevubR9>q5fX7F zO5%e#RA$y*2dFPi$5bs#vcJf0&EycX1Q16!8`1UVo`$i_a4e1|V(nA72gT1B1u8hNRTm z`G?>yK48Z(o368Z7%2fv$-ImkX?~?;O7ZSJsx9*dM7N{TSTv{jfZ(KKh4_HfMziQ3 z$_;Uo5I-;}{sLX6pQ%lN{SX1&`XFVw`axA!#0KSW&FxEvgGCMX4w?+7J2CDg>U{k- zoV8hHko04U)#-#?fjJidFrqY7sYC#=9HMlu0~?B#uypY38d2;abDW2X>)9sdFqGQv z;?^|uRlUK4F9Cc&piZbc_Z6J%Ra75bJ>=`F-A;dUcZ8AT`7+2Q7m#+__FOith<0Ca z@SQH0tQK`?a>5e$b(@8!EgKOKbSs!b?rOM>Jdo0&*3ml`^B!1_HB}2S@bJY@1?j;1 znba$qGH?!6(ExP;bb^b4z;zHP@!yCA7K`I~iuNZb+(9dd_$ZHik`)$T@i{|d45uS> zN-Ja3Emqh3M|JRlI1d-h2B^NEpbfqmdQEp7iCZwG=1^&3^rX;6`-9;9z&w#+%bu6a zAw!JvL_K-;V1lBA+zWL!+Qz9OHCkte80~48tUS=7Sm67Hw@+U(`V>{nyk)StiM|hN zpaf19*hKFt*=#CO*DK6GjQ# z&;c(s(8^9X(Sc073>*gO<#08&ig0*uytq6-&F2Z!V?zvr>|LwG zsns`Kk)3EkWz9~TDC~ePOX3osdm)u7J<9XxP^k(d2D(V~)~iuS?Udp45IZh9D5a=o z1w5l^DR#Ml5Neoo{KZA>Q>kZoXxI@+J1E6k$kDi-;RZ~so^aXN!a)?yiKf!({KHdi%Q(-YvordEmyX{7$ho8~h}u%! zd8pEbJ{IxZOLi!tpsVZIDGsUxAz3Uu+Z}%}JUNB3x`!3ymA#yOe9D3#*TP$(l-O1T zdJg2`#Rr*AM5n?rrC)X1>|UiSZ|KOwzLRjFF@1eeM<$Eg~78K?*YULO*Xi{pE9nY zZet&FtwWf}9s%5c{t!bV3m0>Lsn3XMK&0^qS&17G4X06g0i|3nt%CSEmpP?qmZ;Oc zqlIlC-IyY6@RyO95vglx1mtbp0s+c{49F{G1ggf70bD#}sc6y7^Yt%6@!>zX#*MtJ zTh_0SaSa##Jj4}t8doHwE5*vA(%bLib&YU&gi70hVk=~)SS|Au?Fh}?xXvPipW-#9 zSCak5(ptXf6^G2{{N+rRS$30hn2Ul9#&)GFY{a(W)N?GTCkgQhh$3p%#G2JW zvv$C2Hw14Iw}M>NEvmSMDL@`&ZpAAHm|%iOM5a~K%%9cZH{}(PRcIo#Kbd6(d=Mdm z&Sh$)2K$Z!u&d&BvZdS61Z?QkQ^50*mP*Uz<})uOnzNmN7oCD4SODvZMF=oDm>s+E z8LP3cBy$6D;EuIY0X$^587)MeLWM;Ym;zZ^Ru3Z{8QEDk3c7__j}K61KF;D7B0VY< z8s##g1C#@_y!Qe*<-TJsD1SLM?pK9A=K^Ix(g8tL2#P`x4N%W8 zB9vEg4J{3?xHAk=crzurivV@jBBm!Z3i1@mdH_ovdW&p_;Uh+$D0rJXr5=%VP(svHJ58tULpcxB{7dkM$Ti1QVV9z9Kps z_RF(;rg8imgZoBx0Npf#~hQYQn?RE1PimFnR#7aY@#$;f2|`x`{!q-C0YTOM30A zhKgcVczcvMA>4JX5K&qwge^-rAMRsR51|-nzK^*4%q1>0KA4%Sq0b=>)HkGk^PGjf= zgNcb?i309m87Wpp2Qi9=r!WEPK^;t-3qNqjJi@ZrL|S~rcFiXB8ZB2o4<%UmSQ#ejNUsq`5IoR7J5g*@~n4Y8KS$hikkws9$1TPaAl$tG(tFU$-%^W5Ngg}98RS=Ueqtv8p%;CW2QaZ(#V7&vml~UR%KU-RR?_X{7Q8{ zJ^ji$yyjh{N^UEwj?tY(_dI`cnpogCf-Rfo7Fj*bT5ReL+l+4N-c?1!E4XnEK-O49 z8+Qs9wE|bN4?&h$VbpsrD`nw4^X#PT}nzC z$~lcSX7-m5n%g4s?eyV|R=WZL9J^pvT2}i6qh;t$t%k4}G(Mw=b}Wa?0Or!!7AjTC zpP7jPdt8@-b1%2a6*Z%iiA?-nDlVYtsdF)7%PG7Ix2jjvO+=%z1TdKA68Jj9)Mj6@ zF@sYVDRK{%Bvp@yXau=XTq;wta!YBExII@=wl?tSN2r&z{*d&eCB{qO1+nH|sZ{gj z@i%tO9LKP=ivj>SzM+L0_=v~&o%QE9i4`8^KA@6VHJs$W64I;O<4_=(93bFb;-O)- zrr}y8*o9pPoJ$e1NKoQd>?@{4Il)zv$wjb0ZE=>7u+eb8fi0^nr2~=3G%`?M zh9FH_>dTF?2gw@UNG>RHwp~pQn5v6shGPzXks$mJ5uyjGfi@5BJ$0jxQmSvg=2z(O zJ1(xY=-~ITt>quUyAbTk$dy-eMCzUgjGem9wp86&M)G!ljLxu6@MP zE%DrZ$92Q&UL%J#Y34bB%2czGCxvk|SLzs{PjaT9VWry)qD3eX45R~2p^FJo?BAwc zpi$ydc_k$ZoFN-rq3tAUw@?K{1-b4N62M!pnANZ`D#)~z?v0+|;$l~ozG7&`*%@>t z((42$23!`UdtB5m>H|z3Ti8_qv^@KbKptCuCZVcj_D8kY){*;{P1m^i6c#=pI$^B3 zeMBMcDBlvD`CwPih|mEt)xIH3JML8JZ#gAEGr%!`pkOfhhXT`6Nn|@6Y_>5DjJ~3B zF%}D(&6Tqn1qTiF67rN5(dhV{6g=Ul%rg~LDCyyX=ZCn!j+?n*-l5 zhmUB=U7%JaSpla2wo@Y5Hug~uzXm$8r&kR$uFH=1C3vml++h{;1XiRaUyo2g7J2Z> z67ZG=8B>~jjD-Nj^DGVzq4O8G@OqYkRpuotCvou&F{ym_DA*cIigFgjzdy3T=%)k&iUPuKLH%=I=8g{P#08)w@dGGFOA$8!e za$0||VO=nbm)v$nbca1cgU@J0Xb+lk8orHFVFk;~aF6v-%7|}I{=zg;n|PHnRgH5r zFKJi|n`P`uE;M{beTBy`oQUB60Jav1GQ9j}c!YUAV-1a`K4QVs7!-4EQ%AOr;iW^M zCCNp-o+49Y%&Or-2q9``5FF9*)EjoLE(!&$FNl_(K4P_MQ#1@_&NXtMB&-jM^p=El z>FNLlf$G8$QN2Ksb-iu@a`%LEvLkKLtq^32!+~_ zb}%h}w8u7R^A+)c6CJ2$62pNn;yUT42**-GubEE$2tw9{8w2$WlvlQpl|Xq{ZVVL~ z#w;3Ld6g&xeaZ`b%k;l)r9pV`#%3BiJj38kVFp=)r)grYET+Vqumx*)h07K~xG|KE zafB7-HnpS?Yb|B2#8u5K)euW9DJm_Rh$|Dpe9YmdXlzzd#M#hS>44e~l5q5ArWN^U zOnwH8f;2UhG7z`T*SSmRq49jgtw0KSXSbRhh+6*~gIS2u(Gyedv9A4fJh>HU9 zw2;%p6>cG3ZX9JiJxBUxGq>m|_oLl18d66kr93R8#__#TW#BYj`>Ilh;?%Ar&X z<+zM@lj3kC+H~CC$v-jYOWko$#spTub(Zc=p%OBYPnZF9Lh>L%)(pLw^V({lqvb7m zguE{dEtmwXT7!2Yt)7_`R4o2s2rp`fK`@&}H)0*P9=Mf2b@u>ICez2v2qL^JEYW+e zrn_m1AsGioFC0PKahDcukwMG#F(EPtwT7n*i7GNE&SKI-u>ykf^A$$Bj?fXOgdkaU z0svDfve{OggqKQtlp^H_t-}Zk0>}mFs5n`u*-cykTnXwX8|YpkF9%1|ra5(KU5!9@ zsZ>J19D9#I3TuP)D^?D6t`d8C^Kz$o+%%f3S6@+vp-qA>?39wquzEl@Pn&?M9Dp{0 zqOgJ@;oo!JUZ540$7+DIS%NzikU;n)!^7qoy>C#lcQdWS7a*3HBCs}xX*vj3<^;gtSbQ&1rDL)0hT)t+ z3h+ay(DK}>9fGyuHL~6m99u|>LcU!XH0q7BkBA7TfEy`=hmN0_LZ$a9Rea0od}JU1 z7e1z#E5-i+QOy=i_Y7#wyV4ap4>Is->M&3l@dT`RJ|zuH^9hwxhs-(@S(r!5H~OiK zS{JBA3vlR;06`BZ!=UNS_xBw-5j~v2uGF;RTsBqX%wlSknnrkx>=VkMI9q&0z_*tY zhS58AOQfOU?fH(0-f9`xzATs4*7K9SHsaD>=^C2@sKKT8@fv~x$GD0Bbz3;|LlO!{ zkz&OkH@NY%0Pz~5YfU1I#JtMbt(mT|ml-&Xa|XIYxPfq#?(~RiFO+I&xF>aD65IC~ z{khkdn41NZ^u@JD%vkRjb2^Kfmi@(>CAyXYtQ;^@8c{q-7|~1ml>T0Q#L~Nmi?~9; zPHtR12EIv5Sx`V;{-S^ichn^VN`3r55tZf=-v^m@6Cy42fk+Cvd0#OdZxPtZAX$E4 z*+Iz#=e@F^X3cg-VN$IkTP?vacG5ZMfrSg3{{RTo0nvQMAUb<4Z17R>5Uo&xAA@+A zC=koZPVSn;l0B#9Qz?b6PZOKwf!SQdNW(Pw5h`pmphL`}UqS$2r-v{ug42hi=3ou& z)A0>aNh!gR>eS9Gge7R0JKL^y&GK^)3Oq&pAuIM3~Xm0FCeS%@(mW3{x-GC_sH7xqe8gXpOK zQsoSQHNT<@eydW*itUbBOvhuFiArOI*v}VD7$BYct53ttIa8^1k31*f=n95K1}Vghk;u?kkpljzHzqPzc{zS27FO!$d4Nod z;dyaNRB^$O992#8a}I&qFe~#Va{3=aw?nHu#`*$EK0UeWG~oS*FvgEHrC zkf68N;$v_J0n;y9<0;HH%^&6!D{v~Zw&iN$x3aOz1rTn~a}Q$C>!`5Pj^lE?MFV+I zlA#I>%Uvfd)N7(Bwx;O)#a)KWR9TA^$HZnf?pwo`w)6d*B zF_2@+q@OEXM1fO>h{-EZaY8H{A;Ce?&tf6BMU=QCS&F@Yd-<)4eKoEk*PEK^I{0?@ z`HT_;r}QA(+b*T|JhaP*rSMDM61oeJAM|Q12Iz@;BVZxob?DBM~LRdp-b{x6VmzWZnq2b6d~uiYj1yu zfkTx!VOr(9oyAy8g0e|WQU@3%on!WjMEvmDD8YL(f^6esb-cpO8yl|~N5bZ0-ogkQ z++G1190y^Y^;)fLDLCcV^$Q12AL^n=)m5Va>B;uBRZaHthgBs4OMA7W$1E`IjZa24A*c1maO+S?{C+Pz0+F2+fA@fM`nPbpR5|TL_!#;#DZUS5pH(3ufveg>f7)B1A_bLH$EV!b(@cc_bFUN7GZmRND z2y*CgC)?hjYK}ZZ&$uhFo)0pa#Ut)iv}JwD7RYRZ z0y#|C;Fp8kv6@&$%FiAmbWYQQHNYuT298x6PNM(|Z&0fg2wxuOCd{j64b8v8hB}pc zbb)X(t$0F7;Ow~L^(P1B2;n&F_=HjGb<{8g9C(-KCx=k$8n)&4C^ZIx^YH=ca2$uZ zMU-dE0fae+_-$TgsV&!{6pteOtO@nmNE{+nvi)7f7{vk1VSjdpL*OEoWGsOYK0#Hx z7<~Fy4_CqDhl@(tX3AT~m=&m7m;@zN?lC_*sd!xsFNkoB9-d*1g78a2rGx^@0qXSw z+;=N&2Bkw6DdN&8Mf}BEwHxsp3tNbHFVI+yOgT$hX%N3KR+$Z;!l3}Imaf&`;&B43 z*29?bP`*w{#}*o25EO&BQX~%#n4OBebp+|bykLluc< zySTnDp`K#S2&?8|9Rm@4l#r6w0Wd76_KMswzfkr02H&D8O6;>`Eu(e_{{UFeI*KeU zfMYCDyMXqY*DD(YKwEwhq!0N=P^REJH<$|b+)JTj;KVi*dm=7)8xsT#iq*G$N@XPa zk8~#9;^qF%4^XgyhSN8xCRqtIR*Xoe;GncUj9!9|Ft&Ezf;EL}4&}86PU5k}!^8q7 z8u^4cu8g9n0n7C(X&5aB zbmc3c(-|ZIJ=AEy8CXD`HFx4y4>?xfm`N?Zks*ekQId~RT3ml>DnoqTGRVzr z8n}h1K^EVHuoQHMe&DAA&ryh>)pACKWp&g?c6)(*w^Of}=!m{XRC2HnCe*K`!*b}` ztJJ54?HrEHGT5MUa~9mSs!&v}j8cu7DiXNeuHrDp3i}UMP<%xh9cL>lEa{m=S55aU z^8v`SlqpeSrO9Qht)Pm~D`g;sW`d#+psMi2z|&<>2LV-mF_^AXgr!)$7ZNCxiIT9C z@W%@)nhl#5H7?l1(v>P&w3<|Y2S@QLISAc8V`3s-m<@mqc3g}}WF z6tcb;QNMt~ZPVGo3bt2rjkFri+T;M1`A&9M5rX>RSQ1JbvKcH-GU1*gDxx$mQ4H2E z<#~Kh@`|$H16s(!fTe<8dc0i2E{87&`C@APvCAG<$}3R>qRt2&e9NnS^8*Kfh!2cM zulEIt8L`ofXQ|Y6tV;-3?iQ)p?2+ufit!UDA>}fMFsKy zmQYCmUpX&q%{k8CZZucYHHsMf^Bs2Y$n!GRUTlRC%3uSYCbPl+01@cAb}?eEF_`!m*-Pu(0Ih6$gRHwtD_YkQUqD5LPX~*S2X=#)@rq~`I7_`R5(FeM zM_BV0h`4-40?l^j<(Sj6g!dOxh7V9w)_LRRG0`g45J!eN=7hZ>W%2y5<>Fyxc6P_1SW|T}JB58!`H*uV(4d4Vd@vIV4z!=*IPPS2W%m7Y(BQ)4-7)rPY1ZEicw5yhT8bKTcst&C54DA z(XDYE+X^?gED|mghF?rI8|;9&PX!xzMOL_n&0 zj3h15)^!Pk6#~xmWC$g;?{O}mIJ(NjYda&^k*}ytcJAdumpQKB)QNJchYiG$skqCI z`%c42pxP`!VF5>o%bKtZ^GIKrt~Lr#uBWAlcsnN%fi3aWE-*RGivsz7SPhp4DHLv- zT0W)aeG87-WVkDnKdI11P=i%Kbq^w%Oame!NVr4ivN#6DqY*uodEvK0Qbiai2ZB8Y z;xs|RoxtVTs^I}~EyWxQn?$s)NEI5obCkLKTs-)4~ao=t0`c@TL2frG)}<) zGE!4j4x;yF39xlqI*e>;mA`bV9vWbbn?kpa=OSt7>0M||+4bw(7CE8*i zz1_}2Ex6lZtK4p=^0AOC`GG~BT+GXE#}El1>bs9J;1l{s46Rrwz-_}^6n-K%vDrgi zB;Cy{R%|-=N{3^bBqk|!MuW^gh`moxnbQevHVGSY8Yt!^@w=00#Y^MdI&rdY3)tF0 zgy*Pg@xt{bnZ%V~Qz}|`L9?}%r-))4y+O5XV5LGRTjm`R7ho-tfNxQk5MVooTGU2@ z=NCw=I*&t!1s(|EE<@&O10NFge4!1sX$fFL;dz1^{as)|2)0d7hKh{{H8vFA@fRbP z4!a+#O-=DsdhZJVuh8dt;gfmlQCX5tt4NBtnJO+Oim5)yV3i zX|(UuCwmzL^0$d$om5AEaHbw0KX36AH+Pjq;)df2Ds|!|g2M2N3_+tc?k7!YEM-D8 z&|R@Hdsu8PiP2z#^U5Obh35*FybaikfUtTEm&CW%hN2oTh+GmshVJ|kSU z%(@E;jsS<;K<{xE$|+eXW}pJBoD8VP1ZBum3W3~Oh2*&jr03m;8g4#r1EL5wgdDFJ z91y(8#YCd>k~$Ktj%6m1ZCb_+Il~`t45SBQ2fW5536zm4KWe>Oy5O=b{mpriJ`X zG?|A|!domQIF;9^{Nn+=L-Q=9cK}wIkfoX8Xew$YukkK$0w>%EC@Vf8vxxbRN;>KX zD8JNgKS+mlAFxJb#VT8XBEM09qv;@rYshd<5~mPbf>m~Vg%~MiSp*BK7gYjDP=MiJUD29f~M_{Yqh)F6JB}hh@wtMjeiacT2oJLCK zd#xk&HP|Dl-ZPm@Go|^cHX&f0F&MUjp@29D{V!|p>M?s<`GQd$mj&<4RbU$Iu2!jB zQ_QjCU0o0Og3J#cr(~>8GTlXP+P>Lld^)6k!qyF06SxgM9^g|*N)l|7MubLgq$Y=RC22-!5Z4e z2Z(Bh_QnQ#6>-eT+KT44q=u!Z+{lE#3~!P>#W#0epn6vh!$C#$9XEq*p@$z(yn(P4 z0~r{PISB4v47us4a8hH|qCRX?E-;TE0PHI%6w`(fgssj|7_b^b zaB=>Lb_YTLd1JRE&=)lY#-f*t=H@^;ub2pzg*@jlD;_1EC;(bpfn~dp@Cu5wYa6db zN5thq=sca5;vQ7)wh40KgJQJ6!U49$gh5e6YemaMySyUj{#u$>Z~pEy0Q@n0MOv*# zrpV-41s+j-Y%rI!XqVMs5bM-x&|E3w3!D+Fw}_C`K$e3I6kaD4X_AJQR4`p_u&VYy z*n<{l#+q|ZQf+lhF^{jqhfWoh-q6o#e}!v%9a zcRlW=Py*-zAC9C0oRw>mq{u{a-S)_;z88fdOA8u2w1M*E?((Vi6deT3P>uG>m8?q! z7$)z3TCIpGT?E0o$~nNL9^ZC(Tda>a>$>pA*~2TY0cg+%h@Sh~YxbgiO=8>>YXBg(C|sViY6)bv7HST< z*px+Z5a^j8*#{C3I4-TVSh;GJ_-Y`;I90ZVt&B>LQhxIezML9Xi@em&V}ALPgVk4M zAj=}!5d-pWH`2tGB6N&oy7xLaV-X(8-?A{~FkxQ=WB?VE6!PcTSi-5x1O!_g4E(LW z?%-RSudJ#o(NJxoC>m9y9S#J$5hKdQ^E+s!oy9^XY{$(rBCkD!ZA1lFZeZTSy0^H9 zvQ(>x6c84Xf#(aS!}v6W9udnj9k;F!&m71 zYy*Q7OO?xW41CVdAr)1 zj-j3UOT=`j1*L0Mfa<{hBbN1qJs*k~eq@+IRKYo0LX8r; z;nn(3=AqOa2S5ZnI{>(ARUlt!(GUm-;yuD4h~@^KsUK33ZFbTA2w|RXEN&l?EWs=h z>Hw}F#V`xRqPUx6Vm={j+!59#H^f0tPd|e~Q8LJ)06LeWMA4k$0?`B4fpUXhYL!Oz zlsC|uBRx?dvXaHox%&)HAQM=tvXDh{b_ac;fRm=GR@Pl5{mmnX*!>W;b!F850GsFk z0FB}>s$_Rok{8%-WAKj9Lcq?{64sV5J)HFsVPlENh|))b)}AFbD)75kEf~#Q8=;t; zfkZ@68SH6J+ep0fusO|?QM>}su@j~?w=d8UwN6^=80+C=!Y<%zbx-_{*Sz1S{IFtZ*;nv?|HP)&40ZwDFA)v;gs!w%kw!nB@D8O#bPS|?Et>Uul zBZN+?%0+ygzzxDqABe0>*;M}k`9dP2tduQtxvd94teoX6{yT~gB_eUF@K+`QB*ARa zcnTKo1bE13^FbGZK9eW^09BURl8H7-P~JHu_~7sh`~Lu0lzJ$#TF}p99kD!efTziR z;gSG}*%7rrC@zPl5yq`dRh&o=Q(F*?!RRM%7DundvB<3zYP+FT+^HpS6aWxg1p{_VXv)8Ez!COD z$3!b*`DuM3wt1XT5k*Wnp<<0A$pjyuTUfLj4uA|LnlZph&thQe-hU^dCj@4pIs?=G zrc@qI0Sp)lK`lm#*|d#MjW6@kP4iR z+FvV!dTE~1{w%1f{IpLfwQRHev8%o3q1i;?O*?^4=%CjFMwX*B!=_U*2Z=#A{yAV3lSSg& zs;-OzTFhPXKCf*e?W<$DA``-3ZY?!^S&WCM7VGT~)L9M0NYbhU)o}(pt(hEM^oDC} z>LHN2+0tEGSIa6w@;ayLzfrGkTm*4(Lb&GUV920f5iG8;(N4f4%x|TQVC4w~{2Il_ z3;aWBE0q!pG{w>)LsphUKs1Qfj0H)amo8h!hjpNsBR`(9sNGYI;fOsdtvCQxV^>Ea z9XOCOtOAw{9uLNWh>eNn2L|&D;NV|qxpW4OBKjU7`2bw7P{DK6NOmpp(d{2_>IRjf z&om*);FqYqN(*2Jj!ti?h$xp8i6~H3j#d|g&prW0_kdkOh?Q?30;+2RqwINzL@h{= zMtfuNgJJN>0083o?4+?23f)7pIhRB=ZIl;qr4U>riQ&?+nI*>m03AtcbxoFrz;LNGt0UprK-dWT#80;{~e(B<8`2sO|g%qrZK2z>NSp2$)bB8M?Fr z(zU9^=7t5D4Lb$ZIg-J+TOkxWJ!`$XA{npqegt~Jk!J`lc{bvyyTt#;q2~jNAAj%6x?`8n(srMeT$^IbI*E8>Gv~^bn5cKo74h=)H_$(@!NN|*= zTCJCp7t34dl@8U~H|hasSc!O%DcBJCEG=-W1|mlVU^+Us$IiUm!&R{X6O=&|$Ao|^ z;21T`W{|59fL`Sd+gi#B)S{IkYv*^kyN(prxTCdLZ5Uv(Gg4TsYP&8^5+w)`LeyQ2 zw{ubNmP-umAg~caSezjay=+)3ZeCY=h6~xT1RA^|iHWRmS97Apal9IZs@NLe`8}mc6&!&K}xNw0TpJH%D{;8O^4?vRKYNX)ix;N<fCALspK@IwP4BdgDN}i=ph07G$00kN+7&AQTl`6Np+zJpC+8VP6 zZxQEt_K&3KCl+G?c&^D?EOx50wg_BjKUio3K^oB`qKo7^%#DYKm>e#x)nSA-Ft9Sj zCD5ZSMMYAfk_-(s&@JCzP?7pR{{WRH@SwC>(F8gG@-z`TRnb5arm>!axiHeE@pTAZ z0e;I+3q`G16_Nu@hrRPFg2)|24&m@h0OI(# z&cZsrVSDu{-)D(uJm(aGfi>=;vf2?@$w-H7EoMP}EGHnpG&c%^Uii309fW)q23$bn ztYpQkKNXD^@i@gDy4;+!L{Z8=jQqMW)sO3MJO54h=~ zA1P_C$N?CK&BOq|I9F8h4iSEGd*B8kdWV zS5VPz;P~_>PcUm5LqVGsZbf1`AbGybLZ*&A%6V6w5R)ZqWDOdg7wTK^4st7o9iMG@ z^$gOV^JeGHe^A0SDqcM$xL^MOWmJ~JNM&qv?-JN}xl<0Hoj76&yCvGF{u%}jlDLb? zq3xR*2vt~?3B(>HTxz1Bu(5GGfubJzq^ND}t*GdDKePoWB)Xtl%jz8 Date: Thu, 30 Apr 2020 22:24:32 +0200 Subject: [PATCH 12/16] scree plot --- notes/03_kernel-pca/5_apply.tex | 5 +++++ notes/03_kernel-pca/img/screeplot_kpca_rbf.pdf | Bin 0 -> 11592 bytes 2 files changed, 5 insertions(+) create mode 100644 notes/03_kernel-pca/img/screeplot_kpca_rbf.pdf diff --git a/notes/03_kernel-pca/5_apply.tex b/notes/03_kernel-pca/5_apply.tex index 9bb94aa..472d57d 100644 --- a/notes/03_kernel-pca/5_apply.tex +++ b/notes/03_kernel-pca/5_apply.tex @@ -10,6 +10,11 @@ \subsection{Applying Kernel PCA} \includegraphics[height=5cm]{img/contourplot_kpca_rbf} \captionof{figure}{Projections onto individual PCs} \end{center} +\svspace{-0.8cm} +\begin{center} + \includegraphics[height=3.2cm]{img/screeplot_kpca_rbf.pdf} + \captionof{figure}{Scree plot} +\end{center} \end{frame} diff --git a/notes/03_kernel-pca/img/screeplot_kpca_rbf.pdf b/notes/03_kernel-pca/img/screeplot_kpca_rbf.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0e3a47b5964ed57334951f3715b25e976e86351c GIT binary patch literal 11592 zcmb_?2{e@7`#2#C*_V`jUSx~RK8$_e_r37RVC)Tzv6Q70O3`8`k!1fUTZNReMYfU_ zX;ac-NvUY{yYEOL=X;$0`Oi6b?tSlj?{lB+KF@RC`$$>o8Ei!>;t*2*J%Y*`5NHSm z1-kno)YKrP70H_%3}HZz4TQAY9YltZx+EGYAkZ7q&_IwWp722BMHBSHX@<5m5{(Su z<|i2hQfLr%zHLRK(a2N^gohsyNGocfhb@@~IfHfd3;=v`I1NG??*wb={Hk?-)y9x3 zgtYY`dHPbkA;SE0CrfufvIh-Pq67bf4jKhI76{O$Py%VeUfG6TS07GhE zNDu^*scQ=%^~j;V9%LIsurzqGqmn4WK_n`f;<0;y^7-*#A*4Ck)0dX$iaajR1d&Lm`}gi2y=E34`GxRa5nG_0BnMg1_6MNdSs74 zPr!CFGR2$b1EFE**uWEmX;d<4Cn7wj&8dqbsl?OR=Qx!qs#A0F@#b%Jy)9Z6gL+zA z+FbFDH4VG(A6(w5+-)?Ru1qkS?Dz{lY__ycARMSUJnVRp&J+k*RnN{^ItjuqB z^E_iVU+z7q_H~N) zYTXvk7be+l*dja!N!DjB%eN zRJs2dK2lyLm3}rebDBF<%d(`rSGOCz({9fiO?J)Zg0gb%@1xeCQ%X~6x0LI}lrw&I zY3W(}lk(!!<0YE%T7uL?+Y6>b>Yl`w=gB_H=y`SB#H^4+Xm<+pt18w0HhO2O2l@2Q zCDJrc^dr%NnVR)RQql@3eaT|Z*G<^$2K=r0A(`4nvm>SMy4jWa8s zH)VG|dt0RaWVZLsf$L;^`HNhlr(j+TH{LSgTHUJ`*sptZdOC_f87VRPKTyU}Sz_hH z&WtBbB&xLE?pSxhLrtD*Tid}S$N6)l8Z{cVUv(8UY}0C9|CIMIUM##)EQ%a-i!XPS zVEHXWNd0ruo{PqpOdeYCPS!qs9KglXn;Uc2NGA8@wvU`f_S| z$T=nJK;2i;x0gRD-^O}E>LS#y6ijD`wgk$&)6ad~Wg>o=X}alvZ44TPQ(my$XxNyp#_(XUm?c&RZ>>sYL9>lTAzUHsXkeZ<_PojD zQ-jJBFA^g=`z!Sahgvh%_iuW6IB?r3FOg`OBaO4$E?tz+!;ox~@eZR_=mzaA`U z`;02B(bX+;$Nk2dvIOPcqd8tEHgwXM4{?)MHmkb$eO5`zIIhc{)Ax#V+5MUAKW+8D zbTpiNc~9=-_EP7MiRuYmyor!8>oFQseJy_%vJ%L%#0li8XsEbknFUC9ORZZP&!xv-#5x&094Z zd$Un?hAVIpb~meG7@B}z!Z7_~s(ei1oVpPf`I7tgUfWGbIecaB#x7Ok4GM`;nrGxy zKHqHd@VMFTUt1;9EHr7OvaYx^@%-UpZ`adZB#dpKOOK0NS!D;sqU!7V$ovoEqp|1h zbJsU#n6a-zrK#2*{Pfj2Cp~iWWsd!CQ@xCQ_N|V!mmts=FEz(Xg>O=zHbF;7yI`A<(IH1+!AWllU0*jP=MM~ z`-M9aXH!O|J!R5neokm$Ivw^ICosq&L$a!i)F5AJ_PN``!|tjt!ye@JbYHumhve^) z>&usKeWd@TIxDH6TBWV51$D~#V@b}Dc=MF(S6fU)E^*|xTu6A89@WaNgezeUNiuC- z_xP^QHbhTQ$eijG!@)4Tn(#@xw*$h*gslZfzld9&Irzrpd8C@GxJv}eK!|U|_O{m1 z8kdR>|LT0^y0oFXS=-O}RgH|=gOELziWK1<9&XQiyIBkC@rhg5tK%l@>Uw7nAZg$ZfKmBjE7H z5+nRlIfMOm&a*#rBYu2mDzdZ9`u#WCOi(o+m>*{-y@oTQ8998+fzW^?|=4$1fx4eF+&tGXY5|d(%8&=TNO?K}-ooYRUx^VR4uIdwp zA-6gQbBJ5B1}BRr%p$p+q_eDF%AItl4yXOcx11kOPNaX3xGW+r^ z2h`iy?p2neoyd+_JEwey#|66Y<7D}{8MZ!)VHv(EI`>|<rw_)aC6{gLf1h}E z%K5r$0?EqRd5AgO>lV-8lM_k2*ooUBySDNAYpTB~u*O`l7U4Gcj(q5jlfbH*i zd{fuEPe;aW^Qdv=t02kY+#zia^v7N2(=7vLGUXgjOtGlmWMsPX<4JN-U&J$oM3jZ%N)VV;_v_UREg$tOGgCO9!u@+E{PQ! z2;Eb1vCm`EKv?d#uiqIJ8S+I|*beZCZ8c5`gHu{!JpV{?QiglXmOF%mozA z3HD$+CLENiRcfGsa4G)h?F@R%gTlvq+zJw_(vG)L#Yzy#EZg1gzu9PgWWRjsJ$Ble zd#w%K&&pqY4pq`cet1^W5FW)jW?I?&x-dc^@|?~;-5o9`;R&trC8Q1JlE*uXh&)ocpF*Z9De<$J+(}C*u zyAJdlfBU>^4@3EnJ!>Cx_lrt6t$-nXyj~54Sgi6A3G3UKQrl2$L$3r}K-}j2V!F}7 z@y(A*X+bKF)jo2vv18Q9Mn#VZ>7KD8q8|z!JrCVIo@a1Wua)PiT>iClAL<*^TU|OR z2`2CJH)&=RDq(ug-733eSWGx#fR~qi1?k4_ad_Q5X+7lGG8QWSM#Wa>V35L`E=zT4 z$W6Ia=AGJ4A4t9q6jI}Tw68t0xVy#*J^G_#=4&sYrV~WVj#JfS0H2Ur&}Ao)g_3WPih^_ zz4}PfaPF&>%GrO&SqG<`y5EVX&`a8j$5@$3B4aH>XRYAN6>wQ?c)!dou82!I zkAtGHnF4F~n%n6?2#MUa40%zU7gktw^&v8Pscs%O(lWU zuf+z%8*J~TN33V-YE>&d>SUfCQO6R4`*8Ua z`}$bH(L(XnbVQc%irh0k$ZEsfA3)(l;q$3#qETr-79W41g$Ao`!^$m7ZCF^b$_z-pB+9An+eZ2XW6OugO>!AM3 zWR{JFwEf|C3oPt?xxU9TX4*H3g*Ih%g=|vQ|F-J>#<;kYi?A-{NJPNXGh^SNH!`MC{ z#UEtOYk8Sy<8P+Y9p`p9fd%8qE{;eP&IA5JD zK;xG>V*TUwyt-&My)^mxT}fG8h*#Pj->#c&d#8OIu_@}!__s1s z=C5b-)M`s#JD)z!ks76SLHU%i6*}s?drU!2=w6AO_0Kd!4721Ucezs#<1-=*URNFK z+F!6dW>ng}0+p+dAD4YZ*lI&Ox*5&c^#c*@#xVBbeXf|8*HEo9ce<}(nn3!23E$qX5z{dR#~UxcKp;F*)$w!OcLo*KzFYAqW+z$C zpX7buYKjiPW1MI75BCW4jx}d}3d_Wl_o(hp=P$I-pB0I?$h_{7t6d93H5h?g3}ryxiA%ZiCQJ zLq7v`mhZ$0xU4pw!lIXM13ZXUz&03avJHyq&1{OwrB(Y)HdVyR$X9OF(osZi>o<)a zkQyp%8FBn)Myg6jn#}*7JsayqC5jn63HMXE8E@5(9k$uT{cH85&II zc`W3F!dX)o)}9~U5uR#s;F{`2%oE;}6B~FoU(Yr@Vs4bGZv0*T<)^c0I9jx{eDIeD zYN>!AzF-wnuiuc}%y`hkV>6<^avyID@k-_4E2A7lp=*c8r?M3| zclt*eA7(lc3H-^9QV$C`Pgs3Xi?eI;?rOYxFNYU0O+%!lB;SzY_{o{^L{apW zhri}A$uRXjZuW_>e2iTJ{008oR4%t7aH@>h?7_&bh!libz5pCJ8j~K z#N?T4e8$~5?yf3dxix4CB~64EUFVOQd^M8yH+vXXVC>s1k#a6WKTs(!O1(~NTJh%I ze|sQp+k3LUk+;fDdB|pqkmJHcvpI1$L=SfJs~yDhrGAW(jox7@-5`5HlWSf6-W_5E zi8*Tn8G~=nD#L!R|VW6w2xyA9=PJbXb- zL%Kh5#z&N%^w-z4eVqL_xVjM~==6T{!p7s~7iN`^&u7(NjD7jeR8r_Hv;qTH8(yN7 zmIl)1$IZEP#CZ~95kUT>&Xo$OIS%P8k(h?yKLzuJ2{b)%BkFT!Y8T++2cwI z-7{?MeG;ELsJ}b%@5C3z>z`G>tw8f?BRQp|Mhc%;#S0=irih|jYy>B_cPXa&;KN0v z1ru@;cgC6P+t)ShmkbIi{eD~0wO&p?!=rcq@UF5QMrZ@|63G`&Zdlgu2omCp`WqkI zY9lxdxOZL>;#+mC1Fq|`H$tdHU`>o?uEUj(IscuvR7t#ZI!+y_Y`aT4d*$AkYN(iT zUsP?o_Lmcie*U`CN3%@JRPz>C8oo$;K7W+E4Zo5a7{_Kly@BbxRf zEzApSyfMSA#b8_eH*3&~{fQ1Km`uOx2N&snB!>`NaDNUi)_q7+_?kZ$LjSt-*QbE{ zZ1@&mO$~w6^Y!u~!*}f9cH9{P!66ddxqE=qff8s1kb-?6lLO!(dgNdas&5c2kP4ycsSyAS z=r$+OsDKoZQ=o_fD8h>Orv;{(k$$a&!2^^nNIL=Tf0&Ix+J?B(=qVa-q6VOCK3`*A zD2~3KG#^0Cd@2V(eBn}Xab%_)>;We(5W#5*q!D5Y4j@A)kWWDhry~g1fdfilOC#@efcg1{f<-JtI{ij$5giNB zt}{eHq5gjq#Q!TCELs`D0r}wwC`cK6eIsBA2qGQ@DFIEyDB&S2_-F_hJirrv50A$Z z(DOA`2_FBy3S!|s7L0`p3}d0-v1p*lFawlvpa4KbWk^X0JcG@J2a7Ag1;lq4A|3$> zM8FduJUDwQ13gs&ZdgefAOJQ7y@uaoK>;_%N?<+=lc-Dt^?V;((}}?bND0wxMB z1fbaPTs$Cr9tIc-)}^u)2s`0$|%(Q_VbV6OmdJ3S?f1Oax^TfjTO0SI_YhUk}y zaEtC!=$B+5YmM%6F!OeF-VFi4(`R@?m|sb6z7S9XdS3v9fe$DE3I*sn+(OJdC(N$} zVb4bYdIg41A^P_s&;sUlKGAF5ufeX74g_{}z>m4A<79K!r^4U0X40Z_~Nh5o!>?ESUT^LcdI0N{d` z{GADi^Z@*Y0VB0B3&Vg1o;U7)5(XEBEka?D-2SW!6ZPx!`k&54M~y$73qFCK;ujbK z92i*E)YlUZHt1P`Hn2yY$74Rz@y}e`;%{2IAk~iM8%WWE6B}jqR4^#CG75*mVNf_C z3MY@k$e>U%atI`S9PsM0J4v*lfIwP+uRDZM#3-T^ARihnNCk=f^FlF@>J6rV=*Tm~ z1El*co)hHh1-X+v{DCCq=gTc(N;sA5g+M_#3<4PXUq4{S@j&)o(CASF`PB!q ze(*r@%la?`Ajai=#J}fafn8WW4!6=8u%0b}2OdBs%Qi^GE>(eggR-+aaqVS}}FE^rrr;f%+D zFN4d+!STehJ^~y_FYm+P{_Z3E&1ZrVh&`6iRmS~=ixTGVabW6SxF{*ZmKpy2(G4Xc zVL3by^TP&zVH}N0@(mzU=^4+)6t6&tzWIR}wh0V`Z3f+3+WPJR2a{iiP7;+y--c)u OK?#G9lG3*{K>Q!_VBCKI literal 0 HcmV?d00001 From 0b7b748f64b34570a625c32a79d3cbd428960fb4 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Fri, 1 May 2020 12:17:29 +0200 Subject: [PATCH 13/16] =?UTF-8?q?=C2=A8fixes?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- notes/03_kernel-pca/3_kpca.tex | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notes/03_kernel-pca/3_kpca.tex b/notes/03_kernel-pca/3_kpca.tex index fb5c2be..2980b59 100644 --- a/notes/03_kernel-pca/3_kpca.tex +++ b/notes/03_kernel-pca/3_kpca.tex @@ -153,7 +153,7 @@ \subsubsection{The eigenvalue problem} \label{eq:ephi} \vec e = \sum^{p}_{\beta=1} a^{(\beta)} %\vec{\phi}_{(\vec{x}^{(\beta)})} -\vec{\phi}^{(\alpha)} +\vec{\phi}^{(\beta)} \end{equation} \notesonly{ @@ -267,7 +267,7 @@ \subsubsection{The eigenvalue problem} \pause -\notesonly{We }left-multiply\notesonly{ Eq.\ref{eq:eig3}} with $\big(\vec \phi_{(\vec x^{(\gamma)}}\big)^\top$, where $\gamma = 1, \ldots, p$. +\notesonly{We }left-multiply\notesonly{ Eq.\ref{eq:eig3}} with $\big(\vec \phi_{(\vec x^{(\gamma)})}\big)^\top$, where $\gamma = 1, \ldots, p$. We can pull $\big(\vec \phi^{(\gamma)}\big)^\top$ directly into the sum on the \slidesonly{LHS}\notesonly{left-hand-side} and the sum on the \slidesonly{RHS}\notesonly{right-hand-side}: \only<2,3>{ From 6dad69ef8a73939d3c38130be3124ff57064e452 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Fri, 1 May 2020 12:17:39 +0200 Subject: [PATCH 14/16] layout --- notes/03_kernel-pca/5_apply.tex | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/notes/03_kernel-pca/5_apply.tex b/notes/03_kernel-pca/5_apply.tex index 472d57d..0b4c4fc 100644 --- a/notes/03_kernel-pca/5_apply.tex +++ b/notes/03_kernel-pca/5_apply.tex @@ -2,18 +2,20 @@ \subsection{Applying Kernel PCA} -\begin{frame}{\subsecname} +\begin{frame}{How do I interpret the role of PCs?} + +\notesonly{\question{How do I interpret the role of PCs?}} -\question{How do I interpret the role of PCs?} +\svspace{-7mm} \begin{center} \includegraphics[height=5cm]{img/contourplot_kpca_rbf} - \captionof{figure}{Projections onto individual PCs} + \notesonly{\captionof{figure}{Projections onto individual PCs}} \end{center} \svspace{-0.8cm} \begin{center} \includegraphics[height=3.2cm]{img/screeplot_kpca_rbf.pdf} - \captionof{figure}{Scree plot} + \notesonly{\captionof{figure}{Scree plot}} \end{center} \end{frame} From ed1e7701f901a81fb77f145a4fd8e5bc37fc9216 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Wed, 6 May 2020 18:42:51 +0200 Subject: [PATCH 15/16] fix layout and use of subsection --- notes/02_online-pca/2_apply-online-pca.tex | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/notes/02_online-pca/2_apply-online-pca.tex b/notes/02_online-pca/2_apply-online-pca.tex index 69e8640..c75ea0b 100644 --- a/notes/02_online-pca/2_apply-online-pca.tex +++ b/notes/02_online-pca/2_apply-online-pca.tex @@ -44,14 +44,14 @@ \subsection{Novelty filter} } } +\notesonly{- Yes by using the \emph{Anti-Hebbian rule}} + \end{frame} -\subsubsecname{Novelty Filter with normalization} +\subsubsection{Novelty Filter with normalization} \begin{frame}\frametitle{\subsubsecname} -\notesonly{- Yes by using the} - \begin{block}{Anti-Hebbian rule:} \begin{equation} \Delta w_j = \overbrace{-}^{\substack{ \text{``Anti''-} \\ \text{Hebbian} }} \varepsilon y^{(\alpha)} x_j^{(\alpha)} From 01c452cb81acc8d56a059eebca1d4704f7753a85 Mon Sep 17 00:00:00 2001 From: Youssef Kashef Date: Wed, 6 May 2020 18:43:12 +0200 Subject: [PATCH 16/16] fix eq --- notes/03_kernel-pca/3_kpca.tex | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/notes/03_kernel-pca/3_kpca.tex b/notes/03_kernel-pca/3_kpca.tex index 2980b59..cba4959 100644 --- a/notes/03_kernel-pca/3_kpca.tex +++ b/notes/03_kernel-pca/3_kpca.tex @@ -571,9 +571,8 @@ \subsubsection{Normalize the eigenvectors} Recall, that PCA solves the eigenvalue problem -\begin{equation} -%\label{eq:cov} -\vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} +\begin{equation} +\vec C_{\phi} \, \vec e = \lambda \vec e \end{equation} At the solution, $\vec e^\top \vec e = 1$. $\vec e$ are normalized eigenvectors to use as PCs.

  • WC+Zn5u1(5rDI$)5V;YjE z^d7^I4#zemQM6b(Tc<3YQP+24dBx7d%$bzxg0hbl|UR#8+V!WJyK9GbkzGM-J zjA7a8pqy#>xw%&~biYk65Q~>KT(5^qu0i&&Lf@|L$IVui0LKBUdKcW-Les)DPIM>t z0QOU#FurYu(+4xhVZZGi+4r*@TQKYNFQRJ}7qiECOt*(W9))kKoVbGRPIJ#x#iiZj zAzlCfGb4LBmnAl5i78rQp_Ur1z1-OnE4P&F^rS|mM5;IIDxqjS30(>OD+K#Z!PyXqzggg23D|O&Z3_Jhe@A>uv&HO_%ztPN}H1{)ot0ZNr zO1TPCrrPvYc}hf~at*0Wb4vbR@rowR=Nh*!ai$96QwBmHFZc~|Kus+bZj^WD2+o2; zVzt}&LO>$KqK0H7L|?RdPFpRe4YRs710>+^ZiSnht1dQXI6a09tVBFuWlgSUx&|kY z{U{)Z>kH;I0hgD(M!^hIDMI0j0hxM`e(C*hWa53iA$n`2MH*Z)SPftq06#EqEQc@} zm6z_S(3nzn_X)a#L@#YvYe+(JhrcJx;lE*)_rN~?C;%AMp{hwU{$`HNM#1H1Lb)|p zDSGW$r$hc*#srdNiUnF#FOc5;FP#MrQT3aC#l4DDkc0q>47PkFrgkkiHdJlW5$4d zvn3zY%CLBlU9f2Pau;yEm^f6X!z>>1PpuF0Z$eOlC^k-P`1MIjY-p%AeBKl}k;Y(x~hHaGo5{zuw z)a$kCo9xsEanbuPTI$s5Tle~p&4ZlPUX`0J_oZ#Bbv58+eAh5gm>6zE4N_*I?RZ>T zYd0H-4m~x-Gn0zU)Z%S|k(p-XCL4(-$J@dqv;25lgnY*k%a}Ju_GvwH(0%yiOY={E zz1zM&f9MitUFEC`op-I@UGA(ao;1<3o;xkjvkaUoJ8f9PPSyPL?y*EmH}v!6p>D_c z%GU1+HVsz`+R%EFz^+2=y&NA%*!+l zHE^ob@6QNzCfTyPZ(Y!gO4xfzW^~-0279_2W@ZvGRFyRClt+4v$?5U}1DjeT(|0&I zYbd6jin%OG43T@xG19}`_7E0d;2>&K3!z193bNau;O5Szx%p7n5BSAc!`yPVLIz8~ zHLzCTi7yQd`fo|RqY_nXY2RXpKP^>v-{<5&9)b2n)Pw5%LQ$pk5?EN-T$g$a4NBWy zt7>3^8WYIe%;E*5H`w8CKyY3e>(8%TRXI~(erq--0?(NqbfzDj>rKD)sWa2t+$1+M z)qR`rW~RNl$!}%~oS6s@CbK#EbCnM@LbHRz3zTPDPGTZnJj?hZWH8&YFw6rKT_ z!CPhsml?=qhI3t`=5AKLbJY`JEBpkdC&Gkj<#S{JUak%f!0^ibL}G9UP!?zdvj01N zq3PfT6#U#TKAJ4C@dAzjhD z+&aEsMMb>B5vZ6)J(YqjqcjL~E*Xc4^~FIT%#ZnGpf>W2PY9=O$gq|bu+%?8f?P!o zn|Rg;i?+;%L*{0yR%KHHSq-RY(=*eI8f1s4f!VzG7@JhJNVbp4$}t-Vd-Fe=2}(Tb zWu_b{H_~ItQdP1ht;DZmd}buZ`P1fSxkmrX-2VPM{N}-=v6v6?@AAH2bpin=aX~Z8 znnToT{5&T)wc;Dx$n`1ZN_@Gk7664Lu$>ApvbvW9Kqat|UAy;I*xSKAVUNM(UQ1_X zpD(I|%}m=vTd#da{4*?OL;3LwxCX@} zBO*y6up`bR-#9LX*DR${7gwBqV|B(lD2txyR;m=VJ~{^A^-H3tt5V*nZRQ=zf2IA z{GcgV53_nX{XTzQw3mh_xx7;~R>(1>%uN<1D>%RpDERH^hM7G8+EjhF?$%4YJu@_B zB_OBut`Rxxh7XG&Sr1eh;`jPZ7tFq?O&Vfplr@9NuOb&}O$hBac>DzOS{Yb$kLLc+ zK=M1P#qShbKZFUpeDnNZyF-FWJuFL;WqQUZDjbY z)a&Rrs!!4KBq{yuSCTmXTN}u zsi*WOHvQfR@{QxY(Iop)wvA=mUcODfx7GJ@)JKjO^wI0rr#9PoMPaq*cn!sESvZio zY>$xhED&x~m>T?NHJU|kG1lLJh-MX03HBVI$8yE5&wRGk2{ukc^#EqMiqL^FX$4tjvJRVS|*U zF>$QlSwkNOdGrb=NxhYugN>SZm~uyMe`V`EmYSId)hINVT< zr~OK*jt;#>J-5%m7L~ff2V`S|r#A??y9HcIg0*YIwAM}-lHlpwEbJx7n?8(M-Lalq zxUT=fQ1Ty}{m#1L#1iJnNx+k#s6h!}k+y|}a zb}Jj4g7PP<_Cou?SUu^7b_8`?>Wox!_`4>5g_6Jg7?abL{|nW9s1;yXjcpS0EKP}; zEF%-dE&bbgpz9Xn#9*lY*>(bby+$4Z_4zT!=!`Gp;+*R~O_~nOqQyb_BU_eWobNB0 z{#@2SaRJCp0}_vcwOfE9heu}_zk2Lht1OFtMZgaDW9hNwV$t)dN7^?F`Nws)jOaDVomF9xZa`Jrn8&+F>{X~=OBRfKT zHi=^rwJ%eHt-N%6OK|Vy@Ylls%~0sDC6$D5=!>HpvOu#KMIrz6*RQvc`p>W2cs(;} z&yC%mKJb}sd}cHMHl@$IgBws)w@5^yx)uy=+10h2wY#pJmw=hc~Id@Q%c)c5_sM$qvd-8Y+uef;}%1No|qvnx}5Q^Rkq1=Cx$_UUW^ zi8;?##YEg>8(UzbEH(f6Q;`&yVp9o%tw;7gu^436pe~^ECW(3rz8aC>Ffs*Zygg`d zXn^VUgbb&CjBdoH*myU$b^|;>U0xjndG13_!t#|3<>1!&)PF{4`QJX&t z`YWX<4a)lYm;sU;H>-BZ|94>7K)t1$W-%Ff0UzDOw;q!nk5PwO4Ys27HJF)}YN6~8 zgk3{5NQe&XMu1S2J(n)^&tG6H^$;Au;^5Kw@Wyyrua=n29SxcmPnGVSfqv* zPkW5SOyljmk=S%REj?03#hZSSa5WNU$BPG&utsu@Ny12Z@K-{7ajEZ_WiG92%%+RY z#252Ve0{-;$j31$xh|=_ms4Ko*a5S%>lfmZACOFrkL8lueYlZcHRZr#*P~f| z!;+c4elx}KQg&JKJ!qbGQ!X#3{q_;=2YDDBuYeh260T}7>+o{8KXX8N%)Xs-{Ie03 zGcmqoRVVSu45J0AGfdX;0l*>s-L6uHXkzO>?a5|(;F*4SrZ@i9C(rcEbN%y7Fa4>n zp6Idv4NdKTQ*M5YThsaLp3Hms-lX9uIBGJ#UEN%zxf*0eJvdtV#Eu6pe$`G6bVq$y ze#kv`aD*_as*;hVFih%ueH81ssTa%H?Q0I7y??8TM`!F7f_7^4o zz9kgDQJTGW+(}Ti0tj4a&gj*$4o8f(h0}sf(+Z*PlR1^}tTIwo!r*%Hy%KiVi%Rz2;oSem zMgJK7hN6arYAZlITQ!A@!35j823lH9S4yMYm_$&&APw95a#9OkwB=X#ELsf8*g(@O%Qbe**Ip82=0NA8(9oeizw9 zlHQ|@p4E0x>;CZRueY+_&mU|6Guyz-W-zlQ%xnx(*Tc6-VrHtCQ>mWRtBk7k2WnSF z1m{NO_LB6aUzA4$xb~Y0+CItyAG60i_5zcfo$)$RYb(biE(-_+aQ)SU;S}G zpHM&t<42D&pJ((Rd5jCT-n}gzS1;;K#5m}z@p+gW6sQdFc^wPFQ%Iry?-_E*J=d#(cZU=rRK0PEcG>C$NL!GKw_j`LX>BZqlx96x4TtiTT_gxl@Vj5Wdz z&5Bx@IXeJZuAg!VEk1LIXcQ0r=u45=SY)ObPm7GqQX{qC$SgZ@i;tHvg301E^IfJ- zeEaV%K^fhA7f`M zF_8aZs*0Ae{4ZJgf5X?|?Ophz*BCoib#I&F-%LVL-~4IVP%| z{Aoq20suRkdype8j3c}GN#JS{dbk6!s@YEFVYce8Z>;_iojZcFjDvB+#Ma+{2|twv_Uk=b@UJwD#P2r9%YQ=`=< z;JA_G(~;S&m`j5kws8W2jk;C>k)JJ__X*d5j!3bs8?+TacY#VzaNGJTVJ8Vrs{tlu z7-rtBK8~B@w##Mr*dv7UUzVMJgUa{f!u@Es0;cjZ3LYC-jqV1UZMTqtEvg5{tit3s zF4Db5K{N^*AXP@sY~%9|El3jC_@bI}eH?a|0)x=HY-faN#8G>19mk8LhLve%EHJ_I z_}!1?h+>+AS_sv+W-cTD=;OG$2#8#kLdb7IfxPOG7{QI}Z}>)m&7 zVg~8CU|GLOxD?A&jBBYbmyNT>RHNCQ2%Jodan@zm-@Ze-*xKgH+j>(e>3^mnX0*kO z=J=*XW;Dv2cA3#M-?Yv*4fMYwx*y2sA4g1GwMFHayv*0(JZ`cUt?l)}-tEB!&aPAMPa?(DBNmyGRu`>6 z(1G~yXmT(pbY!Ut>WOGivX?Wg<0PBeXFP>8Qqijy@RJyxz2G6Ig%dCC5k;+|>N~2{ z&{~9Og|O3VNag;H+~k-xOiH!vn<#3#C0`HG>j|R zAY1vCK+nL7lg*}>NKXfA7{JZRDXZ-z$&**;+{qHO3b;H?*NyEOL@E$-DS^>dKRM_I z3Zp2Q4g9HfnB9Kh4LQKzT`zwi;W#Kk>6c)g6v~crmR`H-dfff1v##c`qPzTUXYh88 zytYkRh#sAn8raJ(&cU3$6@xq~!nFD4I=8dIB*3jN{J zUkT^;=MNm=j8mL(kl&2ujNhE`p>zK9lW(1=^yi}fnFqkrG9Ysp$Q=nX2ZO}$pie*- zDi|R7V~sx7#R`%Ffi6Pm%3Sy zkNkhteM^sYOLo;fe?<+=!0vdSh!`-yGFXg|aSH~Bfw3FQ)=i_PW%&E-wI5N}{q0p( z)~yM$EPWlB_teRA;;|p=0b7A~8S_*1(2&1$7#KGnmzc8a-9Wv&wc9O3>b;GbA=#!A znkv?nWTDRF=uTR}w2?fh8u4S{l!|FKz#OkGTXKS1zVHjJ7_ZD=2P$K_BHXC@aH^J? zeSCrM;njH5Q9=kQqq>K+&`>odK2(2b<26Gb;O{DcWIU=kP+ri}a zBZ`0eN-fOZUl^WogS6aGjTx{p!#3jY#_ixz_c+#<<9$5R_RG73tgA?ykgR7(TAbi0 zEAvrI(a_4hbSMXiyK8UW&i!tQsS_>QV-VjQjJ6VJE< z>FFoeGshD(dc~mW(V`|R;V%gIO|{A-^z`d}<3~;F7TM^F)wZ=vXq9jN>5J5kt(BCS*fP`GuS{}tQ(b1l%S?Nj$uF}r%%38A>hvX% zSDMcNHe=ZQVzaT`f>DEjR1>XhWD`S)d`aehvL zvEMM7G6FSZWji#-p0;x?E6qexLrS1xKHc+ye&Yw2wBsCH7UMoYLFgC z)-w4Hlxo5@cj@5I(UuR0;R@T@V?Pmr;5h6C;+GvQjE_+qXrtJ5@VZLGNe_6Kj*jo{!~^7>M7Pzz z{Rh>$o<<5cOGd73pq5+=+SoSds?PJWLVzk!hLjnb*~5%?dQ#6Ko5z4!-N(W%&);0BA5p)M)@p;@j1 ze0n8L+GZiz%)N-B^o$GzP>_3 z36$%Nx7rkjcSSR2={7mk-fguQKj1iR9f!0^3$d<@4*V5;IAt3%axy0~GxBrFm1fjx zM#Wa=kg3~>h6}C6ZH_XLzw58v`wEt#x6?k%ID1Fi3C}=r#riCVmfLN-Ds4oc{g@$G zZ?3j&+4$*kN~;TQ>v|m+*`gEUul7J)_A!`F51yUA@-?67GvxS&0C+p9i-sDKBjU7} zIu#Zc1`m=XxYR(hqrarrH*v;Wn1m+0&&)@HmKIK|=sGRC4!reB6m8}1+xGFZ!s#TN z`QIW*oI;b|FYdCzTsgRlNACK;Ttb+u2y-Fft|ggrCezvEx|~eMGuQoOI-yinl&O#c zs){P!1Ge^_Gj0c{PA^`d7}zf@a268-QdoYwmM)OEawH9o{~ofUvSC_PU(Sf}%u9lV zK;86e1i(4*QUD6o$~eG0%aZ@QGr(uDRz*S2FnnY( zQ2uxLtt8C2w^86~$5TO$^GqwYVp#Sm<@%!h-(1KVqQgpv)AVGX85FpMLW89^P}H|; zbl@9+=0%EwVo~>DXagg(om!!F`r6RIZD@*v>21#y4lfWQ)M1&UUIm;&hbG)77GiML2wHlFLhAzR#0DNBL z8EjAFt#A82q)y7^n*mx@4QXA+Z9vMmaS&R{Fq}{VN${rOr2@kH=hr2oX`1~YlW5QV zy1eO841c{rcnabg6qFr4E-&gj$^Z_y?8i#r=+Z%W2=ZHZ^XPuA6_VN#)9hn6kLOpe zb~ao}j%Ojo(Th0DPVFXyvbcj;(2U>RjF@S`bUG0sV~25|u}wg{_Ib+w*p0Jps&RcJwr&AAsQ@AvH)z3iA#4;T%JoObAs=;Z8nTR!W{6*8lq>_yGgg-2@{E{e z&@AJI<>zpM&78q-12L;?yUa7^h`W4d2d7Kxrnt(!PhncIRG*p)GXW%3cV9Lxr&=7` zP{AlmizAOpx}G>HWr3Gsl&ap3!-8 zgNlxo*zgZ4!0}ICO63^4tYSr}f_S!RPjxAVcw3Qa^jS_&OHibYDo{i9)yL&m_s8l$ z5Vv#-1eA`gZVS0svvt-^7iNJ~)bMj$Deb^w_b8jHX=!{!pH2eYrO_eE66&yPU5Ya?09PER(h<$MXCM_a-~HuQdQI&LyS+x@>C%lWa%Nwm{m^ z*5Gc(z37Vh=x9iT^t_B3#5b^fRDcF(&EuH|Wf$gLM8;j@T*s6e$(WQm^O7+&8O2Rs z`I@!Z%UbQRGOCGu!ok5_qAaRU7Sk!lYHUianL!~NLq)c=uPe*N+ou~A8)Mj1leheQ zePeKM!Lx0g{9@a-ZQHhO+qO@9V%xTDoY>}xPk8fxb?eo8Rk!Y^-8CPkdTQ_4)7`Ur zt!BdJiCXSQ?r|d^riZ^|FnvCFZbtO)uL&yOI+Ng7Os6$N&LHKin9Ap;DVRWaGxhRT zDn>du;U}RjqGkct=@g)9vz10@?MEb0?IG5B@S368^qfTEyDi3HA#P{- zmwL`;tHIIL;L!bWBJb+*$oaWWaDe6-XR;wi+YnJKOXVs}eexlM$|d#p@)^9if+`rx zma*c^ZCLI>Qrpf|WqkRCvp{J6k;kYv#k~|bfq8XK`r-R6hcfMPRW7a-E%M4~(Va8dO1AROrb0(P50&GI8qU z8apad#7$)}Plv&0Mj?&tj9T~n2W_`;hX`LrQIz?^cGL2rYfv;fOGNxTr}YQK;!N*> zzpKngUkkUJ)LDT=$BQ3^E=Se{$U+^>P#K0Sv2mu#0)2aGfg*buU}d<3_$usAn6+cQ zeGxcZmB^vIzwHB1y}xKAWtuAFE2V#=ReNZ2%Q(`Z!!T77WGVtu!7&76nF$%N2$d@k=;4}2 zC7?#v6-`K`FNe~ul0-xaHiTwU?2{Avcz@cals% z*1y?kef)Di@+Jo_ZhrPiMZsjctDtz#?A=Hi1M%#;zf+ZhIoxEmXyy}T6SdiD=@vBG zDJ_XGM(K(alPR5iay2}O}WV$eT-`Vx%fIj+o&gpJc{$cy0?@T&;u6kXM+B3ga9{&zyOBi zhrwLdGZTi5#pqNQDhnXtQgAMt!Hrq3@&o`<3M_`Hglm*PCXWN267WOnet(DYR#0|D*nTE0~(0q4pOrd77}5%oAxliysavBSbh^#n^yLMCsXEw z8eFD_t6V3uf4bvL~1ygNl4~A6o!i{-CDr*)@0vm?P=m zP6!rLtZ^UdgqO8z$Nu>(hNe7y1rPmV>4g%A{X5aSmv`*TChS0B%4wW8we6nC!@%?) zR}+w_!svl+E|7gf^?SU|ztDp4^jP1$RtDq(PQZ>wvU}InH^jm# zi2H&s->3EJZeOF|NQ4&&?U#hi<+ETsvBA>^e3-jk2Iboy-VtF57^w0w+vxfybqlbf z97+atvX>wkFJbzh_=}Nh;csCsI)Re8YY3R#vAss@Fsj}eZUvmO7K`*q2J2Y!)dI{q zkrlvOt0lsVkPGAB7Z%cA9BD)>ws$++EB0RnRb2`&Z?3>W3MtQJ9j|r~#YLuH5JHJ@ zi=}vyD>|UGVitMVs7|uUCW%+{n@TW5E|zU}HFnK`>_co=#s@zn6s12sf?@vEg@gju zVX8cP;j3-I^5G$!O8X*sy5IPFgc>0R_T_x>o{r6b1pVqPA0Qwto#J%Vbgx!VK;#cE zUO{7aszY{={LdH*r|pixpmIC&`OvQBmOrD=fSBM3*+DBPfSDNc?IA;f@)nP&I&u~N zsvPha{9};=A|^~6hZ8*)x>r)6#o}CQ;Kw%1SNF;%(58JU@*91B`n4@?KR0m2oAC+R z1Y`6}JRKh@agK1cReExBmcCn#sJL%#KCWou1VV=$r2RR+<>$qxs+Ru@8fH1O{a2cV zCB;iAwJM5|k29@bRw2%jmaG<^isdHxg$XjoLn02YSE*?R6z=}X56(rVx922N%6w?mYC%csP9xB;g=;?4X?V#A(up0E zaTO>XGWv`sW$p&IP zm(l+%(jOW-69Pd3kLQgUydU!NSHXCIly$!jzD-)qlkc<5$yS%PfEc^Y8037Z=8mX| zTw7h1tCmax8<5seA{*vIZEUXvmjixC)m#TZN)xExpPEC;yPY?b;nsAX6h8a*swEgO zXP0yr^wwKQONKmzF7Oq{zj_*_Q;nHkrV4pU^+Bgyw&s)F)fBEEjbOJtf4l*g*EL%V znKTLE>>}}#$f8W`pgz11IF>Oofv&&=x`#}bacTs)flHQuLT6nOuyI~vR)eYSys|~Y z7Sfd8=k0UM!VSO`r32RqxvtZg+1a}66&b+?s=<}9+0mUf)EGeIuVWnqbb9{YQ5<`; z)QbUm-&<~N-1)$LoF^SMimy73^;T@;ZXZRHgY1k&2r>WO4mP-c{y1`npKIM$S^j-S zaT6}o&7xcsx0M>g<%!sbZ~>p}9mN=LG%G=RG?IED8JUzSE+v^xCB{PLDsHL)(jRDj zQ^fi=czZ;c=j(jxjKodT71)dbNWP^aG*uf*1p5a?@*F|dqc-b5W4v#1CfpEI>InB*n&3Y%T4hSfwX z`p>9oS&JW{rJoi&Qv8h4_`cF@L@Gif_3p^ukH6M*cDlKTqPePHhoZ&0+fy-$B(I~> zJC&ELPLyW&YBC|+Z!&-L*t!VVx8fCdL9W~USsiX=?tCbDC*4$k_*Z`Gqa`EQrFVSK zB~(SZnn3*=VXF(W^QkEgUsWfF?Jb~?eID5R=18}S6;c?hVkSg1f>5~{Q;Ci6hqIIR z#IGab3L$7v_98~@M2#w@EMIv4$^Pq{CcVt7uiXfe<<&5paO(%hifaTx zwmct-mG5Yee&}4X%pi<<*v%{~GNomcb4-3&Oug<9lKDf$6Uh6h&o2w9(^~$jj=t6?#?+}UnMWtHkKvwyWh0q z4-E1UKE8mWU3TePO%s2&g|!OFl|`kq5gc%-X!<#iq6dI)KyM6RbGoAeiKb0KRQ?z+ZrNp_=MqYJ3%A6ZTQ(@&# zlsivJaPcsbGz(ENs<4q1fFTrLWP%m&L_Xy*U*u z4vWoiSn<21DAy)XIl&!mjO6qu`l9H%{5_~yFVkx zSM_*xaMJvMCOAynb1#UTAfHVun~1%S%T^Sl(=_Ue?}1qaMKa2v zTaIc)`f8wuh|Kf^;~Pa3gh_9IT4Q-uaIr#;Y4HRPcd7-~Y}!?X%yB&q9Nls@_+iu4 zhEfIY*jqQrFAhbkawxM;na^aI`BpS2tgl47eiyC)T7MJnt8DQKt*glL3*D7@e#ia@ zYPRRmq6Y+2C??TpGlIjG{>VVFXAncG-0ejZ$aZsK`25Hl>B?qBDU@li$ZllG7?Ci; zjtpbZkePMPT&Iadrs^ObR+6GD?RDWPoLXx#%(K*tI@OF)Yxm1JsEm4K>VK9~O2dkJ zLI34lVzVgNR95=k#2nEbfxH{BA;y-E@VM-81{gqdM`)G-dq|H{9a8}o3^C01v7o+@CqEUfgx z3z!;k-DX%**zltHF4ej^uP92}*Om*E;YNvn#V5&>D zv&M&=d$>Z^;D{#`@#ycE!S__D(pJLAPevs>1WJ_({DEGjYf>4T4?6`S5g=|e+vq9H z%cf;QJpr$ZaWs-GU{+s`t4K0er(el@A}^d)9ppmuCBL8l(ZG;YP)W6em>_%Ai+-Ld7yy&VDU1h* zbAhr(z(yDMRk|YRprmjE>;GwRGw^*QmhN5UNv5-PPdT7g+>YBpLL?d?^_&uatUJtC zbY1EVJW$emK7^4(-4JcQ^YqW_fTFbOq1Rw}bs!AJw3e`fCpIoCUlXAHlbf+$Ul zdZ<=ajY@5QS&O{$4tjcJvZTh2IhD)MgO_L|tq~}Xk`vh-Ci53%8PR2&dUlPy8BEcW zFp!YaETBpRt&Ezf&C%FUZr1mdz}s4P$F(Hvn%2$0L|PsR35^FV+tMASWd<@Y=#XDb zSER9|_@5{*$ZBUvDOoJ8^yx3WOZtIfg9Lj!(YPER&<0)GV?+x$wq~Pe)#fp&B^*9<&5}q+^v)t2%8)a%EUIL2Cf}A zGO9LI`tBLA8zZ$mjdjMcwaEfhvVx8~Tk-nk{siYWec$z7MgR?8h=4L?56{uR%k7<; zL1?hP_8XjfrndWKYqaq~+r~rig$N+9`E~GH`N^5weRg;uGlLt&;MDlKqn)Qs-9r7U z!;PoO`*ihgTAJT2*FyX$^KRM$%mwi0!LD4MD>7!Ks9*;5f`%vM#_At(?51q=N}5xB-HOjj<2stmfExgH=x%vp)O6HZEo&v{;Yyk zq?lylL{r9ao6+SH`Q@TJzaj^a&ozlzv#S=70Xo#4GWm^E^=X5S085ULS7brP2n3XR zClI;#!qzKHJY6E!*Km1P#YH~h_XCxt=+^~?)6YV4g=w5|`dYIf0gG6JZAo*F12kc~$f8v!=hfQ~#2$4~d!e=nICp@7) z8z!F=NsiDEyriHLl+T4z)X3MnAy4!ZqHt4#V@5l=;-wmZB$&G)02nQ0yi>glb*;H~ z(Uxjv1aPA~9&ij1A?6(_+GbkmoD20?Y2W(m3F@-c%ZZO3LOa!ChY}*9Hyzv_Zrt8T z6o!7WTd~82V=f_juy<+NOS$xgk~xKiALK;yqm{rI<`t?Ffza9MyRT&o%Dvuw?WZUY zkq5cT9gt`b)yDW5(wOd(~`&L(o*tfnZFPuP{UwXb0GhD?e2OR9lNIc7Q!~X7>>5Z6nKS0HDaPQPj5( zF`WUJ+n%9cqrgDw=ZKR)eze5%?-CxfrUIs2tG? z;gcC2j=DMxs-;Z#sr^1*(JE@bdch#Ha1%QXiZ7^iE2v;uv>X!3x(eNJGYx7*OXR)= zWZJ4Ct~huV;E*4kZq5-oY6PP+2x1>%N~rhbuOW#^T--=oY8cH*Ag zdVnB>@^2%kJKZ{=sD!>ajvwnGHXq^PEn^=u3e}2b?$C*HTCX#2E*{|KclUEtV;It9 z+F*~C4?)l;L+NGUk2K1@Jw^6T8p&v=s|LeiIMT5iftBQ0W_glAzCs> ztqxAM`AgkWFNl!_E1AqxWxCH%AeJiabl|7Rln(LlazcY(%Cf-Y09~#uA;x+3 z79TM_k!$?U*&Vopyeu%htntm|9Sv~lKV)a5r|StF^3rd62Q6w*lL?ibG}%KsPii|w zIlEI}OM1@hqeeh((;m)5SO^|)^C;AQ0mwAugQ6`DN z;8r)NshQ3}vf@Bye18l}(aS02fLQH8yJDcYvo+xQo4;I8Q$yzg7>(U)%+L@yCzgR; z0w%bus#N|n^MREEzA@RLRH?g{n|s9?jK7SLT5ka>c4%LD54P;1KVF2T4jG1 zT#?}8xXqjDrQCl3RZ<~|rcB#Y--S;Ox&)7>g`4`c)1+3eHQQk%>5ltMSpVr8;#X+IU{d4#!CUOI5L7Z4xTGfL}&5Afn zz5@s~> zGOxIzj`o>km08AwT$>PNbDHqUVAlPPH$3Krwyr+)wR&Jg7fMUT2J<^DSi(};nYZ@$ zOIJ97L$fEYX%}?9&8ZveYgdus0nsfJBU&U%TTbQL_kAdnMM$Nvcmc{4-ATiRBIWE) zlV5inctauv{E+ zBf_G^6LGWXrje&N7&UUpl1EHjIKGh-$(%e&4~`xk$qhcqW)|c~QVXqdrBN0LatBL6 zd$$dSn;r|ZkUrC@&9R*I3!9=GI%5(@Fpu-#q|0be(z3$}6ydRW3iD6FuTp$C7c z+HD1wk~Rg5@r0&oupHB!Nz8ekMhYb?{8ktF93IQ=1g|hn>uy3p=^ckZkf$4)%wb1VP9g!e#4>ZRc!&s;&>uznw?7peaX1|1~-ht zH~e<{7{Ef=U6UN@RyMPEzOe?rEa6~a$K&LI$Tb6&4fv$kZUWXUthGmeQ`pk(H|zY+ ztYhb!0Z_c%Dpg`6;3J4nGV+;(yiYPi6=$j!54oTXTAvOgQPeX+W80TkgS%T$D{j`0 zIbX&0Oa34@;WN@resX_Bctwjq_uv2vM=yvv3rAo0-MRg*>Fg9PFXq#^Evi(m7-tIQ z6WuJH-zUWL4aG-x6|{)H032zLpKsav`mr>F<2ou{d1raib{D#%+`r@^y3%w5v2w|-?u)X+}P z3>hPfJ>+MDpIgb!DF^bJK@rhczm;0+zy)&Uh&etwQPKZ|4}=vv284B($}vP;n8>k2 zW1Ne$BBe~E*{y~7@0K5*CFsZe@#YFlJ=FkvCtKZma;0rLF5hmA*lUGVJ*NalPjxne zG4*n4Q0mBoUjnvu%w;iBPa$x841_3jUMMl?oToQWj7W@dUil*OqM(V$!k#XQ3gHvU z2~{7JfG>pYrGuRX1-9d6{vqm;auktmcKDPjv^l}Wdww}3IJFKN=1A~fxo#Us*=e&i z$N9HQ+%?~9u0keAwv+ZWp5|kJ`>oHoj*;UVXRh!&99pxbuYva}cae=8!yeexcfuOv z9W5yyrmgkpv*nY<)($9owP~`q&JJ7#rCT%OKIhCL$d+C>uBNg%OMwcJ5N z76ciwGq{HH77R}Pv!(1S(JYk%=;E(fjN2nIP~dtxU_IB zvBoP!m7J19cCSo~L#PlJ_1rZ?OQO^NODk{HRpjlLV)qYb%nJjgEAO+P6Pq z`w7Kxy}-g{;a!K>%C^TfU+43ubjmSOUQPS~Mn+1np>n2jNNR&QAwta(t|G@@xF_-S zrR>(PE6tdWM~WRLx{wI$1hD3acqO+q48|?xGzpd_$2rRfsK zcBuIf&+&eLLTE$Ycw(|sztC12ijT)|YH^ZLo}=0Y&kNzB3+ad%)=5mwRZAX|Az~gF zU$omO;G&@=zog0HEXs#bc#pcA@VNF2Q^m>6lmko3akwYr9Q-BSa!{G{yr7SHupKtD ziM|{(5=ylZ9Ke3iRwS__i>0xMfnjKyu*eTVhM{mEWX5Bu^%-?tbk<`l9TGR&%$USc37cBU%*DA4{@{HoEE8U7DH5RdT522jXZ1 zLw0c)_5RgYAWt-Yo|=t%sj!+8Eng-1#}d1jA9-v*`im}`Z;qg{(Cx`=I|-Sqyb zofw~uCvFBiRD5;4m~!yy$m_$s8wQshpV1|Is(-+aJJHR_D7IyK;~Tu{I1pEcKIzHo zFIpUdZU~xfK^_$M_7GP7_4IHOxFObl7RkSSCopgjh% z*oiU#=5rx>wG0^?WHM3mobmBRJlw3#t2t{)%qD&36}uo~CEDUSugB^x2!FI+v6h>u zVdTFcJohY~&h(x()I7WnY0GE(X`)APmMG<=3*or=O!c=V(RenX54c>L7feJcU#6XP z%oW1uOCiX>7lWKWt)=+j{ct-Pz>e>2IOnjyRy`pa59MI&2=AT6=;stMXb!oG(ytHm z=l9!}5T#14ZFN^mq8mZr!r~ZLu}O@X4%FozjfWZKNlk`X#8qWH?P4Kb@J1p+(H_~~ z6o7M;7K%(dsex_lR!&8hUYXRRj1ULnM2ZV}jd*tk66ckH@Qvnu(RBscPU~KsC4r0` z{2wG}#U~U_KU-_HUdlEnkEO6DEvuf42XB1kQCxs5cb5@$K)Dd7?wFqVR zX{xX+NVBBG*`moQP@c#g3dHb}n3|!rzmmG3&|*=>pk`>vN|2y+q&;I?B*_;Sut9OT zfH9NBg2sntiN4M+f7!VIq?}&iR4a^TIHjROzg(P4@JgpeQhhOFLyP30#K|I>8KGds zrWpg_K#yFtguEN`8+Hn%zWC-B9PI4tJN?4;G02LXJ?oDNAWI#(L_OfvM4{}6HA0FM6*c~_aBb1`Vopp zAqKVoI0{42s8s!fzg~e|HnxGDm~0GZs*fOfbTZ9^d`5-9ry*@cEwJ=EWvZp06DGC8 zBJWi7(PwB`iN%fBcdm^l#(YiKhL>L0`Ce|nW4&xFN8dv9L55=vchP zFQjLA^tlL~@7R-O#hNZAIj1|&naPY7%{*;%abSwv9R#xO z2WBQuszKLZ%WK{;<)q6}-ANERO|-%7sMb$u+oJ@!^m@(Zr&}`!h!E%*-nxXwp^rp6 zQ=mHQf+gUGBo*m7KD-_Vh>GB$lRR?aHFGbZCKZeI@f{oGA?l~b!ROnX%NTSJ9`x@l9KPKbXlhrkz7Z2KjJpZgUo|j$dnzH6KS=~zg27DD*L#L9u z1@sF^@vU~Ne*c#+u@Lgu&56Y05JpmnR{#;g(2=>a8+M`D!>>m<`d>rEZl2(h@-GL; z7RQtjXB1VW6K-4CP(YC}vJ5(Q!t+`=+cn{ekJDBhN=5FJ5ra-m1t6*3%i98AA;3|CZf10q`t`S^(m)>z-6aqieHk%{-v zi#%x1BWe&`mq07jqbvwrP~ba)^h|9IPM}W({DvuIq10!9;bSsq0AItHK?CS|RdmoS zdS%`=!4dHG;w%eq5pp#}6myM!ZT|25KIp|@7p_2KeXRG&g$qsfws4S(&eVF~@zOlk zk{yg%h-~Q05Mv3%S$OU#ckwz4Z*>r2?EZas{t2v4T>_6+?MiQ|*&1zmU5T_>Zy}Ik zWpx+@y6>~GO1t<3%~V{>+VDFS@r~NJy;InQ73~NL=jJli7pd zfc8WpB!DdwI2W=cDY)WSWa|gK9X&5Es$UI&Zhw@qv;&>_xqjo)fZUMDDW5V-XIVYsz3@&64Nnrq3dYsLU}T_ivFRr9oH#LjGy{% zI7c>^DpA8)vo`gahJt^mu(9q5g~YW6g}qcs+@ia94MeBAu_Aa_(oBMp)^!kT1OqFr z@98-cMR%2sTmS<%-5rq*Yz=|guQ}E8J-7VS%71j7(BPLV%4BZ^NThrF3lT+asGcTZ z0IuuspdP}U%R;4l&jF&w@_z#`kt0AUSm57*ejR)kz=DdxmG)Y}p-TGU>ULEnXi=bn z8c*mlA_^w<;Qz|4n+b+9wvl&PQ@SjHD0a1S21%n}Av9(PiE%o}A(!sg zVj>p$X~_qz9@`o$_M3?h(MXE}gM0krON>D0*wmz(vpjxn6M(&CNk!{W?lwr7~ z@LeK3qtieFj~ZlOWCeLVIh@+~RlXPhr2CKfs_0pQtPY1H`5+v1j6R-`HkuH{n`|^9 zVq3%4$7;}~`*J^SC^`h4;13EX-I%niCnh{j>nIR-1j<18sr<0u;D zV`zENyQp&!CO)bQ@~oExsjf_qGA$0CYyT$ue;C_O)i~dmc62Pde>bPTZ7A39*uvO- zQvac4S`HC*i*kSv!z6%raVpkrNQ7l{!X3)O&_YnxAHS}(wWX+T?q_~IHF`HYK>ul4 zAvyor`g-Ohe+E|i6G^@7(_n{Tl;}7tcQsShkc};o#KAw9sLF1svNk^{F+bSGtmW#{ z4}f^9O_0fQ)rBpvBhy{y1QGX8^EGV6w*+2qerfgtVn%N%SWz}ZFIq^Ivp;#YpVH{|5vEsPchLi6OH*e!CDJm{-69lm2uY~ zmDekZm7yXTnzmxC@t&Rrvgw|w3<0IpNnYOE)Lh=*+|)|E*4*@pYC%FLD6jU#e=p*2 zxSK5LJ4!TwElje|fSJ7c)K?e%N6#5wQTToRFDD0i&yyZ{<;36DhQ+j!w8kGU;!kE& zh6<`vYji!KxZ(=oCbyM%idxT8oLb~(x9UHXi!$P%osgqAiX;nbf5t0+_{zNjpFC>1 z;IUfS0SaAeZv|BYmXXfseDLqkFV1Cj(i`muscCd4vHNFF<>E&p?}m6(rt1I12n~Sc zH|qgd=aK%e#B!}K7;;>z!-sNx-BROO(ba&7thDZl3PG}|EhP=R1$~CSHhMX>0v-R& zOTCspfoTD|PA;%ntM*t|g@rlSO-?AuxNSNz@sP8n0;T8rL)o-#5g%x>qar$!M~sGA zlZa6|o-u2$5|noqRR5ahNJ!)W)q@}vJIv4=JPs-yQeoyQPW~2sTcBYwIb$*TBa1N+ zoO$g&@JV#h7!Zx1!}NfSYlBPks~5_?^GEYCj9iO>{fXJi!!@`3fU2TnOVNULU)X&|sf9WxweQz_;zE(p<)kFt8oX zJO~^C5%BoKR(a{;J?4}4{so6_*mvahpL>B%QejupCM?J+VC0YXIPAqy2m#?LWML~- z#1u&9ozgi{k9GSk9-+nuYeG-YsWG!mH=19@2{uT!L%B{o{d=epP5V?ir8l7E$hFQh z8ZQ@T{T0?ImJLktAZ7G8uF?a^k#ta_YV5sA-tih!t;`^|;|qkae1i+*u)mXowJ@K_ z#wL9u#61b;? zE2s_(<3%`aQVDn4m>D>gFhu7tF+O(Lgunvu3S`&8bsI3%cu8#xnq47n5}G_@4t;m- za`fk8q(GUbgejP&$)UP~jOn~bVra@C6Ef`8!y+`o#r~p|a$ZiH_Kg)!`q>Lkgxc&|Ef18Avj;`n(?y^${5V>v55#R!a$;fviTEx%nb7$Q zI+Z%7$<`TAxC-n#^~Uy-+{wh`>z7|5+$(jUkkxz1c86Stw}l593|7_Uh6(mg%r6Sl zlu{VWo-&{>*xsNLS`<^(ycg%_sZ@#b+exDLv5iHrZ-V;EC3Uk`e4{AC{$PH{+h@{3 za2hP+{T(6(XE6!}UiSaKh|$a{Xl7g=hBL?(Y5$UYam!p_Xv#or0cUqWT7kZ$EXlqa za=mE{8_;8c5T)uXn2M?N5W~rcT zcGY-m;d`wM+#)BIf>;UF$AeorCb~o2<}#wCt3HO=3^U4Q>V}YORPVpB%OX%vl?|`E zqAmw^ayqM2qgx7kwZHr{Y$UJr85k&OIbXmOO(L4Z?e8nD%FEvu99gsy9phkb-n~Lh zurIrUn&YrnXt>r?!xu<#!%iHqA5;3UVyj4+8oV&|XN*vj-m|Z5 zk0C9(!C)s9r)h3B7L}_k2XRmsO7ZU?{kEkc=PgQ`dLlCZ&y=BHCD8N%F0HM^PdE_%2h236bih{-OP@d16o!1r8sZ_U zTs#GL7lPTot*U5|tUSCJ0=l|Hcj*{>?{)YtEzXb++GiM$%z6^XJcj0G;wc(g&GFE<03IBhA>PT5OEx(yw$4n_ z(klyEa6)vS_9k$PY&(%7a~l_~bR$HpvY4tt4skrlrz(h}m_!@jzEPCq;3;h=udVYzzhVkp_Xfq@ z9wCqnETkJ|COcv`d?zEcC?RBih~lXkB|=MYaSl8|KQ-%|(vDWjUkAskLUNSK*-pGk*9RcZcv~vUhXxV#xV-sXBc$kmf znjzWIa}Hq6>H#p4JO3Bpm8bYwVPFXjMp`cf%{+}1h2@ae^s6OjcU8agK z3Tq^bJj!b%i#BSzFPqVg#R!bwWDZ&#Z(U9q1kfT-lN8D(x5h`Qg;zKtYHGH*RVgrB zykcLYZiDbA#l(DWGF|X|)Lg+{{V<3o4!9Vh9mmc~>wt}#lv$n*$a&cXPL^SwZ7Tsg zzPd9=j@Tq_7o&8i{VlTPEW9S>EG$ARynOkWM92&NQ~Ct z+4)*--LH0N*U|@W3Z0DWjBVJiRXh?xzZ|%&dUEG>Ha&^9N3^BJV=s{pOHUqIPzn&~ z0;+;`{r!*gG5oYXd`2tRt$;ObFzR@;v7yVI*RcV-RcI9`hYJxoQ&}}CY(*`sZzCcfOex@h?45A zp6-N)P)j^i)3hu;(6B)ANk8bwSX}k_NeW@vv_0AZwTtVh+@jV!U02@b@u0UIA09)9 zl{Xt!>I7?s%foT$=Vw&?j*sedZ~EyIu*TNvbdE80H1b95nQJp+JG_VyBR zX@%>_V55Z-X>iYy)18*dZW;)}*gsBtLvcs+t;76}R{jl;@a@cmMCsW2P%fUQCXF4f zw)M-0l%EQbm5N{GiZD00gsdX6i8q%z7oAwNNC315*PGM{$1Wb>tDn{XNDu%x0Vm={_7jyvqLuv0|2=L8BB#5nb_W5xjR>eT*e+YQrMLpOk9A-2z3k&zNUOGpbwr zq~88{g%W@9wUSf{seEQBE8>IDOmHwseowSN!}J-6O5JVL;$9gOVJdbMCYM5oUTF)<*5ZUFFWf@X+D z>77wmI1F#yE~xgCw|7`ZlsMm*osr!ZFsm;R7Ma&;Tc)}HuYe5bwc>0_#F>{npv(Zx zpivu+=6YTkkp{0p8HGkp=?W}F`)D2(;&^W!0RnBJ;OEOq4y)|jQRJEv*fD7St(BeC z(xQcv(=y|g&38E&5VUA4WtrRDNSaPDLK`LTVxLynl!~vn-NObCvhf4R*dn*FbD(*X z0czRk`D|1JLi#%k_J;u9$WLT= zXI7_FzD@i`#e4lnxiOz=iLq{3DqH=~f$=;R%+H?PEC|t1oczsa%4SM2pby?J=y1b$ zOy~Sq7*i?9&qOzYic+FM|iZBOFRdzmN~ZD;L@Vwz39Yx*FUxn}lY zno?5gMLnf#kW1aP%sn&gb&zWjMjKxyZL*T$$>3Civ2SzwFCiN%G3YFbJiaH@@oi`(fQYlHxIhZLLCdJ{Oa z7?sBv9JTkGlAC%&8R-aZzzRtfgAZ=0iABKjyh3*N?xSC!D1w>k$R9HngDno+@vU}@~<&PEb{%L5EFQP>GS)< zk5T**9{3*VJAgR4@qfVRdmroj$MF5J7Vtx=`MUJ|DB%AVvHSgS`}K(MefM(vGkwhW z(;Lml?%3_InNWe1zigOTr9OqW1dvSC-M2V8WK_%dXIH}a+h2uyQd5-ISBZ~-x4!`b zUz=kA>EHi6?sLA733~JebZdytK9K`I;$@s>9 z#|XSIgkO(7@_l#khwgrKef@n2cuj1t>Pszq z`ZQtUT1$ypermd?%U?3U=UC5-VA^T zRN9!0+2@IpV2h9_^;YE5KJ;CwlYyh#8qYovujA?e7afQo1-va!pfh6bZ@`LNf18h- zrm+b^OZFcplve8J)56!He~;gri?258L|+7uY8JWBX7;8ouFhsgcK@*)jIE)WmS4Vq_)GEUHgJoN1H+pp|VA`0ff zW~6au^-8J~5yKRw+Q|**O(VU(kr38MZ3F%namnT#xRV{0&=NSL~S9{kT)Q1=u_^SV!QtK)KTA`akc&7mE)4Mu?qvWr{Y@- z-p}3Cb0~Av&Ve7Rwmuur4>_Z!BT!lOV8_kZNzeDby)k9Yhph(3f_}aI5&j+HI$nC# zmT7l|1rZ-Vt5%HgtLcWnTp9j;N&H+~jzbPP+mQIxQY+r6oAPpEu2_z`|Lo=iJ4?Z> zH=36lf8uP4Pa4boj)gtJ%})t46o`{}wz87)TSGNe>XcrsoPCY}bHXP{+~z@#rfq65ABhzm{$p?qK< z7v}=QcyS(lLBupMJcrdJPwa38K^lRG1dL03^}hd{WKS_KS`g|K8xhS%>-g}JNkV~6 z7TgAk`7z^AyM+H}Co(Lg26Yf9vmdlUw4aF>L8JW}h4QWQFz6hN3G!ruCE_qR7{MSY zT-X+yL&I=33uAC;WMKiF=sD`oAn1~s!AAYRR4CHt4CsprnnPMx3^0K-!~hNx3QWZ1 zU~D$rGjNOri?dN-;TXkAen$_v_2^`#6X|{7)wEGvS19!6e)42CN&MM#6&kV z#3DpC+8U~%ka9uGNeYDpTO>y!{&rpffs!e3$?7ab6;Li!1F5*AHHeHNC4{7k$)>{q zi5!t0$dQWnL@E;~6dKhr3nGd}qma+qC*TrXcsnHpDS|`?kRHevlGmUYNGD_psSije zq=nR#cAY@_AX^Y!B!m1nnhgJEPl!R5rmxgV-VZ@ zY5p|!_;V~Kb1V(V{b@{mv-t&i-HzoieMF_}o1Wj8HF0Ibm<<%F z>P~vWa*g%oBc9~{$nZ{oE1Gm?^s58Wkr59DJ+~(+-UW%K?9I9&I$u0>o1e)^>WS@R zg4T??QRdPz&q`NQ$?n!1_1gzc+FAxw9==>PPgIv0rV=vhLagI4m-B`m6P&bpf8^;s zTIatt`t}PeZ2W~y^VW!`{@8b!lJ&ujeY1-yul_VYvoL?de;QkI*1eo~cv3dcf8xaJ zYRTc}w5~Sg1(2g46@VIO=zGJkZrccDomK%7$>+>*eZA8d^s0XTxassZlTuBKRN?l;1q}_AnR*wJQYv?z z4gJrB>7{>s_^52Jw8pR-fyyf3mjnuLv#dO8XgiT=F=>G`COd$}CIV=57E&#h-gAof z1k(r`vNa0~tn8=NXKkI!eeQ^-_JY-_+0F^<0}crLk?w#tZ!p)cUGq>$}Z;!;18xJ>QM%MfqD76)dkEOAGFE z?fKeMpK(v`Raw8L?o!RDZi&xm^!(%Z_!Om$pHh0<&}=j@4eEx%?jwD$w{}eMR&+L( z385N;@mG;P*xRoU^zY(`(FAMkiTgO4P^l5s+L|SpVSNT8?*6Kz3@~Unlzwf@3=x1V zFWqwXp_thYzS= zQ=4Kt@pbT$C)KlzPq_#5GIeap;iErYi6Ze;ldotJ8Jaq@>N|$DGM-lkKgyiH>QvPuU;5hL!rhJ1+pfR)tdfe;Lc7@={*{tb z*j&3GV$yo%yJtBr%gc6NFlc~>(k~77=k|UudqNLKqqUr#TP)_=^i?|csINsg3rpkZ zzhWx`yr`@$vjV(CF5q?!1;))eQ*+X&J zuGM^-^YF#Z#SH;RTlH)DpS9aM@~rkQJBr$9U59tLrJm`9vlku>N#-pduDVsr*IGZh z=TfB}TW?QEF7VB$9cqj>X)nz)(i(iY*lVGWM}dRqN1OX^*A+6w=@vE#?^8wV`$v|Y z?4^eV?YYu(osIRt!MYCF9@U})>~TLfEg7GGJi^?y&p`xgYH&kwtUaiznI}u%37ZZ|99!ou)5^dBi`Bbvg&mFSEd#A-mrY}ufO#+ zs~G8%)O@6RBJpC7YuS5-ZNcH=R)dx2`-TptG*->lp2Iy*wcx;mK3x6UANi|_Z8c)1 zneR(kG_UqtNliKL*yYm8uRr&6o0wYGjTF8%3}HYRCNBl^UZh_rc+Vd+)^4f&p=QsRY~xq0Cn?#w`Qy#6m22erzaKVl%%O<- z{Rc0VXk%W5l%-4akDK@Ttg*bw-sE9u)QH7q(;ZSm#^z+|DA)JbEsL5kWM5rz?#E#j z$|LS*i?#&qG6~i5=({)mn%)bS*E3ESVc|u~7EmUQ%hpeKYWZp8=CszJF+te*W)si2 zoLv9B*-3M*d1!EJ^!HU#KTIen>Md?wX!?9@t&V3y$<#?hK4=aX+g2VT?$&QzH0pzg zO_cYw>1CdR2GgZmmb(er!Ze57j<4-c&6<1~a|*mUlLVnhDC=_bV*%;P5W z8+3=wXXq5XNwZ3y;$^YdDsM!;zH4Sp8CaH6(nF}6aDMg91*!vDuJX2;gv@I^T6{0f z@q68rkPmH_-_7{^QPpJU>@nSl=4<0J93p2~(b$dV=BqmOs(+}L;+*j7i*5CJt!=`|TGi3=U5}yyoVqL}PufmYzqW!5E*)N&5#L=$T{^ zuJU>v%QnOCsp^PO3Ogk}+56bl=0ro5TI%H}zi@xtW=U0)_r#bj+ z-xGVZFYyi5tt>p2lWFEND8OUQ6N~i>rzL7-8%LMrnjB4kTyM6DH`Xjtz5OB z&loX>>TevzEgw0)r2gd5J~ll+?LS@XHpXb9_-lZBa4jhVr!AoP$mj^qR5$1b@GOb~p2Y+RC5{L1Ry02x@GDUdrGN)~kw6%Rfx=Q# z_#z=j6~+S8B%Tge;%Op2pF#~6CWtH^dTX;e-4((M1X$|k^$_e@HHqKWBe_UjDahHWPiF}MUV`m%7J4P zS#XSre-k)HZtQ>H*#E#WDS#wFx4s09fu{Yt;21zb2sZmRa13xi2z34dIEHrsV+bJo zzXiuwUk1lG09Yc>R0bGB*HTbSTK{X{80kl(;F!cGkSG`cWD+A!B2nm$H1s%f-*88I z1iT$dL;eDi2c)s?bU5VaCv=tZJAg`(quV_W0Egr)@+$BlPmU)&4hE1O`2;y3fb+;} z(l-INi*6vYYR_aaWsUTga1}bZI=O(%Z=W7~IypZFvSJUta?)R|HqdwL zPvu8eIwgNj-rTBLtW5Ln8V@jJafQx!z$GSO2E;}(xh-(?B=0&hRb6vi$hpUf1dv1e zn|Upes~s05Rq3D>Y=G-gVpZNx!@Ef?|E+#nvZ1f?(U9+u7eBeSRDIihG#lmdIulvs zZAU7L3s67GXG1DW(M$i?RwXW4%Jx5X&o~&kZ^>Pedy=?kHp&zI^FsO7IZ!GDnd$a| zZYX36`4^kbmOLl#NT?s+{?6weolu%f(g$#I0t$x%IVui^g7lOH*-TVWJ6ebhVJ}%= zcC-SSZbIn^l$ru_!v;W<1(t@5QXYW$aUggFl$}DL{sj0bNJ&A;7V=LJ=digb=f#3N z5iAO*7D0o>U;sfn9&iIFkAZR$a6*6$3JpY15Fv5}g160Rry=H`@%eEzW*0q5W`#Tt^x_03S^z1S~L1&|E z+M?@W2)hJ91bozjr9fUn_OwKdAT}`pgB&gSz!Uf+VNU1FWP_B~&H{0QKVRe`jERHb z1`bDn`*aaT3q^r(yioESMv@?uA28AxzPZU`QT{wpOoC+7s2eyJazJ8CEUXG_^%wEO z1fk>+5Cm(03+j5bib8Ea*+Az2+uDy=K_pI++;LXPGlmxd6iB!#J*-5PoS%S|U_xF0R+EbJTFY8aC0hjbA>0lX-d8qyHG>-W{r{VmoX6{wYre4lPWJ>#sD0awIq{ zjxt-5p+Q%Td$aA@r|j~y$hU_FDGh&HMIYhQ;1oXGv^oO+S?QgN$k%iwed&q`yRKS4 z&d*)@%1*T`+BhMEL3{Lxgd^1%7hxhO3P{dN5GFZJL`tqB-tq^z zCCDf}Q})eufunh1fiTt;y>nKsLvR|nG$sx{4J;tnhK5_xXqMI#D%lSX5?RIY#BtF= zakOA6hTGHaaa(MfSR6NmO6`1LFBC<<5IFx7mKX}h_+-b#g@t2Nd7)9T56O6I8OoAH z{BZEq;A9~HX#asfWSm3`E+mJg}Y-1DfZYzvs zgPT=sT(?|5hz&Sgg*D(n`Urwfa6#5`{a{`6jib=U>ZTu;sjv?MNkVZx0-CzCF}Ypa;IwBKxzX9^ z8%vHBg3e)gnGdq9iu@x0=kCHkoItuQKOfG4uuHLxt0*^ufS0QaEes|^^a^9)WKS1b z7+hre<<|ufb&(~LfFMGlADn(tln24aA+}WLM{v1aXyKqYL$MzljyNf_aZ%`}*v3Mi z+vtb%N-W|DqWL27Se|EWxDX?a1h}#Qp%B>?i7ODK@Zsf@n0lT_Ounx0_7Q9j#oXM@ H&z`GL$(!D%HI8ZhGqNdEe`^&wcOu-oNYm{l35N^~d*8!&+i=;JQeVTI1qP4oDw> z0TjOzAX8HSdWb*{qz3^=F606N004?1lIR2~_f5jl36=yr#h(B&GXv4+R01vp6j|Ku zZZfEHM{;rfXs!71ORSZb*WeOB@-)H*N0Ja_9+_%>GC5eR*Vz`eyieeK(ZO>Kf%(b< zQ7KV0o3C@N)!$jh_~1V)qy`2bQG|V1E6cte>jx@U`j)f5f3oO-+m_r-hT3s5zy15; zXU+k1hQ`L)^{HD^2Hq(LSeG7jj@;>gPH5!tGJV?#DYg8f9E! z_&0uY!CAcf1w1%y)!71 zRgmDx@G56|1nCS|P8*ixK(NS4x$%RLEHzx^3}*Ztcq>Tfk+r;r+gb7?yT`p$Y2-#2 z?2}t%*ozhgC1d)k+2|ytE_$tKH1P8W=ZmF73MRMxF8T}==VLzxqzmL^dEGJ3@6y#Q znSI0e$60&r`L_%-BRg#%4?+wwHZHS#@u%1>90PL6I;v_9KAK$Z+-5iKDZ?l>z+2R& zl(za79g1RScEP$^#RJm68|`&Dt5xNpmpxGk#l&@;cr)zhDyRL?SJai(iW1&O&(jsk zd2(c4HL7$^U=+Ff;RR%BbfD6F+r5{H<@^iS*fzDl+9**S<+F~wKatg&`)VagvE;Awp-Jfl`N8WL=Ekd}Rk_FOFPxC<6ofLJisrD6+4aRB!l0}nSJScHL+LPDJU4M zZ1kOm7t3^?pHOaj5IV3C8tGHP36=|4j*%&Ox_YyJSEl$7%dD)S_j!S)9D#ZBOL3!T zSq70DyrJkgmV`2^v|oA@lB}uwk%_~bOy6@po$FGZSQy?v9f6@Gm%7N$Xw1y6+(^xP ze)9F1uiudd>=U*Xg^0$)pyF#qo|nZG2L*k4rEMP7>~?xKt)-b(l6Oa_TKCu_RIE!H z;u#Nj;I}l9nZL$Y&(50>US(f5&WSNHv-1%Y{9vLa>3qAS_IgJVtNd_?;R;r(-EAv+ z@Y+y#kS~PO=vO0sWZFEqB8a0SQMm2p=iW@IPH{p0lxh#MeC~O4&Q`=~(g7p;asW5kT2s?lQh#r-_<=NhIfjLhBw@ zoi-RTfBo%YGMG6NA7eQpMSbO_KZthFyKCOxXgfXu8J4YGQ#6fx|72!={n)l}&jH2i zbNkK1oL=;Zrb0knDG6B*9P>!v0IDR zMJ~7(E(&N!*nyzl=cGi6tv(2<()zCi!~51^EWF#wJf6l$vwaPAEN#C6BR!CaQJ8D| zn!xzVkLf9J&rwQ!oM3Oi_APjHpeOBGuvOy=jff+mB)f=|g+}xYdEj~DQa6L-L`vyp zg!Gzku`@lDPl|k5=Fk)pHd!%03lDC-Ldtt?4OGs3~P__3P$Z(RKvcFjjsVb+1$WS9mDbbu3U#pNvv(Fl`U2|3{lx_W5k#G!o9q|FX!Wl~xXD^c;y8_$cNz%lKVgt|BwRwXXT zBwNJ9QBu5XLR`vP3|-eRcQwKf1znhqO9>qYF1)Ruc7OMUwZ22Y@t#-Ug85~&Gs!S% zETO1IKP}C&@1QlFS>EdyYZk_b@>j}~78?S!jK$wwiblVKe2UjvReqH*(C4|+A@z&o zc|+k2L5oi!X+_8UEV@UpD6bySVJyR2gQgFA%!TlsarMd0Fenu5RUR#;4eq#dRuM2+ zXr7R1AR7Ad+cLGh4mDE)nuYHKJvP7>h{BF9&gs?iq1Maan7uN+q3k6-Dp6B2y2z-d z7{l*y;z2B_48O zl9=qR*Iri-HuDuWKIF@j7wV4e+wU`3tdxM&`lD?s7yBi#_YCIrWjRd`hjT}1I}NTP zyZPj>j?6GkCdS%y&4(Pw?r+)W--DN2%1ku@!aqYelCb`0Ge}la4i$ z(!C+U3yFLqUGpP3PRn9^IyiWLYb;u($hRd{nSbc9N@R~>R`Zj`04f&zVsrzVLyxvM#wYpBrb&K1(ylrNy*SQNN`vZ3I%V`GhIpHv>@QDG!^0~UJMOnN3#unBid;42U)pFe-Te`^aj>>6N3{XZjqnekv|L@Lw>tixxK@e zh%F~Q&v_Kf7k;eY2t*+J|7{w%|9Ezj=P`M2uFFKAUsmpjc)o+t4O-FE1l~- z0aH^Rz#UK=j5`6K7UlpPfZ}o7C)bhw{09H|4W^5P!HrNqLVittL~@_p-`^P#zcK>Q z!>2+C02GT0Bmimve6s>9j!GcYxk-LnVh4gh5r?Kk0-jt52EdU9x=1}F45kmj^$m5A zNCPe#zTYcvo1!3^p`pi#o9cmfUJb<*WGo;(IWeg1!W(s*m3_C$Xgmk+NM zF28CI=h6Oc1JrLDV5t=Ua6I>B0KwykR0;ssg(G$0FaQ!nr-vFtxw3H4Kq@XYh=`}@ zQmBC%8k>nMxc3G+kwUiQNeZzvM!*o<&LIpDFr*PePYZ_F2ZL$+meb(3oIi@Tz|nCe zO5o;hJfUcROY>hrBdLS{5DYK`!F~+@h2&}k1OR_ydN35XJ-h*se_{wjJ#LHs2Qz?k zEBGe{gTc9H_n#O7WyF>EpO_vTVfcR-LjSioIu%DG5vZFtFIVDe0=HzI7%mhF9pDlF habj%A0Th7O`%N)vbR3nw$xshrgaWClSvg@q{{h+D-XQ=0 literal 0 HcmV?d00001 diff --git a/notes/03_kernel-pca/img/points_rbf_rot_transl.pdf b/notes/03_kernel-pca/img/points_rbf_rot_transl.pdf new file mode 100644 index 0000000000000000000000000000000000000000..aa911eb1ef9587de6677e0f945885fed61eddc1e GIT binary patch literal 4008 zcmZWsc|4R|8N%8Y$)EN|8tV`6N>7;C%|71@O>84^-aCJiBL z_AHUzCq9yrvZj!HquzS^zVG~=-#O2@p8K5pzV7S!=aR9~Gf;*>)VXEoA0F&*s{v4e zeGM_KbL3t{63FY2&&kNvU6sg*IYF{G z?PET4&hhK+=w@{z-fV1-ma*HvV=2~t(gB?EDb_GKblI@qXK##6vEgWC?{382`Mr+~ zo9>`p@sbavwWR;0k)$J~W8+E8nwKBu@VOmY*Er}czFL!{ z2kX|}W|CoBs>QWv$_|6A;%QCx4$M-LbkS$(zBA0j>0eqtRqd_c|FHKY-G_gXYvqNS zz|s5y(clm8@FK{!_O%E-u9%A^TNYu{d)tNO-d=6=Xu-mu7n3#7-iM65SR%&QXHHbz zI)CV*4)sh!?Ab8ggop_j8I`TKyl9yNs1%`+suk%_cKSJb=;NGlrDLpKri+8g*@N4> zPRZCeN3@pGHq+!ESskAgQmItlNNG|jF|NyY?L^5|&Z6hC=qlYkh4QgRokXE#H5HR8 zV`r^{#k{8_z6F}(7Y@;}Tt3r!#uj(G>`aK|Q}c^|fqC1R#8Ne6rL63yCY$QdbqAby6D=T5O z10sXEzVWVTnQgYuu-?O}vcV@7;z;~`w*>EKJ&!;L7KY+%4#U!R)R3`w&Z`vM3rn6d z83}A>koajGZo%_g%z|E++Ip*Ne4SvGCxXulE+L+pkQV&r&o!Clv-=)=Q8>w#^Gtg2 zCRcU_Dzm2MYNkcF5S#tH>Lokpq{gXL;*!>_eqWOuSsS?pIy$MlrwVN$tRR?>a@_zyUMz6 z2zJTFI*G~&WHFOIt6k3Pr7G`M$Mb~HYwKc%rNLP@GI8q}RuB!x_8KeZI>XElzF5WJ zR6Io1#tOVX=Ved0TmDhIfYy&GueTagtUn~pk5w&Zfd z!E5;bgkW@+UA4PS+kIQ}FG9r^X!*~MgEQnzyiImqxeU3sgYB?=AbJvsKRvswO2iV$ zAV+a;k#dqTw>GPsaZYy*!EhE80I`)=D=Di$6cZ{qxzZ*5^P;47XkEgqs(0U49Wbc_addY02OB1VEfitS86VrIt|I`UUhPh8JO zIs|7LU^&Haysa5;oWd1FRd#Rt+K&Tl#i59f$FF~2l{(RH|#m|W?4g4bl^lCykW z55*sWHC3QeqV87~8nTmyIO`g6Y@A+(!DJJRTd#P6-NyZu#-5niVV35B(qVxf#8%9N zGa^rJ*dLA2_T+>m8V7yrdlbI1&K2))v%$R&cT+ceEd5rVebt0f^oCI;ubrB{QsvUh zG!oLpH863kpwCIlS_}Ge>SM|UX`#0Y9+K2+zIW*V%0*Oyb^Ix{Jh@AUq%2)^*)n`s zG}g`%xu?hL3j8jOP$UYbnx3CtI~LHQjk;5?T*H!in#Hw4e4)Bk)f{71cz7$0Ln!fZ z>Ko#U<0i5`muu`?`E<22S4FJ|y#Lv7eRnhQBAfk0TAoYVVkTTkfjnC(-KSQVVLz3d zW6;f7lN+2e)VuVV#G5As?XNiSFK8QmM`PQP`n-qp#g5k5j^v~HJWQr7 zHd)B2E8#2m0HST(VJW@WLEmEi432oTQ_J_>cGHmP*IkKOJM_(0x}#xJQ;14U`{`F( z8A!Bwxf)aS(}4^m8E1qT&Z4uL^ZG)_v>rF6VMjyNs~(X9S~yUAxx}j_L$w15(FbO? zZES1Db{<0C6ipW}4n`A^2Bqy>>mNtq@(4ywG7yS8n zH76xsQ#iEOP1iSudRMgaJ`B*8sJsSA-bjk`=BLjC59*)uvP7*A<9DhZN9&Kiw;eoS z{ig@d)N*3zvmKBi+sluMmqSk&fG}^+>M{DM)md#DjeBY z|LSaFB&G-)(prToeDzp%ZKqHvPVK@{GBX^MU)}V+ab2?DaSycv^7VNg0uE7j!~?$lsJJSf`Z;OP}Uf1xpv>xF_ZCU0}JqfTgvm$f^; zJIx9;5_q7OYtb3M3i-IA8J*a0Z(fC^cJYS!biUi2B$q0@$u{;Ou{1K(Hr;*|A1oF{ zi$mG|n?g!lp|cc$gO?Z2WMAlAVow_j^71@(+29nOXkL_5iGB1XldV|jL2lmxh_E{* znE#+P*wXO}{^pgA_swD2UDg7on8P;N1vV3bpb1m0c!_vDyAC;PO@Y}_qk6d2Rx08~-@mHu?Scn1W zuW*gOB7)s8Oy!NYD&vRJR;(T@oL<|~3|I{(*t`H&m$D)T&=D1)zH|+#Zy<|2oin!m zTQnZr{m#Hz|82UHLTzI~rC(rT;yCNs>ANTUi&vkF*o3*xR+e!p*$wrRQaSQ;Uq3CI z>$rMPx)ut4-Nt#Ex>fXf8?$_^-sP3>GN}U!>bHnkR9Iy3UvM8UIkPxYt^W#Jx|v|V zmEM_qGk2?RVRRV0xtGb!c70S4WTtWNGMZyzPO_#T+|>3FX*-f*21q%@e~UK;`I3I( z{ke<%iS%==Wp-=CZRANM5@kR6jyChh>yRT71|>RHvk26~fOK zn;cRts4d4=BSl|pY5TM$LseTkP$TLbd7GJ?9`>}^Y(uP}v&E&h;~h$2|-rA!Po6?E5LZ$Hxc{JVSisb*F(f{1tm))2i9{$QqpB?OQH$#_Blu-{4SZ#?%I{B&>s@C?{Lt71xY3t;fsZw2;O z?ScEWf4czj+XYr+l3O62;rHb6I3k$@z#uSn2n-6ydr&BTC>4e*4Ah;B^Yb9$10W=_ z`|;!76JZ!`kU}K+>g`J^uZL2FsxmsKs-X&ls;MCrp{jCF=<(ljB7e*Iqi76{g7YT1 zf4^;CsDQtv`A5(YGT}To6wu&?{u%&6ouLtM9{3xBtHT-X*&l%KFANT4wCH~@mSzJNAxC;zx!!xVi Date: Wed, 29 Apr 2020 00:14:40 +0200 Subject: [PATCH 09/16] method --- notes/03_kernel-pca/1_nonlin.tex | 1 + notes/03_kernel-pca/3_kpca.tex | 232 ++++++++++++++++++--- notes/03_kernel-pca/img/meme_exactly.jpg | Bin 0 -> 61737 bytes notes/03_kernel-pca/img/meme_realinput.jpg | Bin 0 -> 60928 bytes 4 files changed, 209 insertions(+), 24 deletions(-) create mode 100644 notes/03_kernel-pca/img/meme_exactly.jpg create mode 100644 notes/03_kernel-pca/img/meme_realinput.jpg diff --git a/notes/03_kernel-pca/1_nonlin.tex b/notes/03_kernel-pca/1_nonlin.tex index 5a2b339..c31e95f 100644 --- a/notes/03_kernel-pca/1_nonlin.tex +++ b/notes/03_kernel-pca/1_nonlin.tex @@ -1,5 +1,6 @@ \section{Non-linear transformations} +\label{sec:nonlin} \begin{frame}\frametitle{\secname} diff --git a/notes/03_kernel-pca/3_kpca.tex b/notes/03_kernel-pca/3_kpca.tex index 562798f..e80be1d 100644 --- a/notes/03_kernel-pca/3_kpca.tex +++ b/notes/03_kernel-pca/3_kpca.tex @@ -1,72 +1,207 @@ - \section{Kernel PCA} +\mode{ +\begin{frame} + \begin{center} \huge + \secname + \end{center} + \begin{center} + \includegraphics[width=0.3\textwidth]{img/koffer}% + + \vspace{5mm} + non-linear transformation $\Leftrightarrow$ kernel trick + \end{center} + +\end{frame} +} + +\begin{frame}\frametitle{\secname} + We apply standard linear PCA on the \emph{transformed} version of the data $ -\left\{ +\big\{ \vec{\phi}_{(\vec{x}^{(\alpha)})} -\right\}_{\alpha=1}^{p} +\big\}_{\alpha=1}^{p} $. + We will first assume we have $\vec{\phi}_{(\vec{x})}$ but we will eventually turn to $K_{\alpha \beta}$ which we can actually obtain.\\ +\pause + +\svspace{10mm} + \underline{Remark:} -A difference between these notes and the lecture slides is that +\slidesonly{It might look different from the slides, but it's not} +\notesonly{A difference between these notes and the lecture slides is that} the lecture slides employ ``identity'' as the mapping. This is why you don't see $\phi$ in the derivations of Kernel PCA in the slides but rather see $\vec x$ used directly.\\ -\begin{enumerate} -\item PCA assumes its input is centered. -$\frac{1}{p} \sum^{p}_{\alpha=1} \vec{\phi}_{(\vec{x}^{(\alpha)})}$\\ -Centering $\vec X$ does not guranatee it stays centered after transformation. +\end{frame} + +\subsection{The Method} + +\begin{frame}{Kernel PCA: Outline the method} + +\mode{ +\begin{itemize} +\item center the ``immediate'' input to PCA + +\pause +\only<2>{ +\begin{center} + \includegraphics[width=0.5\textwidth]{img/meme_realinput}% +\end{center} +} + +\pause + +\item compute covariance $\vec C_\phi$ +\item solve the eigenvalue problem +\item normalize the eigenvectors +\item sort the eigenvectors and eigenvalues +\end{itemize} + +Use Kernel PCA: + +\begin{itemize} +\item projection +\item reconstruction + +\end{itemize} + +\pause + +\only<4>{ +\placeimage{9}{6}{img/meme_exactly}{width=5cm}% + +\vspace{5mm} +The difference is in the details. +} + +} + +\end{frame} + +\subsubsection{Centering the immediate input to PCA} + +\begin{frame}{\subsubsecname} + +Remember, we will first assume that we have the non-linear mapping $\phi$.\\ + +PCA assumes its input is centered. +It's direct input are the $\phi$'s. Therefore, +\begin{equation} +\frac{1}{p} \sum^{p}_{\alpha=1} \vec{\phi}_{(\vec{x}^{(\alpha)})} \eqexcl \vec 0 +\end{equation} + +\question{Isn't it enough to center $\vec X$?} + +\pause + +- No, Centering $\vec X$ does not guranatee it stays centered after the transformation. Therefore, there is no need to center $\vec X$ beforehand. -\item Compute the covariance matrix $\vec C_{\phi}$ for $\vec{\phi}_{(\vec{x})}$: +Example: +\begin{equation} +\E[\vec x] = 0 \quad \nRightarrow \quad \E[\vec x^2] = 0 +\end{equation} + +\end{frame} + +\subsubsection{The covariance matrix of the transformed data} + +\begin{frame}{\subsubsecname} + +Compute the covariance matrix $\vec C_{\phi}$ for $\vec{\phi}_{(\vec{x})}$: \begin{equation} \label{eq:cov} \vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} \end{equation} -\item Solve the eigenvalue problem: +\end{frame} + +\subsubsection{The eigenvalue problem} + +\begin{frame}{\subsubsecname} + +Solve the eigenvalue problem: \begin{equation} \label{eq:eig} \vec C_{\phi} \, \vec e = \lambda \vec e \end{equation} Each eigenvector $\vec e_i$ with corresponding $\lambda_i \ne 0$ lies in the span of -$ +\begin{equation} \left\{ \vec{\phi}_{(\vec{x}^{(\alpha)})} \right\}_{\alpha=1}^{p}. -$ +\end{equation} + +\pause Consequently, there exists a set of coefficients (i.e. a coefficient for each transformed observation) -$ +\begin{equation} \left\{ a^{(\alpha)} -\right\}_{\alpha=1}^{p} -$, which satisfies the following: +\right\}_{\alpha=1}^{p}\,, +\end{equation} which satisfies the following: \begin{equation} \label{eq:ephi} \vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} \end{equation} +\notesonly{ Eq.\ref{eq:ephi} tells us that we can describe $\vec e$ in terms of the transformed observations (a weighted summation of $\phi$'s). The use of the index $\beta$ is only to avoid collisions with $\alpha$ later. - +} + +\end{frame} + +\begin{frame}{\subsubsecname} + +\slidesonly{ + \begin{textblock}{5}(11,0.6) + \textblockcolour{lightgray} + \begingroup + \footnotesize + \begin{equation} \label{eq:cov} + \vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} + \end{equation} + + \begin{equation} + \label{eq:ephi} + \vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} + \end{equation} + \endgroup + \end{textblock} +} + +\notesonly{ Substituting Eq.\ref{eq:cov} and Eq.\ref{eq:ephi} into the eignevalue problem Eq.\ref{eq:eig}: +} +\slidesonly{ +Express the eigenvalue problem in terms of $\phi$'s: -\begin{equation*} +\begin{equation} \label{eq:eig} +\vec C_{\phi} \;\; \vec e \; = \; \lambda \;\; \vec e +\end{equation} + +} + +\begin{equation} \underbrace{\frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} }_{=\,\vec C_{\phi}} \, \underbrace{\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})}}_{=\,\vec e} = \lambda \;\, \underbrace{\sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})}}_{=\,\vec e} -\end{equation*} +\end{equation} + +\pause After rearranging the terms we get: \begin{equation} \label{eq:eig2} @@ -79,8 +214,31 @@ \section{Kernel PCA} \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} \end{equation} -Recall that we cannot compute $\vec{\phi}_{(\vec{x})}$ but can now -exploit the kernel trick (cf. Eq.\ref{eq:trick}) by substituing +We are one step closer to not needing the eplxicit mapping $\phi$. + +\end{frame} + +\begin{frame}{\subsubsecname} + +\slidesonly{ + \begin{textblock}{5}(11,0.6) + \textblockcolour{lightgray} + \begingroup + \footnotesize + \begin{equation} \label{eq:cov} + \vec C_{\phi} = \frac{1}{p} \sum_{\alpha=1}^{p} \vec{\phi}_{(\vec{x}^{(\alpha)})} \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} + \end{equation} + + \begin{equation} + \label{eq:ephi} + \vec e = \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} + \end{equation} + \endgroup + \end{textblock} +} + +\notesonly{ +Recall from \sectionref{sec:nonlin} that we not even be able compute $\vec{\phi}_{(\vec{x})}$ but we now see it is possible to avoid the transformation altogether by exploiting the kernel trick (cf. Eq.\ref{eq:trick}) by substituing $ K_{\alpha \beta} $ for $ \vec{\phi}^{\top}_{(\vec{x}^{(\alpha)})} @@ -88,19 +246,23 @@ \section{Kernel PCA} \vec{\phi}_{(\vec{x}^{(\beta)})} $ -Eq.\ref{eq:eig2} becomes: +Eq.\ref{eq:eig2} becomes:} + \begin{equation} \label{eq:eig3} \frac{1}{p} \sum_{\alpha=1}^{p} \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\alpha)})} K_{\alpha \beta} = \lambda \sum^{p}_{\beta=1} a^{(\beta)} \vec{\phi}_{(\vec{x}^{(\beta)})} +\slidesonly{\hspace{40mm}} \end{equation} We will now proceed with reformulating the above until we no longer have any $\phi$'s. -We left-multiply Eq.\ref{eq:eig3} with $\left(\vec \phi^{(\gamma)}\right)^\top$, where $\gamma = 1, \ldots, p$. - We can pull $\left(\vec \phi^{(\gamma)}\right)^\top$ directly into the sum on the left and the sum on the right: +\pause + +We left-multiply\notesonly{ Eq.\ref{eq:eig3}} with $\left(\vec \phi^{(\gamma)}\right)^\top$, where $\gamma = 1, \ldots, p$. + We can pull $\left(\vec \phi^{(\gamma)}\right)^\top$ directly into the sum on the \slidesonly{LHS}\notesonly{left-hand-side} and the sum on the \slidesonly{RHS}\notesonly{right-hand-side}: \begin{equation} \label{eq:eig4} \frac{1}{p} \sum_{\alpha=1}^{p} \sum^{p}_{\beta=1} @@ -117,9 +279,11 @@ \section{Kernel PCA} }_{=K_{\gamma \beta}} \end{equation} +\pause + \newpage -Eq.\ref{eq:eig4} without the clutter: +\notesonly{Eq.\ref{eq:eig4} without the clutter:} \begin{equation} \label{eq:eigK} \frac{1}{p} \sum_{\alpha=1}^{p} \sum^{p}_{\beta=1} @@ -131,6 +295,26 @@ \section{Kernel PCA} K_{\gamma \beta} \quad \forall \gamma \end{equation} + + + +\end{frame} + +\begin{enumerate} +\item + +\item + +\item + + + + + + + + + Since we want to compute this for all training samples $\gamma$, we can reduce the clutter even more by using matrix notation. Specifically, by using the \emph{kernel matrix} $\vec K=\{K_{\alpha\beta}\}$, where \\ diff --git a/notes/03_kernel-pca/img/meme_exactly.jpg b/notes/03_kernel-pca/img/meme_exactly.jpg new file mode 100644 index 0000000000000000000000000000000000000000..4f390c2793ba453112c8183e0e7be0b471bc6b48 GIT binary patch literal 61737 zcmbTd1z21$(=bXY?(S0Dp}0efJH;Ieixh{&y-4xJrAVP=ad(&EEbdNmm*OsW>Gyu$ z|3CM+&$XQFNls)kNhULsN%m#_Weo;PK}KE%=FJ-zm^aV|=4A;+66P)Jt9yOFg*rF{ zxL1dSfB=txjD&)MjD(Dgf`*BPf{KBPjEs(rj)94Vg^h)RhJ%ZPg$s>iy#jgjTJtR& z60{-~Dl#fG_5Y)L>4L#VdUFY@`t}Vq3@rAWx7cr9dSJ+*c*4DXMfZQ)8`!sS@Q6qV z$k1%kH_$9-_WzduFB<{zWf2DL?Hd?athZQD5Idpd@GB!@kS4zR);nT8_9ubcr8`?5 z`Eega(thiS_nG%?VWEOrd<-9SDA=EOGta&s7F})k?>Dr4bBVmB2nnl~8ZJXu; z2F~b{h*-}j=WS_T`_UP?I{auL^K@g68T15~yN&Y8W5dZhkLwe=s=pvmw5`7)eMHO9)J1l z`j@XUDLn{SIT+j;kT+9(A75bZF~@dB&i@qfd1dlvUWN$cQpNJr2fS&;;5(+U-Iv_K z(7{hWoVc7)b}(e1f0A!&8UibmhfVal#kPPqHdEbVUSM{g+uh16+lT!#PARR=I4D(Z zJXP5y1X%Y;Nn#qrj(>XHr`|;&Mu3h`cW-$;}c|L8Ciw6$li<8}fwpAIcSTYXDi;?(@igD9ap^oB< z0+NECOT@|;KbVeBhd_kYwR!2j%M_KnU+!xR(=Aq#H|cgY$E`=rDZO@R^beL#9nBX6~?*8R*KkMKaHLlz?E?%ji`}j<$JsPw= zI=oiad{ck3Bi22a;;3<=$`WHdCGDV$<~{0q?EgimK=lNT_?Ndqw2#1sDBYh&%nlQ0 zy|RW{y8uyF_Fz$pwF#f`9k#lXhC35US3;&AfyHg3ay7ke_M>5HvppYx9!4$&(%F0$ zo=U66v3co^KvO~fL-Nj_H;_VKhhL@(V(CUepm^wtw`$Fg4=bfGFtDyv3=%j_Wz!;% znarhzn1Js$;(W(+o_`Q??=n`i#je+<{O1hrSG?@~Kkc>K)u_7trMtX-@*2b36A1;i z90s)*L^jx7nMnHso^ZN3*lGlQfCr<0%G-8SWk>zG3q~U+Nck1Rd(kb>&#* zopHiWIVeC$%>HH$#)Dadnf7l;^mSlkfqz)GO46bz5mw6dv+3X6P*kR=KvsgJFqj!yT~>=9|5+MWZHq$ zXcb8WNXoIXdy#TE2Xw#c&V2X?Ck1E2#27;-(?nCmWSF<+*kdcwdml5duRMkc#Jc4uo`y9(R?SXKj}YBDJYS%c-i2Au3laed08+1G5~^ zmkc+J#9d62`VnBqyl&&Fe0Vms06B7K)0?+$EVU&Cw)>)w?3t3P0PIzfKK5v`+O5O7 zoL3qxXk@_It}(Ys`x}z#zC!W>({(iBd`Zcz1$Xb5sirSjoFbT`u>MAh)hP;zy2Nl! z5)a`kH8T=|ATzT9?~zJjZoA`-pNRaEGKJxAe07-twl1SdUL0o{i6BYOR@I$A zuQ}run#E#+lJ9WRnf{cetx~g7<8VF)STmtl9NZUcd;M9o9CGa5p0L_Mcb(>)eC99P zl5X$mw19i|SJC6q$7L#H?s>AJ<@^tx=KTvyvWwxOrlz!QI^(ILL zu*noUmA=Htk!+QNXCGLGAG5~~AExPcuHBd0QJ35wA15U-nCwhzh%crF06=0}aD3mE z25CZ{xeg^XhUT}(w^3R-WX!K`S7z`1iXnG}`YJ#(U&^I(<^cFI`x$erKzPqB=xGdW6)3x&uOW@h!eV|=_fIy73^GK|%= zcz}2dvq%tLGPV*B8^TNz;T?>hTyXw$-_-{UL!6cdwyRC;<@axMc9W-{WsQ~eu|}`nOp7p!APR9N%xEPsn5(sopK>IpR{~wsOz~;QIcj-Aa^v-4iKhY?GO>oef}{1=fj4(z`P8u&CowEPV%1mK|AT+0yZeMWL)df2ax zOPttu18nyy=x4NwXl)}T2pnr(*VjwT1#772aX4Z?b}vQRO}gAHD~!eU%qYgvDhA0V zyGflwy=%E)K?SFR3#-G*EavSpb z!~Udg-WIVVidZuHN4zO0rpH9`{E0;rFgt-=WAZxT*6}ELdk(umYSg z_u(SBwejBJ1?KC`(w*}HnS;z`%)lm)Yx88hRlQ2TbHnYVYi_g@-!`g-Xe+dz{hD|G z6Khx12{niF#=Qn=ldJ#V(|bP*(~-@4ADun1!Dn3liMvqn7HBNL;qy%&hVCFRCt*md zdaFoQhZQ)u;6JpRUVOCWDBGjXCqazrxvQ~o^aA5?L8-VYa?&|RDSlZkxhpbfg)ib8 z|CHJjKZfx{PA*F&yY+CQ-JoX~<7=IMai4AC;;k;zKa7W$Xm=pH>-R`wmzzyB*pS;MZn#itZBz}uz^KMB#Ohku z9|0?xs`>qek3`8;+14Ia0rLmT)ZXpF8$dtDAzq4%OKfH0iD?eC+ZPyxD_dUe8Pqc! zelM}siDn_UVt0THbnK6{DVJYH_3crE2J_nFsZ%U72{rIZXx~dlK5sK9`fpP z=1na65Odq=AQowS&K7RZyKMOi(X`$bnqlA7e95NT+4cVUJr&=*81}(!2laaw{zngyiuI;;$gND0=?tvkY9LgLWDXZxhbmhce}kg8Hk?J!81TtdE!C z_@7B>=xjq|-;%*O>lYyDv_z*cm7CY`F|SVDUI21Rw%zk3iM&MH`p3lj(0v|NlMCYR z15kJg_gcSC(~;cns6>9r-HX&i5l21NuK-q$kPS-#8-u>=lu`umJrG&-10DQ?!FiTN ztb<)W2g#qa>D*FSm0YUm0d%0Ymg&vluv3FkK?o}eQ@y2f_r<_ zd`qhV399MgnCzKaEGy!>uRr^9=s9RYJ6(fx>#OK0e3b)B&BPF9dk<~zC_iQh`g-h% zbD~Z>xb+Bx@*aN+?Lm}QZ&FR4$F;PIX7EZtU5Z zxbhR;lu>*(*J^lha8kAg*k;wb$97-4l4K?7%1C<5WsUwu)J(}9yI7R!)LaJ$;#Ccq zf3BRBo2SZR5h6%F5YO_1KbS2p`<`cpfp3>Sa*oK?E+57p3n4J)nHlfpY}}zPn_x${#kn(H4)zP?Kc_i zj%|{xIcu4eWtaN+rW{1l>%ho)Q+hNPTVn=NCZ*aL?Lh;Xz?!3EpyDEe^Plic6tn3( zFw^d{5twpPMQGGa%e;~CCKkqB%O@Xq_bRmN)R*GraYRS7%*ThcPSjiQ{*JflKE`m< zntG+?du7;{qc(s2bu41s*KZXP5p&@&u#;5WMVEklUjI;$EcBPG;!NDmDJ#~JB~EYi z>G!#DLGRTgo=dfV#jw_~yOgvIwmcbcj3pz-IOJX=MwS6wLKuB{>h;iic2cjJJ+&!B zaI~;p===QGcXhBGz8gHbl`0rI@+A8W4U}rxn5<0_`z2mCXygS3%9Sp%!7bX`T2**w z)WyZUES3r$Hir8AMJAkj%*42eBjg+-r1mcM-pWg^s5h5aVA1@AMDonW=di>?b`Rrd z=TSA+k{Fx1i3FX*gD3I5s-d~l0K?m3<91L@OLoEErVGfGxlcPwYQcVk{oOObL~E;3 zuuyJ(E0Sc6k9u$e_?${At*ZKoilcDho@$ZL%~BEKJ;q(r<&{mo?QsmFUm?FxU zIbR^xJIXqjD$V~xWAM_OPVkSvam-g`y71nkM@_wD?u&3zS6WAN8pC+P()0EjccQ@s zLz9MquNL8jC6i(`gWeUCEg7v9MbMo+$#UMo_LWB!LDRLK8*NF1GF@|0c=I4gB*P5? zi5XCK(uVL>+JW^$Ax1W&REyJml2K}6JD`}hD+^0oqOWaI;(!|79F#>;pG#TJvQHk-+sJzZO$Hfe|;&4efKYoRI3kz zbM943H^cXy;C7eOsSC7=UFa$I`$vZJ@i5B%AKHg^EEMNx|9N%^B+NJxlb^}9Td&D- zH>Nmoklv?RJtH)A@tPHxnd}fzncc7^%@UV;HX&`0YO*JMKCACr0?175fhsj{L;FUa9Rg#Kz6#UylPc8EfP9Gj#Jc z1)BMv6yw*J!@pv$i39&B_P+sW<^NYW?qBu))csE|;7s@r9{K~j$kk3s_^D+_ z)*MJBW9^-J8)c8FboYDtyWqT>#yJGr{2J%*d!K^o1$#c70z6laNBrJUy8I-aV{Pj; zvgPiza(32Qb;OjeDjAMy)u8#x(aVEGd@%QA1o(STc=3ec7t4D`7JN{sbuxx5=#ii| zbMd_tk8#yTfX5Knh8&*B9JzRKx3@>4q9MuJWC-=O)% z?n-^%&|PR#Y_8f=GCj_-<>wLUg3&S&1?d6GDN_gRn7CNzUq;zC-8{Drm-f<`WKt?> z0f|Hq`wGPVb@Q9qMM;p(%;!Z5o%nIR{cB!a&Rdo!v@xYG&dZLJlXk$x=t~`9;?az@ z$i8l#!7!S>^HOGZ@#L|IBTH6t(W!g8`s}rGR#u+pbb8;D=#68Zg%hgk2<~T8v-J`D zeq})i7Ga#~ephE;&cKABpYpaqTMC0X{FF^}de~Y$I|oZ!tS4rEls>Su+(zU?wRpCD zq{sD-5RIw!>@3=W+m@?h-h@eS9p%GBpn08^OQjEiea+K{H1-axUvZCvLOgjSka#8k z_MlzifocJkeVuy?`?km{aS;i_?%JADd(~kMPA?%+;jA z&#uMGl9nRpz6nRX=ymEW=LyLxeZ>HPP zd`%w{tgu5|*#!=3n{Uwvt=d9K^}NU-G9#{u7a|~37mD0+Woc=){sy-oh3REmKS{`6 z7N?3HbA8>0qJ?`>7xc-o&N`fekp_=@zDR%Wq9(d}Zk_NgJ}*A7;`78WgZs)Zwxa@b zuOrK??QVr~*7A3@07j7j6|*}LcAi{$%^DGO|tTmh15lgB#UOn%@tDg1qvdCJG%>%r7uIBAaLEtdAsq zTB4EJ10N`cL4w}#!TS_ha4#f%8KJAnhMf*hMy%(6(X@ylg4PW*FB#Y!~rgJvh$KfaG z7GPHK6y>O@4Q;t;<=o;&d&Dj@`4TwT7=jmV7Dm(@#o|l<0kD3%Yf=B=^S#F2~S5uHVN% z)jKGW%&2x&m2-Gd$`jNs`KLnhf6$4~0#T}Y{m@FL#^BK2jF~;q*%gw%%ldE;zxR2_ z!I$}<0&vK>dNfL#3r2aAv3l(IL2&Dz;*YLuJ3M&u0wV(*Ot-uO^4uv)3V=}BQ$cFN zB#XEfaZskVRuD1ocMx5EVNKa|D=@zJIjA_YIPR*Ri8)X7Z4iQ5H2+%xZ;{d(MVIvX zTD`*F zHGeHxc^TgQ$_}GccmxwUzyg&78{8;G!A2Mv=6LU&R(&{4?bBzb4kWYwTGZ9^yXtNU zm7X;&+?#*e#;-owi|uN>wwbXVaB-}=5~XsoqOU8l$i;at$I|A*})gk|04 zxLz%~MJJbEbEfeITE4wK$4BI*hJYm7Pu4VICSAiC+GVaVz4*l5q$A|UYZKW7nJAPn z5|CHArny%Ew8j)!0;#rsnse;p2IDE$GO&}D1d$Pk4?#*m4oA)#OEe4_Lk|OojENNM zk_-;;jb@*e)+yI1jwg;bZhoWQ1_DirTbEm>>Wc4@{0gmrLyEO7Hy`!}0|&lR zG}Drli9Oi6_KZ4BM*m^VXk1_2TYtz{=r_PQxJ zr5|k>jM;s}jSSkW=aCz91uYgz`KNn?%vhpZ2{}qfe^Rri7qnJ9H6SEL_u(aM_6gM3 zo=Fq?K0a9j<=J8=8{KM72g9NxLfr?|H{3t?^7@<~edL`V^hG7Q-kDYS;`jE6=6kM8 zX9qP_w)|!);pPZxZ1j-kyiiVIqEBSLWs8a;r|kQsgMI(`-cdSn-0Higq56b3XH*_h zJFivpyzGPmTtkvI>dg4%Ax_!QHWXlQO5}(0d2PntYk4SI@PXa85wGZ73nSvU27`4E z$ID#3gXoNrW4i`9%3Q-p0=0vebz~jv3p(u#g>$~26)^OcI!8sa5itN1Clu)T69BWi zZ8608JZS`iP(TEn3h>!iwS%0HksSpozB&Xd>lx(Y4{=g1c|O1m*mDNmnim}!;aNncWt?ghQ=>2OihCb(Q`nY+0lbAbC^X%X%#SC1*pI>nYGMX!KlN{Y{5(SF_n=dd{ zQfVL6Y}oR?nIWWAhu@X|R7y1o|1{ulK~AC$GN%|3j{s`{$c9fx(CWJ*exNGS6jOL5 z_zTU0pL{>_&GHeXX}YhD<(4V;P1+ie`Z^lYyjwSQek^CeP^afDOMgFoX%hew0Y;;}{=f`*HX=3(* znkK>}O+2woF&mCv(I%u3TW(>rk8V}6_qTy+Ix6mj<7{;jR@a_cIl5+AO~yWeG?{3K zY-~ZzU>8_-lT=X8_4(K31X8}T;rNV6HK!daWmB>bIfyrlZ9&Qwg!MqucI!ZOn_roF z;lD%>=^tDc0QwSppr3IoBxJ_ro27eb?bRk%!(8gs7k5w-HYi4wWAf8h*g-hvbE!z5 zIgiuWN|_qRj%mDPQfr(w;d*76fQ#(&Xe8zNpQ5L#0@-#is65>0vx=S~SR5(jYK;-& zc~Ro$bli*snk}Vw4km5(65RAkgA5u(&t-BHkcJ9 zoQM!cts4%oA$=js0=*tbK76FSN zO-;1KKUJe3&jXRVF*60TuFbl2IS%Y>id@Lt4*V1c_I6C~C0$hYWM7$I%c7uQ7?jaX zW(+DUqRTWEWXC-$M8R)+HvJOiX}^wX!EJ`vZrEfr8ME43yIT>GCOz6H1(p`@=k=Lc ziw-m1kbH~Vyr?{Kr0<*Ww<%{@n)#vB@vE|XX@v8l-*xgi6oHatm+a<&Z?G^ma(`A? zsgFkNkWAb0Rn`Dc(#I%s^+{WxESd0x?^;sB{Ft|nUR6527eo<^R}r5!W9}WYV-S_V zlSmUxKv1GLz6@a6zj)V1c47-|)5AoVRA8FM%GOjsQVu&yzan*g-)PcpTDZ391m;Ky z;iXS!t*Zn5{*u}Mu53Wd`PZ+m<<*=pR(@Fw=9PjdHonU$)7-?G6!@mZ&vAl)6hT0e zWP+d+^pQ-EO!yFoUe?bTMhgtAM2@qI`LKnxh4BIE&o|@H&#k#6c+{wmr#Qatsp2W-HwTl|8O$>HsB`^)l1((esQW3A#ch6s#li( zNgs^I2xKy?iQXNT{|Z^>iU9ZQB*t@o(_`}-D%AhtnPYzr#TM?;M7vqYxXjg+ivlgo zn|FEFM!4FOi$Uhb{kKn*x#&tI)yYhJtVih^fHplQc~+e6c3^}SR}O=t#wA=1T=l>0 zTihm9pJa3}qeih=1JII%jdr3kQvSVa-Wvz0?O`*fd^>iS_I6VAcF(^p_;dEGv^;4* ztSR?dbkbQ36aI2L+IVBVJmc9)enK%oh|cxCxQ(uJ@y73EN2)q|_LT*p{?V8@)PpZ= zRP4v>3BZI4OPQKlPV=PB>%l%)4%ifn)9T1qMgn{s}2=+3(XDRZ_Yq zA|`eMzkP0kdR+*PW&x=x=}|#4fOKeJ>36$wJMaYtnY`SCcj8a!rRRSSfRqPI!_D*5 zUsc;5BiC&+cIFzf3JBt?+Z-UKgc)Q%}{c6wJKR5IWe&jPF{F` zf=*oA1qzAIw5MTO`wdZS?4QegB$m)#FW{3;BhCxfJ5Q5SWaLtCr&cZPWy5IPY@z(_ z?3gFJVX_0R8{KIZp2>M0MaxuHf%%CuFze@nk ziD>QpLgPYbDiaVF(>$N*OmX!~6$RY+BC>vx;;I+Z{Wye?9TUYaAym2NH2V$#bz9c< zhyLD;wq$4AsZ|MdjX`l9Yq)uV$@|yBy*PA)32pqh!@OYcOoa#Hk#VxHW|$?fc}M9u zw=(1`1>1dd-*MP)$B3LN z9o+a3;J>QSGPStt;zw~X;caeI^pN<_={vvGFet5IE2v0ITo%JUKZy=iL{3DocE4M9 zSqdrzj7E%P0L2Hy({@3jqWSf!S{+pK3Dfxtd#C226VRctZSpHR5nEk-(E5`FrMTmO z5+g3L=_kkwj1xmo>z7ztT_kydyCQ~TLK@cm`hB)P)K7!PTbn0bxz>Ok=~(_Yq!P1wLpj`*pOoXe~oKkbdj~?ErhkzoEHI#LHpfp)y?f zSSt&?x>oTSDr5p2DT^I!Q)W)I=3ijsI(i)IZGCs9Wfbj0PNaX^u}cu*U(DaS$K<|$ z_&2FOvH!DbE?*&2Kp{V`alqc0wHHT&=JDCR(^me@iP~fVz|XKE>M+}1CAwzTlxUX5MMwqN7wr`8h)Zq*wdwM(}vLQ&r>n115MaGkaiDxr7)%4Zkvn=4GaWqb|3tP?paJ`P%3ry`pRGr_zu}6tt6Otoz z&`QDKGpp+j5#FA}4(}HU{<4<*l&*-#G*YUG+W=Mf|1Gs)=t`O1d!$j@y;Jy{j6wZQ zwuhe-)XCT>AlN58x}oNY_1=UZV^=S7ejb5ZA~%Y@XPcb`D1C>Oh_Av9^Simq`J8s||aR<=Rf7MX}>L+u6OMiJTm|yuQ-3J3E{!njQR& z`CWgH!(INJz{J~0oH~#Fa6l?LXiCTH5vpNNx+>U=dgri zfcnR`@aO$8N2y<&3$OO|38Zf5kee!HwuK=wKLmkE{)lTaGdEE2Qs(NZ^@|HZE2-hr zRD~ebD#2|2jB2WL9*V-)b+#82nfAHnhN*W*f8)#xke*1dOhy+ym#54VI8%`#gaT<& zb^3DIYiKX3CQYQumSP>b$L6E;X_3{>4;b-6jf?O2sZn?voxxZi@4r)3a>VBw`FTDG z*^Vpd<5KHPS(^{p3kw4A_KRdbJYsf|mq6D|oBqB9U88f(E;qHLw_^2=I}dz8xb#jv zXN(E(U-p?Bnz}zb_vSS;wTCe&2UqAN`&I>GkvjZVj`_>}Crrj^moG59!eIx!9`1tC zv%e3Wp~7o8_}s)Z&VXLy}$UW`oOzFc&aDL75-eM+p{50DY`UIw+79u4P)9lLRv zvIwUE{xVc;y~~8tJDPwYrN1&D-vK^wR~@-V6?b=%tpdU^caJ?fifYgB@!boBbGRvdqs&6`N5d1 zB-PqL%{K~P+jNfuTI?fa>GRYgc&yD0G6PsKtX~~i?UbL1A`6KR0?->hwo=9cuz@mOmsz*n2O3eJVBRAQgEMtjA=Ub-< zHBCtml>ea5tyK{-Lc@A*{5lH%MW=iF2vDUD<1!gmG|8vc#-6JaRvZW6b6}CYm}sXr z1{Ye;U3fq<(zC;U&H}GPl3|Wy=I$TS40U&ail4(Kx$5={jOpe*q~}OMFW5JM ze>o`Hfgj=Xu*R0-RAxzmrBFBhqT;WhcR!`jXenR$?(6#4+cW>CWtE1GAG&`x;0Q|x z3bzEkmtF6zl+*WsBar9PDYTtH7LRKc!kXH9d`u&+cg!?QVmb6OYW6%(ka6Q4HUBzh zMt!#I4QfT}iPhpukoOKr=~RT@GYIBvRPRa=_4v9#)ms9R9`A&QML~Y&k92I}@^93G zjmY-~e88fH$Br#beTiSD!kv>7!mu_@S3fJF%#(B%&1W3HlfBq?A=5?{9pdvDvY?7B z0>C??=_~oEo5z%p`sU-A{<%!q-$VaM%TIaeWVL4bF;oCVS1I@I=f{s!AA$nmuAw{! zy7ItKtqiK(lXDPM=qF7kI}a7a zgceQ-a#Jr@vWith#!lW2Zs?0?h`&XFOD4^&7Ds>51UP{ae%iiEpds3fEBTRmC!b*S zshaaSwg?{X8!VLl{+B!me(k0(bSFkQxe9DiY`KO!sEfV83{Kg&Ie=5vJzrp|ugE{b zUI|&sM>dG!7A6RsyZR}rhCu0ftIUvg!NK}Y^>^F3*>T#TSo$CiZ10ah|rA#Up zls*qA56Oz=YcTH5WmZ=F!L8$!#$r*ejtTB>4Z|N+WB6<$_zj6}4`AOtF&y^6_~ zQ9jji?Z@(Ox+9~U?7lPWHJ`!^_)`9><#1ZYppQYwPy+IUO0|E>)(324xc92^tvp!x z6;TFk_lte+KghYmZ0r)Uev}%5P}3whWI;MyvK>A&3;8nocFSMFpJxYtL!$h0f6JD# zjQ4%Z$BUC^@+}9?lwHHRS-YVi%7$li&9dZE+$T9TSQL)`A);Sj|4T=9b$r#4pQ_uZ zUSNEBnRrVUCVLIo`zqkqOvx2H$$20RqP5lp9En(4tjnHZ5-Gc=vMrIe4LjoaNaE)A zx8r)$)jI9*@V?VyF$~+RAL9WjHS|pPX>L}H&BU+>ICw}bouVZtc5SbH42SO55Tl?| z>T1`XmpYzx+@2NyJ$P&T7{)%@SbOU$cIEg+!pYA9HSufhRRVm$G1ko+*mD%3B>ubT z4-c{z0Lt9x)GJlEE8Etn@lLGwQg|Q2p{knQhFu9#-ECoZ5ZcaZs_~xwp?4u7m*9|yk&P6x086* zuT}}%2xPa);qMSsBiC<=donuZe%Val*|B37(3Yt+f&5`$;)!w9;^Rjaij|F#A zYoMSw)4v>3)8PMDA`ziA;O zbjR8nyFiP5Kj5H_waHZsvG6gf`tuv!#}MDk80Dm~b9pvSdBsy}=F9a+zza-k;Wfq4 zHqA(S-MNL}i5yP0mNCJTXg|ecHOSpK@*h z%ov*sEa=>^<_RPjCf2$%YO5n=_I^K1Q+N{#b7fNDUtk_&B`M7;uE<^HwYqV+$`s3i zW0>EFv3@n*SGW=B$}m+jGS7Lq7#N`B;L~g91aNDg6}o&Wt`_l^q+uC=nl3(@W=GhD z-FS1@?l8HzgBL$Uuz{&+gF z7AHpWtmK!XMRqLK>T{B<4Dw>grgWXnJ(UeeiBg*Z9-uJ_*$s?*e{M@>`o zqGuJxQf5r^tkul*4vVZXev5Mv%l<>ISIZW_W$5*OrTYa2Zy>Urk(s8&>71@xFp z%PX4OuV{gdwpA8)_zQX8LPrl#Vv!d<*|NAQP@ibtzj%38gmXlyp99R^7t|z_Sor>A za~)GQD#d3Z3Juh^I^e97N(PFCnrhLdphskYDD%cGJ6o-Sk5z->L$rkhbjXp7{;pGcv1Iry<*V4+tzpzbXa^gmtyxyykK2ffGvkM)k~J=aGy z1UzbW3DYWk8txCDoa28WA)ggw#qrGCUC zx{X$_)No6*rX@#a&}K>#nB#bGVXzJ!nSU7=jvja#E=~9{2#pMb(ukAO^y1TWD}0De zno=Z#xj6r@4i68v-820i{n;ezuSFhD-dwQGA+D@^zweUOHJ{SUKUm(wcaVN{T4s&w zE@d<))Mi_imX=Q1l$OeF7}_ff;C^*-BUJS_>_as?QPoE+++0VkF`F&IIp-WyH_Hvd z$_%{Ur@GTU16))wtk=V*zEp5+Hhmwq}2)deKYvBk8`tW{7#9yzaHi{oO9FV19WXV>&Q zkGawRIr?}6LKCT;Y-3+`XV}4V-sB&Zy4!WQKRs}5{)?Ek0ze$%>2XKIO4>WRq+6yc z0}g925@!mhgJdESgVn}UH=g8ZTjG@xs|o#giHp>;r_fu4FZ)zDxZcksd#>O_rVr6z zhJr&=zL2RSYmK&f?;n|YPzrf%(lI(j(|NmD7bh&IP;(42H4#NiIi0mIiyG`)v8-() zdU{Bwul5=i&L$&UMuhfBw93otZs677+>q2iXDCGXC3i|P& z{C&~wlt)Xib0M*axq>H@Dvu5Fd2eXEsJqR&+Lc)&Kz-Xm$s(Eqy~k`bJxPHG1 z&1mqJ3=iZ|GhfGx> z24t~gfU7<4N627Z!X@9Qr+BmNEDc#8QbEN_s-j$r-jrc}e-t0tr`|c`a>Yp$VaAYU zaZkeYghbo?B5%{o=&~gCzbRh(apfIEmxAyQXRpQJI?chX8dt~9m=T}z zx|x?ISBnp2#4?h&eF#sy(t^A9{nVE`z75(CKWEAoAuyC$0GM5sr4$LHrhw>dlq(YCB$5h86GWD{>2xqP*=ZpwqCQn5d zWL5oE>xWuRJtp(mYca;BRm{Rv=s8G9kIP_WwM*gBF7U~EK6<*9C=;H^nVJ6~ey23G z!DSOMHB`ZvPTpufH7yGGbjQEe2js31X78P-77!ka$rHEcnC|vd9$UWsEz($Gc#4-0)QXKgBlyNlxpD$&c;P)AcuA#`jyfCB}YKW(#_zZwD*N!>p zz4!3OVS!OPt#6YGE2G`od;J0M7a*Ayq-0qiV9BEl+nC05%1$JYTF#er`qx0nOHE~x zix^p^*U+3vnEN_OGG4HbGDa>FP)qK`q5Mt;UFQHXS%ir z`O^=GE+;fb^kns z5}+d1C-;C-Zw#U2q}efNRf;?0v#HTaFI{e6(-zw}vXPsPFQQSG$?YiWVggfh(NL4~ zn9E4Lda0a*XNRm6ofFO@=@opF3)ky|4(D@)UZY1_Vnu?}3V`rG=Eu!$33UN8;!qL6 z`(Gjg9{Mljw{PM9mx#c^`H1_Dic<|9j|-pry@Yxd_lH0Pnom5YP$BV8K)}8Vh$4-T zCy0idB@}Bnh>hexUN@Gkwas5fwL$wEU%!@A!XUc41Sz$mwGk{e1TC+34Tz>#z8r<>CN`dFN4n{ z-xq^~K7xfW`y0V)izAZ)EWqCdgj%`+pb9c0!Y4yHpJ_T4Q}u` zB@pGD<;d>Si54`&$Dek&C@FbMD<;hXpsHE^0}2GAW#z_T_kxAt%^;in_M5jB0RYsf@~3z_=Bikx5}(9 zQ9gIl8VZ9h3LR~JetwB}Ad-AOWK5%QnWywhx2?z9LRyGf43&TtT6lSk&(6+10fHoP zLLKJL7)fV?okXdUyT6aCO=rg5<%cO5-~s^=Jn|8njxd;Us~_2?L(E&YqJ<6yeo@iP zelD7;UcsQ&W~Z67?E~2=0(+zWfrSQxy^&`R4k0Ti5;k9oG(yAM)Y@(7Rz>)>)UYX< zLN=zfQlZ;+L_PN0vdXwIsR9LXYwB`S*?5CescyYCD`&~C-p+;8Q_Ui#OG^?R(6@vU zix8uMaH(Z7{cN)~VvWN6-b(>x51#pN3~EUg@&)A4d}8=Is}rfJ4fG4_$|HRu1@OF< zDw##?O{N*jQFI9ex}uQHOrxI>8;6R{O=5qUXb0mv%<$^CIMw#TOTkRC8w1{<)TGdx z-}{%vk)Dxm$!jB^5GpF7Xg4(0+Gz`43+DG5@<~;VrS`UJd!b>8Iz|dfwW9-y3RT3` zSk-#PtpYp^+wqQc0#^`M!xSoh1qC%Gh-Q9%lq=32t&z0R_c253#`PDNYe9w5I@O|Y z-P3*3pQO=P-%m`u`4v6yaB`QwAtN8I$7hlv^?=tB)ovu6Axd}9?SZo=BZ?8PV^wqy zF7xJj79WTYx@?|rFUdJKt&HpH4|`Ldo2s_U=+Fe9-UC9;t4rn!mc#tDbuYaKf9N1P zFka$Rw}{G89JZ5-$DV8N(~LWf_i8)jG)sL>tR{H~ZQoEVydxL>(d1xgIO!3uxTRqv zsM{Q$R0L5GCKA^x5a2Zdn>=wo=do%`V8jnW8qd42YI81T@CBKO<3} z>h7==InL!xT$aQcum28;ww%WxK25NSzQCwc;5VF0{D%1FN}}iKLCAPI)Hxu~+lN=S zFEE(5qpkpccV&HTDhUE58Or-FUSPe_SsUJTkleI}h3=k*S^6nceGLIPk>L$BP7;2iK%KaAZ_z^x zn<@j2zr6a~OwE$i^@M1x3akL*8kJh42aR5@9>s<%g(PUDS1->@%P{%-PY}{L)OTzh zOgp>F63CKBmQmwpZI;l0XridJl1F*UHHw%NR#)ck2=^05*i&hiV}Uufk*EPDhmTRm zgE^P=l1=j&z=J_b$`Kd6LX{Voh+eUs@O11P`lK%rrqVQ0%8Yd#TQ4wB(WHk3y?G7? z3yXq^29FB&1}dDO7tvwh;IVP2a5)jM@Tj5N7pORT_nun<=o}3=>%JVm+*hE^%YQYG)=oeaCe8`?(V^5ad!w1g1bX-2<|Kn!4`LS zT_9+1SuD5*_dqWB-uL^@J@>z7=FCoaZ}-e}S9jM_T~%G*+i;6w+axN;sZjxH!7Rmh zuik}fKc^hY_HzBsQ^n*Vg+;#|uZgcMTcSN4_dX3x1@LJ~KD4*30dllQdT}dT#4EHK zH_4btWFTG#P$gC!juzHPaXZFCy4%Z{WrhDPboS{aA&jXPu(=zZyuW`i({{`b;4d#%z?=t6uv8~3jE4sUD?Yo8U7tbqBOx2Q0_$nxbo=X z{3&|}(jsHyf26+2Dc(Ox9t!tPv269%-NRzm%grgHJhnp4?;SwzZu9~eoGDf-D;Lxemy7UKwE9-rAIs?_fWuB`u;d%-GH$dfO^Zrlw4~2Rn&y*GEH4(rJhI z?qFcTlT{4B|9vjmq)r*-7a2=r@?h*$;tGbX0JCBn!}C>x>PVA+zm-|*XfzYduj2Ji zrnwlKlfkJb&+I*-b^x$<6xkTN>NS_@NP03_d(s)MfaHB8!Sb(iH(7B5twh%ea`^x= z?psL%2Soyp9?G9mx5%;cCyu;a`q02)6f=b#g}o^L@>-=1@GwnPm&8DQrP})^N_5Ak znumAmhQAX#SZVng4en0_DWO)e^Bte6u4`7g7IEpzLXiV4nhA_uV4jd-jQx@E!}+$6 z@k7HEsKA7{6`{2)GnRIpG;l`lp*SgLs#;@vpfwLl6@EJq&2M=blS*D8$cBpn$5=8v zbULvrA*aG}SJ#<@qzk$rht@VH4Qvkn##Qmi0G=tx=}LOt9N?PYnlZD5-WHOxhyzX< z$L1A`f+QPdnW0xvg3a1V4Zm;9+kTVZ+zr-B%GR1sqX6#U8+t9wQt8wS3#v)|*Z~u} zKnt?O^W@2ws;_ujYH;rr6zdaSo8X~9HXH>qvZPWQ-zS|8}mZV?8EDpufC? zPDA!yAZ^RR;kbI^S;Wk2PC~|GVX#JvhO7kvkjQ6iU#(J5q-ngg$e^n)fkhKLcu+D& zlva8OKY48~D%DqgNMKrcfkZI#{T|i_ro#^7G#C2)jI2LUn5OHkB!qvU2<&G0T4Yo! z<_S~(K(({(-&7(Exk|K7Vm0VLdcBKdp=HpU&rkXKYF(xxKfxNYiniqf5B4iG&*kTF zyq>KV*m|W3QqmsawMM#HX)F6NR*5ouRU@?0e43vf`9h|ZVPn68?qq<(PonXSBB2q_ zmTP~poJWCjo<~JNJA2~G4&J9S(??ES9T(LjzjJMD#9}4Nrk-$MI3HeFyk7OK%dv?#ZX$Nstln9~6}j^^kOAaE|{hldGJgO5B> zhGRa^+`j9?!72^5DPNS}YOsc483Y?&<_T2Kw6PbBz(fslrFbe#+ID!NGDwaB{o=P- zUi{$~ef(pBswy3d+AU>|C_zN?$>e!KhN>d${OA^6;X_|@(3c1Ez@gk{I=bIJrk;_h zS;Zo0Yn~ReRr1K=NPE#rFWO+%dCK8n0LQtM<9q#x9%Ylba&{u8Gqmc|?^DWc*IaIC zW=#AuA)sBs2CTXp0XEdR;ztxK+u}2T%St$%^A@xAMF=mtby7ylBTfeNKEvBkt?0DV zV*EJ9bUSz?ca46Spd5S)-fkoMcjMV8xeCOd%lh{~_gy0D=2ePR&PH|1uYk+#hX2OVd^C08;X(0Q6ttCwwk+GcjmRPq~G4I+m$ymA3*2bS`-V64Q>FrcPeALjxj?LkNP}x(uw0$T!~3R zAbMY3lM8wqH*5c*8px~<;&udmS)_E%Jqpxlsj9%X$fa(&KO8y_M6D^03NItNG-Pvw zj@HJ0b`L*FXV475)ZV0Cp{X&+(K4$)uzvOt-}^U%K(nN-_*!(@51ITrrx#8D-hP&Y zLS`B&yaL0FjYrJ&rk&*n_Sfw#>l#OgVSvl85E$M)ziSAx^>~`Yn%J(9gyt7WWE`IJ zh9Az}4p_lHJKj$EAg29JN%`Tb=M1yN2wFm+A!Wjhm0kl%J}&WL>;tKyMiYc=Nn~8_ zVtdf5LlcDgcB@Mu zN>=ZM7(}B~#c(9+V>#;gPerpC&qUFi@{_7QH1>W1ZzeGRnn7|brDo*{%LcKx0E52N z1I%;jz>S7EIjAj|*@tV}nD?WVGtIO+tS<%4{JgX*X-2tj${d|3aV91yB&3On8B)*T z3rAX^?%_uaqh@=rc8ykaTHa{iXn4!05RD+W<;?6~(q~a6O=j`LR zYB9PO8vp6dCr=((`Xf-8#qhD>ZGqvGR;S2SUxI!V&%7wmqxDHzL;f{n!#m$Q<(uVU zmio4()g+G8^V92D+w#amr%6(?=7&x4=g&-UBVse2DqL@uk_OV^C%xx-JST$RtV6~W zMw#?I{c+UEQy}Ud20lpY8#!lGRjeSpilWJw4(Z~)ruW>c17^6IS6aOpdkLeC0H;Nz zl4Cky+ZyO?!j#MH0R|4}Ejb%ZfMgXj1)*(?f(Y~@GYrENY$p;rGkn4eJvFVOG3CMtcID)Bpp%<9gJoTC%(`3Mm1GAh29etW3GRmt ztow4vit6|usJ6CmM^@*WxK+OQI0TO&w2`EYlBzRI^diPT8qA$WfcMs+@&>JqT1`R; zNa*bIwS0@;Q-FGF#HZ$>Y(hn zt@>W^br@lKo?S4R>4QnoP&!bncHSx6H& z@B`$cb7}bx-PnJPZT>vA>`#VlN%4eW^nZ~LHj+a#%deUn(=JZMIj)v-Pz%lKBS`8G z6kV;fg{$#==?*T5bb4&--PZ-x86dWF3cL*JQNuoYwvk^~9Rm!+^K#Go=3^PxDlQ1}f*J{G`I7%OMNH@pw zGsDcrctD4j!GKg_-_X}}V~-`=SjOmg2>x{ixD{8YXiQ1Vs9ehugx!*eZR)`=^bK#j zh?(BFwC8FzmbH~DoZ);9jHk@6jNjy98ucJUlTyC3D%le?{e z;e6$4+6R3bQzNHUoY@B6cBF_@gGL9X0)W_I9)%|;+vNL^nSv!$sK6$@5}O&`F_*FH z@*-UpxY9NI0Ar?{dvbC@IVi+HAUVubdaBncsJdJ?{o~i;8*lE-M?j{Ef{9o z+R7Z^j*IMe2KVLOo~P4>;p6UhODeBoV;|7Vn!}Wq>H%$vR}gzVNflHYaYz{afpj|V zX*sH2(i-ZIHcIfv=x7f>bU2nE=A{$NFr`UOdUm#0wAL75bPC=KV6Adnl!A0w0o-0# z7zL$H`@!u%#ET+e;l-ubp3Wqok(%Y#p^F}Qh9sVSTU1=E(wKJfrcG2>y3Xp6h9R-E zbL7JNs;1f+{5cF|+s#`U3eC2cq>6HARVU3=C6(hK z>1N0s9h79JB@Z<5wa#O5d_Cp8`lh7J7nd|UmO9o41{%nVcp0yFawn|JCvnf_ex6m1M0=^_;DfMmQl`U++u?XS z31OPO^yFVD_Wf-UdpL$kR;~>Ey*>;IS6eJ7MS7DoEDxnW9f?(0}Z z9@;g+4QERJ@z^1Subxs$25YH4jDXLpG|8c9ZOQ57i^Z0k>B!avM_~mz2!2T-X>kds zAtv2Q8fxU`W|9shGetTuZU@vA|F$2Vf{*PB?~)Nv4}irJ0wS@6xl~NgSb^g$H3ZtT zqGX9P^3BU^s}yEUL;+=Z^1C~*f|yRm@y@<%m$S2)mUJBNrD2CDQN_ zHC@uG)F&^zcMSFcD>c#^mQIMR#XKVlf0l4^%ipNZ0jSHZ#oO8yxeLY0+@OlOrx{1<>sz#n;4FS*GXgzBj?G} zD~{413u*ON&gAEbr>0@Mr}nG)7hV1PLxZIpU^6*S$~;$29~z+@v=?<(;fAA3^l`;W zyf|hP@7&o3R#2yO@`u1NsighYw5GXFGLx|9J^R{8;Dh4*h=Sa z%_!+2T=(b=JGCm~^YChmfTtb2r9Bl)t>J4zCg z2O}v^Xm@suP--7x!3Jv-p*bT)`8!l-$W%OTB z3XUsOGVM1*!IO=O^&Tmf%vqt@41dqCj-JOw$W^tOSX)Jt-=cdjN4RgHi}7VH#c!|- zjH`~#im$Jgc%FfB%GaY7F*}QJ{y$J^-_OH4OBO5!t)|P|hKX;6-h=g?Vc^8lxgdno zloL$W%-r6-MSS@t8Tu}tP*A{spyC5yhq!$8f=-*2Th-)y9vStqL>5fUP^8dk6_D)d zxy*e_Rh_BKf?{Dyo)(i%zT)Y5w4&DOpt6RYG{0c+vTk(KsircD&EaAEWM%#X^*tjw z6{bJRbM;srtKR?Y57e(ni9;HkJI_kDk82+^U8d?#6;)4G*Pn5}f+-L_#WNVONDS#D2HIrEbEF z`I9Jr>FmkCkylimnZRVdi&gi6or|@xRR&GKFQ zX=zbrgGj2)RZ5C)L(kzMjS_{|J)3p0Q7k98D`}SO$8Gp(my&(}t06_V$yP&)8S*zV z33z=gxcvh~p0*KJuFqM0r{`2HEkRF{?^DoP-JN00v<8;kBN(u3T@|HfsPInN{CKAM z#pPQIUyA~>FkfqS>NgGjVW(h$^mJKCJ~~oy!HLTKVyuG*BbBE7qy>y#%^Xk5d6jDD zH@AArYW|-Y-EyzUTzV;?UI~kv?E+~Wq}`GNjTpgRHEl~k6vkT_?Ye9@A+pC&odK2 zK|5bZnWX}>8EAYa)Z#jUitjbq!1FVFs12<`VXEGnKb7EZT{Y%d!_ATW>*_GrT%^sj z>DgIk9GX9x)rD=G{9w(mfZyf17w{4d;q;+O%i3Y(OBI{ipH5a&FJ5vR8E@9hRVL2u z@M4~_@e<vgIB!^aRONNYaVjhJ2!|F$4JQVpEvRp<4JgRM<2!C^l zvEljoaS3?-!GU=OmD0>sE#=PkitjPq|51`9z${-?}d6)ZeD1oGS;-z=apCjY2Me-sJWsyVl)~LF4p`iynI!)yAiL-CXueW zjFfCwM&8{~15U0`+ZX00lID4X2J|kaGJYv`h61+6LfPVSYEdJ>y)R>SQ(dOfL>Ysr z;6mlceziN#r>4t!5YP0LIsGhUyKhrXZcEN=z71|RbGok_+k(3`2)~rp*0Cv;4fkB2 zS%%Dyl$~$lreAuF*|{2>-Vf|SdV8ii&cpJxB=>I@k!2<)5et{f<5((Tc%>Ry#{7os zG+SN%|EB=0^oZM*Xe~yy$a>-$mFBMC<>2H4SE?*IC27k}im+mK>M0bXr01d=E z@0V~k1Rrp)ZT>=?`Q4;|OBeY!tn=$tFU4-JnNN_3%|A?bNcBG9o&-`+j-9~ZxO7YL z+wDK?8x6#>-2!m)ES~^+Q3ZcyY7;OUh$~Df^kzRX7YtsDNuc3XO|p|6L>dU&rW-8obI15H zcT-x4u@w!9c*WWL*k@QJ5O&;=EFSF?&wV$%ppEPzL*?^~@&}42+W67vx%nTYrqrum zte`AFuanpcnr*a49NU#0p*?Df611Gqn#R>PW1xNWr3M<)pmj$R*as@iGU{qq`(KKL zFmey7u{G7QM&6Lmtm$4`w6j+TN59&8(f(fk#r#F$oLH`;Coo)^BasPpMgH8aTx8`J0x-K7>DAhjyf z#lZ}tEA3K`S$k{6*Z;GuO?8E?m^_QR_#;CYNO+%Mr%+L|ER^Lwq*n zEv-!OeE9h69+oa-qk(+%#N`X0_VCL)!+M_7Fa3Q6USXzmY+^i?>F>h@&EFa{xc%t!)507s4E_99wa0G!U{=1wk9xJ zIKQL%-KYr(-OB1f6v5}po5eh>PD?PG1GIt;Y5x@69u2bwH+o0OSNPAE&CdPv7(6Qc z8kGuT)tX*NJ~#PE!Gil1|1j3|^){Kl^D(jGZI>QkB??dv2I3~eizUea4Q(mct5wO5 z3zXmEW8Vy@0i26OChRSbn3}TB8achRR*%%|Eu6wFQUe-hd)hWz@Enq7n*-nAXVZMw zi>;*oI(LNZ=>TT+m#`tRN@n$RUv;H|h+Lcbawuj@evuVIJrY{b=QsVsjLjDEk_GJ$ z73XjS?`*ek8Bc}A2VNp4_5zt-wSa4IXmSiLjuS06>)m7e$Q`LZj|d{#r6;_MHkL}o z%s9V5T>vH;$fY_krDkr^$L629^E%pwXSDy&Ky2s8PcxtcRL;ju3{IM20@5?h+N2tF zCqDWM@shG0YoCqdxX%6s%h3?ZmJ&4(*~2zG4v$>}jD?F0k0FTg^5;*;efLA5hJkM@ zCEJB&am!yk+$$mtJ~Q?>cDC2dGDG2(A5hSzc^9}v=Atem)=RZJkTnq2$P?0_KwRa7 zZNI>LrL08L8O1(H!`{KP)ZV3G8@E&rY8q4G*#^(D}DOf1*StcjA2rX zig)vm`{|KRnd%L56Pn02xj$4>k=aNU>)MZ^0dqWaxMLIC+8?c(D0Q z+zn`F=6!E7Vi~v@aMKED5mg7P=%%vMC>JDC!K>ZY3 zf%n)FhdgoTNB{6G0}tk8+_^bsJvFG!STwb-m|KWaS!y3*Sbh(1QhmHw>`Bgt>4qWG zOejmQ+rF}mQ4)^tyG^pY8PK8=K%CiX(K!t3_^hRq41)2|uAM;!Y^nq1@#XN@^u|2C z__z-&b)=!B4OxsxuM*ZSi);XK;dfhv$Ra<~h#tIXN;G-)EOgfV9MYM>m zXG2UxgnIQlq~}OJ$eT0iG!^WgNCt;>Go96=^l?Y)If!22ntunx zJuKvyqaOmvkCqYD<+n$6gTm-WV&ANu=@Y2o2YAY_`ZU}W7O6=-|2)G(H2x8|nu5^m zsNpRbA30su?=!d&*)_4PhtQ>p%n1uDyC0hvws69N_}bi@Ys@$uNX@bZ@>Qa{3_S-c zUk#&trdIGjia}HVWvu=yZh4?Cv?q>8*ZpiX6q5MlH%F{Mi)-UX%YlC!Q$zj;h&wgl z5;iD6Nz|g ze^_JLTUFq0foU@q>xaF=1g;&94CLE|iujyMes`&*mq*||e7dOp@iryI)fEpmA}?-7 zcZ%$2C-68a?}$NY_YB+jwlR?pM%^+6CDPS8+NwujK9_c@;(W0xK|$k>NTjiiP1O+c zlcnMi1lN<~uC?!^UCP>JWKL9kLZWC% z&#!{s`*6y>Vjg>a<|A&9RA7BSb|)KGALcc-qaOE;fp15h2$8*LJrCe5*B$DXLw5VD z5z?HG_ihx%^`jF46uH2gd3zUR*y@S%>`ii*k|`{)Ps*s_4TjI7#JKw6IG@33U3c2- zkQbSot@o=27K7q#a-UZ8lGzK4LCMu8LIr3v4-NFqbuPG}l}bn8b2Ew5gUs|)358-^ zv8p6#lD(>8<%-WNNne14Gijfp<^8w+)&R(Yu0newW4+@$iehXO^0HC4 zRq!7du#eLH0Uq<)dfP{*HQq&8Jkj%1>qYNa8EtpvyKHg@{G~o@?Z*HOxLw)sdN4tH zxL0|4;O1@7>d|y`<(R?b{!~VQMk>%1X9U^*9(l3RRn@9U?D)r!i25&-hT$e=)6ZZ3 z?(ji_nJ3W1;41ShZnnD)-CVIDe_?9yF@%!K;W(Y>CPU$?7H>TlrZ4*Zc+iTXN}MP? zYga5i;5a?ZOnIuT)gs6EQw5KG2}@&Sp4cSzDLwX@fCiOL&Jvn(`o0m_<+iG{30t!P z2lwK~jpHLhS*sQ%;~R6yD=L(@;&v7f78m!s)UL5Hot%EmRFS%6mMM$^2P z;yx_Lwi({U*uKY^!XZ~-)a^kn{=fqXX%X3$VNQ|-yYQ;AW}4y0N8qQ#JV#A*r6v|g z8#y9AxznP&?UL;K{zh>@dYBK@h4z@) z;2)@=lW-37CrcZrrQun2;v zDHMf=u8Xkk_AT~18Nfv0k!}_zR`JIRBl4c9OY5f3)V^PmtcM_-dolEOXxFhjh%uf_;<8B~J5>?ZRWjz1 z!3Q}Sr)!Po*D*sEXa%AEaA9SgxWJiQwGtBrz_h)@8R@gl;putPKy?bEW}ZWJ;(@*E z$0xqzJb9}3c0FoX{1z$FJR+g1kfFkv?s)I<#xd-xIq#uou@j&?4#Rsf6vtwa!uL=J zN3Ju4rza#k^C2$mHn$ucs0S3kK4bLLWNY)PZqhPa3D3QbVG=X0boERfu9-`H2Nf`@ zySBNlcRN&KARv%KinDA7sgGI3geX4>D-9NZYOJ-PPc!oU*+-%Y-MDVhztrqTAmU$~ zCqZ;(wW22u&~#Oi=NnfPPRg(Y`7Vdh*s|7e z*5lD-HRc3!$yOUXQq`xj{@4=g?_ZXf>`>dZfqFX2*@n=b5c31Y+iT=*L<9%jTdn~u z|FfCA=uxYse?FCV@CH}dV@qPv?>QSKJckN)IIDzaA)lhR`AOfP-H-IA;`j0Lp>I6a zD#h|fN*&Nz*c76?NLBD~QR2#hS1jl?eHnEzo~7s; zbWfe{L`8Jw>-gk}*Zx37PRoyjimzP;zDdqPhcq0!hJvgC>=6$PA;t27f4A@6;(0^N{1}?OyEV3!rnDwSz zq#1}yVzQ*hi92-ESR1sfp2d695p0nUBFnn0#VQ?XI&626$M=tfAOY0Pztp>+i+Rw} z#M)=PqHTFxEo?+sBKb%&gLY|h_+`dh5We{RtAzsM47Nq1$yOu~pZc{yxoq>XH&UTon=tAn+Ys*Z+ZMefe@yr?(qpm7d4Bg4>v!8zME(cLscfXz@c5sY z$DSghAFcBin`gI#_s{;aqOY6k34w1BTkvoHe@lIj$p4l)`A;f3(v1fpP0eM^8~?gv zT`>(?xeRuG>s$g`Bj^GygYl%!TTEG*&~vri$ck*+a#-=CPPteP0&yov zH9Su3_CiHCDj}$UGcat)Aq%K=_7-(`jJS6>??n8k2$Ij{g<&jcI-D1k{(w8lb+e16 zyuU@mB)$@2R21d}=sl>5d5@KR6S2}#&EqOBEgOC+%PS&*6#B+mX{xHnRzw|h<|>E< zzP?!2cht_W-N_v<=pH-zQGy#K$^{H`5MV5IoSBW|^+~}9$2?I-I->*l*T~|%wBN(T zhDVMa`FKnY5EBcFVz0T;2LTzUanaJLdiiBW|C!#8TedW z21NR*+wW3tSx!F&OQTgjrxE^zOc?N%*r&lKs70}lnCi9yZ{Vwc_Fppd2gK_@( zHx@}=fnIW&=W?CMlbXY{#i!ZiYu2u@yf?S7EmabRtIQv$%pFS9qZa2^Bgv4-D+jS1 zF7zB&%JJ%*8rE{R!aWoWK z#y?Q&E^0}Mvqy|I*6YLB@2ZSE2wl5Yp;Q#iI%c^IKP`vO_<^g6@KzAsYhWirKC5Xd zHyb=_N4=j*CMk89;4NH797%vCbny3z{t(4`XP$KB_@s%W1*|wu_9K?NV1JeD*bdY5 ztMPJqq3vZc)X<;`DE9;1N67`3i+%jy$Nv)%2lt8RX526nX?UVzF?;PY7%?To!J+y_ zn5n5u4En-S9|1M<{OVjfa$zvCHb3!iVeb|hZNJ#j34OEK^$uhQT<}G znfpTn}P6I(&5v@pn*KbN_D^M@?auv(3NCw?lDsde1S?N;=OVu%Juw%zVi+sNgEj+LH zLWu`RCJ1wF>`S^dvw>pXDir6}4?ri|Zc~}WU-Gh`h)v)!_bf)Y=XY7MMp0;^+UC=U z4EkjngB9!jxl(#7v#w|c<&=3r>_x0XQhp@h(7>oCj z4)!HGT73uy?Rb`DkgGj1AK&eitJk7tz03R8i?=n%tY=Oop5sqz(+;hi`1%@W8N1<% zDvBM0Wm|9B+gc)D-_{m>EMqQ3@!zFCuOkW5f<7hvNA~$&y^N0NJ1HfVW0x?R%$EC6 zDJh*V6&$~F#Tse3PJZ#_piaL6H;KC=YLfWbjO)k&EXo!3hNbyoucaqu`4j*n zJQ}*c>w732^|DhFtL2r1wjuX?C78`*4?@BF(e7QhZwftkvrXl#pVfe9Pt{2xNwQVy z%-EXTTsW{{4NpeY8o?A~x^j6W%z3sd)^X1mwdl_odANdH?JG#`Z7u@cR5+1usOAM) zTHV!@Q1cwp?>Ub%86Z%iG%2=<#&zCM^=P6^nIS@MLW;q$yWp+Wy#wI zP;I^*KQy?6CUl8f9&a_U(W;_AcXK z0_7##@ANK?w=vIfa|_BU@~QeI9LZ&&j9z>4j4-(ngW>g!kAAZ~VZnUc0`+Zc*0(KG zpAjVd%079}Rmr!3RpUP08FF;ViQAK1$zLdo1y8 zyY_M~UKIY`?+m}J4IlbVMgFE?+mZ(kKbI|r3m=(2$Wu2-^wiOFvZC)7BPb`rhN$sN z_Bh^?+O)uw$%e0rfTOjiMvv&7Y3mt>VOyaC5_4lG?p}Wua$Hv-aatj7I$9!BEp@DQ z8r>vtD$9mc>bqGvz;>--OL=6EddOL0A~CY3)i~$p5|YqTe|bvtu>uDsA-g8(xGPXS zCP>&bT`p>6h%h0;pjJ(Iz27$Q5DD+sMBKhi1$)R#^WHFfE`ONf5ulhE!7PQtUOSDjZX>7P2_)R+xk*j=uDyEJkTmXCzGFB!`JCt)}I67>$(V z=F;x@c!bu|{e;+k(d8PgSl1Oc-|>Utr-;3!S-`&Hddg#((GLqKga*y|s4QHn0qRCK zr+gCR@67C2VO!WxJe-lt3$4E##_xEszz-}CEkizm>L%=?yzfp`I^!8Cwk%lICEfbE zXup#51Wm=+4q$xIIKtsazw=!qMI zGk-j0T^>=f3d%vuroe-$=&_ko9Ow=nDR>6GL~eP|9i#7c=6*at!re$>Z$z)VMh5#lG^4c?wB+F%Y9CPTbIhH31*dVdX4wv-g2M|5f58}hgF^8W0|oj z><|U3XyDQp=`?@Woy0gN@`f(Pu86JVpvQ33&Bfd7QQRCiGbkVIU616?%RCR7i)Pd= zy0Icv!q7q;nU8t~8j08d=iO|ty)?X(iS=)GGi;##ZXpv>j)hR>YJ|~Jl3La7f<}@$ z4c{HbK0dJV``E9pq#;*lUyO9xhS4(9X^t6rY88^TS#)ZM^<&+aJF@fi7!xDjJd0SI z5#z{TAK}#ATUNB@u8j|~AE?8e_vlXxUKDq05?4N&nLDG_7VGK|I3vUg2X2I0)gH=1 z73IvnIcQ`3W=k%O1J?E5RWRD$(#Kg)dJ+pWe|LAJ&-g1|0K=tq@e?hhU4V}$xLxX3 zWQj~bwPE5hJ>+KG-*~*D|0B9C~>KBxLK7Lm1daD78Bb96 zY*Jc!TIy#-)PKPtlk@5DFLYN$&p1{k$DqsoDTy4V|J-nwwk^A^xSi4RjqtpJkz}wDC*LZBr3lVmW{px<2U6GRI)?7Zy)x0cHq#BK zT5%$_KZ)AFz7`DCFa9wM7YZh%lMsG??&#@lRExjoD0f|xx-Y|=O_mR#fdQXmkms8# z>wR;YC6QTMZb>z=SMcOUKKZbvPXbxNBIkYMZ4khuJ+a{m5RQc8*4S9q|V?s5R(LK~rPrDb<4sVY$QXxOBVRo!9fAgQ^<%P7dh?G8IY0fHT-}G0M`DA>=UWIx3BdQG||>d zF)PfIWbG`vF@-dr3JMH}iJ=+25qpU=oSqiBV1HlPHMIVtBG&CpIlnth^|)=_MjAq_ zflMX8o*1F{j;?dR09puND9K$s>(@(O41>Os`;E*n z6kI^n9x^@}LZm{)7vdS&>K}5lEl0QM!ZOHmWb(ji9fp;!+52qD z=?HD5vh_%#j=0jysA2lr>&IUpATuJ$t;phmS9?mO= z1edF%Ih#E3VmqY5`=AzKAX3_P67zBw^oIovh+8__mi1~t)rqIUo!{)@Ona8$YNP5QVg|bX-_hk_vU#-*CHRBJ+#^;nqE^GV%{LIx*LJ~o zMNqEF-3OLTshn)nHua_;4{5ZBt8uUj?4kScy|7hsPA5Ldwt zKD6<5s}*)DMGWUu^QYJGER|rE_mhbgv$8S@1tTb!%yuJvgN3dO96${ZhRZpjjBv`$}zg~6?POKSJ!j{P~|UEw8LB*&qf&bBGf(t)3?UzbUkeYK;fm8bte9cyO5PcBBwR|pW^ zqlj*wpJR}A+Ls)WP3~uJr5Bh#abiUq3b?3CwwyDx7~nxsRf%|f%}K=)gf)3Q?sC0g z?3NSgmX7EocxO}D0cC<<=Yl=RR1q4$bJ(}SNOCaWI4(y0J5n<>q_GHKP;^}V=9OCX zW_IUf@oE<@0y7gCPo_ZL_-ZI=*$GR0HiFw0>K}GP@(f#?cqK|>C&^5_&B1bRPMKCa z2i7k<@3OeAlL`n_H|&x3y==P+V#gJ#BaXp^%F?_ zs4$IHp>?@S;;AOlyRJuDuD6{qwNtp3Yj~TzTETyi(_tUWHhu&@450-_bKAtSEQq#ZW| zL;X7{GoZyUQkS^gH!0V)qK3%-Am z^>?#JP-ljkLWTf;g$z9>V7RI~e4`n=?XJaZP>K3mRaF#IEPSk4!F9{9;_&bEcwT;( zR9{$}bz8G#tLc9I14T>x^(l_)TQkZ)uNey}_q5mVnF-|7V-QTb;yJ;Xw5$W73F;k> ze0izIr{S;nLxX|}vN5=so% zisZ}_f7GxsiivB9`+-*miJubI>NsTGIDF*vFFf1$V6K*ybzd{)ovpjDg=fmkUTGkV z^hkLMD+V9iv#w-Xs76?!Y1p>hC3URN1x;wpZ*2F~|C^S><`C|emcb1xhXy;t_zQu8 z4Td*E8(8*~#FE@yp9{bJk>5+-E$EOwz!F=BCpFByKR;;x*||o1{)*cJtHpg3hqAF2 zBynoPe5l{YKOZCZ$DBbwnnP|x0SC?bhS-sw0yqTi^Dt&Vk^WiB<_fGNd zUL*Gf{JI;(ST-g6Zt^zBNewxjsyc^#FPy-2^AtEdd1#c!w5)ZQYpa5%&_Y7>(^eN# z)BMq#e^iv2@oGF)Tf9ECdsNYI_8r|I`i}Y`LtO&)^jvsM73eJfs`Z{a(!(trp4TgH zw&2F18E88v`dyrPzR{A+>}z)guUTIM$PmJVtiSdF+{?iJpY?pkr&NHt;+*cBY#AJ#S`bWz8-xOF_0b@I`g~@ld?9=( zT1vrkb{GNg-Fu$`rnG5&x9G^kpi96?WhFj45SJZyd;0Zf$)k?fCCg`?-)!U^H?3Ie zcSxB?0Vz=B4*Heo@b4p8bwbU^X<_*M(HqeDL_}$!cq9$w4Y={EkkrQy(+FG-gei0C zXfuJDn%**ST<)d%((BzQ=#7z1@fgVJU{(1`&0io?n9B!uI|(p9WRTY;Zx`*f&0W0@ zL5LSQaZ(p^fX>m;VMR;0%Q!)=B8S__!>ZOQJWtQk#NpwA0$Au`qKW%1ce&a;lv?A* zdJH$Y?3za;j*LKl_`%U1C`8%#`UVYQ$Y-so*})asgHM)soyvzflDtJ#5L%`W$|km- zEVoTb=3ub*2tSLz$CPGSv?zWTGVn1|!6qxj9*Z3o!#eduL?cH_NV+pbH#(02-Z}^m zfr)aOmcLN9i5yW56DRUrh;T+;bdUgbI(7o=jW`)aH+>-`SQH3HryR#omq)Rounjy^ z5f}d{F=*1UAjre@TfEA~7o?*pYLikRRQ6oQJ2P}5vd)d(b-bVk1`{J&;2>Ze)aeXR@#`NY~ zJeN{j!qQj#P)AqF>81bXF?QF?9eO>(p0Y;cQO&!s<8bT$5cZZqaYXOd@8CAT4DJl> zGPnnaAiA=cyK`ieIQ;T%^2^upuU>X*P*LMBaYRq8-bUCF&EA$k(m# z9zE`~*hNd?PZmD1fq+0&1%YvnjnMVRco|E4+G)o|zlM(zc)pi!d#yBIo9}G_i91_y zEUxQp#hI*y#~-^N(G4l8KI%nD*IItSU}cQrj(*2woPclh5fK@^wb41}PmtOR`+K9} zd?nT36lDo;&4YPc5F?*LtHwgcR?&$$4{~sOiEM5_Nx}VOTTiS~_7FVsE;b7n$>8vNu zB6nnsgywbyqxnp++)B02O*ewO6#3MwfpYEb9^{%rcEv3=(tC3z^v1e1P1wCSa1M=yL+y-xNxY*_+&i-p0+e{!@QTw zYgS3zT^6yzm3IVgf0%&kElwwymI8?{!68d6NNPHi;jMsVM727jmsutmK;Jv``!!F) zx&^7B0ZWrrahMB-9C_i@FjFB7fQ4W}nEws%@etwD(hnE;IE(-7tXp2N8oI$MeJu6{ES-7BX*P z+2CGoMob0&h$X4OCL>h&PgcM2pDca>CL7)w_U>sq^g+90--<2Ru1^*vY4;jgm)936 z4k??J-~KNMs%DBk^eLK-QzcD&nNJAqgn@mM1AQ5_$Kj3z@++c)`DC>ba?ai$c2P({ z@eWDP@8BIDsuoE4)=RnM%J&?Fyz*h=4(NM*-tNot9?Jlc8^NTc8qeCcrg?L62CvOt zB%Bfmy1e z)f*+`H|ng89*;7nrh^|y?BqQ^lWBXIbFYDED5;BgPwff;RTTc&g?XD5KTkbVkB%_5 z9-?etz0eEj+*U_X4T%UjN+qZ;yyq#dMNR=}NIzFCCegrPKUr8dfuU_K9hY3|X9Yvw zyg$0AaLFI*27UU^>rVQPAFn4bi@{M*bfuN}f~BSCDM>RhZJ`)Vp6HPynT}mzmO1C= zt^<8V@d6)GxYNAG<`aF$&}JW+9TR9KVzomeq1_mjb6*A@xfXtE0yc#@i1`mZ#I8S& zFzZ@0AU@6J6uh$&pFR8-w$;7|H>U*h@q2rjlgNW-6V&0HUv7_)o%C9N2+l~0-@4-x zm+eC1A{QT3FEu|~yy^du7l~;SE3-qr{YM~L#)JlI#XaB#LKoRBzS7gxr2G`Tvz&%q zc*EC6q1wP`4)+PXCJLT=BAtB=pp^=xEBLVdC79wAegK{s5S12HxUyD|2lHbr1wm*#lsz>JKCNTs~ABBh8b zye77o?2H^OuR7TbJUwS*f8}>$hVnAsAytU)i(^91Tz1(LI-s>i-I~)%8^uxAx`87P z;fnPb^RZ;&X*_v1R(yg9G@iVc#am#E^Lq#%d;~h3ZR2#GK0HC~Ru#?&Ta1pW5)`36 z4(+ogsw`Fyi?IK)dSHxJLJfCRUJ>+; zVA&zf!>(8@#U5$a^b|1dkoEsk<6ZsB3puuRA)A}8ME2#uycfI37~jmK#fPPfgfj9N zv_j`g$bO*x3yOm3&+1~j(UJ2zRvIhY2CIOgcqCgOeG0nzEQz6Kr&rzUWjr;`LaH2i zgPVqkd(j12X)mjywPU5XQ_0d2-V@_HpW$BPRxUU03)H*K!GVmeU1%jzswxQS$R83% z`yCH9YLD3pWz@9^$81!$A0_36LpFc!8mzdB{sTn+{8YKeCDQ*DyWG)=`@k?hGn{t~ zTe4Pc5&?7E**rRpDWcO)pjrJAIsbV5L1ui)d3`z&B?riTUlqyub^}&q0D?iTvpH4= z(G6nY=HB1v^crx` z-WSz1!u%s4!=uWD%H=vcJpm&oO+$(aB1@*u{mcYEmyJ(n8r4n0=d5tS=V-f;7cSEd zTgCN6M~gSOymsS^^SQHZt$|9$#RkuVg^fEpJ6v_Z(dv=CeommD?jATWdeKx7OP8kn zD3`lL=5G+`WKjjfgh-L>by1Lv(w*7(@60Bt1ds)AmyxEsPRUvdKwYh9zOD<@}59PwvjdaL1K#DmN+U()ZWA1#nZk|lJlKYq}r6-zg9g(isp9&I?XG%DC%QgIml zqW4!RZ|F=lPgzb1AH-XH(L#95>Qw9HrQ%^uJ~C-W+wO0Vu=b!5Q6K;b2f?&KW@BLl z6|Nuq@zeF!x6)g$$rfQUlBej1%s8r(4^T_VJ?b-RW-mq{DUlCnKKQMr*VLNw{J5(( z*WN_^9pt@&7RlbNhMSoD$dUVh$OAJ-1J64CO8ZpJ**RAp+^Qx}yvPj_-9PBl=lff&nS^2jv5CC66oH z>AU1Jym&gVU2Cf$GPqZZRWDWSl;|2=wLlWKKccJO2-4|OFsbHE|HO7Wi+)Dob!zLE zH=~~^8wcq-ECL+!QZv15T)J+GuK`^pZZ#G-OU&%*S8^AdrheeN%rPHj`xjYQL5#`B z^EdL;aK%33`z9=4Lh3-2NS$#{479WN6AUog*Cb8qdNyIgeh zz1$#mDE8F~YMP4rAg-$=0K7>nee&v5ZRma?>%#kDESJC=uE37k{c#fY$`iohm)`qA z14nOzS;l$EWyk1xE_w6%6KancMcyIw{e9S^c%DH@@IS>Z!6R++v->sYE}ZGM{0{b5 z$&E<9=uOpBEP?o@%K@Zdg9ADAGtWaM8RRT3J1|@MX4&Y1Pt#69&l@^{p=}0bmT&o{ zKa6qXPT)MMgg`Y$YQwg{b*6j96h}zd&!V-E<6}B!`F-Yf4gOv?Hfwc2!W*k6%FwRC zUe96T3qM7-%4!edbrUPsQDBgtWwjMmo}Zb~@HJOps<7V}yk|C~MBjJE)X{D)-w!w@ zpYhK+rsnlpW$PBH^N5zUVfF;x$_MLdb=$O?J$Z4%H6Zf;8sO>KRZ{;fY_&mra+8pR9BF0j(w&f%Q?A3jWQ}k5!{!v+bWXF+TaO=pSD(pQ z8s^JL#4KQ5=}s%ESU}&tk0Cvd4MrIeVuKH=#?&8ZCi0B`ZTnbdedK}NA=}Bs(kTBY z&hR~ubk28%f^RyzUtnr2RFe!PRs@#ci;LG?rJAkaskCEjue}9o`I%v8h&Pu*>u+3z z6Fc+}h1&>;>wBL149@QhcFRJO8H;*^d1XtWyrd1eI@M6GxfZFTW|B`2xTGgi zNLT$(^68LOUh_R5Z7Zx2bxCG|9?w)4U~$V2EVW=_Sz)4>L_IJ?a5xI|egFB+B`aS3 z5^gTxiIY@l`OJzbPfvr9$kCML%2_u*h_D@Aq$L3*Xk6$=!~a+s!W}h2diWBnIj$U1 z^E+#TSHcjoUX2!wY`V}w+wL8}fz%lrbc9sVp4~)dD}T@25Iea+Zs7@S?TUiR?t4Wk z*!mF)<)JgG2rXRCH{-na=HgZrV%xzsoTd@j!-gaY;!nak;uJ==LJ{i+-jpaf*It=& zD%4Q28p%`fCUkBui-E7Cnach%6>15ke~Ad^KH#sv$G$62-^4I3|CIQMEf7O?FqR*T zLpu~x-i;m`bzq=D$zcQ0W)zn^vtca`6|}a22ULvYd=apJrJvV`|YFJM)ICpxWTDU+I)`1$M#yhiqWQr`EL2_7{&DcJ3T zSMr#gNTMtScF`2MVZbFEegThAmEqo%oRtzC78fKLaAq# zp-BoX!1g5;JftTLm$NRaau<}TQQJvu@jX{)nX24aO$Le2)sf^@nLz2TXd{lMD1M!{UFgWUo(tv1@`MDtF4L3X!3S!@B&3FVC7xo7I<0de5k~*hPw@lqK4c{)T{S0;(0}Y^c4TGeWf6L;NH43Qfn=mfiZtlYc)3Hh76mn)$?U&J_()jK!m-KG6=ba6567 zVddw&8aUdf(8)>isu*b5S}+l?lo{2->amK*7#t$m*|^rV`@S7M&;8lU6zhoO-;)M% za}|naVwjxqQ4O4o0`2t%+hccUolrTwOE;RbS|?tK2sY<<=qS8Q1~I(6!^zvKNvU%y z=jtCnGBe07-lT3m%)IGmHtmaibC5q4p>i%c?%UE^@QNO}eBC^XG56y5UQ z`a6BP>AQK;T>!tR^cS2IZh|0Qs@EY+x>jy}dXD`Ea0(Am+`1ITIA!4=cIp?%c7A?f z{?;ztJH*SI%EpxQ4-k;_rfiFN(*W-R*TDPX?HbNiWPvR-Dd~ER-u^WB>TGC#sZ~rZ zG->iri`cRHsP5FoNyfJAsr`mMxie{ELhVVQlKZWglpuAbV&T;9V!>USxDZ|2JgM?Z+j-kDY^@}@m{#b!SiR2V)|F>-aD^B&hHe8TtsD1Y`d zR2rgq&ug`r(5=D8@hPVHc>HRxBwwExRy~8YcXK|Uc-x|td5h9UuE{I~e$SAuOpmM? ze)YF@C^&mz(AhhGn&>Tk8va!JG_CjeJ8JtmKy~3mfUM9ble8p-{66?Yqk8U_aW>K%*hdmK?{KR;C_VoW}qCl-Q?*9^a(St)Y( zU>FDR1kyq?Om4dSpt=pf4S%@(4hj@0RW--;| zJDhd*S*1Xv)UYCZsEZ!vjV?z((eXi~b@8ah zeXbSYJq?hAG*ububJ2UU2_0C{!MX;W_<-C$)|a)5FSR!GPm>2sCZl~M-nRBpl~3fR z{C%U@D%>Scg!S3l^%rs344!HA@$7C~PF7RK{cuj-@&NPGaPZem4B2Zt^^kL)*ZEa6 zRSBo^A2NxMiM0F)?~lH15sE(1W?tNZ9v)O~bYwk;Pxs};zWkD29+V^#`Y3ay6fiDK znx3Diw@vgq`5XiDgjA;-_DfFKOk)7i z>OQH;j8a`fUo%Q3HObQSoiu%=*fwEvKbcgt3N88y5Shp}OGc(qW{@-v>U3NE=ZVt# zu`pXXmBU$3w=Mm>(_E&B4Ep2AN1|5+nuE643M7ckaHg4(6qiO}^mlfp%{t@!dp9b~ zP+~wNaeOw$~YDGP=5s% z=4Mg+e56G=3*E`DI5T_>Iz_n+Na#5o#(21LB?DfwHC@K$Q*}79zoQk3?%?_gF~WP% zQ*D~REV~8X{F-HB1^U~CZNe6hu{2Wz)7woeS6^dObo>}Z-<^aCL4K>LAT-K~;T4on zrHDgP3{0XT#PE75D`>X=0j4OqN0K%aGVVIGtsQFhh6XwVM^fqOuphlm%WzkIn_23i z9Qd7M@1wT5?Kz^&L>IhI{BalNRaAK(76wb1x=aldK)v^`dnVoKdXH`RFUNbo~8 z%3YZR5eT8ON#B8ERwR<_zNvHBB!ecGO<}MUL zaqVB?Ot4DsV|qnN%Q%k>C`g)KPXE2k@kmAhuV8PWWcx zs)R0dt9m`qU?k5d;l#-^3<-<%Eyd=ZM;-lu85d=mv5Iu=?BP#Xo=~)$1q1o-QvOn> zHD2v~BbdM^F0xHB6U%irI8dvcR|O%D+)FJztDG#e>pmU85igk5k}dw+X7$aq`@z9V z?zX#_<1R@;3K&aIl*zTDwpG5Zgm&pJ=&NnhAYlZT96c~WlGeb#_7Vv`V~;sDBjO5R z2CZM}@EdS|D?9{Fa0>e!hVMwZsQo=Zrn0^>A}>ZaS2!5!|NTy{&*GyTn`u+!ny^s5 z7E23a{^b5ey%uZfURdM7yuxrczS!0@$4$$(M$de_b~4Nx)Xh8J9}5!B&suBT3b<#D zOnzU~em1$ii>G-w!?=?H5A)f5ne+g0FyTVM{29VeEn1tKZUJk0haZRk0mNy$Uy4&& zD|K6@Xn#rQ+U^wRsVN&Fj+ev7Z#OfK{R>nRU$XWy6z;`*UdX+< z@wIS^&^bg?mQ#KA627#+;x8ovkZ1aWAs-by%&X)>9FgNe)yzxpcM>+&QYb#~;dnGY+xi0s12#@^*q06Z44aHi)k*;uzb6Z#a`# z^&4r+62H<-WA3hoc$P0k+SfAutot&j;cM7?L?{Ga3h`@^eHmIeI!9R8P5_EjeP|KLMjg|bl4t56o=p8B6u zcJ5ipoh$YKfl7h$HpFN2Ixo^MshRzi`^9H|6&~$$B<+9p+`wgd_iMTH-OUEdVtjtR zFT!H_rTF}ReOs_&A6V4DQe~cLRIMWpF_EjhSqll>55g`fr35)O8#EvorBT`rGR3buM;<3)}1uCA1*RJ$|Rx-3$--O zxShQ#m#$YEij=&g2<2c5EKHW_$1lSdL^h9UVICSPHwIS+eoeXS2O8XP&i?%eaF>X+0w1i_U(|B9V~$I*f3Mbi8<@Qa6YtzT zXg&1UU#H^~)2=EW%5FSZA~f#ViD)3S#3MEAKrZ9SNJdgqusI_j(TWK3h+SSTp^%00 zcD=Q)3I`5yp72)HJ1SBEZ3$5bIal2y!-*jMKa-1htf#=`+S2SvHAKcxIg=7RP>|9v zM~Nz~eECE;8qe;5ai_aK3D4eaQ*L}^HywmyD_LhaKg4}EHXgQE_rQfb>bhSX;) z)okyA8LC{c*e4X^WVOGC7*9BIn_YYCACyeQbD)9x(LkYhpthH9w31Di1Y|5ma4{;= zw+i&;oeiwK%y50_AIJ?q`B_M*l8sdmvvpZkXVTkl<-#86V5}761=cnauoGQ~Wy)4~ zH&|8ttz=3qA16-7A0XT?*;bt+rCeHCi9q`4E-Q1TDh@^d`OxvN zoIuc<^=cg?o-BNB5cn;zK294oamOC=e1P~a-XdeTu$$p8afIaul zh^T{(#RcV`X6IO^7^ZLT$`u#7iQ-)cQGBLqBjIFO5c!TNFH5Y+R%V~3(C@bA&(z#u zGb65eZHS}fdiTT(pMSu)cS1X8fENeF-oS?lSJ;x-Lc`nl8U&llN0yhGSythFuL!?z z=b^T3O1%(Ca)T1q!Bb+WCkbo`d2H_WY}+VL#-ul$zmIS)rvhgqrBFLa*E_+z%1 zM+m|u%lw>g#=xsxHPHFj3j^a+n&IAOL6#+IrbqcEJ7ls~Y1GReRq@jSX;tor+H(q{ zZ(u+ASd5NVzR=77PE)i}xKA-g{o;pT!M54BPeBSv-Owyf@5a5bzmn~5+FL=&(e4n= zL-*FANp9FOJw(kuYHv2ka<+!c@e>Ox^gV8a1e~!deD4;z#dg%`u{$z8g7YKX;}TTX z3#3Df@=>uh)%nF?R@mF}H*0P1*6#T`AI+~%3+5eH9u$k;ofLw9s~ZyYGe@JLA>XA} z+ZM7c0Wa+Pu2^~g%$bJ$Ej;*;0D9v8lR*3H3_HZFVVwob;%!qKS)pYZ!!-Didl{{I z=O(yw8l|KsRWslr{8ZxNo^P; zCuecoVr9|Sarr`jtKqTD4%s}r1*3?eU#Gf6n3^-g{7msj9tw%!*Wc(s_;7_rRc_ga z*u6rb>Z)6wv~m>fF{d%BUuyLK86n4;q&s_zQkK+uFP~nE0PBAhf&Y{Nz{49l2qTh{vUD_s2{En!x(dbYCE6>7mJ~T;c02@kkvs%Azbvo z6iewJq+Z!bs2mJz8iZ9G;J6DMg7On8*$4Sr^kncAgP1JnL2@N#rYfu-vuxZi%=rVR zL{L-FPp&B1;HaD~Wa#gfCyMZ)1=uVUO2};qbSv=>c*jx;Tcn_MK|DPw-z{O>X+hyc z?X0e9TbJ*OlHnuE+i{9@lZ$u<|KbR`OR70w#a4u(i*69J5-L^<6CqTEH;dgYzb;kE z>e(#eBI{$w>*AAEVXfw%es)g?25_{Bli(;9QEy@HTcq|*M9caHhI|aU%J(XJYE2$( z-^WDJ-SH1Z$_%Oc6p^jMN(iBtk}gv-^BF9);md4kvai1?LjF^A-z{=PCdr6ESq7^X z-=481ASVnk&Ph6gTvbQRt*Mlux%tr~?Mc&druir;RJxIqy;aSS-k$Pz_DQOxA|bL* zKU8|#3tdk;_h+vLdc-?4&8lz64qx5QP7qj5^pH0WVK4Iw&z1FmCG(JWMP^Ks2b`NX zoC!uN(QueKXVxe1r)lIT{sBHnb}-bHO@;B&`R$XAX5b=JIgsVa;LvnxbPs_t`hG~U zOycx*&<&1pei3BQ=W{1E;%WP)d4NUk6mCXx#9JXY;>Rm z3L@q8zc8-fGBC=bD246nC{^qB=f>jMv*L#?%%LG<0{i=1WK$fV`|{sr$r{?h2@{DE zc<@Q;kAE_d`zdHGQ1F_tCCwz0_R@)lln>oRG?I#Dd1z40qeBPzvgrFgZju^w)b`)R zG!!`x>=Z}|4eDK14FZK!ZCZG_hw(&nn!bWNYC8rc2ng}Q)}bc*(idb=9lBg9Q1R;!vA;;)YR>;>I#wN$|Meutf6P` z${{Jvb7AxHj5+`Z-E5ru;6ilg*+Icjp1PMaXSgT54Jro~N@V1C+!}60FT5NY`2CiT zY4sDlwmpnY%Ia+^mTJJneH97c&-z|`G_;w$wLe#K-2E}x;p#DzGc`jdrFhc_sOFs- zcbu=Xm5N>RWA>)1M;J^SJs+<|-cExPznKjZJ|l^HAAwS%~99R^feuB#o9K|PhUy_CUlbZfK5SE-a+X4Yj%!=c!*d^ts(ZXn{!t0 zlax0IY3&7PhkI#rIkucHsRTo_gMu{b!mE+V-4*XMFYUG-8|ye8i(%9`hH=e8P$@%$ zm_a|95_)3eKY(d_3`@|s$JgnG@sSUY>9paIiBQIr1w)!D=_$AlxAm*t+maJ4u8pJ4 z+NM)3$5ehbZY2R#C#@tfa=CBXruvQVk0)w>?(7FC_54moL6h19xaF%TnfF6O@hcEY$v0b@zV9w1H{2|%9N1;GM;@MWF}El9 z5}B_Fr6#9~FEgs@qbes2v->TBdWQ$&&zk)Qn7DvX!Rsy~7__LAo6 zL_6fMjmamDgS<@BQHR++NQk6MAY?>g8~@c-T368qO2$$uvFfstMHN{9Rfq@|VH<;iHGSxHKWUckF2W<%`gc#re#BZyM?+^QCrHO54Y5~$ zu_klFGCK0nklSnh>Ljj3D+aBus`0D*W8wTx3RurDza_61Ro&hM&hPbbYoOR z&rG$qs28+MI3?trE)C{WTpgLi0ln(qayc7xnqWS%@t7Bo8)W}j``))F&&sV(3Zej} zdTf*rm9@9XXEDdUim}dvnul>>DkR-vqOrcnXE27uR1xPOH7hMmuTha#VM!W`Yd*B zT-Inlh6N}tk&$p`47dMix`g`V>*Y4b_$W) z;|hmv5%Zv9nC^%QA`Yz3g~pSeB}V98_N$@CPzjEm?hx(Tn zBs2i;4+HxlipW(9OCzFY5Mi;>+E7D8&J_u9yxmT4Cn|QsqzsnV<_}L-Hf^(NiPMU( z+(=X{=2||t5(EvoxqtzG;#0FPhM}d{bwHew97WkJGGPymekv_(&$BrEb|9TN)UYu! zPJ=62!)L|1S!c+tjwvpnuQERjJtJX2pP8nd$c-KIWS{8g3WIu;bst6`E};^`Yjg~a z3|m;e3=2XD*851gnl8j@eccZ07d7ckscOkDMa#Q`WRpF6M?>lxpXY}efFyk#kH|Of zMmWu`uD_(NE{GPVUsdG*KQxf%*)ljX!X{Ctj$L5Ggpy(9D*8$IK8T?J!_a81%mmAz zWd#%kCaIGjWEobLX`&d3=_MMfz_KO_qaarfS+qP5D5sg8apDKPwHA@4+T1_lHPGb4wlk2qxJ)&{H-L-ydjhp`cve6e1*;H zKlxSHODRnN6=3)~qQ)U%K1aSoWP&7Fi|w+9xVmz~P9uF@_Hju)=MX7^TyDO^7Otz# z;Nd$OM>{MyWc&Cd%@yBcZ*ptKyxz%IG)y$wkEpb_5gOrP*u^^t-vSzfKJP;j07gG+ z`RmqX#?{z5`3eI2L}!CBf&)6o(4`dT(?&3rK=zK*|0z|c4Q0Q=gs z0bi~hms)>S{5ByEOM#R0WVxNNn8l&y3uA-?TL{~z+_zA?(3ofia?4pPU}^zT8Rh%i z7vBDSgC82t4`|=+LHl(S{$~lLRz}~$hGL7bFQ2XH=joN`*_+Rk;|P%@xmKlIhKN55 z%PdjCn}3Oz_UYLd$A^hH48sHiLlAD}O8mTetKCS0tGJ}qYgnj@wddF9>_jn(Z}arJ zwS72Uftyu)g9Ylw`b)dpb&X?zRbAkY^7o<2xrW_wmDis<-#jQt+*9~l?p0@@=WWrk%VT5Y+rkvTp5@J!eL&(T&q=R1+q7Zzu~U+LOo4_RuJqGIUdG3+`oc z4AJ>tU$biz&ipftFMYK%eL1!?Uz%8WEA*m$-W^F3=uC;p+ zlA@+3#=)eZ(g8p^>m*Ud;L{UUBE=*sgmII+!K|EdcJ-15s*;TxSwsilH1SB{8b5GCM7Wdjm9i{)?k zq)YV7vbg+sPva*UgN=r0nPt8>TSFXr)Gv@|A<6zu9s^Z#rTS_?zE6XN6xQBRtw=%Z zWOkg%APJYx^Qr#Wi#vIZ(bPf!FK1KMTz4$%>mB zFv!(E5KjjfA%;23h&;Xfi+g&*^K7-6VTjJp%n@~Vg-ipor~q^JNiX`dG8fsIoSV-Y zHQUgbi#BmNvVK+noT1DUJ9_cWyo>timcQq=C=k3R@hQxHF1Q3H?(A%$)1fF@URe=} zunhwfy<3yew!mzkJOSbY&WP?b?_VMJlQLX8s&Zv-qRl%r>um*U>QI?U9Ei*<*F zlDiPTbY@9@kzN4afMN%N@xFaw8ba>*a%D!Np*9r)PU~-EG@1b&v;5)yAQ?P^&=sjv9v4{NA9e60M~@1r(l#Pj(9XUJD;OzFMo}=O9qqaVXA3nuQo~`aEB;iX0^}d?f8cTptu*C(Mo!GSB#kOUBDCH&E zPH_>f8oCqv!6HiveMe=p9ZsROaFgx87ZQ{u@IpLCsqSa!WcZ3*Sb2t_6HO)np(tLg zxFv(Zxk)bp>_paCL3P4j9 zyEM7As>Bp)Vh;H{N(J_#E&_mg%iazcnJ`NgvlN!k-GkK=jV^tQFrl9*J0#4)l@Vri zPuqwkgQNYLGW7EmeW7Y3tKmd0LN-ieNX_?WfnG!xfg5%{>a7Y^aC_cu+qAF@Z zg}N27F)Q|{H=hwcx`BDBfGQwn`vM)nhNiiZFE1}^@3A4^pt0@AnrOvG=8T#~7&X(i z&qaXIo+&08Kilmg2Wyei>u|Hyh&&vwM&=f%Xra6=(`-WMjAV?yt|qP|r%%%0tC*9P zsvlzg9g1y^ykIxn$E#MujWvr&6MQ+%&*JB#E%G?ygp#3-$o4})141IH6AdJCPZsD? z=YXYsg4g_v{_(<S z(&m->p<>WJIpq)vFf5Xxc6AQ~q}DjAS7Wl5RXtR#LY^Gt%U^qmn~0{ zl~WH$q#gK{+#gVK-b>#H>!J~3D)`RyGauov6pNab^ZGrlP-Pak-M&rGi08-2-S8!r z%D|31C7Kg7W*faQ!Wq5QoRlJ8B0J0c!R?OF{u?pdNooPy3Kr`V2NuiwsxW_ISSisP zhh)R+H7RU?ZU#`-%a}_Td1L5VxZTtEUEd;oKyo%Es=B0%g^o(TxOuBFwiL1}S{oFTK)?(MVTc+!nCc!h?!}3tPTS4C6+4cSv13w! z!qMzki#%hNrIxNNrGXfBz@R|U8QT_JTIeYQAjk@#8%$g(;aJ?BZxJBGNcu zAxI@wJK!7i$Er$BRV!@wXO1fa$qM$r5!9^+h#ZC%@Ewi$Xh9NF%Jz{fae*{JzK%@FaCne{{b2PDfbEcw0)A~qy;V&TSqg>GuQ)eyKg9cI`zRhi{y zNF1Vz)!v&+#X7@X;8(qtuX2W^rRWNt96K3c-?L=s9O^|8))Ze$g1ZP zBMH5298e{d&Rw5mJXv#--{`^rzLU*$3*$B)SE={d4ZFIpb3&7ntbIR7Hd^ZsOGM2~ zBgqkQY#oX+9K)V{D?F>6hwN}HNJ7kLanORe0w`hStn(&b=kY<`0o70;oDyb7o{xyk zu3~G(luEU-PfIW}^o7pj=lQMeycI2G@!(=(j=+Z?ATP2a|0%(xk6ZgPL=tvFN**giQrKhI+osoQ9(U&CDsjJKHfAPl*dG7aJc)pCd*F<5 z6j0!qiaaeGgY*vo6aqEmjD{8#LybWzC*uM3q;02MV9K-)wPtR&^YfqPQX zJ{b{ZbEG>UyE(sR7wIHt7fWBNhmwVde(pyF=tz1k&Yz{+)Mtj_fs1u_j~~$WBifoX z)s*@Y(l8s%_SmlRO)C!zni_T|4T^MipnACSC2u>{L%p(qJO!ND5~BjGwRPRCb#@?T zM02sDqv$TTlg<5~iwvM#x7A>4e=SSzJCeVX4Dsr?U%!6${RhZFDUkA8>x4WL#kCK` zU$-JC%nj|_(j=e81CTh>`P>@Gol!j^Q&ytL@necEj?CLym3@FFpw9e^|N1-T(SH!R z^*a;GHTvgSAcX=DLIIxwU-f;AKHKWY=pdBaeFSov1{d^NzTY~VJNLV~QrP)dEm|=-iRe8-Q*CkS)0rRWYJNEE}2A0Mqdb0KAHNNmAfq zSnu*T33zm_8=?4_(PFRFMLkt;xBuo2Z0y> z7eQ-ekFi(ny8x%JH15C*hDT)oFN!&XJs(BRC4{C6{Bq?q3j`_AFGLGSL44AmJ}mGe zX-Q%SN)moG>QS5huwSywh#g$n3dW`k**EL%FLQfQ$v8aCF~EwRK_}Cm{(KeLIt)!h zUt#e|)q2ZULu-Z#B5#%gvzw2Ng^HpAkX}gKXnOx}ML#4H2#Hs2{sRoWE$BUE9E~un z_-w0$)^Wuuc-kebissC;Mq6SwmZM@8%X*`K|MpU1Kp~f#Hh0Fb^-p$fyPj!iSIhfP zkv8$&?4=u~ev&zK+m&}O_}mEHt~$ZQH-X!@x<7ipmM z!dZO~&J4*TS(iK=YWg&zH<@1!<94c}kd-M^@=RPJxK~2O_1T_nN~_s|uB=y}nCM*& z6=R&EvOgRSaAARxL8Bb{00FqAQDeL$O0nahXrSO8RDbpr#tp^4z7X27CxaL&(SIO2 z0gOX9bWlZ5TdNHC&!A;*J*+*le^l`1IP~P`dHCJ2Mt`4GUV%Uei2Wl{i z!YHt?gmhW?R45@|mftFmR9;ubWr{FEBP}lS&#@70iSm@E17|@Yybk;x6*|f zq=<>6ueev55yQqD^<{UmKh5p`;)P&g2a z9^)H9Pf8Fib|YM8Hmm{F_l@*s##)$aDWm1Zdc?nv_}@J`dtZP zxhlR`RKbYLC+M$hz>+!v{Cy_-RbrwIaG_Rf0{_hV{)9;KfUXp@Q+WU{~7O20iWyjDL}jwRfm5nI;kI>)Z7LqO+i=!O1x-C&py?C2gbnfu_v zUsX*I1R^Czn?%KeOJ0#W2`dsIP37x(n1qQcnE3Li8d7FLs{6 zim$&}osX6-R_sIh^^&PlJR~_BdMDirXT$aGF*I*;IC8QXZ`Fr)Y(=uSm5CzzPDSHR z(7bcHjWcwK_k<%>St@5aFIex)W9sXjSt=pwO7(Ku=u$@#{c{8j3{4l_BH-qVJY5<# zwrwX&S8ib^1Bw*clLR6uBS6myH%04_83&mPIDA#xq2Ui18y&(&85c*KC0xfL=}8xc z>O<_}ZioFKD-l#p!+lBSDcR0iEGlI&Tb4PL*qF7CKIPQDEY&4flir?`%5FIaXne{j zhdF6Ad&tl@ch+45|46l%0#dgMQAS5hhT(&I%E8>8iA}!~3x4fB9dDtYX=Fyr6O7mk z=>-1w6})cqz}olooSIDO6_2+{#l70gl?|9}tY^Wyo1C=dG)9vvS_gniSMJr}pcFpl zzp2K_-5g_RD7eD3URtNj!;BOl?eazvF}bX6TAL)#7M|IToBI`oyt2}v zf5-C!TbA)Gdp}4MHnF<9X?a%PnXxAoi5?$l%=E))-no!qPPv$7xe;Puee*=aTgfzt z-#G@1yVX(BkyMb5DqCuCW|jF?2V+u-@?_m4x+37C$S2jvnRq9S}P8ceM<= z<|cnr?<2@>b|v~iniu_|zNM^Yvkl20GX|W(>kO(-Y)C#uC5yt2i&=Cn>-)O|27jD# z#KwJvwAK$Tsrk_ovtgV-J6O%?KIALYu8nV!Y7Vkh>E7&A{% zRy+Pr07WUf)(Eh#60`(Ep$=%;oKD_)y~(?0{~Wg`Q1Y zQq8M7iMiJ1@9T-i7>a7ou1Ll3D~LvGHv5fMGkHu!H!i?HjkNTKd0qw@x-d9jqQYZ|6NLdk)W|*L7yf8x0v^Zb69XVT2Dkms196iZMG#pl6@9q%b z7H`x~49LB5sK|P~k#6-fMNrxUYGQfjy1G4mU>-NAbmJ10hyB5FaW5D#)N0C8#1|*8X0=Bvg4K@1z{G=Fm@~FVK3SZ zT~=>n>xQV1VnGstp-6D3)aPi9}c& z9Ql-Vwmwv?%Pr(}GIA8vCqxBrR zlxA@G3`M{{W#5z8CiclUMxBM+`KA>KH=J9`L}Zbb-~uL%6!3D{)}L&yI1Buy8eeuZVJ# zMUN2hvyM-zk_SzGO;?`5~aC9?ye0~>t3-dE~^sz*NBC6z06^zAn_19#*Hw< zR}o2h@jY0AVW=J5!Odz1+=c%DQ?Q$B{Xty%$9H%pQz1o*-6__IrKOhq1NnrDIywh) zL8_jpIA%ajB}I(SC?VuVUlHe3shwS{r?DyXfNEHzDb1)0ti-P2aL7~>K3GcSxw(A7 z{{Uzy&E9@tU7Nq=6;v62#1)#%Hma1fY)igonI_ocW>&o*Cu3QRwf)75Q_S7~&|!>+ zbhN(EODH1U6x3)3rxO$7d8|Q5ECm^PswtE_iUD_5#gO2^b?|+}4ucb%ut>yu!FS^R z^9q2Z;CzzPTw(>55zeD^Z=o_qss_Wj-~G$2R_7BCrl#Kzi@8$Woj}g91vt8kpAg!2 ze8PhB;}9Ou)*$n&K(76z7~%}wY89|RV^9+WrM}uf#e{R1c)~ad0B7 ztt$SXFm6~UJj3LQg?O1at|A2hcEkp#wPvLUf>~bKg9;TAW^?m1%NT`J^Bu1SU~#>? z?gSUqX|FlNVjmG1M|af{_k_t(6u zocu*B8rI>K)`knQqPvxq(#@SMu`c1ddNRL=;eZTvI?s|X zG3vt`XFlXuxB%JObdX-1iqC>@#wzs2NlgbpYh3Cmm@eE3SIng>cWfo`9oHI(aPOEn zy>Y3A{Pz%aw_n71au_J7N`2;@h9PKJputfXxtcCLN~Nit z#uSJIaN{^7Qub6DbGmH}`;uUTAqiC@ec zaLcy~k4P>eB6Ms&sdkrzN~|$a14nn896qrkQrlAORJPu~ti+Ty#(akHGbHTbyVnVOoWsY=;IYnP(6e6=GbvUja%w$GZH+kC zMPS_%(k&0kn87dNV%N;4iM2A2xB`_iK&>VB(q2qG%Oh;`(HK{Ygn2-^*?cSFSFexaHD&h?&V zRO%eU$K9}LVXrZHg-U7VjlncKs63Y!ShO`V)KcQwr-*WH@l%1@h7kij!^l;qW@VHI zFJSX7I0%6Bwjj;P61u9WIGGba?V$UIaH<}{4^+Y|U`v~t-N10>TQG*S=C6rDiHd^5 zoG?Z@t~r=y2sLwi0lTOd4*Gx+?-;q_(BnFR1;$`bWy)Ef<_og-1`Ib3K9j|`sN766 zuun9=O#;1l0u<~=?HT^ayLl_RTlBfis;&j`T+B{gP*>Ext%fb1SY1gsom_2Db7lUu z45?D4&;hlWY=fjWT`19mM=W7RrA$Ija1tuQ4ikv({HtFUG@ERNtfU+yOzoI)h?L=i z;4^M6Tx$eHW{J;S#VzU1CP9|G#nHU;4DrGUFEb{r=Cf zg~Ju`7=qrDAe&_$S_~tATJS;2SLpr303M99duMGB0?6kt+#bFJvaqw_2+g55$0tv5 z>_or-$7Fdh0cbBRlDlY@513Z4Wmi8jGgbj$D(k6DugJ-dd&YZ8^A z3n#1$iusB-3`0H#iE@;ZH-~-WX2U(sJ5*&5a4kMLJVo?XV-hz!uzouvW`Wxb zMG`+^>dL*Sy~W~(T{v6hI}o8}PqMOpGk9T?$_D4R6L)2Mh=N@~o%1a)A9qlL=0 z8epjeSi0tAhFwYw^)q+%EgEVhN46@?cu9PxUG%N8d8u6hqSEclGXT`|$A`tZRwn=h zzQ1hWfd&-wE-i=?O1WITOTE&Xl`*|UW?_}~3@UG3A9B)Y%uS@`=6FMu+W3dbxJ$UK zI-g|Q7XeQE~Nsp!{LdqM=?_#TIOINH?`8b zX=hh3Vl|@L?egYTNeHget^Ld#wXRM`kVm(byG`^hw{TXL+)h6 zU$jEO<~&TyJ06wu=2*)ycWb>ey(xrS2&b5Ni-=YL?d}_PX}3@v7VduX=fSC{i{BFz z7X-CuY|6jH-B>p=Jg~W%zv3ow04n$b6x|h3kF5LA8PVq=S$=5I_XLgw%TCD4&_$uh zGp#j3tz0}oCA&Yt7b>zG`1F|)^#kactp_oH?xJvAFuoBcJ7DwTHHGF>c}tN$4i9($ zZ-VPw=$`Dq*OrFc$Z+Fvkxf!V|#II+u>I4T;n*L|RLw^{C(`8_L*>VrpN*#z0AEWZGccjcZO?;5v>)`yew~xd zth4?{nDn|~u}q)UX-q0Or3KJj&4e7TCOjji9NxWRD%<*sst<^mRR-02LK9pOQJruc zvFJo(>4Y}iE*uV^+m{cCWe?N<+VqC)%fvMcxSQiJ3Gep{z;_I$z%k7Z3h!}^Oa?I5 zGYOe#fju4SBDw%UVP8=S4V20{KX1Gnz`Lp|s_s^^x|!S22}-MCUOkxEbX~`6tXwsd zn(93btiW?J%Ebj?Iceu94_TJ!V_p>mX{`~3vh+?>fSO6UxG`A814zmM3KI_nf09)c z3jxw5;JkX5P;TloLv<L-fC(Bdr?CmL$rcYlyFS9zqj@Y+|HGCBQ4}Nl`&r znqDP{r%s5ifd!DcJk}QRd6g@{`~|=(y17--h>&)g7ZvXvrn)`6#p9^A@Aoj#saLeV z)CvyR(LJcUrEFckj}WQ}t&nYmDY`6{DB$1mDNa4*c&*AUTa<>e#8A&AVciEFWAvkZ7=X7b;ba>ROG#!83ljsbR#eu9@WSFGm{#=q6j#M=##t&NC}5Fh>~N(;`G$dpHO)r!^!VofJc5IFb-!6sdgA=)yyuyZz-kfT9q^8A_EIlj>|S4klkvz zD-L7H2dP!XTt3J(VD4>k>_Gf=F_U{V{6Wr+^cP=q0Y#Spp-*@xr~wj!Xk)03-RC3l zsfp@*OVbbJc@F z4ETbD$x0f z-MWESb(@0jrNLTOBF9%gT-dj+O{caI7k5CriS8C*Fh3Opb#F$BT=?;a0zDp_b_tAvL&MR`o%lc$(_qrm@KH!;eue`EtPSzFLIZ0(OBq# zsF2pedF}uJiqqT?EqYud3(N(tR`C?Th!p{BR1&J`&>l;c#c{1$_gr~YRY%$D7t*$t z-qO^(S_H`FAo?-jXmA>r9>KmNLg8FMYW^Vb9Zc?kJQpnUsD>8jiDcbO z*1zsAM1feyj>zYu$ii$a!>q8tp;uW&uXZ`8jcK9^DbAF0GU3LY)m;$OWm|qSSO&j$C&D7A@t-&EaXx8tyR#MqO{1!dD0Jn*oY0Su9DO++db6JA89G;wg*TV@~)tdyUR1OcriKby-h2;j@qHA*F$F?rN+ zob>Y-cmea&R5!1vmg&q%nZ$SDb1Pr!R@HaZR$=tS8DBWb7d5$pWn~K36pUf3G^a|{ zJCCsAnXta`z}_bgU}%a8xFJLZj$$LC;iy{iP{1nFV0NauuLa?QMiWg+K+g|R8ENwh z99iiIu50jtH0lb*cQSa7b?8R=#Id^O40}r_imySh^Y0nt+MFQziLas_3+`ofPU@ii z45>q?s5D?<@y}>wC}gW3_f>n$(E!Dyc~xe)nOd3796s`^TyAArj;vGO8mi5~Wp6U5 z%GD5eS$n zN#Gox5%C;6Za6DbIBZI0A(TIGjM)qg{fMP(FmVhGMse~dEj;z>C_PQOj%IH@lBi?l zG#tSb01E0*$J`x1QEr#*4Z>rw+$CK_4H~0KOsnw=DB|t{ z(+M#_Ng~RqxD0=ka@}P-QPD6K7y9BXl^opU23TFBKmZ7frJ7>ngyb`g)GTzf#olo&R`7d2FZbUYY3gcsF!VC zJBG;#ROJnj>J}X1*n0 zsfytOwT_>I{lXUFqV!99p`KSUyYnnfT+WNj%vSS^e!TtT+FzBN9S6`dg4JSn{54ft z!r)em-~6JD=zZe3GEclHg)Q>`0IX~rwZ$6_!e=~fnK#T!bJ6PslIB(wf~QB4P(v)i zwFeQHxY{sgITt`XCCwV4i|SN`wfu}|Toq1MUbcJ(Gg*t2!U6~esGEguY%U$Gn{Aec zl*6m}!?T~XK+%~IgdGl+k8qg`Zir7NXG-tQs1qM!-&7rR6&``cPkC0 zn7Glt=Hn{~DJUaeB|yfe4)VwI6detiZUJiAh0RU?pQ066+*Z0G#VnbHvVqLG6=w%8 z_Whs$qiEooMfVwE+&M)l>g5ad8X+90=iCJ6e2-rHhbY->M9*XQh-G*&E)#k^V6nG; zu?o71GO3mwxk`#2lIGm{#duKh41vt5wi_Kp!hjQ0(P%4dqpt zm)0O`$~MZ%Wt59Xp?7YK3}U9zSaf8O~J=fs$ecs z#M~HId(9V;by@V@n0Op%czq`=>apeT^+dCX6*XkLxCyySdE#7(jsc^7r}~E5VV7dQ zfWJ{dbW65?tD3uh)3*T=rF#?xoN5%CwADO(D2AJETA!9yXw)WH`5Zw4Q60>js!DoU z%%?iUyJi?lWCD<;3!sBq54se?SuWrUX>kX>va>3=V`+BG$~j||=3Ks_UqoTANIZ&Q z?L72KqE!RL7FS{fS`Ttx3C^V=>g8284fQIDGp(7FH0_o#rpWOu+~|qRf;TFN zt^NXAq9d8kB@PhbtBWeeCxe)UM^OqDp20XCcNRHOE~XoJWf@!dgD@zKSZ~%h=}goU z#2yL6xCU^)WX9Z}$|XRKgyy4ehGH8o2Q5OA%viOvsZ&@j{v+5GZ>)5wQNoZZy$_f) zRfzpX2Qf{ukJ6HRsQ?T6MuCue}pQq_>LMqqScYo z2;mK+8Hiq9@(0stc!oqD^+$)c17;R8>{}UMnWlOP@N6Cuky4#za84pxtNg`oU=BJPr);2) zh+fB;Yc8^7}C?h4Fgy?VdLF6Osr?8QD`&;k29KJrmYx8fa3%=qt0a> zHXE5_H@r*&A$i9Tz5(XpSM1DTq3cl;zB`t0%<5)n`IxQo)bQLT45;hcWLeD2qlso( zT*9?pqT=^8GpWDZEUjmWOZhDLjk555+{ZOB9l_kKH|9_S0G4`bU8;XkTTR?b+)FkF z;-KOyDVoY(5wKkG5Dc$Ekk2a!2}m`86XA)U=4VS^LNh7`KJ^%zCR`^5<#;#LzLY*<2fBk7i-xsf8C#w+2}J4uZr#;Kff~kQ5+}bCoZQXlHMv0Z zo@GpLUeH}=b1A^owG3`iD&34^zYMRa{{U#0mSaXIwzmK`Mats+;jh^P)tDVZo)pSm z_X=VbYGrabEV8S|GXQmoo=9wMm{3-_1@?_3{pI?qs$HC_7o}zL$H>m+a`%mFN*To1 z00e3;6VI3$Frqc7#M5|)ck;)R5JiisUP**aXC5afQ%!09XbYLUj1GoGyCVVRvnQu< zApy}RKqX->RS8%GTOoou<}9Gz6?xJ+r$rJ~z#vW?4}=edbrXvZU&!+cy8s>WB+6Jn(twW`E) z0#=r;$=k14s(14?gIMk+D^%(;5u)>$^j;u0KlDwJ{{Xo$#Lr~rHFwO~Ga3f}0E{R2 ziEpC)qYN)790np$d?OeF}q6%k+RQNEx5k*Eab&R59TJ=l)BuzGMgAf>6jqS zV$o`6iB?cgM!~T6Acf;1TiDf}@~(Q8CjcSX1JXf7waQQo07}+Kyj$}D6;WQenF`hY z%~YGXahSRig*;q)2Z(EfUsAw?L(Voprp@hTKpgChP-_0>R8K)NE&GIJHFq7?Sk&|L zG&bs9)bj(S<_pWLLv&Au3PHMptLK?ZUaDnk#m8K=6&!OHWu)MLVho*rTFWQkjoSe5HQagH}on>^X!i92D`)V%-b=2n)<%OG2SW2Dpg6A{#k}8VP(c66bRz zR4Q|V3_g&R?;q5`4qj$kJjR?-nCKv*(!V5)A*PLtK6~WGz#STMXQ5Tf>!cE zxvSG5Kchb2cy!>)daa00=>Apt^_9hne1)z`~@kCLS30y*Ck~LH#!be1G;r$wE-l=wddsYY zwSpIM8@3{S3-uj8Mp&e0PGt>#rI+_K?sYiIYccI=>N0816Fx4T6CDOlW*jZdpt+3V zW6ZIm4a{jZTbSxz?o_f)<*l=^Au!(YobPyE7rY9-e0J})J*Lhl?oPI0-+I0flwRXNQE$Zky?K7EK=$xfb}A*U#7wc zH~Tl4ogx$aHW0tqvS6