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@@ -12,7 +12,7 @@
 
 <meta name="author" content="Peter Gao and Jon Wakefield" />
 
-<meta name="date" content="2022-07-07" />
+<meta name="date" content="2024-02-28" />
 
 <title>Generic small area estimation</title>
 
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@@ -356,44 +362,71 @@
 
 <h1 class="title toc-ignore">Generic small area estimation</h1>
 <h4 class="author">Peter Gao and Jon Wakefield</h4>
-<h4 class="date">2022-07-07</h4>
+<h4 class="date">2024-02-28</h4>
 
 
 
-<p>In this vignette, we illustrate the use of the <code>smoothArea</code> and <code>smoothUnit</code> functions for generic small area estimation of outcomes other than under-five mortality rates.</p>
+<p>In this vignette, we illustrate the use of the
+<code>smoothArea</code> and <code>smoothUnit</code> functions for
+generic small area estimation of outcomes other than under-five
+mortality rates.</p>
 <div id="load-packages" class="section level1">
 <h1>Load packages</h1>
-<p>First, we load the necessary packages and the necessary data. The required package <code>INLA</code> is not in a standard repository, so we install if it is not available. The <code>survey</code> package will be used to generate direct estimates, while <code>dplyr</code> and <code>tidyr</code> will be used to facilitate data manipulation.</p>
-<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sae)</span>
-<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(SUMMER)</span>
-<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(survey)</span>
-<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span>
-<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidyr)</span>
-<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a><span class="cf">if</span> (<span class="sc">!</span><span class="fu">isTRUE</span>(<span class="fu">requireNamespace</span>(<span class="st">&quot;INLA&quot;</span>, <span class="at">quietly =</span> <span class="cn">TRUE</span>))) {</span>
-<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">install.packages</span>(<span class="st">&quot;INLA&quot;</span>, <span class="at">repos=</span><span class="fu">c</span>(<span class="fu">getOption</span>(<span class="st">&quot;repos&quot;</span>), </span>
-<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a>                  <span class="at">INLA=</span><span class="st">&quot;https://inla.r-inla-download.org/R/stable&quot;</span>), <span class="at">dep=</span><span class="cn">TRUE</span>)</span>
-<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a>}</span></code></pre></div>
+<p>First, we load the necessary packages and the necessary data. The
+required package <code>INLA</code> is not in a standard repository, so
+we install if it is not available. The <code>survey</code> package will
+be used to generate direct estimates, while <code>dplyr</code> and
+<code>tidyr</code> will be used to facilitate data manipulation.</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="fu">library</span>(sae)</span>
+<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">library</span>(SUMMER)</span>
+<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a><span class="fu">library</span>(survey)</span>
+<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span>
+<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a><span class="fu">library</span>(tidyr)</span>
+<span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a><span class="cf">if</span> (<span class="sc">!</span><span class="fu">isTRUE</span>(<span class="fu">requireNamespace</span>(<span class="st">&quot;INLA&quot;</span>, <span class="at">quietly =</span> <span class="cn">TRUE</span>))) {</span>
+<span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a>  <span class="fu">install.packages</span>(<span class="st">&quot;INLA&quot;</span>, <span class="at">repos=</span><span class="fu">c</span>(<span class="fu">getOption</span>(<span class="st">&quot;repos&quot;</span>), </span>
+<span id="cb1-8"><a href="#cb1-8" tabindex="-1"></a>                  <span class="at">INLA=</span><span class="st">&quot;https://inla.r-inla-download.org/R/stable&quot;</span>), <span class="at">dep=</span><span class="cn">TRUE</span>)</span>
+<span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a>}</span></code></pre></div>
 </div>
 <div id="area-level-models" class="section level1">
 <h1>Area level models</h1>
 <div id="income-data" class="section level3">
 <h3>Income data</h3>
-<p>First, we compare our results with those obtained using the <code>sae</code> package using examples presented in the <code>sae</code> vignette. <span class="citation">Molina and Marhuenda (2015)</span> generate an artificial dataset on income and other related variables to illustrate the use of area level models in the <code>sae</code> package. In their simulated example, the objective is to estimate prevalence of poverty in Spanish counties.</p>
-<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;incomedata&quot;</span>)</span>
-<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;sizeprov&quot;</span>)</span>
-<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;sizeprovedu&quot;</span>)</span>
-<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>povertyline <span class="ot">&lt;-</span> <span class="fl">0.6</span> <span class="sc">*</span> <span class="fu">median</span>(incomedata<span class="sc">$</span>income)  <span class="co"># 6557.143</span></span>
-<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a>incomedata<span class="sc">$</span>poor <span class="ot">&lt;-</span> <span class="fu">as.integer</span>(incomedata<span class="sc">$</span>income <span class="sc">&lt;</span> povertyline)</span></code></pre></div>
-<p>The <code>incomedata</code> data frame contains information on <code>17199</code> observations of individuals in <code>52</code> Spanish provinces. Income values and sampling weights are provided for each individual along with covariate information including age group and education level. <span class="citation">Molina and Marhuenda (2015)</span> define the poverty line <code>z</code>, and calculate an indicator variable with value 1 if the corresponding income value is below the poverty line and 0 otherwise.</p>
+<p>First, we compare our results with those obtained using the
+<code>sae</code> package using examples presented in the
+<code>sae</code> vignette. <span class="citation">Molina and Marhuenda
+(2015)</span> generate an artificial dataset on income and other related
+variables to illustrate the use of area level models in the
+<code>sae</code> package. In their simulated example, the objective is
+to estimate prevalence of poverty in Spanish counties.</p>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;incomedata&quot;</span>)</span>
+<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;sizeprov&quot;</span>)</span>
+<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;sizeprovedu&quot;</span>)</span>
+<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a>povertyline <span class="ot">&lt;-</span> <span class="fl">0.6</span><span class="sc">*</span><span class="fu">median</span>(incomedata<span class="sc">$</span>income) <span class="co"># 6557.143</span></span>
+<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a>incomedata<span class="sc">$</span>poor <span class="ot">&lt;-</span> <span class="fu">as.integer</span>(incomedata<span class="sc">$</span>income <span class="sc">&lt;</span> povertyline)</span></code></pre></div>
+<p>The <code>incomedata</code> data frame contains information on
+<code>17199</code> observations of individuals in <code>52</code>
+Spanish provinces. Income values and sampling weights are provided for
+each individual along with covariate information including age group and
+education level. <span class="citation">Molina and Marhuenda
+(2015)</span> define the poverty line <code>z</code>, and calculate an
+indicator variable with value 1 if the corresponding income value is
+below the poverty line and 0 otherwise.</p>
 <div id="direct-estimation-with-sae" class="section level4">
 <h4>Direct estimation with <code>sae</code></h4>
-<p>The <code>sae::direct</code> function computes the Horvitz-Thompson estimator of domain means, given by,</p>
-<p><span class="math display">\[\widehat{\overline{Y}}_{d}^{\text{DIR}}=\frac{1}{N_d}\sum_{k\in S_d}w_{k}y_{k}\]</span></p>
-<p>where <span class="math inline">\(N_d\)</span> is the population size of domain <span class="math inline">\(d\)</span>, <span class="math inline">\(S_d\)</span> is the set of sampled observations in domain <span class="math inline">\(d\)</span>, <span class="math inline">\(w_{k}\)</span> is the sampling weight for unit <span class="math inline">\(k\)</span>, and <span class="math inline">\(y_{k}\)</span> is the observation for unit <span class="math inline">\(k\)</span>, for all <span class="math inline">\(k \in S_d\)</span>. The <code>sae::direct</code> function also estimates standard deviation and coefficient of variation for each domain.</p>
-<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>Popn <span class="ot">&lt;-</span> sizeprov[, <span class="fu">c</span>(<span class="st">&quot;provlab&quot;</span>, <span class="st">&quot;Nd&quot;</span>)]</span>
-<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>sae.DIR <span class="ot">&lt;-</span> sae<span class="sc">::</span><span class="fu">direct</span>(<span class="at">y =</span> incomedata<span class="sc">$</span>poor, <span class="at">dom =</span> incomedata<span class="sc">$</span>provlab,</span>
-<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>    <span class="at">sweight =</span> incomedata<span class="sc">$</span>weight, <span class="at">domsize =</span> Popn)</span>
-<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a>knitr<span class="sc">::</span><span class="fu">kable</span>(<span class="fu">head</span>(sae.DIR), <span class="at">digits =</span> <span class="dv">3</span>)</span></code></pre></div>
+<p>The <code>sae::direct</code> function computes the Horvitz-Thompson
+estimator of domain means, given by,</p>
+<p><span class="math display">\[\widehat{\overline{Y}}_{d}^{\text{DIR}}=\frac{1}{N_d}\sum_{k\in
+S_d}w_{k}y_{k}\]</span></p>
+<p>where <span class="math inline">\(N_d\)</span> is the population size
+of domain <span class="math inline">\(d\)</span>, <span class="math inline">\(S_d\)</span> is the set of sampled observations in
+domain <span class="math inline">\(d\)</span>, <span class="math inline">\(w_{k}\)</span> is the sampling weight for unit
+<span class="math inline">\(k\)</span>, and <span class="math inline">\(y_{k}\)</span> is the observation for unit <span class="math inline">\(k\)</span>, for all <span class="math inline">\(k
+\in S_d\)</span>. The <code>sae::direct</code> function also estimates
+standard deviation and coefficient of variation for each domain.</p>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a>Popn <span class="ot">&lt;-</span> sizeprov[, <span class="fu">c</span>(<span class="st">&quot;provlab&quot;</span>, <span class="st">&quot;Nd&quot;</span>)]</span>
+<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a>sae.DIR <span class="ot">&lt;-</span> sae<span class="sc">::</span><span class="fu">direct</span>(<span class="at">y =</span> incomedata<span class="sc">$</span>poor, <span class="at">dom =</span> incomedata<span class="sc">$</span>provlab,</span>
+<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a>                       <span class="at">sweight =</span> incomedata<span class="sc">$</span>weight, <span class="at">domsize =</span> Popn)</span>
+<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a>knitr<span class="sc">::</span><span class="fu">kable</span>(<span class="fu">head</span>(sae.DIR), <span class="at">digits =</span> <span class="dv">3</span>)</span></code></pre></div>
 <table>
 <thead>
 <tr class="header">
@@ -453,20 +486,19 @@ <h4>Direct estimation with <code>sae</code></h4>
 <div id="direct-estimation-with-survey" class="section level4">
 <h4>Direct estimation with <code>survey</code></h4>
 <!-- Do we need this? -->
-<p>We can similarly use the <code>survey::svyby</code> function to compute the Horvitz-Thompson estimates:</p>
-<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>incomedata<span class="sc">$</span>pop <span class="ot">&lt;-</span> <span class="fu">sum</span>(sizeprov<span class="sc">$</span>Nd[<span class="fu">match</span>(incomedata<span class="sc">$</span>provlab, sizeprov<span class="sc">$</span>provlab)])</span>
-<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a>design <span class="ot">&lt;-</span> survey<span class="sc">::</span><span class="fu">svydesign</span>(<span class="at">ids =</span> <span class="sc">~</span><span class="dv">1</span>, <span class="at">weights =</span> <span class="sc">~</span>weight, <span class="at">data =</span> incomedata,</span>
-<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a>    <span class="at">fpc =</span> <span class="sc">~</span>pop)</span>
-<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a><span class="co"># estimate area totals</span></span>
-<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a>svy.DIR <span class="ot">&lt;-</span> survey<span class="sc">::</span><span class="fu">svyby</span>(<span class="sc">~</span>poor, <span class="sc">~</span>provlab, design, svytotal)</span>
-<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a><span class="co"># calculate corresponding area mean estimates</span></span>
-<span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a>svy.DIR<span class="sc">$</span>prov_pop <span class="ot">&lt;-</span> sizeprov<span class="sc">$</span>Nd[<span class="fu">match</span>(svy.DIR<span class="sc">$</span>provlab, sizeprov<span class="sc">$</span>provlab)]</span>
-<span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a>svy.DIR<span class="sc">$</span>poor_mean <span class="ot">&lt;-</span> svy.DIR<span class="sc">$</span>poor<span class="sc">/</span>svy.DIR<span class="sc">$</span>prov_pop</span>
-<span id="cb4-11"><a href="#cb4-11" aria-hidden="true" tabindex="-1"></a>svy.DIR<span class="sc">$</span>poor_mean_se <span class="ot">&lt;-</span> svy.DIR<span class="sc">$</span>se<span class="sc">/</span>svy.DIR<span class="sc">$</span>prov_pop</span>
-<span id="cb4-12"><a href="#cb4-12" aria-hidden="true" tabindex="-1"></a>knitr<span class="sc">::</span><span class="fu">kable</span>(<span class="fu">head</span>(svy.DIR) <span class="sc">%&gt;%</span></span>
-<span id="cb4-13"><a href="#cb4-13" aria-hidden="true" tabindex="-1"></a>    <span class="fu">select</span>(provlab, poor_mean, poor_mean_se), <span class="at">digits =</span> <span class="dv">3</span>)</span></code></pre></div>
+<p>We can similarly use the <code>survey::svyby</code> function to
+compute the Horvitz-Thompson estimates:</p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a>incomedata<span class="sc">$</span>pop <span class="ot">&lt;-</span> <span class="fu">sum</span>(sizeprov<span class="sc">$</span>Nd[<span class="fu">match</span>(incomedata<span class="sc">$</span>provlab, sizeprov<span class="sc">$</span>provlab)])</span>
+<span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a>design <span class="ot">&lt;-</span> survey<span class="sc">::</span><span class="fu">svydesign</span>(<span class="at">ids =</span> <span class="sc">~</span><span class="dv">1</span>, <span class="at">weights =</span> <span class="sc">~</span>weight, <span class="at">data =</span> incomedata, <span class="at">fpc =</span> <span class="sc">~</span>pop)</span>
+<span id="cb4-3"><a href="#cb4-3" tabindex="-1"></a></span>
+<span id="cb4-4"><a href="#cb4-4" tabindex="-1"></a><span class="co"># estimate area totals</span></span>
+<span id="cb4-5"><a href="#cb4-5" tabindex="-1"></a>svy.DIR <span class="ot">&lt;-</span> survey<span class="sc">::</span><span class="fu">svyby</span>(<span class="sc">~</span>poor, <span class="sc">~</span>provlab, design, svytotal)</span>
+<span id="cb4-6"><a href="#cb4-6" tabindex="-1"></a></span>
+<span id="cb4-7"><a href="#cb4-7" tabindex="-1"></a><span class="co"># calculate corresponding area mean estimates</span></span>
+<span id="cb4-8"><a href="#cb4-8" tabindex="-1"></a>svy.DIR<span class="sc">$</span>prov_pop <span class="ot">&lt;-</span> sizeprov<span class="sc">$</span>Nd[<span class="fu">match</span>(svy.DIR<span class="sc">$</span>provlab, sizeprov<span class="sc">$</span>provlab)]</span>
+<span id="cb4-9"><a href="#cb4-9" tabindex="-1"></a>svy.DIR<span class="sc">$</span>poor_mean <span class="ot">=</span> svy.DIR<span class="sc">$</span>poor<span class="sc">/</span>svy.DIR<span class="sc">$</span>prov_pop</span>
+<span id="cb4-10"><a href="#cb4-10" tabindex="-1"></a>svy.DIR<span class="sc">$</span>poor_mean_se <span class="ot">=</span> svy.DIR<span class="sc">$</span>se<span class="sc">/</span>svy.DIR<span class="sc">$</span>prov_pop</span>
+<span id="cb4-11"><a href="#cb4-11" tabindex="-1"></a>knitr<span class="sc">::</span><span class="fu">kable</span>(<span class="fu">head</span>(svy.DIR) <span class="sc">%&gt;%</span> <span class="fu">select</span>(provlab, poor_mean, poor_mean_se), <span class="at">digits =</span> <span class="dv">3</span>)</span></code></pre></div>
 <table>
 <thead>
 <tr class="header">
@@ -518,87 +550,143 @@ <h4>Direct estimation with <code>survey</code></h4>
 </div>
 <div id="fay-herriot-model" class="section level4">
 <h4>Fay-Herriot model</h4>
-<p>The Fay-Herriot model is a basic area level model used to obtain small area estimators <span class="citation">Fay and Herriot (1979)</span>. The Fay-Herriot model is often specified as a two-stage model; the first stage is the sampling model and the second stage is the linking model.</p>
+<p>The Fay-Herriot model is a basic area level model used to obtain
+small area estimators <span class="citation">Fay and Herriot
+(1979)</span>. The Fay-Herriot model is often specified as a two-stage
+model; the first stage is the sampling model and the second stage is the
+linking model.</p>
 <p><strong>First stage</strong>:</p>
-<p>Let <span class="math inline">\(\widehat\theta^{\text{DIR}}_d\)</span> be a direct estimator of <span class="math inline">\(\theta_d\)</span>: <span class="math display">\[\widehat\theta^{\text{DIR}}_d=\theta_d+\epsilon_d;\hspace{2em}\epsilon_d\sim_{ind}N(0,V_d),\hspace{2em}d=1,\ldots, D,\]</span></p>
-<p>where <span class="math inline">\(V_d\)</span> is the <strong>known sampling variance</strong> of the direct estimator <span class="math inline">\(\widehat{\theta}^{\text{DIR}}_d\)</span>.</p>
+<p>Let <span class="math inline">\(\widehat\theta^{\text{DIR}}_d\)</span> be a direct
+estimator of <span class="math inline">\(\theta_d\)</span>: <span class="math display">\[\widehat\theta^{\text{DIR}}_d=\theta_d+\epsilon_d;\hspace{2em}\epsilon_d\sim_{ind}N(0,V_d),\hspace{2em}d=1,\ldots,
+D,\]</span></p>
+<p>where <span class="math inline">\(V_d\)</span> is the <strong>known
+sampling variance</strong> of the direct estimator <span class="math inline">\(\widehat{\theta}^{\text{DIR}}_d\)</span>.</p>
 <p><strong>Second stage</strong>:</p>
-<p><span class="math display">\[\theta_d = \mathbf{x}_d^T\boldsymbol\beta+u_d,\hspace{2em}u_d\sim_{ind}N(0,\sigma_u^2)\hspace{2em}d=1,\ldots, D,\]</span></p>
-<p>where <span class="math inline">\(\sigma_u^2\)</span> (between-area residual variance) is estimated. In this basic Fay-Herriot model, the area-specific random effects <span class="math inline">\(u_d\)</span> are assumed to be independent between areas.</p>
+<p><span class="math display">\[\theta_d =
+\mathbf{x}_d^T\boldsymbol\beta+u_d,\hspace{2em}u_d\sim_{ind}N(0,\sigma_u^2)\hspace{2em}d=1,\ldots,
+D,\]</span></p>
+<p>where <span class="math inline">\(\sigma_u^2\)</span> (between-area
+residual variance) is estimated. In this basic Fay-Herriot model, the
+area-specific random effects <span class="math inline">\(u_d\)</span>
+are assumed to be independent between areas.</p>
 </div>
 <div id="implementing-fay-herriot-model-with-sae" class="section level4">
 <h4>Implementing Fay-Herriot model with <code>sae</code></h4>
-<p>Below, we provide a quantile-quantile plot comparing the direct estimates to a Gaussian distribution. Here the observed quantiles align well with those from a Gaussian distribution, which lends some support to the basic IID model.</p>
-<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">pty =</span> <span class="st">&quot;s&quot;</span>)</span>
-<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>muD <span class="ot">&lt;-</span> <span class="fu">mean</span>(sae.DIR<span class="sc">$</span>Direct)</span>
-<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a>sdD <span class="ot">&lt;-</span> <span class="fu">sd</span>(sae.DIR<span class="sc">$</span>Direct)</span>
-<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a><span class="fu">qqnorm</span>((sae.DIR<span class="sc">$</span>Direct <span class="sc">-</span> muD)<span class="sc">/</span>sdD, <span class="at">main =</span> <span class="st">&quot;&quot;</span>)</span>
-<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>, <span class="dv">1</span>, <span class="at">col =</span> <span class="st">&quot;red&quot;</span>)</span></code></pre></div>
+<p>Below, we provide a quantile-quantile plot comparing the direct
+estimates to a Gaussian distribution. Here the observed quantiles align
+well with those from a Gaussian distribution, which lends some support
+to the basic IID model.</p>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">pty=</span><span class="st">&quot;s&quot;</span>)</span>
+<span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a>muD <span class="ot">&lt;-</span> <span class="fu">mean</span>(sae.DIR<span class="sc">$</span>Direct)</span>
+<span id="cb5-3"><a href="#cb5-3" tabindex="-1"></a>sdD <span class="ot">&lt;-</span> <span class="fu">sd</span>(sae.DIR<span class="sc">$</span>Direct)</span>
+<span id="cb5-4"><a href="#cb5-4" tabindex="-1"></a><span class="fu">qqnorm</span>((sae.DIR<span class="sc">$</span>Direct<span class="sc">-</span>muD)<span class="sc">/</span>sdD,<span class="at">main=</span><span class="st">&quot;&quot;</span>)</span>
+<span id="cb5-5"><a href="#cb5-5" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span></code></pre></div>
 <p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA2AAAAHgCAYAAADDvQ5VAAAEDmlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPpu5syskzoPUpqaSDv41lLRsUtGE2uj+ZbNt3CyTbLRBkMns3Z1pJjPj/KRpKT4UQRDBqOCT4P9bwSchaqvtiy2itFCiBIMo+ND6R6HSFwnruTOzu5O4a73L3PnmnO9+595z7t4LkLgsW5beJQIsGq4t5dPis8fmxMQ6dMF90A190C0rjpUqlSYBG+PCv9rt7yDG3tf2t/f/Z+uuUEcBiN2F2Kw4yiLiZQD+FcWyXYAEQfvICddi+AnEO2ycIOISw7UAVxieD/Cyz5mRMohfRSwoqoz+xNuIB+cj9loEB3Pw2448NaitKSLLRck2q5pOI9O9g/t/tkXda8Tbg0+PszB9FN8DuPaXKnKW4YcQn1Xk3HSIry5ps8UQ/2W5aQnxIwBdu7yFcgrxPsRjVXu8HOh0qao30cArp9SZZxDfg3h1wTzKxu5E/LUxX5wKdX5SnAzmDx4A4OIqLbB69yMesE1pKojLjVdoNsfyiPi45hZmAn3uLWdpOtfQOaVmikEs7ovj8hFWpz7EV6mel0L9Xy23FMYlPYZenAx0yDB1/PX6dledmQjikjkXCxqMJS9WtfFCyH9XtSekEF+2dH+P4tzITduTygGfv58a5VCTH5PtXD7EFZiNyUDBhHnsFTBgE0SQIA9pfFtgo6cKGuhooeilaKH41eDs38Ip+f4At1Rq/sjr6NEwQqb/I/DQqsLvaFUjvAx+eWirddAJZnAj1DFJL0mSg/gcIpPkMBkhoyCSJ8lTZIxk0TpKDjXHliJzZPO50dR5ASNSnzeLvIvod0HG/mdkmOC0z8VKnzcQ2M/Yz2vKldduXjp9bleLu0ZWn7vWc+l0JGcaai10yNrUnXLP/8Jf59ewX+c3Wgz+B34Df+vbVrc16zTMVgp9um9bxEfzPU5kPqUtVWxhs6OiWTVW+gIfywB9uXi7CGcGW/zk98k/kmvJ95IfJn/j3uQ+4c5zn3Kfcd+AyF3gLnJfcl9xH3OfR2rUee80a+6vo7EK5mmXUdyfQlrYLTwoZIU9wsPCZEtP6BWGhAlhL3p2N6sTjRdduwbHsG9kq32sgBepc+xurLPW4T9URpYGJ3ym4+8zA05u44QjST8ZIoVtu3qE7fWmdn5LPdqvgcZz8Ww8BWJ8X3w0PhQ/wnCDGd+LvlHs8dRy6bLLDuKMaZ20tZrqisPJ5ONiCq8yKhYM5cCgKOu66Lsc0aYOtZdo5QCwezI4wm9J/v0X23mlZXOfBjj8Jzv3WrY5D+CsA9D7aMs2gGfjve8ArD6mePZSeCfEYt8CONWDw8FXTxrPqx/r9Vt4biXeANh8vV7/+/16ffMD1N8AuKD/A/8leAvFY9bLAAAAOGVYSWZNTQAqAAAACAABh2kABAAAAAEAAAAaAAAAAAACoAIABAAAAAEAAANgoAMABAAAAAEAAAHgAAAAABrHwyEAAEAASURBVHgB7N0JvE3V///x9znHPIbMlKHBrEllyDyEzCpDg1JJIxUNKiolCkXJkPSVSJQQmZWhIkNJpr4iMkWmyHjO+Z/P+n/v/Rkz3XvuGV7r+7idYe+z91rPva/v/Zy11md5gqEiCgIIIIAAAggggAACCCCAQLILeJP9DJwAAQQQQAABBBBAAAEEEEDACRCAcSMggAACCCCAAAIIIIAAAmESIAALEzSnQQABBBBAAAEEEEAAAQQIwLgHEEAAAQQQQAABBBBAAIEwCRCAhQma0yCAAAIIIIAAAggggAACBGDcAwgggAACCCCAAAIIIIBAmAQIwMIEzWkQQAABBBBAAAEEEEAAAQIw7gEEEEAAAQQQQAABBBBAIEwCBGBhguY0CCCAAAIIIIAAAggggAABGPcAAggggAACCCCAAAIIIBAmAQKwMEFzGgQQQAABBBBAAAEEEECAAIx7AAEEEEAAAQQQQAABBBAIkwABWJigOQ0CCCCAAAIIIIAAAgggQADGPYAAAggggAACCCCAAAIIhEmAACxM0JwGAQQQQAABBBBAAAEEECAA4x5AAAEEEEAAAQQQQAABBMIkQAAWJmhOgwACCCCAAAIIIIAAAggQgHEPIIAAAggggAACCCCAAAJhEiAACxM0p0EAAQQQQAABBBBAAAEECMC4BxBAAAEEEEAAAQQQQACBMAkQgIUJmtMggAACCCCAAAIIIIAAAgRg3AMIIIAAAggggAACCCCAQJgECMDCBM1pEEAAAQQQQAABBBBAAAECMO4BBBBAAAEEEEAAAQQQQCBMAgRgYYLmNAgggAACCCCAAAIIIIAAARj3AAIIIIAAAggggAACCCAQJgECsDBBcxoEEEAAAQQQQAABBBBAgACMewABBBBAAAEEEEAAAQQQCJMAAViYoDkNAggggAACCCCAAAIIIEAAxj2AAAIIIIAAAggggAACCIRJgAAsTNCcBgEEEEAAAQQQQAABBBAgAOMeQAABBBBAAAEEEEAAAQTCJEAAFiZoToMAAggggAACCCCAAAIIEIBxDyCAAAIIIIAAAggggAACYRIgAAsTNKdBAAEEEEAAAQQQQAABBAjAuAcQQAABBBBAAAEEEEAAgTAJEICFCZrTIIAAAggggAACCCCAAAIEYNwDCCCAAAIIIIAAAggggECYBAjAwgTNaRBAAAEEEEAAAQQQQAABAjDuAQQQQAABBBBAAAEEEEAgTAIEYGGC5jQIIIAAAggggAACCCCAAAEY9wACCCCAAAIIIIAAAgggECYBArAwQXMaBBBAAAEEEEAAAQQQQIAAjHsAAQQQQAABBBBAAAEEEAiTAAFYmKA5DQIIIIAAAggggAACCCBAAMY9gAACCCCAAAIIIIAAAgiESYAALEzQnAYBBBBAAAEEEEAAAQQQIADjHkAAAQQQQAABBBBAAAEEwiRAABYmaE6DAAIIIIAAAggggAACCBCAcQ8ggAACCCCAAAIIIIAAAmESIAALEzSnQQABBBBAAAEEEEAAAQQIwLgHEEAAAQQQQAABBBBAAIEwCRCAhQma0yCAAAIIIIAAAggggAACBGDcAwgggAACCCCAAAIIIIBAmAQIwMIEzWkQQAABBBBAAAEEEEAAAQIw7gEEEEAAAQQQQAABBBBAIEwCBGBhguY0CCCAAAIIIIAAAggggAABGPcAAggggAACCCCAAAIIIBAmAQKwMEFzGgQQQAABBBBAAAEEEECAAIx7AAEEEEAAAQQQQAABBBAIkwABWJigOQ0CCCCAAAIIIIAAAgggQADGPYAAAggggAACCCCAAAIIhEmAACxM0JwGAQQQQAABBBBAAAEEECAA4x5AAAEEEEAAAQQQQAABBMIkQAAWJmhOgwACCCCAAAIIIIAAAggQgHEPIIAAAggggAACCCCAAAJhEiAACxM0p0EAAQQQQAABBBBAAAEECMC4BxBAAAEEEEAAAQQQQACBMAkQgIUJmtMggAACCCCAAAIIIIAAAgRg3AMIIIAAAggggAACCCCAQJgECMDCBM1pEEAAAQQQQAABBBBAAAECMO4BBBBAAAEEEEAAAQQQQCBMAgRgYYLmNAgggAACCCCAAAIIIIAAARj3AAIIIIAAAggggAACCCAQJgECsDBBcxoEEEAAAQQQQAABBBBAgACMewABBBBAAAEEEEAAAQQQCJMAAViYoDkNAggggAACCCCAAAIIIJAKAgQQQCAaBO644w79+uuv8ng80VBd6ogAAgg4gX07/tLUb75W/vz5EUEAAQScgCcYKlgggAACkS5ggdf8+fPl9dJxH+nXivohgMD/F8iwarV2PP6k1vftpXvvvRcWBBBAwAnQA8aNgAACUSGQOnVqXXfddUqTJk1U1JdKIoBAfAsE58yVv3MX9axUXnnjm4LWI4DACQJ8lXwCCC8RQAABBBBAAIELEQhMniJ/85byjh6htblzXsih+CwCCMSgAAFYDF5UmoQAAggggAACKSMQGD1GgXvul+/LcfJWq5oyleCsCCAQ0QIMQYzoy0PlEEAAAQQQQCBaBAJDhirQrbt8s6bKU7JEtFSbeiKAQJgFCMDCDM7pEEAAAQQQQCD2BAJv9FFgwCD55s6Up0iR2GsgLUIAgSQTIABLMkoOhAACCCCAAAKxLnDw4EFt2rRJF198sTJnzuwys/q7vKjguPHyzZ8tT758sU5A+xBA4AIFCMAuEJCPI4AAAggggEDsC9iqPZ06ddLgwYOVO3dubd68WcWLFdO311eQ94dFoZ6vWfLkyBH7ELQQAQQuWIAA7IIJOQACCCCAAAIIxLrAbbfdprFjx2r79u2u9+vIgQOanO8SzV/ys67ZuE5ZCb5i/RagfQgkmQBZEJOMkgMhgAACCCCAQCwKLF261AVfhw8fdsFX8NAheVveqVsqVNDQZg31zn8+jMVm0yYEEEgmAQKwZILlsAgggAACCCAQGwLz5s3TI488IlsQPrhvnwL1Gknp0sn7xVi1bttWc+fOjY2G0goEEAiLAAFYWJg5CQIIIIAAAghEq4DX69XRo0cV3LlT/pp1paJF5B05XJ5QQGbv+3y+aG0a9UYAgRQQIABLAXROiQACCCCAAALRI1C9enXN/+xzHbmphjyVK8k3eIA8oaDMSps2bVStWrXoaQw1RQCBFBcgAEvxS0AFEEAAAQQQQCCSBYqlT6/ph4PqtWGd1txzl6vqnj17VLFiRe0LDUns0KFDJFefuiGAQIQJkAUxwi4I1UEAAQQQQACByBEIrlwlf+36ytnjFWU5ckg1a9bU3r175fF41LhxY82YMUOpUvHnVORcMWqCQOQL8C9G5F8jaogAAggggAACKSAQXLxE/vqN5e3dU97WLfVYqA4PP/ywDoRS0KcP9Yox9ysFLgqnRCAGBAjAYuAi0gQEEEAAAQQQSFqB4Jy58jdvKe/QQfI2qJ94cAu6MmXKlPiaJwgggMC5ChCAnasY+yOAAAIIIIBATAsEJk9RoM198o4eIW+1qjHdVhqHAALhFyAJR/jNOSMCCCCAAAIIRKhAYPQYBe65X74vxxF8Reg1oloIRLsAPWDRfgWpPwIIIIAAAggkiUBgyFAFunWXb9ZUeUqWSJJjchAEEEDgRAECsBNFeI0AAggggAACcScQeKOPAgMGyTd3pjxFisRd+2kwAgiET4AALHzWnAkBBBBAAAEEIlDA3+VFBceNl2/+bHny5YvAGlIlBBCIJQECsFi6mrQFAQQQQAABBM5aIBgMKvBoRwW/XxDq+ZolT44cZ/1ZdkQAAQTOV4AA7Hzl+BwCCCCAAAIIRK1A8OhRl2wj+PsG+WZPkydz5qhtCxVHAIHoEiAAi67rRW0RQAABBBBA4AIFgocOKXB7a+nIEfmmTZInXboLPCIfRwABBM5egDT0Z2/FnggggAACCCAQ5QLBffsUqNdICgVd3i/GEnxF+fWk+ghEowABWDReNeqMQAoJ2HyJ05W9e/fqaGhIDwUBBBCIVIHgzp3y16wrFS0i78jh8qROHalVpV4IIBDDAgRgMXxxaRoCSSGwf/9+Pfjgg8qWLZtyhCao33nnndq+fftxh7bAK2vWrBo3btxx7/MCAQQQiBSB4Nat8lepKU/lSvINHiCPlz+BIuXaUA8E4k2Af33i7YrTXgTOUaBjx44aPny4mjVr5n7Gjx+v0qVLa/ny5ed4JHZHAAEEUkYguH69/BWryduqhXy9eqRMJTgrAggg8D8BknBwKyCAwGkFjoQmqA8bNkwDBw5U27Zt3X49e/bULbfcopo1a+q7775T4cKFT/v5s9nw5ZdfasGCBWfc1XrZ7CdNmjRn3JcdEEAAgQSB4MpV8teuL+9zneVt3y7hbR4RQACBFBOgByzF6DkxApEvsGnTJhf0WMCVULJnz65p06YpX2ix0nr16mnXrl0Jm87rMXVoDkbatGnP+GPzz/x+/3mdgw8hgEB8CgQXL5G/Wm15X+9O8BWftwCtRiAiBegBi8jLQqUQiAyBPHnyyOPxaNasWWrZsmVipTJlyqRJkyapQoUKatKkiSZOnJi47Vyf1KlTR/ZzpvLCCy/Iy5yNMzGxHQEE/icQnDNX/uYt5R06SN4G9XFBAAEEIkaAHrCIuRRUBIHIE0gXStPctGlTderUSd27d9fOUAaxhJI3b17NmDFDa9asUbVq1RLe5hEBBBBIcYHA5Cn/P/gaPYLgK8WvBhVAAIETBQjAThThNQIIHCfw3nvvuaQb1gO1evXq47YVLVrUBWGknz+OhRcIIJCCAoHRYxS45375vhwnb7WqKVgTTo0AAgicWoAhiKd24V0EEPifQM6cOfXVV19p27ZtypIly0kuJUqU0OLFi/Xpp5+qVKlSJ23nDQQQQCBcAoEhQxXo1l2+WVPlKVkiXKflPAgggMA5CRCAnRMXOyMQvwK5c+c+beN9Pt9xc8ROuyMbEEAAgWQSCLzRR4EBg+SbO1OeIkWS6SwcFgEEELhwAQKwCzfkCAgggAACCCCQggL+Li8qOG68fPNnyxPK0EpBAAEEIlmAACySrw51QwABBBBAAIHTCtjyFIFHOyr4/YJQz9cseXLkOO2+bEAAAQQiRYAALFKuBPVAAAEEEEAAgbMWCIYWZrdkG8HfN8g3e5o8mTOf9WfZEQEEEEhJAQKwlNTn3AgggAACCCBwzgLBQ4cUuL21dOSIfNMmyRNaMoOCAAIIRIsAaeij5UpRTwQQQAABBBBQcN8+Beo1kkJBl/eLsQRf3BMIIBB1AgRgUXfJqDACCCCAAALxKRAMLQbvr1lXKlpE3pHD5UmdOj4haDUCCES1AAFYVF8+Ko8AAggggEB8CAS3bpW/Sk15KleSb/AAebz8CRMfV55WIhB7AvzrFXvXlBYhgAACCCAQUwLB9evlr1hN3lYt5OvVI6baRmMQQCD+BEjCEX/XnBYjgAACCCAQNQLBlavkr11f3uc6y9u+XdTUm4oigAACpxMgADudDO8jgAACCCCAQIoKBBcvkb9+Y3l795S3dcsUrQsnRwABBJJKgAAsqSQ5DgIIIIAAAggkmUBwzlz5m7eUd+ggeRvUT7LjciAEEEAgpQUIwFL6CnB+BBBAAAEEEDhOIDB5igJt7pN39Ah5q1U9btuJL46GFmR+//33NXPmzNCyYEdUqVIlPfroo0qbNu2Ju/IaAQQQiAgBknBExGWgEggggAACCCBgAoHRYxS45375vhx3xuArGAzqyiuv1EcffaTmzZvr7rvv1rBhw0JLhKXTnj17AEUAAQQiUoAesIi8LFQKAQQQQACB+BMIDBmqQLfu8s2aKk/JEmcEeOihh7R9+3atXbs2cd8mTZqocePGatmypb788kt5SVefaMMTBBCIDAECsMi4DtQCAQQQQACBuBYIvNFHgQGD5Js7U54iRc5oYb1fY8aM0Zo1a07ad+zYscqVK5d2796t7Nmzn7SdNxBAAIGUFGAIYkrqc24EEEAAAQQQkL/LiwoM+49882efVfBlZIcPH9b+/fuVJ0+ekwRTpUqlfPnyaWto8WYKAgggEGkCBGCRdkWoDwIIIIAAAnEiYL1Y/kc6KDh1eqjna5Y8oaDpbEvq1KmVI0cOrVix4qSP7N27V7/88osKFChw0jbeQAABBFJagCGIKX0FOD8CCCCAAAJxKBAMZS+0ZBvB3zfIN3uaPJkzn5OCze16/PHHVbJkSdcTliFDBvf5QCCgrFmz6rbbblOWLFnO6ZjsjAACCIRDgAAsHMqcAwEEEEAAAQQSBYKHDilwe2uF8sbLN22SPKGshVYOhd63niuPx6PixYu7bIaJHzrFk06dOmnLli3KmDGjOnTooDRp0mjChAkuI+Inn3xyik/wFgIIIJDyAgxBTPlrQA0QQAABBBCIG4Hgvn0K1GukUHQl7xdjE4OvUaNGqVChQrr33nvVtm1bpU+f3mUxPBNMnz59tGTJEhUsWNAl3BgyZIhLzmFBHAUBBBCIRAF6wCLxqlAnBBBAAAEEYlAguHOn/KHgy1OmtLwD35Hnfyni58yZo1atWmnRokW69tprXcvtebly5TRy5EiXUv7fOK6++mrZDwUBBBCIBgF6wKLhKlFHBBBAAAEEolwgGMpI6K9SU57KleQbPCAx+LI5W/fcc4++/vrrxODLmnrddddp/vz5eu655+T3+6O89VQfAQQQ+D8BArD/s+AZAggggAACCCSDQHD9evkrVpO3VQv5evU47gyWsfDPP/9UlSpVjnvfXlSoUEH//POPtm3bdtI23kAAAQSiVYAALFqvHPVGAAEEEEAgCgSCK1fJf1MNqeNjCnR64qQaW+IM6wWznxOLpak/ePCgmw924jZeI4AAAtEqQAAWrVeOeiOAAAIIIBDhAsHFS3Qw1PPVPX0aZQ4FX5YWvkaNGq7HK6Hq6ULJOMqUKaPXXnst4a3Ex2eeeUa5cuVyaeUT3+QJAgggEOUCBGBRfgGpPgIIIIAAApEoEJwzV4dr1detu/5Uwaef0r5Q9sNdu3bpqquuUu7cuV26eau3rec1fPhwvfDCC3rggQe0Y8cO7Qwl6+jRo4d69eqlefPmuX0isY3UCQEEEDgfAbIgno8an0EAAQQQQACBRIG///5by5YtU6pUqVS2bFmlmfW1Anffp5Y6rPoD3nFp5W1nn8+n3r17K1++fHrwwQdl2Q8tXfzll1+u7du3uwDM1v+yYvO/VqxY4YI19wb/QQABBGJEwBMaXx2MkbbQDAQQiGEB+yPNvkG3BVcpCCCQfAI2F2vPnj3u9y1v3rwuqDpw4IC6du2qGTNmuPdvuOEGvfrqq7rkkkv09ttv6+WXX1axYsXcQspFFi/VhxddrP0ff6hS97Q5ZQINy2qYOXNm1yOWNm3a5GtMBBzZ1jWrVKmSW98sAqpDFRBAIAIEGIIYAReBKiCAAAIIIBAJAhs2bFD58uVVpEgRVaxYUTly5JAtbGxzt5YuXapBgwZpwoQJbsHjSy+91AVfHTp00OLFi13K+IXt2uvDHHlUbvd2TfpzmyzBxqmK9YRZoMd3wKfS4T0EEIh1AYYgxvoVpn0IIIAAAgichYDNz7Kgytbd+u6779y8KxtWaEMKs2fPrunTpycexXq9rMfroYcecsFXoUKFFHijjwIDBin9wrnqsXy56zGz+V1z587VTTfdlPhZezJ+/HiVKlVKsd77dVyjeYEAAgj8T4AeMG4FBBBAAAEEENBTTz2lW2+91Q0ttMDJimUnzJ8/v44ePaq//vrrOCXLZpg6dWo3r8vf5UUFhv1Hvvmz5Qn1njVo0MDN33r99ddVuXJlzZw5M/GzkydPVuPGjfXRRx+5+V+JG3iCAAIIxIkAPWBxcqFpJgIIIIAAAscKbN26VX379nW9XenTp3dDDC0pxonFFkIuV66cFi5cqLp16yZuzpAhgzyh/+V46VUFN2yUb+4seUJDFq3YnDFLyGEBnWU8tM9ZIGfDDi1omzp1qhKSbSQekCcIIIBAnAgQgMXJhaaZCCCAAAIIJAhYkg1LsNGuXTu98sorsiCrXr16bqjgpk2bjpu7Zb1gf/75p+vpSvi8PWYMJc8YfCQg/48/yffTInlCSTUSSrNmzVzPl831ql69uvbv36/ff//dDWu0xB32PgUBBBCIVwGGIMbrlafdCCCAAAJxKWDDCQsUKKA77rhDAwcOVJUqVVwPlQVjlhTjvffeO87l7rvv1s8//3zcWlwHQwHc7Fz5VCxXbl25bo06vfSSSyNvwdvjjz+uKVOmaMyYMYlDDK03rGjRoipcuDDB13G6vEAAgXgUIACLx6tOmxFAAAEE4lZg48aNsuGDNgfr2GJp5m09r+eff16HDx92mywZh6VRf+aZZ1SrVi3VrFlTrRo10vc58yl/KKC6/o91WvvHH/r1119VsmRJXX/99W4hZTtHpkyZjj08zxFAAAEE/ifAEERuBQQQQAABBOJIYMeOHbKshScWG5K4bds2l/EwW7Zsbg5Xzpw5NWzYMLVp00adOnXSolAmxKteeFlpmzVVlo//I08oWYfN7bKshhQEEEAAgbMTIAA7Oyf2QgABBBBAIKoFbI0vSwm/d+9erVy50s3LOnFh80WLFrmeLHs8ePCg68VKmK+VLdQrVr17T3kaN5SvV4+otqDyCCCAQEoKEIClpD7nRgABBBBAIAwCL774ogYMGKDatWu7uVw21NB6t+wxIcCy3i8bZvjpp5+69bmOXaMruH69/DXqynvfPfI+2zkMNeYUCCCAQOwKEIDF7rWlZQgggAACCOj99993mQ537twpG1popX///m6ooSXHeOCBB1xv17hx49SvXz+XOv5YtuDKVfLXri/vc53lbd/u2E08RwABBBA4DwECsPNA4yMIIIAAAghEg4BlPLSkGsuXL08MvqzeFoitXbvWre9VunRp2VDEbt26uSyFx7YruHiJ/PUby9u7p7ytWx67iecIIIAAAucpQAB2nnB8DAEEEEAAgUgX2L17t/x+v5vXdWJdixQpIluAuWnTpsqXL9+JmxWcM1f+5i3lHTpI3gb1T9rOGwgggAAC5ydAGvrzc+NTCCCAAAIIRLxA5tDiyLbI8qFDh06q65EjR7Rr1y5lzZr1pG2ByVP+f/A1egTB10k6vIEAAghcmAAB2IX58WkEEEAAAQQiViBNmjSqWrWqbDHlE8tNN90kG35ovWDHlsDoMQrcc798X46Tt1rVYzfxHAEEEEAgCQQYgpgEiBwCAQQQQACBSBTweDwaMWKES7ixevVql3zD3hs0aJAWLFigAwcOuKyICXUPDBmqQLfu8s2aKk/JEglv84gAAgggkIQCBGBJiMmhEEAAAQQQiDQBS7hhgVb37t319NNPu+pZ75ctyJwuXbrE6gbe6KPAgEHyzZ0pT2h+GAUBBBBAIHkECMCSx5WjIoAAAgggEDECFmhZAHa64u/yooLjxss3f7Y8p0jIcbrP8T4CCCCAwLkLEICduxmfQAABBBBAICYEgsGgAo92VPD7BaGer1ny5MgRE+2iEQgggEAkCxCARfLVoW4IIIAAAggkk0AwtEaYJdsI/r5BvtnT5AllTKQggAACCCS/AAFY8htzBgQQQAABBCJKIBhKSx+4vbUUSkXvmzZJnmPmgkVURakMAgggEIMCBGAxeFFpEgJJJbBq1Spdc801Z324jz/+WE2aNDnr/W1HO8eGDRvO6jM2XIqCAAJnFti7d69mzJihjRs3qmDBgqpZs6ayZMniPhjct0+BRs2lnBfLO2aUPKlTn/mA7IEAAgggkGQCBGBJRsmBEIg9gSuvvFLPPvusunbtqooVK54xuCpZsuQ5I8ycOVMTJkw4q88FAoGz2o+dEIhngc2bN7vf18suu0ylSpXSqFGj1KxZM23btk05U6WSv14jecqUlnfgO/J4WQ40nu8V2o4AAikjQACWMu6cFYGoELD1gl544QVlzJhRXbp00cCBA3U+Qda/Nfbhhx+W/ZypWF18Pt+ZdmM7AnEtsHPnTuXPn999adKtW7dEC/v9rVj0Mi0vUFipGtSTr1ePxG08QQABBBAIrwBffYXXm7MhEJUCHTp00NVXX+16w6KyAVQagTgRGD58uOrUqaNjgy9revf779ccpdaCIpcSfMXJvUAzEUAgcgXoAYvca0PN4lzA5jtZr4+VP//8U999952uv/565c2bN+wy3tAwpc8//1wrV67UsfUKe0U4IQII/KvAmjVr1Lhx4+P2Ca5cJX/t+vq1YT2NzJxRlY/bygsEEEAAgXAL0AMWbnHOh8BZCAwYMEAlSpRwe65du1Y2F8v+qLLJ9FOmTDmLIyT9Lnny5FG1atUSg8KkPwNHRACB8xXYtGmTrPfrt99+0/z58+X3+92hgouXyF+ttryvd9e0wpfq4osvPt9T8DkEEEAAgSQSIABLIkgOg0BSCdg32I8//riqVKniepveeOMNpQpNnP/222/dXKn7Q0OJKAgggECCgCWyKVasmPtyJlu2bLJspPZvxsHpM+Wv21DeIe9pY6UKevXVV8+YSCfhmDwigAACCCSfAEMQk8+WIyNwXgILFixQ0aJFXcILO8DEiRPVtGlTlS9fXoUKFVK/fv20detWWY8UBQEE4lPA0sxbT9eiRYv04osvyv7dsCHKVqy3/MMWrbT35gba3LuHfti6WQ80vEUjRozQtddeG59gtBoBBBCIIAECsAi6GFQFARP466+/lDNnToexbNkyWUppm1Rv5VBo8VT7ZjtDhgzuNf9BAIH4E1i8eLFuvvlmlS1bVtZjbnNFLc38unXr3L8Pt8qrBhddrHqH92vXsA9c5tLp06e7tcDiT4sWI4AAApEnwBDEyLsm1CjOBeyPKvtW+5tvvlHv3r2VPn161apVS/aNtw0huuGGGxIXVI1zKpqPQNwJWMB13XXXaciQIW6h5Rw5cmjJkiWy9PO33HKL/IPeV+CJzko/b7aK3H6bnnjiCY0cOZLgK+7uFBqMAAKRLEAPWCRfHeoWlwKW6ML+kKpataprf//+/ZU5c2bde++9bjji4MGD49KFRiOAgNSjRw916tQpMdOh9ZZbAo59+/bp9Zx5dHDZKmWYN0ueIkX066+/up4x3BBAAAEEIkuAACyyrge1QcAJfPrpp1qxYoWyZs2qAgUKuPdsseK33nqL3i/uEQTiWMD+XbAsqQmlSZMmev7551Vn3ve642hQX3bpoNtDwdcHH3ygefPm6aabbkrYlUcEEEAAgQgRYAhihFwIqoHAsQI2p6NkyZKyjGY2D8y+3S5VqhTB17FIPEcgDgWsN9zWBUwoDz74oF4/cESLX++pOwvm1uq/97qkHG3btnU9YFmyZEnYlUcEEEAAgQgRIACLkAtBNRA4VuCPP/5Q8+bNlSlTJjfR3r71fvrpp/XUU0/pn3/+OXZXniOAQBwIHD582C1FYQux23Bkex08elSBu+5VjVy5NeGx9vpm+XJNmzZNu3fv1qpVq3TZZZfFgQxNRAABBKJPgCGI0XfNqHGMC9gfVg0bNtTR0B9Xffv2VZcuXVyLbSiRfattyTiYBxbjNwHNQ+AYAUuwUaNGDR05csT1hO/atUuZ06bVbzdUUsY0aTSqyS16LZRs49hU9Md8nKcIIIAAAhEmQA9YhF0QqoPAjBkz3KT6uXPnqkOHDi6ttKlYmukxY8boyy+/dAs0I4UAArEtYEtS2O+7ZTosXry4lod6uD755BMd2LFDszJcpLk/LFTl7Zs1Z+FCgq/YvhVoHQIIxJgAAViMXVCaE/0ClrnM5n9ZAo4TS7ly5bRlyxatX7/+xE28RgCBGBKwnm8bQmhp5G3dv1GjRrkgKxjqDfPXrKsbW7fUZ41v0UOPP+62JSzCHEMENAUBBBCIWQECsJi9tDQsWgUKFy6s+fPna/v27Sc1wb79toWY8+fPf9I23kAAgdgQGDhwoF577TWtXbvWrd9l6wFaz3ijG2/U3mvLy1O5knyDB6hGaH1AS9JDQQABBBCILgECsOi6XtQ2DgSqV6/uUs/Xq1fPfbMdCARcNrMXXnhB9tOqVSulCc37oCCAQOwJ7NmzR+3bt3c93dmzZ3eZT3eEhhxWL1pUq3Lm1yj55evVwzXcvqQhy2Hs3QO0CAEEYl+AACz2rzEtjDIBy3w4btw4+f1+F2xZCvo77rhD3bt3V6VKlfT2229HWYuoLgIInEnAvmjp2rWry3rq8/ncYuxjx46VfRHz5Zu9daRiNaV97ml12rHNHcoCtRdffNFtP9Ox2Y4AAgggEFkCZEGMrOtBbRBwAmXKlNGiRYu0ePFi1/tlPV42L8wm4lMQQCD2BCpXruzmdtoXLM8995y6deumBg0aaMwzz2mq36s2mzeoZpaMSpcunSZOnOgypdowRfscBQEEEEAgugQIwKLrelHbGBVYunSpLOvhv5XNmzdr+vTpbpfHHnvs33ZlGwIIRJGAzfmyeZ/BYFCHDh3S46HEGn///bd2jBuvI01v055339YtWTPr/vvvl9frlc0J+/jjj10PeRQ1k6oigAACCPxPgACMWwGBCBD4+uuv9cwzz5x1TQjAzpqKHRGIWAELuCzNvK33V79+fU2aNMk9jh8/Xs9fd73qZciiQTWr6tDWzVr19Sq3CPvBgweVNm3aiG0TFUMAAQQQOLMAAdiZjdgDgWQX6Nixo+yHggAC8SNg87sswYaVXLlyuXlfdevW1YQ779YXOXLr+VJX6t15c5Ru0UK3DqAtyEzwFT/3By1FAIHYFSAAi91rS8sQQAABBCJU4K677tKUKVPcsENLpmHr+1kijkczZNa++T8o67ffqFeJ4uoTWnbCesaqVasWoS2hWggggAAC5ypAAHauYuyPQDIILFy4ULNmzXJzPHbv3q0xY8b861nOZbjivx6IjQggEHaBw4cPa/To0dq1a5c79yOPPKLcuXOrxo8/q0/OPLpmxxYtLFxI15cu7db8q1q1atjryAkRQAABBJJPgAAs+Ww5MgJnLWABWM+ePdWkSROXCc2e/1shAPs3HbYhENkCtn5Xzpw5ddFFF7mK2vDD/U900to+b+nGPDn0q/+o8ubN6xZhtkDN4/FEdoOoHQIIIIDAOQkQgJ0TFzsjkDwC9g24/Vi55JJLtGLFCvcH2IlnO3DggCxYoyCAQHQKTJs2zX3ZsmnTJresxOOhjKb3L1+lNAsWqtiWDRqwfr1uuukmLVmyREVDiy9TEEAAAQRiT4CFmGPvmtKiKBewoYi2/s+piq0NZsORbDI+BQEEokvAgq86deqobdu2atGihfaFhhunf+gxLRr2oTR9slLnyaPy5curdevWBF/RdWmpLQIIIHBOAvSAnRMXOyOQPAKWWtom5e/bt082POm///2vLEPascVSVq9atUpZsmRRtmzZjt3EcwQQiHCBbdu2ueDLvkS59tprdWvDhpqVu4AOh+rdOntmXde+vRt+bAHYhx9+GOGtoXoIIIAAAhciQA/YhejxWQSSSCBdunS6+eablSZNGqUKZT2zOR/2/Ngf26dSpUr67LPPmBOSRO4cBoFwCdhC67fccosLvoKhL1q8jZqrZuj1gREfqmQoIJszZ46efPJJzZs3L1xV4jwIIIAAAikkQA9YCsFzWgROFLj33ntlPzbHa8SIEerXr9+Ju/AaAQSiVMB6t3PkyKFgaPiwv14jecqUlnfgO7rN61WRK69Uu3btdOutt0Zp66g2AggggMC5CNADdi5a7ItAGASuv/56gq8wOHMKBMIpcM0112jZ9OnyV64pT+VK8g0eIE8o+LLy/vvvu56xcNaHcyGAAAIIpJwAPWApZ8+ZETitwLfffqu33npLf/zxh2zNoBOLzSOhIIBA9AiUDs3dnLjngJ7fvEzdf/y/TKaDBg2S/WzYsCF6GkNNEUAAAQQuSIAA7IL4+DACSS+wceNGNx8sa9asLiOaJd2gIIBA9AoEV66Sv3Z95en5mr4dPVKpU6d2CTksMcdff/2llStXqmDBgtHbQGqOAAIIIHBOAgRg58TFzggkv8DMmTPlDQ1NWrZsGdkOk5+bMyCQrALBxUt0+OYGmlarmmb+usotMdGrVy/tDqWgz549u0qXLq306dMnax04OAIIIIBAZAkwByyyrge1QUCWbr5AgQIEX9wLCESxwDfffKO+TZppZ/kqarnnL30cOOrW9rIvVizVvP2O23xPgq8ovshUHQEEEDhPAQKw84TjYwgkl0C1atX022+/6ZdffkmuU3BcBBBIRoGhQ4fqzRq1dO+0WWp2ZL/2hpJujB49WlWrVtVHH32kcePGqVy5cu73PBmrwaERQAABBCJUgCGIEXphqFb8Cth6X61atVKVKlV0++23u2/KfT7fcSCdO3c+7jUvEEAgMgRmzZqlqfc9oM9y5NGoFk1VYPcut6zE559/rlq1amnp0qVq3LixHnjgAReMde3aNTIqTi0QQAABBMImQAAWNmpOhMDZCfz0008aM2aM29nWAztVIQA7lQrvIZDyAhu6vqwhWXIo9TfTtXDAu6pYsaKrVNOmTWVB2NSpU9WmTRuVLVtWlu2UggACCCAQfwIEYPF3zWlxhAvUqVNHe/bsifBaUj0EEDhRYO1Dj6rq9z/o0RuuUckvJ7p5nKtXr07crXDhwm5pCXvjxx9/VP78+RO38QQBBBBAIH4ECMDi51rT0hgR2LVrFwk6YuRa0ozYEVhcr6HSTZ2mzmVLKm2unJo3b56+/PJLZcyYUfXr13fDD6dMmaKOHTtq7ty56t+/v0s/HzsCtAQBBBBA4GwFCMDOVor9EAijwIwZM/Tuu+9qx44d8vv97sz2+M8//2jNmjU6dOhQGGvDqRBA4FQCgUBAr7z8sgr17a9ie//Wi1UqquV9bXXnnXfK5oLdeOON7ve4du3aKlOmjFtawhZRv+uuuzR//nwVK1bsVIflPQQQQACBGBcgC2KMX2CaF30CthBzw4YN3fwQW7DV0lbnyZPHrRu0fPly9ejRI/oaRY0RiEGBijfcoNK9+6mMx6tvX35B1Zo3c8FX3759Vb16dfdliaWZt+Dr999/d0l1LMnOzz//rAoVKsSgCE1CAAEEEDgbAXrAzkaJfRAIo4ANXbJv1teuXet6v3LmzKnhw4e7oUzt27cndXUYrwWnQuB0An1ff12dFv2oRvXqqfqOrXojNHfT1vWyXi8Lvn744QctWLBAK1ascD1dti7YRRdddLrD8T4CCCCAQBwJ0AMWRxebpkaHwJYtW3RD6Jv1TJkyKWvWrMqbN6/7Q87j8chSVg8ZMkRHjhyJjsZQSwRiUOBoKElOxdd7q9R11+nQyOHKfemlsuylVq4LvVezZk33RcnDDz+sgwcPqkWLFgRfMXgf0CQEEEDgfAUIwM5Xjs8hkEwClilt3bp1iUe3eSI2X8RKtmzZ3OMff/zhHvkPAgiEV2BHaA7migJF9OPePbp5+xZlDPVq2Rcitq5Xwu+t/Z7u27dPDz74oGzYsC2uTkEAAQQQQCBBgCGICRI8IhAhAuXLl3fzvWytIJtLYq9tCKIt3vrFF1/IhiQWKlQoQmpLNRCIH4Hdq1brj+KltaVMaS0sd7XuKlBA1suVK1cuVa5cWUWKFNGTTz6pDz74QDaX04YfWtbSDBkyxA8SLUUAAQQQOKMAPWBnJGIHBMIrYAk3hg4dKktZvXXrVtm8L5sTZgu3vvTSS2rXrp1sOCIFAQTCI2DZRzs0bqLtxcvo09D/a7beuM4ND7bfR1tc2bKS2pzNTz/9VIMGDXLDDZs1a+Z6v5j3FZ5rxFkQQACBaBLwBEMlmipMXRGIF4HDhw/L5/O5n927d2v69Om69tpr3bfs8WJwbDst6LRhXbauEgWBcAkcPXpUZdOm0/RU6fVR/jwq/+FQFSxYUFWrVnW9XiNGjNA111zjloyw31NLwDFmzBilSsUAk3Bdo0g/z7333qtKlSrJHikIIICACfD/ENwHCESoQJo0aRJrZt+i33rrrYmveYIAAuERGP30M5oRTK3cHwzWtA/e1zWh3i6bp2nr8V1xxRX67rvvZF+WWIKcOqFMiM8880x4KsZZEEAAAQSiVoAALGovHRWPVYHvv//+jH/Eff3117HafNqFQMQIfNaho2r0e08dMqTR+v5vu54vm5dZq1YtpU2bVo0aNXIZSlu3bi37nbShwxQEEEAAAQTOJEAAdiYhtiMQZgH7w85Szx9b9u7dq1WrVsmyH3bo0OHYTTxHAIEkFBg9erTeffdd5Vn6k97ed1BP5supuq+96pLf1K9f382/tMWVN23a5IYH2wLLlhjnzTffjNvhwUnIz6EQQACBuBAgAIuLy0wjo0ng6quv1qhRo06qsk3XfPTRR7Vhw4aTtoXzDRtutWPHDmXPnl3p0qUL56k5FwLJKvD222+7LzhGNm6qKqHga22fXhr5RAf98OqrbsihZTS87LLLVK5cOTcM0b4YyZ8/vwYMGOCS5SRr5Tg4AggggEDMCITyOVEQQCAaBCwJxVNPPeUm+FsyinCWuXPnqnnz5rr44ovd0Cv7o9NSa+fLl08VKlTQxx9/HM7qcC4Eklxg4cKFLvja0+dt1Z42S7Of66RKHR/X9u3b9euvv7peLuv5uv/++1WmTBlZ8NW5c2f3hYhlKqUggAACCCBwtgL0gJ2tFPshEAEC27Ztk9/v1549e5QpU6aw1GjkyJG68847deONN6pjx45uzSNLCnLgwAHt3LlTixYtcqnxP/vsM5eSOyyV4iQIJLGALfvwZdWaytDvXXWqWUXXFi/mzmBfOrzxxhtuTT67763X19LSW/D1+uuvsyREEl8HDocAAgjEgwABWDxcZdoYVQLr16/XhAkTjquzBV0W7AwZMkTFihVzw56O2yEZX1jQZX9odurU6bRnsYxw119/vX755ReVLFnytPudasORI0dkqb4pCKSUgK3llblXHxX656BqXV5IqQ/8o22TJ+uOO+5wVbKFlmvUqKH33nvPDUHs16+f+1IiperLeRFAAAEEoluAACy6rx+1j0GBFStWnDLYsfWvrrrqKtk8lXCVLVu26M8//3TDrv7tnJaOu3Llyvrqq6/OOQB7+umnNXDgwH87fOI2ArVECp4kgcDy5cv17jvvqPigoWqUM5c6XXe1+vTt49b18nq9rpd33Lhx7ouPpk2bujTztjh6ixYtkuDsHAIBBBBAIF4FCMDi9crT7ogVqFevng6F1hqKhGLZGAsVKqT58+fLMsCdrtiQyKVLl6ply5an2+W07/fp00f2c6Zic+BY3PZMSmw/GwHrUbY5jT+E1vB6ddtfKp0lq8pu36ycG9K6ZBqW8Ma+VPjiiy/cUN/9+/frt99+0+WXXy57njp16rM5DfsggAACCCBwSgECsFOy8CYCKSdgCTZ++OEH2XpgGzdudEMOS5curapVq7r5Jp9++qnLyPb888+HpZJt27Z13/jbPLBbbrlFuXPndhkQj50DNnjwYPeHqm2nIBDpApZpdEMoscbiK0tqb+oMuurXFfp09mzZlx/r1q1zyWYs2LLeLrvfX3rpJZUtW9b9Lvp8vkhvHvVDAAEEEIhwAQKwCL9AVC++BMaMGePmnViqdys24f/gwYPuuQVgtj6RTf5/+eWX3Xvh+I8FeiVKlHAZ4mwOzInFsiG2adNGzz77rDJnznziZl4jEFECNr/yt59/1uoSZbUjNPfwo8b1dXXo96xu3brq37+/Zs2apS5durh5mDbk1Xp/06RJE1FtoDIIIIAAAtEtQBr66L5+1D6GBAYNGuR6muxb+BkzZuivv/5y2dZs3a8RI0a4hZhLlSrlshBab1Q4i81/sXrYUMMff/xREydO1OxQj8Hq1avdmmAWGBYoUCCcVeJcCJyTgA0rtN+bjne30ddpMml5KNHG1b/8pDGhYYa2zUqtWrXc79m1116rZcuWucQbBF/nxMzOCCCAAAJnIUAP2FkgsQsCyS1gawo9/PDDeuyxx9x8KJvvlFAKFiyo1q1by+ZjWSY2Gz517PaE/cLxmCVLFjcUy4ZjURCIdAGb62XFMm3aFxsrQl8arLzkMn2V2a9Wv63RytAXCJZV1BJu2D6WcMbucRtyaPO/bA0wCgIIIIAAAkktQA9YUotyPATOQ+Drr7+WzS3p3r37aYOrt956S8WLF3c9T+dxCj6CQNwIWCZRG1Jo63bZEFkLqn4LBV/fpc6onhvWqf2ev1wv7pVXXqnx48fLFli2xBqWydOSbXzyySeux9fWAKMggAACCCCQ1AIEYEktyvEQOA8BG85XsWJFWar5UxXLimh/TNoclV9DyQMsPTwFAQROFtixY4dbCsHmTH7wwQey+ZQPVK6ir5VGnicfV7Upk2Q9zg0bNnRzvSzJhhXb/7LLLtPUqVP1008/yXqeKQgggAACCCSHAAFYcqhyTATOUcC+aU9ItnGqj6ZNm1bDhw93STnsm3qSXZxKiffiXcDmctlyCZYs5sknn9Q999yjpUOH6c0ff9HrWTLolonj3TwvW9vLhh7aoud33XWXAoGAatas6eZ/2RBf5n3F+51E+xFAAIHkFSAAS15fjo7AWQlUq1bNJbc4U8/W5MmTdeONN7qU72d1YHZCII4ErKfYkmc88MADbgmHmzNmVqlnnpdvyHuanSeXG15o87oaN27sgq/333/fLelw3333ud4wUszH0c1CUxFAAIEUFCAAS0F8To1AgkC5cuXcPJW7777bDY9KeP/YRxsa1atXLzVq1OjYt3mOAAL/E7AAzHrBli9frnSzv9G723fLO3qEUjdppClTpsjWrrv//vtdannbzxZjtiGI/fr1wxABBBBAAIGwCZAFMWzUnAiB0wvYsMI5c+a44VFXXHGF+wbfEgRky5bNLQw7c+ZM2bCpJ554wv2c/khsQSA+Bex3xNajs8Dqveo19cJfe3RvzovU9Le1alutqps7ab9PtlyCfYlha+zdcMMN7vfKsiBSEEAAAQQQCJcAAVi4pDkPAmcQsMDLFn21VPQDBw5MTIFtw6Js/a++ffu6xZDPcBg2IxB3Apb10OZwTZo0SQWmTNdF/Qdo1rNPaXKP1zQ5NLzw22+/dQk57EuMJUuWuDX2du3a5RLbxB0WDUYAAQQQSHEBArAUvwRUAIH/E7Bv5z///HP3xtq1a7Vp0ya37hdJN/7PiGcInChgc7hsMfCbf1mlwMTJ+vmzT3T3rc11ySWXuN8hW8jcUs3fe++9LtX8f//7X4KvExF5jQACCCAQNgECsLBRcyIEzk2gaNGish8KAgicXuDo0aNavHixvqlcXYEJE+WbP1tX58vn0s/bkg22Hpgtqszi4ac3ZAsCCCCAQHgFCMDC683ZEEAAAQSSUOCv0Lpfff0e7Rr9qQ6N+1QFQ8GXFRu6a6nmLcV8pkyZkvCMHAoBBBBAAIELE2Dm8YX58WkEEEAAgRQSGB5aaHlGwcIq4/Xp5tTSJaE1vNq1a5dYm2HDhmnr1q269NJLE9/jCQIIIIAAAiktQA9YSl8Bzo8AAgggcFYC//zzj9tv9erVGty/v2oN+0jXlb1K/k8+0tLixXXrrbdq8ODBbqHyEiVKqG3btm5x5VSp+L+6swJmJwQQQACBsAjw/0phYeYkCCCAAALnK/D999+rY8eO+umnn2RzvjIEghrnSSNf/gIq+tMi1X7ySe0IDUW0NPQ23LB3796qUKGCy35oyzlQEEAAAQQQiCQBhiBG0tWgLgicILB//34tW7ZM+/btky0yS0EgXgT27Nmjnj17qnbt2ipfvrxsmYYePXoo05EjWl3ocq0+elhHPxyiQ36/pk+frvfff18TJ07U7t27XeZQy4pon6MggAACCCAQaQIEYJF2RagPAiGBP/74Q82bN3ff5lv2Nlvn6Omnn9ZTTz2lhGFYQCEQqwJ2j2fPnl0//vijW0D5kUce0fDhw/XmU520oWhxXdy0kTpnTq9HH39ctoiyren16quvuuDLkm/YvC+WbojVu4N2IYAAAtEvQAAW/deQFsSYwOHDh9WwYUOtWbPGLb6cIUMG18KbbrrJfcvfoUOHGGsxzYlngYMHD2rhwoWyRZIHDBigqlWruuApXbp0uvHGG/Xnn3+qX79+OvLftZp51KOfS5WQr1cPNWrUyAVnNvQwY8aMKlKkiH7//Xc9GRqOaAEZiTfi+a6i7QgggEBkCzAHLLKvD7WLQ4EZM2a4xWMtAMuaNau6du3qFJo1a6YsWbLo7rvvVjAYlMfjiUMdmhxLAps3b1atWrVkwVbatGn13XffKU2aNC6gmj17tq677jrXw+X/ZYVUt6EGZkirTxZ+q80hhPfee0+2wHKZMmX02WefuS8shg4dqv6h5Bzbtm0TiTdi6U6hLQgggEBsCdADFlvXk9bEgIAtHluyZEkXfJ3YnHLlymnLli1av379iZt4jUDECtgXBnbfWjKNTZs2afny5XrzzTeVP39+18s1fvx4F3zZ+9myZXNrd5UuXdo9Xp8qtfZeX1He17vraNs27jjW0AkTJqhAgQJq1aqVatSoIX9oLpjNmfztt9+UK1euiLWgYggggAACCNADxj2AQIQJFC5cWPPnz9f27duVM2fO42r3ySefuG/27Q9XCgLRIGBDDG+//XbNmTNHxUOp4m24oRWb23jJJZfog9BaXr/88oub82hfPPz888/KmzevLChrnjuPpqbOoFb796jZ4YO67bbbNHDgwMTeX8t2aL1mFnzt3bvX9aJFgwl1RAABBBCIbwECsPi+/rQ+AgWqV6/uvtmvV6+ennjiCdcLYL1iluHN/vi0b/xtmBYFgUgXsMDIhs1efvnlbi6XDQ9ct26dG3K4cuVKF3w1bdrUBU4HDhxwzbEvHSxQ+6jVHWpyUU5t7PmqNgx6Ty+88ILrPbM085agw9LLW1BXqVIldxwbwkhBAAEEEEAgGgQIwKLhKlHHuBKwPzAtIYGtaWTBlpU77rjDPTZu3Fhvv/22e85/EIh0gc8//1yWRMZ6uCwYszTy1mN12WWXuS8ZJk+erBYtWmjKlCmyLxwsCEufPr0ey5tfDX75ryrs2KwDAwe4eWCWnMaygNqPBWmW/ZCCAAIIIIBANAoQgEXjVaPOMS9giQUWLVqkxYsXu0xv1uNlw7OsZ4CCQLQIWLD1/PPPu+r+/fffrjfXgi8r9evX16effuoCszp16rheMAvWtr32uupMn62/vxij66dPk63nZYlomjRp4oYtug/zHwQQQAABBKJYgAAsii8eVY8dgaVLl2ru3Ln/2iDLGGcLzlp57LHH/nVfNiIQCQIWUFliDCvWs2uLidui4va8VKlS+uabb9ycRruvA4GAXsueS3ufe1GPXFFYW7u+KFuM2bKB2hBGCgIIIIAAArEiQAAWK1eSdkS1wNdff61nnnnmrNtAAHbWVOyYggI1a9bUPffc4+5t68Vt0KCB+5k1a5b7EsHSx9ui47buXdej0m0HD+vb119Rx6vKKkeOHC5IsxT1FAQQQAABBGJJgAAslq4mbYlagY4dO8p+KAjEkoAtqmzzFi2Isl5eW7vL0szb/K3mzZu7+WFzQr1grx84ovZXX6tU0yepaCjwoiCAAAIIIBDLAgRgsXx1aVvUC9iQrRUrVujiiy9WwYIFo749NCD+BPr27evW+7KAa+PGjSpUqJAbUmhDE/uHtr22baeKla+gVFO/lCdz5vgDosUIIIAAAnEnQBqpuLvkNDgaBGwNMMsKZ3NlrrnmGrdeki0ua3/MUhCINgHLXPjf//7XzQGzNPTTpk3TpFCmzwnpM6tU/nxKM2sqwVe0XVTqiwACCCBw3gL0gJ03HR9EIHkELN12uXLl3LCtJ598UjaPxuPx6Ntvv1W3bt20c+dOvfLKK8lzco6KQBIJBINB2b3s8/ncj93DCSUYSsQRaNRcynmxvGNGyZM6dcImHhFAAAEEEIghJGNlAAA6WklEQVR5AQKwmL/ENDDaBCwb4rZt27R27Vrly5cvsfo1atRQ5tAQrVdffVUvvfQS6yAlyvAk0gRmzJihp59+WsuXL3fBV/ny5TV27Fg3/ysY+gLBX6+RPGVKyzvwHXlYzyvSLh/1QQABBBBIZgGGICYzMIdH4FwFLO229XodG3wlHMMWrd2xY4fLHJfwHo8IpLTA0aNH3XpdTZs2VcWKFVWrVi116NDBDTnctWuXm/eVPXt2/fbtd/JXCfXoVq4k3+ABBF8pfeE4PwIIIIBAiggQgKUIOydF4PQClStX1vfff6/ffvvtpJ0++OAD98fsJZdcctI23kAgJQRsqOFVV12lYcOG6fbbb3dDZa+88krddddd7suCtGnTaujQoer7eAelqVlX3lYt5OvVIyWqyjkRQAABBBCICAGGIEbEZaASCPyfgPUUVKpUSSVLlpQFYzfffLNLxrFgwQJ99NFHsl6GXr16JX7A1lnKmTNn4mueIBBOAVs+wb4s+Oeff7Rq1Spddtll7rFNmzZq0qSJbI0775pf9fCYL9QpeFS9Oz8ZzupxLgQQQAABBCJOgAAs4i4JFYp3gWXLlskWqrWFa60nzH4Siq2nNHnyZPeT8F79+vUJwBIweAyLwL5QEo2XX35ZM2fOlN2vFmht3bpVNhTR7lsr1iOWN29ebZ86XRff+4D8PV7RkEceUu+w1JCTIIAAAgggELkCBGCRe22oWZwK1KlTR3v27InT1tPsSBX466+/tGTJEpdUwxLC2DIJtrCyzfnKmDGjC7Ys6Ybt9/PPP6t06dJqmC27LmrdRt7hQ9V72Y+64YYb3OcjtY3UCwEEEEAAgXAIEICFQ5lzIHAeArt373a9X9arcGK55ZZbTnyL1wgkmcDbb7+tUaNGuWychUILJ1tCGOt5vfrqq11mQztR586ddf3117shhw888IBKlSqlxo0buyydZcqU0dLXXtdLq9bq0BdjNXbPLj3//POyNcAoCCCAAAIIxLsAAVi83wG0PyIFmjVrpokTJ+rIkSOnrJ8lPqAgkBwCPXr0UM+ePTVhwgSX8MXWnHv//fc1YMAAtW/fXnny5NEXX3yhqlWr6quvvtJjjz2mChUqyLId2j433XSTFjzZWbmee1G3pfVqbft2bg6jDaW1YI6CAAIIIIBAvAsQgMX7HUD7I07ghx9+cMGXzaGx9ZNs3hcFgXAIDB8+XM8995z8fr9bZ27//v0u+Jo/f77q1q2r6tWra+/evbJhsp999plbGNwCKwu+smXLply5cunrO+7WLUuX6dWqFfXh+0NkWRCtB83Lel/huIScAwEEEEAgCgQIwKLgIlHF+BKweTYlSpRQ69at46vhtDbFBaZOnar//Oc/icHSr7/+qrJly7oerlatWmn69Olubpc92jBYe8+KBW1VqlTRuEpV1PSwtP7jD/Xubbe6bfwHAQQQQAABBI4XYB2w4z14hUCKC9jQrpUrV2rjxo0pXhcqEF8ClvzFlkFIKJZcIyEhjPVw2XMLtho2bKjvvvvOJd+wfS0F/axQ8NUhWw7l+GWpriP4SiDkEQEEEEAAgZME6AE7iYQ3EEhZAVvEduDAgS7BQYMGDVSuXDl5PJ7jKnXfffcd95oXCCSFgCXZsGQbCUleChcu7HrDhgwZ4jIefvzxxy77oc0Psy8KcufOreah+Yp1Jk/THTnzKP/Kn+TJkSMpqsIxEEAAAQQQiFkBArCYvbQ0LFoF/v77bw0aNMitq2R/+NrPiYUA7EQRXp+vgCV6Wbp0qTZs2KAbb7zRBV8ZMmTQm2++qVSpUrmEG5bV0IoNjbVhiWPGjHGvB/Trp6veGajcpcsow8wp8mTO7N7nPwgggAACCCBwegECsNPbsAWBFBGwxW0XLlzo/sitVatW4jCvFKkMJ41pARtSaPeYJdawIGvBggWuvb1799akSZNUvHhxWVKYSpUqucW+bc0vSwpjyTh2bNqkix56TAoFXd5pk+UhWUxM3ys0DgEEEEAg6QQIwJLOkiMhkCQCO3bscGsqNW/ePEmOx0EQOJXAgQMHdNFFF8mWPBg7dmziLnbfzZ49W/3799e+fftkaegtEDs2i2Ew9H6gUej+zHmxvGNGyZM6deLneYIAAggggAAC/y5AEo5/92ErAmEXqFGjhluw9rfffgv7uTlh/AiMHDnSBfrHBl/Wentds2ZNrVq1yi2sXLJkyeODr5075a9ZVypaRN6Rwwm+4ueWoaUIIIAAAkkkQA9YEkFyGASSSsDm31ivhCXfaNy4sS699NKT1gLr3LlzUp2O48SpwLJly/TAAw+csvW1a9dOHI547A7BrVvlr1VPnrp15OvV49hNPEcAAQQQQACBsxQgADtLKHZDIFwCP/74o8aNG+dOd2LvREIdCMASJHg8F4FAIKCjR4/q0KFDoalbmfXXX3+d8uP2vm0/tgTXr5e/Rl1577tH3mf5AuBYG54jgAACCCBwLgIEYOeixb4IhEGgTp06iWsvheF0nCJOBDaFkmbcddddbv0um89l878s4+bjjz8uW+Mrodi8r6efflrTpk1LeEvBlavkr11f3uc6y9u+XeL7PEEAAQQQQACBcxdgDti5m/EJBFJUYNeuXWE7v80DsiGRZ/uT0HMXtgpyorMSsCyHBQoUUOnSpbV7926XXGP06NEu+6EtvDx+/HjZnMOvvvrK9Xw9//zzLjuiHTy4eIn81WrL+3p3gq+z0mYnBBBAAAEE/l2AHrB/92ErAikiMGPGDL377ruyjIh+v9/VwR7/+ecfrVmzxg0hC0fFbFHoZ599Vl27dpWlIG/SpMm/ntYSNlAiT8B6uerVq6e33norsXJ2PVevXq1rrrlGb7zxhrZs2aL8+fNr2LBhatOmjdsvOGeu/M1byjt0kLwN6id+licIIIAAAgggcP4CBGDnb8cnEUgWgY0bN6phw4auJ8ICGlsk15Ii/PLLLy74sjWawlU8Ho9eeOEFtxZZly5dNHDgQBFkhUs/6c7z9ddfy9aXO7FcccUVuvbaa9WtWzdVq1btuM2ByVMUaHOfvKNHyFut6nHbeIEAAggggAAC5y9AAHb+dnwSgWQRmDdvnixZwtq1a13vV86cOTV8+HAXBLVv394NFUuWE//LQTt06ODSk1tv2IQJE/5lz3Pf1KtXL9lwuLMplkCCcu4C1nvq8/lO+cFj1/dK2CEweowCjz0h35fj5Lm+XMLbPCKAAAIIIIBAEggQgCUBIodAICkFbCjYDTfcoEyZMrnD5s2b16UEt/XBbChgoUKF1LdvX6UO4+K39kf6559/rpUrVyoYDMp6xpKqtGzZ0q07dabjWU9NqlT8k3Ump1Ntv+mmmzR48GC9+uqrx21et26drHfs2Ll7gSFDFejWXb5ZU+UpWeK4/XmBAAIIIIAAAhcuwF8zF27IERBIUoHChQu7hZgTDlqsWDHNnz9fFoAlZKv7448/ZPuFs+TJk0f2k9SlYMGCsh9K8gm88sorKlq0qEvA8c4777gA2oa0lipVygVmlhHRSuCNPgoMGCTf3JnyFCmSfBXiyAgggAACCMSxAFkQ4/ji0/TIFChfvrz7Q9kSIVjGQ3ttQxBt4VwbrmdDEq0XLKVL//79XVCY0vXg/GcWKBIKpmxtL8tyaEG8ZUS0eYWW6OX+++93B/B3eVGBYf+Rb/5sgq8zk7IHAggggAAC5y1AD9h50/FBBJJHwHqZhg4dqkcffdStx2TzviwAK1u2rGwooCVMSMohgOfbim3btsnS1FOiQ8DSzf/6668uuN+/f7/y5cvnhnTakNLAox0V/H5BqOdrljw5ckRHg6glAggggAACUSpAABalF45qx7bArbfeqkaNGrnECZY8YcmSJZo+fbrLWGe9GRQEzkfA7qUcoQDLfqwEQ0lNAvfcr+DvG+SbPU2ezJnP57B8BgEEEEAAAQTOQYAA7Byw2BWBcAqkSZMm8XQ2R8eCMgoCSSUQPHRIgdtbS0eOyDdtkjzp0iXVoTkOAggggAACCPyLAHPA/gWHTQiEW8AyIE6aNCnxtJY+/M0333Rzre677z59++23idtS+oklBenUqVNKV4Pzn0LAhhVayv5DFmSFljQ4sQT37VOgXiMpFHR5vxhL8HUiEK8RQAABBBBIRgECsGTE5dAInIvAhx9+qPz58+vJJ59M/Ngzzzyjzp07hzopjuj777936doXLVqUuD0ln9jCvbY+GCVlBCx1vC3Yfd1117nhqlOnTnUV2blzpxo3bizrNbV5XyVKlNAXX3yRWMlgaLu/Zl2paBF5Rw6XJ4zLGSRWgicIIIAAAgjEsQABWBxffJoeOQKrV6/Wgw8+qObNm2v8+PGuYrbmlvV+PfTQQ5ozZ45+/vlnVapUye0XOTWnJikh8NZbb6lp06ayNdRsfS8LxG6++WaNGDHCze/KkCGDtm7dKku2MXDgQDVp0kT9+vVTMPSev0pNeSpXkm/wAHlCSV0oCCCAAAIIIBBeAeaAhdebsyFwSoHZs2fLhhta9sPM/0uEkBCIWS+YFct82K5dO/dH98GDB0Ojx5izc0rMGH/TgvGOHTu6tPLWw2XlmmuuUa1atXTFFVfoyiuv1KhRoxIVqlatqg0bNqheyVJq1+cdpW53n7zPdk7czhMEEEAAAQQQCK8AX3+G15uzIXBKAevdKleuXGLwZTtZUGZ/TNuaTQnlkksuccMRN27cmPAWj3EmYIF5jx493PDCY5tu90aWLFlkQ0NPLAX27df0I9KKOjUJvk7E4TUCCCCAAAJhFiAACzM4p0PgVAI2X2fz5s2Jm6yHa+7cuW7OV+KboSe27lbq0JydSy+99Ni3eR5HArY4d968eU/ZYkszb8MOjy3BxUvkr1ZbI0sV07pQAEZBAAEEEEAAgZQVIABLWX/OjoATuOqqq/T777+7eV72xtixY3XgwAE1aNAgUcgy29kcHxtmdmyK+sQdeBIXAsWLF3dzAk/VWBvGemwgH5wzV/66DfVP3zf05KKFuvHGG0/1Md5DAAEEEEAAgTAKMAcsjNicCoHTCVjWuooVK7phiJZo45tvvnG9Xzavx4qln+/fv79bjPmTTz453WF4Pw4E7r77btcDmjNnTr3++uuJLbb5gdu3b9fMmTN11113adhtLRS89wFtf7u38rVqoeeff1758uVL3J8nCCCAAAIIIJAyAgRgKePOWRE4TsCGFX722Wfq06eP5s2bp0ceeUQvvfSSvP/LUtelSxetWLFCvXv31m233XbcZ3kRXwK5cuVySTXscdq0aS5o/+mnn7R3717t2LFDqVKl0jNFL9efIz7VIwVya85jj6h79+6ye4iCAAIIIIAAAikvQACW8teAGiDgBHLnzq2ePXueUsPWCCtYsGBiQHbKnXgzbgSs92tfaDFlmyf4xx9/qFmzZqpcubLLjBkYMlT902TQnm8+V698eV0Sl7Rp08aNDQ1FAAEEEEAg0gUIwCL9ClE/BEICJN3gNjhRIGPGjG7tr2PfD7zRR4EBg+SbN0s5ihRRjmM38hwBBBBAAAEEIkKAACwiLgOVQAABBC5MwN/lRQXHjZdv/mx5mOt1YZh8GgEEEEAAgWQUIABLRlwOjQACCCS3gGXHDDzaUcHvF8g3d5Y8Oej3Sm5zjo8AAggggMCFCBCAXYgen0UAAQRSUCB49KgC99yv4O8b5Js9TZ7MmVOwNpwaAQQQQAABBM5GgADsbJTYBwEEEIgwgeChQwrc3lo6ckS+aZPkSZcuwmpIdRBAAAEEEEDgVAIsxHwqFd5DAAEEIlggGMqAGKjXSKG0h/J+MZbgK4KvFVVDAAEEEEDgRAECsBNFeI0AAghEsEBw5075a9aVihaRd+RweUJryFEQQAABBBBAIHoECMCi51pRUwQQiHOB4Nat8lepKU/lSvINHiDP/xbqjnMWmo8AAggggEBUCRCARdXlorIIIBCvAsH16+WvWE3eVi3k69UjXhloNwIIIIAAAlEvQBKOqL+ENAABBGJdILhylfy168v7XGd527eL9ebSPgQQQAABBGJagAAspi8vjUMAgWgXCC5eIn/9xvL27ilv65bR3hzqjwACCCCAQNwLEIDF/S0AAAIIRKpAcM5c+Zu1lOf99+Rt1CBSq0m9EEAAAQQQQOAcBJgDdg5Y7IoAAgiEQ8Dv9+uDW2/Xn9Vq6+Zdf6rIY4/ozTffDMepOQcCCCCAAAIIJLMAPWDJDMzhEUAAgWMFjoQWTl69erW2bNmiyy67TIULFz52s3v+UsnSemjNOh35bJSmN26kX375RaVLl9amTZvUt2/fk/bnDQQQQAABBBCIHgECsOi5VtQUAQSiXMCCrvr162tfaCFlC7ymTZumK6+80gVYPp/Pte77+9rpvtVrlXv5UnlKlnDvlSpVSocPH9YVV1yhZs2aqVKlSlEuQfURQAABBBCIXwGGIMbvtaflCCAQRoHdu3crX758ql69utasWaOpU6fKhhpab1itWrXc88AbfVRo9FjN7941MfhKqGLq0ILLd9xxh2bOnJnwFo8IIIAAAgggEIUCBGBReNGoMgIIRJ/AW2+9pdq1ax83l8sbWkg5GAxqz549WndHGwWG/Uev1q6mwwXyn7KBadOm1aFDh065jTcRQAABBBBAIDoECMCi4zpRSwQQiHKBH374QY888shJrbAA7O2gT+nmzpNv7iwVr1FdY8eOPWk/e6Nbt26qUKHCKbfxJgIIIIAAAghEhwABWHRcJ2qJAAJRLpA5c2bt3bv3uFYEjx5V4K57lXPrNk18rL08OXLonnvukQVrNkfMhihaOXjwoAu8cufO7eaQHXcQXiCAAAIIIIBAVAkQgEXV5aKyCCAQrQI2z6tr165uyKG1IRgaShho3kIHN29R2S0bVLXB/1/nK3369NqwYYPSpUunLFmy6Nprr1XOnDl16aWXav369fJ4PNFKQL0RQAABBBBAICRAFkRuAwQQQCAMAm3bttWYMWNk876WzJmjYs91019ejwrPman+772n4sWLJ9YiTZo0LjPi9u3btXnzZhUsWFAXX3xx4naeIIAAAggggED0ChCARe+1o+YIIBBlAlOmTNGbz3WR6jTQ6KBf75UqpuEjR6ply5YntcQCNRtyaD8UBBBAAAEEEIgdAQKw2LmWtAQBBCJcILh1qzpM/EqeR9rr6l491CbC60v1EEAAAQQQQCDpBZgDlvSmHBEBBBA4SSAYmr/lr1hN3lYt5AsFXxQEEEAAAQQQiE8BesDi87rTagQQCKNAcOUq+WvXl/e5zvK2bxfGM3MqBBBAAAEEEIg0AQKwSLsi1AcBBGJKILh4ifz1G8vbu6e8rU+e6xVTjaUxCCCAAAIIIHBGAQKwMxKxAwIIIHB+AsE5c+Vv3lLeoYPkbVD//A7CpxBAAAEEEEAgpgQIwGLqctIYBBCIFIHA5CkKtLlP3tEj5K1WNVKqRT0QQAABBBBAIIUFSMKRwheA0yOAQOwJBEaPUeCe++X7chzBV+xdXlqEAAIIIIDABQnQA3ZBfHwYAQQQOF4gMGSoAt26yzdrqjwlSxy/kVcIIIAAAgggEPcCBGBxfwsAgAACSSUQeKOPAgMGyTd3pjxFiiTVYTkOAggggAACCMSQAAFYDF1MmoIAAikn4O/yooLjxss3f7Y8+fKlXEU4MwIIIIAAAghEtAABWERfHiqHAAKRLhAMBhV4tKOC3y8I9XzNkidHjkivMvVDAAEEEEAAgRQUIABLQXxOjUC0CViw4fF4TlntvXv3KkOGDEqVKn7+WQkePeqSbQR/3yDf7GnyZM58ShveRAABBBBAAAEEEgTIgpggwSMCCJxSYP/+/XrwwQeVLVs25Qj17tx5553avn37cfseDQUiWbNm1bhx4457P5ZfBA8dUqB5C2nnTvmmTSL4iuWLTdsQQAABBBBIQgECsCTE5FAIxKJAx44dNXz4cDVr1sz9jB8/XqVLl9by5ctjsbln1abgvn0K1GskpUsn7xdj5Qk9UhBAAAEEEEAAgbMRIAA7GyX2QSBOBY4cOaJhw4apf//+ev/99zVkyBCtX79eRUIZ/mrWrKl169bFnUww1OPlr1lXKlpE3pHD5UmdOu4MaDACCCCAAAIInL8AAdj52/FJBGJeYNOmTbLhhbfccktiW7Nnz65p06YpXyjTX7169bRr167EbbH+JLh1q/xVaspTuZJ8gwfI4+Wf0Fi/5rQPAQQQQACBpBbgr4ekFuV4CMSQQJ48eVzSjVmzZh3XqkyZMmnSpEk6ePCgmjRpogMHDhy3PRZfBEM9f/6K1eRt1UK+Xj1isYm0CQEEEEAAAQTCIBA/6crCgMkpEIg1gXShuU1NmzZVp06dtHbtWj300EOyHjAref9fe3cCHVV1P3D8NxN2BSubArZs1QZRiwoKsggSQKDgghYC1aoFN8S9WKX2ULVaBaEtBQSVowhYQQEFWaQsNSBwFKyKgLgAlrI0siVEZcm8//3d/t90EhKYZDIzb9587zkhb9677y6fGyU/7n33NWggf//736Vjx47SpUuXcnf9jTfekJycnKjuD4VCUeWr6EzOps1S2L23BB8ZLsE7bqvo4ikPAQQQQAABBNJIgAAsjQabriJQHoGJEyfKjTfeKI8++qh07dpV2rVrFy6mefPmNggbOHBg+FxZD3RnxaZNm570Nt3+PiMj46T5KjqDs269FPa+WoLPPi3BQdkVXTzlIYAAAggggECaCQTMe32cNOsz3UUAgXII7NmzR2rVqiXVq1c/7u7CwkKZOXOmtGrVSlq0aHHc9Yo4UaVKFTlkdh/U74lKzrs5UnhdtgRfnCTBPr0TVS31IICAjwRuueUW6dChg+h3EgIIIKACzIDxc4AAAlEJnHHGGaXm05mp7Gx/zQ6FFiyS0E2DJfjaNAl26Vxq37mAAAIIIIAAAgiURYBNOMqiRV4EEAgL6Nb0uiTRjyn02iwJ3TxEMubPIfjy4wDTJwQQQAABBJIowAxYEvGpGoFUFtAliZs3b07lLpTY9tDzL0po5BOSsWyxBFqeW2IeTiKAAAIIIIAAAuUVIAArrxz3IYCA7wRCo8ZIaMIkychZKgHzsmkSAggggAACCCBQ0QIEYBUtSnkIIJCSAoUjfifOnDclY9VyCZiXTJMQQAABBBBAAIF4CBCAxUOVMhFIAwF9/qtu3bop31PdCDY07D5x1qw1M1/LJGC2xSchgAACCCCAAALxEiAAi5cs5SLgcwF9+XIsL2D2Ao9z7JjdbMPZ/rVkLH9HAjVrRt2snTt32neg5ebm2q33s7KyErpFftQNJSMCCCCAAAIIeEqAXRA9NRw0BgEEEiXgHD4soesGiOzbJxnvvF2m4Gv16tVy/vnny6JFi2TXrl1y5513StWqVaWgoCBRzaceBBBAAAEEEEhRAWbAUnTgaDYCCJRfwDEvdA5ddZ1IvboSnPWqBCpXjrqwTz75RC677DJZtmxZeAZw9OjR9rhjx46yZs0aZsKi1iQjAggggAAC6SfADFj6jTk9RiCtBRwz41WY1VOkeTMJzphapuBL4caOHSsjRowIB18u5vLly6WyCeT0OwkBBBBAAAEEEChNgACsNBnOI4CA7wSc3bul8PIsCXTqIBmTJ0ggWPb/BX7xxRfSo0ePEm3atm0rW7ZsKfEaJxFAAAEEEEAAARUo+28fuCGAAAIpKOBs2yaF7btIcOAAyXjmqXL3oH79+rJjx44S79fgrF69eiVe4yQCCCCAAAIIIKACBGD8HCCAgO8FnE2bpbBjVwk+eK8EHx4eU3/79esnjz32mBw5cqRIOXPmzJEFCxaI7oZIQgABBBBAAAEEShNgE47SZDiPAAK+EHDWrZfC3ldL8NmnJTgoO+Y+ZWdny/r16+2uh6+88oo0NC9tzsnJkZEjR4pu0OGHd6PFjEQBCCCAAAIIIFCqAAFYqTRcQACBVBdw3s2RwuuyJfjiJAn26V1h3Rk1apS0adNGZs+eLfoesMzMTNmwYYO0bNmywuqgIAQQQAABBBDwpwABmD/HlV4hkPYCoQWLJHTTYAm+Nk2CXTpXuMfPf/5z0S8SAggggAACCCBQFgGeASuLFnkRQCAlBEKvzZLQzUMkY/6cuARfKYFAIxFAAAEEEEDAkwLMgHlyWGgUAgiUVyD0/IsSGvmEZCxbLIGW55a3GO5DAAEEEEAAAQTiIkAAFhdWCkUAgWQIhEaNkdCESZKRs1QCzZolownUiQACCCCAAAIInFCAAOyEPFxEAIFUESgc8Ttx5rwpGauWS8DsTEhCAAEEEEAAAQS8KEAA5sVRoU0IIBC1gOM4Ehp2nzhr1pqZr2USqFMn6nvJiAACCCCAAAIIJFqAACzR4tSHAAIVJuAcO2Y323C2fy0Zy9+RQM2aFVY2BSGAAAIIIIAAAvEQIACLhyplIoBA3AWcw4cl1H+QyNGjkvHO2xKoVi3udVIBAggggAACCCAQqwDb0McqyP0IIJBwAefQIQn1ukrEBF3Bua8TfCV8BKgQAQQQQAABBMorQABWXjnuQwCBpAg4+/ZJYVZPkebNJDhjqgQqV05KO6gUAQQQQAABBBAojwABWHnUuAcBBJIjsHuPFF6eJYFOHSRj8gQJBPlfWHIGgloRQAABBBBAoLwC/PZSXjnuQwCBhApUcUQCnbtJcOAAyXjmqYTWTWUIIIAAAggggEBFCbAJR0VJUg4CCMRVoKUp3bnvbgkOuzOu9VA4AggggAACCCAQTwFmwOKpS9kIIFBhAl9rSbcNrrDyKAgBBBBAAAEEEEiGAAFYMtSpEwEEyiywN1DmW7gBAQQQQAABBBDwnABLED03JDQIAQRiEcjNzZVNmzbJaaedJpmZmVK1atVYiuNeBBBAAAEEEECgQgUIwCqUk8IQQCBZAo7jyLBhw2T69OnSqlUr2blzp2zZskW2bdsmjRs3TlazqBcBBBBAAAEEECgiQABWhIMPCCCQqgL9+/eXWbNmSX5+vpx66qm2G2PGjJEmTZrIxo0bpUWLFqnaNdqNAAIIIIAAAj4SIADz0WDSFQTSVUBnuTT4+u6776RatWphhvvvv18KCgrkqaeekqlTp4bPc4AAAggggAACCCRLgE04kiVPvQggUGECH3zwgVxzzTVFgi+38Ouvv17Wrl3rfuQ7AggggAACCCCQVAECsKTyUzkCCFSEQI0aNexMV0ll5eXlhZcklnSdcwgggAACCCCAQCIFCMASqU1dCCAQF4G2bdvK6tWrZd26dceV37VrV9EvEgIIIIAAAggg4AUBAjAvjAJtQACBmARq164t06ZNk9atW8uUKVPkwIED8sUXX0h2drYcOXJEnnzyyZjK52YEEEAAAQQQQKCiBAjAKkqSchBAIKkCffv2lZUrV9rNNpo3by5ZWVn2XWAajFWqxH5DSR0cKkcAAQQQQACBsAC/lYQpOEAAgVQXaN++vaxYsSLVu0H7EUAAAQQQQMDHAsyA+Xhw6RoCCCCAAAIIIIAAAgh4S4AAzFvjQWsQQAABBBBAAAEEEEDAxwIEYD4eXLqGAAIIIIAAAggggAAC3hIgAPPWeNAaBBBAAAEEEEAAAQQQ8LEAAZiPB5euIYAAAggggAACCCCAgLcE2AXRW+NBaxBAoBSBo0ePynPPPSfBYOL/3Wjr1q2ydu1aadiwYSmt89fpgoICOXjwIP3117CGe6Pjm5eXJw0aNAif8/PBoUOHJBAISM+ePZPSzd27dyelXipFAAHvChCAeXdsaBkCCEQIzJgxQ1atWhVxJnGHGzZskI8++sgGJYmrNXk15efny759++hv8oYgrjW746vvyEuHpMHmt99+K02bNk1KdzMzM2XQoEFJqZtKEUDAmwIBxyRvNo1WIYAAAt4QWLhwoYwbN04WLFjgjQbFuRXaz/Hjx8vbb78d55q8Ufz8+fNl0qRJMm/ePG80KM6teOutt+TFF1+UN998M841eaP4uXPnyssvvyxz5szxRoNoBQIIpL1A4tfypD05AAgggAACCCCAAAIIIJCuAgRg6Try9BsBBBBAAAEEEEAAAQQSLkAAlnByKkQAAQQQQAABBBBAAIF0FSAAS9eRp98IIIAAAggggAACCCCQcAECsISTUyECCCCAAAIIIIAAAgikqwABWLqOPP1GAAEEEEAAAQQQQACBhAsQgCWcnAoRQAABBBBAAAEEEEAgXQUIwNJ15Ok3AggggAACCCCAAAIIJFyAFzEnnJwKEUAg1QTy8/Nl79690qRJk1RrernaS3/LxZYyN+Xl5cn+/fulcePGKdPmWBqabv2NxYp7EUAgMQIEYIlxphYEEEAAAQQQQAABBBBAQFiCyA8BAggggAACCCCAAAIIIJAgAQKwBEFTDQIIIIAAAggggAACCCBAAMbPAAIIIIAAAggggAACCCCQIAECsARBUw0CCCCAAAIIIIAAAgggQADGzwACCCCAAAIIIIAAAgggkCABArAEQVMNAggggAACCCCAAAIIIEAAxs8AAggggAACCCCAAAIIIJAgAQKwBEFTDQIIIIAAAggggAACCCBAAMbPAAIIIIAAAggggAACCCCQIAECsARBUw0CCCCAAAIIIIAAAgggQADGzwACCCBQBoFQKFSG3P7IeuTIESksLPRHZ0rpheM4pVzx52kdTx3XdEnp+N9tuowt/UQgFQUIwFJx1GgzAggkXODVV1+V8847T6pWrSqnn3669O/fX3bs2JHwdiS6wq1bt0rDhg1l0aJFia467vUdOnRIHnroITn77LOldu3acu2118revXvjXm+yK9BgpE+fPnLrrbcmuylxrX/jxo3Sq1cvqVWrltSoUUNat24tS5YsiWudFI4AAghEI0AAFo0SeRBAIK0F5s2bJwMHDpRLLrlEli1bJqNHj5Z169bZX+78PIvw1Vdf2V/U/RqUPPLIIzJ79myZNGmS6BhrsNm1a1fx82zY4cOH5fbbb5eFCxf6+r/pffv2Sbdu3SQ3N1cmT54s8+fPt/+QoAGZ/rdLQgABBJIpUCmZlVM3AgggkAoC48ePl6ZNm8qUKVNsczt27Cg1a9a0s2Br1qyRTp06pUI3ytTGCRMmyPDhw+Wss84q032pkvnjjz8WHVcNwK644grbbJ3lbNGihSxevFiuvPLKVOlK1O3UwOOGG26QXbt2Sf369aO+LxUzzp07V3bu3Cn6vU2bNrYLl156qQ3CXnrpJbn44otTsVu0GQEEfCLADJhPBpJuIIBA/ASGDBkiEydOLFKBBmSaDh48WOS8Xz48+eSTctddd8mCBQv80qUi/Vi6dKlUqVJFevbsGT6fmZkp55xzjm/7/MILL0ijRo1k/fr10qxZs3C//Xhw4YUXiv4jght8aR/1H03q1q0rBw4c8GOX6RMCCKSQADNgKTRYNBUBBJIj0K9fv+Mqnj59ulSqVMm3/5KusyVnnHGGb59z+/zzz6VevXo2CIscXH3ebc+ePZGnfHM8cuRIO6a+6dAJOqIBmH5Fpvfee0+2bdsmDz74YORpjhFAAIGECzADlnByKkQAgVQX0GWH+tzQPffcY5c0pXp/Smq/Bl9+Tvn5+XbjjeJ91A1W/BqA+X1Mi49l5OeCggIZOnSo3XBl8ODBkZc4RgABBBIuwAxYwsmpEAEEvCqgu+LpL+Zu0hkunSWJTDoz9LOf/UwuuugiefzxxyMvpdxxNP1NuU5F2eCMjAwJBo//N8hAIJBW27NHyZXS2fTnvG/fvvLll1/KihUr7E6mKd0hGo8AAikvcPzfPinfJTqAAAIIlE9g7NixdkZLl6Hpl7s5g1vaypUr7Tl9Vkifjapevbp7KSW/n6y/KdmpKBvdoEED2b9//3G59fkg3bac5A8BfUYzKytLPvzwQ7u5iv7DCQkBBBBItgAzYMkeAepHAAHPCOiGDPo+KDfVqVPHPRR9fkSvt2/f3u6cp+8VSvV0ov6met9O1v4zzzxTvvnmG9F3YkXOhOnyww4dOpzsdq6ngEBeXp50795dtm/fLsuXL5dWrVqlQKtpIgIIpIMAAVg6jDJ9RACBqAT0Ra36VTx99tlndlty/Zf0mTNnSuXKlYtnScnPpfU3JTtTxkZ36dJFdGlaTk6OXH755fZu/UX9008/lREjRpSxNLJ7TUDf5aZLhfVl6TrG+rJtEgIIIOAVAQIwr4wE7UAAAc8K3HvvvXLs2DHp3bu3zJo1q0g727Zt6/stvYt02CcfLrjgAht4PfDAA/L666/LKaecInfccYe0a9dOBgwY4JNepm839F1fGngNGzZM3n//ffvlaujy4s6dO7sf+Y4AAggkXIAALOHkVIgAAqkkoC+tXbRokW2yvg+seNJ3K/n9nUrF++yXz1OnTrUv09Z3uumspv5SruOpG3GQUlvAfWn6uHHjRL8iU48ePQjAIkE4RgCBhAsEzDS9k/BaqRABBBBAAAGPCOTm5oruihj5/J9HmkYzEEAAAQR8KEAA5sNBpUsIIIAAAggggAACCCDgTQG2offmuNAqBBBAAAEEEEAAAQQQ8KEAAZgPB5UuIYAAAggggAACCCCAgDcFCMC8OS60CgEEEEAAAQQQQAABBHwoQADmw0GlSwgggAACCCCAAAIIIOBNAQIwb44LrUIAAQQQQAABBBBAAAEfChCA+XBQ6RICCCCAAAIIIIAAAgh4U4AAzJvjQqsQQAABBBBAAAEEEEDAhwIEYD4cVLqEAAIIIIAAAggggAAC3hQgAPPmuNAqBBBAAAEEEEAAAQQQ8KEAAZgPB5UuIYAAAggggAACCCCAgDcFCMC8OS60CgEEEEAAAQQQQAABBHwoQADmw0GlSwgggAACCCCAAAIIIOBNAQIwb44LrUIAAQQQQAABBBBAAAEfChCA+XBQ6RICCCCAAAIIIIAAAgh4U4AAzJvjQqsQQAABBBBAAAEEEEDAhwIEYD4cVLqEAAIIIIAAAggggAAC3hQgAPPmuNAqBBBAAAEEEEAAAQQQ8KEAAZgPB5UuIYAAAggggAACCCCAgDcFCMC8OS60CgEEEEAAAQQQQAABBHwoQADmw0GlSwgggAACCCCAAAIIIOBNAQIwb44LrUIAAQQQQAABBBBAAAEfChCA+XBQ6RICCCCAAAIIIIAAAgh4U4AAzJvjQqsQQAABBBBAAAEEEEDAhwIEYD4cVLqEAAIIIIAAAggggAAC3hQgAPPmuNAqBBBAAAGPC3z33XeyZ88ej7eS5iGAAAIIeE2AAMxrI0J7EEAAgQoQWLBggQQCgRN+XXrppbamwYMHS5s2bSqg1vgV8c0338hLL70UrmDJkiW2b1999VX4XKwHVatWlXHjxp2wGMdx5I9//KN07NhRfvCDH8iZZ54pLVq0kKFDh8q///3vE94bz4uhUEgmTpwo33//va2muM8vfvEL2+Z4toGyEUAAAQSiE6gUXTZyIYAAAgikkkCrVq1kxowZ4SbPnDlT5s6dW+RcnTp1wte9fnDbbbeJzjjddNNNtqmNGjWSm2++WWrWrJnQpt9///3y17/+VYYPHy5PP/20aND2zjvvyKRJk+Tdd9+1X6effnpC26SV6fjeeeedcuONN9q6k+WT8I5TIQIIIJCCAgRgKThoNBkBBBA4mUDDhg0lOzs7nO3TTz+1AVjkufDFFDjQGR6d0XPTueeeK1OmTHE/JuT7n//8Z/nTn/4kixYtkh49eoTrvPjii+Waa66Rtm3bSp8+fWTlypXha4k6UJ/IlAyfyPo5RgABBBAoXYAliKXbcAUBBBBIK4Hp06fL+eefLzoz1rdvX9m5c2eR/mvAc9FFF9lZp0suuUTmzZtX5HphYaENUPSXf52Z0jxz5swpkqdDhw7y1ltvSbt27eTHP/6xLFy40F7fsGGDdO/eXWrXri1nn322PPLII3L06FF77e6775YVK1bYwKZ169aya9cuWbt2rehx5LK/559/Xjp37iz16tWTG264Qf7xj3+E6z5y5Ig8/PDDcsEFF8gpp5wi55xzjtx7773y7bffhvOc7OCVV16R3r17Fwm+3HsyMzPtjNiqVavkyy+/tKcfffRRGTJkiJvFfl+2bJlt9/79+8PndWZSXbTvDRo0kF69esnmzZvD1x9//HEZMWKEnb288MILRWfYevbsKdu3b7d51PO3v/2tPdalkdrOknzCBZqDgoICO2PWtGlT63X11VfL119/HZlFJkyYID/5yU+sl86oagBKQgABBBCIXYAALHZDSkAAAQRSXuCTTz6xv+TfcsstMmzYMNFA4rrrrgv369lnn5Vbb73VBi4vv/yyDaCuuuqqIgHWyJEj5de//rX069dPNJjTX9qvvfZa0fxu+vDDD+0v/hkZGfaXew04NNjQYG3v3r0yevRo0WV+uqTPXW6os0rNmjWTJk2ayF133WWDu7y8PFm3bp0cPnzYFq3Ph+kSPA1kJk+eLHpdg0gtU5MuzXvhhRdk0KBBtj0aqGhA8cwzz9jrJ/tD6/n4448lKyur1Kw6A6bpgw8+sN+3bt1aJJDSkwcOHLDtPnbsmM3zxhtv2Nmz8847TzSAVOP169dbQ5vB/KGBlvbvN7/5je2TBnarV6+W66+/3mbRZ9A0eNWkSzU1SCvuYy/+/x/6HJv2Y9asWdZDnx1TJ30O0A0M58+fb59r07HUpaxXXHGFDVgjn8OLLJNjBBBAAIEyCJj/EZMQQAABBHwuYGZQHPNXQ4m9/NWvfmWvmWWK4evml32nUqVKjpk5ckzQ4Jx22mnOL3/5y/B1PTABgGNmq+y5f/3rX07lypWdP/zhD0XyDBw40DEbVdhy9EKNGjUcE5g5ZrYsnM8Eeo6Z/XHMM17hcyY4sG0yAZs9Z2ZoHDMzFL5unruy181sk2Nmypzq1as72mY3aVk//OEPnVGjRjlmtscxAY4zfvx497L9/tOf/tTp1q1b+FyVKlWcv/zlL+HPkQdr1qyx9ZnZqsjTRY5NkGYNHnjgAXveBHuOCQiL5DEBly3nP//5jz1vZvccM5tVJI8a6liZYMie1/ExAauzZcuWcD4TqBbJYwJe+/nQoUM2T6SPnohsy2uvvWbzmiArXJ4a6djoz4mmBx98MDy2biYTXDtTp051P/IdAQQQQKCcAjwDVoZglawIIICAXwV0JkqXDrpJZ4h0t78dO3bYpWkHDx60MyQ66+Qmza+zKLpD4T//+U+7ZFCX/kUmnXnSGRRdlqfL9DRp2cHg/xZg6FLBTp06iT6n5qb69evbPO+9956dSXPPl/TdBCZ2gw53RkjzVKtWzc4cuc+N6QyfJvN3pWzbts22V5+b0qV40SQTjNpsxZ+1irxX+6Tl61e0KXJZn85CqcHnn39ub9flkbrToqazzjrLLs20H8wfuoRSk850uXnsiSj+0M1CTEBtlx5GjqfOnOnMpyZd3qmzkbrkUmcNdcljtLOFUTSBLAgggEBaCxCApfXw03kEEEDgvwK6aUdk0gBGky6V04BFky7/KynpdV1up8FO8XI0cNCkz2q5AZiZmQoXo0FGbm6u3SBEn4UqntznnIqfj/y8adMm+1GDyMjkBl967v3337fPSWmAoUGXBjBa96mnnhp5S6nH+uyY7nh4om3v1UC93H6WWljEBV2SqM+7ad/12TZ9DuxHP/qRzREZyNWtWzfiLrFt0RP63F1Zk46XBtTuawgi79dlnpr69+8vmk93etRXGmgAqs+mPffcc/Y5NZuJPxBAAAEEyiXwv3+CLNft3IQAAggg4AeByGCleH/cbdVzcnJs8KIBTOSXbsyhG3dowKABRWRyn8HSZ7jc5M4m6WezdNDOVt13331FynTLf+KJJ9zbSv2uszmaNKiITPo8k27ksXv3bvuMVH5+vn0OTDcX+eyzz+yzUpH5T3RsllfamTh9NioymaWE4Y+LFy+2xxqsucndSMT9vG/fPvfQftcZw7/97W/y0EMPyUcffWRnE/UZuOLpRONTPO/JPuuMmQZaZrniceYbN24M365t0hdNL1261D5fp98jnwsMZ+QAAQQQQKBMAgRgZeIiMwIIIJB+ArrJgybdbc88JxT+0ndP3X777TbIcZcv6m6FkUk/6yyTO7MSeU2PNbDQGSOdAYosW4OmAQMGiG7a4eYrbfmf7tSn5ejOf5Gpa9eutn26xFEDQ92EQ8vUmTItS5f7lWUGSTfI0P68/vrr4Wruueceu/287vaom2Pokj13Zkn7XTzgcmfrtADdmVG3tNcy9EsDN+2Hbvahyd2ow344yR9ugFaaUeTtLVu2tLNbGmy55hoIaxt0IxBNY8eOFfMsm2jgqRtw6FJJnQHVJYvR1BFZH8cIIIAAAkUFCMCKevAJAQQQQKCYgG4Lr89X6Tb0ujW5ziwtWbJEdHt4XWKoS/N0x8Mrr7xSzOYNYjassLsTasCmuydqkOYGCMWKth91CZ4u3xs6dKh9Vkx3RTQbT9hjfS5JkwYzGrzoLJy+kDky6ZJGXTKnW7XrLn0666YBgwYyuvW87k6oz2dpwPj999/bpX4aTOlywrJsQ687RGodWpe+iFnf93XHHXeIzqzpbo/6PJb2103adn2ea9y4cXYWTneGdAMczWM2/bDPWumLnDXg1LZoHve5sOL9dMst6bu7lHL27NliNkQpKUv4nO6UqLOaGnBp3er1+9//3o7vZZddZvNpUKtB2LRp02y/9Bk/DRb19QGRz++FC+UAAQQQQCB6AbNkhIQAAggg4HOBk+2CaDZdKCJglpvZnfLcnfd0Rz6zoYbdGdH8DeOYWSTHvOPKMUFD+D7zLJejOxqaX9AdE3A5ZiMNxyxjC1/XA91pb8yYMUXO6QcT2DkmKLB16o6GZibJMdu5h/OZgM+pVauWvW5moZziu/yZmSbHzG7Z3QK1fVqPeWly+P7HHnvMadSokaM7HeqXCfYcEyzZY71X04l2QQwXZA70PrORiN3xUOsyz5M5JqBzzDbuTuPGjR3dZVCT2phgzVpoPhPUOCYItH1wd0FUZ71PzbT+9u3bO9o/3fXQBJO2HN0Fsfj4mOWOthwTRNo8Oj66u6TWo30r7hO5C6LeoLZufh0rs4zUMc932bLcP0yQ6Zh3tdkytX3mHWuOeZbPvcx3BBBAAIFyCgT0PvM/bBICCCCAAAInFdBlc7qhRhPzDFFps1o6c6MzOvqS37Ik/etIZ2/0Rcq6JK540us6+6YbVZSWtG5tn25kYQKaItn0ft1YQmftdGldrEmfU9NZL3fzDy1fX4KsLzR2X4ysdegMmeYzAWCpVaqXLgc0QWapeaK5oEstdTYs8jm7E92nnvqOM/OqgFKz6U6YOmOmL7AmIYAAAgjELkAAFrshJSCAAAIIIIAAAggggAACUQnwDFhUTGRCAAEEEEAAAQQQQAABBGIXIACL3ZASEEAAAQQQQAABBBBAAIGoBAjAomIiEwIIIIAAAggggAACCCAQuwABWOyGlIAAAggggAACCCCAAAIIRCVAABYVE5kQQAABBBBAAAEEEEAAgdgFCMBiN6QEBBBAAAEEEEAAAQQQQCAqAQKwqJjIhAACCCCAAAIIIIAAAgjELkAAFrshJSCAAAIIIIAAAggggAACUQkQgEXFRCYEEEAAAQQQQAABBBBAIHYBArDYDSkBAQQQQAABBBBAAAEEEIhKgAAsKiYyIYAAAggggAACCCCAAAKxCxCAxW5ICQgggAACCCCAAAIIIIBAVAIEYFExkQkBBBBAAAEEEEAAAQQQiF2AACx2Q0pAAAEEEEAAAQQQQAABBKISIACLiolMCCCAAAIIIIAAAggggEDsAgRgsRtSAgIIIIAAAggggAACCCAQlQABWFRMZEIAAQQQQAABBBBAAAEEYhcgAIvdkBIQQAABBBBAAAEEEEAAgagECMCiYiITAggggAACCCCAAAIIIBC7AAFY7IaUgAACCCCAAAIIIIAAAghEJUAAFhUTmRBAAAEEEEAAAQQQQACB2AUIwGI3pAQEEEAAAQQQQAABBBBAICqB/wNDEomoxq5btQAAAABJRU5ErkJggg==" width="100%" /></p>
-<p>The <code>sae::mseFH</code> function calculates the empirical best linear unbiased predictors (EBLUP) for all domain means as well as their estimated MSEs.</p>
-<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>sae.FH <span class="ot">&lt;-</span> sae<span class="sc">::</span><span class="fu">mseFH</span>(sae.DIR<span class="sc">$</span>Direct <span class="sc">~</span> <span class="dv">1</span>, sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>)</span></code></pre></div>
+<p>The <code>sae::mseFH</code> function calculates the empirical best
+linear unbiased predictors (EBLUP) for all domain means as well as their
+estimated MSEs.</p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a>sae.FH <span class="ot">&lt;-</span> sae<span class="sc">::</span><span class="fu">mseFH</span>(sae.DIR<span class="sc">$</span>Direct<span class="sc">~</span><span class="dv">1</span>, sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>)</span></code></pre></div>
 </div>
 <div id="implementing-fay-herriot-model-in-summer" class="section level4">
 <h4>Implementing Fay-Herriot model in <code>SUMMER</code></h4>
-<p>The <code>smoothArea</code> function compute direct estimates and then produces smoothed estimates using a Bayesian Fay-Herriot model. The main arguments of interest are:</p>
+<p>The <code>smoothArea</code> function compute direct estimates and
+then produces smoothed estimates using a Bayesian Fay-Herriot model. The
+main arguments of interest are:</p>
 <ul>
-<li><code>formula</code>: describing the response variable and any area-level covariates</li>
-<li><code>domain</code> a one-sided formula with the variable containing domain labels on the right. The domain labels variable should be contained in the dataset used to generate the design.</li>
-<li><code>design</code>: a <code>survey.design</code> object containing survey data and specifying the survey design.</li>
+<li><code>formula</code>: describing the response variable and any
+area-level covariates</li>
+<li><code>domain</code> a one-sided formula with the variable containing
+domain labels on the right. The domain labels variable should be
+contained in the dataset used to generate the design.</li>
+<li><code>design</code>: a <code>survey.design</code> object containing
+survey data and specifying the survey design.</li>
 </ul>
 <p>In addition, other commonly used optional arguments include:</p>
 <ul>
-<li><code>Amat</code>: Optional adjacency matrix if a spatial smoothing model is desired.</li>
-<li><code>responseType</code>: either <code>&quot;gaussian&quot;</code> or <code>&quot;binary&quot;</code> depending on the type of response variable. If <code>&quot;binary&quot;</code> is specified, a logit transform will be applied to the direct estimates before smoothing.</li>
-<li><code>direct.est</code>: If desired, the direct estimates may be specified and smoothing will be applied directly to the direct estimates.</li>
-<li><code>X.area</code>: Areal covariates data frame.</li>
-<li><code>domain.size</code>: Domain size data frame used for computing direct estimates if domain sizes are known.</li>
+<li><code>adj.mat</code>: Optional adjacency matrix if a spatial
+smoothing model is desired.</li>
+<li><code>direct.est</code>: If desired, the direct estimates may be
+specified and smoothing will be applied directly to the direct
+estimates.</li>
+<li><code>X.domain</code>: Areal covariates data frame.</li>
+<li><code>domain.size</code>: Domain size data frame used for computing
+direct estimates if domain sizes are known.</li>
 </ul>
-<p>Other optional arguments can be specified to change the priors and are described further in the documentation.</p>
-<p>We obtain direct estimates and smoothed estimates below, fitting the Fay-Herriot model to the untransformed direct estimates.</p>
-<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="co"># fit the model</span></span>
-<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>domain.size <span class="ot">&lt;-</span> sizeprov[, <span class="fu">c</span>(<span class="st">&quot;provlab&quot;</span>, <span class="st">&quot;Nd&quot;</span>)]</span>
-<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a><span class="fu">colnames</span>(domain.size)[<span class="dv">2</span>] <span class="ot">&lt;-</span> <span class="st">&quot;size&quot;</span></span>
-<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a>summer.FH <span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(<span class="at">formula =</span> poor <span class="sc">~</span> <span class="dv">1</span>, <span class="at">domain =</span> <span class="sc">~</span>provlab,</span>
-<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a>    <span class="at">design =</span> design, <span class="at">domain.size =</span> domain.size)</span></code></pre></div>
-<p>The fitted parameters from <code>sae</code> (obtained via likelihood-based methods) and estimated parameter posterior distribution from <code>SUMMER</code> (obtained from Bayesian methods, implemented via <code>INLA</code>) are in reasonable agreement. The estimated intercept <span class="math inline">\(\beta_0\)</span> from <code>sae</code> is <code>0.2</code> ; the posterior median of <span class="math inline">\(\beta_0\)</span> from <code>SUMMER</code> is <code>0.2</code>. In the absence of strong priors, fixed effects are usually in close agreement, with the posterior being symmetric. The estimated precision <span class="math inline">\(1/\sigma_u^2\)</span> from <code>sae</code> is <code>281.35</code> , while the posterior median of <span class="math inline">\(1/\sigma_u^2\)</span> from <code>SUMMER</code> is <code>273.4</code>. The differences are larger here, but the posterior for the variance is skewed, and we would expect the posterior median to be smaller than the REML estimate. The area estimates and measures of uncertainty are in close agreement, however.</p>
-<p>We first illustrate the shrinkage of the EBLUP estimates, and the reduced uncertainty:</p>
-<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
-<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup,</span>
-<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;Direct estimates&quot;</span>,<span class="at">ylab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
-<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlim=</span><span class="fu">c</span>(<span class="fu">min</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup),<span class="fu">max</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup)),</span>
-<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylim=</span><span class="fu">c</span>(<span class="fu">min</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup),<span class="fu">max</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup)),</span>
-<span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>)</span>
-<span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span>
-<span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse,</span>
-<span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;Direct estimates&quot;</span>,<span class="at">ylab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
-<span id="cb8-10"><a href="#cb8-10" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlim=</span><span class="fu">c</span>(<span class="fu">min</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse),<span class="fu">max</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse)),</span>
-<span id="cb8-11"><a href="#cb8-11" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylim=</span><span class="fu">c</span>(<span class="fu">min</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse),<span class="fu">max</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse)),</span>
-<span id="cb8-12"><a href="#cb8-12" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of uncertainty&quot;</span>)</span>
-<span id="cb8-13"><a href="#cb8-13" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span></code></pre></div>
+<p>Other optional arguments can be specified to change the priors and
+are described further in the documentation.</p>
+<p>We obtain direct estimates and smoothed estimates below, fitting the
+Fay-Herriot model to the untransformed direct estimates.</p>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a><span class="co"># fit the model</span></span>
+<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a>domain.size <span class="ot">&lt;-</span> sizeprov[, <span class="fu">c</span>(<span class="st">&quot;provlab&quot;</span>, <span class="st">&quot;Nd&quot;</span>)]</span>
+<span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a><span class="fu">colnames</span>(domain.size)[<span class="dv">2</span>] <span class="ot">&lt;-</span> <span class="st">&quot;size&quot;</span></span>
+<span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a></span>
+<span id="cb7-5"><a href="#cb7-5" tabindex="-1"></a>summer.FH <span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(<span class="at">formula =</span> poor<span class="sc">~</span><span class="dv">1</span>,</span>
+<span id="cb7-6"><a href="#cb7-6" tabindex="-1"></a>                        <span class="at">domain =</span> <span class="sc">~</span>provlab,</span>
+<span id="cb7-7"><a href="#cb7-7" tabindex="-1"></a>                        <span class="at">design =</span> design,</span>
+<span id="cb7-8"><a href="#cb7-8" tabindex="-1"></a>                        <span class="at">domain.size =</span> domain.size)</span></code></pre></div>
+<p>The fitted parameters from <code>sae</code> (obtained via
+likelihood-based methods) and estimated parameter posterior distribution
+from <code>SUMMER</code> (obtained from Bayesian methods, implemented
+via <code>INLA</code>) are in reasonable agreement. The estimated
+intercept <span class="math inline">\(\beta_0\)</span> from
+<code>sae</code> is <code>0.2</code> ; the posterior median of <span class="math inline">\(\beta_0\)</span> from <code>SUMMER</code> is
+<code>0.2</code>. In the absence of strong priors, fixed effects are
+usually in close agreement, with the posterior being symmetric. The
+estimated precision <span class="math inline">\(1/\sigma_u^2\)</span>
+from <code>sae</code> is <code>281.35</code> , while the posterior
+median of <span class="math inline">\(1/\sigma_u^2\)</span> from
+<code>SUMMER</code> is <code>273.24</code>. The differences are larger
+here, but the posterior for the variance is skewed, and we would expect
+the posterior median to be smaller than the REML estimate. The area
+estimates and measures of uncertainty are in close agreement,
+however.</p>
+<p>We first illustrate the shrinkage of the EBLUP estimates, and the
+reduced uncertainty:</p>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
+<span id="cb8-2"><a href="#cb8-2" tabindex="-1"></a><span class="fu">plot</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup,</span>
+<span id="cb8-3"><a href="#cb8-3" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;Direct estimates&quot;</span>,<span class="at">ylab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
+<span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a>     <span class="at">xlim=</span><span class="fu">c</span>(<span class="fu">min</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup),<span class="fu">max</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup)),</span>
+<span id="cb8-5"><a href="#cb8-5" tabindex="-1"></a>     <span class="at">ylim=</span><span class="fu">c</span>(<span class="fu">min</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup),<span class="fu">max</span>(sae.DIR<span class="sc">$</span>Direct, sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup)),</span>
+<span id="cb8-6"><a href="#cb8-6" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>)</span>
+<span id="cb8-7"><a href="#cb8-7" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span>
+<span id="cb8-8"><a href="#cb8-8" tabindex="-1"></a><span class="fu">plot</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse,</span>
+<span id="cb8-9"><a href="#cb8-9" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;Direct estimates&quot;</span>,<span class="at">ylab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
+<span id="cb8-10"><a href="#cb8-10" tabindex="-1"></a>     <span class="at">xlim=</span><span class="fu">c</span>(<span class="fu">min</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse),<span class="fu">max</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse)),</span>
+<span id="cb8-11"><a href="#cb8-11" tabindex="-1"></a>     <span class="at">ylim=</span><span class="fu">c</span>(<span class="fu">min</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse),<span class="fu">max</span>(sae.DIR<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span>, sae.FH<span class="sc">$</span>mse)),</span>
+<span id="cb8-12"><a href="#cb8-12" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of uncertainty&quot;</span>)</span>
+<span id="cb8-13"><a href="#cb8-13" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span></code></pre></div>
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" width="100%" /></p>
-<p>Now compare EBLUP and HB, using posterior variance from <code>SUMMER</code> and estimated MSE from <code>sae</code> to measure uncertainty:</p>
-<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
-<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup, summer.FH<span class="sc">$</span>s.dir.iid.est<span class="sc">$</span>median,</span>
-<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;SAE package&quot;</span>,<span class="at">ylab =</span> <span class="st">&quot;SUMMER package&quot;</span>,</span>
-<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>)</span>
-<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span>
-<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(sae.FH<span class="sc">$</span>mse,</span>
-<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a>     summer.FH<span class="sc">$</span>s.dir.iid.est<span class="sc">$</span>var, </span>
-<span id="cb9-8"><a href="#cb9-8" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package mse&quot;</span>,</span>
-<span id="cb9-9"><a href="#cb9-9" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package model variance&quot;</span>,</span>
-<span id="cb9-10"><a href="#cb9-10" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of mse/variance&quot;</span>)</span>
-<span id="cb9-11"><a href="#cb9-11" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span></code></pre></div>
-<p><img 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" width="100%" /></p>
+<p>Now compare EBLUP and HB, using posterior variance from
+<code>SUMMER</code> and estimated MSE from <code>sae</code> to measure
+uncertainty:</p>
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
+<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a><span class="fu">plot</span>(sae.FH<span class="sc">$</span>est<span class="sc">$</span>eblup, summer.FH<span class="sc">$</span>iid.model.est<span class="sc">$</span>median,</span>
+<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;SAE package&quot;</span>,<span class="at">ylab =</span> <span class="st">&quot;SUMMER package&quot;</span>,</span>
+<span id="cb9-4"><a href="#cb9-4" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>)</span>
+<span id="cb9-5"><a href="#cb9-5" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span>
+<span id="cb9-6"><a href="#cb9-6" tabindex="-1"></a><span class="fu">plot</span>(sae.FH<span class="sc">$</span>mse,</span>
+<span id="cb9-7"><a href="#cb9-7" tabindex="-1"></a>     summer.FH<span class="sc">$</span>iid.model.est<span class="sc">$</span>var, </span>
+<span id="cb9-8"><a href="#cb9-8" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package mse&quot;</span>,</span>
+<span id="cb9-9"><a href="#cb9-9" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package model variance&quot;</span>,</span>
+<span id="cb9-10"><a href="#cb9-10" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of mse/variance&quot;</span>)</span>
+<span id="cb9-11"><a href="#cb9-11" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,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" width="100%" /></p>
 </div>
 </div>
 <div id="milk-expenditures" class="section level3">
 <h3>Milk expenditures</h3>
-<p><span class="citation">Molina and Marhuenda (2015)</span> also use a real dataset on milk expenditures <span class="citation">Arora and Lahiri (1997)</span> to illustrate the implementation of area level models in the <code>sae</code> package. The <code>milk</code> dataset contains information on direct estimators for area level expenditures on milk based on data from the dairy survey component of the Consumer Expenditure Survey conducted by the U.S. Census Bureau. Weights are based on inverse sampling probabilities and adjusted for non-response/post-stratification.</p>
-<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(milk)</span>
-<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>milk<span class="sc">$</span>Var <span class="ot">&lt;-</span> milk<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span></span>
-<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>knitr<span class="sc">::</span><span class="fu">kable</span>(<span class="fu">head</span>(milk))</span></code></pre></div>
+<p><span class="citation">Molina and Marhuenda (2015)</span> also use a
+real dataset on milk expenditures <span class="citation">Arora and
+Lahiri (1997)</span> to illustrate the implementation of area level
+models in the <code>sae</code> package. The <code>milk</code> dataset
+contains information on direct estimators for area level expenditures on
+milk based on data from the dairy survey component of the Consumer
+Expenditure Survey conducted by the U.S. Census Bureau. Weights are
+based on inverse sampling probabilities and adjusted for
+non-response/post-stratification.</p>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="fu">data</span>(milk)</span>
+<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a>milk<span class="sc">$</span>Var <span class="ot">&lt;-</span> milk<span class="sc">$</span>SD<span class="sc">^</span><span class="dv">2</span></span>
+<span id="cb10-3"><a href="#cb10-3" tabindex="-1"></a>knitr<span class="sc">::</span><span class="fu">kable</span>(<span class="fu">head</span>(milk))</span></code></pre></div>
 <table>
 <thead>
 <tr class="header">
@@ -668,144 +756,203 @@ <h3>Milk expenditures</h3>
 </tr>
 </tbody>
 </table>
-<p>Here, <code>SmallArea</code> denotes areas of inferential interest, <code>yi</code> gives the direct estimates, <code>ni</code> the sample sizes, <code>SD</code> and <code>CV</code> give the estimated standard deviation and coefficient of variation, and <code>MajorArea</code> corresponds to major areas (US regions defined by <span class="citation">You and Chapman (2006)</span>).</p>
+<p>Here, <code>SmallArea</code> denotes areas of inferential interest,
+<code>yi</code> gives the direct estimates, <code>ni</code> the sample
+sizes, <code>SD</code> and <code>CV</code> give the estimated standard
+deviation and coefficient of variation, and <code>MajorArea</code>
+corresponds to major areas (US regions defined by <span class="citation">You and Chapman (2006)</span>).</p>
 <div id="results-using-sae" class="section level4">
 <h4>Results using <code>sae</code></h4>
-<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">attach</span>(milk)</span>
-<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a>sae.FH.milk <span class="ot">&lt;-</span> <span class="fu">mseFH</span>(yi <span class="sc">~</span> <span class="fu">as.factor</span>(MajorArea), SD<span class="sc">^</span><span class="dv">2</span>)</span></code></pre></div>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a><span class="fu">attach</span>(milk)</span>
+<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a>sae.FH.milk <span class="ot">&lt;-</span> <span class="fu">mseFH</span>(yi <span class="sc">~</span> <span class="fu">as.factor</span>(MajorArea), SD<span class="sc">^</span><span class="dv">2</span>)</span></code></pre></div>
 </div>
 <div id="results-using-summer" class="section level4">
 <h4>Results using <code>SUMMER</code></h4>
-<p>Since the <code>milk</code> dataset only provides area level direct estimates and not unit level data, we use the <code>direct.est</code> argument as input.</p>
-<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Major Area fixed effects</span></span>
-<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>Xmat <span class="ot">&lt;-</span> milk[, <span class="fu">c</span>(<span class="st">&quot;SmallArea&quot;</span>, <span class="st">&quot;MajorArea&quot;</span>)]</span>
-<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a>Xmat<span class="sc">$</span>MajorArea <span class="ot">&lt;-</span> <span class="fu">as.factor</span>(Xmat<span class="sc">$</span>MajorArea)</span>
-<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a><span class="co"># format direct estimates for SUMMER</span></span>
-<span id="cb12-6"><a href="#cb12-6" aria-hidden="true" tabindex="-1"></a>milk.dir <span class="ot">&lt;-</span> milk[, <span class="fu">c</span>(<span class="st">&quot;SmallArea&quot;</span>, <span class="st">&quot;yi&quot;</span>, <span class="st">&quot;Var&quot;</span>)]</span>
-<span id="cb12-7"><a href="#cb12-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Fit the model with Major Area intercepts</span></span>
-<span id="cb12-8"><a href="#cb12-8" aria-hidden="true" tabindex="-1"></a>summer.FH.milk<span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(<span class="at">formula =</span> yi<span class="sc">~</span>MajorArea, </span>
-<span id="cb12-9"><a href="#cb12-9" aria-hidden="true" tabindex="-1"></a>                            <span class="at">direct.est =</span> milk.dir, </span>
-<span id="cb12-10"><a href="#cb12-10" aria-hidden="true" tabindex="-1"></a>                            <span class="at">X.area =</span> Xmat,</span>
-<span id="cb12-11"><a href="#cb12-11" aria-hidden="true" tabindex="-1"></a>                            <span class="at">domain =</span> <span class="sc">~</span>SmallArea)</span></code></pre></div>
-<p>Again note that the posterior median for <span class="math inline">\(\sigma_u^2\)</span> is larger than the REML estimate.</p>
-<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="co"># random effects precision</span></span>
-<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a><span class="dv">1</span> <span class="sc">/</span> sae.FH.milk<span class="sc">$</span>est<span class="sc">$</span>fit<span class="sc">$</span>refvar </span>
-<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a><span class="do">## [1] 54</span></span>
-<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a>summer.FH.milk<span class="sc">$</span>s.dir.iid.fit<span class="sc">$</span>summary.hyperpar[,<span class="fu">c</span>(<span class="dv">4</span>)]</span>
-<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a><span class="do">## [1] 54</span></span>
-<span id="cb13-6"><a href="#cb13-6" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb13-7"><a href="#cb13-7" aria-hidden="true" tabindex="-1"></a><span class="co"># estimated fixed effects</span></span>
-<span id="cb13-8"><a href="#cb13-8" aria-hidden="true" tabindex="-1"></a>sae.FH.milk<span class="sc">$</span>est<span class="sc">$</span>fit<span class="sc">$</span>estcoef </span>
-<span id="cb13-9"><a href="#cb13-9" aria-hidden="true" tabindex="-1"></a><span class="do">##                         beta std.error tvalue  pvalue</span></span>
-<span id="cb13-10"><a href="#cb13-10" aria-hidden="true" tabindex="-1"></a><span class="do">## X(Intercept)            0.97     0.069   14.0 2.8e-44</span></span>
-<span id="cb13-11"><a href="#cb13-11" aria-hidden="true" tabindex="-1"></a><span class="do">## Xas.factor(MajorArea)2  0.13     0.103    1.3 2.0e-01</span></span>
-<span id="cb13-12"><a href="#cb13-12" aria-hidden="true" tabindex="-1"></a><span class="do">## Xas.factor(MajorArea)3  0.23     0.092    2.5 1.4e-02</span></span>
-<span id="cb13-13"><a href="#cb13-13" aria-hidden="true" tabindex="-1"></a><span class="do">## Xas.factor(MajorArea)4 -0.24     0.082   -3.0 3.1e-03</span></span>
-<span id="cb13-14"><a href="#cb13-14" aria-hidden="true" tabindex="-1"></a>summer.FH.milk<span class="sc">$</span>s.dir.iid.fit<span class="sc">$</span>summary.fixed[,<span class="fu">c</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>)]  </span>
-<span id="cb13-15"><a href="#cb13-15" aria-hidden="true" tabindex="-1"></a><span class="do">##              mean    sd 0.025quant 0.5quant 0.97quant</span></span>
-<span id="cb13-16"><a href="#cb13-16" aria-hidden="true" tabindex="-1"></a><span class="do">## (Intercept)  0.97 0.071      0.830     0.97     1.102</span></span>
-<span id="cb13-17"><a href="#cb13-17" aria-hidden="true" tabindex="-1"></a><span class="do">## MajorArea2   0.13 0.105     -0.072     0.13     0.333</span></span>
-<span id="cb13-18"><a href="#cb13-18" aria-hidden="true" tabindex="-1"></a><span class="do">## MajorArea3   0.23 0.094      0.041     0.23     0.404</span></span>
-<span id="cb13-19"><a href="#cb13-19" aria-hidden="true" tabindex="-1"></a><span class="do">## MajorArea4  -0.24 0.083     -0.405    -0.24    -0.084</span></span></code></pre></div>
+<p>Since the <code>milk</code> dataset only provides area level direct
+estimates and not unit level data, we use the <code>direct.est</code>
+argument as input.</p>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a><span class="co"># Major Area fixed effects</span></span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a>Xmat <span class="ot">&lt;-</span> milk[, <span class="fu">c</span>(<span class="st">&quot;SmallArea&quot;</span>, <span class="st">&quot;MajorArea&quot;</span>)]</span>
+<span id="cb12-3"><a href="#cb12-3" tabindex="-1"></a>Xmat<span class="sc">$</span>MajorArea <span class="ot">&lt;-</span> <span class="fu">as.factor</span>(Xmat<span class="sc">$</span>MajorArea)</span>
+<span id="cb12-4"><a href="#cb12-4" tabindex="-1"></a></span>
+<span id="cb12-5"><a href="#cb12-5" tabindex="-1"></a><span class="co"># format direct estimates for SUMMER</span></span>
+<span id="cb12-6"><a href="#cb12-6" tabindex="-1"></a>milk.dir <span class="ot">&lt;-</span> milk[, <span class="fu">c</span>(<span class="st">&quot;SmallArea&quot;</span>, <span class="st">&quot;yi&quot;</span>, <span class="st">&quot;Var&quot;</span>)]</span>
+<span id="cb12-7"><a href="#cb12-7" tabindex="-1"></a><span class="co"># Fit the model with Major Area intercepts</span></span>
+<span id="cb12-8"><a href="#cb12-8" tabindex="-1"></a>summer.FH.milk<span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(<span class="at">formula =</span> yi<span class="sc">~</span>MajorArea, </span>
+<span id="cb12-9"><a href="#cb12-9" tabindex="-1"></a>                            <span class="at">direct.est =</span> milk.dir, </span>
+<span id="cb12-10"><a href="#cb12-10" tabindex="-1"></a>                            <span class="at">X.domain =</span> Xmat,</span>
+<span id="cb12-11"><a href="#cb12-11" tabindex="-1"></a>                            <span class="at">domain =</span> <span class="sc">~</span>SmallArea)</span></code></pre></div>
+<p>Again note that the posterior median for <span class="math inline">\(\sigma_u^2\)</span> is larger than the REML
+estimate.</p>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a><span class="co"># random effects precision</span></span>
+<span id="cb13-2"><a href="#cb13-2" tabindex="-1"></a><span class="dv">1</span> <span class="sc">/</span> sae.FH.milk<span class="sc">$</span>est<span class="sc">$</span>fit<span class="sc">$</span>refvar </span>
+<span id="cb13-3"><a href="#cb13-3" tabindex="-1"></a><span class="do">## [1] 54</span></span>
+<span id="cb13-4"><a href="#cb13-4" tabindex="-1"></a>summer.FH.milk<span class="sc">$</span>iid.model.fit<span class="sc">$</span>summary.hyperpar[,<span class="fu">c</span>(<span class="dv">4</span>)]</span>
+<span id="cb13-5"><a href="#cb13-5" tabindex="-1"></a><span class="do">## [1] 54</span></span>
+<span id="cb13-6"><a href="#cb13-6" tabindex="-1"></a></span>
+<span id="cb13-7"><a href="#cb13-7" tabindex="-1"></a><span class="co"># estimated fixed effects</span></span>
+<span id="cb13-8"><a href="#cb13-8" tabindex="-1"></a>sae.FH.milk<span class="sc">$</span>est<span class="sc">$</span>fit<span class="sc">$</span>estcoef </span>
+<span id="cb13-9"><a href="#cb13-9" tabindex="-1"></a><span class="do">##                         beta std.error tvalue  pvalue</span></span>
+<span id="cb13-10"><a href="#cb13-10" tabindex="-1"></a><span class="do">## X(Intercept)            0.97     0.069   14.0 2.8e-44</span></span>
+<span id="cb13-11"><a href="#cb13-11" tabindex="-1"></a><span class="do">## Xas.factor(MajorArea)2  0.13     0.103    1.3 2.0e-01</span></span>
+<span id="cb13-12"><a href="#cb13-12" tabindex="-1"></a><span class="do">## Xas.factor(MajorArea)3  0.23     0.092    2.5 1.4e-02</span></span>
+<span id="cb13-13"><a href="#cb13-13" tabindex="-1"></a><span class="do">## Xas.factor(MajorArea)4 -0.24     0.082   -3.0 3.1e-03</span></span>
+<span id="cb13-14"><a href="#cb13-14" tabindex="-1"></a>summer.FH.milk<span class="sc">$</span>iid.model.fit<span class="sc">$</span>summary.fixed[,<span class="fu">c</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>)]  </span>
+<span id="cb13-15"><a href="#cb13-15" tabindex="-1"></a><span class="do">##              mean    sd 0.025quant 0.5quant 0.97quant</span></span>
+<span id="cb13-16"><a href="#cb13-16" tabindex="-1"></a><span class="do">## (Intercept)  0.97 0.071      0.829     0.97     1.103</span></span>
+<span id="cb13-17"><a href="#cb13-17" tabindex="-1"></a><span class="do">## MajorArea2   0.13 0.106     -0.073     0.13     0.334</span></span>
+<span id="cb13-18"><a href="#cb13-18" tabindex="-1"></a><span class="do">## MajorArea3   0.23 0.094      0.041     0.23     0.404</span></span>
+<span id="cb13-19"><a href="#cb13-19" tabindex="-1"></a><span class="do">## MajorArea4  -0.24 0.083     -0.406    -0.24    -0.083</span></span></code></pre></div>
 <p>Again, we observe good agreement.</p>
-<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
-<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(sae.FH.milk<span class="sc">$</span>est<span class="sc">$</span>eblup[<span class="fu">as.numeric</span>(summer.FH.milk<span class="sc">$</span>s.dir.iid.est<span class="sc">$</span>domain)], </span>
-<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a>     summer.FH.milk<span class="sc">$</span>s.dir.iid.est<span class="sc">$</span>median, </span>
-<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
-<span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package&quot;</span>,</span>
-<span id="cb14-6"><a href="#cb14-6" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>)</span>
-<span id="cb14-7"><a href="#cb14-7" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">color=</span><span class="st">&quot;red&quot;</span>)</span>
-<span id="cb14-8"><a href="#cb14-8" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(sae.FH.milk<span class="sc">$</span>mse[<span class="fu">as.numeric</span>(summer.FH.milk<span class="sc">$</span>s.dir.iid.est<span class="sc">$</span>domain)], </span>
-<span id="cb14-9"><a href="#cb14-9" aria-hidden="true" tabindex="-1"></a>     summer.FH.milk<span class="sc">$</span>s.dir.iid.est<span class="sc">$</span>var, </span>
-<span id="cb14-10"><a href="#cb14-10" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package mse&quot;</span>,</span>
-<span id="cb14-11"><a href="#cb14-11" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package model variance&quot;</span>,</span>
-<span id="cb14-12"><a href="#cb14-12" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of mse/variance&quot;</span>)</span>
-<span id="cb14-13"><a href="#cb14-13" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span></code></pre></div>
-<p><img 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" width="100%" /></p>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
+<span id="cb14-2"><a href="#cb14-2" tabindex="-1"></a><span class="fu">plot</span>(sae.FH.milk<span class="sc">$</span>est<span class="sc">$</span>eblup[<span class="fu">as.numeric</span>(summer.FH.milk<span class="sc">$</span>iid.model.est<span class="sc">$</span>domain)], </span>
+<span id="cb14-3"><a href="#cb14-3" tabindex="-1"></a>     summer.FH.milk<span class="sc">$</span>iid.model.est<span class="sc">$</span>median, </span>
+<span id="cb14-4"><a href="#cb14-4" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
+<span id="cb14-5"><a href="#cb14-5" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package&quot;</span>,</span>
+<span id="cb14-6"><a href="#cb14-6" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>)</span>
+<span id="cb14-7"><a href="#cb14-7" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">color=</span><span class="st">&quot;red&quot;</span>)</span>
+<span id="cb14-8"><a href="#cb14-8" tabindex="-1"></a><span class="fu">plot</span>(sae.FH.milk<span class="sc">$</span>mse[<span class="fu">as.numeric</span>(summer.FH.milk<span class="sc">$</span>iid.model.est<span class="sc">$</span>domain)], </span>
+<span id="cb14-9"><a href="#cb14-9" tabindex="-1"></a>     summer.FH.milk<span class="sc">$</span>iid.model.est<span class="sc">$</span>var, </span>
+<span id="cb14-10"><a href="#cb14-10" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package mse&quot;</span>,</span>
+<span id="cb14-11"><a href="#cb14-11" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package model variance&quot;</span>,</span>
+<span id="cb14-12"><a href="#cb14-12" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of mse/variance&quot;</span>)</span>
+<span id="cb14-13"><a href="#cb14-13" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>,<span class="at">col=</span><span class="st">&quot;red&quot;</span>)</span></code></pre></div>
+<p><img 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/tZG85n2bJly3Si0bMe9mdMchmLF2Vv/KS81tlYv7jvTeIPwRgD+Hu/Uba/3HDsG2+8oe159tln8dUyAcX0O/p+9Em2LFy40N1u4+eum/3ts3BwSuOF5MYt/o57vv76a3fdTGA0/Yw+zR5z4D727t3bbopOVKPPtO8vJsPtz+j75s+f7z4W/SAml+39nv132bJl3cfxQ2AEqIAFxotH/0fgmWeecf8z2v+UeMc/O2Z5MFPlKfbDF8cMGDBAH2rGJC+BEtarVy9dTcGMoL06g9kYW0yEJVW6jOOvhZkoKApYpbDLhwIISe5B5q2jta/t+b5hwwbL2GDrCos9ADdL7pYxxdCyMANmi/1ARR0efvhhVaqwEoZVwdmzZ7vrhtU8zD5hlspmcf/999uXsQIp032Sxwd/y/rxxx/ddZo4caL7CjNnzrSM2Y/Okn377bc6q/XVV1+5jzW26Ra+G4drPccbS08FDB2XvZpmTFPd18EKJxhgFfHxxx93b8eKGcRfDhisef4GV61apdfFNfxlgWOx+op7h/ri9wTBzGm5cuUsY1ZjGTMo3cY/JEACoSXgqYDZz3Rv7/i/h/j7LMOxKT0v0vtZhudNcs/acD7L8Ly2B+Ho40wEYbViee211yzjbqDPydtvv10ny2DdMmnSJPfzG30Jzve0DgF3T7H7PdzT1IwBArnfgXBDHbFCinph9Q8yfvx4d9tWrFih2/AHli44DpOJdlv97bNwfkrjheTGLf6OezwVMIyfbGUYfSuUZ9QbE922YJUZ26BY4f5hEhTWKPbKJ8ZA6BNh4WJPkGMCHeMzjG9spRXXWLx4sX1ZvgdAgApYALB4aEICmA2DSR4eRvgn9Hzddttt7gE4zrIfvvjn9pxRwj85zsOMCzoiW/Cgx3ZPJcXeB+ULgk7VOFa7yzXR8HR7cg8ybx2tnpDMH7scE53LMv5s1n333adloQ22eD5QP/nkE3uzvjdq1EiPxwPORIhy7/NUGg8cOODejg/+lJnghP+++FuWsd92z2ShHVjNe/fddy3j5+btsm62JqJlgv3eWHoqYMOGDXMf79kZepp0eK6kYpbPU/zhgE7c/s1hAGOLvyxwPJR++xr4rQ0cOFDvtW1WaV+T7yRAAqEl4KmAYQCJ2XlvL/zPQgJ9liX3vIiEZxnaYz+HPJ+14XyWTZ061V2HkSNHokpuQT9h1882M/RcDfJcLXGflOhDWscAgdzvQLihmiZYmPaLmGiFoCxb6bTvx8mTJ91m78b/WY/z/ONPn5XSeCG5cYtdhn395MY9ngpY48aN7dP03XangEUKBGMwW9nG5KqnwDIHE5q2CwnMK+17b09+4HgoYbbLyGOPPeZ5CX72kwCDcJhfFiV1BEqXLi14mX9mMbMiYmaKZPTo0YJ8LuZhIGYGTYwdcoKLm5WGBMEN7KAWiJZo7JDdxxo7aP2M0MSeYgbq6qhqHhLqNOq5z/zmPb+m6bN5yGnYdWOSIcbkRTzr4a0cM2DQPGiehRqlQL+aVUExpn3uXWamyf0Zjq92xKNAy3RfxHwIpCzzEBUzeyVwGEa6ALyMAiyIaPn888+7IzF5Xj/Qz8as0H2KfY+xwdNx177H2O7JNy0ccK1AWJgVMDGmTnLixAkxfgD66t+/vxgTWWnSpIn+fuEcTSEBEggfgTp16sjcuXNTLNBMIAmfZaL9IPqQtD7L1q9f7+Zt/Hfdn/EB39FPQJDyw/g/6efU/EntGCCQ+x1IH2B82wQh9M0EqxiFX5uEsvD8f+uttzTiM/pKYyWiYepxQOvWrRM0PdA+y9t4IcEFE30JdNxj/OITXMFul93PYtxhJrz1GORx9RREr/YUmyW2GUVbo13b+80qoH7E9SiBE6ACFjizDH2GMTNQJQuRAc2sipigGho1B5GD8EI4WuQCgVKGB3piBczMuiTgh4E/BANeX9KxY0cZN26cHmaCJohxANUk0NgOgaITDNm3b5+YmSqNtIioSPiMhxKUMTMz5LUcRITEQ9VT7IeTWQET7LcFn+3w/OAESU2Z9vXwHkhZxrdA7x06F0SxxEMZSqXxRdCOFgMfY57gefmAP3veZ/se4yK+7nNaOaCMQFiYlVqdPEDENbTbzELiEhpiH9s2bdqk+xPfWz2If0iABNKVAJ9lon0tbkJan2WeE2XoszzF8xnuuT01nz37BpxvX9tX34Bj/b3fgfQBeMZDEoefRyod9JGYMEV0QqTfgSBPmDHJ08/4k5o+y9t4wX3BRB9SM+5JzDjx/TSmhe5SbKXMvSHRB5slNiNSsudYxuaAKIuUwAkkHDEGfj7PyGAETIACMSZ0Yky0NNw8ZomwzRazdK+DeXyH8uKv2A/h5I7HDJOtfLVq1UqM/bkeunv3bvcpwVLA0D6EuceK3P79+wU5aSBQKCHeyvHWViiiZvleWSF0P0KbQ8AIYe09O7zUlKkX++9PIGVB6TOBN8SYkGhbEH4X+duM3btezUSpTKKAeVv18yzf38++7nNqOXjWLxAWqDdW4tq1ayfGd08OHz4sWF01JjiCmVEkFsc9BC8KCZBAZBFIzbMMLfB8XqS2RbH2LINiYXyBFAcUDqwu2mJ8fOyPIXsW+uKJCvh7vwPpAzAJCUmsgGFFzASD0Qk4EwxMJyhxHFYaPSU1fZa38YLnNe3PqR33+GKZJ08eHd9A+cIYx1PQD8Ia5M4775Tu3bsnSK6NNEPoG23BOCmUaYDscmL1PThLBrFKh+1KQgBL2Sa6kG5HLggkDjS242qWgAG8cRjVRMw4AP+swRIkfbTFhFa1P8rkyZPdn02QC/fntHywy8KskfFv00uZwBGybt06/YwcZ4kl8QwT9ttmHFBWjU+UrjRh5gnbMYuEXDdQxiCpKVNP/O+Pv2XBhACKHxIrG38nzeFmQgrL4MGD3Qqzp0INRRFiHKDVZMFOvvxfsUF/C4SDXTdUAvlkTOAXrY+/LHAwOlkoxnjHqi46bsx81qhRQ6+FP/ZvwL2BH0iABEJKAANPTBAl98L/e2qfZai45/MiVA0J5FmGOtjPM89nbTifZaVKlXJPLsJEHRYBML0z6WHE+PcqJqyyJVZUQsUv8XUDud+BcMMKGBQWuFMkFvQFEFiHQEz0PzH+TvrZ/hPofcZ53sYL9vU83+1rY1swxz2YRLbNSE2gMU2ifebMGVU2TQodmTNnjkyfPl3HKSYipOaCQx0wOYsJSQjOM0E5dALenhzXHfzjPwEzE0QhgYAIIHqhMRdwO2aaX1uSz4gIaAbr7uvaDrjIgeUpCHyA85EPylPsMLB21B5cyw59ah6WFsLRmlkcPRffcQ3kpIAYMzJ3fVKTBwz5M+w2wTkX4WxN5+gOV459djRA26kWYdcTi5ld0siC9rUQEtYzLDuiTNkSSJn2OZ7v/pZlzAk07LxdJzA0HY87SpKZmbM8wzwbRc3NApxtnr4c1xcsWOCunmcYXfNgd2/3dOI2K3C6PRAOyCdntwN1M52KBjHxlwUKNJ2M+76i7WBhlDD3dY0viru+/EACJBA6Akbpcv/f2f/Xyb0jamugz7LknheR8CwDVW/P2nA/y/A8NMqB+z54fkauKET8s8Xz+W2UI3tzsu9pHQMEcr/95Ya8pfiNJR5/2I1A5GIEgrF/h8hjmlgC6bNSGi94G7cEMu7xDMKBYFKegsjUaANSrNiC45HOx26b571Gf+rZV+P/zXM/gqehv8W5+Gwmpe3L8j0AAoyCGAAsHvp/AggljuhAxjfG/Q+Mf0aErzU2yxYegJ6S1ocvroVwsAgXbj8wkD8KyX/tfB+InAjx9iDDdm8dLbYnFkRjNKaV7nLw4EFbUZZdNiL4QVJ6oGI/HkyIFImIgzgXDy3kuEGoek8JpEzP8zw/+1uWCThhGV+9BCkAUDcovciL5Sl4CJsVM607HsrGJEF3e2PpGQUxtQpYIBzQXiji9j0BYzuao78s0Bi0EZ2IfR28Gxt6q1u3bhoNy5MHP5MACYSGQKAKGGoRyLMsuedFJDzL0JbknrXhfpbh2Y0JVExI4VmI/s+sjlnGVA3VdEu4FTAUHOj99tX3QrFAG40JurtdiT94plExLg+Jd2v05mCMF5Ibt/g77glUAUNDEOEQ9xZ9u93/YVIWXBILIiMiv5h9LJI8I9pi4t9F4vP4PXkCcdhlwFNIIFUEYF6HCDgwTTMKkDuKUKou5sdJKM/kqVL7ZfOg8OOM1B+CNsFUBe3y9NdKzRXxbwYzRpj32b5g3q4TjDL9LQtRkNA+OBmbHGcJfPk86wYnXES1BG87mpLn/lB8DoQDAsOYEL3qq2c6hwTV8ZcFTkIkLJj/4B4hiiMDbyRAyS8kELEE/H2WoQEpPS9C0cBAnmUpPWvD/SwDUzz34QOd1v4v2FwDud8pccPYBb8HmJ4jOmNaJJD7HGg5oR73GCVf7zUi/iKgRuJ+1LO+MEvFuKFgwYJuk1XP/fzsPwEqYP6z4pEkQAIkQAIkQAIkQAIkQAIkkCYCDMKRJnw8mQRIgARIgARIgARIgARIgAT8J0AFzH9WPJIESIAESIAESIAESIAESIAE0kSAClia8PFkEiABEiABEiABEiABEiABEvCfABUw/1nxSBIgARIgARIgARIgARIgARJIEwEqYGnCx5NJgARIgARIgARIgARIgARIwH8CVMD8Z8UjSYAESIAESIAESIAESIAESCBNBKiApQkfTyYBEiABEiABEiABEiABEiAB/wlQAfOfFY8kARIgARIgARIgARIgARIggTQRoAKWJnw8mQRIgARIgARIgARIgARIgAT8J0AFzH9WPJIESIAESIAESIAESIAESIAE0kSAClia8PFkEiABEiABEiABEiABEiABEvCfABUw/1nxSBIgARIgARIgARIgARIgARJIEwEqYGnCx5NJgARIgARIgARIgARIgARIwH8CVMD8Z8UjSYAESIAESIAESIAESIAESCBNBKiApQkfTyYBEiABEiABEiABEiABEiAB/wlQAfOfFY8kARIgARIgARIgARIgARIggTQRoAKWJnw8mQRIgARIgARIgARIgARIgAT8J0AFzH9WPJIESIAESIAESIAESIAESIAE0kSAClia8PFkEiABEiABEiABEiABEiABEvCfABUw/1nxSBIgARIgARIgARIgARIgARJIEwEqYGnCx5NJgARIgARIgARIgARIgARIwH8CVMD8Z8UjSYAESIAESIAESIAESIAESCBNBKiApQkfTyYBEiABEiABEiABEiABEiAB/wlQAfOfFY8kARIgARIgARIgARIgARIggTQRoAKWJnw8mQRIgARIgARIgARIgARIgAT8J0AFzH9WPJIESIAESIAESIAESIAESIAE0kSAClia8PFkEiABEiABEiABEiABEiABEvCfABUw/1nxSBIgARIgARIgARIgARIgARJIEwEqYGnCx5NJgARIgARIgARIgARIgARIwH8Cl/h/KI/0JDB69GgZP368ZMuWzXMzP5MACZBA1BH4559/5Pz585IpUyaJj4/X+l9xxRWyZMkSyZIlS9S1hxVOmQD7r5T5cC8JkEB0E4iG/osKWCp/Y9OnT5c33niDClgq+fE0EiCByCCwaNEimTJliowdO1ZuueUWd6XKly8v3377rRQtWtS9jR9igwD7r9i4j2wFCZBAUgKXnD4j42vXifj+iwpY0nvn15ZLLrlEsmbNKg8++KBfx/MgEiABEog0AhMnTpQZM2bI9u3bJV++fAmqV6BAgQTf+SV2CLD/ip17yZaQAAn8n4B17Jg4n3haLuT+/2Ti//dG1if6gEXW/WBtSIAESCAsBMaNGydDhgyRDRs2JFG+wlIBFkICJEACJEACQSJgGYsNZ8ny4mjfVvZkuipIVw3dZaiAhY4tr0wCJEACEUngzTfflGHDhsnGjRvl1ltvjcg6slIkQAIkQAIk4A8B68AX4iz9iDie7yOObp39OSXdj6EJYrrfAlaABEiABMJHYNSoUYIXVr5y584dvoJZEgmQAAmQAAkEmYC16zNxVq8tjpHDxPF4oyBfPXSXowIWOra8MgmQAAlEFIHXX39dg21g5StXrlwRVTdWhgRIgARIgAQCIWBt3iLOuo+JY8pEcdSqGcip6X4sFbB0vwWsAAmQAAmEloDL5ZIXX3xR3nvvPV35ovIVWt68OgmQAAlkVAKWZcmff/4pP/30k9x0001y1VWh8cdyrVotrqYtxfH+dHE8UiHqcNMHLOpuGStMAiRAAv4T2LFjh9xwww3y6quvyoULF6RIkSKycuVK/y/AI0mABEiABEjADwJ//fWXNGjQQG6++WapUaOG5pHs16+fH2cGdohr4WJxNWkh8QvnRqXyhdZyBSywe86jSYAESCBqCHz//feaKgMK2NGjR1URW79+vSDH18yZM+Xxxx+PmrawoiRAAiRAApFLABN8mTJlkpIlS8qJEyfksssukzNnzkiOHDnkt99+EySAD4a4ZswSV48+Er9qmcTdE715KrkCFoxfA69BAiRAAhFIoFy5cpIzZ07ZvXu3Kl+oIrbt3LlTunfvritiEVhtVokESIAESCDKCEyePFluvPFG2bx5sypfqH727NkFJvAI+rRmzZo0t8g14S1x9Xle4tevimrlCyCogKX558ALkAAJkEDkEXjhhRcEK2BQtq6//voEFbz//vu1Y/zmm28SbOcXEiABEiABEkgNASheQ4cOTXJqXFyc1KlTRzZt2pRkXyAbXMNHimvo6xK/aY3EFSoYyKkReSxNECPytrBSJEACJJB6ArC5X7hwoTo/X3PNNV4vBHMRh4NzcF7hcCMJkAAJZBAC8NsaP368wDwdq1WlSpVSC4nLL788IALoT5xOZ5JzEJTj/PnzaQrG4XxxoFhz5kn85rUSZwJ7xIKw942Fu8g2kAAJkMB/BJ599llZsmSJmnyULl3aq9099h8+fFjy5ctHbiRAAiRAAhmUABQuWESsWrVKWrVqJR07dpRp06bJFVdcoX5bgWCpUKGCTJgwwX0Krt2zZ0+59tprdWUM+ScRjTcQgfLm7NZTrCVLjfK1LmaULzCgAhbIL4HHkgAJkEAEE+jdu7csX75c1q1bJ1j5Qt6v5557TnN/Xbx4UWv+wQcfSK1ateTjjz+WSy6hEUQE305WjQRIgARCSqB58+Zy7733ar9Ru3ZtqV69unzxxRfaRzRp0kRXxPytQLNmzQTmhpUrV9YgHGXLlhX4hZ06dUoGDBig5vCDBw+WJ554wq9LWkaBc7VuL9b2j//1+TKKXCwJe99YuptsCwmQQIYl0KNHDzUhWbt2rUadAog77rhDTp48KXXr1hXsR+dYqFAhDUOPWU8KCZAACZBAxiQAc0FYQ/zwww9JAMydO1dXrpDPK0uWLEn2e9tw6aWXypYtW6R9+/aSN29egWkjVr+w6tW/f389BWUWLlxYA3I88sgj3i6j2yxjIu9q1lLk11MSv2a5xIUol1iyFQjDDipgYYDMIkiABEgglAS6du2qHR+iTCHqlKdgJQwRqODzhc4PpiVQxCgkQAIkQAIZl8Aff/yhVhDZsmVLAgEh5BFB99dff/VbAcNF0LfADBHvt912m6Bvio+Pd18ffmJYdVu9erUkp4BZxl/M1dCkSDHHOpYulLgAfdHchUX4BypgEX6DWD0SIAESSInAM888o+aE6NC8daQ4F50hOlQKCZAACZAACYBA5syZBatWhw4dkgIFCiSA8ssvv8iRI0c0rHyCHX5+gck7Vs48lS/7VPRFmBD0JpZRCl216ovccL04pk2VOGMmDyVw69atek6JEiU0ybO3c6NtG33Aou2Osb4kQAIkYAjAOblDhw5qVw8H6uSUL8IiARIgARIggcQEoBxhhapgwYJy7tw5924oR0hdgoAcgUZCtC/y8MMPy5w5c+yvCd779u2rkRYTbDRfrNOnxVmpusht+cXx3juqfL3zzjty6623yrhx42T69OmSK1cu6datW+JTo/I7V8Ci8rax0iRAAhmZAJQv2Nnv3btX/bn8tdHPyMwive2Ycb7K+DlgVppCAiRAAuEggKi59rMHE3oIzLR48WJ58skn5Y033kh1FRDA49VXX3VHU8SqF0LRV6lSRVewEPDDUyzz/IPyFVexgsSP+DeX2IoVK7QeX331lZoz4vjffvtNJxvR5w0aNMjzElH3mStgUXfLWGESIIGMTADKV5s2bWT//v2CDorKV3T9GhB9smbNmvL7779rxeEEn9c4rGPGGf57CI6S1oSl0UWEtSUBEkhPAiNHjpR9+/Zp0CasNs2fP1+mTp2apiph5ezAgQNy3333SaZMmeTOO+/UyLy33HKLfPPNN2oWbxdgHT0qzlLlxVG/rlv5Qj/Xp08fVQbhS2ZL1qxZ5fjx4zJmzBhBgJBoFq6ARfPdY91JgAQyFAHkVUGuFnRgCDePjo0SPQR27NghDz30kM4Co9bbt2/XCJVFixaVTp06qbnPvHnzNIzzypUrBXncKCRAAiQQagJQkPAKpsDEEVERz5w5o0rTzTffnMRU3jJ9mbNCVXF06yyOrs+4i4cChnD4NWrUcG+zP9xwww0CRQ65LIsUKWJvjrp3roBF3S1jhUmABGKJAGzb77nnHo04hXfM7HkTKF9PPfWUdjofffQRlS9vkCJ826xZs3T1C/cPK5dvvfWWYDABxQwJSxFQBRErS5YsKfB9oJAACZBANBNAAKgcOXJo6PnEfsrW/gPiLFNRHC8+l0D5stuLCUbkEPMmP//8c9Rbf3AFzNud5TYSIAESCAOBSZMmqaPz+++/rzOER40pBgbh3333nXTp0kUTKiNUMBJlQlH78ccfZdmyZXLllVeGoXYsItgEdu7cKfCNsAUzw/CFSJwQG8eMHTvWPozvJEACJBBTBKydn4qzRh1xjBohjsaPJWkbFLdKlSpJ69atZcGCBQn2I3AIcoxhRS2ahStg0Xz3WHcSIIGoJbBu3Tr15UKCynbt2snnn3/u9gsaPXq0Oh3DDG3Pnj2CiFIwOYRzNJWvqL3lcvfddwsSnMIZHVKuXDm9p8jPZgtMb7BChiTaFBIgARKINQLWps3irF5bHFMmelW+0F4oYLAQWLhwoUZp3LVrl/qUIYLiqFGj1Aw/8cRVtHGiAhZtd4z1JQESiAkCCKBRr149GThwoHYmU6ZM0VWP2bNna76T/Pnzqxna2bNn1ScIuVDSEpUqJqBFeSPgVI7Ilchlg1VPKNaFChWSsmXLCu4/wjbXqVNHEJgjVkItR/ktY/VJgASCSMC1YqU46zUSx/vTxVHThJxPQWCyiMmqatWqaTTE+vXry4kTJ+Tbb79Vk/0UTo2KXTRBjIrbxEqSAAnEGgGE0924caNs27ZNQ/U2a9ZMB94wrcDMHhyQEUkK4Xtffvll+fDDD+Wmm26S5s2bS+7cuWMNR4ZoT548efSev/TSS4L77bnyBWd1CMxNsdKJaIgUEiABEogVAq4Fi8TVtqPEL/lA4h4s4Vez0AfG6sQjFTC/fgI8iARIgASCSwAD7AkTJmiYXnQyZcqUEfiAwa4dfl8QBGhYs2aNmqONHz9eg3UcPHiQClhwb0VYr1a4cGGZOXOmvPnmmxpQ5dixY4JVTijXiOyFpKgUEiABEoglAq7pM8TV61mJX7VM4oreHUtNS3VbqIClGh1PJAESIIHUE0CgBeTzypUrlw6+Ef0OCSdt5QurYP/8848WAL+gYsWKqZ9Yzpw5U19oBj4TOWMQvj9fvnxy6aWX6upieuK45pprNC8O7iuFBEiABGKVgGv8RHENGSrxG1ZLXMECsdrMgNsV1T5gGJQkJ+fOnRO8KCRAAiQQiQQQTANmaLBpP336tFStWlUeeOABQe4Uh8MhN954o+aIQrAOSF6TrPeXX37RcL6R2J5IrRNWFRs0aCCZM2cW5NtCclD4YiHsO8w9KSRAAiRAAqEh4Bo6QlzDRkr8pjVUvhIhjkoFbNq0aYJs3VdccYUmtbRt5z3bhtnlFi1aeG7iZxIgARKIKAITJ5ooUEbZQo4vJOi96qqrNMohvv/www8adv7QoUPSvXt3mT9/vpQqVUp9wiKqERFcGawg1qpVS8Bw5MiRyhfVRYLjyZMnC8IZh1Ow2oV77M8LyjmFBEiABKKVgLNff3G9/a7Eb1kncWYCkZKQQNSZIK5atUoVK0SNatq0qUaSgu8EwlJ26tQpYev4jQRIgAQiiMDvv/+ufl8ffPCBfGdyfUH5wmQSVuuRgPnixYsagOOnn37SCIgIuYvkzOVMuHIoDXhR/CewevVqgY8VFDBE1ELIfwiiaWXNmlX7ElhSIORxOARKIMqGYtivXz+9/8mVW6AATXWSY8PtJEACkUsAz1RX1x5ibdoi8ZuN8mXMrSlJCUSdAoYZ4ypVqmhOHDRn8ODB2qkieWmWLFm46pX0HnMLCZBAmAlgQgihxBE6HkEXoEghuMK1116rUe527Ngh7du3VyULyXhhCodoh/iMKIcIvgF59tlnZciQIRqSfNOmTXrNMDclqouDT92dd96pylfihhQvXlyTX0MRhhIcDoECvXnzZlWqEQERZpAUEiABEogVApax3nC1aifWwUMSv36VxJmJLop3AlFngvj9999LzZo13a3BzOWgQYPkueee04zZmPGkkAAJkEB6EXjxxRdl6NCh7mh2SKqLBLy33367KlZQvuCHNG7cOFXQsAqG/Vj9yp49u+zcuVNXwVD/tWvXamQ8KF/Hjx/3qkikVzujoVwoVjBRh59dYkEeLgQ6QdTJcApWtjBxiFD0UNApJEACJBALBKwLF8TV2JhO/3D032iHVL5SvK1RtwKGUL0YlCQ2N0SeHPhMwNkauXUoJEACJBBuAggtjsE1Vq3wWrRokSD30+jRo/X12GOP6Qr+HXfcoatejz76qFSvXl2WLVumJohQFjAwRwAOmCvaCScRnhzKAiUwAhUqVNAok2AMPzr41mFVDKuTSAEAX2GsPIZb4Ht23333JcgDFu46sDwSIAESCBYByyRMdtVvJKajEsfShRKXDs/VYLUlXNeJuhUwdJjoPFu3bi2fffZZAk5Tp05VXwn4h+3duzfBPn4hARIggVATQLLkHj166Io8zAmhAOTPn19gIo2oh/D9woAfIdFr1Kihq1uzZs1SX6AcOXLodkQ7RF4wmCsiKiJWcah8pe7OIfLhggULVNFB34EQ/whuASUXAU1gKpoegkiX5cuXl+uuuy49imeZJEACJBA0ApZ5rrqq1RJjwiGOD+ZQ+fKTbNRNqTZq1EgdqrHiBZ+ve++9191UDFJmz54t7dq1U98KzDBSSIAESCBcBKB07d+/X58/GGTbAjM3BF647bbbZOXKlTpBhM+IxIcVGUTFg6Jw11132afwPUgEYN4Js85PP/1UWUMBhl8YViHTW+CsfvLkSU09cPXVV6d3dVg+CZAACQREwDIpVJxVH5W4e4qKY8KYsAU0CqiSEXpw1Clg4PjCCy9Ir1691GE9MVfMHL/99tuqhP3888+Jd/M7CZAACYSMQJEiRWTr1q26euVZCFa/4K965MgR9fU6e/asrF+/Xs4bsw0E54Ap4pw5czTsvOd5/Jx2AlBy4O/14IMPCgJvQDp06CCdO3eWQoUKpb2AAK+AqIwwScVkIT7D9w+CqIxY/axYsaIMHDhQ85YFeGmBj/Qnn3zi8zSY6yM/GoUESCA2CeC5gv9x+L/CCiMUEzyWGWM7K1WXuCqVJH7Yq7EJMoStikoFDDyQA8yOFOaNT4kSJbxt5jYSIAESCBmBLl26CEyhR4wYIUigvG3bNl3dQuANPLNgegiFAAmVseqFABxYHfv888/V3wu+X5TgEkDUXCi7eOXLl0/579mzR6AsDx8+PKy5wKAgwfQRynjDhg21PhgY4fupU6fk8OHDMm/ePM35tmbNGh04BUIDPoNQ7HwJ0hwgND+FBEgg9gggYBOC1aGfQf+C/gcTTm+88UbQVqgsM4njfKSqOJo3FccLz8UexDC0KGoVMF9s4MAOk0TMPAci6JTQUfsSdJTo7JA8lUICJEACIABzNyRMRq4nrERgsA1/VDyPbEEYcrwwO5kzZ059hmB1BibVlOASgHnnhg0bZN++fWLn1YKyg2AnWIVCmH+shoUrEMewYcMkr1nlQrReWGt4EwRvqVatmkybNk1Xwrwdk9w2+JXh5UvwW6P/mS9K3E8C0UcA1hUIVoegQ5gIhMD3Ff/zePZBCUurWF9/bZSvauLo3kUcXZh/N7U8Y1YBy507t1SqVEnNegKBA3t8+Ar4EoQPhjkRhQRIgARsAjD7QLAHRGPFSgaUL/h6wQwEK1/wXS1ZsqS+7HP4HjoCWEUqVqyYW/nyLAnBOLBiiec47lE4ZPfu3ZqrMjnlC3W49NJLpWXLloKImjBFpJAACZCAvwQwgYNVf1v5wnkIRoS+Cc+5Fi1aJIid4O917eOsffvFWbmGOF4aII6nWtqb+Z4KAjGrgCHqGPLuBCoPP/yw4OVLZs6cmcTPw9c53E8CJBDbBGBihmiGc+fOVf8umCEiZQYUMgymy5Urp/6rsU0hcloHH6+PP/5YU5QglL+nIGIlAqWEMw8Y+hasviGKb0qCVCvhrFdKdeE+EiCB6CGwfft2rxM3eNZBMYNZvGfwukBaZu38VJw16ojjzZHieKxBIKfyWC8EYlYBQ3JmCgmQAAmEkwBW0LH6/vfff2uer379+kndunXV1wgBN+DnQwkfAZh2wle4efPmggTZMEPEfYB5KO4N/LACNVNPS+2xOgolDAGimjZtqj5e11xzjfoC4rfx3XffyYwZMzQvHMwUKSRAAiQQCAE8z+Br7E3OnTunvsje9vnaZm3cJM76jcXxzmRx1Kjm63Du94NAzCpgfrSdh5AACZBA0AggsEO3bt10xQX29jAlwyAbgR4g8C1FxENK+Agg8AmiUiLn2iOPPJKgYKxKjhs3LsG2UH+55557NOBK27Zt1RQIiaETC6IgIlUB8llSSIAESCAQAvABhak7nnmegsA78CsdMGCA52a/PruWrxBX86fEMWeGOMqX8+scHuSbABUw34x4BAmQAAmkSADRpjC4HjlypCZORiQ6rL5MmjRJE/8i+h4CKyBAByW8BGB6iCiTCHoCHyyY4sA0EQmu00PghwHfNOSFg/8ZVr0uXLigjvO5cuUSrIhRSIAESCA1BDAJiABDCLiBZwsCcmASCubvmHAK9Lnnmr9AXB06S/yHCySuxAOpqRLPSYYAFbBkwHAzCZAACfhLAKspULZq166tyZXhvwM/Hqy6IMcXVjrQ+dWrV8/fS/K4IBOAcoNXpAgiL0IZC1cAkEhpN+tBAiQQOgJ4rmCyqWPHjmrujIBxiIfw7rvvyhNPPBFQwa53p4urbz+JX7lU4oreHdC5PNg3gahTwBDR6sCBA75bZo7AYOe9997z61geRAIkQAKpIQB/r507d8qsWbPUbOyxxx5TM49du3Zp/hX4G61atUpXxFJzfZ6TNgKY/UXoZQxKsOqUWHDvIk1Sm0Yl0trB+pAACYSfAFa/MOGXFhNr19jx4npthMRvWC1xBQIPaBf+VkdfiVGngMHEBzl20JHCiRqJTJMTO+9Lcvu5nQRIgATSSgDh5bHCBd8d+HzhuQS577779IWwwDADoYSfwA8mWWjVqlUlW7Zsmm8ta9as4a9EKkpMbRqVVBTFU0iABEggAQHXq8PENWmqxG9aI3F58iTYxy/BIxB1Cljp0qU1iSn8LZxOp/Ts2TN4NHglEiABEgiQwOnTp/WMokWLupUv+xLLly/XJMwMKW4TCe87fK0wSQcfMKQHiBZJbRqVaGkf60kCJBCZBJzPvSDWoiUSv2WdxJkIspTQEUh++Sh0Zab5yljZGjx4sLz00ksC+1YKCZAACYSCAJ4vCxcuVPt5mBRitctTjh07JmXKlJGWJnEuAm94mjxv2LBBA28sWWI6MxP4gRJ+Arhf8PuKJuULlJBGBaHzKSRAAiQQDgJ4Vjqf6SbWytUSv9GsfFH5Cjn2qFTAQKVr166yePFiXQULOSUWQAIkkOEIbN68WRC9EME1oEzB/zSPMce4ePGisoBPEUKFt2vXTiZMmCD79u0TrFxgtQvHweEZUQ+xak9JHwIIyfztt9/K/v3706cCPkrFoOfEiRPMD+eDE3eTAAmEjoBlrMlcT7UR6zMTJXbtColjJNbQwfa4ctSZINp1x4wyOlcKCZAACQSbAEzWoDghGa6dP2rKlCmSOXNmjXQI5+YKFSqowoXJIMidd96pK/JYFYOSBj8ernwF+84Edj3kAUPyYyjKjRo10tWwxPekd+/egV00jUfj94Ew0VgxtX8ruCT80/Lmzau+hAMHDtTfWhqL4ukkQAIkkCIBy8RTcDVtIXL2N4lftUziTCJnSngIRK0CFh48LIUESCAjEnjllVfUzNlWvsAAkaX++OMPVawefvhh6dOnj3Tu3DkBHvgbIe8UJTIIIDn23LlztTKe5qGetQunAvb9999LqVKl9LfUsGFDXWG9+uqr9fupU6fk8OHDMm/ePF05hf9a/vz5PavKzyRAAiQQNALWuXPiqt9I5PLLxYE8XyaEPSV8BKiAhY81SyIBEogSAjBZe/7555PUFgNoBN3A4Dmx8pXkYG5IdwJVqlSRs2fPpns97AoMGzZMV7mwsnq5GfR4E0TNRNLuadOmCVbCKCRAAhmPAJ5bmDT67LPPJEuWLPpMqFy5ctBAWL//Ls5H60ncLbnE8c5kiaOfctDY+nuhqPUB87eBPI4ESIAEAiWQPXt2+eWXXxKcBl8iBNy48cYbVQFLsJNfopKAHcEyXJXfvXu3+gYmp3yhHpdeeqm0NEFdEEGTQgIkkPEIwNICCdrhe/zQQw9pGhNMJvXt2zcoMCyz2u58pKrE3VFIHNOmUvkKCtXAL8IVsMCZ8QwSIIEYJ1CzZk15+umn1SQMTf3666/V56t69eoyceJEgQkiJToIYLVp7NixcvLkSXfQJqQw+euvv+TQoUOCRNrhEvxutmzZIq1bt06xyLVr12owlxQP4k4SIIGYI3DhwgVd8UIfNGfOHHf7OnXqJFdddZUqZq1atXJvD/SD9dNP4qxUXeKqV5X414YEejqPDyIBroAFESYvRQIkEBsEkF8QARHg9zV16lQpWbKkFC9eXJWvvXv3ClbIKJFPAImYa9WqJVu3btWVJQRXucGEVz5z5oxGrYSvXzgFAUEwqIKJIcyLtm3bpkogFPyPP/5Y99WuXVumT58uXbp0CWfVWBYJkEAEEIDfKqwskL7EU640wTEwmYT+KLViHTkiztKPiKPxY1S+UgsxiOdxBSyIMHkpEiCB2CCAYBrr1q2TXr16Sfv27bVDRAREmJAVKVIkNhqZAVqBVAIul0u++eYbXf3KmTOn+lZlypRJ7yvMSsMp99xzjyaFbtu2rbRo0ULrlrj8ihUrysqVKzVyY+J9/E4CJBDbBBAZ9cEHH/TayIIFC2rkVK87fWy0vvpanBWriaNnV3E809HH0dwdDgJUwMJBmWWQAAlEHYEvv/xSZs6cKZMnT2ZS3Ki7e/9W+Pjx41KiRAl3SHfMLO/YsUNTC/Tv319XOUeOHKmrY+FqInw7EOHwHxP++YiZkf7uu+8EZkc33XSThsm/hjl4wnUrWA4JRBwBRNHFSr03wXYklg9UrL37xFmlpjheHiiOJ03I+TTI8OHDZfz48YI8mHhmwV8Vz1JK4ASogAXOjGeQAAnEOIEDBw7oIB2dTdOmTWO8tbHbvFtvvdXtx4dWFipUSH2wkF4gR44c2nAMJHBcuOUyE/IZyhheFBIgARIAgbvvvluwUg/T6cWLF7uhICpijRo1dAXfvdGPD9bHn2i0Q8eYN8TRsL4fZyR/CPJfwioEkRmR9xKm04ULF1ZzbjvdR/Jnc09iAvQBS0yE30mABDI0gX379qnyhZURKl/R/VNABDH4e2GWFhEP8R3h3TGTPHToUB3owNePQgIkQAKRQOCSSy6RFStWqA/YHXfcoUnbBwwYoBM1mBBs3ry539W0NmwUZ4064nh7UpqVL5jkd+zYUc6fPy8wpUa0VtQPJt4wzZ8/f77f9eKB/xKgAsZfAgmQAAn8RwADc/jgjBo1Sho3bkwuUU4AATemTJmiId1/MtG/4M+HAUPRokU1xxZ8sRBohUICJEACkUIga9asquj06dNH/VcvXrwoixYtkh49evhdRddHK8TZ4HGJnzdLHCbiYVoFZtNQBBOn0MDzEwGDsJ8SGAGaIAbGi0eTAAnEKAHM4lWtWlVDltevnzZTjRhFFJXNQtJsRBaMj4/X165du2TVqlVy//33S758+aKyTaw0CZBAbBOAooOVe7z8EShplmXpypRr7nxxdewi8UsXStwDxf053ecx586dSzb6L8LjYz8lMAJcAQuMF48mARKIQQKwaYfyBediKl+xd4PhbwUFDIIUAlDKqHzF3n1mi0ggoxGAyXyFChUkW7ZsgpWzQfkLyD9QvtYsD5ryBaaIzPjhhx96xTt48GA17/a6kxuTJcAVsGTRcAcJkEBGIPDpp59qXqZJkybpSklGaHMstxH5tJDIGMmO4f/lyzm8b9++sYyDbSMBEohRAidOnJC77rpLhg0bJh999JHET5gkvw8YLHedOSFTz5yW0kFsd506dWTEiBECHzWsdsEHDCtuMNlHJFd/V+qCWKWovxQVsKi/hWwACZBAagl88sknGlkKyS1r1qyZ2svwvAgiAAXstddek7p16+rAAJ9TEipgKdHhPhIggUglgJX8bt26Sc+ePcU15DVxvT1Nsu/5RIaYVBtt2rQRRPMNlo8rFK4tW7ZolEYkhS5evLgmkS9WrJj8/vvvAisDSmAEqIAFxotHkwAJRCkB5F06ePCgdhaI3nTo0CF59NFH5Z133pHq1atHaatY7cQEOnXqJHhBrr/+ekHo5Hr16iVxHk98Hr+TAAmQQLQQQH+GySb4szqf7SfWkqUSv2mNxJnAQw1z59bAGEjqnJq8YckxgBk3TB4R0Ag5DHObcvCMdTjozZQcs5S2UwFLiQ73kQAJxASBPXv2qLKVKVMmzf+0bds2ueKKK2TBggXq+xUTjWQjkhBYunSpNGvWTH744YegDkSSFMQNJEACJBBGAjD/czld4ujSQ5DrK36jUb6uvtpdA6xYITBHsAUrakhojxclbQSotqaNH88mARKIcALff/+95i0ZNGiQfPHFF2ovf7XpqJDPhKFzI/zmpbF61157rV4BSUwpJEACJBArBC4zvlhzs2SXX9aul/h1KxMoX+jXTp06xUmnCL/ZXAGL8BvE6pEACaSNQK9evdRGHk7CmzZtUnO0OXPmCGzXb731Vs2tgnxRlNgjgIShTZo0kTJlyqhPWP78+ZOYInbv3j32Gs4WkQAJxCwBy5gfuh5vLg/myy+5P9kqk0yOMKz0Q7Zu3aqBMaCEIWAGJXIJ8O5E7r1hzUiABIJAYIdxSB46dKisX79ew49D+SpfvrxeuUSJEoK8UPQBCwLoCLwE0gssXLhQazZr1iyvNaQC5hULN5IACUQgActEIHTVayRy1ZVy7eZ18unXX2uI+GeffVYVLqfTKbNnz9bQ9BFYfVbJgwAVMA8Y/EgCJBB7BJAkErOB6KDmzZsnZcuWdTfyzz//FER0osQmAeR2wz2mkAAJkEC0E7BMtEFnjToSlzePON6eJHEmKEbhwoU13Qb8XKF8ITAGV76i405TAYuO+8RakgAJpJLA7bffLh06dJDVq1dL6dL/z4wCc0S8YIpIyZgETp8+rUFZMmbr2WoSIIFoIWD9+qs4qz6qyZUdY95IEF4eUQjz5MkTLU1hPf8jQAWMPwUSIIGYJbBy5Uq1iUfIXtjIb968WbJnzy7Lli2Txo0by4YNGyRLliwx2342TFTxHjt2rJw8eVJniMEEM8V//fWXpiL4+++/iYkESIAEIpaAZcK+OytWk7ia1SX+1Zcjtp6sWGAEGAUxMF48mgRIIEoILF++XJWuJUuWCBQw+H3B5wt5UTAgR/4UBGegxC4BmOXUqlVLlXCEZf78888FAVfOnDmj+WxeeeWV2G08W0YCJBD1BCwTxddZqoI4mj5O5Svq72bCBnAFLCEPfiMBEohCAr8b23gE00Dek/vvv1+2bNkiTz75pED5gtIFQcJlSsYigBVPl8sl33zzja565cyZU6ZNmybIB9e+fXv59ttvMxYQtpYESCBqCFiHvtKVL0fv7uLo1CFq6s2K+keACph/nHgUCZBAhBJ47733pEuXLuqMDOdjRDvMnDmzrF27VooXLx6htWa1wkHg+PHjqoDj9wBB8lBExXzkkUekf//+kjdvXhk5cqRgdYxCAiRAApFCwPp8rzir1BTHqy+Jo0XzSKkW6xFEAjRBDCJMXooESCC8BKBsNW/eXH25EFCja9eucs0118gff/wh27ZtC29MKX7EAABAAElEQVRlWFrEEUCet8OHD7vrVahQIV0dxYYcOXLo9qNHj7r38wMJkAAJpDcBa8fH/658mWAbVL7S+26ErnyugIWOLa9MAiQQQgJY3XjiiSekc+fOamb2wQcfqFkZfLtgYoaIh23btk2SeDeEVeKlI4zAQw89pP5eSMKNlS58hwlinTp1ND8YTBKxChYrAmUSfm6+BKa6CEJCIQESiCwCrvUbxNWwiTimTxVH1SqRVTnWJqgEqIAFFScvRgIkEA4CixYtkiZNmsj58+fl7NmzUrRoUVW0sOp17733ahUQ3RBBGG677bZwVIllRCABBNyYMmWKPPPMM9KnTx9V0KGA4feC0M0DBgxIEM45ApsQUJW+/PJLDTDj66QLFy7Ib7/95usw7icBEggjAdfSj8TVspXEz39f4sr8P2VKGKvAosJIgApYGGGzKBIggbQTgKkhVjA+/fRTKVWqlPrzfPTRR/LLL79o0A1bAUOkO6yEUTI2gYYNG0rt2rUl3iQtxQvBWrBKimAt+fLliyk4FStWFLx8CSYnoJxSSIAEIoOAa+58cXXqKvHLFklcceamjIy7Etpa0AcstHx5dRIggSATGDhwoEydOlVXupBkuV27dhpwA6Hmx4wZo6tevXr1EgTkuO6664JcOi8XTQSwIvriiy/qbwLKFwR54KCUxZryFU33hXUlARL4PwHX1HfE1aWHxK9ZTuXr/1hi/hMVsJi/xWwgCcQWgQMHDkjVqlVlxowZ8pNJUAlflu7du+sgu3DhwtK3b18ZPny4+sLYg+7YIsDW+EsA0Q3feustgaJerlw5TUXw559/+ns6jyMBEiCBoBCwLEv27t0rs2fPljVr1ghSp0Bco8aIa+DLEr9htcQVuTMoZfEi0UGAClh03CfWkgRinoDT6VQl6tixY4LOKjm5+uqrZfLkyerTs2HDBu3Ibr75ZjW9Qv6vEydOyKFDh7j6lRzADLS9WLFigt/T0qVL5aabbpIOHTqo6d1TTz0lMGWlkAAJkECoCcA6o1q1avLoo4/KggUL5Pnnn5esWbPKye69xDV2vMRvXitxt9NXOdT3IdKuTx+wSLsjrA8JZEACH374oebyQkcFRQwvzBIWKVIkCY3cuXPLoEGDZP/+/VKgQAHdD5NErHrB9HDx4sVyxRVXJDmPGzImAayCYvCDF2ad582bp7PQyAWWJ08e+eqrrzImGLaaBEgg5AQwmQhT+Msuu0x+/vlnd9CfXVVqyNGRo+TM5vVy2y23hLweLCDyCAS0AgbTDYS4RY6dv//+O/JawxqRAAlEHYGdO3fqzODEiRN1BezHH3+U119/Xe666y5Zt25dgvZg5QvPIKxmFCxYUJU0BON44YUXVPk6cuQIla8ExPjFkwCi/9lKPgZGl19+uedufiYBEiCBoBLYunWrjpdt5QvPHWeHznL3qdOyrGdXGfHe9KCWx4tFDwG/FDDkFmnQoIFkzpxZw/fCBwMhfXv27MlcItFzr1lTEog4Ai6XS5Uv5PDyjN5WokQJqVWrltStW1fNxjZu3Ki+PFj5gtkhkuu+9NJL+mrTpo1GQITZ4S2cSYy4e5zeFUKqAqx6IXLmjTfeqD6CSE0Ac9V9+/ald/VYPgmQQAwTgN8XTJ7j4uLEMpYdrieeEmvffolft1LK1qnNZ1AM33tfTfNpgojZQgyEkLgRiSxhuwpBktOnn35ac4nAyZlCAiRAAoESQOh4KGFQtGz54osvBME0evfuLStWrBD4d5UtW1bg+4XVsltvvVUPxbPIfh7Z5/KdBDwJbN++XQO2IOcVTA7ffvttqVevHldJPSHxMwmQQMgIwNcLfsmWGUu7GjcTOXde4lculThjJn/y5ElBSghKxiTgcwVs9erV6sQMh+WuXbtqaGegql+/vsydO1fgu5GSw3zGxMpWkwAJ+EMAyXDh72ULzDSgfL3//vvy6quvarLcK6+8UpWwU6dOybfffmsfyncS8IsAImR+9913mvsLybvpH+gXNh5EAiQQBALly5eX9cuWyZmyJj+f6e8ci+er8oVxM1bla9asGYRSeIloJOBTAYOD8p133inZsmVL0r7ixYvL8ePHtXNLspMbSIAESMAHATgnwyxs1qxZeiQSKmPFvVGjRhpm/tprr9XcXrCjHz9+vPs4H5flbhJQAg8++KDmAUPgFgoJkAAJhJvADZkyyYFbC8iC7dtkbMkScshMIq5du1YnFbt06aIm9uGuE8uLDAI+FTCY+9ihnRNXGbPUSHYKEyEKCZAACaSGwLhx4wQrE8iPggAcWAGDstW8eXO9HHy+MIDGswghxSkkQAIkQAIkEOkErF9/FWf5ypKjbBkpvHWjrDV9GVa9+vfvL926dVO3nkhvA+sXOgI+fcAqVKgguXLlkurVq2uyU/hrYFVsyZIlMmHCBB04IbwmhQRIgARSQwD+pDAtfPzxx2XXrl1qkojw4HjubNu2zT3Bg0Ac2E4hARIgARIggUgmYBnrMGeFKhJXr47EvzxIHjSVXbhwYSRXmXULMwGfChgiHyJxXMuWLVXZQv2aNTOOhEagyY8aNUo/8w8JkAAJpJYAVrcQMOFXM2OICHWnT5/WPF8INw+B8jVkyBDZs2dPaovgeSRAAiRAAiQQcgKW8Tl1PlJNHG1biaN3j5CXxwKik4BPBQzNuvvuuzX6GPLtYPULK17wC7vjjjuis9WsNQmQQEQSQC4wRDvEihgC/Tz66KPqY4ow9fADw7OIQgIkQAIkQAKRSMA6eEicFY3y9WwvcXRoF4lVZJ0ihIBfChjqimhlCLqBF4UESIAE0kJg1apVMnDgQPnss880vyBChN9+++0yZ84cVbQQqW7+/Pma7wtKF8LN0/wwLcQzzrn4TSFqr7/SuXNnfw/lcSRAAiSQLAFrz+firPqoOIYOEUfzpskexx0kAAI+FTCY/nTo0MErLSSWQ4jonDlzSo0aNZI9zuvJ3EgCJJAhCSCoT+XKlTWiYe3ateXs2bO6soVIiAcPHpTrr79euSB5JYUEAiWwfv16Tbbs73lUwPwlxeNIIDoJfPnll5pXcvPmzZoQuWTJkjJlyhQduwarRdb2HeKsVV8cE8aIw/h9UUjAFwGfURAR4RChovfv3y9IyoygHHghhwG2YdY6Pj5ennnmGY3q4qtA7icBEsi4BP744w8pVaqUrFmzRho3bqwTOGPHjlWlCz6lQ4cOzbhw2PKgEEB0sb///tvvV1AK5UVIgAQikgCSHcNdpkSJEvLNN9/I119/rVF1Ma794osvglJn19p14ny0njimT6XyFRSiGeMiPlfAoFzt2LFDky43aNDATQXREKGIZc+eXfP1rFixQiMlDhgwwGvOMPeJ/EACJJBhCezevVs7Qjw7IM8995wmc1+3bp2cOXNGqlSpkmHZsOGhJfDnn3/qACxfvnxy6aWXyuWXXx7aAnl1EiCBdCVgj1O7du2qZux2ZcaMGSN58+bVVCcff/yxutjY+wJ9d324TFxPtZH4D2ZLXOlSgZ7O4zMwAZ8rYKtXr9YfqqfyBV7wCcNM47x58xQfBk4wRcSPmUICJEAC3gicP39errrqKt3Vp08fWbZsmcBkDAmXsf2vv/7ydhq3kUCqCRw9elTQfyGib9GiReXAgQOC317Pnj35e0s1VZ5IApFPwJ50GTFiRJLK9ujRQw4dOiS///57kn3+bnDNniuup9tK/LJFVL78hcbj3AR8KmBQqo4cOaJhod1n/fcBzs7wAYM4nU7B4CpHjhz/7eUbCZAACSQkcO+992rgjY4dOwoCcWDlC1EPIW+++aY89NBDCU/gNxJIAwGYzdeqVUsHWiNHjnQr/8g9N3nyZMHMOIUESCA2CeD/HyvdWDBILIhhgH0Yt6ZGXFPeFle3XhK/doXEFbs/NZfgORmcgE8TREQnwzJu8+bNpXXr1oLv8P/CyhgGTMgJduHCBYHpIcw67rvvvgyOlM0nARJIjsA111wjBQoUkHHjxulKhD1hM336dHn11Vc16mFy53I7CQRKAP3UsWPHVAHLli2b9O/fXy+BFAdZs2aVFi1aaH+GwRiFBEggtgigf4F1xYYNG6Rs2bIJGge3GShgWGQIVFyjxojr9VESv2mNxOXPH+jpPJ4ElIBPBQxmGwjpW7duXU28jJkEKGSQhg0bqtM8/DoweHr99de9zjTowfxDAiSQ4Qkg4hwmcGACBqdoKGMwAcEs5K5du9TcOcNDIoCgEUDeSuSshPKVWJBS5fjx4/KdSZqKRODhFvwfJKf4nTt3TqtjW5iEu24sjwRigQDGq6+88oqUK1dO05vYFhboa6pWraoLCd5Wx1Jqu2vwEHFNmyHxW9ZJXK5cKR3KfSSQIgGfChjOxqoWwnjC5BDKFnL0PPDAA1KkSBG9eKFCheTXX3/VgBwplsadJEACGZIABpudOnUSJHPHqgRWH5DbC2Hn4fuFaKpYQaeQQDAJQLFC2oMTJ04kmel+//335ZJLLhFE+g2nTJs2TVfifvzxR+1bhw8fLgiL7SlNmjTR/wfkxaOQAAmkngBWu2Hu/vDDD+uYFYHlfv75Z5k5c6ZadAVyZWfvZ8VavvJf5ctEUaSQQFoI+KWAoQDMxOEHjJennD59mn5fnkD4mQRIIAEBKF/IJbhnzx7tCLNkyaL78V6sWLEEx/ILCQSTAKJt5jKz1NWrV5fu3bur9QZWxZYsWSITJkwQKDqXXXZZMItM8VoYCMLsEeZQTZs2FSiBZcqUkVGjRukERYoncycJkECqCFSsWFGtLBB2HqvOBQsW1IUEfy+GPszV/hmxdn0m8RtWSxxjHfiLjselQMAvBQwz1sjVg3wKCLYBwTsiliGKDHKuUEiABEggMQF0XG3btlV/r5UrV2okusTH8DsJhIoATOgXLFggLVu2VGUL5cBvGYK8c1B8wikTJ07UVAvLly/XYgcPHqyrYcijiQkJKGcUEiCB4BOAv9c999wT8IWtixfF1bKVWEeP/RtwwzxTKCQQDAI+FbAffvhBo0ihc4AtPcwQK1eurEmYoXx5C+8ZjIr5ew0M8KAYYlnZjqbm77k8jgRIIDQEMCkDX1GYHWLFAQ7PmTJlCk1hvCoJpEDg7rvvlp07d6r5K36LWPFCX4bkrOGW77//PoGShdn4QYMG6YQmglzBHBKz9RQSIIH0J2ChH2tsJmzMe/zyJRJn3G8oJBAsAj4VsM2bN+tAChnEseqFiDGwYcdgqn379vLtt98Gqy5+XwdRrUaPHi2zZ8/WCFcXzQwFBH4leU1yPXRgAwcO5Gy730R5IAkEh8C2bdvU1Au+ooiOiucEBr9UvoLDl1dJHQE42iPoBl7pKTfddJOsXbs2ibnhyy+/LJjsRL6yjRs3pmcVWTYJkIAhYBkLL1edhiLZsopjzkyJo48yfxdBJuBTAUOUKEQrgykH5MYbb5QdO3ao8yJC+kLhQX6VcDnQYwaxVKlSaseLKIz58uXTlS/MJJ46dUrDWCM59Pz582XNmjWSnyFCg/yT4eVIwDsBTMbARxT5lZBcGRMlSF+BSIfbt2/X54j3M7mVBIJHAIEr4N/lr0AhCpfA5wwmkFjtgl8k8uLZMnXqVFXA4B+GdA1M6WKT4TsJhJeAdfasOGvUkbgCt4tj8gSJMxM4FBIINgGfChiiSB0+fNhdLiIeIqoU8oHZOXyOHj0atjC+w4YNU6UPfmmw6fUmQ4YMkWrVqulKHVbCKCRAAqEnUKVKFV2ZxoD2l19+kaVLl2rwHpgiwsfl448/Dn0lWEKGJ4Comtdff72bw759+wQvhKJG//XTTz/p5BzSH2CCIJzSqFEj9ZvGihfM+j0VMERkhFVHu3bt5J133qECFs4bw7JI4D8CFmIdVK4hcaVKimPUiGRTRRAYCaSVgE+1HnkTzpw5o07MiHiI7zBB/PzzzzUHGEwSsQoWLoFp0xNPPJGs8oV6YDUOTte2o3O46sZySCCjEkAaCvhibt26Vd8RZc7OYfTUU08Jok9hwEshgVATqFmzpsyaNUtfyE0JK4733ntP1q1bJ+PHj9egHPi9YhUqPUzoX3jhBe1Te/funQQFJhXffvttXTG2g4UkOYgbSIAEQkLAMqkhnKUrSFyNahI/+nUqXyGhzIvaBHwqYDfccINMmTJFlRnMHMLvCzPaRYsWVT8rRDhLLpmkXUgw32HihBU4X4JZ+HDnd/FVJ+4ngVglAH8vREXFZM3ixYsThPjF88EzgXusMmC7Io8Agr9ce+217giIdg0xSYc8dOhL0K+FW5BLE31rcgKz/1q1aiW3m9tJgASCTMAyCdmdpSqI46mWEj94QJCvzsuRQFICPk0QcQp8rWrXrq2RBhFtEFnEkc/k/vvvVx+spJcN3RbY0EMJQyI95FGBjxfs5THAgw/Yd+afaMaMGbJs2TJN+Bq6mvDKJEACIIAgOB07dtTocm3atEmyOo0ZfQQfQJAcCgmEkwB+c0h4jIkB22TeLh9+iVilzZYtm72J7yRAAhmQgPXlQXFWrCaOfn3F0a5NyAjANL9Hjx7qI41IwQ8++KC8+eabkidPnpCVyQtHLgGfK2CIfvjHH3/o4ArKFyR79uyqlMH8EAOucAryOMD88Z9//tFwvlDGkFTv9ttvVyd/2NhjJh45h+DMTCEBEggdAax8YYIG75j4qFevniAIji1YDYMJIoLihHOl3C6f7xmbQKVKlTR679NPPy179+7VZKwwpf/www+lT58+AnNF21Q2Y5Ni60kgYxKwdu8RZ7lK4nj1pZAqX+fOnVPfVJgZI7o4/FKLFCmiLjxI70TJeAR8roB9+eWX0qpVK11R8uyoEAQDnRo0+rfeeius5G677TZ1ooYSduTIEV31wgAQs+y5cuXSFbGwVoiFkUAGJID/PyhfUKygYMGs69NPP9UAOF26dFFTZUzWYDKkcOHCGZAQm5zeBBDoAoOdunXrCvKBeQp+u++++67nppB/LlasmCYl96cgTGbAd41CAiQQGgLWtu3irN1AHG+NE0ed0Jn8Il8tLLYQwRtRgm1BwDhECa5fv74G50EgHkrGIeDzbiNKE0K/wwQRjvVQdHr27CkTJ06U0qVLqylieuFCQk0oY3hRSIAEgkMAncXYsWPV7xOmW/D3xGpB7ty53QVA+UKngf9BRG6zOw6EzkbQA5gIw1cUaStgHkwhgfQigD7s4MGDugIG6wlMCkAR8vw9h6tuSNmC/xv8//Tr1y/F/w0MzCgkQAKhIeBas9YkWW4ujhnviKNyJS0EfR+StR86dEhz3qLvg79mWgXXXW9Ss+DaiQUB45CMHe4zHMsmphPb330qYFhVwg+nfPnyOrONqFHwtRo3bpyGy41UsyJEXMOg0HPVzp9biShu8FnxJefPn5cTJ074Ooz7SSDqCCCFAwasb7zxhnZCWCWAjToiGSKMN2zXsaKA5MqINmcrX3ZDoXBB8aKQQKQQgNkPQtMjrQp+m7CUSA/BpCVW5GBK73Q6dTIzPerBMkkgWghAebFfthtMWuvuWrJUXE+1kfgFczTcPK6HxQVMjiBdCoLgfP3117pajQnFlALm+FMX1B+uMcn5QWOl/s8///TnUjwmhgj4VMDQVswUbtiwQZUwhO/ds2dP2INvBMocdYb9P5JyBiKImIV/Pl8yffr0oMyM+CqH+0kgnASGDh0qiByHDsMW+Fnif6JixYr6vw9TCqwiwOcrWB2iXRbfSSDYBDBpCDN6hKG3BbnCEMF3xIjw5/nBytbgwYNlwIABWi8EkaKQAAkkJXDs2DFNWI7xJya9sXKNJOvwnUqtuGbNFlfXnhK/4kOJu+/fROjo77DYAIFbjb2w8OKLL+qEDazA0rJijn4Sky4LFy5Us33PuiPOAlbmEceAkrEIeFXAMAOAMO6JBTPjiNjSqVMnKVOmjHt337593Z8j5QMSv6bmB43O0R/Tj27dumkizUhpL+tBAsEggA4CnV1iQSCNSZMmCZIt4/8DExBUvhJT4vdIIwBTvzp16mggKZjR1qhRQ1dsN27cKK+88oqa0L766qthr3bXrl010TJWwSgkQAJJCSD4G1aqMd6EeR4mTZAS6a677lK/YkywByquyVPF1X+wxK9bKXGF73CfvmnTJjl79qxad9jKF3bCNBD1GD16tAwfPtx9fGo+4FroP9esWSMVKlTQSyBCK8wOYZqM9lEyFoFkFbDXXnvNKwnMfG/btk1f9gGRqIDhx04hARIIjACSKdszgZ5nIoITVhIQcRSBAejX5UmHnyOVAIJFIfohXp6z5g899JDOcmMFLD0UMExewKwfM+8wZcf3q6++OlIxsl4kEHYCLVq0kOrVq+ukv1048tAi9dATTzyhsQngg+yvuEaOFteoMRK/aY3E5cuX4DREIezQoYN75ctzJyKlvvTSS56bUvW5cuXKan6MQBzwlYZ7zP79++Xll18WTMhQMh4BrwoYZhzwopAACWQsAlCwsDrg6QwM23V0hBgoYvaOylfG+k1Ec2vhTA+zJU/ly24PnN+xKnb48GH1DbO3h/odZlWYUUfwGnxGHj0I/EPy5s2rpr4DBw6UzJkzB1wVJJWGr6YvwcobJlUoJBCpBNAPQUFJLFBkYLaLCN2JI5smPtb+7hr4krhmzJL4zWslzov/J3ywENvAmyBtBfYHQ0qWLKm+YDA5hC81gnwwD2EwyEbnNbwqYImbglk6ONsjaVy+/2YOMFvQuXNndcpPfDy/kwAJRCeB7t27q3kEOgYkWodjMEyPEZzm5ptvljvvvDM6G8ZaZ0gC+M3u3r1bfvjhB7nlllsSMEAuMKw8pdXBPsFFfXyBLwlmwGHmhDD46E+x8oXvGABCGUQePaR1wGQHZvsDEbQVfpy+BKaZiHBKIYFIJQAFJbkIhFj5wn5/xNmzj1ir1kj8lvUSZ3LXehOYBGIVCoE3PCcfcWyDBg00KrC383xtQx2x+o7/N0wCYZIFK1/+xBnwdW3ujwECRrnyKcbW1jI5fqwtW7bosSa8tGUc8y3TeVnGdtXn+bF4gJmdtEz+s1hsGtuUAQkYR2DLKF+WmV20TKQ2ROCwTOoJywxOLWN2bJkOyjJRojIgmYzbZDO7bJkBfVQDMH4dlol+aKEPM2ZGlnHkt7DNKF+Wcaq3zOAqrO3r2LGjZRQwrUdyBZvBmvXII49YJgBAcoekeTv7rzQj5AVCTMAEfbLGjx+fpBSzqq39k/HNSrLPc4PL6bQutm5vXXigpOU6fdpzl9fPZkVar2ui/lpmwsYyrjaWiZiqfZ/XE3xsXL58uXXddddZJviGZRQuvbaJoeDjLO4OFoFo6L98JuhB3gI45SNrN6KhQTBbZ5Qxef311+X5559X7V53hOEPzEngrOjPq1mzZmGoEYsggegmgFl5zLTDtLB3796aXgItQiAezAYi/9+qVauShJuP7laz9hmBAGacFyxYIIg0hnxgmH2GyQ/8OhBMBulUwilYoYL/CsLiJydIaA7zSDOAS+4QbieBmCcA3yj4fCHwhi0Yj+L/1kx+axoUe3vid8uY9bqaPyny1dcSv3aFxJnYBb7kscce0+AeSLuCsa7tioO+LzmBKS9M85H2CHkvbcH/edWqVdXMGP5l27dvVx9qBIfDuJlCAiDg0wQRZhBQerxFBoSC06VLFzly5EiSZdtQ4WUiy1CR5XUzIgFEeMpr/E5GjRqlJsVg8Ntvv6mJxK5du+Txxx9Xk6mMyIZtjg0CCLgBMyBE94XfCMyaChcuLA888EDYG4iBHSYvW7dunWLZmPyA+SSFBDIqAfx/wocTY08oY5h0//nnn7WvSun/xzJmf67HmohxrhTH8iUSl8JkR2K2iKzob3RFuOW88MILAh8xmBrCnBipLuCfZla6VUksV66cuwjkIEQgK4yn27Vrx6iHbjIZ94NPBQyJV9FxpWRDH86OgoksM+6PlS0PPgHMzKGjgz8nBKF44eSMbQgEgGio8PekkEA0E4APBvII2QmYkesHPmAQrIaFS5o0aaKz6xhIIp8eVp4xYMPqM3zAEG4b+fWWLVsmiOBIIYGMTACphPC/C99IKDn4f0kpXLtlfJZddRqKXJ1DHDPelbhLfA5xU4UXzw78LyN8PXw6sfqF1S3kkYXS+OmnnybIO2gXAiUM42Ws5MHPmpKxCfj8dSLwBpyUmzdvLkhKh9kIdGSffPKJ9OvXTx2JYdYRTkEdmMgynMRZVqwSwEDUXt2GUz5m/xCp6Y033tBoathPIYFoJlC/fn01ozU+jF6bYXwOvG4PxUYkY0UENCSBRphtT7MluzwkPF+5cqWULVvW3sR3EsiwBGCSa/dRKUEwzp3irF5b4goWEMfkCRJnJjVCIYge+uijjwosRGDWDMEEytixYyWnCfLx7LPPqpII6xJvqSWwPdxj5lBw4DXTTsCnAgZzDURAQwJL4xicoEREhwm3Db1dASaytEnwnQRSTwAzjAMGDFAzCgz8yhmTCeRGgmAGPnFEqNSXxDNJIPwEMFEIH8a3335bYIqYXFS1cNYM/1Mw7cfMPsz3seoF5RD597BChxUxCgmQgP8ELOOH5axcQ+LKlpb4N/7tv/w/O7AjYc4MM0Jb+fI8Gz5rWNnC5AniI5ggIp679TtW8+xo4gl28kuGI+BTAQMRhO/FrN3Ro0c1pC9C98I0EcupsH9ND0EdkMiSQgIkkHoCSAiJAR8GfzChsENYo5OBWSJysVBIIFoJYJYa/l4w94s0QShtKGOc5Ii0O8P6RBMBy+TSc1aoKlaDuvLP833lSrOijUBxoRJcO7nr29uheJkIimpqiKAeWPGCaTH6VIS6vyREppGhajOvGxoCfilgmAnH8urJkycFUV8geEeCVti7+puPITRN4FVJgARSSwATKDCJgFnx1KlTBeZYiOr0wQcfqI8MfC4pJBCtBLCii0GPNx/mSG4ToqphkEZTpUi+S6xbehOw4BtWtpJMvfwS6TlyuFivD1M/sQkTJoQseBTyeWHVGpHBEyd4h1sOTPjhtoN+tVWrVrpahjEycn/BNyzQ3H7pzZjlh46ATwUMHVetWrU0EziSsCKkJpz0kaEcypdtrhS6KvLKJEACoSAARQtmxSbfl65swywK/9dY3YZZIqIjUkggmgkULFhQMBhDUBn4bRQvXjzJ7DUGSZEmJkeZ+mPOmTMn0qrG+pBARBCwvvhSLlSoIp1/OirZe/WQ04MHa3oHRBDFxCFWnBAoI9iCSZHhw4fLXXfdpelZYLoPX04ErJo0aZIuVKDMTJkyCSIlUkggOQI+FbDNmzfrjwt5VLDqBSfDadOm6Y8L9q4Iq0khARKILgIIrgETXvhxItohBBMreFFIIFYIYCVp4sSJ8tNPP+ngCAOkxBKJChjMgeGfSSEBEkhKwPpstzir1ZK38ueVXx8uJhON8gPrDbwqVKigATLQl9WrVy8kfp/I5WcSvGsgHQTlgA8nTJ2xKEEfzqT3i1u8E3B43/z/rcePH9el08yZM2sCS9i17tixQ2cR+/fvr51actGl/n8VfiIBEogUAgiBDSfhxo0bu5WvSKkb60ECwSSAVV2kUZk7d64gyif6qsSvYJYXrGsNGjRIIw8H63q8DgnECgFr6zZxVqkpjoljZcjhrwW+lNddd507vx9WnRAgA4EuYLEVKqlSpYoG0Tl48KD8+OOPsm3bNk6ahAp2jF7X5woYAm0gaostME9CIkmYLuXIkUM3IzgHjqOQAAlENgFMqMAvBiGwn3vuuciuLGtHAmkkAL9l+GlgpTcSBTP2qCOCSnkLWR2JdWadSCC9CLhWrxFX4+bimDVNXOXL6co2Vp0QJA4rUsjLhf4N/Rx8KO2YBaGqL/5vYRVGIYHUEPC5AobQvZg5bNmypUY8xHeYIOIHj4hp+PHRVyQ16HkOCYSXAGbpsPL11FNPUfkKL3qWlk4EMFGICcRIMpU/ZqK29enTR/tNe/YeZkvZsmXTENY9evRQB/50QsZiSSAiCbgWLRFXkxYSv3i+OCpVVJ8r5AiDmSEss5CLC/0bfJvhw4z0Sci7RyGBSCXgcwUM0VymTJmiIarRacDvCwoYch3gB48fuh16M1IbyXqRQEYngEEfOqd27dpJz549MzoOtj+DELjqqqsEiZgRfKNOnTqSJ0+eJD4hvXv3DhuN77//XqOzoc9s2LChmklh5QvfT506pcrivHnzZP78+ZorjBHTwnZrWFAEE3DNfF9c3XtL/PIlEnffv8mP161bJ2PGjJE2bdpoRO6XXnpJ/4+w+gXfz6efflrgOkMhgUgl4FMBQ8XRUSBSGpZb8UJulVWrVsn999/PhHKRemdZLxL4jwAimUL5gmN/t27dyIUEMgyB3bt3y4IFC7S9UGy8STgVsGHDhunKF1K7XH755d6qI0OGDJFq1arpRKcdIMfrgdxIAjFEAOaCyJGFEO/IPVugQAE1I3S9NVlcg4ZI/LqVEndHIXeLkcgcx0DhwlgU0U6hcMHHs1SpUjrpgn0dOnSQDRs2qJKGBMrjxo2Tu+++230dfiCB9CLg0wTRrhhMJS5evKhOjZhdsGfv7P18JwESiDwCR44cUeWra9euVL4i7/awRiEmAEf5s2fPpvgKcRUSXB4KISKoJad84WCYVcHkf/ny5QnO5RcSiFUCyClbtWpV9d8aOXKk9llXXHGFnH9lqLheGSbxG1cnUL7A4eGHH9ZQ87DSQj934MABWb9+vSpxiN4NK62bbrpJzROh2MGVBmHpsR0LCBQSSG8CfilgsKmtXr26zi7cd999ghwliDqDfxQKCZBAZBLATGKZMmWke/fumow2MmvJWpFAxiGAQSOCWPkS5DK6+eabfR3G/SQQ9QSwYoWcWX/++aeuZmHiAWPOKbnzyXf9+su5jxZLnIlomFhgzYG0EgiwA3cYBOFAYDjkq+3UqZOOT+EDihUvmPlCocNq2MqVKzXCKFbQKCSQngR8miDiRwr7efx44RyMpHOwV4eDI/y/YLc+2CTAo5AACUQOAQQeKFeunPTt21f9NiOnZqwJCWRcApiBhxKGVBBNmzYV+HghAAcGkOhLMWmCBLLLli0TmClSSCDWCcDfEUE0MKa0xdm9lzTNmk3a1Cgk96xcIZ0LFbR3ud+hcP3222/u/yEsDOD/p3nz5jJ69Gi9prcw9JUqVVJlbf/+/Rqu3n1BfiCBMBPwqYAhrCc6CyRixnKuLZhZyJIli7z88suaSwgdCIUESCD9CeB/FUmW+/Xrpw7K6V8j1oAESAAEEJUNEYTbtm2rqSBcLlcSMJjkxCw9/DYpJBDrBHbu3Ok2j7fM/4OrbUex9u2X+A2rpdyiRSlORGAMiui+SLT+66+/ajqkrFmzKrLz58/LlVde6RUfTID//vtvr/u4kQTCRcCnAoYcC+gQPJUvu3JI5IplYOQBw+wDhQRIIH0JfPXVV1KhQgVBkvRWrVqlb2VYOgmQQBICt912m0Y4hHUJfFcwaw8zLPSxuXLl0hWxJCdxAwnEKAEoUfDTtEyMAVfzJ0V+/kXiV38kccYsEdt9RTJEvi/83+DlKQ888IC8//77GvnXcztSUnzyySeaH9BzOz+TQLgJ+FTA4EPy4osvah4VZBb3lKlTp2pEJypfnlT4mQTShwAmS6B8wST4ySdNR0YhARJwE4CPCVaH0Y8h0EVKgTDcJ4XwAwJbQRnDi0ICGZUATAIfN7m8Xtj1uVxiomw74PNlVqgQ9K1z586yyKyCpUZgnQUlDP9nyH0JwWQHzH4Rvt6XYpeaMnkOCQRCwKcCBudFhPSEYyOUMUSqwQ93x44dMn36dE2Ch4TMtmDgx8zgNg2+k0B4CHz55ZcCs+BXXnlFo6yFp1SWQgKRTwAWGogCCl8TCPqumTNnaojrQYMGCXKFUUiABNKHwEMmKuHaTDlk/kcfyfUrlkpRE2X7K5PqqHTp0oLcXrVq1UpVxRC74ODBg1KwYEF1lUGgD+TDHDFihHTs2DFV1+RJJBBMAj4VMNirIyITZhG2b9+uL7sCCMwBZ2G8bKlRowYVMBsG30kgDAQQfhdmwpgIadasWRhKZBEkEB0EYOaHARxm0xG19/nnn9eKY3CHRK1w4n/rrbeiozGsZVQTgC/9xo0bNdofVmYKFy4c1e0JRuUtExreWa2W5C1fVtb27iq9n31WkLcS5rjImZfWvJXIE4ZnAFa+4ROG75xwCcad4zWCQcCnAmbnUQlGYbwGCZBAcAkgkhNMODCr9/jjjwf34rwaCUQ5AUQSxKw3zHOzZcumvpFoUv369QXO+i1atBDLsjSyb5Q3ldWPYAJz585VMzhMlMGCCJZCyKU6e/bsDPvbs0yoeWel6hJXoZzEvz5MWpv719oEpwm2wNy4UKH/J3AO9vV5PRJILQGfClhqL8zzSIAEQktg7969qnyNGjVKGjVqFNrCeHUSiEICCEoD83koX4kFJkrHjx9Xv5Bb/8feeYA5UX1t/GxWpIl0pEhVBKSDSpdepUoHaUpHRBCwoAgoiAKiVFGa9CpNeu9VEUQpIl26CFKkuJlv3us3+Wez2U02bJLJ5D3Pk00ymXLvb2bnzrn33PfkzOn6M7+TQIIQQARRkyZNBJ1lxqjXlClT1DzEfPnyKRXpBDlQCO1E0ztFoipWk4gWzSRywAchVHIWlQQSjgC14xOOJfdEAgEjcODAAeV8YTIxna+AYeeBQowAHCskPkZiV1eDQhoU1Jjw2JUMvyckAcwznDFjhsP5wr5x3d25c0eJQSA0MZxM01UIo8pUFFuXTnS+wunEs64xCHAELAYSLiABcxNAckmI4YwfP16J4Ji7tCwdCQSPAFRBIU9dq1Yt6dWrlyDvFkbFli1bJl999ZUgMTLmN9NIwF8EDh06pK4/1/0jR1VhXYDi8OHDKjGw6+9W/K79eliFHdoGvC+2Dq9ZsYqsEwl4TYAOmNeouCIJBJ/ADz/8oBpzCAfUq1cv+AViCUjAxAQw32bRokXStm1b5WyhqIZQTf369QXhuzQS8CcBhL9evnxZUqdOHeMwEJxwtzzGihZYoP24X6Jq1RPbyGFia86QeQucUlbhIQk8tAOGDOQZM2Z8yGJwcxIgAU8EkDyydu3aMnHiRKlTp46n1fk7CZCATqBQoUKyb98+QecFRr8w4oV5YZh/QyMBfxOAMjScfty/nQ35Go8fPx4W16G2fYdE1W8stkkTxFa3tjMGfiaBsCUQpwMG52rbtm1SqlSpGHHyUI6aNGmS9OnTR/7666+wBciKk0AgCCB3EZwuTN5Gg04jARLwnoDNZhOIbuBFI4FAEhg+fLhkzZpVqR1u3LhRqW9CFXHo0KGCHHVWD4G1r10n9hZtxDZnutgqVwokeh6LBExNIFYHbPTo0SoLOUofqWcnb9CggcyePVtNHj19+rQK6di0aZNKcmfqGrJwJBDiBHbu3KnCDadNm6bmfoV4dVh8EggYAeRd6tq1q9vjRURECObhpE+fXnVqxLae2425kAS8JAAHC2qbEOP44IMP5NatW4I8YBj9CnUBmMWLF8s333wj58+fV3Xp2LFjtMTJ9sVL5V7b9tL36Rwyo1FDJcGPeZkIoU+cOLGXBLkaCViTgFsVRCStQwI85ABDHhX04Hz33XfqHw0jYuhF3LFjh7qZQI2NRgIk4B8CUHDDXC+oaEF4g0YCJOA9ATzgZsiQQUmAIyErHv7wQgQHZMFz586tOhi7d+/+0ElfvS8V1ww3AhiBHTBggGzdulUgojRhwgR56qmnQhrD2LFjVcd8y5YtZerUqUpqH23V5MmTVb3sM2fLvdc6SakbV6Vo185yQlc/xPPjrl27JEmSJHJdT8JMI4FwJuB2BAyqPFFRUeomkT17dqlcubK6aUyfPl2OHDmihtPXr18vBQsWDGd2rDsJ+JUAGmskjJ01a5YggSeNBEggfgQQvYHwXYR8NWrUyLEx1BDhiKVKlUpmzpwpq1evVuI2eEh2lzPMsSE/kAAJCKIyXn/9dYGEPjo4YFB0rFatmoqKKn/kN8k2Y44UvXZJhi76TiB4A4PgyNGjR5WzBlVSw1lTP/IPCYQZAbcjYKdOnZJcuXIJnC/DChQooP7pypcvryaT0vkyyPCdBBKewObNm5XzhVxFdL4Sni/3GB4EEMGRI0eOaM4Xao4RCUR5LFiwQIFAtAdCEffs2RMeYFhLEngIAkuXLpUPP/zQ4XwZu4Ig29wSpeXxryfJobEjJVnRIg7ny1gH75j/hgTVNBIIZwJuHbB79+5JihQponFBTyGSB6LHwuqTRqNVnF9IIMAEMFEbvfXz5s1TvfQBPjwPRwKWIQCn6syZM26FohAKhjlgMER83L17N2wkwS1zglmRoBBA+GCmTJliHDuq/0B57uAvMqJeLbmeKmWM50hjAzxf3r592/jKdxIISwJuHbDYSMAJC5ecFbEx4HIS8CcBhPY2adJEzbmsUKGCPw/FfZOA5QkgfB7hhq1atZIlS5YoAYSbN2+q3GAQmsKclQcPHkj//v0lUaJEUqxYMcszYQVJ4GEJICIKIfKGYU5lVM/eoi1bLm1zZpFsJV5Q6R9+/vlnuXbtmrGa4x3CHVQkdeDghzAlEC8HDKpRNBIgAf8QWLt2rTRr1kygLFWuXDn/HIR7JYEwIoBEzHhQxIMg5qFgftfjjz8uL7/8sprb/Nlnn8lPP/2kQqLef/99FZoYRnhYVRLwiUDz5s1l5cqV0qlTJ9H0Dg57hy6i7doj/UoUk+W6yAY6PNKmTStdunRR71euXHEcB+1bv379ZOTIkY5l/EAC4UjArQgHQCBhZenSpR1MMNkSw87Oy4wfoYhIIwES8J3AqlWrVKOF2Hrk3aORAAkkDAGMakE8CiGHcLagwAYZcPTiw/LmzSt//vmnEuRImCNyLyRgbQJp0qQRqGWn10U16s5eINn1kMJumTPIJT010eXLlx2hh4MHD1Yj0JiHWaRIETUCjd/xzJgnTx5rQ2LtSMADAbcOGJIGlixZMtqm+AfCi0YCJJCwBFasWKHy6n3//fdSokSJhN0590YCJKDmeqHz0LUD8a+//mJYPa8PEvCBQEq9I+N2zbryp/4/tKbdK/KBLtxWpkwZx7xKY5effPKJ9O3bV6V9SJYsmTz77LOqE8T4ne8kEK4E3DpgmIOCF40ESMC/BOB0vfrqq7J8+XLGxPsXNfcepgSghIicRVevXlViG8AA0Y07d+7IsWPHBKJTVjHUESMTnswQHfG0Hn8nAXcEND2ZtL1uQ4nM+IRkXLpQ2ugCbXEZtAPKli0b1yr8jQTCjkDc/zVhh4MVJoHAEYAoQIcOHVQsffHixQN3YB6JBMKEwNmzZ6Vu3boqJCp//vwqDBG5ipCEGc7XiBEjLEUCSW4//vhjj3WC0+lOHMHjhlwh7Alo+ohXVK16ElGwgNi+GiMRekoHX2zNmjUyZMgQNT8T8zIxX+ytt95SidF92R+3IYFQI+DWAUMOoi1btsgHH3zgqA9CNaAWZSTdww+YhPnuu++quHrHivxAAiTgkcCiRYtUg4MEsEWLFvW4PlcgARKIP4Ft27apOSgYFcKoD2Tpp02bJsmTJ1f/fydOnIj/Tk28Re3atQUvTwYZ8MyZM3tajb+TQDQCmj5/K6pqLYmoUkkiR3wW7bf4fIHaL3LvzZ49W2rUqCEQ6ciXL58gETo6BjBPk0YCVifgtuti3759Mn78+Gh1f++992KEJUKU48CBA9HW4xcSIIG4CSxcuFA9/EF4g85X3Kz4Kwk8DIELFy6oeZVQQ4QCInIX7d69W6Doi0SykMNGxyKNBEggbgLauXMSVbai2Bo2eCjnC4I3VapUEYzWQvUX6Y1y584t//77rxKgQrgwjQTCgYBbBywcKs46kkAwCCC5crdu3QThF1CFopEACfiPQM6cOeXkyZOOA0DxcPv27eq7kdPynP5gSSMBEoidgIYR5DK689W1s9j694t9RS9+QQdI1apV3QpOISQRo2I0EggHAnTAwuEss46mIDBnzhzp0aOHQBSgUKFCpigTC0ECViaAlA6I1Gjbtq0gjB7fEYJ48OBBQQ4whCRS3dfKVwDr5i2Bv//+Wz766COVH69SpUpqhPju3bui/fKrRL1YRXe83hPbm9293V2s692+fdshU++6EuaC3dIFPmgkEA4E6ICFw1lmHYNOYObMmdKzZ09B7LuRfyjohWIBSMDiBDJmzCiTJk0ShPtevHhRhf7a9cSxhQsXloEDB6pEsghHpJFAOBNAGC5CdJEnD/P6kZQcCZPLJk0mDypUE9uIT8X2WrsEQQTBKSRHv3//foz9jRs3TuXoi/EDF5CABQm4FeGwYD1ZJRIIGoHp06fLO++8Ixs3blRJX4NWEB6YBMKQQOPGjaVevXpKXS0yMlJ+/PFHWbt2reBBMJeeu4hGAuFMQNM0pRSK/K+Yn2zYT2PGyl9Vasng7FnkwyaNjMUP/Y7/Ofw/Jk6cWG7evCmYnwlDR8mYMWPk9OnTD30M7oAEQoEAHbBQOEssY8gSmDp1qvTr1082bNggefLkCdl6sOAkEIoEoH74xBNPOB7yUAdM+odThoe/jh07ytdffx2KVWOZSSBBCGD0C8rXzmkJ7KvXiP2VdvKYnuNrhC660feff5RyaIIcUN8J/ueQhw9qnOXLl1c5+hACeejQIcmWLVtCHYb7IQFTE4jVAUNCx5IlSzoKj4nMiAd2XgY1GxoJkIB7AujRg6zupk2blMqT+7W4lARIwF8Ejhw5Iu3bt5cVK1ZI0qRJHYfBPMzXXntNLuuy2nTAHFj4IQwJwPHBKJQh/W5ftETsnbpJ5LLv5JGSJQRiNTdu3HA4YOi4gGEbX8N3sR3C8keOHCn4H8XcL8jQY1SMRgLhQsCtA4YeCPRKOJs70QD0XnACszMlfiaB/whA3hoTmhF2+PTTTxMLCZBAEAggzQNCmhDytGzZMiU537t3b5kwYYKUK1dOhSIGoVg8JAmYhgBGhG16MuXjx49Lrp27xd7nXYlcu0IiChdS/ztwviBWs2PHDnnjjTfk6NGjan2ELCKfJSTkfTXklXXOLevrfrgdCYQiAbcOGMIz8KKRAAnEn8BXX30lkNPFyBfnmMSfH7cggYQigGTD+D+sWLGi1KxZU5B4GaFWmOzfuXNnn3vwE6p83A8JBJvAI488ogSihufOI6MzZ5NHNq+TiDzPqBBBdLB//PHHglQNZcqUkW+//VZat26tioxcsc8884wKX3zxxReDXQ0enwRCjoBbBwxDzJDs9dYYs+stKa5ndQJIIjls2DDZsmULR4etfrJZv5AggPYJc1zghCFs/sCBA+wYCYkzx0IGikCfiEfkz5RpJff5U1Lyw/5y/vx5JVZTrVo1lbeybNmy8uWXXzqcL5SrS5cukjZtWunevbtST/Q1HDFQdeRxSMBsBNw6YIiJR5iGtwYVHRoJhDuBUaNGqZh2POxlz5493HGw/iQQFAJ79uxRojeuB8cI2OjRo+X1118X5x57KJTSSCBcCUS9/6FoCxdJusMH5BtdBKNRo0ZqZKtNmzYqXx7mgCVPnlyFH7oyatKkiXLE0LGRLl0615/5nQRIIA4Cbh0wxAPDkBeiQYMGKjFfokSJ4tgNfyKB8CbwxRdfqIc7jHwhNp5GAiQQHAJwwD799FO3B8d8l507d6qXsQIdMIME38OJADrO7W++JdrW7RK5baOc1RMkY8TLOcwQPPD/gaTlEGZz52ThedF4ZgwnfqwrCTwsAbcOWI8ePaRYsWIyZ84cWbBggSxfvlzNCWvevLmKA+ZQ88Ni5/ZWItCrVy+VwwT/M4MGDZJmzZqpTgsr1ZF1IYFQIYARLrxoJEAC7gloejJye/vOoh09JpGb1kqErkI4UQ8xbNWqVbQwQ2z9ySefKNGat99+W7VzznucMmWKkpLHKBmNBEggfgT+G+py2Qa9GVBBxCTLCxcuyLRp0+S23jtSu3ZtFVrVp08fFR/sshm/kkDYEejWrZsKO+zUqZOggSpYsKBUqVJF0DDRSIAEgk8APf2zZs1SAhxGabp27arkr43vfCeBcCGg6Xm/7M1eETl77j+1Q935gp06dUqqV68eAwM63Fu2bCmTJ08WqPsaBgXEV199VXXQs1PeoMJ3EvCegFsHzHlzKOTUqFFDkFD20qVLgnkuZ8+eVTH0SCw7YMAA59X5mQTChkDfvn2VmtrChQtViAb+TyDT+8cffyiFta1bt4YNC1aUBMxKAA+Vbdu2lYsXL6oiwiGDEEeBAgUEocM0EggXApqey9Vev5HIvXtiW75YIpIlc1QdCcvhhLmzf//9V9DxjtEwCG9Alr5///6yfv16lb/L3TZcRgIkEDcBjw6Y8+ZIkle/fn0ZOnSo6u2HNOnAgQOdV+FnEggLApDmxcgw0jW8/PLL0eoM6Ws0VHPnzo22nF9IgAQCS+C3335TCoiHdHGB0qVLq4Ojt3779u3y+eefS79+/eT+/fuBLRSPRgJBIKDduiX2mnVFkPfru3kS8eij0UqBtgzt2smTJ6Mtx5xK5M3r0KGD/P777yoPGJInHzx4UCpVqhRtXX4hARLwnoDXDhh6RiCv/cILL0jOnDnVUDRkSPHPSSOBcCKATgeENGGuV5EiRdxWHflTMGJMIwESCB4B9NA/99xzStXNtRSvvPKKynV05swZ15/4nQQsRUDT0wpFVa4h8kxusc2YKhGRkTHqh2c7CHAgd+WIESNkxYoVKp9liRIlZOPGjSrhMjovIMSBUTCGHcZAyAUkEC8CbkU4jD2cPn1a5s+fL/PmzZO9e/dKpkyZVI8/wjZKlSrFf0ADFN/DhgDCLr777jvVq75s2TJZunSp27qvWbOGuYbckuFCEggcgbx586pOQoTNu6qTfv/99xKpP4hmyZIlcAXikUgggATu6iGHx7Zuk5xd35DEtV+SR0cOi/PokJXHc9706dNVKgfk0Nu3b58UL148zu34IwmQQPwJuHXAkMcI81swupUhQwZp2LChGv0qV66cqeVG7bqyD4bPkYMJc9doJJCQBBCuBKdr06ZNqhcQoYdQPezZs6cS4jCOhU4LhGwgXINGAiQQPAIlS5aUjBkzKnU3dJ4888wzgodSdCi+//77qkMxadKkwSsgj0wCfiIAJ+rznr1k4a178m2qx6X7F8Nl7UvVlUhUXIfEcx5eNBIgAf8ScOuloMcDzhcaLiSsvHHjhiA5M17ubObMme4W+20Z4vnHjBmjYveRLBCKjRgyR+6XK1euyGOPPaa+d+zY0W9l4I7DiwByoaxatUqFYiD8AoacQvhfwYTkbdu2KQUpOF0bNmwQXKMI5aCRAAkEj0CSJElkx44d8tJLL8VIDYGEs+PGjQte4XhkEvATgdWrV8vA1q3lYMZskuTTD+X1Hq/Lc7t2qcglpBZCpzqNBEgguATcOmB4oDTmthw7diy4JXQ5Oh5sn3/+eXlUn0CKWGTkKvtSz18BNUYj/xJGIDA/DXPVqlat6rIHfiWB6ATQI75//36BqAzmbiGfF0KTDIP6E+aSwLFKkyaNsVi94xr8+++/VSgi5klCcQ0hulCUopEACQSfAEIPIRiA/++ffvpJ/W8jNBHtg5mMERxmOhvmLcstXUwDDhbCap988kmVPPnx/5eSR6mjoqJkcIuWciBNRkkyeKDYXm2rKoPRYLRjnTt3lgYNGpg6mkkVmH9IwOIE3DpgrfWeE7zMaFBgLFq0qKxdu1aS6RKqCJXESNeHH36onDCUGY4YejzRu0kHzIxn0TxlgjR15cqVBT3lTz/9tLqu/tInLP/zzz9qGZIsb9myRTVcsSWbTJEihcqTYp5asSQkQAKuBPCwipez4X89tv9r5/US8jMjOBKSZnjtC+0V1DyfeuoplXMSo1lQLzx//ryauwUaf63bIHP/ui1J50wXWxNdct7JoFoIcajr16/H6Ex0Mg/W2wAAQABJREFUWo0fSYAEAkDArQMWgOP6fAiMyME5TJ48udoHMrcPHz5c3YScd4rwEuZ4cSbCz64E0AhhwjGcLISwGoYJx1CEQhw8QnHXrVunwg2N3/lOAiQQOgTw/zt27Fi5evWqGh1AyTFKcOfOHUF7ck/PiRQoYwRHoEhb7zhGe4VweKQ5MWzw4MGq8xDh708c+01StmgjzZNEyvzGMcMMMcqKnF6IIIqvIX/ehQsXBPtAqhWbzWsR7fgeiuuTQFgQcPsfdPPmTYE0r7evQJLCPz5CwQwzPkMYwdnQ0Ln2djr/zs8k8M0336jRL2fnC1R++OEH1UOIOV8I2cBcLxoJkEDoEUCYVt26ddU8sESJEqlQRMxtxsMs2gjnB9lA1M6I4MCIxfHjx6Vbt24qguOtt95SqV0QvYHE7kjqzvlpgTgjoXMMzLWvWLFijGsW4lAtW7aUTe/2k6iGzcQ2b6aczJcnWqeiUcvu3bsrIRpED8XH8JyVP39+FZ6PUEaIs+3evTs+u+C6JEACLgTcjoBBbKN3794uq8b+FT0jgTLEL9esWVPNA8P8GzwgYwQDvUDo2alSpYqsXLlSzQubMmVKoIrF44QgAcwHee2116KVHNdy165dVYoFPLg5x9ZHW5FfSIAETE8A4jjoscfoAEa9ML8ZCdQRQYF5widOnAhoHRjBEVDcljoYkopj7pY7a5oosRSdPk0iN62ViBIvKBl5OExIJYS8lfgfgEOPF0aC4zN6hY4ChOk7i3csWbJE4IghDUudOnXcFYnLSIAEPBBw64AZ/5wpU6ZU//D450PvoRkMPYPISwbhDUOdsW3btiquGXLgeIBGgkB8RngijQRiIwDnCo2RYbh24OD/8ssvUr9+ffWwZvzGdxIggdAjgJApJJKFMi4MIcfouUebhnnDOXTRnZEjRwasfTMiOF5//XVVHucIDjwwG8YIDoME3w0C6HCGkIyr2b+dLsWnzZIpzRpKT935gj377LPqmahDhw4CwRm0bQipP3r0qEqi7LqPuL4bo7JIu2JYvXr1BLku0VmJ+fbGM6PxO99JgAS8IKD/Y8YwvadQ00P6NP1hVNP/6TW911DT/9G0rVu3anpPSoz1zbJAD+vQ9OSamq5G5/ci6Q26po8U+v04PID/COi9d5o+mVnTVRDVda2Phml6I6XpPX4Y0tV+/PFH/x2ceyYBkxMoVKiQpo8Sm7yUcRdPT5qu6SqIjpWqVaum6SMC6rsutKPpc2E0fRTM8bu/P+jRGere8txzz2l6Z6Kmd2xqegSHpjuGmj5nWdMdL23YsGGarsKq6SN1fisO2y+/ofXbjnUlT03vFNd0J8pxjKgx47S7mXJouSVC27lzp2N5Qn3Q50lqep68WHendyhof/zxR6y/8wcSCBaBUGi/3M4BQ28GcmuNHz9eTbpEyMbt27eldu3aKskxZLn1h1Mv3LvAroLeTfTGIBEz5rFByY5GAu4IIFwVvYRQlIICIuTjf/75ZzUCBjXEr776SqltutuWy0iABEKDQKlSpdR8L0RJQPEQ39GeQZb+s88+U6PcGAULlBkRHIkTJ3ZEcGAOKtTpELVRoEABpezbo0cPRnAE6qSEyHEKFiyort08efIogbHfO3WTGwM+lmcunJJ+U6eokMCErgqiifQHaPVyt+8HDx6oiCN3v3EZCZBA3ATchiA6b/LII4+oCcFoOKAWhflVyL2FBM1ZsmSR5s2bO+TfnbcL9uds2bIpCXqEK8bHENvcv39/j5tAQctdOIDHDblCUAhs375dVqxYoRxz5AWaPHmyctAR1gHbvHmzup4x/xGT4J3DLYJSYB6UBEjgoQlAcGPSpEkC8YG3335bzfuCA1a4cGEVNjVgwICAP0BCNhwvZ5sxY4boI1+qYxNOGDoRaSTgSgDzktFW/dmlu2inzsh71SrKxK5d/JZuB52TyIs5YcIE1TnpXB60oZiagv8xGgmQQPwJeHTAnHeJXjvMjUGSZsSrQ9EJEzzRiJnN0ODmzp073sWCYzl9+nSP2xlKQB5X5ApBJ4A0BejthuIYGgvkjoNdu3ZNPZhhQj5yfSFnHBoaGgmQgHUIwNnBnBUkV8cL0RvII4l0E7ly5QpqRTG6gHmoKJcRwRHUAvHgpiaA66XM/EWiJU0mkWeOy/i0af1e3lGjRokeMquEa6C2iAgpdBhAwOrIkSMB78Dwe4V5ABIIEAGvHTB9XpXMnz9fvfbu3SsYRYCKVNOmTQNU1PgdZtCgQfHb4P/XRlJObxJzosH0JZeGT4XiRj4T+PbbbwUhs5CdhqgMJg1jUjFCVOGgozNh9erVqlHBNY11EYJIIwESsA4B3KsRwYHQQ4x6u45ABbKm+pwZwUPt3LlzBZ8RDg2DKBDCIaHki45NQzgkkGXjscxLQNNVPO3tO4v223GJ3LBaIvTrJRCGjgqkTUBUSMeOHdUhMUqLkTiEQ9JIgAR8IxCnAwYJUzhdCOOD04UeOjRcSHCMWHrEBwfbnHsQ06RJE+zi8PgmI4ARreXLlyvnC0XTJyqr+V2ff/65SsQ6ZMgQNQcMv+HBB7/TAQMNGglYg8CVK1ekTZs2atTLcHYgR//uu++qeVeBrCXa1LJly6q2E20pRuDQbqEtxYj8yZMnldw3wqCRYkUXCQpk8XgskxLQ9LlW/+g5vk7rHQidMqSWKD0VT4UKFeSDDz5wtF/+LDqe/dA26oJV6jAITaSRAAk8HAG3Dhh6NhCmtWfPHpVwr2HDhio+HTKmZpAbZQ/iw530cNoa14quhuOosq7opOaCIOwQIYeQqTYMoi1sWAwafCeB0Cdw//59lTMS/9dIdoxOFjg7O3bsUKHzcHo++uijgFUU87xy6KNc69atE4T0uzN0CiHXJeaqYSSMFt4ENL1delC/saxcs1pWtmoun+lRHBC/QCoDXCsQl0mVKpVXkC5duqRCcDEijLBCRIXEx9g+xocW1yWBuAm4dcD27dunnC/Ml8GcKCPfFgQK3BkytAfK2IMYKNLWOA7y7iD3yZNPPqkaLTxw/fnnnyr0BxPdkQsIhiSXixYtUokqrVFz1oIESEBPnaLyISERM+4FhiEPWIoUKWTw4MHKyQlUxyKSv2M0LjbnC+WDsEFbXbVx9OjRdMCMExam75oeKh9Vu4Gs0RV6R5ctKZt0p9ywAwcOSKNGjaR169YC8TBPEUnvv/++at9eeOEFJUCFec/I5YWOSBoJkEDgCbh1wBCegbkxsGPHjgW+VHEckT2IccDhT8qRmjVrlurlw5wKiKWg1xudCGioEF6o5/kSjITpOe1UDDsaIcjQQ92Tik68iEjAOgTQfuH/39n5MmqHuaCQfoeaLVRzA2FIewFFViTIjcuQoBkqw7TwJaDpnYVRNerIvwULSNO9O+TGxo0xYEAwDHMaEVoLxz02GzdunOps+OWXX1T7hxEwiKch/cGyZctUiqHYtuVyEiAB/xBw64DhQRUvMxp7EM14VsxRJjy0QKUTceqYHHz58mX1QioFhFpAuRPqmAij0BN2q0nvaLyQDwwT4ps0aWKOirAUJEACCUIAERxIK6InW46heAgZbYQDBsr5QoVatGihcg8iFAyKcpjjlVZXssMIHEbnIXaFiBKkzECYIi08CWgXL0pU1VoSUauGXHm9i6Rbt0rQjrkaOhIxmnrr1q1YxcOQwxUKwBCgKlOmjJqDiHB7zDHEHDIIliHHK40ESCCwBGL+R+vHP3PmTKwjXwjbwCgCGo1gGHsQg0HdvMfEg8yXX36plAyN5OCYw4jrBA81aHiQVBkOGHr7ICZTsWJFlQcMI2Q0EiAB6xKAwAVEL9D5AmcM+SyhLrh7926VbgTKbkhRYVi7du1Ucmbje0K/I7IESoydOnVSoYgYhXc1jNhhVL58+fKuP/F7GBDQ9OevqMo1xda2ldj6vSMZ9fle6FTE9AvX/HAY0UqWLJnqTIwNDSI+MmTIoMIPEQlitHsIYcT16M6xi21fXE4CJJBwBNw6YFA+7N27d5xHQcM2cuTIgI+UsQcxztMSVj9CWh4hgxitReNkGB5ckCbgiSeeULlLEFKL+HjMvYCkLo0ESCA8CMDZwcg4Qq527dqlXkbNMRKOkSa8DHvppZf86oDhOOjAxOgDBEJw38KDsBEOjbmqwercNBjwPXgEIDEfVUV3vnq/Kbbu3VRBEFqIyA2M1jo7UBDfwIgWpmWgvYvNoBSNaBAIThnOF9ZFMnLk80K7SCMBEgg8AbcOGHJ7QSHHnWHoGv/IS5cuVROFkU8JowyBMvYgBoq0uY8DFSg8qOBanT17toqBRyOEUS/8FqXnTMEL4hpoaPAbkkbSATP3eWXpSCAhCWBuJx5azWT+VPHFQ/nZs2c9Vhf3RjiANPMQ0H4+JFHVa4tt8ECxtYvuFEFAA2GGUDts3ry5wKlC/soePXp4nE+I+WHogEBqA9dntY8//ljtyzwUWBISCB8Cbh0w9MLhFZchVAMTiSGV6/pPHdd2CfGbcw8iwiURN4+Hbky0Zg9iQhA2/z4wpwMjW5i7BUPIIaSlV65cKQjLwOR6dA6sXbtW6tatqyYqs2fZ/OeVJSQBKxPwt4ovlO0w582TISk1RkVo5iCg7dkrUXVeFtuYL8TWuKHbQg0dOlQ6d+4s27ZtUx2NCJ319JyGHSFaCS/I1v/6668qugkd6XC+0CmZOnVqt8fjQhIgAf8ScOuAeXtI5AebOnWqYJIn8ioF2tCrA2cML1p4EcDDgxFOgTw+3333nQKAXD/oJcRIGOZ9IGk4Ghv0CsNJo5EACZBAsAj4W8W3Xr16gpcnw1xubx7ePe2Hvz88AW3zFolq1Fxs304Smy66EZchDBGv+BhEZtBWwnmDw4W50BDuwFzonDlzSokSJeKzO65LAiSQQAQeygHDPzWGt69evRoUByyBGHA3IUggd+7cSiwGaodoTDAa1rhxY8H8RcMgyoFQGxhGaw2Hzfid7yRAAiQQSAJU8Q0kbfMfy75ytdhbvyqRC2ZLRPkX/VJgiGxgykjevHmV84bIEIyArlq1SkUPwSmjkQAJBJ6A7WEOuWfPHhXa5arM8zD75LYk4A0BiG8UKlRIhVRgDljRokWV8wW1QxicMsP5ggBHnTp1vNkt1yEBEiABvxEwVHw9HYB5wDwRCv3f7fMXir3NaxK5fLHfnC+DEuTqYQg3hAooXnfu3FHL/v77b/XOPyRAAoEl4PMI2M6dO2XIkCEq0W1gi8yjkcB/BObNm6fy6KAnDy8YJtxjwjLi25HIFKNe6OFDuAWNBEiABJwJXNTzLQUy+TpVfJ3ph+9n+9RpYn+vv0SuXyUReqJlfxqilBBqOHz4cEGIvrNBAREpESDQQSMBEggsAbcOGEYURo8e7bYkmO91She9QK8JRiC+/vprt+txIQn4kwBCKOBYYWLxqFGjHIeC2iGcL8xJhEx9uXLl1JywH374gXl1HJT4gQSsTwDOFQQLSpUqpTpjnGsMFblJkyZJnz59BMqBgTKq+AaKtHmPYx89VuzDRkrk5nUSkdv/89fxvIb5fq7OFwghlRDn0Jv3WmHJrE3ArQOGh1hjyNq1+kjoh2SWmHsDEQ4j5Mt1PX4ngYclgNGsc+fOKXVLZ6UmLEdyVVynUDxEiCEeqGD58uWT9957T5599lnJmjWrUn+qXbu2kvB92PJwexIggdAggA7EN954QxUW94kGDRqodBWYDwMlwrZt28qmTZtUOxboGlHFN9DEzXM8+5BPxT5lmkRu2yARujhGIAyd5rE9pyEUESJVNBIggcATcOuANWnSRPCikUAwCCA/DR6Qli1bJphfeOzYMaXUtHnzZtVYQOUQSk6YJ4EeZYxu4f3nn3+WQ4cOCZKvIlcK7O7du7J8+XIZP358MKrCY5IACQSYwO+//67SUCAHGEa4cF9A7/8333wjBQsWlJdfflmFKn/wwQfSr1+/AJfuf4ejiu//WITDp6h33xdt2XK5/f0iWavPnz+nK/dCobBatWpqTpa/GMDhR+45dGa6Kl/OmTNH5cn017G5XxIggdgJuHXAYl+dv5CAfwnY7XbH3K0rV65IkiRJlGIT3nPlyqVSHqAXG73XGPmaPHmykpxHONELL7ygxDbwoNW1a1eljJgsWTJBzjqMhtFIgASsT+Dw4cNKgGfChAmqA6dy5cqyf/9+mT59ugpbxr1g/fr1yhkzKw0o1eE+F1skilnLzXLFJIDoDHv3nqLt2i3nZ06VslWrqGsPUUS4JhFJ9Oeff6pojZhbP/wShOOjAwLX/YULFxxzHjGPH3PAdu3a9fAH4R5IgATiTSBOFUT8s2L0wDCoymEiJxq09u3bq8S3xm98J4GEIIDJwJhfiF5sOF0wKBqikUDo0FNPPaWUN9OlSyeffvqpFCtWTCVbfv755+Xzzz9Xo2Zw4pB8Gb19kJ+Hc0YjARIIDwKY84LOGmd13gIFCggeOMuXLy979+41tfOFs4SRETwc00KbgKY/M9nbthftwEH5c+4Mya5HaiC6A89QyFXZunVr9SyFCA5/zkVEWD7mRkOMo0KFCmpeJELzFy9ezDxgoX2JsfQhTCBWBwwJlqEi5zxx85133pG+ffvKgwcP1ANxlSpVZN++fSFcfRbdbAS2b98un3zySbRiwaFC2BBCipBHJ23atOoBBQ9TaEBwjaKXESE9aNzwsIV5ilgXveAYKaORAAmEBwEI9CDRsLMhbBkjShgxx33C7Na9e3emzjD7SfJQPk0Ppbc3aSFy6bJErlkuk+bOFTwzffXVV3L06FH1fIWw+okTJ6owQIQD+tMQbotQxP79+6uOdHRoepO0259l4r5JIJwJuA1BxM0BWdMbNWokH330keKDsA6MfnXr1k3GjBmjHnjxQIz16ISF8yWUsHVPlCiRcvCd97py5Uo5f/68ICQRD08Q3kBcOxScoNjZqlUr9TsUEadNmyboPIBEfSDlpZ3Ly88kQALmIwAnzFnMx3wl/F+JBg0a9L8v/BRyBDRd2ML+clORZEnFtnShROjtFuYqr1u3TiVFNvJS9uzZU81NxHumTJn8Xs80adKo+dN+PxAPQAIk4JGA2xGwjRs3qhh6hG4hThm2ZMkS9Y5RMBhGFZA/AoIHEDqgkUBCEEC+rm+//VYw6gWD449QCVxvGHmdOXOmGvU6fvy4oMcQYYbo8cY7OgMQ0oFRLzpfCXE2uA8SsA4BM46EY+QeHUvXrl2zDugwr4mmz9+Lql5bJH06sc2bpZwvIEEn4nPPPRdjZBNh8jly5FAd2a+99poSQEMUCNR+aSRAAtYl4HYEDKpRmFPjHMYBpwzOmLOKDuLU8VB89uxZyZ07t3UpsWYBI1CrVi2ZMmWKkpg/efKkvPnmm2pyMialwzkzQibQk1izZk314ALVRMwTwzIIcGB+Io0ESCB8Cfz2229SunRpB4BLly6pvIDOy4wfd+zYYXwMyDvCwJC7cK4ekobPSJQLQ9J4PIgjTG3gwIF+VcYLSEXD8CCaLqYRVaOORLzwvNjGfBEt/B0jsFDuxdx659EudDIiqgNzntGJiFFadCJi3pazaEYY4mSVScDSBNw6YLhRoLfGMIxwbd26VV599VVjkXpHIlyEjDlPdo62Ar+QgA8E5s+fr+ShixcvrhwsKIEhLQJGv4YMGSIYhcX8L4QhovFCLHv69OmVE4aJzTQSIIHwJQC1t5IlS0YDAMcGr2Ab7lXIYYjRuMaNGyuxEISF4TtGwdDptGDBAoEYEZQaITpECw0Cmp74O6pKTYmoXUsihw6OUeiiRYuqeYiZM2dW88CQqxIRRAidh2FuVseOHdVnXBu9evVSEvWY4hEK8xZVwfmHBEjAawJuHTAo8uBBFyNhyJuCBgHJ+oy4ZewdoRMzZsyQZ555hjcHr3FzRW8JYK4h5nHhwWTTpk1KWAPXZMuWLZWaE0IU0ShhxAsjsTQSIAESAAEz57EcNmyY5NAdQYzWY9TeneE+h9F9zGfFSBjN/AQ03bGOqlxTbK+1Fdu7fd0WGLkpMY8ec+jRpqFDEW0XXmfOnJGmTfU5Y04GVd9ChQqp5zB0RtJIgASsRcDtcEH9+vWlTJkyKgwR4RDIo4T3qlWrqtojZKNFixZK/hu9NjQSSEgCCMvBCBd6A9FooScQhoYKI7GQqZ81a5YgLBHXIY0ESIAEQoEAlFkxTzU25wt1QFQJ1FxXrVoVClUK6zKiI/q3FSvlVvFS8vtLNeRuj/9Gs9xBQWc2zilGvBA11KVLF8FoGJwvpPtB6gRXwwgo2kMaCZCA9Qi4dcDQACAEokePHmrkCzcMfDfCuyBniljmESNGqN5G62FhjYJF4Ny5c/Liiy+qxqlPnz4ydOhQ5egjLh7hhoiJh2wvklciuSoSLdNIgARIwCAAaW9DvddYhhxLly9fNr6qd6irItojkIY5aEi14cnQviINDM28BDD/vduL5SV5nYYyNWc2abZloyDpMRyq2KxSpUoqPQoiOOB0RUZGCkITkWPVna1evdqtY+ZuXS4jARIILQJuQxBRhSeeeEIlunVXHch8I87ecMjcrcNlJBBfAmi4kCQSjj9eMDRoaOjwHQIcGPVCOAZGYQP98BTf+nB9EiCBwBPAnJnx48fLBx984Dg4BA3QgYPQL8OuX78uBw4cML4G5B0j9nDCIAqCcGqMcCCvIdpSzAFDEmmEpq1YsUKFKQakUDxIvAnAgaqZNp3MvHVf0usJlrs3bijd9b0gbBCjW1DpjW3+XuHChVXeL+OgcMDq1q2rrokMGTIYi1XSZITgY64YjQRIwHoEYnXA4qoqRTfiosPffCGAyelwvhBuiCSkzoYEqmPHjnVexM8kQAIkEHIE0GkE4QWkcGnTpo0j3YZzRRDuv2bNGhWG7bycn81D4Ocx42TGzXuSfsUSsdWs7igY2i+MtH755ZdK6dLxQxwfMGfxT109EZ3ehuovBFjSpUunEjazozsOePyJBEKYgE8OWAjXl0U3IQEof8H5evvtt6Vr164mLCGLRAIkQAIJQwDqrXjARvoMjPpj1Auj/JgPhDQvGBGjmZeAfflKyfXehzKxQW3p6eR8GSVGKpX333/f+OrVO+aDlSpVSjneiPJ44403VP5Lqh96hY8rkUBIEqADFpKnzTqFPnHihHK+MK8QvcI0EiABEggHAni4hjOGFy00CNjnLxT762/KprfekL2/HXVbaIxmIadbfA2jowyrjy81rk8CoUvAFrpFZ8lDnQDi5KF2CCVNOl+hfjZZfhIgARKwLgH75Kli7/GWRK5fJUXavypLly5VEvGuNX755ZdVGgHX5fxOAiRAAs4E6IA50+DngBE4duyYGvlCnpv27dsH7Lg8EAmQAAmQAAnEh4B91FixDxwskZvXSUSB/EqEbPbs2SpP19dffy2I5ECKFChXQjAKeSxpJEACJBAXAYYgxkWHvyUIgd9//10mTZokmOuFeQ4lSpRQYhuDBw9WE9ET5CDcCQmQAAn8P4GrV69KyZIlHTxw77l79260ZQgVo5GAJwL2jz8R+7czJHLbBonQ1Z8Nq1OnjmzZskWQOPuzzz6T9OnTKwEpzGWmkQAJkIAnAnTAPBHi7w9F4OjRo5I3b17lcCHBN3LgNG3aVOX5ggoYjQRIgAQSkgAStiO02dkKFSrk/FV9TpEiheTIkSPGci4gAYNA1NvvibZi1X/Ol65S6GrlypUT5JOjkQAJkEB8CdABiy8xru81gYsXLyrna9asWdK8eXP55ZdflMzuF198od6bNWumki57vUOuSAIkQAIeCDRu3FjwopGArwQ0TRN7tx6i7d0nkVvWS0Tq1L7uituRAAmQgFsCdMDcYuHChCCAZKJIngzn6+eff5Zq1aoJnC+MgMGQcPTFF19MiENxHyRAAiSgCEDG+6+//vKaBkbMaCRgENCiosTetr1op89I5MY1EvHYY8ZPfCcBEiCBBCNAByzBUHJHrgT++OMPKVy4sEo8Wr16dZWY0uiZzp07t6xbt851E34nARIggYciAFGE3r17e70PjHbQSAAEND03m73ZKyL/3JXINcslIkkSgiEBEiABvxCgA+YXrNwpCGTPnl2Jb3z11Vcybtw4adiwoQMMFKOQdJRGAiRAAglJwGb7T9w3ZcqU0qBBA6lcubIkSpQoIQ/BfVmQgHbnjtgbNBFJ8ZjYli6UCF4zFjzLrBIJmIcAHTDznAvLlQQO2LZt29R8DGfnC0IcQ4cOlZ9++slydWaFSIAEgksAMuDFihWTOXPmyIIFC2T58uXqHoRQ6DJlykhERERwC8ijB53AjRs3lFQ8ojAQslq6QEGZdy9KHi9SWGyTJkhEZGTQy8gCkAAJWJsA84BZ+/wGrHZ2u11u374t58+flwcPHsi+ffvUQ8/kyZNl7ty5UqlSJRk2bJh07dpV9Urv2LFDhScGrIA8EAmQQFgQwAgYVBDHjx8vFy5ckGnTpql7U+3atdWofJ8+feTHH38MCxasZEwC9/Uww1SpUqlrYv/+/XLlyFGZeemaTD/wk3xfvzadr5jIuIQESMAPBOiA+QFquO0SOXcwxytjxozy/PPPS5o0aVSS5SlTpqg8X8i306RJE8F6zzzzjOzevVtKlSoVbphYXxIggQATeOSRR6RGjRoydepUuXTpkpqHevbsWSX+kydPHhkwYECAS8TDBZtAz5495emnn5ZFixZJRr0wj1Z/SdK2bCZl9u2SNm3bqhGxYJeRxycBErA+ATpg1j/Hfq3hHT1uHgkos2TJIteuXZOFCxeq+RYYDcMoFwwOWefOneXTTz9V8vM5c+b0a5m4cxIgARJwJZA4cWJBLkKEPyNZ7rlz52TgwIGuq/G7xQls2LBBFi9eLNqpUxJVtpLY2rSSyMGDpHjx4lK0aFHZs2ePxQmweiRAAmYgQAfMDGchhMuAHuTSpUurHua9e/dK3bp1Zfbs2UoGGmpkp0+fDuHasegkQAJWIHBKf9hGCPQLL7wg6AD65ptvVDJ4Pmxb4ezGrw7//POPPH7xkkSVqyy2t3qI7e3/KWYm0VUP7969G78dcm0SIAES8IEARTh8gMZN/kcAIhvDhw9XYhtQHEPS5apVq6oV8I5RMIhx0EiABEggkATQ+TN//nyZN2+eoHMoU6ZMal4qchEiBJpiHIE8G+Y5VpM8+SRF/cZiGzdKbK1aOgp2/fp1WbVqlSB0nkYCJEAC/ibAETB/E7b4/pFDB2qGcL4gtmE4X6g2hDmYY8fiFwCrRwImI7B582YpUaKE5MiRQ416Pffcc7Jp0yYVcvjll1+qEXs6XyY7aQEqjrZrtwzau1/a3bouIy9fdBwV85NTp06tQuQxl5lGAiRAAv4mwBEwfxO2+P4RztOrVy/Vc1ihQgVHbSG8AYcMYT80EiABEggUASiwIrQQD9IvvviiQHIc4dB4ubOZM2e6W8xlFiGAjkAoHz66Y6fYm74ij86eJl/kzaMc9LFjx0q6dOnk2LFj8t5778ngwYMtUmtWgwRIwOwE6ICZ/QyZuHyYzLx69Wq5d++e6jmEuiEmuh8+fFieffZZ+eSTTyRr1qwmrgGLRgIkYDUCEAUqUqSIqhYerGnhS2DIkCEyevRoKXXtuox7ILLtjS7SsFpVya7ngkO7dfz4cSVHD3VeJO6mkQAJkECgCNABCxRpix1n7dq10qJFC1myZImSnq9Vq5ZSO0yaNKng9fnnnwvkfmkkQAIkEEgCrVu3Frxo4U0AeeD69esnZz//QjIOHS7Xp02WxjWqybNrV8vBgwfl0UcfVR2F4U2JtScBEggWATpgwSIfwsfFqFerVq2U8wUFRNi6detUmMetW7dUTyLy79BIgARIINAEbt68qVRYvT1utmzZvF3V9Ouh7sh35skQlvfggT4kZFFDNEbXrl3l3vivxTZosERuWC3p8j+r5iRDCRNKva+88opFa89qkQAJhAIBPiWHwlkyURlXrlypkisvXbpUSpYs6SgZJrUj/BAvGgmQAAkEiwDmevXu/T9pcU/lsJJQ0Jo1a+Sdd97xVGWBFPvFi/8TofC4QYitgPD4RZWqiu2TzyRy63qJeOopRw3eeOMNQTtGB8yBhB9IgASCQIAOWBCgh+ohly9fLu3atZPvv/9e5dMJ1Xqw3CRAAtYlYLP9J+6LOT1QZ61cubJKDm/dGv+vZg0bNhS8PFmKFCksPT+3xLpNkn//QYk8uE8innwyGo5EiRJZevQvWmX5hQRIwLQE6ICZ9tSYq2AY8Wrfvr2sWLFCIOtMIwESIAEzEujRo4cUK1ZM5syZIwsWLBB0HDVu3FiaN28uZcqUYf4vM560BCxTVN93pfjJ01IvU1rZmCVLjD1D7RDXCI0ESIAEgkmAecCCST9Ejr148WLp0KGDkpqn8xUiJ43FJIEwJYARsPLlywtEGC5cuCDTpk1TSne1a9dWSeH79OkjP/74Y5jSsW61EUoa1fl10TZtkcd/2CmP62GHuBb+/vtvVel///1X5ak8ceKEdO7c2bogWDMSIIGQIEAHLCROU/AKuXDhQunUqZOSm0evMo0ESIAEQoUAxIBq1KghU6dOVeIUo0aNkrNnz6r8YHny5JEBAwaESlVYzjgIaLpzZW/VTrQjR5XgRoSeVBkKvQhBRSgq0qIgPUGSJEkEQiVQQKSRAAmQQDAJMAQxmPRNfuz58+cLJixDcr5QoUImLy2LRwIkQAKxE4BAUP369VWOsPz588vQoUNl4MCBdMJiRxYSv2h6Pi97M13RUH+PXLVMInQnCwZhqO+++045XOfOnZPMmTPL448/zhDUkDirLCQJWJ8AR8Csf459quHcuXOV8wVVLTpfPiHkRiRAAiYhcOrUKRk2bJgSD8qZM6d888030qVLF9mzZ49JSshixJfA6dOnpb2ei3JLqgyyYs1a6ZgulfytO2GuBsGRfPnyqZEwOGU0EiABEjADAY6AmeEsmKwMs2bNkrfeekvl9kJPMY0ESIAEQo0AHtAxij9v3jzZu3evZMqUSYlxfPHFF1KqVCmOhITaCXUq7/Xr16VQjhzyY5Yckq72S3Jt6Efy7dtvS6pUqeTMmTOWVnh0wsCPJEACIUyADlgInzx/FH369Onytt6QIY8Keg1pJEACJBBKBDZv3ix9+/ZVo1sZMmRQsuwY/SpXrpwSZQilurCsMQkgiXTtkqVkf5onJPvLDcT25QhJqY9sQfES572FPiqGa8BIRxBzD1xCAiRAAsEnQAcs+OfANCX49ttvpV+/frJx40bBBHUaCZAACYQagX379innK2PGjEps48aNG4LkzHi5s5kzZ7pbzGUmJXD7t+Py9bGTku29tyXy44HRSjlkyBAVanj37l1JlixZtN/4hQRIgATMRIAOmJnORhDLMnnyZOnfv78a+XrmmWeCWBIemgRIgAR8JwC1uyJFiqgdHDt2zPcdccugE7h165ZSsNy1a5ckT55c6hUpKpWHjpB5yZLIABfnC4WF6iWUDu/cuUMHLOhnjwUgARKIiwAdsLjohMlvEydOVGpgmzZtkqeffjpMas1qkgAJWJFA69atBS9aaBPAKFb27NlVTrd69epJohMnJX/XHjKpUH6ZrN2TunouN9fUKFu3bpWkSZNKal2GnkYCJEACZiZAFUQzn50EKBvCa15++WUpW7asvPrqq/Lzzz9H2+uECRNk0KBBKmaezlc0NPxCAiRAAiQQBAJRUVHK+cqVK5eSkm9duIg0mTBZnpw2WfocPyrFixdXr+PHjztK9/vvv6uQ07Fjx0pkZKRjOT+QAAmQgBkJcATMjGclgco0fPhw+fDDDwXhhU8++aSsWrVKScrv2LFDqYCNGzdOPv30U+V8QZqZRgIkQAKhTgAqeLGFHkKSHB1NadOmDfVqWrr8SJb9zz//KPVKbecuiarXSGxfjxNb/bqys3BBadSokQpNzJ07t1SoUEEgzHHo0CFBm4bRMhoJkAAJmJ2ApRywy5cvq7jvxx57zOzc/V4+SMn36dNHkIBS0zQlwVymTBmpWLGi1KpVS8nMT5o0SbZs2aJ6Gv1eIB6ABEiABAJAANLzvXv3jvNIadKkkZEjRzJUMU5KwfsRDhjm8dnXb9CTLLcS28ypYqtWVRUIDvT58+elTZs2KrH2/v371XKEIyLRMo0ESIAEQoFASDpgSJ6JsLnZs2cLejSXLVsm3bt3F+R9QehB4cKFBbleIDscrgZFw6xZsyoWjz76qOpNhFNWs2ZNwWjXl19+KT/88INky5YtXBGx3iRAAhYk0LRpU3nuuefc1gyjKhcuXJClS5dK27Zt5ebNm9KtWze363Jh8Ahg7lfmH38Se9NWErl4nkSULeMozMGDBx15vlKmTKlGwBw/8gMJkAAJhAiBkHPAdu/ercLnqlevrhBDHalBgwbK0Xj99dclceLEKh9ItWrVZM2aNWHphKF3EHXv0aOH6uWN0HOkIC8KQjWaN28uJ06ckDfffJPOV4j8k7KYJEAC3hNAuDVecVm7du2kQ4cOMm3aNDpgcYEK0m9Ztu2QMQ80aZohqSx0cr6gbogk2qNHjw5SyXhYEiABEkgYAiHngGHUq3bt2qoHEwiQ2wX5XuCYQYIWhtGwKlWqqBjxcBwFa9++vQrfQJgNnC9Y+fLlldOFhgsyzSVKlFDL+YcESIAEwpFAw4YNVRtx+/ZtJXEejgzMWGf7xMmiffiRpNi9TZY8V1wpGr799tuC8zRlyhT54IMPBJ2tNBIgARIIZQIh54AhySYy3Rt2/fp1NenWcL6M5VgHakjhaBgVXLFiheopLFiwoBohHDp0qCxfvlwQjnjx4kXloIYjG9aZBEiABEAA84X+/fdfuXr1Kh0wk1wS9pGjxP7lGIncul4e0RUQ7927J4sWLVKJtZEHbO7cuYK5zDQSIAESCHUCIeeAFSpUSDDJGpLqSLiIsLphw4bJqFGjHNKzEJ1YuXKl5MuXL9TPj0/lx6gXkikjVh68oBR15coVJbYBNjt37pREiRL5tG9uRAIkQAJWIIC5xOnSpaMIkUlOpn3gx2KfOVsit22QiP8PIcWcbige4oW2C2qHyA+GjkSbjVl0THLqWAwSIAEfCITcHQyhCMhlhRC6OXPmSOnSpSVv3rwqxA6qfvPmzVPKSBDm6Nmzpw9IQn8ThF2OGTNGMPoFXoib79u3r7zyyiuq8UIOFRoJkAAJhCsBdEINGTJESpYsGa4ITFXvqN5vi/27xRK5fZPD+XIuIMRSIK6CBMtIIfDss8+q0TDndfiZBEiABEKJQMiNgEEdCdLpH3/8sXIokLDRsO3bt6uPRYsWVXPEwtXR+OyzzyRPnjxqpAvKkD/++KNSPIT8PNhx9Mu4YvhOAiRgNQKYJxybSAPmEZ06dUr+/vtvFR2AOcS04BHQ9BEte+fXRTtwUCI3r5OIVKliFOb+/fsqXPSll14SyNND+RC5LBGKiJxvSLdCIwESIIFQIxByDhgAo/cLkupoZE+ePCl//PGH3LhxQzJnzqzkaeF8hLMh/LBXr14yfvx4hSGXHkufI0cO5ZSGoyhJOF8LrDsJhBsBhK0lTZrUbbUzZMggNWrUUB1UEOHAw7xZDM7htWvXHBLrZimXv8qh6fPv7G1eE7lwUSI3rJYIfY6XO/voo48Ebdj333/v+BmRL0gngGkGUPb1pHrp2JAfSIAESMAkBELSATPYIRQBL3c5XxCyAGGO2BpiYx+u74gxf/DggeviGN8Rj46XGe3dd9+VdevWqd5BJKVGffBuKCKascwsEwmQAAkkBIEmTZoIXqFm3333nQqbhyiI1U3TxTXsTXQxLd0Js61YIhH6fO7YbMOGDYK8lq4G9eOqVavKtm3bpFmzZq4/8zsJkAAJmJpASDtgcZFFgmHcnDEnLD42Y8YM6dixo8dNoM6E8D6zGeZ6rV27VjZu3CiQoYdBrIRGAiRAAuFEACMkCL9G6BoM4eojR45UAk1IRg8hJ4ykBNKGDx+uQiDdHfPo0aNKat2QWC9WrJgqo7t1Q3mZpo/02es3FkmTWmwzv5WI/08fE1ud0IHoqnJsrAsxDihZ0kiABEgg1AhY1gFDLjCo/8XXWrduLXh5MiSDRD4yM9lbb70lmzZtEvQYYrIyjQRIgATCkcDUqVOV84JwbMMBe+edd2TEiBFStmxZQaoOhLFjTqy7CAp/Mfvhhx+UeBTuz1myZIl2GKRUgbOxefNmtTxx4sTRfrfCF02fKhBVq55E5HlGbBO/kggvlAwx1wvn01Uw5datWzJz5kwZNGiQFdCwDiRAAmFGwLIOWLjdlN98802BCMn69esllZuJzGF2XbO6JEACYUoAI0mdO3dW0uWYPwQ7fPiwYPSpW7duSiEW4ePVq1dX6yG3ZKAMDgNSg0CBER196DQz5NSnT5+uQhCh8mtF0/RUKFHVXpKI8uUk8osRXlcRSr6ZMmWSy5cvy4IFCxQv5LLEMpxPzA+jkQAJkECoEQg5GXpXwGhIkeMKk5fD1TDaB1llzPui8xWuVwHrTQIkAAIIv0a4IdKSGIJMS5YsUXAwCgbDfNhOnTqpXInIKxUog7OFObqIVED5KlasaMpQ9oTmoZ0/L1HlKklEnZfi5XyhHJjrBdXK/fv3q8gOpJ0pUKCA9OvXTznTCV1W7o8ESIAEAkEgJB0wqB6iVwzKfogBh7IVxDigaFW4cGHVq4jwBKsbnM+uXbsKenAx78tMil5WZ8/6kQAJmJMARpCef/55SZEihaOAcMrgjDmr5WGeMEL+IG0eaEOKFMxPy58/vxoRcycyEegy+et4mq5UHFWmotg6vCaRgz706TA4l8ePH5fffvtNqfninCEVDY0ESIAEQpVAyIUgQvgCMfzowWzcuLEKP4DYBL5jFAyy9AhTWLhwoQrHe+qpp0L13MRZbjhfXbp0UUmp16xZE+1hI84N+SMJkAAJWJgAogDO6yMuhmGEa+vWrTEELY4cOaJyIiK3ZDAsWbJkMm7cODVHDYIg8VXsDUaZ43tM7fARiapSU2z93xNbpw7x3Tza+kgvgM5WvGgkQAIkEOoEQs4BGzZsmBr5QrhdbJOUEV9fs2ZNmTZtmgwcODDUz1GM8sP5glIjHiBWr16tJOZjrMQFJEACJBCGBIoUKaLmWGEkrGDBgqpD7p9//pE6deo4aOAeCsVbiHQgiiKYBpEQlLVHjx4qnD6YZUnIY2v7f5KomnXF9vlnYmtBmfiEZMt9kQAJhD6BkAtB/Omnn9Tk5dicL5ySRIkSSdu2bWXVqlWhf4ZcaoA8Za+99pocO3ZM1Q/5vWgkQAIkQAL/Eahfv75AOQ9hiFWqVJF27dqpd6Qlge3YsUNatGihwrb79+//30ZB+gtHEHOYIbM+e/ZsNY83SEVJ0MNqO3ZKVPXaYpswls5XgpLlzkiABKxCIOQcMORtgdqfJ4MUu6vMr6dtzP47nC+EqiDMcuXKlZI8eXKzF5nlIwESIIGAEkAHHELQMaKEkS/k1cJ3Q20Q4g1oHyBJH4yEzVafw2xft16i6jbUc3xNFVu9/406BvQi4MFIgARIwOQEQi4EET2XcMIuXbokLVu2FMzxggAHGlfMATt16pTKDbJixQrL9CbiGoKqF0b1MLcBdbPifAGT/6+weCRAAiFC4IknnpBPP/3UbWmRUypr1qwOh8ztSn5aaPU5zPYly8TeoYtELl0oEaVL+Ykid0sCJEACoU8g5BwwxPcfPHhQSQi3adNGMCrkagg7gTBF+fLlXX8Kye9wvpAzBqEqy5cvlyRJkoRkPVhoEiABEgg2gWCJbqDeVp7DbJ81R+y9+krkqmUSUaxosE8zj08CJEACpiYQcg4YaD799NNK4fD+/fty5swZNeoFOeHMmTMrmWGMiFnF/v33X3nllVfk+vXrSn6XzpdVzizrQQIkEG4EMIcZHYfezGEePXp0yIhI2b+eKPZBQyRy4xqJyJc33E4r60sCJEAC8SYQkg6YUUuoV8EZw8uKBucLIZfIaYZEonE12lasP+tEAiRAAlYiYMxh7tAhbkn2UJrDbB/xhdjHjJfILeskIlcuK50u1oUESIAE/EYgpB0wv1ExwY4xotesWTO5d++eLF68OOhSySZAwiKQAAmQQEgTsNoc5qgPB4k2d75EbtsgEVmyhPS5YeFJgARIIJAE6IAFkraXx4LzBXUuzG9btGiRktX3clOuRgIkQAIkYFICVprDHNWrj2gbNknkVt35Sp/epMRZLBIgARIwJwE6YCY7L5jX1qhRI4mMjFQJRCGpTCMBEiABErAGgVCfw6zpHYP2Tt1EO/SLRG7Www5TprTGiWEtSIAESCCABOiABRC2p0Mh3LBhw4ZK5XDOnDkqOaenbfg7CZAACZBA6BHAHGakUUmpOzDocEuTJs1DV+LOnTvy119/edwPoiugrhtf0/R5yfZW7UQuXZbIdSslgrko44uQ65MACZCAIkAHzCQXApyvBg0ayGOPPSazZs2i82WS88JikAAJkEBCEkAi5lGjRsncuXMFnyG2BHv88cclR44cgjQqAwcOVG1BfI/7/fffS69evTxuhgTVFy9e9Lie8wqa3kbZGzcX0TSxrVwqEYkTO//MzyRAAiRAAvEgQAcsHrD8terdu3elXr16qgd0xowZqjfUX8fifkmABEiABIJDwN+JmDF3GC9PVqpUKalevbqn1Ry/a7dvi71uQ5H06cQ2Y6pEPMJHBwccfiABEiABHwjwLuoDtITcBD2RdevWlQwZMsi0adPofCUkXO6LBEiABExEIBQTMWt6DsqoWvUk4tl8Yvt6nETYbCYiyqKQAAmQQGgS4J00iOcN8fq1a9eWTJkyyfTp0+l8BfFc8NAkQAIk4G8CSMTcunXrOHM6Qnipbdu2smrVKn8Xx+P+tStXJKpCVYko8bxETvyKzpdHYlyBBEiABLwjQAfMO04+rwVJ+UOHDsmWLVuixdzf1kM6XnrpJcmaNatMnTpVbOxV9JkxNyQBEiCBUCBgJGL2VFYzJGLWMD+tdAW5WrqkbG9QN1r75an8/J0ESIAESCBuAgxBjJvPQ/168uRJFWcP5wqjXJs2bZL27dvL559/rka+IEc8ceJEiYiIeKjjcGMSIAESIAHzEwiVRMzaiRNyr1wVGX7/jszYsFYyHT7kaL++/vprtlnmv9RYQhIgAZMToAPmpxN0+fJlyZUrlwwZMkTeffdddRQoHSZJkkRWrlwptWrVkgkTJrAh8xN/7pYESIAEzEYgFBIxa78elgeVasjrl87JU0M+liMu7Vfq1Knls88+MxtalocESIAEQooAHTA/na7BgwdL06ZNHc4XDoMkyyVLllQhiV26dKHz5Sf23C0JkAAJmJWAmRMxaz/uV4Ibs4oUlFupSkVrvxLrsvOQzEf5MZIHZ5JGAiRAAiTgGwE6YL5x87jVnj17ZPjw4Y71/v77b6lWrZoUL15cChQoIHv37pWiRYs6fucHEiABEiCB8CGARMxwZvBytZs3b6pckEmTJnX9yW/fte07JKp+Y7FNmiATPhkswz94L8axkDAaecrQvtEBi4GHC0iABEjAawIU4fAaVfxWRELlW7duqY2u6zK+aLReeOEFGTt2rNy4cUOSJUsWvx1ybRIgARIggbAgkC1bNmnTpk3A6mpfu+4/52vOdLHVra2SQBvtl2sh2H65EuF3EiABEog/ATpg8Wfm1RaVK1eWfv36yV9//SVVq1aVMmXKyKhRo+T48eMyf/58KV++vFf74UokQAIkQALhRaB79+5Sp06dgFTavnip2Fu0kcglC8RWuZI6ptF+uRaA7ZcrEX4nARIgAd8I0AHzjZvHrd566y25evWqpEmTRoUcDhgwQJYuXSq5c+eWuXPnKvl5jzvhCiRAAiRAAmFHYNCgQdKqVSu/19s+c7bYu3SXyLUrJKJ0Kcfx0H6h8xAKvUeOHFFRG2y/HHj4gQRIgAQemgDngD00Qvc7wJyvVKlSSfr06WXr1q2SM2dOyZs3r3z33XfSoEED9xtxKQmQAAmQQNgQ0DRNddRhbhU66wJp6RfpI1+z5krkhtUSkS9vtEMjGTRGu3r37q1Sply7do3tVzRC/EICJEACD0eADtjD8XO7NUa+EMKBRMuQoaeRAAmQAAmQAAj8oSc4Rjg6IiHwGcqCsMcff1xy5Mih5gsPHDhQzcNSP/jhz6N2u2SaMVsit2+UCL1z0J1h9GvEiBHq5e53LiMBEiABEvCdAB0w39m53fLKlStSqVIlqV+/vnz00Udu1+FCEiABEiCB8CNw+vRpKVu2rArta9y4scoViZEvODsYZTp58qQsWLBAFi5cKOvXr5ennnrKL5DggB3+arQ8F4vz5ZeDcqckQAIkQAIOAnTAHCge/sOlS5ekYsWK0qRJE8GcLxoJkAAJkAAJGASGDRumRrnWrVsnyKvlzhA1UbNmTZk2bZpgJMwfduuRR+RB+nT+2DX3SQIkQAIk4AUBinB4AcmbVS5evCgVKlRQCSrpfHlDjOuQAAmQQHgR+Omnn6R169axOl+ggflXbdu2lVWrVoUXHNaWBEiABMKIAB2wBDjZFy5cULLyaFjff//9BNgjd0ECJEACJGA1AqVLl5bt27d7rNaGDRskS5YsHtfjCiRAAiRAAqFJgCGID3neMIkaI18dOnSQvn37PuTeuDkJkAAJkIBVCbRo0ULghCFcvWXLlmqOV9q0acVms6k5YKdOnZKZM2fKihUrBGGKNBIgARIgAWsSoAPm43m9d++eLF68WCZPnqwmVSdLlkzGjBnj494SbrPff/9d9u3bJ5kyZUq4nVp8T3gYSpo0qVIhs3hVE6x6J06cUHNZ8OBI80zgn3/+Edwz6tat63llk6wBUQhawhIoUqSIHDx4UDp16iRt2rQRuy6G4WpVqlSRNWvWqKgK198S6juuxY0bN8oPP/wQr10eOnRI5QXLkCFDvLYLxspgC4c2V65cwTh8vI95/vx5SZkypSRPnjze2wZ6A6TZwT3tiSeeCPSh4308XAcQt/GXoE28C+Rhg1C6Dm7evKnCqXHPMpuFQvsVoech0cwGLhTKs2vXLpkwYYK6+B7RJzSbxQ4cOCB4Zc+e3SxFMn05zp07pxq91KlTm76sZingr7/+Knny5BHkL6J5JnD79m01wvHKK694Xtkka+TQJdF79uzJc+yn83H//n05c+aMchIePHggmTNnlieffFIwIuZvQ/s1depUiW/btXPnTvUwGwrhkXjwRhLpZ5991t84E2T/cBZx7lOkSJEg+/PnTpCkG/c0XK9mN1wHhw8flvz585u9qKp8UEqFMmooXAfXr19XaTQaNmxoOrah0H7RATPdZfNwBVq6dKlMmjRJlixZ8nA7CqOtX331VSlXrpy0a9cujGr9cFWFs4peRSQbp3kmsGnTJqVoh1EHGgmEKgG0LXDCJk6caPoqoHcejiJGa0LBatWqJd27d1cKmGYvL5z3zZs3y5QpU8xeVLlz546kT59eOYymL6xewNq1a0uXLl1UHlmzl3f69Omydu1apdhq9rKasXyMHzLjWWGZSIAESIAESIAESIAESIAELEmADpglTysrRQIkQAIkQAIkQAIkQAIkYEYCdMDMeFZYJhIgARIgARIgARIgARIgAUsSoANmydPKSpEACZAACZAACZAACZAACZiRAB0wM54VlokESIAESIAESIAESIAESMCSBOiAWfK0slIkQAIkQAIkQAIkQAIkQAJmJEAHzIxnhWUiARIgARIgARIgARIgARKwJAE6YJY8rawUCZAACZAACZAACZAACZCAGQkwEbMZz8pDlAlJJ5GlPnv27A+xl/Da9Ny5c5I8eXJBcmGadwR++eUXyZcvn9hs7MPxhtjt27fl0qVLkitXLm9W5zokYEoCaFtwLT/55JOmLJ9zoex2uxw+fFjy58/vvNi0n0+dOiVp06aVFDFKEMgAACJNSURBVClSmLaMRsFC6TrQNE3QXhUoUMAovqnfQ+k6uH79uiDhedasWU3N1KyFowNm1jPDcpEACZAACZAACZAACZAACViOALuvLXdKWSESIAESIAESIAESIAESIAGzEqADZtYzw3KRAAmQAAmQAAmQAAmQAAlYjgAdMMudUlaIBEiABEiABEiABEiABEjArATogJn1zLBcJEACJEACJEACJEACJEACliNAB8xyp5QVIgESIAESIAESIAESIAESMCsBOmBmPTMsFwmQAAmQAAmQAAmQAAmQgOUI0AGz3CllhUiABEiABEiABEiABEiABMxKgA6YWc8My0UCJEACJEACJEACJEACJGA5AnTALHdKWSESIAESIAESIAESIAESIAGzEqADZtYzw3KRAAmQAAmQAAmQAAmQAAlYjgAdsBA9pZqm+VRyX7fz6WAm28iXutvtdpPVIrDFuX//vkRFRcXroL5wjtcBTL7yP//8E68Shvs1Fi9YXPmhCfjy/+nNNt6s89CFN/kOfGHgzTYJtY7J8cVaPG/q725jb7ZD+4Z2Ljaz+v3ZG0aubLzdxtPzg7f7cT2+Vb7TAQuxM/ntt99KhQoVJFmyZPLCCy/Ixo0bPdbg4sWL8vLLL0vatGklR44c0qdPH/njjz88bmeFFW7duiVvv/225M6dW9KkSaM4/Pnnn3FWDTfkQYMGSebMmSVRokSSJ08emTlzZpzbWPHHkydPKgarVq3yWD1fOHvcaQiuMGnSJEmXLp1XJZ89e7YUKFBAEidOLKlTp5amTZvKuXPnvNqWK5FAfAn40nbs379fWrZsqa7PXLlyyUcffRTjsN6sY2x0+/Ztefrpp+X11183FoX8u6/3Pm/Oh6d10I43bNhQUqRIIcmTJ5cqVarIr7/+GvJMjQrE59oytonP+YBzVadOHenYsaOxuePd6vdnT9eWA4TTh/icj7ieH9auXSvPP/+8JE2aVMqUKSOjR4+WsHTG9ErTQoTA5s2btUcffVQbO3as9tNPP2ldu3bVkiRJoj7HVgW9N17LmjWrVqJECW3Dhg3anDlztGeeeUbTG9XYNrHU8u7du2t6g6+tX79e27p1q1akSBGtcOHCmn7jjbWeQ4cO1SIiIrRPPvlE2717t9apUycMN2q6IxLrNlb74ffff9fy58+v6v399997rJ4vnD3uNMRWWLhwofr/1BsVjyVfunSpYtuuXTtty5Yt2sSJE7WnnnpKK1iwoHbv3j2P23MFEogPAV/aDt1Z0nSnS2vRooWmP3hpU6dO1fSOP03vnHIc2pt1HCvrH3THS1333bp1c14c0p99ufd5cz48rYM27LnnnlP3jXnz5qn2SX+o1Z588kntxo0bIc0UhY/vtWVU2NvzcffuXa1Dhw7qemzTpo2xuXq3+v3Z07UVDcb/f4nP+Yjr+QHPYjabTXvjjTe0ffv2aXqnjmo3Fy9e7O6wll4Gr5MWIgTy5csXw3HSe9C1V199NdYafP3115reu66dPXvWsc7y5cuVU6aPjDmWWfHDgQMH1D+68z/24cOH1Q135cqVsVa5aNGiWo0aNRy///vvv1qWLFm0Vq1aOZZZ+QMcfL03VdNH/hQrTw6Yr5ytwvD69evqIRVOOph544BVr15dy5kzZzQEc+fOVbzRONJIICEJ+NJ29O/fX3v88cc1dOIZBudLH+HV8PAK82YdY1t0AOpRGJoeWaBZxQHz9d7nzfnwtM7x48fV/WLy5MkGYtWZg/vQsmXLHMtC9UN8ri2jjt6eDzz4g2+qVKm0DBkyaK4OmNXvz56uLYOn87u358PT80PVqlW1l156yXnXmj4CqTVu3DjasnD4whBEp+FVM39EaJLuPEiDBg2iFbNevXqyYsWKaMucv0ybNk2aNGkieq+YY3GtWrXkzJkz8sQTTziWWfGD3tMi+oih1KxZ01G9vHnzij4CGCczhCr+/fffjm30G4HoTpjoDyOOZVb+MGTIEBUiFNd15Vx/Xzk77yOUP//444+ybds2WbRokeijpaKPnnqsjt7zKuPHj4+2nu6Qqe9673W05fxCAg9DwNe2Y82aNaJ3RIkeZeE4fN26deXq1auyd+9etcybdbAiwsL0jkIZMWKECgX35n/EcVATf/Dl3ufN+fBmHd15EH0kQZzvF2inYFZoq7y9tpwvD2/Phx5xIHqnquDejdBaV7Py/dmba8uVB757ez7ien7AdBiEH/bq1SvaISZMmCD6KG60ZeHw5ZFwqKQV6qj3dqlq4KbhbJindOXKFUEsM27GrgZHq1mzZrJgwQLRQ0hU44lGFPOiIiMjXVe31PfffvtN0qdPr5ww54qB2aVLl5wXRfvcpUsX0cNupF+/fqL3hMmUKVMEwgp6L1m09az65YcfflDOOW7U3pivnL3ZdyisU6xYMTl27JiayzVy5Eiviox5G66GeYaPPPKIFC9e3PUnficBnwn42nZgu9KlS0c7rtH+4EEK5s06WA/zjjGXFvfQ4cOHY5ElzJd7nzfnw5t1MKcb7RSc2pQpU6o53h9++KG6f5QqVSrk+Xp7bTlX1NvzMWDAgDg7oK18f/bm2nL3LOnt+Yjr+QHPozB0gusjasqpQ4d3jx491LOW87kMh88xn9jDodYhWEdjRAY3XWfD5H2IRrgTlsDIDRrKJUuWiB4+p27QcLrgWOhzT5x3Y8nPN2/eVL2trpUDs7gcMNx80UODnpzy5csrx/XLL79Uk0Zd92XF7/EdGfWVs1XY4eEHQhoPY7t27RL0AqIhQgcBjQQSioAvbQeOje3wcORsGHWBXb58Wb17s866deuUiBGub6uZL/c+b86HN+uApT7FQAmkYHQR0TCnTp1S7T3Eo0LdvLm2XOvo7fmIbxtnpfuzt9eWK1tvz0dcbM+fP6922759e4FglT6HUXQ9A0FUFp5Tw83ogIXIGUfPOMy1Z8L47k5GVY/TV/KqaABxkUP1Zvv27fL+++/L9OnTBYo2VjY4mwYf53oi/MUdL2MdhJGhYRs8eLAKtcFDsT5nIUbImLF+uL/7yjncuRn1R49h7dq1BSNp7lTmjPX4TgK+EPCl7cBxsJ1rlATunXjpQjGqKJ7WwUPba6+9JrqgkWTPnt2X4pt6G1/ufd6cD2/WgROMewacLYRv6fOa1QOtLrglv/zyi6m5eVM4T9eWu334cj7c7cd5mdXuz95cW871Nz77cj6MbY13w/m7du2aQCVxzJgxqtNAF/yS3r17G6uFzTsdsBA51RkzZlQl/euvv6KV2PgOGVpXg8QnliOMBOEfhiFsAWbE8RvLrfaeKVMmMfg4100XTYg1Rh7ro2emZ8+e8t5776kG7YsvvlBStXiIoMUk4AvnmHsJzyWYO1apUiXB3ETMucP/LI0EEpKAL20Hjo/tXO+fuHcissKYY+RpHSPUHY4CRhHwunPnjorMwGfDkUvI+gZyX77c+7w5H96sowttyJEjR2TWrFmiCxio+XoYRcCcMLRhoW6eri139fPlfLjbj7HMivdnb64to/7O776cD+ft8VkXPFGLkNoC8/NheEfUEUIcXe83agUL/6EDFiIn1/incQ2dw3eEiRgNomt1EM7kOskUghwYGYpvgl3XfZv9O5hhwjjmxzkbmOXQ86G5s507dyou9evXj/YzxE90JUnVaxPtB35RD2rx5UxsIjt27FACMZivgQnOCGWkkUBCE/C17cDDrLv2BuUzBGM8raOrzal7JjoBcZ3jdeLECTUnGZ+NuWQJXedA7c+XNsab8+HNOnAO0HHj3LmK/KCYt6yntggUAr8dx9O15e7AvpwPd/vBMqven725ttwx8eV8uO7HCK/XU65E+8kYHbf6M2m0Sutf6IC5EjHpd1z8uNkizMDZ0GuOeUqxGZI240ZiqCNhPSTWhVOCUAUrW8WKFZX6lp7/y1HN06dPq/CM2JgZk8wxmdfZELoJpzWu+Gbn9cPpsy+cw4mPu7oePXpU9VgjcSp6svHgRCMBfxDwte3A//Xq1aujdWCh/UHCX0MoxtM6CI1DOJzzC4mYEYWBZcYDmT/qHYh9+nLv8+Z8eLMO2iqIGjiPIqJdx8hiqHPFufN0bbk7v76cD3f7sfL92Ztryx0TX86H637wDAsHUE+1Eu0nPTWSGijQU1xEW275L+GgtW+VOurxsio/E/Iy6WEcmq64phIx6wpsjir27dtXLTcW6DcSTY+LVgkH9ZhxbePGjSoRMRIzP3jwwFjNsu+6o6XpDwuaHm+sof66JL2m97w6EjHrvbGaPkdBJWkGBL0B08qWLavyfumjYZoes6whzwpyqbVt29aynNxVDLnj9Bug5poHzJUZtvXE2d3+rbjs888/V8lqXeuGRKm4zoycSsgzh3xh33zzjaarH0Z7IYkljQQSkoAvbYeugqrp8z40fW6GposbaLgf6h1Qmq5i6CiaN+s4Vv7/D8hdiYTMVjFP9z5390tvzoendfROQnUP0cO3NN0RU22cPl9Z3bOR6zPUzZtryx1bT+fDlUvJkiVj5AGz+v3Z07UFRq5tljfnw5ltbM8P+lQOdV/RQ2dVwvBx48apNnPo0KHOm4fFZyZiDqHTDIcJN1g0ivpEaJVIUJeWj1aDbNmyaUgi6Gx6bgwNy7ENttV7MjRdut55Fct+1ke8NNxg4Ujok5U1JAHUe14d9d29e7f6Tc8L4lj2xx9/aHXq1FG8wMxwYOGMhZPFdgN1x8wT53DhFpsDhodYXIO4hnQlKPUZ3929nK/FcOHGevqXgK9thz6nSCVPxn1QD3VXCVORmN7ZvFnHeX2rOWCe7n3u7pfenA9v1tFzKml6OJe6j+AcIdG1Pv/LGXdIf/Z0bblj6+l8uAJxdcDC4f7szbXl3GYZzDydD2M9vMf2/KCHGaoE7uiAxDWLZNh6mgrnTcPmcwRqqj8E0EKIANQNoYCkO1XxKrXeg6HmisU2XyxeOwuxlZErDQpJrrLKcVUDyUN1Z0ypdzknI41rm3D/zRfO4c6M9SeBQBHwpe3AIwLkzbNmzaqUEd2V1Zt13G1npWW+3Pu8OR/erHPhwgUVioi5NPpDrZWwKtEXT9efuwr7cj7c7cfKy7y5tlzrn1D/65jvhfOK+fh4NgtHowMWjmeddSYBEiABEiABEiABEiABEggKAYpwBAU7D0oCJEACJEACJEACJEACJBCOBOiAheNZZ51JgARIgARIgARIgARIgASCQoAOWFCw86AkQAIkQAIkQAIkQAIkQALhSIAOWDieddaZBEiABEiABEiABEiABEggKATogAUFOw9KAiRAAiRAAiRAAiRAAiQQjgTogIXjWWedSYAESIAESIAESIAESIAEgkKADlhQsPOgJEACJEACJEACJEACJEAC4UiADlg4nnXWmQRIgARIgARIgARIgARIICgE6IAFBTsPSgIkQAIkQAIkQAIkQAIkEI4E6ICF41lnnUmABEiABEiABEiABEiABIJCgA5YULDzoCRAAiRAAiRAAiRAAiRAAuFIgA5YOJ511pkESIAESIAESIAESIAESCAoBOiABQU7D0oCJEACJEACJEACJEACJBCOBOiAheNZZ51JgARIgARIgARIgARIgASCQoAOWFCw86AkQAIkQAIkQAIkQAIkQALhSIAOWDieddaZBEiABEiABEiABEiABEggKATogAUFOw9KAiRAAiRAAiRAAiRAAiQQjgTogIXjWWedSYAESIAESIAESIAESIAEgkKADlhQsPOgJEACJEACJEACJEACJEAC4UiADlg4nnXWmQRIgARIgARIgARIgARIICgE6IAFBTsPSgIkQAIkQAIkQAIkQAIkEI4E6ICF41lnnUmABEiABEiABEiABEiABIJCgA5YULDzoCRAAiRAAiRAAiRAAiRAAuFIgA5YOJ511pkESIAESIAESIAESIAESCAoBOiABQU7D0oCJEACJEACJEACJEACJBCOBOiAheNZZ50tT2Dt2rUSEREhJ06csHxdWUESIAESIAFzEOjYsaMUL17cHIVhKUjAxATogJn45LBoJEACJEACJEACJEACJEAC1iJAB8xa55O1+b/2zgJIkmIJw/ngcHeHO9wtcDgOCZzDCdwhcHcPCAjc3d3dJYDD3V0Dd3enXn75ovr1zM7O9s7OIx47f0bsznR3dVX3t3eVnVVZf4uACIiACIiACIiACIiACPwfE1AA9n/8x9Gl/W8JnHrqqTbDDDPYaKONZnPOOaedcMIJNQ2+/fbbtvrqq9vAgQNtjDHGiLSKSy+9tKbMjz/+aNtss40NGjTIJphgAltllVXsvffeqylTvzFkyBC7/vrrbb311rPxxx/fBg8ebOeff35NsSpt//DDD7bjjjvaTDPNZNNNN53ts88+9uGHH9bUkzd++uknW2211eJ++I5VaeOdd96xLbbYwiaddFKbbbbZ7IorrrANNtjAzjrrrFy1tcKgOFlfREAERKCDCHz33Xe2ySab2MQTT2zjjjuuLb744vbYY4/VEMA/LLLIInF8kkkmseWXX95effXVmjIvvviiLb300lEm9/+///57TZnyxqOPPmrzzDOPPfnkk7bQQguF71l77bXtmWeeKRcL39RT29Sx1lpr2UQTTRTXf9ppp9lff/1VU0/eePrpp22++eazY445Ju+q1MYtt9wS9w2jpZZayu6///64fnxStlYYLLDAAvbyyy9HndQNQ3wh17nYYovF32X77bev8aVPPPGE4bd5DsDX8/f7+uuv82XE57nnnmtzzz13lOF+b7rppprj2hCBLgSSTAQ6kIB3jsn/M6S99947ubNLO++8c2yfd955QePbb79N44wzTnJHlc4555x0xhlnJO+4o4x3+lHGHU7s8yAq7bvvvumqq65K7rjShBNOmL766qtuqY455php7LHHTu7A0rBhw9KBBx6Yhh9++MQ1YVXa/vPPP9PQoUPT5JNPnrzjT2effXaadtpp08orrxx13HnnnXGtb731VnKnnNyBJw+i0ptvvlm5jV9//TV5Ln+aZZZZ0uWXX548YE3jjTdeGmWUUdJBBx0U9bTKIE7WLxEQARHoMAIbbrhhmmKKKdLJJ58c/ao/9KeRRhopffHFF0Hi6quvjr57yy23THw/4IADkgc6aeaZZy5IvfLKK9EP+wN/+Cf6Zg8m0rrrrluUqf9y++23R734Jw+G0t13352WWWaZuJYvv/yyctserCQfbEzLLbdcuu6669L++++fRhhhhHTJJZdEHT5gl7gu7PXXX4+yPjAZfoh9Ve7Pg8Jg4oN94Z89IEo+UBrX78ET1aRWGQw33HDhN33AMh1xxBFxfT4Am3ygNe20007JB2LT6KOPHs8GtOMDnQkfv+yyy8bf68QTT0wePMf9cxw7+uijw4fj06+55pq0ww47JF+Dna699tr/FNBvEWhAwBrs0y4R6PcEdtttt+SjhjX3ufvuu6cLL7ww9t16663RIftoW1EGZ0LQduaZZ8Y+nw2K7Ztvvrko47NBadRRR42ArNhZ94UAzGeTEsFLtk033TTaY7tK2zg+ruWpp57KVYRDxUn5SGnKAdgbb7yRfKYtnEx2XFXbOOWUU6KNHHByno9Kxr4cgLXKoLhofREBERCBDiIw1VRTJR7+s3nWQiIoy/0sD+8EN2U79NBDo9/1WZfYvcYaa0TA9fPPPxfFGADEJxC8NLIcgOW+mzKcT0C2xx57xClV2ibIm3766RODgNkIFhmsxHIA9sEHHyTulcCFwbxsVdogKC0HnJy78cYbx/1lP9YXBgcffHC+nLh3uB122GHFvl122SXNPvvsse2zk124wpr7wId/8803aayxxkobbbRRcT5f1lxzzS7PGDUFtNHxBAb4PzyZCHQcAVIxfNTKVlhhhUgFdIdnRx55ZMGBbR/pi+1ffvnFXnvtNSOFw0fPLKfwkRLhHW+kHnogVJw711xz2UMPPVRsN/riTixUCvOxVVdd1UhhIK2hStvPPfecTT311JHykOtYYokl7Pvvv496cxqkB5WR7uEBW6Qq5rJV2uCeSD30GbB8WqSEeABZbPeFQVGJvoiACIhAhxBAIfDYY48NP+IZC5FqeMEFFxR3X06F95kpe+mll8wH0uI4vsezJ+y+++6zRRddNI7lEz2QCv/08MMPR0p93l//Sep7tpFHHtk8QIr0O/ZVafvZZ5+NdHZ8YTZSEFHdzUaapc+umWdzmM942YgjjpgP9dgGPpV0QNL8yrbOOuvUpOr3hQHsspFaj5HmmW2yySYrmHsgaD6oah5QmQeattJKK5kHf/FDeXhwn/POO6+VnwM4zwM185nNSPfMdetTBDIBBWCZhD47igD56+SSewqC+YyTDRgwIDrg008/3ci5xzzt0E466aTIvfcUwehgfciGWeM4zvl0vPPPP39sl3+xbqyZeepgzWFy6TEcLfnjPbXt6RfFdZYrKjtB9t91111GW9wH69PKVqWNBRdcsHxKfM982OgLgy4Va4cIiIAI9HMCni5um2++efTJxx9/vHlat2277bbmqegRQPmMSqznZR3Yxx9/HGu8ppxyyqCC7yEI+/zzz2NgjTL19u6779bvqtlu5HsIZrCe2vYZH/NMkC6+p97veKp7rK+mPs8qsa233rq4hp7a+Oijj4wArt73sGYuW18ZEGBlw7djZZ+d97Hf0xHtjjvusK222soY0ORn1llnjQFcgkx8ILbddtvFZ/0vjrPWWyYC9QT+O4RRf0TbItDPCey555726aefmufCh5AGn4xsYRdddFF0uIyU0fkyM8W7tbAcgDESSaeNGAZCFOUfFvk2M2aqyuZrxmKT+qq0zSghwV+94Zjz9XHssssui2DunnvuMV/fVhSv0gZOA2dZb4zoZesLg1yHPkVABESgUwj42mLzdUL22WefRV+PKISnxJmvLQoEiBz5mlvDP5HpQH/rKXEFHl+Da8xc+brlGp+T/c8hhxxSlG30pZHv8VTBSm0z60VAUu97yBIhaMpG5sQjjzxinjZoe+21lxFUZevp/ghICejq22A2MFtfGTDg2htDlATBDwY+yZT57bffInuGYJe/J/bAAw80/HsgzCETgUYEFIA1oqJ9/Z7AcccdZ7vuuqv54mEjdY/UC0awSCFglI+RRVLvUEpccsklIwXhhRdeiODGc9+DD8cZ3SLYIkWBHxwDyoRllcBGMHFOZaPzZoSPNJIqbc8444zGKGPZKTF7xkwaAWM20iBIrUDN0de9hdPnWJU2eDBAnaus9oQaVLnNvjDI16hPERABEegEAgQqpJ/fcMMNMbO1/vrrh1oe6eT0rTzY+1qt8CH4EV+HFMHI888/H3j++OOP2Kb/pw/PfofPTz75xBqpGtZzLfseBusefPDBSFms0jZ10Tbp+GVjJg8lRl9TFrvxZQQmRx11VGSX5NmhKm0QXM4xxxx22223lZuo2SZA6wuDmop72OBeV1xxxfCDtMkMGGrIPAegIIkKMXbjjTfW/D2uvPLKGMRtpkzZQ9M63N8J+H9AmQh0HAHEJLwTTz4TFKqDLFz2Tj+x+BdDJQplJ3dWsdiY4yw89v6gUAD0QCSUEj1VInnQEypWKBqisuTOtFumiHBQNwuBqYNrcXnb5GmCldv2malQJPTgMHnOf6gb+jqy5HnoUUcW4UAFEWNBNG14Hn1sV7k/FnyjeshiaDih9OTph21hEBehXyIgAiLQYQR8Vij5Q3v02z4bFUqC+AyUDDHUdhG08PTDhKjTxRdfHP4C34PyH+YP99EP+ytQou9nP76LvtqDnChT/yuLcHiwF0qEPsOUfJYtFHkRbsKqtI2yH76TcxEQ8eyKUBX0maGoI4twxIb/QqGXa8+KgFXaQCmRNvzVKSFKtdlmmyVfRxb1ZBGOvjBAyTGbB1NRLzyyeUAZKpNso4KIUAlCWZzns3nJA8pQPfSgN05BcANfiXAVCsj4X/wtKssyEeiOACP6MhHoSAIoPyHdjnPAAeLAcCgYnSjSuUiuIxGM7Ky/qyv5O0OSC3cUvPx9KAkJW+rAYSC/6+vIiuONvhCA+UhlqB5yHhK3SPlmq9r2448/HhLx1MEPqo7sw+oDMPb5rF+UQ2WxahuoKHLPyOb76F88DOBYsrOl3lYYcJ5MBERABDqNgKetRWBBn0q/7bNXocSXVQWRh2cgDZ9E0LHwwgune++9Nx748UHZCNh4VQp14KfwS/TF3VkOwJBa91mm8FcEbL5OuDilattIseMHsu/BVxKoYPUBGEqB3AOvQSHIqdoGgRG+lXb8XWkhD097nnVSXG+rDHoTgNEYqsPcg6cuxj3z+hefoSuug8FKlCzzcQYq4eBr1Yoy+iIC9QT+xQ7/Ry0TgY4l4LNDkS7BC5nrjcW+HqyEkEX9sfI2aXoutRtphOX9jb6zfmu//faLVAbUClkU7c62S9GqbbPui9QW6vEgsEs9zXY0a8NnzyIdk9SSbJR3hxiKjS67m3fHZ28Y1JyoDREQARHoMAKksNH/s/6qUf9PSiGphWXV2XpEPL69//77ocRL+nszIzUdxUMPPkJEg7VlZTGK8rlV2iZVnxR8XmbMWuDeWrM2SMckLZP1YNlYt4zPYa0Z69Cy9YZBPqfVT9pmrV1ZiKpcFymWPohrA30td299cbkefe8MAr1bidgZTHSXHUagXhWqfPs5x768r9H3vBC30bFm+7K6VaMyVdv2l2I2Or3SvmZt+KhryO4ia4wyIwEmC8N9RtB8RLJL/a0y6FKRdoiACIhAPyeA0t6gQYO6vcuy6l93hXjIb+ZDujuPPry74ItzqrRN0EiQ1Ko1a8MzQmK98rBhw+JVL4hlIS4yZMiQmuCLtltl0Mp1Eww3C4iR22/2N22lTZ3Tfwl0HXbvv/eqOxMBEegFARaIDx061AYPHhyjtIxyegpMLCBvxen3omkVFQEREAER6FAChx9+eAz4ocQ7zTTTxIwTGSq8V0smAv2FgFIQ+8tfUvfxjyHAizVRO+zLzNXfebOkXKDSyDWjytVbCd+/81rVlgiIgAiIQFcCvC6F9EOU/FD//ScY6ZUoDaKKmKXy/wnXrWsUgSoEFIBVoaQyIiACIiACIiACIiACIiACItAGAkpBbANEVSECIiACIiACIiACIiACIiACVQgoAKtCSWVEQAREQAREQAREQAREQAREoA0EFIC1AaKqEAEREAEREAEREAEREAEREIEqBBSAVaGkMiIgAiIgAiIgAiIgAiIgAiLQBgIKwNoAUVWIgAiIgAiIgAiIgAiIgAiIQBUCCsCqUFIZERABERABERABERABERABEWgDAQVgbYCoKkRABERABERABERABERABESgCgEFYFUoqYwIiIAIiIAIiIAIiIAIiIAItIGAArA2QFQVIiACIiACIiACIiACIiACIlCFgAKwKpRURgREQAREQAREQAREQAREQATaQEABWBsgqgoREAEREAEREAEREAEREAERqEJAAVgVSiojAiIgAiIgAiIgAiIgAiIgAm0goACsDRBVhQiIgAiIgAiIgAiIgAiIgAhUIaAArAollREBERABERABERABERABERCBNhBQANYGiKpCBERABERABERABERABERABKoQUABWhZLKiIAIiIAIiIAIiIAIiIAIiEAbCCgAawNEVSECIiACIiACIiACIiACIiACVQgoAKtCSWVEQAREQAREQAREQAREQAREoA0EFIC1AaKqEAEREAEREAEREAEREAEREIEqBP4Ng26MdEP+K84AAAAASUVORK5CYII=" width="100%" /></p>
 </div>
 </div>
 <div id="spatial-fay-herriot" class="section level3">
 <h3>Spatial Fay-Herriot</h3>
-<p>The <code>sae</code> package also provides tools for implementing a spatial version of the Fay-Herriot model which assumes that the vector of area specific effects follows a first order simultaneous autoregressive, or SAR(1), process: <span class="math display">\[\mathbf{u}=\rho_1\mathbf{Wu}+\boldsymbol\epsilon,\hspace{1em}\boldsymbol\epsilon\sim N(\mathbf{0}_D,\sigma_I^2\mathbf{I}_D),\]</span> where <span class="math inline">\(\mathbf{I}_D\)</span> is the identity matrix for the <span class="math inline">\(D\)</span> areas and <span class="math inline">\(\mathbf{0}_D\)</span> is a vector of zeroes of size <span class="math inline">\(D\)</span>. Additionally, <span class="math inline">\(\rho_1\in(-1,1)\)</span> is an autoregression parameter and <span class="math inline">\(\mathbf{W}\)</span> is an adjacency matrix (with rows standardized to sum to 1).</p>
-<p>The <code>sae::mseSFH</code> function estimates the unknown variance parameters, the resulting EBLUP small area estimators, and then uses bootstrap methods to estimate the MSE of the estimators.</p>
-<p>To illustrate the use of this function, <span class="citation">Molina and Marhuenda (2015)</span> consider a synthetic dataset concerning grape production surface area for 274 Italian municipalities. Below we load the relevant objects from the <code>sae</code> package. The <code>grapes</code> dataset containes direct estimators of the mean surface area in hectares for grape production in each municipality (<code>grapehect</code>), the sampling variance of these direct estimators (<code>var</code>), and relevant covariates including number of working dats and overall agrarian surface area. The <code>grapesprox</code> object contains the relevant adjacency matrix representing the municipalities’ neighborhood structure.</p>
-<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;grapes&quot;</span>)</span>
-<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;grapesprox&quot;</span>)</span></code></pre></div>
+<p>The <code>sae</code> package also provides tools for implementing a
+spatial version of the Fay-Herriot model which assumes that the vector
+of area specific effects follows a first order simultaneous
+autoregressive, or SAR(1), process: <span class="math display">\[\mathbf{u}=\rho_1\mathbf{Wu}+\boldsymbol\epsilon,\hspace{1em}\boldsymbol\epsilon\sim
+N(\mathbf{0}_D,\sigma_I^2\mathbf{I}_D),\]</span> where <span class="math inline">\(\mathbf{I}_D\)</span> is the identity matrix for
+the <span class="math inline">\(D\)</span> areas and <span class="math inline">\(\mathbf{0}_D\)</span> is a vector of zeroes of
+size <span class="math inline">\(D\)</span>. Additionally, <span class="math inline">\(\rho_1\in(-1,1)\)</span> is an autoregression
+parameter and <span class="math inline">\(\mathbf{W}\)</span> is an
+adjacency matrix (with rows standardized to sum to 1).</p>
+<p>The <code>sae::mseSFH</code> function estimates the unknown variance
+parameters, the resulting EBLUP small area estimators, and then uses
+bootstrap methods to estimate the MSE of the estimators.</p>
+<p>To illustrate the use of this function, <span class="citation">Molina
+and Marhuenda (2015)</span> consider a synthetic dataset concerning
+grape production surface area for 274 Italian municipalities. Below we
+load the relevant objects from the <code>sae</code> package. The
+<code>grapes</code> dataset containes direct estimators of the mean
+surface area in hectares for grape production in each municipality
+(<code>grapehect</code>), the sampling variance of these direct
+estimators (<code>var</code>), and relevant covariates including number
+of working dats and overall agrarian surface area. The
+<code>grapesprox</code> object contains the relevant adjacency matrix
+representing the municipalities’ neighborhood structure.</p>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;grapes&quot;</span>)</span>
+<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;grapesprox&quot;</span>)</span></code></pre></div>
 <div id="results-using-sae-1" class="section level4">
 <h4>Results using <code>sae</code></h4>
-<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a>sae.FH.grapes <span class="ot">&lt;-</span> sae<span class="sc">::</span><span class="fu">mseSFH</span>(grapehect <span class="sc">~</span> area <span class="sc">+</span> workdays <span class="sc">-</span> <span class="dv">1</span>, var, grapesprox, <span class="at">data =</span> grapes)</span>
-<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a>results <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">DIR =</span> grapes<span class="sc">$</span>grapehect,</span>
-<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a>                      <span class="at">eblup.SFH =</span> sae.FH.grapes<span class="sc">$</span>est<span class="sc">$</span>eblup,</span>
-<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a>                      <span class="at">mse =</span> sae.FH.grapes<span class="sc">$</span>mse)</span>
-<span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a><span class="co"># reorder results for comparison later</span></span>
-<span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a>results<span class="sc">$</span>area_name <span class="ot">&lt;-</span> <span class="fu">paste0</span>(<span class="st">&#39;area_&#39;</span>, <span class="fu">rownames</span>(results))</span></code></pre></div>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a>sae.FH.grapes <span class="ot">&lt;-</span> sae<span class="sc">::</span><span class="fu">mseSFH</span>(grapehect <span class="sc">~</span> area <span class="sc">+</span> workdays <span class="sc">-</span> <span class="dv">1</span>, var, grapesprox, <span class="at">data =</span> grapes)</span>
+<span id="cb16-2"><a href="#cb16-2" tabindex="-1"></a></span>
+<span id="cb16-3"><a href="#cb16-3" tabindex="-1"></a>results <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">DIR =</span> grapes<span class="sc">$</span>grapehect,</span>
+<span id="cb16-4"><a href="#cb16-4" tabindex="-1"></a>                      <span class="at">eblup.SFH =</span> sae.FH.grapes<span class="sc">$</span>est<span class="sc">$</span>eblup,</span>
+<span id="cb16-5"><a href="#cb16-5" tabindex="-1"></a>                      <span class="at">mse =</span> sae.FH.grapes<span class="sc">$</span>mse)</span>
+<span id="cb16-6"><a href="#cb16-6" tabindex="-1"></a><span class="co"># reorder results for comparison later</span></span>
+<span id="cb16-7"><a href="#cb16-7" tabindex="-1"></a>results<span class="sc">$</span>area_name <span class="ot">&lt;-</span> <span class="fu">paste0</span>(<span class="st">&#39;area_&#39;</span>, <span class="fu">rownames</span>(results))</span></code></pre></div>
 </div>
 <div id="results-using-summer-1" class="section level4">
 <h4>Results using <code>SUMMER</code></h4>
-<p>The <code>smoothSurvey</code> function also allows the use of a model with spatially correlated area effects, but the default implementation assumes a BYM2 model for <span class="math inline">\(\mathbf{u}\)</span> rather than a simultaneous autoregressive model as in the SFH model implemented in <code>sae</code>.</p>
-<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="co"># create area_name as SUMMER requires rownames of A_mat to match area variable</span></span>
-<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a>grapes<span class="sc">$</span>area_name <span class="ot">&lt;-</span> <span class="fu">paste0</span>(<span class="st">&#39;area_&#39;</span>, <span class="fu">rownames</span>(grapes))</span>
-<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>Amat_grapes <span class="ot">&lt;-</span> <span class="fu">as.matrix</span>(grapesprox)</span>
-<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a><span class="fu">rownames</span>(Amat_grapes) <span class="ot">&lt;-</span> <span class="fu">colnames</span>(Amat_grapes) <span class="ot">&lt;-</span> grapes<span class="sc">$</span>area_name</span>
-<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a>X_grapes <span class="ot">&lt;-</span> grapes[,<span class="fu">c</span>(<span class="st">&#39;area_name&#39;</span>, <span class="st">&#39;area&#39;</span>, <span class="st">&#39;workdays&#39;</span>)]</span>
-<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a><span class="co"># format direct estimates for SUMMER</span></span>
-<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a>grapes.dir <span class="ot">&lt;-</span> grapes[, <span class="fu">c</span>(<span class="dv">5</span>, <span class="dv">1</span>, <span class="dv">4</span>)]</span>
-<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a><span class="co"># scale direct estimates for use with INLA</span></span>
-<span id="cb17-10"><a href="#cb17-10" aria-hidden="true" tabindex="-1"></a>grapes.dir<span class="sc">$</span>grapehect <span class="ot">&lt;-</span> grapes.dir<span class="sc">$</span>grapehect <span class="sc">/</span> <span class="dv">10</span></span>
-<span id="cb17-11"><a href="#cb17-11" aria-hidden="true" tabindex="-1"></a>grapes.dir<span class="sc">$</span>var <span class="ot">&lt;-</span> grapes.dir<span class="sc">$</span>var<span class="sc">/</span> <span class="dv">100</span></span>
-<span id="cb17-12"><a href="#cb17-12" aria-hidden="true" tabindex="-1"></a>summer.FH.grapes<span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(<span class="at">formula =</span> grapehect<span class="sc">~</span>area <span class="sc">+</span> workdays, </span>
-<span id="cb17-13"><a href="#cb17-13" aria-hidden="true" tabindex="-1"></a>                              <span class="at">direct.est =</span> grapes.dir, <span class="at">X.area =</span> X_grapes,</span>
-<span id="cb17-14"><a href="#cb17-14" aria-hidden="true" tabindex="-1"></a>                              <span class="at">domain =</span> <span class="sc">~</span>area_name, <span class="at">Amat =</span> Amat_grapes)</span></code></pre></div>
-<p>Despite the differing models, we again observe good agreement with the estimates, though less so with the estimates of uncertainty, which is interesting.</p>
-<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
-<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a><span class="co">#???</span></span>
-<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(results<span class="sc">$</span>eblup.SFH,</span>
-<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a>     summer.FH.grapes<span class="sc">$</span>s.dir.sp.est<span class="sc">$</span>median <span class="sc">*</span> <span class="dv">10</span>,  </span>
-<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
-<span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package&quot;</span>,</span>
-<span id="cb18-7"><a href="#cb18-7" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>)</span>
-<span id="cb18-8"><a href="#cb18-8" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>, <span class="at">col =</span> <span class="st">&#39;red&#39;</span>)</span>
-<span id="cb18-9"><a href="#cb18-9" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(results<span class="sc">$</span>mse,</span>
-<span id="cb18-10"><a href="#cb18-10" aria-hidden="true" tabindex="-1"></a>     summer.FH.grapes<span class="sc">$</span>s.dir.sp.est<span class="sc">$</span>var <span class="sc">*</span> <span class="dv">100</span>,  </span>
-<span id="cb18-11"><a href="#cb18-11" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package mse&quot;</span>,</span>
-<span id="cb18-12"><a href="#cb18-12" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package model variance&quot;</span>,</span>
-<span id="cb18-13"><a href="#cb18-13" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of mse/variance&quot;</span>)</span>
-<span id="cb18-14"><a href="#cb18-14" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>, <span class="at">col =</span> <span class="st">&#39;red&#39;</span>)</span></code></pre></div>
-<p><img 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" width="100%" /></p>
+<p>The <code>smoothSurvey</code> function also allows the use of a model
+with spatially correlated area effects, but the default implementation
+assumes a BYM2 model for <span class="math inline">\(\mathbf{u}\)</span>
+rather than a simultaneous autoregressive model as in the SFH model
+implemented in <code>sae</code>.</p>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="co"># create area_name as SUMMER requires rownames of A_mat to match area variable</span></span>
+<span id="cb17-2"><a href="#cb17-2" tabindex="-1"></a>grapes<span class="sc">$</span>area_name <span class="ot">&lt;-</span> <span class="fu">paste0</span>(<span class="st">&#39;area_&#39;</span>, <span class="fu">rownames</span>(grapes))</span>
+<span id="cb17-3"><a href="#cb17-3" tabindex="-1"></a>Amat_grapes <span class="ot">&lt;-</span> <span class="fu">as.matrix</span>(grapesprox)</span>
+<span id="cb17-4"><a href="#cb17-4" tabindex="-1"></a><span class="fu">rownames</span>(Amat_grapes) <span class="ot">&lt;-</span> <span class="fu">colnames</span>(Amat_grapes) <span class="ot">&lt;-</span> grapes<span class="sc">$</span>area_name</span>
+<span id="cb17-5"><a href="#cb17-5" tabindex="-1"></a>X_grapes <span class="ot">&lt;-</span> grapes[,<span class="fu">c</span>(<span class="st">&#39;area_name&#39;</span>, <span class="st">&#39;area&#39;</span>, <span class="st">&#39;workdays&#39;</span>)]</span>
+<span id="cb17-6"><a href="#cb17-6" tabindex="-1"></a></span>
+<span id="cb17-7"><a href="#cb17-7" tabindex="-1"></a><span class="co"># format direct estimates for SUMMER</span></span>
+<span id="cb17-8"><a href="#cb17-8" tabindex="-1"></a>grapes.dir <span class="ot">&lt;-</span> grapes[, <span class="fu">c</span>(<span class="dv">5</span>, <span class="dv">1</span>, <span class="dv">4</span>)]</span>
+<span id="cb17-9"><a href="#cb17-9" tabindex="-1"></a><span class="co"># scale direct estimates for use with INLA</span></span>
+<span id="cb17-10"><a href="#cb17-10" tabindex="-1"></a>grapes.dir<span class="sc">$</span>grapehect <span class="ot">&lt;-</span> grapes.dir<span class="sc">$</span>grapehect <span class="sc">/</span> <span class="dv">10</span></span>
+<span id="cb17-11"><a href="#cb17-11" tabindex="-1"></a>grapes.dir<span class="sc">$</span>var <span class="ot">&lt;-</span> grapes.dir<span class="sc">$</span>var<span class="sc">/</span> <span class="dv">100</span></span>
+<span id="cb17-12"><a href="#cb17-12" tabindex="-1"></a>summer.FH.grapes<span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(<span class="at">formula =</span> grapehect<span class="sc">~</span>area <span class="sc">+</span> workdays, </span>
+<span id="cb17-13"><a href="#cb17-13" tabindex="-1"></a>                              <span class="at">direct.est =</span> grapes.dir, <span class="at">X.domain =</span> X_grapes,</span>
+<span id="cb17-14"><a href="#cb17-14" tabindex="-1"></a>                              <span class="at">domain =</span> <span class="sc">~</span>area_name, <span class="at">adj.mat =</span> Amat_grapes)</span></code></pre></div>
+<p>Despite the differing models, we again observe good agreement with
+the estimates, though less so with the estimates of uncertainty, which
+is interesting.</p>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" tabindex="-1"></a><span class="co"># rearrange output to be the same order</span></span>
+<span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a>results <span class="ot">&lt;-</span> results[<span class="fu">match</span>(summer.FH.grapes<span class="sc">$</span>bym2.model.est<span class="sc">$</span>domain, results<span class="sc">$</span>area_name), ]</span>
+<span id="cb18-3"><a href="#cb18-3" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
+<span id="cb18-4"><a href="#cb18-4" tabindex="-1"></a><span class="fu">plot</span>(results<span class="sc">$</span>eblup.SFH,</span>
+<span id="cb18-5"><a href="#cb18-5" tabindex="-1"></a>     summer.FH.grapes<span class="sc">$</span>bym2.model.est<span class="sc">$</span>median <span class="sc">*</span> <span class="dv">10</span>,  </span>
+<span id="cb18-6"><a href="#cb18-6" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
+<span id="cb18-7"><a href="#cb18-7" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package&quot;</span>,</span>
+<span id="cb18-8"><a href="#cb18-8" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>)</span>
+<span id="cb18-9"><a href="#cb18-9" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>, <span class="dv">1</span>, <span class="at">col =</span> <span class="st">&#39;red&#39;</span>)</span>
+<span id="cb18-10"><a href="#cb18-10" tabindex="-1"></a><span class="fu">plot</span>(results<span class="sc">$</span>mse,</span>
+<span id="cb18-11"><a href="#cb18-11" tabindex="-1"></a>     summer.FH.grapes<span class="sc">$</span>bym2.model.est<span class="sc">$</span>var <span class="sc">*</span> <span class="dv">100</span>,  </span>
+<span id="cb18-12"><a href="#cb18-12" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package mse&quot;</span>,</span>
+<span id="cb18-13"><a href="#cb18-13" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER package model variance&quot;</span>,</span>
+<span id="cb18-14"><a href="#cb18-14" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of mse/variance&quot;</span>)</span>
+<span id="cb18-15"><a href="#cb18-15" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>, <span class="dv">1</span>, <span class="at">col =</span> <span class="st">&#39;red&#39;</span>)</span></code></pre></div>
+<p><img 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Vak8yxj47KeF9X9LGNiKnyGxb+Hz9psPssef/xxP9EY347wM5NczuPFs3dxUknb7LxfYvcm8UNljAHSvd+cO11ubDtq1Ch/Peeeey5fA5dQzH+n76dPCuXhhx+OXbeLc/eL0+2z2Lis8UJp45Z0xz0ffPBBrG0uMZr/TJ8Wjjm4j0OGDAkvxU9U02eG95fJ8PAzfd+DDz4Y25Z+kMnlcH18/73//vvHttOHzAhIAcuMl7b+j8CAAQNi/4zhPyXv/LMzy8NMVbyED1+2ueiii/xDzbnkFVPCzjrrLG9NYUYwtM4wGxOKy7DklS4X+BswE4WigJUiPD8KIFLagyxZRxseO/59wYIFgfPB9haWcADuTO6Bc8Xw52IGLJTwgUob9t57b69UYQnDKnj//ffH2oY1j9knZqlCFk2bNg0PE2RyzthOcR/SPdeXX34Za9O4ceNiR5g4cWLg3H78LNlHH33kZ7Xef//92LbONz3guwu49vskYxmvgNFxhdY055oaOw4WThhgRTzqqKNiy7GYIelyYLAW/xt88skn/XE5Rros2BbrK/eO9vJ7Qpg5bdmyZeDcagLnBuWX6Y8IiEDVEohXwMJnerJ3/u+RdJ9lbFvW86K6n2U8b0p71mbzWcbzOhyE08e5DMLei+Xqq68OXLiBf042bNjQT5bh3XLrrbfGnt/0Jewf7x0C93gJ+z3uaXnGAJnc70y40UYspLQL6x9y0003xa5t5syZfhl/8HRhOyYTw2tNt89i/7LGC6WNW9Id98QrYIyfQmWYvhXlmXYz0R0KVmaWoVhx/5gExRsltHwyBqJPxMMlnCBnAp3xGeObUGnlGNOmTQsPq/cMCEgBywCWNi1OgNkwXPJ4GPFPGP/aZpttYgNw9gofvvxzx88o8U/Ofsy40BGFwoOe5fFKSrgO5QuhU3WB1bHzumx4fnlpD7JkHa3foZQ/4Xlcdq7AxbMFu+22mz8X1xBK/AP1xRdfDBf7927duvntecC5DFGxdfFK41tvvRVbzod0zllsh/++pHsu578dm8niOrDmTZgwIXBxbskOG2PrMloWW5+MZbwCds0118S2j+8M41064i2pzPLFSzoc6MTD3xwDmFDSZcH2KP3hMfitXXzxxf5eh26V4TH1LgIiULUE4hUwBpDMzid78T+LZPosK+15kQvPMq4nfA7FP2uz+Sy74447Ym247rrraFJM6CfC9oVuhvHWoHhrSWynhA8VHQNkcr8z4UYzXbIw3y8y0YpwrlDpDO/Hd999F3N7d/HPfrv4P+n0WWWNF0obt4TnCI9f2rgnXgHr3r17uJt/D8Mp8EhBGIOFyjaTq/GCZw4TmmEICe6V4b0PJz/YHiUsDBk58sgj4w+hz2kSUBIO98uSlI/AfvvtZ7zcP7O5WRFzM0U2ZswYo56LexiYm0Ez54dc7ODO0lAsuUGY1IJsic4PObat84P2n0lNHC9uoO4DVd1DwgeNxq9zv/n4rxX67B5yPu26c8kw5/Ji8e1Idh43YPB10OJP6pQC/9VZBc259sVWuZmm2GcCX8OMR5meM3YQ9yGTc7mHqLnZKyNgmHIBvJwCbGS0PP/882OZmOKPn+ln51YY2yW8xyyID9wN7zHL4/lWhAPHyoSFs4CZc3WyZcuWmYsD8K9hw4aZc5G1o48+2v9+CY6WiIAIZI9Ap06dbMqUKWWe0E0gmZ5l5vtB+pCKPsvmz58f4+3id2Of+cB3+gmEkh8u/sl/Ls+f8o4BMrnfmfQBLrbNSKHvJljNKfz+kjgXz/9bbrnFZ3ymr3ReIj5NPRuccMIJxS490z4r2Xih2AETvmQ67nFx8cWOEF5X2M8y7nAT3n4b6rjGC9mr4yVkyTKnaPts1+F6ZwX0HzmeJHMCUsAyZ1ar93BuBl7JIjOgm1Uxl1TDZ80hcxAv0tFSCwSljAd6ogLmZl2K8WPgjzDgTSX9+/e3G2+80W/mkiaYCwD1RaBZjqDoVIa8+eab5maqfKZFsiLxmYcSypibGUp6HjJC8lCNl/Dh5CxgxvpQ+Bym54cTUp5zhsfjPZNzudgCf+/oXMhiyUMZpdLFIviOloGPc0+IP3zGn+Pvc3iPOUiq+1xRDpwjExbOUusnD8i4xnW7WUgO4VPss+zpp5/26xPvrd9If0RABKqVgJ5l5vtabkJFn2XxE2X0WfES/wyPX16ez/F9A/uHx07VN7Btuvc7kz6AZzySmH6eUjr0kUyYkp2Q8jsIdcKcS57/zJ/y9FnJxguxAyZ8KM+4J5Fx4v10roWxs4RKWWxBwoeQJYvJlBw/lgk5kGVRkjmB4iPGzPfXHrWMgEtQYM6FzpyLlk83zywRy0Jxpns/mOc7yku6Ej6ES9ueGaZQ+erbt685/3O/6auvvhrbpbIUMK6PNPdY5JYsWWLUpEFQKJFk50l2rSiiznzvWZG6n9TmCIxIax/f4ZXnnP5g//3J5FwofS7xhjkXEn8tpN+lfpvze/dHc1kqSyhgyax+8edP93Oq+1xeDvHty4QF7cYSd9JJJ5mL3bOPP/7YsK46FxxjZpTC4txDeElEQARyi0B5nmVcQfzzorxXVNOeZSgWLhbI40DhwLoYiovxCT9W2bMwFU8akO79zqQPYBISSVTAsIi5ZDB+As4lA/MTlGyHpTFeytNnJRsvxB8z/FzecU8qlltuuaUf36B8McaJF/pBvEF22mknGzRoULHi2pQZom8MhXFSVZYBCs9TU98rx2RQU+noukoQwJTtsgv55dSCoHCg8x33bgkM4F3AqC/EzAb8s1aWUPQxFJdaNfxot912W+yzS3IR+1yRD+G5mDVy8W3+UC5xhM2bN89/psZZoiTOMLE+dONAWXUxUd7SxMwTy5lFotYNyhhSnnP6Hf/7k+65cCFA8aOwsot38jXcXEphu/TSS2MKc7xCjaKIuABo77IQFl/+77SV/pYJh7BtNIJ6Mi7xi29PuizYmE4WxZh3rLp03Mx8dujQwR+LP+FvILZAH0RABKqUAANPJohKe/H/Xt5nGQ2Pf15U1YVk8iyjDeHzLP5Zm81n2b777hubXMRFHY8AXO9ceRhz8b0eE1a2REWlqvglHjeT+50JNyxgKCyEUyQKfQGCdwjisv+Zi3fyn8M/md5n9ks2XgiPF/8eHptllTnuYRI5dCN1icZ8Ee2ffvrJK5uuhI5NnjzZ7r77bj9OcRkhfS042sDkLBOSCPu5pBx+Aj6cHPcr9Cd9Am4mSCICGREge6FzF4gFZrpfW4nPZAR0g/XYccMAXGpgxQuJD9ifelDxEqaBDbP2cKww9al7WAako3WzOH5fvnMMalIgzo0s1p7y1AGjfkZ4TQTnks7WdY6xdOWsC7MBhkG1pF1PFDe75DMLhsciJWx8WnayTIWSyTnDfeLf0z2XcyfwaefDNsHQdTyxLEluZi6IT/PsFLUYCziHPFMFrk+dOjXWvPg0uu7BHlseH8TtLHB+eSYcqCcXXgdtc52KT2KSLgtO6DqZ2H3l2mHhlLDYcV0sSqy9+iACIlB1BJzSFfu/C/+vS3sna2umz7LSnhe58CyDarJnbbafZTwPnXIQuw/xn6kVRca/UOKf3045CheX+l7RMUAm9ztdbtQt5TeWOP4IL4LMxSSCCX+H1DFNlEz6rLLGC8nGLZmMe+KTcJBMKl7ITM01UGIlFLannE94bfH3mv40vq/m/y1+PcnT6G/Zl89uUjo8rN4zIKAsiBnA0qb/T4BU4mQHcrExsX9g/hlJX+t8lgMegPFS0YcvxyIdLOnCwwcG9aMo/hvW+yBzIpLsQcbyZB0tyxOFbIzOtTJ2Hh48XCvnCs9NBj+krAcq63kwkSmSjIPsy0OLGjekqo+XTM4Zv1/853TP5RJOBC5Wr1gJANqG0ktdrHjhIewsZr7tPJSdS4JfnYxlfBbE8ipgmXDgelHEw3sC4zCbY7osuBiukU4kPA7vzoc+OOOMM3w2rHge+iwCIlA1BDJVwGhFJs+y0p4XufAs41pKe9Zm+1nGs5sJVCakeBbS/znrWOBc1WhmTLKtgHHiTO93qr4XxYJrdC7osetK/BBfRsWFPCSu9tmbK2O8UNq4Jd1xT6YKGBdChkPuLX172P8xKQuXRCEzIvXFwm0p8ky2xcTfReJ++l46gQJWOfASESgXAdzryICDa5pTgGJZhMp1sDR24nyuTpX3X3YPijT2KP8mXBOuKlxXfLxWeY7IvxlujLj3hbFgyY5TGedM91xkQeL6CDJ2Nc6KxfLFt40gXLJawjvMphS/vio+Z8KBxDAuRa+P1XOdQ7HmpMuCnciEhfsP94gsjkq8UQylvohAzhJI91nGBZT1vKiKC8zkWVbWszbbzzKY8twnBrqi/V9lc83kfpfFjbELvwdcz8nOWBHJ5D5nep6qHvc4Jd/fazL+klAjsR+Nby9uqYwbtttuu5jLavx6fU6fgBSw9FlpSxEQAREQAREQAREQAREQARGoEAEl4agQPu0sAiIgAiIgAiIgAiIgAiIgAukTkAKWPittKQIiIAIiIAIiIAIiIAIiIAIVIiAFrEL4tLMIiIAIiIAIiIAIiIAIiIAIpE9AClj6rLSlCIiACIiACIiACIiACIiACFSIgBSwCuHTziIgAiIgAiIgAiIgAiIgAiKQPgEpYOmz0pYiIAIiIAIiIAIiIAIiIAIiUCECUsAqhE87i4AIiIAIiIAIiIAIiIAIiED6BKSApc9KW4qACIiACIiACIiACIiACIhAhQhIAasQPu0sAiIgAiIgAiIgAiIgAiIgAukTkAKWPittKQIiIAIiIAIiIAIiIAIiIAIVIiAFrEL4tLMIiIAIiIAIiIAIiIAIiIAIpE9AClj6rLSlCIiACIiACIiACIiACIiACFSIgBSwCuHTziIgAiIgAiIgAiIgAiIgAiKQPgEpYOmz0pYiIAIiIAIiIAIiIAIiIAIiUCECUsAqhE87i4AIiIAIiIAIiIAIiIAIiED6BKSApc9KW4qACIiACIiACIiACIiACIhAhQhIAasQPu0sAiIgAiIgAiIgAiIgAiIgAukTkAKWPittKQIiIAIiIAIiIAIiIAIiIAIVIiAFrEL4tLMIiIAIiIAIiIAIiIAIiIAIpE9AClj6rLSlCIiACIiACIiACIiACIiACFSIgBSwCuHTziIgAiIgAiIgAiIgAiIgAiKQPgEpYOmz0pYiIAIiIAIiIAIiIAIiIAIiUCECUsAqhE87i4AIiIAIiIAIiIAIiIAIiED6BKSApc9KW4qACIiACIiACIiACIiACIhAhQhIAasQPu0sAiIgAiIgAiIgAiIgAiIgAukTkAKWPittKQIiIAIiIAIiIAIiIAIiIAIVIiAFrEL4tLMIiIAIiIAIiIAIiIAIiIAIpE9AClj6rLSlCIiACIiACIiACIiACIiACFSIgBSwCuHTziIgAiIgAiIgAiIgAiIgAiKQPoGV0t9UW8YTGDNmjN10001Wt27d+MX6LAIiIAI1gsBqq61m06dPt7XXXrtGXI8u4v8JqP/6fxb6JAIiUPMI5EP/VRA4qXnoq/6KmjdvbpdddpkUsKpHrTOIgAhUA4EDDjjAnn/+eWvcuHE1nF2nrEoC6r+qkq6OLQIiUN0E8qH/kgWsnL+SlVZayerUqWN77rlnOY+g3URABEQgdwlsu+22uds4taxCBNR/VQifdhYBEchxAvnQfykGLMd/RGqeCIiACIiACIiACIiACIhAzSEgBazm3EtdiQiIgAiIgAiIgAiIgAiIQI4TkAKW4zdIzRMBERABEaiZBAjBXrZsmf3www818wJ1VSIgAiIgAkkJSAFLikULRUAEREAERKDyCXzxxRd29tlnW/369W2VVVaxjTbayNZff32f0ImEJ2eeeab99ttvlX9iHVEEREAERCBnCCgJR87cCjVEBERABKqGQDQata+//tr+/vtv23zzzY0kDJLsE/jkk09s3333tYKCAuvatas1aNDA1ltvPf8dK9jHH39sDzzwgD344IM2Z84c23rrrbPfSJ1RBERABMogUFRUZN9//70tX77c6tWrZyuvvHIZW2tVaQTUC5dGRstFQAREoAYQeOGFF6xXr17ezQ2Ly48//ugH+G3atKkBV5dfl3DNNdd4y9fs2bNt1VVXTdr4K664wtq1a2d33XWXXXzxxUm30UIREAERqA4CH3zwgXXp0sWw5K+55pr2zTff2A033GC9e/eujubk9TnlgpjXt0+NFwEREIHSCWBxoVTGOeec4y1gn376qS+u3LZtW7vvvvtK31FrqoTAq6++ascdd1ypyhcnZTb5+OOPtxkzZlRJG3RQERABESgPAeJVGzZsaN27d7dvv/3Wli5dai+++KL16dPHRowYUZ5D1up9pIDV6tuvixcBEajJBBjIUzCeQX8oLVu2tMWLF9ugQYO8S2K4XO9VT2Dvvfe2Z555JuWJ5s6d611FU26oDURABEQgSwQGDhzoLV1M6OFGjTRq1Mg+++wzw3L/008/ZaklNeM0ckGsGfdRVyECIiACxQjgp79o0SJ74oknii3nS9OmTW2dddaxDz/80LbffvsS67WgaggcffTRhhKG284xxxzjY7xIwBGJRLyLKDPK9957rz3++OOGm6JEBERABHKFwMKFC41XohAHtuuuu9pLL71kBx54YOJqfS+FgBSwUsBosQiIgAjkOwEG9ihiyYSEHKyXZI9AkyZN7PXXX7d+/fpZz549jeQoiXLQQQfZrFmzbP/9909cpe8iIAIiUG0ECgsLS/WaoD9hvSR9AlLA0melLUVABEQgbwjQGZJxb8yYMXbuuecWa/f06dN9xj2y8EmyS2CbbbbxGQ7/+usvIyYPqxeDl80228xnFMMiJhEBERCBXCOA+/p1111nY8eOLda0N954w55++mlr1qxZseX6UjYBKWBl89FaERABEchbAiNHjrQdd9zR6tSp460upJ9/6KGH7IgjjvBxYGWlo1+rFMtZ3sLIsYaTbANljFeirFixwi9affXVE1fpuwiIgAhUCwHiibfaaitfOuP888/3yYSIV8Xt8JFHHrG11lqrWtqVryeV/0m+3jm1WwREQARSENhhhx3su+++s/vvv993jgzoL730Uu/iRhxYaRK8+pod/NMvpa3W8goQIL08g5jVVlvN9tprr6RJOYgVw0VRIgIiIAK5QoAakiTaeP75523dddf1z7BTTz3V9y8dO3bMlWbmTTtkAcubW6WGioAIiEDmBHBpW7BggXdzIx6MgX+YwSrZ0YKnnraiI7rbC+vXMXWpyQiVf9mTTz7pFSviu0jCMWnSJGvRooWNHj3aGMhIREAERCCXCayxxho2c+ZM++eff/yLeoaKJS7fHZMCVj5u2ksEREAE8oYAChdFmFNJdNqjFu3TzyJTJtpnA09LtbnWZ0hg3LhxRg22sMYX1shhw4bZgAEDbO21166w1YtBUei+WFbTiD9jW4kIiIAIZEqA/gQXal6S8hOQAlZ+dtpTBERABGoMgeiEuy16zlArnPmoFey2a425rly6EApjx7sWMpC55JJLfKbKE044wdf+IgtieQWL2imnnJJy919//dWXJ9hvv/1SbqsNREAEREAEKp+AYsAqn6mOKAIiIAJ5RSB67SiLXniJFS6YLeWrCu8cmQ4JWk+Uyy+/3Lp3725dunTxaeoT16f7vUePHvbLL7+kfBEsTxyaRAREQAREoHoISAGrHu46qwiIgAhUKoE//vjDWz+23HJLq1u3rk9BP2fOnJTnKDp3qEVvv9MKn51vBds2TLm9Nig/AZJrUAIAa9crr7xS7EB33HGHkeaZ+DDSOktEQAREQARqLgEpYDX33urKREAEagkBkmtsvPHGflCPheXzzz/3cUW4s02cODEphcDtU3TCyRbMnW+FC+dZgctwJalaAt26dbMLL7zQ7r77bv+KPxslAchW2alTJ/vwww/jV+mzCIiACIhADSOgGLAadkN1OSIgArWPAHFEpJh/7rnnYhfPYH/XXXc10s23atXKNtlkk9i64M8/LXqMS3P+8y9WOHemFay5ZmydPlQtgQsuuMDOOussn8458UxkFLvzzjvtpJNOsm+++SZxtb6LgAiIgAjUEAKygNWQG6nLEAERqL0EcDXEepIo2267rbVu3doWLlwYWxX89ptFO3QylzvYIo8/IuUrRiZ7HygFEK8QJ555jz32MNXVSaSi7yIgAiJQcwhIAas591JXIgIiUEsJLF++3BdaTnb51G35/fff/arAFWUu2t9l2dtma4tMuscKlEY4GTItEwEREAEREIEqJSAFrErx6uAiIAIiUPUE9txzT5syZUqJE1Hr6d5777Xdd9/dgk8/taJ9WlpBh3ZWePNYK3AWMIkIiIAIiIAIiED2CSgGLPvMdUYREAERqFQCQ4YMsQYNGhiJHC677DJ/bKxipBrv27evbReYU74OsMhZgyxyWv9KPbcOlj6BZs2a2VtvvZXWDp07d7Z77rknrW21kQiIgAiIQH4RkAKWX/dLrRUBERCBEgRQtL766ivbdNNNvcWrXr16fqDftWtXu7FXbys6oI1FRg63yNHdS+yrBdkjcN1119kRRxxhf/31lw0dOtSF4ZVuhSR+TyICIiACIlAzCUgBq5n3VVclAiJQywiQ1IGB/fvvv+8z7DGAX+/V1yx6aGeLjL/NIu0PrmVEil8uFkHSu2MpXNnFvpFxMNuy3377+YQoTZo0MUoHDB48ONtN0PlEQAREQARygEDp02850Dg1QQREQAREIH0CKBY77rij7b333rbevAUWPbqnFU6dXKuVL2qidenSxScpady4sbcMnn322V75CZOTpE+44luiGF966aXeVfT777+v+AF1BBEQAREQgbwjIAUs726ZGiwCIiACZROIjrvVoqcPtsI5M6xgn73L3rgGr8UiSDr39957z3D/IyMkgiXqtttus9NPP71arp7zTps2zVvBqqUBOqkIiIAIiEC1EpALYrXi18lFQAREoHIJRC+/yqJ3TLDChXOtwMWG1WaZPXu2ffHFF14Bq1u3rg0bNszjIA6rTp061rNnTwuCwAoKCrKKqbCw0A444ICsnlMnEwEREAERyB0CsoDlzr1QS0RABESg3ARQJIrOGGzRyQ9Y4bPza73yBUji4XbaaSdD+UqU5s2b+8QlS5cuTVyl7yIgAiIgAiJQpQSkgFUpXh1cBERABKqeQODqfUWP623Biy9Z4VNzrGDjjav+pHlwhq2cBfCZZ56xZcuWlWjtpEmTfNr+zTffvMQ6LRABERABERCBqiQgF8SqpKtji4AIiEAVEwhWrLBo16PM+dFZ4ewnrGC11ar4jPlz+FatWhkp+du3b2+DBg2yaDTqrWLTp0+3m2++2Y4++mhbZZVV8ueC1FIREAEREIEaQUAWsBpxG3URIiACtZFA8NNPVtSmg9l661lk6hQpXwk/grXWWsumTp3qk12gbP3222/Wo0cPn4Fw3333tdGjRyfsoa8iIAIiIAL5TmDzP//K+UuQBSznb5EaKAIiIAIlCQRff21FbQ+xglYtXZHla7KeSKJki3JzyS677GKLFy+2l156yVu/sHgRF7bDDjvkZoPVKhEQAREQgXITiI663vb+dXm598/WjrKAZYu0ziMCIiAClUQg+OgjK9rbKV7dulrhdSOkfJXBleQkxHutv/763uWQmmDXX3+9vfPOO2XspVUiIAIiIAL5RCBwxe2L+g+06O132qPrlky8lGvXkvcKGJ0rAdY//PBDrrFVe0RABESg0gkEr79hRfu2ssi5Z1nkvLMr/fg17YBt27a1448/3r52FkOEPuO1116zRo0a2ahRo2ra5ep6REAERKDWEQh++cWiHTqZffiRywK8wFYU5r56k/stTPIzoq7L2WefbfXr1/cB1BtttJGf3STVcOPGje3MM8/0vv5JdtUiERABEchbAsHCZ6zooHYWuf46i5zQJ2+vI1sNJw39ggUL7M0337S99/63IDU1v8iMOHLkSDv//PONYs0SERABERCB/CQQfPKJFe3VwmzrBhZ57GErWHvtvLiQvIsB+8SBJniaTrRr167WoEEDF3++nv+OFezjjz+2Bx54wB588EGbM2eObb311nlxI9RIERABESiLQPSxJyx6fF+LTLrbIge2KmtTrfuPAH1As2bNbNttty3BhGQcAwcOtE8//dS22WabEuu1QAREQAREILcJBC8ssqJOXZ03yBCLDOif241NaF3eKWDXXHONt3zNnj3bVl111YTL+ffrFVdcYe3atbO77rrLLr744qTbaKEIiIAI5AuB6N33WnTwOVb4xDQraNY0X5pd7e3cfvvtbdGiRfbZZ5/Z//73v2LtefTRR62wsNBUB6wYFn0RAREQgbwgEJ3yoEVPOc0iE263SPuD86LN8Y3MOxfEV1991Y477rhSlS8ubuWVV/Y+/zNmzIi/Vn0WAREQgbwjQEan6NCL/i2wLOUro/u355572iabbGLHHnuszZ071z7//HP74IMP7L777rOhQ4d6L4rVV189o2NqYxEQARGoaQSWL1/ux9aE9PBM3G233SyXx9DRK6626KAhVjhnRl4qX/x+8k4Bw48f//1UQmermc1UlLReBEQglwkUDR1m0ZtvscKFc61gu5JudLnc9lxo22quKPWzzz7rkzQdeOCB3grWsGFDnw1xjz32sBtvvDEXmqk2iIAIiEC1Efj777+Nmonffvutvf766/brr7/aRRdd5D3Jxo8fX23tSnbiwLW1qNcJFn1wqhW++IwV7LJzss3yYlneuSBSTBMl7JtvvrFjjjnGx3iRXjgSifhOdunSpXbvvffa448/brgpSkRABEQg3wgE0ah3rQheetkKn5lvBe4ZJykfAVwPGVRg/cKDArdDXBO32mqr8h1Qe4mACIhADSKANwBxsvEWr44dO3pvgV133dXat29vWMaqWwKX54F4r4L11nWTkvOsIM+9F/JOAWvSpInvTPv162c9e/a0qBuoJMpBBx1ks2bNsv333z9xlb6LgAiIQE4TCFxWvmiP482+/8EK582yAjczKak4gXr16hkviQiIgAiIwP8TmD9/vk2YMOH/F7hPjKHvueceH+7TvXt3u+qqq2z33Xcvtk02vwTOdbyo3WFW0Pkwi1x1eY2ofZl3Chg3nIxVZLcifTAZrLB6YULdbLPNfAeLRUwiAiIgAvlGIPjtN4sefqRZnbUtQsKNVVbJt0vIufbigki9LyxgyVLOL168OOfarAaJgAiIQLYIrFixwsd9hee79dZb7cQTT7RbbrnFj7E33HBDw2Wb0J4DDjgg3Cxr78FTT1tRl6MscuWlFunTK2vnreoT5aUCFkJZxQ1OSDNP/S/cSkhHLxEBERCBfCQQfP+9m+HraAVNGlvk5rFW4NyqJRUjQPbDgw8+2PcRe+21l9WpU6diB9TeIiACIlDDCBDWQ+gOdXSffvppr3xRuH5tV08LReyjjz7ytXfbtGljzz//fFbLdkTvuseiZ55tkfvvsUir7Ct/VXmr81IBoxDzmDFj7P777zc+//PPP54RnWv9+vUNF0TSzxNUKBEBERCBXCcQOEWhqHV7KzjicCu8/JJcb27etA9PCeKDiQFbd91186bdaqgIiIAIZIvAOeec42NiQw8B3A1XWmklW3PNNa13795+HTGzRx11lE2bNs0GDRpU5U0LgsCiF1xkwcT7/433qoFJqPJOAVMh5ir/3esEIiACWSQQvPueFbXpYJEzXD2T0wdk8cw1/1R04sR9Sfmq+fdaVygCIlA+AhguyIBIwqKCggLbdNNN7eqrr7azzjrLhg8fHjso69muqiX44w+LHt/Xgs8+t8JFC61ggw2q+pTVcvy8U8CquhAzZte333475c0gC2M2fogpG6INREAE8pZAsPglKzrkcItcc6VFjj0mb68jVxtOvEL//v1tyZIlttNOO+VqM9UuERABEahWAsR5/eZikE8//XT78ccf7aabbirhsv3www9bnz59qrSdgVPwig7tbAUNtrLCuTOtYNVVq/R81XnwvFPASCNM9sNVy7gpYSHm66+/3rsiZgKY48dr/KXtS/KP1157zQ477LDSNtFyERABESiVQHTOXIt2P9Yid95qkUPal7qdVpSfAHXAKF1CRtxu3bp5axjxwvEyZMiQ+K9Z/YyF7rvvvlMMc1ap62QiIALJCOB2iNULi1iLFi2MbOOhnHHGGfbcc8/ZzJkzw0WV/h4secuK2rssh717WmTY0Eo/fq4dMO8UsLAQ8wknnFAmy/IWYiZgm1cqITgRM61EBERABDIlQBHJ6CmnWeHUyVaw7z6Z7q7t0yTAJNmUKVP81qRUTibZVsAUw5zsLmiZCIhALhDYcsst7cMPP/QJ7h566CGfmOOVV16xjz/+2Ht9MfatConOetKixxxvkTEjLXJUt6o4Rc4dM+8UMBVizrnfkBokAiKQAYHobXdY9MJLrHDWY1bQeJcM9tSmmRJo27at/fzzz5nuVmXbK4a5ytDqwCIgApVEoEGDBt4yTy0wJoywhGGYKC2xHduQHRHvgn322cdwZ8xEojffYtGLLrPCRx6wgr33ymTXvN427xQwFWLO69+bGi8CtZpA9MrhFr3ldpfVaa7zcW9Qq1nkwsUT65DNBB1VHcOcC0zVBhEQgfwnQD1dsh6mkvPOO8/GjRtnLVu29PV4Dz/8cLvzzjvt+OOPT7WrBdGoRQefbcHjM6zw2fm1rk/MOwWMO6pCzCl/19pABEQghwj4lLp0NE/OscLnFljBJpvkUOtqdlNmz55tN9xwg5/RLSoq8hfL+++//27vvfee/fnnn1kDUNUxzFm7EJ1IBESg1hO4+eab7corr7SffvrJ11oEyNKlS33aerIpkq+hNAmWL7fo0ceZ/fqbFT7/tBWss05pm9oPP/xgL7zwgpEmf/fdd68x4T95XemTZBsoY9T9ateunfdVRWtHqOzNSyICIiAC1UkgcHUKo71OsOD5RVb41BwpX1m8GRRi7tixoz377LNGf0E9sE2c8suA4c033/SDhyw2x8IY5lTnLG8Mc6rjar0IiIAIVAYBJq4GDhzo48Xq1q0bOyQJPJ555hn/bI06C1cyCZzLYtE+Lc1cevkIrvhlKF933323V+iuu+46u/32222zzTbzRaGTHTffluWlBeyuu+6yYcOG2Zdffmm77babjRgxwvudxsMnVowOd/LkyfGL9VkEREAEskbA1zPp5tLL//23Fc5+wgpWXz1r59aJzBYuXGgMAggqx+pFbAL9BwVGTz75ZPvoo4+yikkxzFnFrZOJgAhUEYHPP//ctthiCyNeLFGYaGLyC4sVmWjjJXjlVZ9mPjLwVIucVXZBZ7wXjjvuOHvnnXdsu+2284fBbXy99dazNdZYw+sB8cfOt895ZwF78sknvVmTTC2ky1y2bJlPlzl27Nh8Y6/2ioAI1GACgUv+QIFlF7lskWkPSfmqhnv91Vdf2R577OGDx5mlJXMtriy4xzCJd+utt/q4hWw1LYxhZmCCew4DFQYWDRs29O0kVT6ukQS/kzpfIgIiIAK5SKBOnTreNTCZlYt6YjxjSWsfL9Fpj1pR6/YWuf66lMoXbvuM8ak9FipfHIuYXYwvo0ePtuXOjTGfJe8UMIL9yGw1f/58u+yyy+z999+3888/3wYMGGATJkzI53uhtouACNQQAoEr1F60/0FWsGtji9wz3goSOqIacpk5fxlbbbWVT58cNnT77bf37jF8D5NvMJObTQljmHGRp/9iUvHxxx834sOoCcZ3CkhLREAERCBXCWCF2nrrre3cc88t0cQ999zThwbF11yMjhxt0ZNOtcKZj1rk8NT1c1Hs3n77bTv00ENLHJ+JtHr16mXdg6FEQyq4oLh6WsGDZWN30vjGB/ahZV9yySXevYTaYJtvvrm/8dloi84hAiIgAokEAlcvpeggN8vX6ziLDC3ZOSVur+9VR2Cvvfby8V5k5CKGgO+4IHbq1MnPrOKSWN/FLFSHrLLKKn4Ag2WOgQoDGokIiIAI5AMBnlnUCfvf//7nkxkxDseyz3N2yZIl9vLLL3srmI+BHnCGBc88a4WLFlqBU5zSEcb2qzuXfVwOw9wO8ft9++23hhUunyXvLGAE4BGgnCiXX365de/e3bp06eIDrRPX67sIiIAIVDWB4I03rWjfVhYZMkjKV1XDTuP4JNwgcHvGjBn29ddf+7gvZlYbN25sF198sa9vQ0efTaFmztlnn+0VP5SwjTbayA8wUMRo15lnnmm48EhEQARqHgHc5iZNmmSMWXGB5nmQr4IVCgUJixTxrX379vVxtmQt5NmGG360XUeXGvETl2beZf9NU/mCB8/l1q1b20knnVQCz5AhQ/wzEoNLPkveWcC4yT169DCsXaeccortuuuuMf533HGHV8DwnUdjJkGHRAREQASyQSB49jkrOvxIi4wdZZGuR2TjlDpHGgS6du1qhx12mLcyMWvLzCxufk2bNk0aQJ7GIcu9iQoxlxuddhSBvCeAskIadVz3eCfJxIknnmgvvviiNWvWLC+vbx2XwfDGG28s0fbApaMvcspXQZuDLHLdCCuIZGbvQQG75ZZbvKv4jjvuaPfdd5+3iOHBQD3Fb5ybf2KMWYlG5PiCvFPACFKmdguzB2uvvXYxBYybcf/993uNefz48VLAcvzHp+aJQE0hEHWFJKM9+1hk4gSLtD6oplxWjbkOZmNDYcCAUlYdUtWFmD/99FN76aWXUl7aP640Qr4HsKe8SG0gAjlEgOQ6uBkf79yhKVQcSp8+fax58+bec2vnnXcOF+f1e/D8C1bUqatFLjzPIqeUtGCle3E8q//44w8bPHiwHXPMMd7FkcRFH3zwgfccSPc4ubpd3ilggLzgggt8dhRquSTKqquu6n/cmC3RkCUiIAIiUJUEohMnWXTQECt87GEr2L15VZ5Kx06DwKJFi7ybOl4S9BFTpkwpc69zzjmnzPWVubKqCzEzMKFuTir525VFkJtjKkpaLwKVR+Cxxx4zFKx45Yujt2nTxucxwIp00003Vd4J447066+/eisV9bkwVBx88MHeXTCSoVUq7pDGJA5ZZonTIqFRmHAjev8Ui/Yf6JJP3WmRg9vG71Kuz4zpr7/++nLtm+s75aUCBlRqC+DfX5qQelgiAiIgAlVJIHr9DRYdPtIK582ygh22r8pT6dhpEkABu/rqq+3www+3pc4Nhs9lSTYVsLAQM8phWVLeQsytWrUyXqkE75GNN9441WZaLwIiUEkEqDnYoYMrS5JEyBpIPduqEBJjoCCReIgYLb4fddRRNnToUF+rCwUnU0FRJAs5ChzKHZa9xYsX2zo3jrPoLbdb4fwnraDRTpkettZtn7cKWK27U7pgERCBnCJQdOHFFkyabIXPzLMCV5BSkhsETj31VOOFoGQws9y5c2crz0Cjsq9IhZgrm6iOJwK5Q4Bi76+88ooPkyG5DorVWq4OJILBAAt4MkE5K8ugkGyfdJaRcIg2UEfrgQceiO1CsjoS/tx88802cODA2PJ0PmDJI//CG2+8YY0aNTLqdQ10Re0fWX9jO3LnXWyNF5+xAk3upIPSpIClhUkbiYAIiMC/BALXqUVJq/vCon8zO22wgdDkKAEGCyRt+uyzz3zdmOpuZliIuV+/fr6cSrIipgcddJAKMVf3jdL5RSBDAtT1a9eunc9qiAfWu+++661CxGWSqh23P7KfTp8+vVhtKxJzEDJDptbKFlywacfPLhthopAABMXstNNO8xkHE9cn+85xDjnkEF9/ixqLXlz7Ry55z97edjs7dcdt7U4pX8nQJV0mBSwpFi0UAREQgZIEAhc7Ez22l9k33/7rduhcuSS5S2CD/5RjBg6kTM4FCQsx4wrE4Aw3SWKyKLFCG5PVvMmFdqsNIiACyQkQD7XGGmvYTjvt5Iurh1tde+21toXzjsDChcKCkkXmbpSetm3bGllR+Txy5Ej/PdyPd5LkTJ061d566y3v4ofiQyH5TGTZsmX+/MmyBVIDkQQXf/75pw/pSee4JPihSHyofAXvvf9vpsMjj7C6J51gc1u0SOcw2uY/AlLA9FMQAREQgTQIBK5DjHbuZrbmGhaZMd0KyuE7n8ZptEklEsDihNtfCzcwICaM9M+JroiDBg2qxDOmfygyM6KM8ZKIgAjkL4E5c+YYkz1vvvlmsYugph+JKm644QYf48XzCItUmHADN0Ws9CTiiBfiqiiTgcJF8fiPP/7YdthhB188npIaCJM3xGEtXLjQ19xCMbryyiuLKVPUycL6jyWMjILxQluJDVt55ZXjF5f5mZgvlE0kWPCUFXU92iJXX26RXj2tyLWxIkk9yjxxDV0pBayG3lhdlgiIQOURCFxhyaL2h1nBTjta5JYbrcDVk5LkPgHiMR5++GHfUOrIJJPqUsCStUXLREAE8o8Aykzv3r2TNhy3xOHDh8fWbbvttjZq1KjY98QPWMbr1KljRxxxRLG4rQEDBngljAQ9KHJbbrmlL9pOllesWKS3JyMhLo2hskX8Gct32WUXr8SFmQpxlyQj43XXXRfLXpjYjmTfqVWGRe7LK4fbRiNHW2TKRIu03N9vevrpp3vrWLL9tCw5ASlgybloqQiIgAh4AsEXX1hR6/ZW0PEQK7zqclHJIwLEXajeVR7dMDVVBPKQAApTovUrvAzKIYUKUbisrPd58+b5AvHxSTPYHmsYSTOwpj311FO+gHN85sTXX3/d1zekrhj7UsgYGTNmjL399ts+/TwWORQ81jPxhNKUiay55po2a/e97bfzLrCvXM3Lpk754njEtk2bNi1prFkmx69t22ZWmrq20dH1ioAI1GoC3sd9nwMs0qeXlK8a+EtgtjibwgwysSLpvEgeIhEBEch9Aq1bt7YHH3ywhBJGVkQKCLdv3z7tiyAmNNElMdx5t91280WIOS7KWKLcdttt9uSTT1p8ch/cAnGRfPbZZ32mxQYNGvhYNOLTMpHAWc2i3Y6xXX751T6fcq91v/ACo5wFyiXK3+eff+4td5kcs7ZvKwtYbf8F6PpFQASSEghefsWKOnSyyJWXWuT445Juo4W5T4BsX8waf/fdd8bABeH9999/9+micd/JluDyg2sRs8bU4SkrZgJXJYkIiEDuE6hfv75NnDjRu/XxrCEeiwQb3bp1swsvvNBnPE33Kojbeuihh5JuTqF1Ys14ZoUWrvgN69at6xP6oICF7obhemLJeJVHAmfFKzq0sxU03MYK5860Vi5+9V1X2oNi7tTkJclHWc+y8pyzNuwjBaw23GVdowiIQEYEovMXWJQA49vHWcS5HkrykwAB6B07dvQztWQoIyaM2eUlS5Z45SvTWeCKUthvv/180DwxHCiBgwcPrughtb8IiEAOECBLIa6B11xzjZ/woQYhSTGomZWJ8Izo37+/jR49uliNLjK5klDo3nvvNeLBvnCu8Shr8YL1CwtXovIVv02mn4M3l/w7Edm3l0UuOC+2OwoXrpeS8hOQAlZ+dtpTBESgBhKIPjzNoiecbIUPTrKCFvvVwCusPZdEhjBmgz/88EOv8JB6+a677jJiGU52xUNJD51twbJ16aWX2kUXXWR9+/ZV2vls3wCdTwSqiADKE6+KCFas+fPne0UKt0Es5l9++aVdcMEFdvXVV3slDEsYJSviE25gcWNyiTpjlWWNis6cZdEeTvG6/jqLdD+yIpelfZMQkAKWBIoWiYAI1E4C0dvvtOjQi6zwycetoEnj2gmhBl01KaApiko2MGTTTTe1F154wQ488EAbNmyY4TqEW2AmqZgrAw/B78RzhC6RlXFMHUMERKBmEKDOFs+ucePG+Vpg6623no8xC2PDcGvEhZo09sSXUUfwmWeesZtuuskXSq4MCtGbxln04sutcNqDVrDXnpVxSB0jgYAUsAQg+ioCIlA7CUSHX2vRm2+1wqfnWIFqM9WIHwEDGWrohEImMQYqKGDUwEEIHg8Li4bbVfU7LkLEiUhEQAREIBmBTTbZxE8SJVvHsquuusoXcX7++ef9BNKECRN8fFhp26e7PHAeA9FBZ1kwY5YVPrfACtwzVFI1BKSAVQ1XHVUERCCPCBQNOdeCx2dY4cK5VrDZZnnUcjW1LAIEnVOElFo4WLr4jgtip06dfH0wXBKxgklEQAREIN8IbOb6qs4uGUZlSeCSakSPOtZsxR9W+MJCK3DukJKqI6A09FXHVkcWARHIcQKBS4RQ1PtEC55+xlm+pHzl+O3KuHnMIt9+++0+7fLXX3/t476ICWvcuLFdfPHF1q9fv6TZxDI+kXYQAREQgTwmEDhPgKJ9WprLVW+RGdOlfGXhXsoClgXIOoUIiEDuEQj++MOi3V2tpT/+tMI5M6zA1WeS1DwCXbt2tcMOO8xnBsP17+WXX/a1cpo2beoD3WveFeuKREAEaht3B9GvAABAAElEQVQBCj6TvOOXX36xXXfd1ag5mK74kisuzXxk0ECLnJlecWYmsoIg8Ak/kqXET/fctXk7WcBq893XtYtALSUQuE4q2q6j2eqrW2T6Q1K+aujv4LnnnvN1eEhHH6ZmpnAoShnpmiUiIAIikO8EZsyYYdu4uOXJkyfbokWLrHnz5rb11lvbP//8k/LSyPpb1KaDRW4ck7bydcstt9gOO+zgC8qTCAT3bhQySWYEpIBlxktbi4AI5DCBH374wRexvPXWW+3pp59OmmUu+PZbK2rZ2mynHS0y8S4rWHnlHL4iNa0iBMhuyGChYcOG1rJlSxs/frwtX768IofUviIgAiKQMwRIwtGuXTubN2+ez5RI34cyRHIhEnVgpSpNoiOc4tR/oBXOeswihx1a2mbFllMkGtdtYmn/cF4kr7/+ug0aNMioe5bNovbFGpWnX6SA5emNU7NFQASKE8C1jBpLd955p7344ove7WyllVbynUS4ZbB0qfNzP8B3NoVjRyn+JwRTQ99xw6Fg6WOPPWYErFMUlbiw3r17ewW9hl62LksERKCWELjsssvs+uuvL+ZyiEvgihUrfFr6999/vwSJwFnGivr1t+jd91rhIpdsY7ddS2yTbAHHoi7Zd99958t7cB5Ke6DkUeieeFtJ+gSkgKXPSluKgAjkKIH33nvPiOm57bbbfCFKrB5Yw7bbbjtr1aqVd8UIlrxlRfsdaJEzBlhk2NAcvRI1q7IJ4HrIDPHEiRONOIkxY8b4wqakoscyJhEBERCBfCXwzjvv+Fpgie2nGPOee+5pS5YsKbYq+Plni7Y9hPobVvisSzO/+eax9WPHjrVGjRoZbtq4GI4YMSK2jg8LFiywXr16JS0eP2TIEJs2bVqx7fWlbAIZKWC4bmBu/M2lqpSpsWywWisCIpA9Atdee62deeaZPr14/FnpnHCTeMUVlSxq1dYi11xpkVNOit9En2sRAQqW/vXXX941lVnbVVddtRZdvS5VBESgphGgSDMZXpPJJ598Eqt3yPrA1UQs2mNfs10audjnqVaw5pqx3XBdHDBggPFOzCwuhmeddZaddNL/95c8O0t7Zq622mrFvE1iB9aHUgmkpYDhS9qlSxdba621fPret956y84++2wbPHiwr8Zd6tG1QgREQASyQIBnErWdkknvelvY9uddaJG7brdI9yOTbaJlNZgACvgDDzzgfx+4y5xzzjk+YJ2CzG+++WYNvnJdmgiIQE0n0LFjRzv2WFe7K0Fuvvlme+mll3xCDlYFzz1vRXvtb5GBp1rhdSOswFnIQsGydeKJJ/rxPLUS1157bdtiiy3svvvu83Fld9xxh9907733tieeeCJpco9LLrnE9t3XKXeStAn8/x0oZRc0Xm4wLj5kOlnjv1TN++23n3f3Of309FJWlnJ4LRYBERCBChNYf/31k84CRidNtqNmzrVnzzrDIm3bVPg8OkB+ESBAnZivI4880iffID7wq6++8rERu+++e35djForAiIgAgkEzjvvPCMTIfFYKEdkQbzwwgt9zcMPP/zQ1nRWLvrBItLMT7jNIif3SziC2axZs3xdxNVdVmBk+PDhtv3229v999/vY2f79OljF1xwgTVp0sQY+5Pc6GfnyojgSXDyySd790QmtyTpE0hZB2z27Nk+iBkFrK6rij1s2DB/dALx6tSpYz179vQ3QHUA0oeuLUVABCqXAJNEl156qbdykHgDid5wk60Ydqm1+Os3m9vvhMo9oY6WNwTI0HX88cf7Gd28abQaKgIiIAJpECDWi3IbuOFjJEExog7Yu+++60ttRC+53KK33WmFC2Zbgcv8m0wIL9pggw38KpQuFLilLmEVk1fEVVNfjGQfGGDuvvtur+wRJ0ZBeya0SHn/rcsujJecJH0CKRUwsp6Q3QTlK1GoNQB8btRWW22VuFrfRUAERCArBMhq99RTT/mZuYcffth2e2yGrTZ1mjX7/it7wM0IkiJXUvsIEITOSyICIiAC+U6AIstkGnz22WddCcvV7aCDDrLjjjvOXxYx0LxCCYh1PbaXBe++Z4WLn7UCZyUrTRjLjxw50h599FGvbOGqjaLF5BWJOM444ww/wcl2LCM+jMyLxJihuNG/hnUWSzuHlpckkFIBQ7HCV37ZsmW24YYbFjvCpEmTjNnmzeOyqBTbQF9EQAREIEsEqPG0j/NRt4Fn2q/LvrOr2rexh84522dHzFITdBoREAEREAERqHQCxLKiGJHRFZfq33//3XugjRs3zk8+xitAwfffW1HHI6xg002s8Kk5VuASZJQlKFCUccHQgsvinDlzbOedd/bxstQUw9ONJBusJ+HHlltu6T/vsssuZR1W61IQSBkDRgrnevXq+TSXBORxM7CK4Q/K6+ijj7ZVVlklxWm0WgREQAQqToCkCRdffLEPGL7yyiu9e3R41MBluOs6/QnbZsUf1n2jdW3ekjeN4GE6LokIiIAIiIAI5BMBEmnsscce3siB8oOiREIhFDDcqom/Is4LN8FQsHgVNd/HClq2sMiU+1IqXz/++KO1bt3aF3JGyfr11199/0p2RZJx4HrI8qKiIl//i2WSyiGQUgHDp3Pq1KkePsoWKeh79OjhbwoZT0aPHl05LdFRREAERKAMAszKkaGJxEAkUHjttdf85BAdUOBmA1e42ibznAvFg3172kNPPukDiHFLxFWDTkYiAiIgAiIgAvlA4IYbbvDJLa6++mp75JFHvLfZxy6N/KhRo4o1f+HChcZkJBKdN9/Vumxl0fPOtk/6HO/H6xhNypIXXnjB18ps2bKln9A84IADvDvh008/bTNmzPBZENmfvA/EhCULRyrr+FpXOoGULojsiplx8eLFPqUl1i8sXsSFUahNIgIiIAJVTYB0uvi7v/LKKz4TE+fr27evtWnTxjo4t8OX6zWwKa+9au+fM9guu/zyWHPeeOMNP1tIit3Jkyf74OHYSn0QAREQAREQgWok8MMPPxjKzk8//eTd/kigQTbDU0891VasWOGtTy+++KJfh0JEdkKsYkxGIvXr1/e5GKJ3jLfo2UNtXKv97PzBZ/hiyeRo4HjzXRINMhcmE4wqoVKFG+ODDz5oWL+6detm5557rn3v3BlPOeUUrwQSgxbv6pjseFqWPoG0FDAOR6YVAvB4SURABEQgmwQI+g3T4Maft9fBB1urQefYq2usZuc6t8Mv/5sJjN/mpptu8nWfcNdQttZ4MjXzM0o6A5p05bTTTkt3U20nAiIgApVGgOyF7du3N+prkWOBSUWSWnTu3NknxcD1D0HJotYl3hwnnHCCzZw5M6aAveqed6PWqGPRK4bbGU13trGTJ9k333zjU9PjLYKxhOLJZEdM5j7YrFkzb2ljW4wr6667ro8vIxMiSiDLyfXw5ZdfJt2/0mDUwgOlVMBw4UH7TSYMZvhB8MPp0KFDqdsl21fLREAERCBdAp999pl3k4jfPvjgAytq3cE+2KO5Talfzzb4+fv41bHPpMslYBkFTFLzCTDbm0k9GilgNf83oSsUgeomQDK7CRMm2Oeff27/+9//DFe/o446ytfgIgYLoU4h1igy+RJ7FQpjbBQ1kl8MGTLE6A+R5d99Zx/tvrcdsvU2tuTWG21sqwO8whRau1Co8FrDfZAU9aSL/8D1m7gSMmYnvwNWsgYNGnglDU+T3XbbzY/rGzVq5FPL4/ZI8o8vvvjCu/LTPgwykooTSEmRDIcUeVuyZIm/sSTl4MVghmUNGzb0JskBAwb4VJUVb5KOIAIiIALFCdBR8LwJJXjlVefrfqBFLjjXRhYGRmdBB8EsXaJMmzbNzwKq00gkUzO/kzL5zz//TPtVMynoqkRABHKFAHkUyJlA2A4TPihgKF+kkA+Vr3feecdPHB1yyCFe0bnllluKNZ+08Lj/kWoepeiSU/rbe5ttaVu7vq/eW6/ZPOeCz7FD5St+5y5duhixZBMnTvRj9wULFvg2HHjggXa8S+ZBqQ6Us6ZNm/p36nudf/75Ps6atPebbbaZd/ffYostfAgArpGSSiDgFKkyxd3owBVfC6ZMmVJsO5cRJdh///0DZx3zy51vauAGOIHzYy22XU394pKTBO4fpKZenq5LBHKKgJuZw3wVOF/4ILrgqeDvDTcPiqY+Ejj3Qr/cuVwEF110kf/sfOpjbXduG36ZS+ARW6YP6RFwsb/Bq6++mt7GebCVi3UIXOKWwGX5ClxmzDxocdU1Uf1X1bHVkUUgnoBL7+77IFcYOX5xsN122wXOJTCgj6Jfo39zlvvAZRsPnKLmvzvXxGL7uDhov3zMif2C7+tuGHxyUv/Y+jFjxgT9+///93AFzzuO7axn4SL/7pQuvzz+Ge+UQL/MxX4FTskKXK0v/91Zyfw+f//9d7DPPvv4ZS42rNjxcu1LPvRfKS1gs2fP9v6naNDxwmwyM42kxETatm3rXREXuaKnEhEQARGoTAK4RZAF8ZLme9gvbQ+1x3p0t5Mef9TOPvtsPxuIlX7YsGF+BhH3CmYRSdpBoPI999xTwn2xMtumY+U2AVx+6L/I6MvMLrEU/G4GDx7sXVNzu/VqnQiIQD4TIKkFySy23Xbb2GXgJk3yDVwEO3Xq5HMrENdFNsPu3bt7lz8+U3AZ90O2oSYvJVWWPzjVTn5wmq1zy422xU1jY8fEpRFLW6J16rHHHvOWs4EDB8a2JSvw888/b0OHDjVS3YfilEK/nDZTZBnPNlwWeWY6Rc2XoSLrIpa7a6+9NtxN7+UkkDIGjJv/6aefepMowXnxQrAzMWAINQL4cSRuE799VXx2WrevTYBplswtEhEQgZpJoOWnn9veG2xq9xzZyV7+43efWOPtt9/27hHhFdNp0dGQNYrOjXT12X4mhW3Re/UTIIC8Y8eO9s8///gYCNxqkP3228/69OljZPVKdPWp/larBSIgAjWFADFWuB+GgnLDhBCJNmbNmuWfTazDhR7BZX7u3LnmvM7884mEGihgxH/tON8lFzrlNCt87GEr2GN3v334Bzd8jktY0Lx58/w7iTfOOuss73aIMhXKRx995N0Nw1JSTG6OHz/ex6cRdsR6EhkRG0biPSY1iTsjY+LlLsvwsccea5dcckl4OL2Xk0BKBQwfUeoIAJzsK3xH6cEy5syTviaYM0uac//xvqfMVFe18EN15lZf54fPdK5InTp1vLWOmW+KtTLjKREBEch/AtER11l07E226jPzrO+2Dcu8IDqLQw89tMxttLJ2EKCfoo947733fHA7VlKEoHT6i549e/r+TNkxa8fvQVcpAhUhgPWHsS5lmRhfMtYcN26cT2BR2nFRYqi11atXL3v99de9koRVieV4bqDsYFFy7oO+1BP1v7A2YVAgZozn1yEuAUf0DKdIPTnbCl942gqcMpZMqMtLfBmKFYmnGJvXdxkU6Q/JZBgKBZ3xDKAdy5cv99eBJQwL2JOuhiZjaiarvv32W5/GHo83xtzUIwsnseKVyvC4es+MwP/fkVL240eGJnz44Yd7LZwbERZ269q1qw0fPtz/WK666iqfNpP1VSmYRbnxdJicnx8xP1S+Y9IlOBG3SGYZ0OoJLJSIgAjkL4Gic863YLpzo3DKV4GbnZOIQLoEyABGGuawzk38fszsMju9dOlS794Tvy5bn+XBkS3SOo8IVIwAHl9YzklKwfgS6xJ1KEkVj0sf2XaTCUkuGIfi/kxNLUJ3+M7Y+TuXxZDwHZQe9sdy5WLG/LYci7H3Ni4DYfSwI8z++tspXwutwE0clSUk6SBhFa6HZDpkXIzihLthmFmRrIYktiLNPMK4mgQbCK6MZFx8/PHHvVGF6+Y5haBEYlEjoyLKGbpAVY/5/Ylr6J+UChjXjVWLDC3cCDRzfnC49mDyRCgMxw+rtB+g36iS/lxzzTVeo2dmk9oGyeSKK66wdu3aGbWDsIRJREAEcp9A+JCnpUyoBM6tOdqvvwVvLrHCp+dagVyMc/8m5lgLiZsg/fOyZct8LEV88yZNmuRnhXG5yabIgyObtHUuEag4AeKqGAeTHv6www7zB2RSh3HxkUceaYMGDbI77rgj6Yl4vrAdzyKUHMbLGDRwk8etDwWmSZMmPm6ZA1A4GcEl8Ilbb7WXN9/K/jywla1++81WEGfF8hsl+YM1jbhnMsHiho8iFroO0kaULqz/WOMQLGYobFj1sILhwojFjLbRbrZlPRNZLqGHUZqKkCNcIykerdCfJDchzUVpm6uI9aJYHDXBevfuHVO+0Pwp7pYN5YtrQgHkB1aa8sU2pOFk1oGq4RIREIHcJkAcztFHH+0LUDK5Q2HI2Y89btEjjzb79DMrnDNDyldu38KcbR0lU5jpZUbXZRfzM7ZYxSjqzYvfHYOUbAkzzaR8pi24QY4aNcqnhuY78YvMqD/00EO+f/3www+z1SydRwREoAwCKCsoRqHyFb8p/7fEbJUl9Z0bIJNALVu29FZ34r/eeOMN/2z6+uuvvSs0NcCICcMyhrI3tlcfW7zKWjZ5jVVtzbtut+nOIpVKMISgfNGn8lxzWYK9YnfiiSd6JRFFDBdCFMnp06f70CLOxXMIgwXPSRJuoHSRVwEL18iRI71Bg2Wko2fszXWguCUr+5KqjVr//wTSsoBhbcIvFXMpmi/COz6m+NajaWdLUAKZ0SQerSzhHyLbM5tltUfrREAEShIgSQIziWQtJKHG+uuvb49PnmzBIZ1sqbOyfz/yapvkBsq4ijGDyP897xIRSIcALvRkBmNCDmUL6dGjh38nsJ2YiWyKPDiySVvnEoHKIcBYFwUkmWCAII4qlWywwQbedW/nnXf21ibyKtx2220+cy/WJYTjkKH1MIvY/XU3sJXvvsP6H9rBWjhlzaVV966PKG+lCeNxlybeG0VwX8RggqWKWDOePShgxEgzPmYiiucifWtiIqIWLVp45cyVoPIhP4T2YAVkghQDBwk4LrzwQq+EldYWLU9NIKUChhmSLFL8yPiR4IbILB0mSW52tlNR0omihPGjOuaYY7wvLYM2zLj4uuLPf++993r/VRRHiQiIQO4ScHVPfBwns3FI4GYJ240Ybb9072b1pk6xqEv6gxvxHnvs4f3kifnk2bPjjjvm7kWpZTlFgIEL7jWulpwfdDAzTF9GgHu2BQ8OEn+k48FBkiu50Gf7Dul8IlCSAEoTVjDGmIkudygvhOSkI+yL5YsxK3FZWMRdPV2fu4Bs46y/aK26Nmjl1axw9hMWafZvUjvO/8QTT3hljYkjFCncAzGKrLnmml45I9svSiKxWQgTT4TjoHzxeciQIV75QuEiTsyXdXGKFM8i3A6J7QqFa8L6xXloH+N+rp10+myL8oVekCy2NjyG3lMTSKmAkfWFG4E7BFYv0tJjquSmn3zyyT6DS+rTVN4W+Mryj9CvXz/fkdG2RCEzDaZcfjgSERCB3CVA0PFkZ/FCAtcBFbVubwXdj7S3WreyFZPu8TOEpAtHunXrZq1bt/ZBwq6gru9M/Ar9EYEUBJigI+kGr+oUeXBUJ32dWwTKRwDr1UknneQVJxQcxsEI7sK4Mrsiy2kfGCULxYZJRZJahDUr13ZhPt93P9Z6rraGdd5oPbvBBQjF5xTHKoXyhlU/rPUVZm8lfprx7sSJE33CDJJkoJzhNolbYmg1C10o8Q4jozkv3AhRzpgERZHkHBhXUNQYaxPyg+shCh5ZEjk/roq4MUoqRiClAsZN4IcCdITsKaTU5MaR0hffVm42ZslsyTbbbOO1d9yXmDXA6kW6TX4k+PszuyARARHIfQLUDsStIXjrbStqe4hFhgyyyID+do/r7LBSJMaWooRRJ4XA4lAxy/2rVAuzSQCFPr64aKpzp4rfSLV/JuvlwZEJLW0rArlDAGsSig5jXjIaokQR10Wx5Pgiy+m0GAMGbo0ob7jUBy6ZRdT1f6tFCqzTOmvZrrs391Yx4rMQ0sJjyeL8ofJFojmsYtQHw5K2YMECH3bDO8oYyhfnwFuMtPO0l1AihEzhuB8Sy4UCSC4HjBakpidGlcyMeL3hRcY7+5KAA30At22sX6Hy5w+oP+UikFIB48eB/2coZHAhBgsFLCxwyk2rjrgMXElQxnjxQyOGBDMpgzYCCCUiIAK5TQCLwILhI2y7mXMsMnK4RY7u7htMh4KrYTLXDv7fySQnEYFkBIhbYMARyptvvmm8GGzQfxH0jvsNAwriMLIp8uDIJm2dSwQqlwAJN7AW0TfxnGGSMJk7McYBrEeE8KCw4UIYX4eLVmEsoA5XfadUFbVzCs0h7W21Ky+zVZyX1/z5872bYNh6EnMwWYkChocXFjgS95AOn1Cc0DLFc45nGsfFTRCLGFkLMaAwjmdcPHDgQHvuueds5syZXuHCO4AxM9kc44WJLI7F/qTf55pQQin/xLGUYyGeVvk+p1TA9tprL59qEm0ZSxffcUHEDxUTJD8EfmDZEmLOSH156aWXxk7JPwW+8mEyEGos3HjjjT5WLbaRPoiACOQcgUv3P8AKevaxCV06WZ//lC9mFclgiuWdTEuJgsUiVRKexH30vfYQYEaXF8KMLYMfMoMxUAkFjwkKn5LxK9tSlR4czz//vN19990pL4m+EtckiQiIQGYEMDyUVYQY1z/yJPA/hmKEmz1j1jCJRXg2nkfjT+xnLZf/ZYWXDrNIv38Ty6HUYaHCio83F8chHpQQIMbdGECaNm3qE2wwLuccWMHoF9mWODDiw8iFQOINFCUMEyTkoOgzLoe4UWLZOv30071Lf9im8J3JKbxNOA7HRzB4UISaY+H9RgIRScUIpFTAyJhC4bkBAwb47CzEfaGAYYJFc+aGZNMUyawCA7RQSN153nnneYsc7h2k32RmgB8qpmFmHCUiIAK5RyA6+QHbaPA59sujU+3ULkfYUOfezPMGl2LcC3nuEIMa39kxq8eyMGlH7l2VWpRLBJjlJX4jzIAYtg2XedIxM3mIRYzfXbYl3oODcxPPzMwyge2Js+Xpto2ZbAZwqYS+O5thA6nao/UikK8EiP/iWUK/hODyR9zUhAkTYpeEKyHeHITv8H+HEnPsyqtat6+/t3Z//GqH/fWHre+sVTyvMGyg+GBtOvjgg72LPmNsxuDEZ1ESivVMUmJhIyMhcWV8RrkiXwOKFkJYDgWjKf5MDTCsdyS+wgUShQy3Q5StRKFGGQWZQ+Urfv1pp53mXRTjl+lz+QikVMA4LCZHgvcwX/KiUjeVu9HCyUpWnXKrK1SHz2p8xkO0+rC2wfjx4zNqHqZfrGephNmMMNtMqm21XgRqCwFcJHBJxoUQ6xVuFsncgaM3uyxLl11lhXNn2nqN/i3wSAfCBAoWbFwmCFBG+eKdjHV0CrhOMGBOjA2rLXx1nZkRYDaYQQkz0KHLfHgErEUMZrKdyQs3obFjx3qXHjIiEq+BZ8fVV1/tJxf57fOd2j2ZCi6WvFIJqa5LS6udal+tFwER+JcAxgD+31CCiK/CasX/NkYKvLKY4EEYM3fo0MFQXhg7n7zsB+u64i87c9utrPeFF3g3PxQhMrZitWfSKFTgULZwAWSsi4ULYYIG90BcrVnOZA5WffpfJlfiXfRJN09K+jANPu6MbM8xOVeY38Ef+L8/TAZxnGRCf855JBUnkFIBQ5vmJsffJAY/KGX8YOgkEmsIVLxZ6R+BjhVXkkTBRak87eIfhmtLJczA4wMsEQER+JcAPur87+AigdsXqWuZacOiFe8nH73sSoveeZcVPj3HCv6r6UWHkhhHSj0TZvJI14vShe87hSWVZEe/uHQJkDUT1x0sqgyISKHM5Bm/UZQQXBVRwrIlKF9kYmQAxIBo0qRJPqgdT5Lu3bt7T44pU6b4DMP8P9B+iQiIQO4RQElh8n/QoEE2dOhQ/7+MqzMJOZo1a+brDRI/hSLDpCRj1dmumPKSvVpY/U2ca/3UyVbHWaNwRaSPxI0wUej3mHwk5IaEHSTWoF9F2cLV+NFHH/W7EJ+FUHgeV0Qmc5hw4phHHXWUV+awyvEsZCKTUCISaZRm+ceAgdJIu5lEjRfaEe+VEr9OnzMk4DTZMsXd4KBly5aBS3JRbDunxQdbbLFF4DKYFVte1V/cj8i3x/3g/KmcOTVwtQlKnNZ1uIEbsJVYXlkLnEIaOAWvsg6n44hAXhNwWZqYEguc4hXwmf9PN/MWuNnBwD3kA5dFKXAdVvDPwEHB37s0DaLffJPX11sbGu9mYwNXtyrvL9UNJAI3EPG/T36j4ctNFpTo16r6Yt1gK3CDn9j/w+DBg317XExFsVO7NM+Bc6Mvtqwyv6j/qkyaOlZtJOBiKANnPff9mrMmBS4sJ3Bue4FTeAIXd+X/r52FLHCTLIGbiAxcbu5g8ep1gvtspaCz+/+mn0Rc/a3AWbOSInSJMQIX9uPXOe+QwGVCDPjfdS6JsecYzzPniRbQBud1ErjJzMDlZvCf3cSn384VeI4d35VwCZwSFTgDQuC8AGLLEz+4+DG/r1P4/CqnvAU8pzifi3NL3DznvudD/5XcxugIh4LGjTsRLoiYP0lHST0EZubQrqnHk03BF3a+cxMkgBCfWoprjhkzxs8K0A40duLUmB1IzOqSzXbqXCJQmwhQDwU/dGI0sTzjfsgzAjddUtyOHTXKosf2suClV5zla64VuJS6EhHIBgH6MOI0mPklrpDMYfRpZPnKpvWLa6W+DvFoWIbpy3AjQhK9Lrp06RKL4/Ab6I8IiEBOEcCSzv+xm0TxLn4UWeczrs1kIcTyRap4LNu3Dj7LnrdVbCNX47LrP3/YQ84SRowXggcXLoLJhLgychwgjHlxpyYDI8k1ELxBSEJ3xBFH+FpfuPGTsh4rGe78PN8YJ2PxYvzO2BhXSKxxtB0LHm6RyYRrIccC29Of07/j+YVXirxQkhHLfFlKF0SC+FB4CMjjxwR8AgiJk0IRoxPJpjC4I8aLHzs/Mt5xX8JVko6W+kD44fKjVp2gbN4Znas2E1i0aJF36eL/j+BeXK3CZACd3XNjx6EX2W8uDXidJx+3Alf3SyIC2SSACyyu9Lj1Ucsy0a0mW22hP8VF6NRTT/Wn5DNCHxv+v/Cd/5/qaiPnl4iACBQn4KxIfsyJ4sVYk+cJShZKCvVoEQoUM3mC4sNzhjHqqI6d7ICLr7DhG65nI++41W+HMsSzgPhmXBmd+cgvT/xDwg7cDUO57LLLfEZEvjP2JpMpSTZ4rhGDxnOO+C/CY9gPJQulCTdEXB2ZfOLcuEBTLwz3fkrB4A5NgqtEIcsi+xErhgJI3GiymO7E/fQ9TQLp2g2dZh249Lne/OmUnXR3y9p27sfmz+V+fAFtrWqRC0dVE9bx84kALg0upsa7J7jZv1jToz/+GHzaYLtg2vqbBEccfnhsuT7kPoF8cOFIhyL9Fa5BrkuMvXC/cZnBvPtQOseorG1c4VTfBhcjErgMZ4EbYAUuhiRwg7Vg1KhRgVO8Alx/3CAncIH8lXXaEsdR/1UCiRaIQKkEXHbCwFmAAmcxClwNXP8/TH/nEmD4z84qFdsXFz+eNW5CJehtkeCbwjWCR84a4veP7xudh0hAKA+u0LggOqtU4Eo9BT169PBuhy4bYuCS9ATO0OGP7RQsf1yXKTVw1nz/mecH7erXr58/n4tB89teddVVPlTHKYP++UKoDq6JjI+R8DnklLHAxZ8FLl4sCMfQfoMa8Ccf+q+kFjBms8OZuXg9DgsY9QiYvWvRokVsFWktq1uwgiHMKkhEQASyR4CZNCzjuCGSFTWcuQ/crFlRm0Ps/o8+sPVuG2cLXapeiQhkkwDB6ZQkwXWepBu409BXEByP6w4zwW6wkrUmkVYa18fRo0f7mWs8OphlJnU1qaLduMfPbPM5dE/MWuN0IhEQgRIESEbRtm1bbzEKx71YnrAakX4+LP1A3UqsWU6hsbtcCvojX3nDPl7yvn16753WsduRdnmDrYwagLgVkmCKkhPU6iLpDqEzuPlhQeMZhVWL51aYQIM2MC7HekVdMZ4jTony+5FwjoQbJP7AOnf//ff7VPN4hWFBc7ka/LgYaxhJN6gxhsszrpI8/wgl4p1QAer6SrJIIJmi65SswP2o0n4lO0ZNX6YZxJp+h3V96RC4/PLLfWCwS8MbMKvvHl3+teyFF4Llm28VnL/SqoHLEOWt0m5yJJ1DapscIZAPM4ipUDmXWP97dPVzSmzqMoX5326JFdW0wMV3BCS9Yka6qkX9V1UT1vFrCgFXJiJwITf+clyK+cCVSQmcwhK4OChvwXYKU1C/fv3AxXEFrkxKsMIl5/jn8K7BHFs5aLJl/cBlMYyhmDp1qt+W5HX0lVjUsIrxmcQ78YJFyrk4Bi5tvE9mhQWLpBokunKTnbFNseSzP8mu2IaEHC7La2y9q4fr14d9s3Nd9N5szjXRb0OCDucyGWANq0mSD/0XM26SchBQB1YOaNqlRhG47bbb/IPdlaPw10WmVDfLFjRbZdXgU1slOGfDTQLns+7dvFzK24AMcJL8IZAPHVgqmrj0MDGQTJzVyf9+nfU22eoavUz9V42+vbq4SiTg4p4CMhDi3ocS44op+0yHTCjy3cVG+Xc+X3nawGDpRpsHU9fZMGjj3J7JBuzS0vv1uP2hoOFyzLYoXmQWdImrvAtysiajPLmU8AGTReznSr2UcJtGGaN/dfXCgr59+/pjo+iRvdDlQ/DfUbBwMyRTIsdgooc24EKJseXQQw8tcdxk7cmnZfnQf6XMguhukneLmOiqdONmFAqB9hSIy7ZgZiXAMJ2X86XNdvN0PhGoFQTItIQbFXW5cLtACDx+2GV7mvZXYEPrrGHHzH3SzjzzTP+aNm1aWgXOawU8XWTWCLh00D5RE9nBEoUaOgSUl1YLJ3F7fRcBEah9BHDdc4qTr+uFa6Cb1LH77rvPJ96gCDNhL9Td2tkK7Kjrb7Y7fv7R+q+xsj3pEuvwjGGcjJvzyJEjvZsxyTFwU3SWNJ/Eg6QZJPVIJmyDeyLF2ulDcZ9OTHyHu7IrFWXbbbedL8pMEWiKM/fu3dtmzZrlE31QbJ7Mr2RbDJP9uAlUn0iPer5OYStx3GTt0bLKJZA0BizxFPi/znc/Jl7EeDgt2Kefb9SokY0YMcJnJUzcp6q+8+Mn5Sa+/RS/IwtNaUJBPIkIiEDlEnAzd+ZmzHxKbTIvkdrW1TKxq1q0tJY33mpvjRphUy843+5zxRzpMCjayACYDEoSEcgmAfouUiaTEde58viipsRRMBChMPPhhx+e9VT02bx+nUsERKBiBFzSDd+/ka6dQsYUTyfFO9kPUa7Gjx9vH15/gz1pK9uF69Wxcd99axe7Uy5evNgXXaf0BfGnAwcO9PFZlMNg4rJNmza+cLJzXyy1nBNZvokNI76MlPH0p662mI8/4zlGzBiKFdkUiS0Ll8XHj6K8EWtGFkPWM4bm/IzjUcbIKq7MhhX7jZR771QmRVe3xPu7ujoqJTZ1M+C+mJu7qSXWVeUC2oJJlUwv1SVy4agu8jpvdRII3bZwiWjevHngAoIDlvVw2Z5+WGOdIPriYt88/ONx1cAFgwLMkvwjkA8uHOlQxY2HuAjXSRYrYHrQQQcFrk5dOoeocduo/6pxt1QXVEECuCJTNNmlZg8ooByKS07hnx1kG8S1j+eis2b5ZYyPX+3bL/iiYLVgfP9TfYxWuB/vuBdSPBk3fWeh8nFerm5tQOw0zyOn/PiCzGRpdYk54nf1WRHZxil6seVkRCTzITFn/A+7CaTAJfHwmRAp8B5me73oooti++CCjetjMiHLIqEELnmHd7OsSX11PvRfaMFlitOUA1cnIOk2VALnB/L+++8nXV+VC53lzf8Aq6sitzqwqry7OnauEnAzbYHL2uabR2Ay//9/XDUi+Kteg6B53XUCVw8l1gnUtLS2uXpPqqpd+dCBpXvtBJozWUB/xoCGyYHaLOq/avPd17UnEkCxcVkNA9K2O6u579dI4BPKjBkzfAyVy/DrE2MQc/WySwX/z6mnB++uVifYqnAlPw4mEQYxVi+99JJXelz2VZ9AgzgyYsHihZhp+k+S3vF84jPHx7Bw7rnnesWNcW6icHwS9XBsnmPsF590I5wkJTEWMmDAAK/oJR6H/pl9mzZt6g0alOagjc6SlrhpXn7Ph/4rpQsiPq6kv8SFCFNovIQ+9PjZZ1swm7rgRG8Szva5dT4RqK0EnDXBp5vn+nE9bHDn3fb+Oefa0+cNsb8ee9QXocQlgqKVuEtIRCAXCOCy7gYusRIJzvLl4zNo2yGHHJILTVQbREAEqoEAadyJh+L5QCFjxFmurHHjxj7uCnd73AUpWOyUMh+vtaNL7b7zBZfYG6++Zvv98YvZWmtZw4YNYwWaKcVCngLcDZ3lzIfMOM+tYldHzLRTnMzV8PKlnYgNI0U8xZvDAsq77757sX34Qhu3dKnjEcbBuDjStlCcxc0XYw7dC4cMGeLH7hzfZXH0mxH3FYbo8PwjJT39tZuk8iEDuFl269YtPKTeq4pAKtUW0yRaufMjDebMmePTSWPxckk5AqeQBd27d091iBq5XjOINfK26qJSEGjSpEngfNuDaFFR8M+JpwR/N9srmONcIMjQxHPCKWXe3SLFYbQ6DwjkwwxiOhg7d+7s3XZcH+pnfBPf0zlGTdtG/VdNu6O6nvIQCL24KFCM5ckpWr7QMi58uCPi1hcK7nm4LTszRPCqSzF/U2SVYFfnjujqbvlQnPC5gishnymsThZWPuN+mExwbyQ7YXmFdPaM0ZOJS+zhCzazDk8xXBex0Ll4ssAl5fBu2ccdd1yJXSny/H/snQm8jeX2x5djSnMq0r9Bc3TdJqW6TdwiTUgpSkhRFBUahBShSDQXiaS5JCEpIUmFBtI8z5Om261wzvtf31XPvvts+wzOuIe1Pp9z9t7v++53+O397udZa/3Wb7FdRZcWrXMipVyQDuNXkSFq/YCFqDfN4ShGjDdN17qyWTwg/twRyHAElGMuw1W84MGaG4n8+JNUnTdHmqlKVN0GDUzlaciQIRoM3DjDUfDLSxcEiEBrvxsrmNfJlDCeuTkCjoAjAAKaTDBxC4QqyGCRUaIpMaJS6oSZcEVACvXBp4cNlzVvvC0fn3KSvJG3RjZavlyU6idKJ7TNaLA8Z84cE8oIWSqEqpQGaAIYIcMW9omIRzIGGU2UURl+8803TbyK+bdKzIe3xR4ZaxEESfa79tNPP8XGYoSIYKXATlm1apVdK6qJiOglGkrjKMOuWLHCWGaJ6/112SFQpAPGoaAekpJFDhNVFhRToCbutNNO1j277E7H9+QIOAKpjMDgvn1l8f/Vlxk6kW3y7puypdIh5syaZWpMSNnyQ+/mCKQKAsuWLZOGDRuK9qBLlVPy83AEHIESIIACIU4FjkS9evVEMzol2Ev+t6DMi6PRqlUr0T5fsZX8bmidl8m402YFte28R6dKXveeUm3SXbL7cS3lVt2adiycC4qH0AChHW699da2HAojEvMosNKOBRrj/PnzY8eAFk1QSDNlgrIwzhD7YX5N2c9ll10mgwYNEujS7dq1k2eeecYUGGM70CcERJV9ku/cWY/z9tFHH5nUfdgevHbddVdTP0ROH0qi1pHZ+YZtwiPnoAmo8NIfywmBYjlgfPB48ZrGjNVccTPg9asKjHn25XR+vltHwBFIEQSiH36QDVudLE3P7iqd//OTdNUaTLjktKN49NFHpXXr1ilypn4ajsBfCNAfB/noZDXMjpEj4AikBwI4E6eccoqQGcJpYi6Kw0IdcmmMJAIOndLV1tnN3LlzrcclGaZNbx8neTffJlWffUqq7P2/bZXCaA4TzhYOjjZFtrYWOC/UVNWtW9cyVNrsWBYsWGAZNc6f+i/eizw9bZVIcqjwhrFIyMZh1IORXWO/zLdVJERUsMOyaeFktdGyBT3feusteeihhywTRo8yMnhgluikUudGf1yydDiWtJXqq0FVWnSE/mKvv/66qIiIBa7CcfyxfBAo0gFj4CISQA8BivooEMSTJzWK83X99deXz5n5Xh0BRyBlENDiT8k9qqVUOaWtVBt6lUxJmTPzE3EECkYAmg2TFIrZKabX1gmxiUZ4VzJqT1jnj46AI1AyBJjgf/nll+Y8IEpR0l5TzDFxEnBoyDDRVxJnpVGjRsbA6t+/f7FOkKwQghVkpXB4cOhwQKAF4ghBR6SpMQ4XTZNJMOyuDpqc00Py1PGr+soLUkWzXfEGBZAsEtd62GGHycCBA63PFtuQYWJfEyZMsMwdy8i00YsLhwrGSAgMDR8+3DJeOEb0/EIUg+ujoXKPHj0sA6e1ZgLFn6Cn6jGI1n4JlMevvvpKrrjiCtH6NNs3/cJgrNFfLN44JvhpHbdRJMm6MacPmTcSLWT++K0MjmT8+/15OSBQVJ0bYhv6BbXCek3/WiEfPQ30CxepekvUs2fPonaRkeu9iDkjP1a/qCQI5L31drRm+12i3DE3JVnrizIVgXQoYi4Ke50AWdG5Dp1WDJ/ssah9ZOJ6H78y8VNNnWuaN2+eCU9su+22JtaGDDttINbX1BGw+7ZZs2b2VkQzEJ7QbE1E3y7NLBWrlx+9t7j3kWun9x/74zXiGJolsufK4IgaNGhgsuyqHBh9/Npr0bNSI1p9XOsoT2Xik5k6NdZ2hbmwOjK2H816RUo5NAEPrQOzZRwrsfUF70WAA8GLYEqDjJQubS81E2XnE9YtX77cJPARxHv66acjbSZvfcXYNyIiRRntN+hlFm/qINvno86xnQvCepMmTYrfJG2fp8P4VWQfMI0+RIcffnjsQ9hhhx0i9ZTtNR+eFixas9XYBlnyxAewLPmgs+gyUVOicaQWBkcavbMrp7HymrrbR7mTp2QREn6pIJAOA1hRnxSNU5ms0ayUACLf68S/ovaRiet9/MrETzU1rgmVbJwCpdDFTmj27NnrLIutLODJx9rriv3goNCwGEVBxifs2GOPjUaOHGmP2g6pgD38tXjmzJm2n6DqR19b9osCodZvRfQA4zV/9O/C/lz5VrRSlQ6f2b+JKf6yTOu9rP+W0v2s1xfLVBfBFMF5L46hZsAipSPGGr4rBTq66qqrIq3hYvN1TDNX1u8rrECBcJdddrGX9PPi2pV1FmkWzBwkHKXEPl1go5oM5uByTYnG7x0OGj08lQ1gq7mWMMbjCHLe3bp1iy1L3Ec6vk6H8StHvziFGhxZuKTBEN+gdwGm3rs9Is7h5gg4AumLwJ133mm9RbSthAlqwB3/cNxdknvMCZJz1x2Sc0aH9L04P/OsRYBaEWoUUexV6WWjMUFliv/LWnD8wh2BckCAGiPNOFltU9g9ZSvUQCEYARWuOEYNFmp86lQY7U4zXlarBT2Q/dCTi32F2qWC9qnOn9HsUDeEZoiqtzofQl0WNWT06YLCh/E7cV2rNvLjP/aVlw87RP69ZLFUUQEOSm80O2b0R2iEqA5qYsLOB7EMjPqqyZMnm3gFqof090LsgvKdZEqHvIfaMa6P88FUOt7okfTomqXiVgh8sIzfMbYDWyiY1FxjzMWnTJliIh5gwpycurFgAwYMMJENqNf33HOPlQyhqIhYlgZhjDYJFZHr4b38LrpVHAJFoo1KC8oznTt3Nm4rr/kgKbh//PHH7cNN5JpW3On7kRwBR6C0CNB0kcGCuk4U47DnL7xYNujWQ1bcMlb2UcUnN0cgHRGgdQp1HUzeqPdwcwQcgfJDAGU/RBxwchKNGimcJeqeijNnHDx4sAlV0CgZBwWn7sorrzQxCpwe6quoWUJ0ojCjRovgC8a5UfsVHA2cI8Y9nDDmtnsseVW6f71KZnXtJG/V3lyGDRtmThLNijWjYuqGOC6apRKlAJoeAvVYCGkwT+Y5dVnUVRHE5DcHxxP1Q863ZcuW+RxTtifJgTNIbRd1ck899ZQ5RMy5Mc4VQQ6M7XAiqd3C2aNZ8rRp08zpuuOOO0Qpn/anGSvRDKJMnDjR1MtxAKkn0yyXLf/000/N4br11luFOllMaY326P8qEIHipBZVXSWC17py5cro66+/jvQLY+laleaM1Nsuzi4ybhuncGTcR5qVFwSNWH9uIv2xt8aR8Opz7xwfrdm2fvT4kKERTSXdshOBdKBwFPXJMF516tTJah/OOussowNde+21UfxfUfvIxPU+fmXip1r516QOmFHxAr0t8Yyg/OnkP3FxvteaSYo0g2TjkjofkTo3tk91uqzp8HNaSwbdj3GLmqmCDGodWgXqZETUd2Hq3Fj9V3hPnTp1bD/Dhw2Lnv938+jDqrWiPaWK1YGpMEakaoK2nmNRQ6VssEizT7aMa2E5dVzQLqFFQhFkGTVvqlhoz2nerD3GIs062WuVpbfDq3Nkr6EdqkNqz9UJtP2oSqK95j4dP368amB9FqnTZcuoXxs6dKi9h+bR1LlyTCjWGNRFdSxtGVhi4KDOn9Ed2VYzY7ac8Z7XNGaGlphJlg7jV5E1YOEDgT8bPiB4pjhlKgkaVmfdow9gWfeRZ9wFB445P9ZMSBkYLpOq0a/1doxU9SninmegK2gwzThA/ILyIZAOA1i+E07yggkXk6HC/pK8LeMX+fiV8R9xpV0gIhFoByQa4g44KzhGBRnr2EYVAK2WSimB5iDgJFC7xXiEU8brUM+UuC+l/UXt27e3oAsCcuwL8QmCicxd+S2gNhQBDvbz0oIF0dr2HaPnteZra3W+cIYQ96DWiwAO2/CnmTY7FPWkJ510kol34MApXdDWU+dF3RuOGdoI4X04OThCiH1w31GTikPGdqp6aMkNpf5bnZcqFNr7cDY32mgjq3ML16fMM1u33377RaoKacdgDOc4Sk0Mm9kj1wB2wZi7M87jrKmqub0XLLVnWUQdGkkVVTUPm2fEYzqMX8V2wPhE+BJpyrfICEZGfHpFXIQPYEUA5KtTGgEGKX64KbxVmoRFyNZe1Df6aZc9o7q6XBuu2481P9oh8JLSF+QnV+YIpMMAVuYXnSU79PErSz7oSrhMhDIYW8geEbwj+6J1SrYMFlVhdv7555tjgjOwoyoIYtrHz5wWHC8cKRwqHIxkRtCQY+NkfPfddzZ2PfHEE7aM9+N84ZSxDX91quREC9Xxmr1l3WgnVWxkvMM492uuucYSDThTOD+BDaK1WZFSm80RxElSaqXtC0cMxw1mWNg/zlZQKETBUWXwI217Yc4fYldsx3HAKBiZNvbRpk2bCMcs3pRmaO/hOFwPTlzHjh3zvZ/tWa70xNhb+Ry4bvDR0qFIW3JYNjE4w6g/KhUztn0mPEmH8atIEQ79gljPAE2vWtGeet+iSoiinn+s3wHbuDkCjkD6IKCDknHeabCuo6R83Ky5RC8vkU2XvCgXDB0q8Mnh3lNorINB+lyYn6kj4Ag4Ao5ApSFA/yrNzIjKrpsABb2nxowZY7VQCFkUZghPIL5BXRQCHIhk0L+LOi7qqRCcUDl2UefExC4S90V/sF133dXqomhcTE0V/f+om1IHxOqw1AmxPl9N620ri6W6PC150uKHb+Tk008XakYxdf6sXxjHpa6KGi7qpjD6bFHjpk6KNXEOy+mLSx0YQnVBGIRtqFejno3zYlyl39Y777xj/b40C2W1bRyD92PUflGXRR8y6sfo/RWMGq5jjjnGjgPO9PRCkyEcj+2oF6M3GAId1ORh6qzJ/vvvL9R7a+soadq0qdWZMbZrsFVo5Mz5uVUwAkV5unjMRCJI12qzOkuZIkNP7RfRhMAlLWo/mbbeI4iZ9olm3vUgV0v0ECoClAV46sH0R93u3TyVnv/mkCOiJ6RadOO111mWG4oFWTH9KYrxysP7/DF7EEiHCGL2fBple6U+fpUtnr635Agwf6S9SXENShyZIox+XYxBZJjI2tCjihorMlJsR5ZHFfzy7VoVA6MlS5bkWxZeqENm76WHVu6cZ6KfN9w8uuuo5pE6fBHr2D91Vhg1Y8jcI0vPcs6DrJM6ZCbZTqaMZWShyHLxnD91No1mSAaLc2U91EPWQRfEyHiF7aEaYiGzRZ8yDGYKVEx1pGzbI5TWqc5lrKch2bHntBaO/ZARpEYMeiX1Yiyjhxj74DlS+Rjz9nDcUFZA1otl6pjZNpn0Lx3GryIpiHxocEVDGjX+A6IvA1/ckMaMX5fpz30Ay/RPOL2vD8oHAwDNIeGlh14noY/KhAkTorPanhytObRptPb0TtHbK1bYQAdNgfudQecjLTh2y14E0mEAy95Pp3RX7uNX6fDzd5cPAvTNuu+++2I7p2aJYGGTJk3MUWAcC3S9IHKxePHi2PZQ6WhYnGjQ6BkP+d7n3jEuWlNnu+irRx6zsY6xEPogzhMOGH1vcUqo/+JYKttur9l3qO2iHy7bBOeK5+ybR/40QxY1btw49hqRKyyIXlF3hWhH6PnFOqiHml3jaUQj6CDMwZh92223mQPIvjV7Zet5rgwWa9yMM0pCBGpkcOLYDwkSzov10CVbtGhh50SAleuhhg3nLxMtHcavIh0wFGRUgjPp5xO8808++STp+kxe6ANYJn+66X1tKo9rP7IqQ5vvQig8JnLIIPC1/qi/Xq1W9FbLE2IDGhsjrMMPO9E1t+xGIB0GsOz+hEp+9T5+lRw7f2f5IRAaNit9MXYQpeLZmIRzkWjavzLSvlixxQhJwdRKtFWrVkVVdFwbXU1FpXZtGOX9nTkL4x3OCQ4aThHjn/bNMoVFnDwUwMl+sRwHDOdLKYPm6OHYBTGPsJ5jhf2yjAwZjhrKjjhJ1LFhSmu0dS+//LK9JpFB8JMMHu8jiwVzJSg1cmyc0WAkRdiOcb0wI9uFM4mGAw4lr6k/w1Fdn+xkYcdIxXXpMH4VWdxBDYhGGKyPin7Y+UwjB6JeutWE5VvhLxwBR6DSEIAnf9111xmPPf4k6N1HLec87Q2yZatTpE6Pc6XBrOmiRcGiqqailAtrNkl/EY1Exr/VnzsCaY/Ab7/9JhpNtnoS6kDcHAFHILUQoGEz/ag042U9s1SEwhoTa8BAVDFwnZPt0qWLqMNi/blYSUNlVfS13n9hYxXjkP/TPl9PbrCJHFC1mtzR5XSpon28MOrKpk+fbrVcNCemybIyP6xX2MyZM61HGPVY6oRZPZo6MFYLRj0VvbjUaRMVDrF+uOxPHRHrF8b50xssmDp4tk7p/UJNHEZvLvZ74IEHCg2T6aurDp1o5syaMKsDYWMyTZc1gyXqLNl2YZ/UjVHTRR13YUb9F8ehBo5aMV5zTTSopwbNrfIQKLIRMw3q6LzNlw1njAJAbgYKLJmoqRynTfbCJXBDaJQ9vPRHR8ARqGAEKMDF0UpmTTbaWI4ZNkpyrr9Wtul2tnx0US/RKKJoFM1+pDXzJSr3m+ytvswRSEsEtAZCLrzwQmEigzF2Kc3JJiJayxybEKXlxflJOwIZhsDRRx9twm8vvviiOUZKOzRhinihiXDJmjXKJxKFeAcOF0JxCF7gINX+4095bdMtZfMjDpf/mz5V1qqT9q6KhCAo9+CDD5qzw/4Qo8DRwVQF0R61htqEMMJxEOMg8YAQh2babO7bo0cPE8LguMyTGT9Vct9+b3BwNPNkjaBx7hD5wAFDBAtnUemNJorBPhHrQNyOxso4YcEQ+dDeX/muM6xDhEMzYeGlP6YZAkU6YEQMUaXR9KdlwsiGBePLRZSAv2B8odwBC2j4oyNQ8QgwiKjcrcyYMUO0oaNoI0j7oY9eWCSn3DlRXu3WRZqp84WRwR42bFjFn6Qf0RGoAARQAVNJaossa82yTXo4rBb2i9KVTBWNAISbI+AIpA4CKBiiXoiRdcKR0p5+lgCIP8uBAweaM0RWJ9ivv/5q2SIUFI/aqo4cddPtMvSn7+XLTTeU9zS7RXbq5ptvtv3i1OGs4SSRUSJLHjJUStWzuGx+7wAAQABJREFU4CRzYFQUUUbsrAqFqAOr6IU5WyqoIUovtEMHRUEcOaUamtOlVEa7jt69e9u+tNGyXHXVVZZp403ahNnejwIh50TwFPXHeNtuu+1iConxy3mOmiLn7ZamCKQidzMdzsk59OnwKWXXOdKjD568/hTZHwW+Q4cOtefDDzsi+qnW5lEzbTSpUrnZBYxfbYkQSAcOfVEXpkEIq6EI33lqMEJ9CWpoFKdTF5Ft5uNXtn3i6X29NFRnXKOnF0btFSJwLKO+KRiiHSxDuyB3+oxozZb1otxHp9r2m222mYlWoCbINppZsnqo8F5qydA7CKJymoEzFUNqsKjzQtlQqf0mesH7+S2h4TSKidSJhXMcNGhQRK8w6qzC+aDkSH0XQh9sy3H4fWUZf/QYo/dmMqNOS6XtrTdZ/HoUGTkPepS5rYtAOoxf/wsb6Cfp5gg4AumJANSI+LotuO1aCGyc8cktj5cjZz0tzXNy5dv6O1r0jei/NnBMz4v1s3YEiokAkWtoQTr5WucdRKeJOKtYjfUdWmcDX+AIOALFRoBsDvVUKkJh99zp2leLTFBZmKr3WT1Whw4dRNuqWEZMJeetppP6pmDQFqEHdv9zreSdc55UfWq6VGm8v62mXor6MJWut4yWKv2Gt9njvHnzhMzb999/b3Q/slVktxhHKbsJvxPqYMn9998vZ5xxhqhQhlC3RjkO74N9Aq2ZLJvKyIsKbBjFkOwWv0EqgCXUgwUj84bBJivIWEdpAPvWIKt06tTJaJYaXBV1AH0cLwi4NFjuDlgafEh+io5AYQjww4/zpb1CrPkiAgP33nuv/VAP23Z7OWz2M3K0rJHva28pL2ohM00XoWVRG0PjSjdHIFMRoCaEhqTUZyRS45mQQV2iGN7NEXAESo4ANU/UWVIz1bBhQ6uxpDZKe3mtc9+V9Cjs99VXXzW6INTBICoRv7/vvv5aBq/6RfLuuluqvrxQqsQ5WTg+qthtTaKhE2IIbuAw8RvBbwEOFw6a9tMyB0vzKja2IvQBXV97lMluu+1mTuYpp5xitV7h+DhT/NGMGRoijZSp0cJxYjkCG5TyxFthjlf8dtAStc+Xndezzz5rji2/Xzh/bmmMwLqJO19SHAScwlEclHybikBAa7wirfUyapUqKsUO+WHHztHbOdrTS2kKSNYihRsM+gJyuPT5c3MEkiGQDhSOZOcdv0zrQaypOD156C/E77YGJ6w/Dj0szzzzzPjNK/w59EcazobmsxV1Aj5+VRTSmX8czXoZFY62RPGm6oBG3UNGvqSmIhmRimXY+EYLFc3+5KMNxu837+efox+aHBY9t+FmUZ5SEYNBKVRxuIgel8jJQyWEPqjOl503zZDffffdCAq/TuXtjz5ZUAih/3GvQF/kd0MzXZGqJVr/20TqMrRIfmfo8ZVoKuoRqYBdVtKdE7GoqNfpMH55BiyNnWc/dUcABKA5ECGDUqEDiazV4uEqvfvI9ivfloabbShf/LxalCcvFPMGIxqIihMCOigzuTkCmYiATp5M4ZPieehLGNQhjLYMY8eOtecV+Q/VshtvvNEU2HhOZByDrkWUHdEcCvU5dzdHINURQMQGFb9E8QjtoSXQ+LQvZYkyNbRGOfXUU018AxVAsthaC2VZJzJWZMGQUt9kk00k0sxW7rGtZNPDD5OrNMn0nR53xYoVBh3nwBiJQTPUoKNREcmOQ8UfPny4rWN/UAfJcCEJD5OEDNXPP/8s48aNM7VEdR5MLRjhKraPN4RCHnvsMRP1gGUCRRAhD8R/HnnkETv/xPfEv9+fZx8CpXbAmNgl3njZB6NfsSNQOQhAbeBHHhoi/VMOV/77M3W3k6P33luqzpsjXyn9AeoVfUsS1Q7hu1Mj4+YIZDICGgm1XkFLly617zs0IOrCGjRoUOGXDQWKti5MxKAwUatJqxdeUzsDJYrJGpL5UI1USKfCz9EP6AisDwJQ2aHaJTMcJGTU19e+UZl4nC8CijhEGGp/3BcqYGE9tlAvxLF64OK+0va+hySn/yWSc0FPmaVjIuq/9PWidoxtCGbwXurD+EPZkJ5cjH/0zKR2Dfl42iqh9I0aIv29FixYYJRFfi+aNm1qThm/J7RkSmYEQbmPCW7SBwxlRJzHDz/8sNA6r2T78mVZgEBh6UBSyvoljfQGW2cz0q8aFbCU7jors2ABaWm6sLs5AuWFgDZGjpSrHumEMdIf9gj1Jkydroh1UA81kxVbr+0do5lSPXpYqkX1lCahTSyNTgH1Qvn465ymRgYjzQCss9wXOAIgkA4UjnT7pHr27BmhtsY9XJCpdL6pmaKmVl7m41d5IZtZ+2UOqAEBo9+pGEXSi1O5eKP3JlupDlg0e/bsZKtiyzSAGHEcHoOpsxSx33hTwQsbzxj3UBKcMmVK9MWNN0dfSY3okbO7xW9qlN4LLrggql+/vo2hmk3Ltx56oWbOjF6ozlWkmTBTI2TMhGqo2Sw7FrR96IqoGEI9VJcg0hYv+fblL1ITgXQYv3IK8jFJH1M8SJROJ4H2GKgSRPHw6umHEK9AU9C+fLkj4AisHwLQOmgGScNGinm7d+9uVAkieVAuVHrWqBTch0QIf9O+JEu3qCOfKYW9Q1WRtRp5o0iXe5eIP+pJ8UZzSxSjaJzu5ghkKgJEsInCJ/tr1KiRaM2k9chT2eoKgYDifK07MwGBgg6IEACUSfoeuTkClYUAtEKVXzdBpyeffNKysSgbJho0Pui9CG7EmwYbjAZIz71kptN2E4EiU0VTZCi4ZI00uG+ZJrJY8UbmCyVBemaRWfr43J6yutfF8t/HH5Zujz1i4yTbI4Kx++67G+1e5d1N2bBdu3ZGOwz7Qw2RLBdZNXXUrG8mbBKumfOB6ri3skhgl2i9tCxcuNAEOKAZcr0Idbg5AqVGIJnvql8uiwBo+taK9Om3QOEivRWUzxtRDElUXpvgFRrJS7bvTFnmEcRM+SRT7zq4x/TGtgJgzm7UqFEWnWvVqpXdh6zjjz5fWN5nn0UfbVI7GlaluhUHk/EKfxQtE91je+WzRzoQWWZDJ5+Rcurt/f7PEUiGQDpEEJOdd/wyxjKlDtn3XwMVEVFx/lRRLVLaX6QTR4u0M76pilv8W8vlOcX43JNFGaIBbdq0KWqzEq/38avE0GXFG+mfx5gRn/VCTINlF1988ToYqMy6rRs8eLAxg7TFSaQy7IWKywSGhkqz2/7UIbJ9aElLtHLlSuvfhwgGFvavVPuoo2apnt99r2jNfk2iY/bZNzr66KMjxjOlGEd9+vSxfZC5QjhjwIAB9qhUQ1uu8vFR37597TnXwp+2cLE5rVITY300Q48xxky20WSEPWptl2XUWJaMGWYn6/9SAoF0GL8kGVJB1Ub7HsRWoxYFZYmbigtTDm1sXTY+8QEsGz/1irlmLcCPKSkxYPBjj8phaOaoEvIRtAmWzxx7Y7Rmx92iNSNH270JTUP7pNi6+AaVUJ7YXnn1kRYwR1pgXDEX40dJWwTSYQArClyUzmh+CpU+3lBG07YNMWouTVRxwkLD5vhty/K5ymjbvYwiGopqixYtit55552ICSINolF94/5WSexIBQPK8tD59uXjVz44/EUCAtpjK5o2bVrC0ijS+iYrO0l2n2iWKEJRUNkaRm3HWSrI2I7xCEdJxaEsuB9UBXGocLhatmxp2zDWcQ9zf26rDtFcpdkv3nbH6Le/90+jZK0Hi7Quy4Iq0PUx1EWh+2rGzPYzZMgQu+ehEnIM6Ik4jNxrLGMfnBOOG+Mtz/mDgohdc8019pr7VltXWDDTVvi/lEQgHcavpA6Y0g9NujceVTqA82Wk67dP3iLjDnsNWPw3xJ+XFQLUeqmCku1OFdus1ovBASeKAYuoPVHIVtvvGH0hNaPf7xhv2zJQhcgh2yQaEUYGF898JSLjr5MhkA4DWLLzjl9GnTLZrmSmSmcWZQ/rqCtRIZvwstwecbaUOpwvmx0mezxS4zJ37txyOz47dgesXOFN+53jgMTXZMVfEFLrSLYXZDhSqhxowYzgVMVvS5CB7zljFPWOZNl4TRYLKXelzpucO8tC9prnKkcTva3j3ScdOkYHa7aKZThZShe057ymfqt9+/bxhzMZeyTxccTIerNd79697dhsiOPIchglyM9T48U2/OHc4YwG69+/fwQzjPuXdW6pi0A6jF9JVRCR36TOJN60f4I1qoMjS02JmyPgCJQPAsjmIo2r/URMupb6Leotkc/VnzuTuT1l67pS77Ov5bLam8g5DfeQfyjv/c0337TaErj41IwlmkYRrUmmDnjGi09c768dgUxDAAVQVNhoYqrsjXyXR1PXUGeiGTFrlpq4Tb43lNELalhQONTJp52bMk2s1oR6FFpFUINSUkMGuzjN1al/+UzrRt0cgWQIqINuNV18JxMN1UNqsZIZNZfq3JiaJ2MVOgIoDColXpTWKMrQkDvuuMNUAllPvSNKoDxHqVd79QmtGWh8zH2LwjbzzeM23Vzuz8uR3v/RJsdvrbB9KZXQ5O1VUEOUzmjKpigjMg7G29lnn22NkUeMGCHUemqQUmgSzbExai2p7eKaQqNnWlSwnLFUS21iu1NasKkJIzHPtm6OQGkQSOqAFbRDnLCKGKAKOr4vdwSyAYFjjz3WeocgTU0fEgqB6YGi1ELrGfTWiOukUe26csKG1WX2qu/l/7SXF4XO/CFbzX0a3/MrHjNkrpGfd3MEsgEBetxR1K81KRbE4DWTPYIZCE3RE4z7S6lINiFDDKCijIklzhh/GJM9JqqlMXqIIThSlGlU39vHFAVSFq9X+p/dMwQK4k3rJC2YgaOTaEi6K63XnCjNQtnq2267zQQxcG4QdFO1QxNuQwRDKYCitD4L7LOx0hJFKfeiqonWmzL0texde2sZ8sda6V1nc6nfr7e8MGWK8P1FnEobrQs9LRnvlEpofbzY11lnnWWCGjxnOQEHxs8xY8awyLZD5ApREa5x1qxZorRE+w1AcAMnDgcNYQ6lCJsQh9aqmXNJ0Ibl9AxzcwRKhYAORusYRf+qAJNvOXQ7xDfc/kLAKRz+TShPBKAS6o0d+0P0pnnz5tHw3RtEX+RsEP1T/qJSsA2CG1ALWY98LyIDpN8TjTrOwqglidv76+xGIB0oHMX5hCjOD/Ud1JGE+0onhEbr1T5BRgfUyVlxdlfqbaj1Ou6446JffvnF9qVKp7HCfuSv1QmMNJNQ6uMUtgMfvwpDx9ep8l+MggdFj9rFIF6RjMIO1VCVByN1uPKBp82QbT/Q+9iGUpaLLrrI/mihwr2IBD2m2Vsbx7hHr7/+etv+i67doo+rbxzlvf2Oidew/QEHHGAtkJCp5zVCHdxDLMd++OEHWw5VEuE4xk5qyBDoQHoesR22Db8D1H8x3z3yyCON/kirCKj+1F9rs2bbjveH54hh8d54jQQ78N//oFFSK8djWRhjOvVt/IZprzJvHVNMUNNh/CowA0Y0g8Z0wWiMh7xn/LKwTguJw1N/dAQcgTJAQAuGRQcJ0WJfiziqUpM0XfKqdP5zrTSrFsnv2+4ootQlonBasCw62MSOilwvmTAyaNA/iBAq796k67mHiQi6OQLZggBZLWhKUIaQgSerjPx8yBQhOa2TNssclzcm6nwJFGMaxGI0fYXWhOQ1jV/JgNGIWYMp1li9IAnv8j5P3392I8CYAUX2yiuvFHVcLOPD9xYGBeUpKvBkTIowljCuMEekvUm83XLLLdZOhbYqbMM+unXrZhkmMktkp6Egwqxin1qvKcjXz9csWN7Ly2Srjz+RvTaqLnM3rCUTJ06U5cuXW2aKOSdZNe5j7mfGPI7FmKeBDcuMsX2gD0J7JAtOtovWLZjWWdrYqWIjxh7hvoOKSANomi6TMcO07sv2DQuF9ZwDFMkdtcVLvHEtNGDmWsGFzDrjOJTMktrdd99t2TyoxVA01emzLCO/Y5QDuaU3AklnYqR+6RYeb6SL+Us1U2dYVG3HbozatWun2un5+TgCxUaAOhRoGPT4go7EIKhRHNlHJ2ct5y+UY1b9JCfttL389McG8pMOdtSFMbAw6MQb1CZ69WkU0QYOqBoMfNA/GLTcHIFsQwDaEMHDxABistqw8sQGihWTRfr7YUzWqHPBMQuTWfoSQSVkAukOWHl+Gr7vwhCAgjds2LDYJvTD6vx3fzrGERXaMOdMVXttDEoch3gjdVw4VCqGY9uoKmGsjxdjHXXJOEDsl3sDx0qVNeSA3v1kUd06cuh7K6XrDTdY3TP3BfXQBEtUDl7Y1yuvvGLnx7GhEdJHjHPjfmfc4xqgHbMd78f5wonE+YK+iHPJfacqqXYvnnfeebY/7lHGX/7Gjx9vzibHo74SyjCOWKKpsqlQA4eTxD2Nw8b50EMt1Jklvqew19AgoVJSc0cgFoP6ST9e5uj0+aT2zS2NEShmNi+lNqP/wiWXXGK0Db15LB2sH4HJhZJ2RCFOb65yPWencJQrvFm3c+gZ2vTSqBJ8l+k/ohGvSDulR6/s3Tj6dZ8DInWdIo3yWTuI0aNHZx1GfsEVi0A6UDiKg8icOXNMvRdJag1E2J9GziPNgBk9qTj7KKtttDGs3cNhf/T6UkGA8DL2iBIbVMTyMh+/ygvZzNwvyteMS8i30w8MUxEXW8Z3mPELGh8Kh/GmQUJrfQI9kW0wHqHLsz9ofeqsRNwXUBvzVrwZrdlh1+i/lw+IrVcnxOh36mQZdZB7F9qgOja2PxQZad1AiQyS9uwXuiRtWFBjRPGQZSpsFWlw0xRA1eEzqj7LNXAf0beM51yD1mDb/llGu4rimDp/9v5wjfHv4XwT22DEry/oOWN8st8Gtuf3gfNzKxiBdBi/kmbA9IuYskZkn0gEEQ+KOklfk/nitfJuLbpBKll5s5Zuhorl5gikOgLa+NGKfaEmEV0jane1Uh8ekWryo6o2fTD/Wen//AKjJb344ov2/U71a/LzcwQqGwGU/nRyZrQpbdNgNETofUSX3333XcsSV+Q5ktEm2k5kG+qU1p3IyJEj5cYbb4xF1XVKYdH8Bg0aVOSp+bEcgQIRGDt2rNRXBpS2aYhtg/AFitnMsaDloTKIeAfsDei0GJkgsl8IWzBHw3iEhsi+UCXkvjS1xTnPytrTO0ve6OukZscO8seVA0R7VlpGiUwP9ERtrG40Xe4jsmco+kIxZvy8/fbbLcPNMVXHwNgk2sPLhDc4P60/Mzr/R5oB41owrossGedMxgxqHxRG7r1kQiP2piT/5s2bZ9nCcI3xm2jjdZuLBkpj/LrCnpOhK0gwizkvGUm39EYgqQNGvQmp1MCf5RKhasBp1d4HsSsm5UtKli9tRRmDFTcPKlYFKUaRNueHACoX6XE3RyAVEfjwww/tPmPCxX2EChO1XAwsF6l07gljbpGXPlMKx2YbSuvJ9xhlAroGdArkfd0cAUegcASY+GlU2iZqUHyRpWdcgFoE3Yh7sCKNGhFqOajd5J6HEkkNGupxXbp0MUdxiqq8oQTH5NPNEUgFBJgPohqaaNDdVQzDAgoENKDGQfVDLZFAIuMUND+C5jhFBMxV9MacNRwznCbuwVNW/Sxnf/WtnFEzR148r5vsN+52C0KEeq1w3EDF4zXzUeiA7AM6PjVg0PU4HwL13N8PPfSQvZUABzWf3H/B+WLF1KlThd8FKMDUoEHVL4nxGxMoxInvV1ER+w1KXF7U63322ceCM8nmsGDnKoxFIZj665XhtK5RYIh8aLxRiNiuXbv4RVZUSV+HijScPVVzK9D54lyIaGiK2Xi3FXlufixHoLgIcD8hskENCIMDBc9MCins/XDxS5J7xFGyc6sTJffucfK1ct4JdvDd1+aV+QQ3ins8384RyEYEqHtkoqKUO6sNYULIZItINQIDTGSYyFWUcX8zmSXqjwQ+vwEEE3G26FeEAABZO2rEcNTcHIFUQIAgIX+JhuNBjRQS7TgwtFDBCcOp4btOfT6OEd9xHC1tlGz3G8twmk447ji5e8u6ctIXX8m/8v6Q/c/vabVlOFG0U8GRKshw+Mi+nXTSSTYmch5klRkjyWKRaeYR437jnkf+HgeRbXv16mX3INlwNA/YX0lNKZQFslJwRlXFcL13TRKBDCM4xhv9QWdq6xmuwy29EUjqgKXyJRExLE5kkCLL+GhJKl+Tn1t2IUBwg0bLOF1E8BgcsMcff1x+0CLjy2Y8LVPzcuW1zmdIex1MGPhQl1JJX1Nkyi60/GodgZIjoDUmRksPeyDbFMaP0NOSqHlFGlQqGs6iGkc2m/t+0qRJorVqptaI0AA0STdHIFUQIEOL05JoWotkDhUiE9AJEYXCkcExQwyDDBQZJxwu1HopDenevbsJc7y1ZKl0fHyG/DhvvuQtmCtvaW8tApKIVpCp0lp+GTBgQL5DMmaSwSZYgVAGTh37R+EUOm/dunUty/3GG28ImSfKVDgXAhpkqChPYTzlvKElwqhiDOac49ld+Q5ajBc4jNAdcfKC00fvMYQ5WI5TuL5GIoEMPqU1iIrgaBKU4feCZtXh92t99+vbpw4CSSmIqXN6654JX2ScMAYvmugRAdGCTLvZ+KKiQAOFgwgBURc3RyCVEEDBCOoRRvYYSgZRLr6v2/74k7S/fYLcvsUmMuKNZVJDv+cMOPyoM1AwWQvOWipdk5+LI5CqCEApQv4aRgR1IrxmAte6dWubyEBJZAJXGca4xV98C4nKOA8/piNQFAIqBmHOEPcLyoY4BGRqqeXSvlim1ouDQPCALBTG6+eff94cHd5HNppaL5y1Pu07yK5du8u3qu43uMl+svCwQ+09jHM4S7RmIMMTr1pKayQoiWTGCJpAccSZYoyE1ohThhOFIwbtkfdyPtB5OUd+A6Alsj2S9GxLDVioVyvN2Iqzx3Fw+KjPImtFRpDr4FwZw0tiUDxRmyRLR70bSYVGjRrFMC7JPv09qYNA2jlg8GKJbhBFobiR6EaiIeFLgSdRGzdHIJUQYDJIsS9BApwvjFrG6085VVrcOUEulLUy48/frS8QUrsYkTAyuhQeuzkCjkDxEaAgn2g3kzmi6kzAcMDou8WkafDgwSWeHBX/LHxLRyC9EYAeT0YHR4agAU4QgcN9993X6u25Ohyy0FuP19AQucfIPCFqgeOGA1bzrbel/5OzJWdgf/nokCaiNyabm5HBQm8ACzVVOFnQFblvoQtzbMbR5557ThC/oEaK7DEUfe5rZO9pwUJwHiEL5onQEXnfRG3tgAVHDql4HDvG1pI6SbZD/cf7ybBpY2hzvrgW6rlLa2CI08WfW2YhkHYOGPCTMqahHpEMbmqyXtyY3Nwo8/AD4eYIpCICNLEkC0Z0juJhep/s9N4HMvLbVXLOhjVk2n9Xyz/UMcMpI5IIrYNgAgONO2Cp+In6OaU6AkSlmTgSMeePqDgTNug8IQiS6tfg5+cIVDYCOETQA5l34SSh0IfDQWaZgDj1lagU4mwRGEfEDRYSz3GOqA3Le+JJOWPygzJip+3k6n4Xyz/VQVqpKr9QCbkXVcY+5sQNGjTIxDvat29vyzn+H0pTJBt3nNaO0SyZsZH6TuqiyKzRI4yAC+eJA0SNJdR9sl2ooUL/Z/ylwTHOGdlnHEf2h7pwSWq1Ej8XsoNQn90cgaIQSEsHLFwU6VmiHHCNGVhJ/bo5AqmKAAMXAwwDCZE6ImVL+l0qe6x4T/rtv7dMe3mxrUOimjoRxAOI2hEBg8rh5gg4AuuHALQdJmJM0oJxT+GUMQGDQkXdiZsj4AgUjQBZHoKDZJYx7iMCiWSUEGmjLAQKYX2l9ZJxpp3KbrvtZvfgNvc/rBLzY6Tq00/KtHO7y1xVRqTGaciQITaPo+aL2kjqm5C0x5HCeSKrhgOHQE1Qvta+YibowXaI6fTr108uuugio/ITgEcMhHETqnGo7ULQA7EMMkmBdhiuGCl7nMDSOmBkBTkPHECcVMZxzo/zcXMEEhEo0AFDvQZlmGD0TiD6EL+MaENlGDcoynFMZnlORAOj2JEbHwoiaen4QbcyztOPmZ0IQI2g0B/qIAMTUTh43PwYEzSAD49qVA/JkS2vu0Feu/NmmXv9KAOL7zKDVny2i9pGMmdujoAjsH4IvP3221YbQo0lkelgROa7du1q/X/cAQuo+KMjsH4IEPiGnYFIFNklHBAyXcHxIuu0Win37x/XSqJ7JkvVlxdKNWUpkW2C1khwBOeE+ivqsRgbeU42DGEM5neMoQTaqaWi99Vhhx1mVEIEPXB2yGaRbaPmDCNjBjWSrNZjjz0WuyDqp5jHxlP5CMLQtgiKIkFOFMCvvvrqEgXzoVzimO6xxx5CKyeujUw75wH1ESqkmyMQj0BSB4wGdIn1U/ETwrADJoU4PBVp3oi5ItH2Y60PAnDVKbol6s7AAzX2sssus0wWKk1kwPhxR/FsoFSV9uqAHZr7u6wZOMCCBxyLCCIOXLjfyJL17dvXWyqszwfh2zoCfyPARIwxAwri9OnTjarO/YRaGxM5JkhujoAjUDoEyIJBl0cBEDEKnDIcmlZKE3zkP39KzmefS86i+VLl70w0tVGMh4sXL7bxMrRXoc6MdYH5wf5IBhBMb9u2rTk3jKtkvqBAQvVD8AKpd4IqzElROiW4guMWX9eFY8b4zDGg9xPsJGiPw8QyHDnolGTQKG3BkVwfI5NHgJVrCsbvDvMBxnP6fFrD6bDSHx0BnTSmlWmBZaRN/SLNxhV43npjRxqBiZRDXOA2Ba3QCE6kmb0i/zR6E+mPTkG78eVZiIDSHWiUEinnPZowYUKkg0GkFA1bxnKlyEZ//v579MROu0Wf19sx2kqXaXYsUkpipJE8+76ynQ5GkU4aI50c2nuVXpGFaPolVzYCOmmIlPpT2adR6uNzL2lEPdKakUgna3Zf6mTR7tNS7zxNd6AT2kgzf2l69n7aqYaA0vcizYJFKpIWaWAj0qbN0doPPozW7NkoWtvroigvN7dEp6wByEgzV5E6RxHzOnW4bExUByw2rmpmO1KnLWJuqFmoQo9zySWX2Pu4/5WOGPFexlxlpMTepyrFkQZuInXQYsuK80Tpi5GKZSXd9OSTT4603jvpOl9YPgikw/iVNANGWjYo0eiXs0gjY1ZRBheYVG7gAic7bmjETOf2ZF3Ek70nLKOotDgN7oiYECVxcwRAgEgd/Tl4hM5AHRdRNqhPGJG4Wlr79cIue0qDatXlumP+LZc2bGDyskjMQoNge2gYiATARYcyAT0KBSg3R8ARKBkCjE9QgijahzYf2j+UbG/+LkfAEYhHgJZAUAbVubHxCprg5c2Okra9+smWY0ZJjV49bXMyTrNmzbJG6NCBj1S5eMSo4rNU8fvlOWMi7yGDxH1LbRV/9CQj20SfMcR0oC4WNicM+6URM3Vg06ZNM+l6Mmf8ISAS7JprrhENoJqSIWNwcY3rhlaZzMjqoX7s5gjEI5DUAWPSB02juKb+a3E3LfV23LDU1xQ1KS1pI2ZS4fwVZZVBvyzqnHx95SEQJHgZWCgWJggAbQKaBVZL75F7lYrx65r/yHdPz5AbdTJ42mmnGSedH2cGE+orqRVDGpf3uzkCjsD6I0BPIH7/E61ly5ZCUI4C/Phie2jCbo6AI5AcAeZ3jGPUd+FgUPcVjOXUPVGDBb0ey3vwYVm4ZV3pvfnGslveGm2t8pckPZRA1KpxqrhHabLM2EfvL5QNCzJqtqAdonRInRfjKlRCguvsa32N8gDqsmgFg0OW6ADyGuEOxuL1ccDoMYguwYEHHpjvlHA8kdBHlMTNEYhHIKkDhnoMhrogX3QKKlNlQohzhBPmjZjjP0Z/XtkIILWLilLgjfMjDned+6Z2lRyZFlWVt//7m3TXPl+HqioS31+KdDFke1GK4seezGqq3GuVjakf3xEoCQJM7phYJTNqSxAA4C+YO2ABCX/MBAQQg0Dkifrh+lqjT3CvpEbG+IwzzrAMMs4Ozg9sDZZhCGVQhxVzvoYOl7w775Kq8+ZI7xrV5ZhjjrEME0qG77zzjgW3cXzovYWTwxyTvl2oH1IzlugMhfOmzuvee+8NL0v9yByXMZfMOJm4ePv222+tefT6MrvIAHKeGH3IMMZzjkPCABEuN0cgHwLJ2JfwaOfNm2ecXi10jDS9G2mEItIbJCV483rzRhpNifQmMv6uXlC+R1VBLJCLm+x6S7LMOfQlQS3z3qP96CL43dRx6eCR73uoPekiJTZEr0v1aPJ29fOto46R7y08ZaUsRqq+FGl0MPMA8itKWwTSgUOftuBW8on7+FXJH0A5HZ6aTRWhiJRSF6lyYKTBvEgdlxIdTZ0HG6M6duwYq7lXMalIHbGIGixswYIFEbVPeVo7v/bMs6I1jQ+O8r7+2tZps+RIAx5Wz8zYqCIZtr/4cY45paoe2jhY0TVSkydPtvPR7JqdL//CNZe07lqdN9snY78mCuz6tUdaSsybYxeZJU/SYfwqMAOGCiJ/UDZQl3nggQfk+OOPN9UYKFYoytA7oTLMGzFXBup+zEQEUCykjwm1gGSJaQ6OQdEgCrnhl1/J7Kq15Obc1XL95x8bRx0aBxFD3nf22WfLuHHjEnfrrx0BR6AMEdD5hjU8h+JLrQoG5alXr16mmFaGh/JdOQKVhgA0eBXBMIVP+tth1E2xTJ0hyzStz8nRCJl7BvpcMPYFHRCp+M6dO5uC4OdvLJc1RzaXqtvUkaoLnpUqf7d7oDEy27E9c0myTfTEog9mMPbH+Dlq1CgbP6HlV5SRxYMeSJYQphc1ZIzh/C5cd911JToNatGgZaJ8COb0K/P+tCWCMive9BfXsJBL5WYhjTxR+xhAm6L/Fjc6HHrkOwcPHlzIu8t3Fal1nDH6fsHvp7ktEqJujkB5IwAfHdoE9EEkeKF7UAwMtQEaxcG1NpJn86rK9H0ayYw9d5MtttjCOPT8GEO74IeaAc7NEXAEyheBFi1a2GTx66+/tgPhkDExhRY1ZsyY8j24790RqCAECCpQZxScLw7LnAhngLEGOtz6GHWUBOAxKPb0yMIZe+WVV6y1CkHErX/6WRbm5sjYJS9J9OCUmPMFNRFnCocLaj3nQP1XolAGfblYD+2e9RVtOJFfffWVJRROOOEEk5BHCKs0xrUghY/z6s5XaZDM/PcW6YDFQ8DNQ2dxejBwo9MYb31VBuP3588dgXREgMGIPkL0F2JgIQCAcigDiUrYyiFrc+Wx39fI+VVyZbKyZOHRB1VRnLQuXbpYQ0n/cU7HT9/POZ0QoNaEyPuKFSusdphzJ0CCkNPo0aOtsD8I5aTTdfm5OgKJCFDXqNS5xMWW9SVQvXz58nXWFbaAcQ42B/dH8+bNzUkhQ0R9E+q+uc/Nl9xDm0qdMdfL00ccKtU1IH7mmWdav67GjRtbgJLeV9RFKSXPnBvUB4MRCEHdkLr+/v37mzphWFeRj4iIaLsYO4+QIa/I4/uxsheB/+WCi8CANDLy2vwRAUFs4LzzzjPFtyLe6qsdgYxBgCggCqE4Vcqxt8ggQQmaQjLRu7/96fKLVJdTZY0s0AGmmjZghuaAMTgRQXz//fctW4YClJsj4AiUHwJMGJkMQgVKNChIvXv3NgoUE1Q3RyCdEYCtVFAwgexSPPWvONcJy4lAI0wPxDe++OILC14gLtVn67py+C13yKcT7pCdu3SSOWd1spYqzA0Z126++eaYtDvHRToedhKNjwmAsJ7sM2UtOHNkpwlMujkC2YRAoQ4YEX4cLnotcGPRK4FIATcOkpvcSBVtDKYrV64s1mGRLC1L5ZxiHdQ3ykgEUHCiP5w2R45dH7RCJOOJrmOdJEdWte8orXJy5bfddMKn7wnOF5QEJGqh88KNf/vttyvl/omdvD9xBLIAAe47VBGhzQeF0nDZTAqJ8JO5dnME0h0B1PyopQoKfOF6VFBNVDzDKLdhWXEeyUox5+MegcHBfO89pRY+uEdDuX6LreXhzqfL0hcWyvgunW131Hvxl8xge0CBvOWWW+z8aAXBfaciHoI8PevW10FMdhxf5gikEwJJHTAi+UhqMnAhFdq2bVvr1aAdzq3GpTIv8IYbbrDzIdJDHwlqbgqyZFHPgrb15Y5AQQgQnWMil2g4XzQGR4zmorwqcp5Ulaaa+fpAdZAidb6Q7f3jjz9Mfpbva5MmTUTVD80RK400cOJ5+GtHwBFIjgB1GFCMVMnN6mAYE7gnCSgyfhBQpHefmyOQrggg+MRYhJw7WSvqqpB6Z/yZPn26tGrVyhwdXq+Pcd+QqaLHF3XL9TbfQkb+8JN03HFn2XLpi9JY265M0qBkcY3MGBRJ/uixhVQ+x6A1RGUE84t73r6dI1BeCCR1wKBZ4Xxxc3BDc7PQnJm/ZMbNXlGGE0jxJ+o5/PCsT8PoijpHP07mIMB3jGJ96EqPP/64UQ7jO9rzPZzT+CCps2SZNK2aJ5/lRrJXw70s2s77zjrrLBPqyBxE/EocgfRBgEnnokWLrPEqSqXxpu0j5NZbb41f5M8dgbRCALELvscECTfZZBPr+QVbA0o8Yxe9p2bMmCHMm0pi9KrkvfdoZq3GKadLtcOOlGqT7pIqWu/1jdac4TyVxHDo+HNzBLIZgaQOGAptTCwxbvBUM6KYQ4YMMQVGpLxd+TDVPqHMOR+aMpJlbdeuXYzOisoRSlMLNVPcc8XbssGSpdIsJ0+2U4erilI1mNQRuHBzBByBykcA6uEbb7xholFkrKFUkdGmHYSbI5CuCDA2oUSNZDqBaLJI0OEbNWpky6hvZKwqTXYJ+fiRnbtI1UObSc3zz5Ocgf0NLgQ6UA0MKonpiqGftyNQmQgkdcAQC+Avle3CCy806hdRHjdHoKwRgJN+0UUXGYUDwQ0EZzAiih8q9WKq9sWbHFWVP6WKtFDa4X/zRH76e/ArqBC6rM/R9+cIOALFRwAlNv7ijdoWajndHIF0Q4B+Veecc04+5UNYF6hT88i6kmSoUCekXyU1WVsufVXmVaslnb/9Uv6pir7Ha/uGIJjB+Egtl5sj4AiUDIGkDljJdlWx7yKK2bRp04o9qB8tKxBAOAPVJ6R3hw8fbg2TUYDCEIDZWB+nrK0iG2tT19M23kD+q40kMaKNoSbMFvg/R8ARqHQEnnnmGSv+R70tBOx4hEoMw4PJppsjkG4I0EoB6flEQ9yC/l8Ib6zvHOmJJ56wmi9EorpHOTKwSjXZcOYT0n+r2tZ+6JFHHrGABRoBBMHdHAFHoOQIJHXA6GkU+hYVZ9c77LBDcTbzbRyBtEAAOgcS8/vuu69J4+KM/ec//7Fz30r/z1SZ+ZfWrpFe774pqrcRM4r7iUp6f68YJP7EEahUBFA/PPHEE60+BoU2JqUEVt58801zvhIV4yr1ZP3gjsB6IEAQuqDmxQQRWb8+RssGBDtmqjpo8zlzJW/mbDlvh23krqOamYro/fffvz67820dAUegCASSOmCIbayPuAUpazdHIFMQmD17tvz0009y7bXXmqzuRhttZKI0hBmeUufrAXW7rpa/envFXzNFxd7IMR4Rf+4IVC4CCDZRr0LDdLJe1DfTi497GloxdGI3RyAdEUB2ngACSoXxRpCB7BgBxOLa77//LkcddZS8pE7Y/jfcJPL7H1LtlRdkvI5pmyjV8LLLLovVQBd3n76dI+AIFI5AUgcsSLszoWzTpo2gHgW9ys0RyHQEoClBvwhy1RQ1E2DYf8ON5LE/cmWkOl4TNqghNfJy8jW9HDt2rNAiAVoGtI9//vOfmQ6VX58jkPIIfPXVV9b+gSw2Rl+jl156yca0K6+8UurXr2/3rY9vKf9R+gkmIDBs2DDrpfX++++bQi+Kn9Btjz76aGt8jCpicQ2RmmOVtrjfRZeIHHiA5Nx2k1TRGjCsT58+dg8Vd1++nSPgCBQPgaQOGOo59DZ6QIUG4PwiY0q/lPbt28u//vWvUqnqFO+0fCtHoHIQIDpO+wVaL9SsWdNqRxr+5zd5Up2vuxruIbeuXC7aSCjfyUHBJaL+8ccfy+jRo61P3VtvveWNJfOh5C8cgYpHAKVD+iIFQ/2Q7ABBxSC+gWiBKyIGhPwxXRDYdtttrYExQXKUoMn0Qp1/+OGHre3C+lxHjTdXyl0rP5Cc4UMkp0/+2i56VkJpLA+LZ0+VRq2xPM7N9+kIlDcCSbsYkwFDfvS2224TIohMSlGFO/7442XHHXc01Z1ly5aV97n5/h2BCkWAidmYMWPkl19+kW+++cbqIH944CFpNOAq6aJKh4PU+SJiHrj1LVq0kFmzZpnqFO0Qnn/+eVNOhJf/6d/CHBV6AX4wR8ARyIfAwQcfbHTizp072/3Ma8YzIv7Id0NJ5J52cwTSEQGaGz/11FMWMKRun+81fcHWx/Ief0L+0a+/9KmZI5+c1Gqdt5JpI/BelkZNNUrbderUEa4BuuTMmTPL8hC+L0cg5RFI6oDFnzVSpMccc4xMnDjRJqU33nijFWTS54geFIMHD47f3J87AimNACpP1H6cfvrpNgGj1gtbunSpHHroodY0GXW0Bg0ayMlRFTl74WI5MfdPefpvuQ0aU1JLQrQOJ61ly5ZW4D9fe4Lxfgy6U3yzZlvo/xwBR6DCESCbfdddd9kkFfls7n0yBajEXXXVVdK9e3dndFT4p+IHLEsEGIuYp0FBDOUjxd1/3qgbJK9nb6k2Z6YcMOQqq2F+XaXmg1FfBr3+lltuCYtK/UiAEnok4+fy5ctN4Aon77jjjpPx48eXev++A0cgXRBISkEs6OShZLVu3dqaNKMoNWLECBvE3AkrCDFfnkoI9O/fX8aNGyeDBg0yygY/9pdeeqlMnTrVah0pan755ZftlFt8/JlcKNWkuWa+3tQaMCZyTOCoH2nWrJnAu4eWQb+V0NyVN1LUj8Kai3Gk0ifv55LNCECfR92NzDV/sDfmzJkj+++/v9+n2fzFyOJrj3TswvGKFr8kVV9eKFVUuv7C/fY1BV9UQslKIcyx1VZbWXNnaifLygYOHCi77babIHYV7NhjjzWqMLXTqJaSGXNzBDIdgWI7YNS3wC3m75VXXpHtt9/eoomnnnpqpmPk15cBCKDsSU8vpOIJJGDUNFqmSykbLJs3b54tv0KqSsffV8sRslo+sSVizhf9VXC6EOkggg79EOneQEmErgsHHxojA5ibI+AIpAYC1LHQ7wuKFpNKnLJUMGpgEP7hN8TbV6TCJ5L55xBpfXPeSTpv26CmVF00X6po/XIwaIE4R/369RMyYWSLyRRPmDDBmB1hu/V9XL16tVxxxRWmJ4AiKZRD5pEHHHBAbFdQgQluQuVv27ZtbLk/cQQyFYFCKYiffPKJjBo1Sg488EArUkblDQ49tTJhXfwNlKkg+XWlPwL33nuvRb2D8/Xdd9/JdtttJ++8845RCkMz1tHqfLWRHGlaNS/mfHH1UG579uwp7dq1s1qSRx991Bw2ivm5Pw477DCTrL/mmmsEERs3R8ARSA0EuNeJsEMNRlwK0Rwi7IxnlWE0dSfzzoQTx5BzQUQB1WECO6jOhb6DlXF+fszKQwAJeZwPvqOBZbQ+AhgEGBnT6H8Xmo7HX02kgjS5TZQq/89/SM70qfmcL7ajMfkhhxxiFH2+p4EiCGXwyy+/jN9VsZ8HcZC5c+cKvcRgh6AxwLgZnwVjh7Vq1fLG6MVG1jdMdwSSZsCoZ6HTOXQsBgd+EEaOHGmTzPXlGKc7QH7+6Y8AAxGR7y5dusiqVatM/YzBJd64ESYo5XA7qSL/rpIrP+fmWd0INV5ks6gRW7BggTldRAPhsTOIIE4DBZHXTJ4233zz+N36c0fAEahEBIi8EySkPgbHhl5H1MwsWrTI6pf5PRgyZEiFnSGBS2pFOQeycExGyXzxmnNBsRHlYQI8ZNfJqLtlBwIwKwgQoKTLH2JQBPagzuOQF8WqIKAAy4MxCBVfxqSVK1cafR4EoxcXS26bdpJz5RWSc173dUDF0aOuH2p+165dbf2mm25q4hgXXHCBMZ6mTZu2zvuKWkC7B8ZJxlAMqj9j8osvvmhN0WFXcQ9QN43yNkFMN0cgGxBI6oAtWbLEnC/qXoj8czND4eIvmU2ZMiXZYl/mCFQ6AlB8iLQRGezQoYMV/j722GOx82JytkKpEA+q85WrS1tqzdeaKpoY1t7iiM9gDBa8n6AE+4OKGPoKMSgSMXRzBByB1EMAOhPF/tCekO0ORuaaqD6TPShWFRVYJJBZXzNf9GsK2fhwTuERQQICP6g1cm5umY8A9VbQ4SdNmmTqgOGKEYkiaID4Gc2QCzJKQy6++GKrTQ5O+4ABA6zvHS1Rdn/tDck7/0LJmTJRclo0T7ob6pdpxxCcr/iNCFLwvS2JUW+J+FWwyy+/3NS0YZ2grkgwBGYV1GCCpF4/HZDyx0xHIKkDhjTvPvvsY9dOStrNEUhXBO644w4rusdRoq1Con382usyS6rLB+pxnaNNlvPYQHnvRKRDjxImZ9Ro0OCSJssLFy6ssAlb4vn6a0fAESg+AoxfTGDjna/w7tNOO83aRtAHDMpXRRjZ8k6dOhXofHEONIXurLL5N910kztgFfGhpMAxYGggQEENVqKhQIhCYHDAyJQi2Q6Lg+/tQQcdZNR4Mkm0CQo2dOhQ+569dvKpsusvv0nV+c9Ilb0ahtXrPBJkpJ9lMisNNZDsXei5x745Z+oeeSS4SeYPCX3qzmgN4eYIZAsCSR0wfgSS/RBkCyh+nZmDAD1SMOgNu+66q0UIw9Vto09mrYnkGXW++qnzFW8MDgwcP/zwg72XAahjx47GYS/rnijxx/XnjoAjUHYIwOBA9ZTofmJkHSoxUX3u9YoysuXUUJ9zzjmFHpJ6GTLtbtmBABQ96gCTGfS8X3/91VZBUYXCCqsDuiCZMWqzCBIibHH11VfL+eefb9tGSr+98LUVWtf1vlT9/COpUoSyIOIbKP2SLQ5ZtHA+3CvQI0tinBfURWragnGtOGEERpG5J7BJRtrNEcgmBJI6YDSRLSjzxU3CRLagH4tsAs+vNbURoPgXpcJgSMcH21mfzJYaMk6Jh7duXEuq6AAYMl5sQ3QRTjw0IaLnDz30kEUoKZp3cwQcgfRAgMkrE1Ymfzhj0IqhD9NOYvLkyXLSSSfli7pDgYIBUl4GDRonDFokvQiZ6DKWMoEms0EWA0o/GQ5oim7ZgQDfT7KjBP0CvT1cOd8HGEmo7BJEuPXWW60eC7l4Mkd8h6dPn241yo0aNTKlwZkqOpV7Ylv5bvWf0ry6SGMNHhJswDljm2RGkBHaIvO79957zx7Zju9hjx49TBUx2fuKWkbmjnYtUAy7detmm0M/pKcm9wOy826OQDYikNQBg0/ct2/fQvFgYKPo0zNlhcLkKysRAUQxKMJPtH+q0MYMpR0O0qzX3Uo6rKbUCwa9EGVke2hAOGC0WaD2saB6jcR9+2tHwBFIHQSgdpFNInCyePFi+wtnhzAHjg5/waB6lacDxkSac6IBNFREgkSJBmXy6aefNpGfxHVFvSaTQta+KOO466OuV9T+fH3pEMAZwSEnwI0TFqiAzz33nNFkcc7IQiHcQjPxJ5980lR9CRrymTMfw1Hj9Yl7NJBfG+4jbzbaSw5RmfmGDRvavulPCc2R+6BJkyZJTxgFX8Y6euSREcNRQkWU7yPvLYnhXOLQsT+cRwKaCLzRU3bixIkl2aW/xxHICASSOmBMOhs3bpz0AikWJRJDUSU8dSatyHO7OQKpggDfSWSnV6xYke+UoFBstOxVeUidr3PV+Zr2V8WXTUTinS8iitR5ofx07bXX5tuHv3AEHIH0QaBFixYmIpVKZ0yGAYVDgkOwTch6oVjHxJTWGKVhl+BMFhU8BQvG8ZLKiqcSlpl0LtAJUT4kGMj4xZjEGEYAgWAi/SUJEGA4ZqFeCmeNesYRI0bIMRtsKFO++FZu33l7ueTZvxod833CaWM7ZN/ZB3L39HJNZueee66cccYZgngHgQvEQUrL/OA7TxkAjiTXyD4rkvqb7Dp9mSNQ2QgkdcAYBPgrzKBqwGNHqckdsMKQ8nXliQATl6lTp1pUjwHmSJW4JYKczOote00ph9XlNFU6nI/MYRKDhkF0GHW0s88+O8kWvsgRcAQcgdIjwKSWiSl/GJkMaIilccDIkBSnyTSZFp8Al/4zLMs9IPyECiJjD02QGc8IhAdKIlky+nthZC9haQRD5GLCYUdKwyEj5IS8P2X+8lVWX0XtI+/D9txzT3PEUNiEmh/ogGEf8Y8cs6x7vDK2onbo5gg4An8hoHrbJTf6gy1btswGjpLvxd/pCJQMAQYh6jtQOiR6jFJhQc5XR22ufIdKzR+f4HwhR81AF4woIw6dO18BEX90BByBikCA9hgIFrhlNwIEv8lSEUwMzheIMN8iy0XGlP5g9IvDVixfLnXG3iynfvyZbLnyNVlULcecM5oeB+eL7VAbJPNEWyHENtwcAUegchFImgEr7inRpI9JMGo28ZPY4r7ft3MESooAWSoK2KEzUIiMwX9P1jenX/UNpPuaPGmqztd7CZkvqEBEnFGUYj/ueJX0E/H3OQKOQFEIjBo1yibQybZ75513LJgZVOygTJ911lnJNvVlGYwAvb/IgFWrVs3EN8LciowUTZLp1XX99ddbtrQWWTMNLJ6zVyOpMnuGHNOlswm6UPfFNlDpqTs8+eSTjUaIYzdw4EBp3759BiPol+YIpAcCpXLAKKRE2Sa+90R6XLafZbojABWD/j0EABYsWGCCMAxaiTZEqkrrtZEMPeoIee+ZOflWozyGI4fjhqwvHHyWuTkCjoAjUB4ILF26VB544AHri5QoM8/EG0r1/Pnz7dAu/FMen0Bq75OaY/5QDUQAgzkWrVRgdsDwoNZrm222MariP7baWqZU/0SW63em6Zr/yke772aKgrBCaHVAXy/mZjhcCHxQU4boBSItrVq1Sm0g/OwcgSxAoMQO2IsvvijDhg2zJoBZgJNfYooh8Mknn5isNAXKDE5w5eNpFVX0fG/VyODeqnh4RPSnrEpwvqi/QPEJiVz48/Dv3RwBRyC7EOA3gwltRRlKdajJMXaiINynT59Y0AdZ/IsuukiWK6XMLfsQuO+++2w8ogUKzjciZ4xTtE7gO0pjbjJZUBOP2HIryT2uteRcOVB27dVTDlJhtHr16lltFyJqOF5Q6cmiIvNOw2McfhgjDz74oNWHZR/CfsWOQGohkNQBgzvMzZ7MKBSGg8yNzECCRLebI1DRCDCYrFy5MlbztWTJktgpUJp8rzpfm6nzdZTSDv8bW/PXE6izRAGheLg5Ao5AZiKAcwUFi8L/xGwTWe+77rpL+vXrF6MwVwQKZNgvv/xyoYcTWQnkxBGychZJRaCfusdAlZLvA3Ltm2++uZV00COLei0yYP3797eeWQQeL2r4D8nr2EVyblXGRruThfbFoYkxLA5qCfne43zNmDHDhDsQXLn55psFhcN27dqlLhB+Zo5AFiGQdAZKqhvFmmRWR7upE5GhZoai0M022yzZZr7MEShXBGgqGe9AkcHir5ZSCqeq0uEqrfU6QZ2vNUnOgshi/HuTbOKLHAFHII0RIIDYq1cvuwLGszZt2giBRe57JrH8BsybN8/Gscq4TPosIWCFZDyBTKc/V8ankDrHRK0QgQwUMS+++GJTICRbip1wwgnmNL3//vsyds+9ZO3Gm0nV6Y/Jn/vsLb9p/T0MDr7jGHWEQ4cOlW+//dZULqlppq8Ywh40YMbxL2+DOjlnzhyTsadEhWMmBkDK+xx8/45AOiCQ1AEjQuJRknT4+LLzHKmTGDRoUD7KIRHt2vpHg+Wl6nydr32+kgvNizVBzU7k/KodgcxH4IMPPjAqHz3AyHBB6YPqN27cOJuE0uePzAK1MVdccUWlAbLhhhtaY68EBKsAAEAASURBVFqEERDbKCjoWWkn6AeuMAT47HGUMHp8kZ0NxvKNdf22142WC6rWkMf7XSi3X9FfXnrpJaMSIkeP4AZ10Qii4cDRx4tsGiq/l156qaknErQsqr1QOGZJH+n19a9//csyeIcccojATOG7vWjRIpegLymo/r6MRSCpA5axV+sXltYIQKtgQsWPOuIbwch8bafO11NSQx6WXJl98IESaY1isA022MAKmnHSiISjEOXmCDgCmYkADWSpeaE9BdQ+JqE0nqXGCiluGtCifkpGIBUMBwwnkZrU7777LhVOyc+hghGAIsg4RZAAYaj4Hl8na9+uJ2tsJB/MnCXHb1hd3r+kn7UrILtF5osWLNAVMVQ2J0yYYE4Y33McIhyvxYsXW+aXhs7lZQRGUWxEIh9hrGD0icUZe+WVV6xWOyz3R0cg2xEoVPLtKy3shEMcjEGNG5wBjZufqIabI1DeCCAPj2wuP+z8iMc7Xxy7gdZ6LahSU25T52uw/jHYxBtqUMFoHu7mCDgCmYsANco777xzvroqVOUQjjriiCPsNyRVnK/wKUDthyL5zDPPhEX+mCUIEBikJvm2226z5sjUCdKPku/xpR1Ol5EvLpHXv/9ORh1xiLz/7TeWKSWggKImzhdBSQQ4gnAH8zOcOWit9Aoj64UqIiqbiHqUl6HeyfnEO18c6/DDD5fRo0fL2LFjy+vQvl9HIC0RKNABQ64U3i7UjWAoxl1yySUmlcskF/W5ePGDsJ0/OgJlhcDq1auldu3a8vDDD9suCQLEW2N1vmZH1eQKpRzerM4XxoAWb2TIgrz80UcfHb/KnzsCjkCGIUANShAlCJeGsAH1X2QHynMSGo7nj45AcRCgDpEMFRkwauvJfCF0xve0wx57Sp/HpstEyZM3e3aX8Tonw8lCsIPvOMFIvtdkzHDgqMeHlojj9cQTT1g92NNPPy277babqSeWd70+lMfWrVsnvWyEcKAGuzkCjsD/EEjqgFHIiVoOkqfTpk2zraF1kP3q0aOHRTigTNBvgu3cHIHyQgAuOxG84Hjh9Adrps7XdK356qbO131RblIpebj1OGS8H368i28E9PzREcguBJisIljg5gikAgKIajRt2lQ+/fRTIeD92muvmXAMjsypNWvJ1NWRdP3zNxmrgcVJkyZZvSKOF8FvggjMzZCUJ8BIxgzhjcAOQbjjlltuMdotojNNmjQp90smi0sdWjLjGuvWrZtslS9zBLIWgaQOGEWgTFgpBEXtEAuOGFkwjJu+e/fu8sYbb1jDP1vo/xyBMkQAxwk1JaiwGBMoIobYSZIjU7Tmq63qHM7SCCGWmPliGQMS0UUKk7fccksWuTkCjkAWIsCY5eYIpAoCxx57rJ0Kfb+g2O+1117SqVMn6StV5bo/c2XhwMvkpa3/GrMQ4rjmmmssQ0YtI1ZfM2eff/65PQ/MjjA/s4X6j1IRHDYey9twJsnAPfTQQ/kOhdNIb7JTTjkl33J/4QhkOwLVkgFAduuAAw7IR+PAKcMZi1fRYWJL4SVRD9Lcbo5AWSDw5ptvyrXXXmsyzfDWg8Elh2fe7pffZGCUI0fLalnxt9YhxcghS4ajxXYMaBg//kj8ujkCjkB2IEAWgcL/YN98843VwMQvC+u8ljkg4Y8VhQA0wo8++shKOqibwvKUbv/WEf+Wy3faVQ746lP5cMjVljUic9SsWTOrEWS+RWaLjBkOGD0tGS+pcWQMhKlEoJJmzTCZqAWD+bHxxhub0AsNwKEu8hp2CY2/g4R9aa+dUgFqGGmr8Pzzz1sDaIKnF1xwgVx33XUxoZDSHsff7whkCgJJHTBu4C+//DJ2jYgYcEMhJxpvKErBWfYmkvGo+PPSIIA6GX1DoFjEi2ewT3jtg6rXkq41asnhf/4qH8cdKDhfLDrwwANjztf06dMtInfDDTfEbe1PHQFHIFMRQP3toIMOynd5TFb5c3MEUgmBbbbZxk4n0kDj2lYnS62ff5HVSxbLh7vsYvVeZLgIPPJI2wJUDXGYguPFmxGnwsieofxJAB3KH8FynCHmaNRf8XzEiBFy9dVXWxsG3kcrBkSucNTKwhC3gVpJHdrIkSOFPmAoO3pbo7JA1/eRcQgobWsd0xQyKgaR0gttnaa87bV2ZI9tq4WfkU6UI80yxJZl0xONIEV33nlnNl1yuV6rUiyi448/3r5nfPeS/Y2SqtFSqR7VSbJeC4xj7+Gzefzxx6PLL7/clim3vlzP3XfuCGQiAjphi/zeycRPNop8/Kr8z3WXXXaJ9tlnnyjvgw+iNbvvFf3Z6+KoVs2a0emnn27jllL2ImVyRErDj41tmsGNVFDKXnfs2DHS7JK9VsZSgRekTpttr87ZOtuocxcp22Sd5b7AEUh3BNJh/EqaAUPJhmZ60BAR2oDOhfhB4BlD2bjpppusPueBBx7IOKfUL6hiEYAiQW+ugnrgVNXTGS/VZCcV3WiqNV+/JJwedAoaq/bq1csEYqBh3H333bLTTjsZJWPPPfdMeIe/dAQcAUfAEXAEKg+B8ePHyxVNm8l3ezSSLW8aI9W7ny3bzZouU6ZMsZN68sknrf4Z2iFGlgq20bvvvmssD5hKGK0VoNkXZCtWrDCKYrdu3dbZhIwZgh2oW7s5Ao5AxSKQVISDlPWjjz5qjSHhKp9//vn2Okh5X3HFFTJ37lzrvu6p5Yr9wDLtaBQXb7311uZ8JSuShxjxqDpftfWxRRLnC7lp5HUR6zjppJOM706gQDNgAu3Qna9M+8b49TgChSNAwHDIkCH5NoJmhUpcvM2aNUs0AxG/yJ87AmWKAJLy1GxptspEy+jLFezwL7+WuZvXkQ5rf5fqPbobVTCIarANveyovQ+lH1DymY8RsBw0aJDR/KD6ESj/9ddfw27XeWSMLUiBEIogwUs3R8ARqHgEkmbAOA1uWIQQkhkFoPDsg0OWbBtf5ggUhgAcdaVwClE+pOGp4dKUd763bKavnqy6gXyQu1a6qtR8/g5gf23KoET0jgwtWTQGMBquujkCjkB2IkBvSpraUt8SrH///pYNDyqqLEfg5/XXXw+b+KMjUCwEEHRZuHCh9d9C1IV+qckM9T9YGGzTpk0b6++FEuCJJ54oj+3TWKJJk6XGC8/JjF3+crQYu6jbOu6442xuhbgGwXAcLKUlCjX3BBYJesfLyqNWHbJmyc6DcXHZsmV2/I022ijfJigWUhvm5gg4AhWPQIEOWGGn4qIbhaHj6wpDAFl4mkzSwmC//fazgmEaSSYaHUNmao+v53LXqCxvMtdLrBgZegaZruHDh1uB8oIFC/IpdSbu1187Ao6AI+AIOALriwCqgij6kWElO4VzhTOEo3/llVeaAiCODqwMJNkRk6pXr545TeFY56qQ2QMbbyGfL10uOyxbLFW0d1ZNXUkTZgx6IftGTRDRGI6B47V06VJz+GCJ3HPPPbYt/1D6pQlzfH/M2Mq/nxBMh6KIcAciHjRzxigl6dmzp7z88st/b+kPjoAjUJEIlMgBq8gT9GNlDgI4WvDV+eGnB8rMmTOTXtxOunS29viaoI7XiAKcL95I1gz6IZFG2iDMmDGjwGhk0gP5QkfAEXAEHAFHoAgE6G+FGiEBRCTVqauCCfTCCy9YvTy9uaDS//vf/5aPP/7YHDWUfOMphZFSB/NObCuN9txD9v3wXdn1+ONl9913l759+8aosGSooBMS5P7666/lvvvus/3hRO277742bqLwSVsVmB44aThnRUnJ33rrrUZdpI6sVatWdgzep8JqlmEr4vJ9tSPgCJQDAu6AlQOovst1EYBeiDw8P/p1NOoHhSOZNZIq8qRmvq5WyuFdfzdYTtwO0Q2cOfrQEdGjJhGePFRGN0fAEXAEHAFHoKwQIAOF00O/rmnTpknjxo1t1zgyCFjQd/KTTz6xTFXILrVo0ULatm1r2S/oh9Hb70huyxPlxZ12lGPfeF/+VEcOpwgHCMcK5gay8MjSsz9Ezsi20acrGFkyMl2q7mv1jH369DHHrSjni/eTOXv44YfNmSNLxxjKeByEPMIx/NERcAQqDgGfsVYc1ll9JBQOcb6wX375ZZ0eXyw/RJ2vh9X5ukCdr8cKcL6gUfD+SZMmWd8T3kdDSXe+QMLNEXAEHAFHoCwRuPfee6VHjx5Clis4X+wftegHH3zQ/shE0XSYRwyHjb5d119/vbTadDPJO62jvNDmBDly3B2WNevcubPti/3BCqEubOXKlUZZxFGCWkgzcZwtaPb01Jo9e7YgqJFYx2UHLOY/zi+cYzHf4ps5Ao5AOSGQVAWxnI5VLrsls8LkftWqVeWyf99p2SCANDxGe4PEBsssbyk56nRVl46qdFiQ88V20DqILtJ0kogknzsDnZsj4Ag4Ao6AI1DWCEAj3H///Y3yDuMi3ggIQhekDovnwaj9Yqxr8OLLktehk1R97EG58YfvLHDIcpSlg5H5Ykx79tlnbRGiGV988YV8+eWXdlxaAaFUyLLSOF/heP7oCDgCqYFAWmbA+CFCfpXoE8/hZWP8ABLdIU1/1VVXWZo9NWD2s/joo48MBDjzidZBna/rVGr+OHW+lloP5sQt/npdu3ZtiwBCCbnsssvsjxowN0fAEXAE4hFAqpssRDB+fwj8xC9j0uzmCBSFAMqEBBCp7+ratavcf//9sbeg5kvmCyeMsYi6ZKTiqbW6c8s68kdeFTngvz/LaYteMAbI888/b+MWPSvjDYctPohMcDFesj5+W3/uCDgCmYFA2jlgcK2JCMFpRtIVxSAm5rzmB4yBlh8u+pgRUdJu85nxSaXpVZChHDp0qPUtSXYJF0hVuUj//q3O1ztJnC9UppDK3XvvveW1115Ltgtf5gg4Ao5ADAFqQ6F1xVsyqW3U6gjYuTkChSFAD69GjRqZ43XyyScLaog0MKalATVcGNLxUOFpq1JLx7y786pKLXXEVgweIAP+sZcg4oFIB/tBsTfRcOqgOLo5Ao5A9iCQdg4YXGgGTWRaQ8Fr4sc1bNgwadmypcm1kglzqzwE+Bxo2p3MrlLH62TNfh0uq+XzJBvgWPM5QzFERtfNEXAEHIGiECAwx5+bI1AWCOyxxx5Wt4VoBRkwgsCo+BLwpT8XYhlkVmlqPGXU9XLQ8FEy99uvpbUGFfvn5UovFeNAkIMaL2q7jj76aGnfvn3s1KA30lsM6Xo3R8ARyB4E0q4GjCzImWeeWaDzxUdH80KKXEN0Kns+ztS6UhpEUjhMEXG8VdEXNyvlsLk6X4fpIJXM+YJOyqDGIIfkrkeq4xH0546AI1AQAsh4Qw0r7l9B+/HljkBAgGbIiGIwDtHyBHXCDz/8UBDomDNnjlEQB7U5SQ68sJ88s9km8vstY+W7H380pcMPPvjAdkNNF/VdHToo6T4nxxQIYegwX6G2zIWkAtr+6AhkBwJplwGjqzx1ROecc06hnxBZl4I61Bf6Rl9ZZghMnTp1nX1V1yX3qPO1lSoeHqXO12/rbPHXApw2ip/5nMeNG2cRxwI29cWOgCPgCMQQuPPOO623UmxBEU+gSbs5AkUhsOuuu8qAAQPW2ey5556Tx87pLv+84SbJmXy3dDj5pNg2UBORmKenF5kvrHfv3rJ69WoT5MCJu/baa6VWrVqx9/gTR8ARyA4E0s4BI3qEE0bKnvQ/EST6ZhBRIltCE8QpU6ZYk1/oa26VgwDCKDRGjje0Ch9VpcNftdbrWHW+8ufF4rcUU4kigj1r1izreeJiG/nx8VeOgCOQHAHGAozfDHowIZ5AlsHNESgJAohq0HgZo4YLgY14O+GTz2XP62+Uqk89IVUOPCB+lWW1fvvtN6tbZwV1Y6E+kT5gCIZBr6c3F3XObo6AI5A9CKSdA7bPPvvIG2+8Id27dzcpchryJho/ak8//XTshy5xfWGv2ff06dML28TWEcH6USkGbskR2G+//fKtqK2vaLD8hjpf52mfr2QxZ5pC/vTTT9YTBTUpBqpbbrnFHOx8O/MXjoAj4AgUgAAZBn5/HnjgARNkIhBETRh1N0iAI9jk5ggUB4G7775bLrnkEqMekimllyVBQZoiRzpG5V3YV9r9/KsMaHaojFbni3Hr22+/ldtvv91UmhHsQHyDemYEPILzFY7N+HbwwQfbtu6ABVT80RHIDgTSzgHjY4EKgMIhThBZErJe8P6RGSYjRlFrcbrDJ/uIydwQ8SrKnLaSHKGePXva4BPvGP+fbvqUOl+Pa3PlgZKb/I26lCg1Dva0adMK3MZXOAKOgCNQGAJkwJjo8nfTTTeZkA/O2PHHH2+tSsg44IwlBokK26evyz4EzjvvPBvLYNgwnjG2kQFDjOOxSZPkxAceEVmbKxssWSw31N9RFiszB8EoFA9pmIwxFyFY3K1bN/sesp+QoWX9xhtvLMwlaKfj5gg4AtmFQNo5YHSWJ0syZMgQa8qLM0bneNQO//zzT/v0cMJI7zdv3ny9P00G5eIMzGPHjpUttthivfefyW+gXmv8+PH5LnF3rfWapc7Xjep4jS3A+SLzxeTo9ddfNynffDvwF46AI+AIlBABhA3IVvDH+ED2Amfs8MMPtxphHLHBgweXcO/+tkxFgPGdLBb9RnHYYcZQwzVixAhZ9MCDsvmZXSXq0kneO/9cefHZZ0yWHkcL5wonCxEpnK5Ro0bZuAZtkb5zCFPF16/ffPPNRpWlj5ibI+AIZBkCGn1JK1MFxEilzWPnPGHCBNhskfL8I/1xi2644YZII1SRFrVGr776amy7sn6ikatIi73Lerdpuz+d1NjnoJlHe+Qz2V9yos+lRnSGPvI62d+RRx5py1u1amWPqgaVthj4iTsCmYSA9s6KVHU2ky7JrkV7RUZXX311pNkK+83JuAssxgX5+FUwSFqCYN8LpQ7m20hZNlHz2ltGv9XeJupXc8PotNNOi1ToK+rUqVOkmTF7j/atjLRvWKQsGnuvOmO2rnXr1rae7YLdc889toxxke+kmyPgCJQdAukwfqVdBkx/rPIZCnnIlccLblx44YWWxRozZoxMnDgx3/b+omwRgGpB/5IlS5bYjuHAY0dq5us+VTs8W+u9Zir1sCB75ZVXjCP/yy+/WE2dq0EVhJQvdwQcgZIiAE0dpgR//OZsv/32AsXM+wuWFNHMfR+tU6655hq57rrrLJsVKIMbzp4jD/++Vq7da1cZueQl0VSqtUiBhfPzzz/LueeeazTFE088MSbUQb0hSohQDSmRoDUOjI8aNWoI4hw8X7RokdWYZS6ifmWOgCOQDIG0d8CgI8LNTjTS/MgRu5UfAkjFb7LJJnaAQL3gRWvt73WrOl/tVOdwYVK5jb/OCXpH48aNrYdK3bp1S1y399fe/L8j4Ag4Av9DgIa5OFwPPfSQOV316tUzMQ4CcwgfuBjH/7DyZ/9DgKBinTp1rNackod+/fpJ3oiRknfzbTK86aEyYuZf6r6fffaZfP/997LvvvsanRWhl2HDhll5hMbxY98vqK/UkVGnTv8wap2hI1JPhjCHt8v5H/b+zBHIJgTS0gFDJIPJPz9kSl1LWsCKWhGd6d3KDwGlVcR2Du8dO0udr8HqfB2jzheKhwUZNXpEoN0cAUfAEShLBObPn2/KdS+//LJNpNu2bSsjR46Uww47LJ8AQlke0/eVugjgiNO/i+8FTjf1f4izbLTRRvL+++8b82KPPfaIqe1SA04WjHY2/9hzTznornvkAM1YvTRquIxof5pdKIHD7bbbzv4Y+3DYOAa1YgMHDrTvGY4XQmFaFiGMlfQvJQNGNszNEXAEHIG0c8D4AaWXBpkX5XjGUvhEn4hE0bwX+sDkyZOFAle3skdg5cqV1r/kq6++iu0cZ/es739UymFVpR+ulg9ja9Z90rVrV3e+1oXFlzgCjkAZIAAdGudrm222sck29DDYEAUxIphoV5aRKSGLgmovUuVuZYsAn339+vXNIX/++efNAbv00ktNQGvnnXe213xPcI569Ohhc4bOnTubMMtlKqrx6yFHyGvaLHmP3D/k89M72Mkh5BIfPGROQuaL/TIvwRnjmDVr1rTtWUbf0u+++86dr7L9eH1vjkBaI5B2DhiDKDVeWhwuKrJhjyhdffDBB+aA0fMF9SJoiUz03coWAfjq9NJJtH7qfDXX7Nfh6nx9nbjy79d8TvwlKiUWsLkvdgQcAUdgvRGg7xLtLLB33313vd9f3m9Achz69YMPPmjsDVqfYCjnMXGnjyWqvp4pKd0nQWaKVgQq3CXXXnttbGdQUFHCBHcVv7BsFbRDHCUcYT6bz+YvkE8a7SfjatWU2UceKnnLl1u264wzzrDG3tQqDx061LJe7JharmbNmsmjjz5qEvTMT6gzJPPFfGWHHXawsS92Ev7EEXAEsh6BtHPAKF5lcOWPSFWwMIidcMIJVvQKPcCtbBGA8x6cL+if0EBz9BB3KuUQufkjlXa4l/ZC+VqdtGA4XEQamXQ0aNBAENtwcwQcAUegvBBgws1fKhp0uEMPPdQyL7A2+G0k80UWZdWqVeYQPPLIIzaRp9clLVXcSoaAKurKe++9Z82T4/cwePBgc8zIeqmSodUhIxkPXRBH6cIDDpR6vfrIj13OlI0OPVjO1s8HiiLOPDL0MGxmzpwpO+20k6xYscLquq688ko7BJ8lma5gQcAjvPZHR8ARcAQCAmnngIUTT3xkoo9tu+22iav8dSkQ+PLLLwXqxuLFi4XeKMFwviBYPKDOV3V1vlqo2uEfOokgQxaMaC7qYwxcOMxQg4gaujkCjoAjUF4IIHbw448/Fnv3TLoryqhF43cR1d5AUUs8NnQ2bbUiKlNumbDE9f66eAjggJGpIqsVb1OnTjVFQoK5OL30FIU+iJrv+bW3kk06d5Pu9baSvNW/y0otY4BpwziImiF9vfjc2DeOlrYzsOWIavTv3z9W/xV/PH/uCDgCjkAyBDLGAUt2cb6sdAiMHj3aBieitMuWLcu3M7QPH1fX6wsV2uiimS8Tn0/Q3MD5CvbOO+/Y0969e4dF/ugIOAKOQJkjAE29b9++xd4vdVgVZVDTtG9Ugc4X5wG7AHYHQhFQEd1KhgDKg9AKqQfU3qC2E+0bavVY1CxTH0aWEbyb6PpjX14mrX/7XU7eenOZ//mnsYPyGRDYhQFC/TlMDpw37WEpH2p9GDL0jG8cz80RcAQcgeIi4A5YcZHKsu2Qbu7Tp49QcEw0Nt621hez1Pl6Xp2vizTzhREVRPUpmUHLYAB77rnnvK4hGUC+zBFwBMoMgUD72myzzaRNmzZWs8MkOxXsEKVoQ32jTUphNnfuXJcnLwygYqwj8wXdsEmTJvLWW28J6smXX365vRPhE4yarbk6xh00fqLsklNVDtYa5l9/+Vnefvttc7JgdOy2227mEN9xxx0WkMTZ+vTTT835otQBKmJg4NhO/Z8j4Ag4AsVAwB2wYoCUbZtQvAynfdKkSes4X/UVjNlSQ+7RnNfIGkrtWP0XOvHOF/UMIapMdBAqzf77728DWrZh6dfrCDgCFYsAWXakxBFaoJ4KYSbqrdq3b281rPw+VZZ16NBBcMJQxTv99NOtxovMCU4jdDhYA6gyUmMETdGtdAiQbdxggw0sa5VsT9+pYzb6tTfl1Z12lsM/eteGsxqaEd1rr73sM6FPF8Z3iWXQFfn+7LjjjvaXbJ++zBFwBByB4iDgDlhxUMqybShGpniZwSve9tJarxma+RqmWa87Rft+rTbiYfwmFgmkvwpOHIIolSnxnO/E/IUj4AhkBQI4M6jf8QeND0eGCfTxxx9vSoOnnnqqOWM4aRVt1MLSK+r/2zsTOJvKN44/M2MXiuz7niIpKkW0kBRaSShLEtlKtC8q9SdaSJIUWimKkC1SFBWhRVmyy5I9jGXm/J/f0//c/72z3Tvjjrnnzu/5fGbuPfv7fs+573ue932WbhriHO0r2smkgiiIc+bMsfIn3RZsGe02fHaDCXx44SuXHaRevXpWTcyIwuwQZomoe5Oy5eSax5+R/2gkqaedE5a1Ml++fKZ4oQ+sVq2aPTfwJ7z00kstmiGep169emUHbKwjCZBAJhOgApbJgL1y+sOHD9voKzonmBwmJAQqV/VV+Zqsytes65rI23Nni5wMfHGAjT1MNGAjj9kvRPpyOz6vMGA5SYAEoosATMOaNWtmf5ilh0k1lDEk4y1durQpYjBTO50CqwD4HuElH6ZsmPWCQgQzbZi0nYov0a5du8zEMVh90L7Hx8cH282T25GfEqHmYSqIKJIwfYcgAiXM4aF8Dbionty/bKUMUCOOdxP+Z8ah+8BMEf1X8+bNLbUNkngjkTKCbQwZMkSGDRtm+cKSBvawC/AfCZAACaSHgDY2lAwQ0Bwtjjp7Z+DIyDpEXwIcNc1xNFqUo9G54I2e7O9aiXW2Sy7naomxbdhXfSp8+4FFkyZNIqtiLA0JkMApEdBE944GjTilc0TiwZr7ydEXakdnO6wNy6oy6uxXqpfWKHsO/jJLoqX/8uejJvOO5t6ye6qzoE7JkiV9fZQqtdbHYX3XmBzONu3PLv9ff4Z1br+nipV911yVjs5WOjpL6WC7Rqa0S2m+L0dnxPwvy+8kQAIRSMAL/ZdOvlOyKwEknyxRooR8+OGHFtEJo6dJ5XbN9DVWQ83fqJEOvzTd7N9RQozYuoLzYMSQQgIkQAKRSACzTAgBj5l6BE0YM2aMdO/e3SLkne7ywicWZYBvUv369VOcsYKvGEwUKaERQKJl8EKkQlW8bOYLM2FIhgxBmPhJOvP541VN5X4nRhqqt1eFdnfYNn+fQMwMYhnpUhDhEDOVyAGG4B2YHUO/BxN7CgmQAAmcKgEqYKdK0KPHw/wF5oZw/EaeE5jmoINxBZ3Qfap8vaDKVxNVvr7/n/LlbscnzHsQXQzmhn379vXfxO8kQAIkkKUEYHKGvE2u0gVTMlfhcbedbjPpuXPnmqKAIA79+/e3XFIwh3xN801R0kcA/nMYNBw5cqQ8/PDDFiRDZ6hk69at0rJlS+uboJBB8upf7O0dJP8fa6RjtYrypy67/sluBEMoxIh46OYSPXjwoGBwsUOHDjiF3S/4Fbr720r+IwESIIEMEqAPWAbBef2wadOmmT08InLVqVNH4HyM5JKuPOHESvscuaWZRm/+4+j/beTd7fjE7BmcyZGAkkICJEACkUBg4cKFMmDAAJvdKlasmMCPB7NfDRs2tAALWVlG+Mlee+21MmvWLCsGouoh4iwCO2BAjLNeod0d+Cy3bt1alixZYr50OAqznPD3a9q0qXz33XeCEPIInlE+Zy6ZFJ8gK44ekc6H90vsydy2HseiD9uxY4ddFIoV7kGrVq1MccfK/fv3S926dQUzkgjmsm3bNpshswP4jwRIgAROgQAVsFOA59VDEYVLbdzlrLPOkunTp1uHglwpcFZGgOZXddbrEv122ckjcjR3fjPjcEcSUWeYYPz8889mRuNVBiw3CZBAdBL48ccfTfnCyzVmlxD5DsmZ8ZeSuDMhKW0L9zrMvPkrWbA0QIAHmL4hNxgCgyAKIiV1AjADVB82n9l8zZo1pUKFCqbUIuUAgouoS4qor5/UVeXrEx0/HK5pU4bGJEoVDfkPq4/169fbBfCJoCgwV1TfZrMGWblypW3DeihcSOqNCJoI6hEp+eRSp8MtJEACXiFABcwrdypM5bzvvvtk6tSp1pFgxBCCzmrdunUa4zBGJuYrIAWPHJWr1ezwH2zUkUaMNvoLRgLhw0AhARIggUgjULRoUUG4d8iaNWsiqngwb0OS5Z49ewaUa9CgQea/hLxTX3/9dcA2LgQSePvttwUzmwULFjT/rN27d5vZISwxNFiG+X9hZrHauj9lqs58DSxZVEb9tU1q1axlJovwB4OUK1fOlC6YMt5zzz0+Bf2JJ56wZfiSISIwzOsxa0khARIggXASoAIWTpoRfi50Sp9//rmZ4cBO3l/2qK28qmVmhthc83zpoGEyQejd2bNnm/lGso1cQQIkQAIRQODOO+8U/EWiwJStffv2NtvVo0cPM/92ywnFAgoY/IwQij4r8pS5ZYnUT/RbmMmE79fVV19t4eY/++wzeeCBB0z5wowiZrVOvvSqNDx4WK7XgcRlqnwhEXfjxo3ll19+EY2OZgFYkAKgRo0aAl8vsK9UqZJg9hSWIRDMSsJU9PXXX49UHCwXCZCAhwlQAfPwzUtP0U+ePGl+ECkl3yytphcTj56U3zTQxr2qfCHDF0YX0TG5kjt3bjPHOJUcNe65+EkCJEAC2ZEAkkBjVg4zXvA3gv+tK/BBmjhxotx7770ybtw4KmAuGP2ElQasN5DDDYmRMQPWp08fC6qCGSrkeEOkwhjdb7ia0Dfcf0jN6I/Lcd1PtTX5+OOP7a948eJmdg++UObgB4bAHUuXLhX4RbvKF66H+wF/Mlp7+N0IfiUBEggbASpgYUMZ2SdCp4XIh0ml5UV15VlNSDld1a7H1E7eFX/lq1atWrJs2TLav7tw+EkCJBCxBDCzkZrpIZQe+PZk5UASTNwQAREBHpIKBrreeecdU8J27tyZdHO2XcaM5nvvvWeBo6AYwYwQyhIiXOJ+wpy+gNL5SK04NG+XNEg8JnM1EAeCcCxevFg0T6UFmoKfc7Vq1SRpImWkYoEvGSIe4rwIP4+AHvCRppAACZBAZhCgApYZVCPsnPDvgi07Rgn9pXa+/PLSslUyo3xZeWzTn5aXBkoabOLR+SAaFD7h4EwhARIgAS8QwGwHAiekJYULFxaEpc8qU0WEPEeQkNQEQZEo/xJAgAwoXxDMdkG5hgninDlzbB2Uqc+Gj5CyPXrLotgY6aXKVxP12UJ6FIT73759u/V9CL4B7ilJ27ZtxQ1EhdDzMAW9/PLLszxqZkpl5ToSIIHoIEAFLDruY6q1QEJJjLj6Czqs8xMSZeqRE/K4mhxOUOUrV65cZvMO5QsjiJ988gkTTvpD43cSIAFPEICZH0KHpyTIdYgXepibdezYUWCSDdM2SuQSQJ5KyPLly80Ko3nz5vLbb7+ZCSfSpxTS3F51et4vgzWr6b52beQejdKLlCqw4kCIeURFhClhasqXW3P4gOGPQgIkQAKngwAVsNNBOYuuAbMKV/mC2QZC6OIFpIEqXzDV6KbK19y8uUVXBpgnIsw8QvJSSIAESMBrBMqUKSP4S0s6depkgTAmTJhABSwtUBGwDTNY6L8QORL9F77DlBTmh++2ukkKPvaU/PZAbxk+dIhcqzNjb7zxhqUfgHIGhQqBOfr16xcBNWERSIAESOD/BHTMiBKNBDBCiIhbEMxoIQgHcpncX6mKfKjKV2uNDjVN/b78/cLQUUEwIoxjKCRAAiQQrQSQoBmzKknTbERrfb1WL4SXh+khgpKg/4IfFyIguuaZV32/THKp8tVU+7Lrhr8itWvXtii9iI6Imc13333XgpzUq1fPl1jZawxYXhIggeglwBmwKLy3f//9d4AJDmaz8JKR/+PJ0i8mpzTXDuuPvGoLr6OJCLULgfKF5JbId/LCCy9EIRVWiQRIgAT+TwCRXvFij/YSs/6UrCeAYBpIlYI/BMyA1QYGAxGVcODAgaYwn6n36uNCRaTcgYNyqUY63KMzYm+/9Zb5e8F0fsSIEYJccAghj8HEzp07Z33FWAISIAESSEKAClgSIF5fxMgfOh8InJAxw7V69Wp5KC6X3K26ViPnmBRR043jGtXQFfiEIRHlTTfdZKOM7np+kgAJkEC0Evj+++/l7LPPthf3aK2jl+qFHFzw74L5KPy+kLQa5ofoxxYtWmRVWfz5dPksLo8czBEnjXQgMV7XLtSIhVdccYVtR54vCAYWX3vtNV9YeVvJfyRAAiQQQQRoZxZBNyOjRUF0p8mTJ8vIkSMt+hds5PGH8Lv4fOTQEWmb4Mi1eeJkky7jxcOd+UIOlMGDB1uySZh4UEiABEgg2gl8pyHKn3/+eSaVj5AbDZN5mAoioTKUr+7du1veScx+QfkqWbKkVNayLlbz+UUJx+VW9V8+oQOH6N8Q4bdq1aqmsGH2C0oYzBS//vrrCKkdi0ECJEACyQlwBiw5E0+t+fnnny3CExySkWRyzJgxVv7bbrtNyutIYvWXR0gNiZXGOlq4P/6Er27ouJDvpF27dnRQ9lHhFxIgAa8TQPAhvIinJDDFhpkbIuSdf/755lOU0n5cd3oJwLerffv2dj9gdog8XMjhhai8hQoVkip/7ZRPc50h46pWks/y55EKev9+//13+fTTTy2VwNSpUy0wB2bNYNFRunRpgQ8ZhQRIgAQilQBnwCL1zgQp16+//irXX3+9vUTAfwth5L/99ltTxtCBzdYwy8+v2yRX1zhXbi2YVw5pp4SOCYLcKEOGDJGvvvrKcuEEuRQ3kwAJkIBnCKCdg99rSn8VK1a0oA5jx461GRLMrFCyngD6MwTcwMDgBRdcYD7LS5cutdDxLQ4ckkmSQ249fljePBFv9w/KF+4dlGn0d8ipVrZsWV8fB4uQc845J+srxhKQAAmQQCoEOAOWCphIXr1582apWbOmXHbZZXLzzTebszKcjyHoyArFxslknexaqB3Y1Vs3yGZdD7+wAwcO2D5ffPGF1KhRw77zHwmQAAlEE4HWrVsL/iiRTWDmzJmWb3Lbtm0yb94868/2798vq1atssTJBTXU/PM580rzE4ekUUK8rI+LlQRNwjxgwAALL9+lSxe5//77TUmDKb0r5557ruzbt0/q16/vruInCZAACUQcAc6ARdwtSbtACKqBGayXXnpJcufOLVOmTDF/Lti7w16+udrRz0uMld/EkSa7tsmZ6mQOZQvKF2bKMKpI5SttxtxKAiTgfQJIuDxjxgxfReD3OnToUEGY8rvvvtssBnwb+eW0EoAFxo033mgzXrDcgOATvmDHjh2TM/PkkVGHjkqtvfukXsJR2VmooPVzyP/10Ucf2QzZNddcI9WqVbNEy7feeqv06tXLov8iuiXyhbkWH6e1YrwYCZAACYRIgApYiKAiZbf169cLzGjgdAxlCoLEk7CXb1hOFbNlP0uF3j2ltzopYx+MDEL5QmeE2TH4ilFIgARIIJoJjBs3zvyA/BPwPvzwwzZ7cuLECVmyZIngBR6R9yinl8D06dPloYcesjxd8FlOmnMSMXxnxCfoEKJIE/Vd3qOfUJ4RHRFRfjt27Cg7d+60yL0YTISijZxu1atXt4BSCNqRRxU4CgmQAAlEMgEqYJF8d1Io2z///GMO5DDDQKeUL18+64guKVBQpu0/Iq8mHpdPa/5rXghTDDgzI88NHNM585UCUK4iARKIKgJ//PGH+QlhVgTBGSBIxYHZrx49epjvF4IXIbw5kvxSTi8BzGANGzZMbr/9dgu8gYAoEATNOFdiZInkkrlqbnhXnCOO+ndBOnXqJH379rXv2L93794WxRJBOOD/hWBSPXv2tNlN+JFRSIAESCDSCbClivQ7lKR8ULz27NljZhcYyYVvV+mt2+Sz2NzyVJGcMjnX2TJKc3ohKMc333xjM2Ovv/66ICoihQRIgASinQAS+GJwCoE2YLIGcRUxzIJBYI7drVs3adu2rbWlnDExLKfl344dOwSzYJCJEyf6rtm2aDH5Nk9B6e0clwnHjsqjjz5qShZyteF+PfjggxZ0CulVzjjjDN9x/EICJEACXiTAGTAP3bWuXbta5EK8VCCcMl4aaqjyNU0TUw45t6q8sn2r1KpVy2zk4SsGB2VEiUJOFQoJkAAJZAcCmN1CTilX+UKdoZTBRA1mbK6UK1dOMIi1ZcsWdxU/TwMBpEvB/YBUqVLFohj2yJFbxmmOr+viD8rsMwuawoU8bRAE5pg/f740a9bMcoRR+TIs/EcCJOBxApwB88gNRJ6Ut956yzqmZ5991oJvlPh6kbysnVYrjRC1fM0f9nKB0PQw7UCOr8cee8z290gVWUwSIAESOGUC8Hvdvn277zzx8fFmDdC5c2ffOnxBKHOEMEdQI0rmEcBs5PLly2XWrFmCCL7TNEWKK3vVPP75E4lya7780vDkftmgGwpqAI38+fNL7dq1BbNd8NXr37+/XHnllezPXHD8JAES8DwBKmAeuIWO4/js34sVKyYtWrSQXjlzy4m1m+TCvzZbxEPRGa+tW7eakzkCbcARGWYbFBIgARLITgSQRwqzJ5gJg0UAUnQgKh7aTVfQpiLvFKLowVybkjkEYIFRt25dM5tPeoV8umLU7n1SQGLlgiP75d8kKWI+zpUqVTLlq3HjxoK0KRQSIAESiDYCVMA8cEfhnIwXiJYtW9oLxYz6DaV7gUKS69uvZIqG7MULB0Z5EWQDtvWIkkjlywM3lkUkARIIOwGEN7/88svNDBGBNhYuXGizKE2aNLFrIdz5iBEjZO7cuWauHfYC8IRGANF30RelJKV05TS13liusQ77lDxbDmgkQ3+B4ta+fXuLlOi/nt9JgARIIFoIUAHzwJ3EzBbs3pd8951MLldJ/ow/JqV2rZYBOrILExooX/B3+OWXX5KF9PVA9VhEEiABEggbAbSJkydPtlyJsARAdLyBAwf62kaYZiPfFCLxMWFz2LAnO9HNN98csA4DhQgGNXvwEJlw8Kh8UORMeXTPLimhs5F58+a1vJYIM4+w9N9pX3fRRRcFHM8FEiABEogmAlTAPHA34Tgel5gow9RcY9HIUXLFvp3ytkY4hGPy+PHjrQZuImYPVIdFJAESIIFMJYBAD4MHD07xGuM0R1jZsmV9ClmKO3FlhgnAxwsJsNE/If8kfMCgVK1YsULKrFglU3LkkS6ap3L6/j02sIjgKDVr1pSRI0faNeGTR+Urw/h5IAmQgEcIUAGLsBu1YcMGeeqpp8xpHJ3XVVddJcM06MacM86SffKPNDtyQI5rgA34NmBmbO/evQLncowuUkiABEiABNImwKAbafM5la1IsIxBQUQuhED5glSuXFmuX/unPCBx0vTkUVmVQxWzkycFeS0RaAMpU2DFceGFF5pybAfxHwmQAAlEMQGGoY+gm4v8XnA+xowXRg9nzpwpu9eskZ9KlJXq6svQXJWvvBrhC9Gg0LHBkbxVq1aW7yaCqsGikAAJkAAJZDMCr732mgwZMkQQsded9cIgYpxy6Lt2gwyqVkPqy3H5LU9uOanKlytIp5KoFh7IVwl/vQ4dOrib+EkCJEACUUuAM2ARcmvRYdWpU0d69OhhEbxQLEdDKX+856B8eX4taf3PPonXSIcffvih2ceff/75cvXVV8sNN9wQITVgMUiABEiABLIjgV27dskjjzxiJoXow6BgQfnKr/3aJA22AXWr2Jpf5Fr1C5syZUoAIvg3DxgwQLp06WLKW9OmTQO2c4EESIAEopEAFbAIuaswJYQ5BkYRIc66dZLQ9AaJ7Xa3NOrTU24qXNjW33nnnYI/CgmQAAmQAAlkNQEEzoDPXb58+WT16tWCCIaw0iijytfCAkVk2pF/pG/CcUnUgvorXzly5BBEpoQCBgVu3rx50rBhw6yuDq9PAiRAAqeFABWw04I5+EUOHz4sBQsWtPDxzoqVknBdS4l97mmJ7dJJ8vzv8BMnTljUw+Bn4x4kQAIkQAIkkLkE/tLw8W3atLHEyZj1QqqUXr16ycVOjEyJzSMvxB+We1ctl9yaC2z06NE2eIgUKTCfX6eDjPTHy9z7w7OTAAlELgEqYBFyb0qXLm3h5De//4GU6ttfYseMktgbW1rpEEq5XLlyAlt5CgmQAAmQAAlkJQH4bFWtWlX+/PPPgGKsXLlSZt99j3wel1vaJcTLnERHRtWubT5e/fv3F8x6QVFDyhQqXwHouEACJJDNCFABi5Abjtw1o29oJbnad5K9k96XYv9TvtZoEA6YZcyePZthkyPkXrEYJEACJJCdCRQtWtQi8ILBWRqVt1SpUvLrr7/Koxpy4279u8o5Lr/E6EZHTPlCGPrdu3ebhQciHp533nnZGR/rTgIkQAJCBSxCHoLEcRPk+hmzZNKDfaRzh/bSYPQb1nEhdwqiStExOUJuFItBAiRAAtmYQN++fU35yp07tzRu3Fjq168vK3/4QeaVqyQbv5glNxYvLH/s2yvVK1WV33//Xa655hrz88JA4j333GO+YtkYH6tOAiRAAkaAClgEPAiJw16RxBGvS9zCeXJHtarS7JGHZdmyZRZFqq7azsM3jEICJEACJEACWUlgzJgxMmrUKCvCcY3Ki3yUD3buIj88PUiWqhXHgLIlZf32bXKmpkuB8jV06FDp169fVhaZ1yYBEiCBiCRABSyLb0vCI4+LM/VziVu8QGLUDwxSWCMeIjoUhQRIgARIgASymgASK8Pn6++//w4oytShw+SZjz6VBgMelPYb18u6Tz4xyw3ktESaFCpfAbi4QAIkQAI+AkzE7EOReV8QYr5Tp04WSOPss8+W66+/Xtbq6GBC1+7izP9K4hb9X/nKvFLwzCRAAiRAAiSQPgJr1641P6+kylfj2DhZqDm+ev21ReKfeFQ+mjjR5++FK7z77rvpuxD3JgESIIFsRIAKWCbfbOT2KlKkiGzZskU+0dFBmGU0qFdPfqpRSw6sXCVx82dLzP9yfGVyUXh6EiABEiABEgiZwLBhw6RatWq+/REsCnKnxMoHCbHSVk7IWM3xVbJkSV+QKERI/P77722d70B+IQESIAESCCBAE8QAHOFd2LBhg9TWELy5cuWSBE1Keckll8h9d94lr2z5S7Zfdplc8OcaWatheXOH97I8GwmQAAmQgAcIIB8WZpbi4uLM9DySinzXXXfJhAkTAoqEXJTPapTD1vp3hSpfaxHmUAUDjRCkU5k2bZpceOGFtsx/JEACJEACKRPw/AwYOjCEt4WZXyTJrl27pFKlSlYk5EpZsGCBxG/dJh0mfCBL9+6Rst8skEJqjrh69epIKjbLQgIkQAIkkIkEtm3bJg899JBUqFDBBueKFStmVhKFChWyATv4TbkKTSYWI81TI3iGq3whcXLlypVl+OAh8qEGTm6os18NYhN8yhdOdJkOKM6YMUO2bt1K5StNstxIAiRAAv8S8OQMGDqw4cOHy0S1Ocd3JHaEIFogOjWEvR04cKCFvv23mqf//6BBg6RNmzbyxRdfWDmczZsl7prr5KLHHpWq74+XT1etsvVHjhw5/YXjFUmABEiABE47gU2bNkmDBg0sH9Ztt91mg3QIugQlB4OIsJqAqfrkyZPlyy+/NMXntBdSL4ikya5gkLPAkaNS96HHpHLTa6XMnBlyItHdKpInTx5Bbi/k+qKQAAmQAAmERsBzCphXOjDYwGMUETNh814bKa3eGCuxAx6Q2F73yTU7t8ncuXNlyZIlTEgZ2nPKvUiABEjA8wRefPFFGyScN2+eII9WSvL888/LddddZzNQGEhMjyxcuFBGjx4d9JD4+Hjrm4LuqDucJzEyZcceGSuJMkiVr6SCiIdUvpJS4TIJkAAJpE3AcwpYZndgkyZNCil07uHDh2WzzmqlJmeccYaZkQy7/Q4p1u0+WdGvj9RV5QsCpeytt96SJ598UmB2QiEBEiABEoh+AitWrBD4VqWmfIEAAl107NhRRowYYZYc6aFSrlw5adGiRdBDoKghrHwwaX1mYXl1/z/SxzkhH8c4qorFCGbEXMGsXb58+dxFfpIACZAACYRIwHMKWGZ3YDfccIPZswfj17x5c2ncuHGquyEHytRefWT4vkOy4dVhUq9PL6kzf545W//444/Su3fvdHeuqV6MG0iABEiABCKeAHylFi9eLF27dk2zrPPnz7eAFmnulMLGihUrCv6CCUz4y5Ytm+puefPmlTuPHpMnVPm6NS5RFieozeH/9S477tChQ1lq5p9q4bmBBEiABDxAwHMKWGZ3YBjNC2VEL3/+/Gnu1698Jdm7frNckRgvbze9Rv766y957733zLZ+7Nix0rlzZw88HiwiCZAACZBAuAjccccdNsC3c+dOadeunfl4IU0JTPgwm7Rx40Z5//33ZebMmQIzxawQR8PI77mri/z5xmhpIMdlY0LyUhw9etR8v5Jv4RoSIAESIIFQCHhOAfNCB5Y4eozEPPO8FP1pqdQfP04wq4bO9ZxzzpEpU6bITTfdFMq94T4kQAIkQAJRROCCCy6QVRqAqVu3bmaKiJxZSQVBpObMmSONGjVKuinTlx0NJ5/YtoPkOhov1ffskC0aoVFzqPiui4HHrI7Q6CsMv5AACZCAhwl4TgGL9A4s8bkXJPGdCRK3aL7EqCkIElnij0ICJEACJEACVapUsQiHx48fNz9izHohv1apUqWkTJkyFpI+Kyg5GkI+4fobJebiehI7aoTEaI5KN8JwVpSH1yQBEiCBaCbgOQUMNyMSOzA4Jife/6A4X30tcd9+JTHFi0fzc8O6kQAJkAAJnAKBXLlyWV+G/iyrxVn+kyS0uFliH+gjsf36ZnVxeH0SIAESiHoCnlTA3LsSKR2Yo3nIEjt1FWfjJolbOE9iGNnQvUX8JAESIAESiGACiZ9Nk8S775XYsaMltlXwCIoRXBUWjQRIgAQ8Q8DTClgkUHbUGTnxtraimTQlbu5MidGklBQSIAESIAESiHQCiUNflsSXh0uc5veKubBOpBeX5SMBEiCBqCFABewUbmXcoX8koUlzialUUWLfftNs5k/hdDyUBEiABEiABE4LgfKDh0niho0S9/0iiSld+rRckxchARIgARL4l0AsQWSQgPp8ndO9tzos15XY8WOpfGUQIw8jARIgARI4vQTynUyQXLt2q7/yQipfpxc9r0YCJEACRoAzYBl8EHIeOSo/VK4oqyuVFxk5MtWzIMzw+PHjLd9Lqjtlgw3Hjh0T5L4pV65cNqht6lVECGf8lShRIvWdssEWpGWAFC5cOBvUNvUq7tixQ2rXri3Vq1dPfacs2uLeoyy6PC+biQSOnDgub7ZqJQXfeSfoVdBuIydZWombg54kAndwn+9oa4O2bNkiRYsWjao8bYjGuVWjdFaoUCECn6SMF+nAgQOCd6NiSPcQRYK8t3Xr1s3S91739x3JWKmAZfDuDHlztIwbN05y/P57mmdI0Bwqy5cvF4Qczs4SHx8v6BgOHz6cnTEIGtyDBw/Kvn37sjWHXbt2Wf2jreNJ703FbwIvF4iiGmnSp08fqVmzZqQVi+UJA4GX33jj3/5rx19Bz4Yw+StWrIi6/F/R2gatW7dOSqtJad68eYPeW6/sgDYS9UIC8GgSKAmoE+5XNMmmTZs0LEKMpdfIqnp5of+K0Y4/8nr+rLpjmXBdNBxoCJHnJTvLzz//LO3atbMkpNmZw6RJk2Ty5MkyceLE7IxBnn76aWugn3rqqWzNoU2bNnLLLbdI69atszUHVj5yCWAAsWvXrrJs2bLILWQGSjZw4EAb+EBbFE1Sr149GTVqlM1AREu9YClQp04dwcxKNMmYMWPkhx9+kDfffDOaqiUtW7a0NqNFC0ZVTevG0gcsLTrcRgIkQAIkQAIkQAIkQAIkQAJhJEAFLIwweSoSIAESIAESIAESIAESIAESSIsAFbC06HAbCZAACZAACZAACZAACZAACYSRABWwMMLkqUiABEiABEiABEiABEiABEggLQJUwNKiw20kQAIkQAIkQAIkQAIkQAIkEEYCVMDCCJOnIgESIAESIAESIAESIAESIIG0CFABS4sOt5EACZAACZAACZAACZAACZBAGAlQAQsjTJ6KBEiABEiABEiABEiABEiABNIiwETMadEJ0zYkIa5Vq1aYzubN08THx8uWLVukatWq3qxAmEp94MABwV+5cuXCdEZvnmbnzp2WiLlYsWLerECYSr1582YpVKiQ/YXplDwNCYSVwNGjR2Xbtm1SpUqVsJ43q0+2a9cuS8RcvHjxrC5KWK+/bt06KV26tOTNmzfnTPskAAAhfUlEQVSs583Kk508eVLWrl0rNWrUyMpihP3ae/fuFfy+cL+iSTZu3ChFihSRAgUKRFO1wl4XKmBhR8oTkgAJkAAJkAAJkAAJkAAJkEDKBGiCmDIXriUBEiABEiABEiABEiABEiCBsBOgAhZ2pDwhCZAACZAACZAACZAACZAACaRMgApYyly4lgRIgARIgARIgARIgARIgATCToAKWNiR8oQkQAIkQAIkQAIkQAIkQAIkkDIBKmApc+FaEiABEiABEiABEiABEiABEgg7ASpgYUfKE5IACZAACZAACZAACZAACZBAygSogKXMhWtJgARIgARIgARIgARIgARIIOwEqICFHSlPSAIkQAIkQAIkQAIkQAIkQAIpE6ACljIXriUBEiABEiABEiABEiABEiCBsBOgAhZ2pDwhCZAACZAACZAACZAACZAACaRMgApYylzCutZxnLCeL1pOFo1cEhIS5Pjx42neomD1DrY9zZNHyEYwAItTEa9zSExMDFr9UOoYyj5BL8QdSOAUCETDMxiu3+MpYMyyQ714/4KVOdj2LIOdxoWj5RkM1r+Hcm9C2ScNlFGxiQpYJt7G8ePHS+PGjSVfvnxy8cUXy4IFCzLxapFx6q5du8o555yT7O/w4cO+AkYrFzSuLVq0kHvuucdXV/fLP//8Iw899JBUrVpVChcuLDfffLPs2bPH3WyfP/30k7Rr107OOussqVSpkjz77LMB272ysGHDBilVqpTMmjUrWZFDeT68zuHDDz+UmjVrSu7cue1etmnTRrZu3RrAIpQ6RuvvJAAEFyKWQChtVsQW/n8FQ7/Tr18/a49y5Mgh5cuXl0GDBsnJkycDiu7l39rChQslNjZWvv7664A6efH+7dixw/rGIkWKSIUKFaR///6ybdu2gHqF0nYGHJDFCxiIfOaZZ+wZzJkzp1SvXl3ef//9ZKXyyjOYVv8eyr3xSj2T3aDMWKFaKCUTCGij6OTKlcsZOXKks2LFCqdHjx5Onjx57HsmXC5iTlm2bFmnWbNmzlNPPRXwd+zYMStjtHKJj493VLnAVKdz1113JbsfvXr1cqpUqeJ8+eWXzjfffONccMEFTu3atR1V2mxffVFwVOly7rjjDkcbMWfcuHGOKu6ONtzJzhXJK9avX++cd955xmH69OnJihrs+fA6h2nTplndO3Xq5OgLkfPWW285lStXdmrVquW4v4FQ6hitv5NkDwRXRCyBYG1WxBbcr2AdOnRwdEDLeeGFF5ylS5c6jz/+uKOKmH26u3n5t6ZKlvUb6HdQD3/x2v07evSog/7hkksucebPn+989NFHTrVq1RwdlPRVK5S207dzhHz5z3/+48TExPiewW7dulkfoQOUvhJ65RlMq38P5d54pZ6+G5PJXySTz59tT1+jRo2AhgMgdFTc6dy5c9Qy2bt3rzUsM2bMSLWO0cjlxx9/dFCvM8880ylWrFgyBWzlypWOjlA6n332mY/L6tWrjdUXX3xh65588kmnYMGCDjohV6B8nX322Q6UOy8IBhvy58/v6Aif1S2pAhbK8+F1Dtdee61TsWLFgNs1ceJE4+G+IIVSx2j8nQRA4UJEEwilzYroCmjh9u/fb+2uzqIEFPWWW26xdtpd6eXfGgZ23QEvt31Bvbx4/958801Tlrds2eLeGgfvElDKdGbM1oXSdvoOjpAvderUsUFptzg6++qULl3aweCAK154BoP176HcGy/U070np+OTJoiZMK0IcyN9wZabbrop4OytWrWSmTNnBqyLpoVVq1ZZdbTBsU99gAOqF61cdJZDtEGV5cuXm+lgQKV1QWe9RGdD5brrrvNtgpmmju75noc5c+aIzhyKzpL69mnZsqX8/fff8sMPP/jWRfKX559/Xnr27OmrU9KyBns+sL/XOcDEctSoUQFVV4XMlg8cOGCfweoYrb+TAChciGgCobRZEV0BLRxMv/Bb7N69e0BR8Xs8dOiQwGTcy781nSUSmDu/+uqrAfXDghfv34QJE6R169ZSpkwZX32aN28umzdvluLFi9u6YG2n78AI+gKXg4MHD/pKhPcimMDqgKut88ozGKx/D3ZvvFJP3406DV+ogGUC5HXr1tlZ8VLuL/CL2b17tzX8/uuj5TtesHUGRHQky5QLnRGStm3b+nydopXL008/LXPnzhX3RTvp/Vy7dq0ULVrUlDD/bXgedu7caavAxr/jwUr3+YFdvBdk2bJlouYWyerplj3Y84H9vM5BR9dFZ8HcKtsn7P3hf3LRRRfZcrA6RuvvJAAKFyKaQChtVkRXQAuHF1/44/q3y1C61LTNfLLhN+XV3xoUSLWmkRdffNF8i5LeCy/ePyhaaqotn3zyidxwww1y6aWXCl76/YM5BWs7k3KIhGUMAKiVjDz22GPmp4dBOrV0EXVVsOJ55RkM1r8HuzdeqefpfGaogGUCbXe0A46k/oLgCmhMkgZf8N/Hy9/xgq12wPLrr79aY4NGdMqUKdKkSROrd7RycUfnUrt36CzxMpBU8Dy4ChjYJN0HCixk165dSQ+NyOVgHII9H6hUNHDwvzlLliyR0aNHS58+fXwvSsHqGK2/E38u/B7ZBEJpsyK7BimX7oknnrCgDhgognj1t/bggw+K+hRLly5dUqyo1+4fZoUw0Dh16lRR0zzBu1NcXJy9R6g/ra+OwdpO344R9AWDcg888IApk40aNRL177ZZy3r16lkpvfIMBuvfg90br9TzdD46OU7nxbLLtTDaDcEIm7+4y8HClPsf46XvGkBCrrjiCmtAUW6M8NSvX1/UGVg+/fRTiwaJ9S4HfIe4y9HKBR2JW8d/a/zvf3XM9YWsxzOD/fwF2/GnwRv8V3v2e7Dn49Zbb7WZomjhgBFDDEJceOGFAREtg93r7Np+ePbBjsKCh9Jmea3amC3CjAqiIGJ2BeLF3xqsLT744APBgFZq4rX7p37O1hfOmzfP3DcQKRAChfm5556T+++/X+DaEKztTI1HVq7XoBs2q4fnrmnTpvLee+/JfffdZ7NgmB3z4jOYEs9g9yZa6plS3TO6LlBDyOhZeFwAgRIlStjyvn37Ata7ywUKFAhYHy0LV155pU/5cuuE0R8oHxoJUrIrl5IlS4p7710u+FQncZ8dONgk3QfbMTLo2or7H+vF78GeD9QpWjgsWrRIrrrqKkvHAL/PvHnz+m5ZsDpm19+JDxC/ZDmBUNqsLC9kOgqAF/kBAwbIwIED5dFHH/Ud6bXf2pEjR2zWC75SsJ7ADLsG3LD6/Pbbb/LLL7/Yd6/dP7SPeC+67LLLLEy7e4MwaAdx/aCDtZ3ucZHyiT597NixpkDiuatbt6688sorlq5GI3NaMb32DKbGNti9iZZ6plb/jKynApYRakGOcR8017zM3R3LMDOLlhdqt17u5x9//GEOs+4yPpEDzR2Ny65cUG8E04D/gb/geaiguU4g6DBTel6wzd+HActelWDPB+oVDRy+/fZbC7iC2V84JhcqVCjglgWrY3b9nQRA4kKWEgilzcrSAqbj4lC+MPuAF1+N1BZwpNd+a+gjNEqgvP3222ZdgjYGftYQzKbALwzixfsHn2jkv/QX+EVjANf1AwvWdvofGwnfv/vuOyv7jTfeGFAcBGjDfUROLa89gwEV8VsIdm+ipZ5+VT7lr1TAThlh8hPgQUSUOw0xHrARI+GwAY5WQZRHJBj2l88//1xOnDhhZljZlQtmfpAUU/N/+dBs2rTJfOXc5wH7zJ49O0BJw/ODoCZu8AbfwR79Euz5QLW8zgFKJqJZXnPNNYJnHwMQSSVYHbPr7yQpJy5nHYFQ2qysK13oVx4+fLgpX5iFgB9mUvHabw0KCXys/f/QzkCQ4FZTXth3L96/xo0bCwav/JNka64s6xM1N5ivXl7qJ91AWgiK4i+LFy82xRJ+VV57Bv3r4f+d/Zo/jRC/q4kTJRMIvPbaa5YTCbmQ1GzAefnlly0R85o1azLhapFxysGDB1u+oyFDhjg64+Mg/1HVqlWd888/39ERLCtktHNR34JkecBQcVW0HFWkHB3xcjSohqMh6R0dvfQlYtYQrZYgVJ2rHXWgdnTkzNHG2Rk6dGhk3Nx0lAJ5XLT5cZLmAQvl+fA6ByQhV3MaZ8yYMY5GPwz4QxJLSCh1jPbfSToeJ+6aRQSCtVlZVKyQL7t9+3bnjDPOcDTYQcDv0P1d6sCgncvrvzU1PbT21j8PGCrmtfung1eOWss4GiXQ+sgFCxY4tWvXtsTM7r0Kpe0M+QE5DTuq1YvToEEDy/uFPl0DUTg6e2n5zjp27OgrgZeewdT691DujZfq6bs5mfiFiZgzCS4aDB1xs5dqZEFHAjqNfpNJV4uM00LJevjhhx3NeWUdAhpTzeNhyphbwmjnkpoCpjNeDrZBMcmZM6ejkSEdHcV0sdinRoByNPqTg+dFTVUdDaHsIGmj1yS1BjqU5wN19SoHvPDh/qb2p/nifLcyWB2j/XfiA8EvEUsglDYrYguvBdP8WKn+FvEb1bx8Vnyv/9ZSU8C8eP80f5lTrlw56wM1aIOjsyqOpu4JeMyCtZ0BO0fAwrZt25wWLVpYndC3u0omlDFXvPQMpta/oy7B7o2X6unem8z8jMHJtTGiZBIBRPdBGHFtVDLpCpF3WkQz3Lhxo+W1SskECyXOjlxQb+SBg09c0pDz2AbBzxHsypYt64uO9O+W6PkfyvORHTiEUsfs+juJnqfd+zUJ1mZ5v4b/1iBaf2tevH86m2K+8qn5y4fSdkbacwk3BFXGpHz58pInT54UixcNz2Ao9yYa6pniDUznSipg6QTG3UmABEiABEiABEiABEiABEggowQYhCOj5HgcCZAACZAACZAACZAACZAACaSTABWwdALj7iRAAiRAAiRAAiRAAiRAAiSQUQJUwDJKjseRAAmQAAmQAAmQAAmQAAmQQDoJUAFLJzDuTgIkQAIkQAIkQAIkQAIkQAIZJUAFLKPkeBwJkAAJkAAJkAAJkAAJkAAJpJMAFbB0AuPuJEACJEACJEACJEACJEACJJBRAlTAMkqOx5EACZAACZAACZAACZAACZBAOglQAUsnMO5OAiRAAiRAAiRAAiRAAiRAAhklQAUso+R4HAmQAAmQAAmQAAmQAAmQAAmkkwAVsHQC4+4kQAIkQAIkQAIkQAIkQAIkkFECVMAySo7HkQAJkAAJkAAJkAAJkAAJkEA6CVABSycw7k4CJEACJEACJEACJEACJEACGSVABSyj5HgcCZAACZAACZAACZAACZAACaSTABWwdALj7iRAAiRAAiRAAiRAAiRAAiSQUQJUwDJKjseRAAmQAAmQAAmQAAmQAAmQQDoJUAFLJzDuTgIkQAIkQAIkQAIkQAIkQAIZJUAFLKPkeBwJkAAJkAAJkAAJkAAJkAAJpJMAFbB0AuPuJEACJEACJEACJEACJEACJJBRAlTAMkqOx5EACZAACZAACZAACZAACZBAOglQAUsnMO5OAiRAAiRAAiRAAiRAAiRAAhklQAUso+R4HAmQAAmQAAmQAAmQAAmQAAmkkwAVsHQC4+4kQAIkQAIkQAIkQAIkQAIkkFECVMAySo7HkQAJkAAJkAAJkAAJkAAJkEA6CVABSycw7k4CJEACJEACJEACJEACJEACGSVABSyj5HgcCZAACZAACZAACZAACZAACaSTABWwdALj7iTgBQJz586VmJgY+fPPP71QXJaRBEiABEggCgjcc889ctFFF0VBTVgFEshcAlTAMpcvz04CJEACJEACJEACJEACJEACPgJUwHwo+IUESIAESIAESIAESIAESIAEMpcAFbDM5cuzRzCB119/XapXry758+eXCy64QF599dWA0m7YsEFuueUWqVChghQoUMDMKj744IOAfQ4fPiw9evSQihUrStGiReXGG2+UzZs3B+yTdKFRo0by2WefSbt27eTss8+Whg0byrhx4wJ2C+Xa//zzj/Tp00dq1KghVatWlUcffVS2bdsWcB534ciRI3LzzTdbffAdEso1Nm7cKF27dpVSpUpJrVq1ZOLEidKhQwcZM2aMe2rJCAPfwfxCAiRAAtmIwMGDB6VTp05SokQJKVy4sFx55ZWydOnSAALoHxo0aGDbS5YsKc2bN5fff/89YJ9ffvlFmjZtavu47f+JEycC9vFfWLJkidStW1d+/PFHueyyy6zvuf322+Wnn37y3836pmDXxjnatGkjxYsXt/KPGjVKEhMTA87jLixfvlwuvvhiGTZsmLsqpGvMmDHD6g1GTZo0ka+//trKjz7JlYwwuPTSS+W3336zc+LcYIi+EOVs3Lix3ZdevXoF9KU//PCDoN/GewD6ety/ffv2ucWwz7ffflsuvPBC2wf1/fzzzwO2c4EEkhFwKCSQDQlo4+joj8F55JFHHO3snPvvv9+W33nnHaNx4MAB56yzznK0o3LGjh3rjB492tGG2/bRRt/20Q7H1qkS5Tz22GPOxx9/7GjH5RQrVszZu3dvqlQLFizonHnmmY52YM6CBQucp556yomLi3NQJkgo105ISHBatGjhlClTxtGG33nrrbecKlWqOK1atbJzzJkzx8q6fv16RztlRztwR5UoZ926dSFf49ixY47a8jvnnXee89FHHzmqsDpFihRx8ubN6wwcONDOk1EGdjD/kQAJkEA2I3DnnXc6ZcuWdV577TVrV/Wl38mdO7fz999/G4lPPvnE2u5u3bo5+P7kk086qug45557ro/U6tWrrR3WF37rn9A2qzLh3HHHHb59kn6ZNWuWnRf9kypDzpdffulce+21VpY9e/aEfG1VVhwdbHSuu+4659NPP3WeeOIJJ2fOnM77779v59ABOwflgqxZs8b21YFJ64ewLpT6qVJoTHSwz/pnVYgcHSi18qvyhNM4GWUQGxtr/aYOWDqDBw+28ukArKMDrU7fvn0dHYh1zjjjDHs3wHV0oNNBH9+sWTO7X8OHD3dUebb6Yztk6NCh1oejT588ebLTu3dvR32wnSlTpvy7A/+TQAoEJIV1XEUCUU/gwQcfdHTUMKCe/fv3dyZMmGDrZs6caQ2yjrb59kFnAqXtzTfftHU6G2TL06dP9+2js0FOvnz5TCHzrUzyBQqYziY5UF5c6dy5s10Py6FcGx0fyrJs2TL3FNahopPSkVLHVcDWrl3r6EybdTJuxxXqNUaOHGnXcBVOHKejkrbOVcAyysBXaH4hARIggWxEoHz58g5e/l1RqwUHSpnbzuLlHcqNvwwaNMjaXZ11sdW33nqrKVxHjx717YYBQPQJUF5SElcBc9tu7IPjoZANGDDADgnl2lDyqlWr5mAQ0BUoixishLgK2NatWx3UFYoLBvNcCeUaUEr9FU4c27FjR6uf24+dCoNnnnnGLY7VHdxeeOEF37oHHnjAOf/8821ZZyeTcQVr1AN9+P79+51ChQo5d911l+94fLntttuSvWME7MCFbE8ghz54FBLIdgRgiqGjVnL99debKaB2eDJkyBAfByzrSJ8tx8fHyx9//CEw4dDRM3FN+GASoQ2vmR6qIuQ7tk6dOrJ48WLfckpftBOzKIXutptuuklgwgCzhlCuvXLlSqlUqZKZPLjnuOqqq+TQoUN2XtcMUpVKM/dQhc1MFd19Q7kG6gTTQ50Bcw8zkxBVIH3Lp8LAdxJ+IQESIIFsQgARAl966SXrR9RiwUwNx48f76u9vym8zkzJr7/+KjqQZtvR96j1hCxcuFCuuOIK2+YeqIqU9U/ffvutmdS765N+wvTdlTx58ogqSGZ+h3WhXHvFihVmzo6+0BWYICLqrisws9TZNVFrDtEZL8mVK5e7Keg10KfCHBBmfv7Stm3bAFP9U2EAdq7AtB4CM09XSpcu7WOuiqDooKqoQiWqaErLli1FlT/7w/7ggXrWq1dP/N8DcJwqaqIzm2bu6Z6bnyTgEqAC5pLgZ7YiAPt12JKrCYLojJPkyJHDGuA33nhDYHMPUbNDGTFihNneq4mgNbA6ZINZY9uO49HwXnLJJbbs/w9+Y2mJmg4GbIYtPQQdLezHg11bzS985fQ/kX8niPXz5s0TXAv1gH+av4Ryjfr16/sfYt9dPlg4FQbJTswVJEACJBDlBNRcXO6++25rk1955RVRs2657777RE3RTYHSGRXz54Uf2F9//WU+XuXKlTMq6HughO3evdsG1rBPUtm0aVPSVQHLKfU9UGYgwa6tMz6iliDJ+p6k/Y6aupt/Nc6nViXSvXt3XxmCXWP79u0CBS5p3wOfOVdOlQEULFfQt0P8+2x3HdarOaLMnj1b7r33XsGAJv5q1qxpA7hQMtEHQnr27GmfSf9hO3y9KSSQlMD/hzCSbuEyCUQ5gYceekh27twpagtvgTTwiZEtyLvvvmsNLkbK0PhiZgq5tSCuAoaRSDTaCIaBQBT+f3DyTUswU+Uv6jNmizhfKNfGKCGUv6SCjtktH7Z9+OGHpszNnz9f1L/Nt3so10Cngc4yqWBEz5VTYeCeg58kQAIkkF0IqG+xqJ+Q7Nq1y9p6BIVQkzhR3yJDgCBH6nMr6J9g6YD2Vk3ifHjUB1cwc6V+ywF9jtv/PPfcc759U/qSUt+jpoIhXRuzXlBIkvY9sBKB0uQKLCe+++47UbNBefjhhwVKlSvB6geFFApd0mtgNtCVU2WAAdf0CIKSIOAHBj5hKXP8+HGznoGyi/sJ+eabb1K8HwjMQSGBlAhQAUuJCtdFPYGXX35Z+vXrJ+o8LDDdg+kFRrBgQoBRPowswvQOkRKvvvpqM0H4+eefTblR23fjg+0Y3YKyBRMF/KFjQGRC/yiBKcFE5+QvaLwxwgczklCufc455whGGf07JcyeYSYNCqMrMIOAaQWiOarfm3X62BbKNfBigOhc/tGeEA3K/5qnwsAtIz9JgARIIDsQgKIC8/OpU6fazFb79u0tWh7MydG24sVefbWsD0E/on5IpoysWrXK8Jw8edKW0f6jDXf7HXzu2LFDUopqmJSrf9+DwbpFixaZyWIo18a5cG2Y4/sLZvIQiVF9ymw1+jIoJi+++KJZl7izQ6FcA8pl7dq15YsvvvC/RMAyFLRTYRBw4iALqOsNN9xg/SCuiRkwREPGewAiSCIKMWTatGkB92PSpEk2iJtWZMogl+bmaCegP0AKCWQ7AggmoY24ozNBFnUQjsva6Dtw/oUgShQiO2lnZc7G2A7HY20PfBEAVRGxSIlqKuGo0mNRrBDREFGWtDNNlSmCcODccATGOVAWDW/rqJlgyNfWmSmLSKjKoaM2/xbdUP3IHLVDt3O4QTgQBRECh2hcQ+3obTmU+sHhG1EP4QwNToj0pOaHYWFgheA/EiABEshmBHRWyNGXdmu3dTbKIgmiz0AkQwii7SKghZofOgjq9N5771l/gb4Hkf8g+nJv7bCmQLG2H+vRd6GtViXH9kn6zw3CocqeRSLUGSZHZ9ksIi8CN0FCuTYi+6HvxLEIIKLWFRZVUGeG7BxuEA5b0H+I0IuyuxEBQ7kGIiXiGpo6xYJSdenSxVE/MjuPG4TjVBggkqMrqkzZecHDFVUoLcoklhEFEYFKECgLx+lsnqMKpUU9VKXXDkHADfSVCFyFCMjof9HfIsoyhQRSI4ARfQoJZEsCiPyE0O3oHNABogNDhwJBI4rQuQi5jhDBCDuruboczRniaOAOHy/Nh+IghC3OgQ4D4XfVj8y3PaUvUMB0pNKiHuI4hLhFKF9XQr32999/byHicQ78Iaoj1kGSKmBYp7N+th+iLIZ6DURRRJ0RNl9H/+xlAB2L29nivBlhgOMoJEACJJDdCKjZmikWaFPRbuvslUXic6MKIjw8BtLQJ0HpuPzyy52vvvrKXvjRB7kChQ2pUnAO9FPol9AWpyauAoZQ6zrLZP0VFDb1E/YdEuq1EYod/YDb96CvhKICSaqAIVIg6oA0KFByQr0GFCP0rbiO5kqz8PC4nlqd+MqbUQbpUcBwMUQdRh3UdNHqjPQvOkPnKwcGKxHJ0t2OgUpwUF813z78QgJJCcRghT7UFBLItgR0dsjMJZCQOanA2VeVFQtkkXSb/zLM9DTUrpkR+q9P6Tv8tx5//HEzZUC0QjhFa2ebbNdQrw2/L5i24DyqBCY7T1or0rqGzp6ZOSZMS1zB/tohWsRGDbvrrrbP9DAIOJALJEACJJDNCMCEDe0//K9Sav9hUgjTQv+os0kR4fVty5YtFokX5u9pCUzTEfFQlQ8LogHfMv9gFP7HhnJtmOrDBB/JjOELnF5J6xowx4RZJvzBXIHfMvoc+JrBD82V9DBwj8noJ64NXzv/QFT+54KJpQ7iSgX15U5vX+x/Hn7PHgTS54mYPZiwltmMQNKoUP7Vd23s/del9N11xE1pW1rr3OhWKe0T6rU1KWZKh4e0Lq1r6Kirhd1FWGNEZoSCCcdwnREUHZFMdv6MMkh2Iq4gARIggSgngEh7FStWTLWW/lH/UtsJL/lp9SGpHYc2PDXlC8eEcm0ojVCSMippXUMtQsxfecGCBZbqBcGyEFykUaNGAcoXrp1RBhkpN5ThtBRihNtP655m5Jo8JnoJJB92j966smYkQALpIAAH8RYtWkjDhg1tlBajnGoCYw7kGen003Fp7koCJEACJJBNCfznP/+xAT9E4q1cubLNOMFCBXm1KCQQLQRoghgtd5L18AwBJNZEtMNTmbk6nZWFyQWiNKLMiMqV3hC+p7OsvBYJkAAJkEByAkiXAvNDRPJD9F8vCMwrEWkQURHdUPleKDfLSAKhEKACFgol7kMCJEACJEACJEACJEACJEACYSBAE8QwQOQpSIAESIAESIAESIAESIAESCAUAlTAQqHEfUiABEiABEiABEiABEiABEggDASogIUBIk9BAiRAAiRAAiRAAiRAAiRAAqEQoAIWCiXuQwIkQAIkQAIkQAIkQAIkQAJhIEAFLAwQeQoSIAESIAESIAESIAESIAESCIUAFbBQKHEfEiABEiABEiABEiABEiABEggDASpgYYDIU5AACZAACZAACZAACZAACZBAKASogIVCifuQAAmQAAmQAAmQAAmQAAmQQBgIUAELA0SeggRIgARIgARIgARIgARIgARCIUAFLBRK3IcESIAESIAESIAESIAESIAEwkCAClgYIPIUJEACJEACJEACJEACJEACJBAKASpgoVDiPiRAAiRAAiRAAiRAAiRAAiQQBgJUwMIAkacgARIgARIgARIgARIgARIggVAIUAELhRL3IQESIAESIAESIAESIAESIIEwEKACFgaIPAUJkAAJkAAJkAAJkAAJkAAJhEKAClgolLgPCZAACZAACZAACZAACZAACYSBABWwMEDkKUiABEiABEiABEiABEiABEggFAJUwEKhxH1IgARIgARIgARIgARIgARIIAwEqICFASJPQQIkQAIkQAIkQAIkQAIkQAKhEPgvYhxAeCxxQCgAAAAASUVORK5CYII=" width="100%" /></p>
 </div>
 </div>
 </div>
 <div id="unit-level-models" class="section level1">
 <h1>Unit Level Models</h1>
-<p>The nested error model, introduced by <span class="citation">Battese, Harter, and Fuller (1988)</span>, uses auxiliary data at the unit level.</p>
+<p>The nested error model, introduced by <span class="citation">Battese,
+Harter, and Fuller (1988)</span>, uses auxiliary data at the unit
+level.</p>
 <p><strong>Nested error model:</strong> <span class="math display">\[y_{dk}=\mathbf{x}_{dk}^T\boldsymbol\beta+u_d+\epsilon_{dk},\hspace{1em}u_d\sim_{ind}N(0,\sigma_u^2),\hspace{1em}\epsilon_{dk}\sim_{ind}N(0,\sigma_\epsilon^2)\]</span></p>
-<p>Here <span class="math inline">\(u_d\)</span> are area random effects and <span class="math inline">\(\epsilon_{dk}\)</span> are unit level errors.</p>
-<p>This model assumes there is <strong>no sample selection bias</strong>.</p>
-<p>The <code>sae</code> package conducts estimation of domain means by first estimating variance parameters <span class="math inline">\(\sigma^2_u\)</span> and <span class="math inline">\(\sigma^2_\epsilon\)</span>. Next, given known variance parameters, domain means <span class="math inline">\(\theta_d\)</span> are predicted by calculating the EBLUPs.</p>
-<p>The area fitted values are: <span class="math display">\[\widehat{y}_d^{\text{EBLUP}} = f_d \overline{y}_{dS} + (\overline{X}_d-f_d \overline{x}_{dS})\widehat{\beta} + (1-f_d)\widehat{u}_d,\]</span> where</p>
+<p>Here <span class="math inline">\(u_d\)</span> are area random effects
+and <span class="math inline">\(\epsilon_{dk}\)</span> are unit level
+errors.</p>
+<p>This model assumes there is <strong>no sample selection
+bias</strong>.</p>
+<p>The <code>sae</code> package conducts estimation of domain means by
+first estimating variance parameters <span class="math inline">\(\sigma^2_u\)</span> and <span class="math inline">\(\sigma^2_\epsilon\)</span>. Next, given known
+variance parameters, domain means <span class="math inline">\(\theta_d\)</span> are predicted by calculating the
+EBLUPs.</p>
+<p>The area fitted values are: <span class="math display">\[\widehat{y}_d^{\text{EBLUP}} = f_d
+\overline{y}_{dS} + (\overline{X}_d-f_d
+\overline{x}_{dS})\widehat{\beta} + (1-f_d)\widehat{u}_d,\]</span>
+where</p>
 <ul>
-<li><p><span class="math inline">\(f_d=n_d/N_d\)</span> is the domain sampling fraction.</p></li>
-<li><p><span class="math inline">\(\overline{y}_{dS}\)</span> is the mean response in the sampled units.</p></li>
-<li><p><span class="math inline">\(\overline{x}_{dS}\)</span> is the mean of the covariates in the sampled units.</p></li>
-<li><p><span class="math inline">\(\overline{X}_d\)</span> is the mean of the covariates in the population.</p></li>
-<li><p><span class="math inline">\(\widehat{u}_d\)</span> is the estimated random effect.</p></li>
+<li><p><span class="math inline">\(f_d=n_d/N_d\)</span> is the domain
+sampling fraction.</p></li>
+<li><p><span class="math inline">\(\overline{y}_{dS}\)</span> is the
+mean response in the sampled units.</p></li>
+<li><p><span class="math inline">\(\overline{x}_{dS}\)</span> is the
+mean of the covariates in the sampled units.</p></li>
+<li><p><span class="math inline">\(\overline{X}_d\)</span> is the mean
+of the covariates in the population.</p></li>
+<li><p><span class="math inline">\(\widehat{u}_d\)</span> is the
+estimated random effect.</p></li>
 </ul>
 <div id="corn-and-soy-production" class="section level2">
 <h2>Corn and Soy Production</h2>
-<p>The <code>cornsoybean</code> and <code>cornsoybeanmeans</code> datasets contain info on corn and soy beans production in 12 Iowa counties <span class="citation">Battese, Harter, and Fuller (1988)</span>. The objective here is use satellite imagery of the number of pixels assigned to corn and soy to estimate the hectares grown of corn.</p>
+<p>The <code>cornsoybean</code> and <code>cornsoybeanmeans</code>
+datasets contain info on corn and soy beans production in 12 Iowa
+counties <span class="citation">Battese, Harter, and Fuller
+(1988)</span>. The objective here is use satellite imagery of the number
+of pixels assigned to corn and soy to estimate the hectares grown of
+corn.</p>
 <ul>
 <li><code>SampSegments</code>: sample size.</li>
 <li><code>PopnSegments</code>: population size.</li>
-<li><code>MeanCornPixPerSeg</code>: county mean of the number of corn pixels (satellite imagery).</li>
-<li><code>MeanSoyBeansPixPerSeg</code> county mean of the number of soy beans (satellite imagery) pixels.</li>
+<li><code>MeanCornPixPerSeg</code>: county mean of the number of corn
+pixels (satellite imagery).</li>
+<li><code>MeanSoyBeansPixPerSeg</code> county mean of the number of soy
+beans (satellite imagery) pixels.</li>
 </ul>
-<p>The variables <code>MeanCornPixPerSeg</code> and <code>MeanSoyBeansPixPerSeg</code> provide the known county means of the auxiliary variables.</p>
+<p>The variables <code>MeanCornPixPerSeg</code> and
+<code>MeanSoyBeansPixPerSeg</code> provide the known county means of the
+auxiliary variables.</p>
 <p>We load the sample data:</p>
-<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;cornsoybean&quot;</span>)</span>
-<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(cornsoybean,<span class="at">n=</span><span class="dv">10</span>)</span></code></pre></div>
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;cornsoybean&quot;</span>)</span>
+<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a><span class="fu">head</span>(cornsoybean,<span class="at">n=</span><span class="dv">10</span>)</span></code></pre></div>
 <pre><code>##    County CornHec SoyBeansHec CornPix SoyBeansPix
 ## 1       1     166         8.1     374          55
 ## 2       2      96       106.0     209         218
@@ -818,15 +965,15 @@ <h2>Corn and Soy Production</h2>
 ## 9       6      93       105.3     206         218
 ## 10      6     150        76.5     316         221</code></pre>
 <p>Next, we load the population auxiliary information:</p>
-<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;cornsoybeanmeans&quot;</span>)</span>
-<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a>Xmean <span class="ot">&lt;-</span></span>
-<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">data.frame</span>(cornsoybeanmeans[, <span class="fu">c</span>(<span class="st">&quot;CountyIndex&quot;</span>,</span>
-<span id="cb21-4"><a href="#cb21-4" aria-hidden="true" tabindex="-1"></a>                                  <span class="st">&quot;MeanCornPixPerSeg&quot;</span>,</span>
-<span id="cb21-5"><a href="#cb21-5" aria-hidden="true" tabindex="-1"></a>                                  <span class="st">&quot;MeanSoyBeansPixPerSeg&quot;</span>)])</span>
-<span id="cb21-6"><a href="#cb21-6" aria-hidden="true" tabindex="-1"></a>Popn <span class="ot">&lt;-</span></span>
-<span id="cb21-7"><a href="#cb21-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">data.frame</span>(cornsoybeanmeans[, <span class="fu">c</span>(<span class="st">&quot;CountyIndex&quot;</span>,</span>
-<span id="cb21-8"><a href="#cb21-8" aria-hidden="true" tabindex="-1"></a>                                  <span class="st">&quot;PopnSegments&quot;</span>)])</span>
-<span id="cb21-9"><a href="#cb21-9" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(Xmean)</span></code></pre></div>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" tabindex="-1"></a><span class="fu">data</span>(<span class="st">&quot;cornsoybeanmeans&quot;</span>)</span>
+<span id="cb21-2"><a href="#cb21-2" tabindex="-1"></a>Xmean <span class="ot">&lt;-</span></span>
+<span id="cb21-3"><a href="#cb21-3" tabindex="-1"></a>  <span class="fu">data.frame</span>(cornsoybeanmeans[, <span class="fu">c</span>(<span class="st">&quot;CountyIndex&quot;</span>,</span>
+<span id="cb21-4"><a href="#cb21-4" tabindex="-1"></a>                                  <span class="st">&quot;MeanCornPixPerSeg&quot;</span>,</span>
+<span id="cb21-5"><a href="#cb21-5" tabindex="-1"></a>                                  <span class="st">&quot;MeanSoyBeansPixPerSeg&quot;</span>)])</span>
+<span id="cb21-6"><a href="#cb21-6" tabindex="-1"></a>Popn <span class="ot">&lt;-</span></span>
+<span id="cb21-7"><a href="#cb21-7" tabindex="-1"></a>  <span class="fu">data.frame</span>(cornsoybeanmeans[, <span class="fu">c</span>(<span class="st">&quot;CountyIndex&quot;</span>,</span>
+<span id="cb21-8"><a href="#cb21-8" tabindex="-1"></a>                                  <span class="st">&quot;PopnSegments&quot;</span>)])</span>
+<span id="cb21-9"><a href="#cb21-9" tabindex="-1"></a><span class="fu">head</span>(Xmean)</span></code></pre></div>
 <pre><code>##   CountyIndex MeanCornPixPerSeg MeanSoyBeansPixPerSeg
 ## 1           1               295                   190
 ## 2           2               300                   197
@@ -834,140 +981,176 @@ <h2>Corn and Soy Production</h2>
 ## 4           4               291                   220
 ## 5           5               318                   188
 ## 6           6               257                   247</code></pre>
-<p>The <code>sae::pbmseBHF</code> function obtains EBLUPs under the nested error model and then uses a parametric bootstrap approach to estimate MSEs.</p>
-<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a>cornsoybean <span class="ot">&lt;-</span> cornsoybean[<span class="sc">-</span><span class="dv">33</span>, ] <span class="co"># remove outlier</span></span>
-<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a>sae.bhf <span class="ot">&lt;-</span> </span>
-<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">pbmseBHF</span>(CornHec <span class="sc">~</span> CornPix <span class="sc">+</span> SoyBeansPix,</span>
-<span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a>           <span class="at">dom =</span> County, <span class="at">meanxpop =</span> Xmean,</span>
-<span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a>           <span class="at">popnsize =</span> Popn, <span class="at">B =</span> <span class="dv">200</span>, </span>
-<span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a>           <span class="at">data =</span> cornsoybean)</span></code></pre></div>
-<p><code>SUMMER::smoothSurvey</code> provides the ability to fit unit level models with unit level covariates for Gaussian response variables. Below we use the <code>is.unit</code> argument to specify a unit level model and then provide the column names of the unit level covariates in <code>X.unit</code>. Finally, the <code>X</code> argument provides the area level means of each covariate for use when generating predictions. Note that in order to align the <code>SUMMER</code> estimates with those from the <code>sae</code> package, we specify a relatively flat prior on the variance of the area-specific random effect (<code>pc.u = 100, pc.alpha = 0.01</code> specifies a penalized complexity prior such that <span class="math inline">\(P(\sigma_u &gt; 100)=0.01\)</span> where <span class="math inline">\(\sigma_u\)</span> is the standard deviation of the area-specific random effects).</p>
-<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a>cornsoybean<span class="sc">$</span>id <span class="ot">&lt;-</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">dim</span>(cornsoybean)[<span class="dv">1</span>]</span>
-<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a>Xsummer <span class="ot">&lt;-</span> Xmean</span>
-<span id="cb24-3"><a href="#cb24-3" aria-hidden="true" tabindex="-1"></a><span class="fu">colnames</span>(Xsummer) <span class="ot">=</span> <span class="fu">c</span>(<span class="st">&quot;County&quot;</span>, <span class="st">&quot;CornPix&quot;</span>, <span class="st">&quot;SoyBeansPix&quot;</span>)</span>
-<span id="cb24-4"><a href="#cb24-4" aria-hidden="true" tabindex="-1"></a>des0 <span class="ot">&lt;-</span> <span class="fu">svydesign</span>(<span class="at">ids =</span> <span class="sc">~</span><span class="dv">1</span>, <span class="at">data =</span> cornsoybean)</span>
-<span id="cb24-5"><a href="#cb24-5" aria-hidden="true" tabindex="-1"></a>summer.bhf.unit <span class="ot">&lt;-</span> <span class="fu">smoothUnit</span>(<span class="at">formula =</span> CornHec <span class="sc">~</span> CornPix <span class="sc">+</span> SoyBeansPix,</span>
-<span id="cb24-6"><a href="#cb24-6" aria-hidden="true" tabindex="-1"></a>                              <span class="at">family =</span> <span class="st">&quot;gaussian&quot;</span>,</span>
-<span id="cb24-7"><a href="#cb24-7" aria-hidden="true" tabindex="-1"></a>                              <span class="at">domain =</span> <span class="sc">~</span>County,</span>
-<span id="cb24-8"><a href="#cb24-8" aria-hidden="true" tabindex="-1"></a>                              <span class="at">design =</span> des0, <span class="at">X.pop =</span> Xsummer,</span>
-<span id="cb24-9"><a href="#cb24-9" aria-hidden="true" tabindex="-1"></a>                              <span class="at">pc.u =</span> <span class="dv">1000</span>, <span class="at">pc.alpha =</span> <span class="fl">0.01</span>, <span class="at">CI =</span> <span class="fl">0.95</span>)</span></code></pre></div>
-<p>Below, we plot comparisons of the <code>sae</code> and <code>SUMMER</code> results.</p>
-<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
-<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a>range1 <span class="ot">&lt;-</span> <span class="fu">range</span>(<span class="fu">c</span>(sae.bhf<span class="sc">$</span>est<span class="sc">$</span>eblup<span class="sc">$</span>eblup,summer.bhf.unit<span class="sc">$</span>median))</span>
-<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(sae.bhf<span class="sc">$</span>est<span class="sc">$</span>eblup<span class="sc">$</span>eblup,summer.bhf.unit<span class="sc">$</span>model.est<span class="sc">$</span>median,  </span>
-<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
-<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER unit-level model package&quot;</span>,</span>
-<span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>,</span>
-<span id="cb25-7"><a href="#cb25-7" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlim=</span>range1,<span class="at">ylim=</span>range1)</span>
-<span id="cb25-8"><a href="#cb25-8" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>)</span>
-<span id="cb25-9"><a href="#cb25-9" aria-hidden="true" tabindex="-1"></a>range2 <span class="ot">&lt;-</span> <span class="fu">range</span>(<span class="fu">c</span>(sae.bhf<span class="sc">$</span>mse<span class="sc">$</span>mse, summer.bhf.unit<span class="sc">$</span>var))</span>
-<span id="cb25-10"><a href="#cb25-10" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(sae.bhf<span class="sc">$</span>mse<span class="sc">$</span>mse, summer.bhf.unit<span class="sc">$</span>model.est<span class="sc">$</span>var,  </span>
-<span id="cb25-11"><a href="#cb25-11" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package mse&quot;</span>,</span>
-<span id="cb25-12"><a href="#cb25-12" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER unit-level model package model variance&quot;</span>,</span>
-<span id="cb25-13"><a href="#cb25-13" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of mse/variance&quot;</span>,</span>
-<span id="cb25-14"><a href="#cb25-14" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlim=</span>range2,<span class="at">ylim=</span>range2)</span>
-<span id="cb25-15"><a href="#cb25-15" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>)</span></code></pre></div>
-<p><img 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" width="100%" /></p>
+<p>The <code>sae::pbmseBHF</code> function obtains EBLUPs under the
+nested error model and then uses a parametric bootstrap approach to
+estimate MSEs.</p>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a>cornsoybean <span class="ot">&lt;-</span> cornsoybean[<span class="sc">-</span><span class="dv">33</span>, ] <span class="co"># remove outlier</span></span>
+<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a>sae.bhf <span class="ot">&lt;-</span> </span>
+<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a>  <span class="fu">pbmseBHF</span>(CornHec <span class="sc">~</span> CornPix <span class="sc">+</span> SoyBeansPix,</span>
+<span id="cb23-4"><a href="#cb23-4" tabindex="-1"></a>           <span class="at">dom =</span> County, <span class="at">meanxpop =</span> Xmean,</span>
+<span id="cb23-5"><a href="#cb23-5" tabindex="-1"></a>           <span class="at">popnsize =</span> Popn, <span class="at">B =</span> <span class="dv">200</span>, </span>
+<span id="cb23-6"><a href="#cb23-6" tabindex="-1"></a>           <span class="at">data =</span> cornsoybean)</span></code></pre></div>
+<p><code>SUMMER::smoothSurvey</code> provides the ability to fit unit
+level models with unit level covariates for Gaussian response variables.
+Below we use the <code>is.unit</code> argument to specify a unit level
+model and then provide the column names of the unit level covariates in
+<code>X.unit</code>. Finally, the <code>X</code> argument provides the
+area level means of each covariate for use when generating predictions.
+Note that in order to align the <code>SUMMER</code> estimates with those
+from the <code>sae</code> package, we specify a relatively flat prior on
+the variance of the area-specific random effect
+(<code>pc.u = 100, pc.alpha = 0.01</code> specifies a penalized
+complexity prior such that <span class="math inline">\(P(\sigma_u &gt;
+100)=0.01\)</span> where <span class="math inline">\(\sigma_u\)</span>
+is the standard deviation of the area-specific random effects).</p>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a>cornsoybean<span class="sc">$</span>id <span class="ot">&lt;-</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">dim</span>(cornsoybean)[<span class="dv">1</span>]</span>
+<span id="cb24-2"><a href="#cb24-2" tabindex="-1"></a>Xsummer <span class="ot">&lt;-</span> Xmean</span>
+<span id="cb24-3"><a href="#cb24-3" tabindex="-1"></a><span class="fu">colnames</span>(Xsummer) <span class="ot">=</span> <span class="fu">c</span>(<span class="st">&quot;County&quot;</span>, <span class="st">&quot;CornPix&quot;</span>, <span class="st">&quot;SoyBeansPix&quot;</span>)</span>
+<span id="cb24-4"><a href="#cb24-4" tabindex="-1"></a>des0 <span class="ot">&lt;-</span> <span class="fu">svydesign</span>(<span class="at">ids =</span> <span class="sc">~</span><span class="dv">1</span>, <span class="at">data =</span> cornsoybean)</span>
+<span id="cb24-5"><a href="#cb24-5" tabindex="-1"></a>summer.bhf.unit <span class="ot">&lt;-</span> <span class="fu">smoothUnit</span>(<span class="at">formula =</span> CornHec <span class="sc">~</span> CornPix <span class="sc">+</span> SoyBeansPix,</span>
+<span id="cb24-6"><a href="#cb24-6" tabindex="-1"></a>                              <span class="at">family =</span> <span class="st">&quot;gaussian&quot;</span>,</span>
+<span id="cb24-7"><a href="#cb24-7" tabindex="-1"></a>                              <span class="at">domain =</span> <span class="sc">~</span>County,</span>
+<span id="cb24-8"><a href="#cb24-8" tabindex="-1"></a>                              <span class="at">design =</span> des0, <span class="at">X.pop =</span> Xsummer,</span>
+<span id="cb24-9"><a href="#cb24-9" tabindex="-1"></a>                              <span class="at">pc.u =</span> <span class="dv">1000</span>, <span class="at">pc.alpha =</span> <span class="fl">0.01</span>, <span class="at">level =</span> <span class="fl">0.95</span>)</span></code></pre></div>
+<p>Below, we plot comparisons of the <code>sae</code> and
+<code>SUMMER</code> results.</p>
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
+<span id="cb25-2"><a href="#cb25-2" tabindex="-1"></a>range1 <span class="ot">&lt;-</span> <span class="fu">range</span>(<span class="fu">c</span>(sae.bhf<span class="sc">$</span>est<span class="sc">$</span>eblup<span class="sc">$</span>eblup,summer.bhf.unit<span class="sc">$</span>median))</span>
+<span id="cb25-3"><a href="#cb25-3" tabindex="-1"></a><span class="fu">plot</span>(sae.bhf<span class="sc">$</span>est<span class="sc">$</span>eblup<span class="sc">$</span>eblup,summer.bhf.unit<span class="sc">$</span>iid.model.est<span class="sc">$</span>median,  </span>
+<span id="cb25-4"><a href="#cb25-4" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package&quot;</span>,</span>
+<span id="cb25-5"><a href="#cb25-5" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER unit-level model package&quot;</span>,</span>
+<span id="cb25-6"><a href="#cb25-6" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>,</span>
+<span id="cb25-7"><a href="#cb25-7" tabindex="-1"></a>     <span class="at">xlim=</span>range1,<span class="at">ylim=</span>range1)</span>
+<span id="cb25-8"><a href="#cb25-8" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>)</span>
+<span id="cb25-9"><a href="#cb25-9" tabindex="-1"></a>range2 <span class="ot">&lt;-</span> <span class="fu">range</span>(<span class="fu">c</span>(sae.bhf<span class="sc">$</span>mse<span class="sc">$</span>mse, summer.bhf.unit<span class="sc">$</span>var))</span>
+<span id="cb25-10"><a href="#cb25-10" tabindex="-1"></a><span class="fu">plot</span>(sae.bhf<span class="sc">$</span>mse<span class="sc">$</span>mse, summer.bhf.unit<span class="sc">$</span>iid.model.est<span class="sc">$</span>var,  </span>
+<span id="cb25-11"><a href="#cb25-11" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;sae package mse&quot;</span>,</span>
+<span id="cb25-12"><a href="#cb25-12" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;SUMMER unit-level model package model variance&quot;</span>,</span>
+<span id="cb25-13"><a href="#cb25-13" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Estimates of mse/variance&quot;</span>,</span>
+<span id="cb25-14"><a href="#cb25-14" tabindex="-1"></a>     <span class="at">xlim=</span>range2,<span class="at">ylim=</span>range2)</span>
+<span id="cb25-15"><a href="#cb25-15" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>)</span></code></pre></div>
+<p><img 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518li1evFgnGj3rYW5jksvQeFH2hp2Uzzob2i/uvvHeCMQ7gN3+Rtl2ueHa0aNHa3sGDhyIXZfhUEz3MfZjTDLTggUL3O027Nz1sN0xCxcn9r6Q0HuL3feeX3/91V03wzGabmNMM9850I/9+vUzm6IT1Rgzzf7FZLi5jbHviy++cF+LcRCTy+Z5z/H7vvvuc1/HDf8IUADzjxev/h+B7t27u/8ZzX9KfOOfHbM8mKnyTObDF9e8+uqr+lAzVPLiCGH/93//p6spmBE0V2cwG2Mmw8OSCl2G4a8LM1EQFLBKYZYPARApoQeZr4HWzNvze/Xq1S5DB1tXWMwXcGPJ3WWoYmhZmAEzk/lARR1q1KihQhVWwrAqOGfOHHfdsJqH2SfMUpksKlWqZGbj8qdM900eG3bL+vPPP911+vDDD905zJo1y2Wo/egs2cGDB3VWa//+/e5rDd10F/YNg2u9xxdLTwEMA5e5mmaoprrzwQonGGAV8ZFHHnEfx4oZkl0OeFnz/A0uW7ZM80UedlngWqy+ou9QX/yekDBzWqdOHZehVuMy1KD0GP+QAAkEl4CnAGY+03194/8eye6zDNcm9rwI9bMMz5uEnrVOPsvwvDZfwjHGGR6EVYvl7bffdhnmBvqcLF68uE6WQbtl8uTJ7uc3xhLc76kdAu6eyRz30KdJeQfwp7/94YY6YoUU9cLqH9IHH3zgbtvSpUv1GP5A0wXXYTLRbKvdMQv3J/a+kNB7i933Hk8BDO9PpjCMsRXCM+qNiW4zYZUZxyBYof8wCQptFHPlE+9AGBOh4WJOkGMCHe9neL8xhVbk8dVXX5nZ8tsPAhTA/IDFS+MSwGwYVPLwMMI/oefnjjvucL+A4y7z4Yt/bs8ZJfyT4z7MuGAgMhMe9DjuKaSY5yB8IWFQNQyr3eUa3vD0eEIPMl8Drd6QwB+zHMM7l8uwZ3NVrFhRy0IbzOT5QN28ebN5WL8ffvhhvR4POMNDlPucp9C4Z88e93Fs2Ckzzg3/27FblqG/7Z7JQjuwmvfJJ5+4DDs3X9m62RoeLeOc98XSUwB755133Nd7DoaeKh2eK6mY5fNMdjhgEDd/c3iBMZNdFrgeQr+ZB35rQ4cO1b421SrNPPlNAiQQXAKeAhheIDE77+uD/1kkf59lCT0vwuFZhvaYzyHPZ62Tz7KPP/7YXYdRo0ahSu6EccKsn6lm6Lka5Lla4r7JayO57wD+9Lc/3FBNw1mYjouYaEVCWabQafbHqVOn3Grvhv2zXuf5x86Yldj7QkLvLWYZZv4Jvfd4CmDt27c3b9Nv05wCGilIeAczhW1MrnomaOZgQtM0IYF6pdn35uQHrocQZpqMtGvXzjMLbtskQCccxi+LKWkEatWqJfgY/8xizIqIMVMkY8eOFcRzMR4GYsygiaGHHCdzY6UhjnMD06kFvCUaesjuaw09aN2Ga2LPZLyoq6Gq8ZBQo1HPc8Zv3nM3WdvGQ07drhsqGWKovIhnPXyVY7wwaBw0z0INoUB3jVVBMVT73KeMmSb3NgxfTY9H/pbpzsTY8Kcs4yEqxuyVwGAY4QLwMQRggUfLQYMGuT0xeebv77ahVui+xexjHPA03DX7GMc9+SaHA/Lyh4WxAiaGqpOcPHlSDDsA/QwZMkQMFVnp0KGD/n5hHM1EAiTgHIFWrVrJ3LlzEy3QmEASPstEx0GMIcl9lq1atcrN27DfdW9jA/sYJ5AQ8sOwf9LtpPxJ6juAP/3tzxhg2LYJXOgbE6xiCPzaJJSF5/+kSZPU4zPGSkNLRN3U44Knn346TtP9HbN8vS/EydBrx9/3HsMuPk4OZrvMcRbvHcaEt16DOK6eCd6rPZPJEscMQVu9XZvnjVVA3UR+TP4ToADmP7OYvsNQM1AhC54BjVkVMZxqqNcceA7CB+5oEQsEQhke6N4CmDHrEocfXvyR8MJrlZ5//nmZMGGCXmY4TRDDAFSDQOM4EgSdQKRdu3aJMVOlnhbhFQnbeChBGDNmhnyWA4+QeKh6JvPhZKyACc6bCdume35wQkpKmWZ++PanLMO2QPsOgwu8WOKhDKHSsEXQgRYvPoZ6gmf2fm979rPZx8jEqp+TywFl+MPCWKnVyQN4XEO7jVlIZKEu9nFs7dq1et67b/Ui/iEBEggpAT7LRMdadEJyn2WeE2UYszyT5zPc83hStj3HBtxv5m01NuBau/3tzxiAZzySt/t5hNLBGIkJU3gnRPgdJMQJM1TydBt/kjJm+XpfcGfotZGU9x5vxt79aagWuksxhTL3Aa8NkyUOw1Oy57uMyQFeFpn8JxD3jdH/+3lHjBEwHBSIoUInhoqWupvHLBGOmclYuteXeexDeLGbzIdwQtdjhskUvp566ikx9M/10h07drhvCZQAhvbBzT1W5Hbv3i2ISYMEgRLJVzm+2gpB1Fi+V1Zw3Q/X5khgBLf2ngNeUsrUzP73x5+yIPQZjjfEUCHRtsD9LuK3GXrvmpvhpTKeAOZr1c+zfLvbVv2cVA6e9fOHBeqNlbhnn31WDNs9OXTokGB11VDBEcyMIrA4+hC8mEiABMKLQFKeZWiB5/MiqS2KtmcZBAvDFkhxQODA6qKZDBsfczNoz0IrnqiA3f72ZwzAJCSStwCGFTHDGYxOwBnOwHSCEtdhpdEzJWXM8vW+4JmnuZ3U9x4rloUKFdL3GwhfeMfxTBgHoQ1SpkwZ6dOnT5zg2ggzhLHRTHhPCmYYILOcaP0OzJJBtNJhu+IRwFK24V1IjyMWBAIHGrrjqpaAF3jDYFQDMeMC/LMGKiHoo5kM16rmpkyZMsW9bTi5cG8nZ8MsC7NGhn2bZmU4jpCVK1fqNmKceSfvGSacN9U4IKwaNlG60oSZJxzHLBJi3UAYQ0pKmXrj//7YLQsqBBD8EFjZsHfSGG6GS2F5/fXX3QKzp0ANQRHJMIBWlQUz+PL/ig34lz8czLqhEognYzh+0frYZYGLMchCMMY3VnUxcGPms2nTppoX/pi/AfcBbpAACQSVAF48MUGU0Af/70l9lqHins+LYDXEn2cZ6mA+zzyftU4+y2rWrOmeXISKOjQCoHpnhIcRw75XMWGVzVtQCRY/73z96W9/uGEFDAILzCm8E8YCJGiHIBne/8Swd9Jt84+//Yz7fL0vmPl5fpt541gg33swiWyqkRqOxjSI9rlz51TYNELoyOeffy6ffvqpvqcYHiE1FhzqgMlZTEgi4T7DKYdOwJuT43qCf+wTMGaCmEjALwLwXmioC7gNM41fW7xteAQ0Xtbd+ZoGuIiB5Zng+AD3Ix6UZzLdwJpee5CX6frUeFi64I7WmMXRe7GPPBCTAslQI3PXJylxwBA/w2wTjHPhztYYHN3uynHO9AZoGtXC7bp3MmaX1LOgmRdcwnq6ZYeXKTP5U6Z5j+e33bIMdQJ1O2/WCQyNgcftJcmYmXN5unk2BDU3C3A2eVoZrs+fP99dPU83usaD3X3c04jbWIHT4/5wQDw5sx2omzGoqBMTuyxQoDHIuPsVbQcLQwhz52vYorjryw0SIIHgETCELvf/nfl/ndA3vLb6+yxL6HkRDs8yUPX1rHX6WYbnoSEcuPvBcxuxouDxz0yez29DODIPJ/id3HcAf/rbLjfELcVvzPv9w2wEPBfDEYz5O0QcU+/kz5iV2PuCr/cWf957PJ1wwJmUZ4JnarQBIVbMhOsRzsdsm2dfYzz1HKvx/+Z5Hs7TMN7iXmwbk9Jmtvz2gwC9IPoBi5f+fwJwJQ7vQIZtjPsfGP+McF9r6Cy78AD0TMl9+CIvuIOFu3DzgYH4UQj+a8b7gOdEJF8PMhz3NdDiuHeCN0ZDtdJdDh48aCvKMsuGBz+kxB6oOI8HEzxFwuMg7sVDCzFu4KreM/lTpud9ntt2yzIcTrgMW704IQBQNwi9iIvlmfAQNlbMtO54KBsqCXraF0tPL4hJFcD84YD2QhA3+wSMTW+OdlmgMWgjBhEzH3wbOvSu3r17qzcsTx7cJgESCA4BfwUw1MKfZ1lCz4tweJahLQk9a51+luHZjQlUTEjhWYjxz1gdcxmqaqimOzktgKFgf/vbauyFYIE2Giro7nZ5b3iGUTFMHrxPq/fmQLwvJPTeYve9x18BDA2Bh0P0LcZ2c/zDpCy4eCd4RkR8MfNaBHmGt0Xv34X3fdxPmEAKnDLAM5FAkghAvQ4ecKCaZghAbi9CScrMxk0oz4hTpfrLxoPCxh1JvwRtgqoK2uVpr5WUHPFvBjVGqPeZtmC+8glEmXbLghcktA9GxkaMszi2fJ51gxEuvFqCt+lNyfN8MLb94QDHMIaLXrXVMwaHONWxywI3wRMW1H/QR/DiSMcbcVByhwTCloDdZxkakNjzIhgN9OdZltiz1ulnGZjiuQ8b6OSOf4Hm6k9/J8YN7y74PUD1HN4Zk5P86Wd/ywn2e48h5Gtfw+MvHGp4j6Oe9YVaKt4bSpYs6VZZ9TzPbfsEKIDZZ8UrSYAESIAEIpQAXjIwCQIPqrC38Qx7EaFNYrVJgARIgAQilACdcERox7HaJEACJEAC1gQwW4uwCnB8Y9igihH8XPr37y8vvviirv5a58ArSIAESIAESCCwBCiABZYncyMBEiABEggTAlBNhadWeBOD+2TEsUGCxzN4UO3Vq1eY1JTVIAESIAESiCUCjAMWS73NtpIACZBADBEwnMoIXJpDAIML6SFDhmjrW7durfaMhpG+xoRKzOYhhnCxqSRAAiRAAg4R4AqYQ6BZDAmQAAmQgLME9u/frwFFIXx5pypVqmjsN8P7mPcp7pMACZAACZBAUAlQAAsqXmZOAiRAAiQQKgLwbrZ+/Xox3FfHqwKCisLTZf78+eOd4wESIAESIAESCCYBqiAGky7zJgESIAESCBmBevXqaUiBJk2aiBHDTm7evClYFTOCg8vEiRPFiN8jRryjkNWPBZMACZAACcQmAbqhj81+Z6tJgARIICYI7Ny5U4xgu7J9+/Y47W3VqpVMnTo1wfh3cS7mDgmQAAmQAAkEkAAFsADCZFYkQAIkQALhRwArX1u3btXVL6x4lSlTRkqXLh1+FWWNSIAESIAEYoIAbcBiopvZSBIgARKITQIul0tg75U9e3ZVOURMsHHjxsnevXtjEwhbTQIkQAIkEHICFMBC3gWsAAmQAAmQQLAINGzYUFUQjx8/rkVAIPvxxx+lbNmyMnr06GAVy3xJgARIgARIIEECVEFMEA1PkAAJkAAJRDIBONyAoPXTTz9JiRIl4jRl7NixMnDgQDl79iwdccQhwx0SIAESIIFgE+AKWLAJM38SIAESIIGQEFi+fLlUrlw5nvCFynTs2FGuXLkiR44cCUndWCgJkAAJkEDsEqAAFrt9z5aTAAmQQFQTKFWqlGzatEl+//33eO1ctGiRpEqVinHA4pHhARIgARIggWAToApisAkzfxIgARIggZAQuHbtmhQvXlyKFSsmgwcP1pUwHNu8ebP0799f7r33Xpk9e3ZI6sZCSYAESIAEYpcABbDY7Xu2nARIgASingBWv5o2bap2YJ6NhTfESZMmSdasWT0Pc5sESIAESIAEgk6AAljQEbMAEiABEiCBUBM4evSo7NixQ9UOoZpYpEiRUFeJ5ZMACZAACcQoAQpgMdrxbDYJkAAJkAAJkAAJkAAJkIDzBFI7XyRLJAESIAESIAFnCGzYsEHjfWEF7O+//45X6JYtW+Id4wESIAESIAESCCYBCmDBpMu8SYAESIAEQkYA9l+NGjWSLFmySPXq1SVz5swhqwsLJgESIAESIAGTAAUwkwS/SYAESIAEoooA4oClTJlSdu7cSWcbUdWzbAwJkAAJRDYBxgGL7P5j7UmABEiABBIg4HK5pECBAhS+EuDDwyRAAiRAAqEhQAEsNNxZKgmQAAmQQJAJ1K1bVw4ePCi7d+8OcknMngRIgARIgATsE6AKon1WvJIESIAESCCCCKRLl046dOgg9913nzz88MO6GpYqVao4LejXr1+cfe6QAAmQAAmQQLAJ0A19sAkzfxIgARIggZAQWLp0qbRr1y7Rss+fP5/oeZ4kARIgARIggUAToAAWaKLMjwRIgARIgARIgARIgARIgAQSIEAbsATA8DAJkAAJkEB0Ezh79mx0N5CtIwESIAESCEsCtAELy25hpUiABEiABAJB4LvvvpPx48fLqVOn5MaNG5olvq9cuSL79u2T69evB6IY5kECJEACJEACtglwBcw2Kl5IAiRAAiQQSQQQiLlFixayYcMGueWWWzQeWJ48eeTcuXOya9cuGT58eCQ1h3UlARIgARKIEgJcAYuSjmQzSIAESIAE4hJYt26d3Lx5Uw4cOKCrXzlz5pTp06dLhgwZ5LnnnlMX9XHv4B4JkAAJkAAJBJ8ABbAkMh47dqx88MEHkiVLliTmwNtIgARIIDwJIIAx3LXDi2CmTJnCs5I2anXs2DGpVq2aZMyYUa/OmzevbNy4Ue6//34ZMmSIFC5cWEaNGqWrYzayi5pLOH5FTVeyISRAAl4EImX8ogDm1XF2dz/99FMZPXo0BTC7wHgdCZBARBC4fPmy9O3bV/bs2aMrROXKlYuIevuqZJEiReTQoUPuU6VKlZL169erAJY1a1Y9fvToUcF1sZQ4fsVSb7OtJBA7BCJp/KIAlsTfZerUqSVz5sxyzz33JDEH3kYCJEACzhC4dOmSbNmyRf755x+pWLGiZM+e3WfBsI1q1KiRVK9eXTCLGOkJ7UCbOnfurCtd2IcKYqtWrWTBggUClUSsgsVa4vgVaz3O9pJA9BOItPGLTjii/zfJFpIACcQwgXnz5knBggXllVdekbffflty5Mjh0/nEmTNndGUIQgrUq6MhweHGRx99JEuWLJHjx4+r3RdswrCqN3ToUOnataukSJEiGprKNpAACZBAzBKIxPGLK2Ax+3Nlw0mABKKdAJxQtG3bVrZt2yYVKlTQ5kIQgS0UBI8BAwbosb/++kvq1asnzZs39ymcRTIntL9ly5Zq0wa7NrBYtmyZVKpUSYoWLRrJTWPdSYAESCDmCUTq+EUBLOZ/ugRAAiQQjQSgQti7d2+ZNWuWW/hCO7Eq9Ntvv6kqYo8ePeT8+fNSt25d6dChgwwePDjiUWzatElWrFghTz/9tKofzp0712eb4BkRyRRCfV7EgyRAAiRAAmFLAI6WInX8ogAWtj8rVowESIAEkk4AqnY7d+6Udu3axcsEKokQxOCQ4tlnn1VVvH79+sW7LhIPQACDquWDDz4ohw8f1u3E2kEBLDE6PEcCJEAC4UkAcR7r1KkTseMXBbDw/F2xViRAAiSQLAJQMbz11lvlwoULYnr888zw5MmT6pyif//+gpWwaEkvvPCC4INUsmRJOXv2bLQ0je0gARIgARIwCMC7LVa++vTpE7HjF51w8KdMAiRAAlFIAAIYBqhevXrFa13Pnj0FevODBg2K2MErXqN8HIBXrNmzZ8v169d9nOUhEiABEiCBSCOwf/9+qV27tgwcODCixy+ugEXaL4/1JQESIAEbBCCATZ48WV2t7927V2bMmCFp06aV9957TxCIF9/dunWzkVPkXvL1119Lx44dBaoqBQoUiNyGsOYkQAIkQAIan7J+/foybNgw1eCIZCQUwCK591h3EiABEkiEAFzOX7lyRbp3767xvRAPDCqJ77zzjjroSOTWqDiF9iPB0QgFsKjoUjaCBEggRgn8+OOPOo5h8vCRRx6JeAoUwCK+C9kAEiABEkiYAOzApkyZIlu3bpUmTZroSljr1q0TviGKzpQvX169O0JdBU45ihUrpquAnk2EDQETCZAACZBA+BIwx68JEyZItIxfFMDC9/fGmpEACZBAQAj88MMPGuNr6tSp0qxZs4DkGQmZbN++XRYsWKBVhS2Yr0QBzBcVHiMBEiCB8CAQreMXBbDw+H2xFiRAAiTgFwG4mYcq4eLFi1XF7s4775SXX35Z8O2Z1qxZIw899JDGA2vQoIHnqajfbtSokVy+fDnq28kGkgAJkEA0Eojm8YsCWDT+YtkmEiCBqCdw3333ydGjR1W9MFeuXIKAw2XKlBHMFlarVk3b/91330n79u1l3rx5Gi8l6qH42UC4qPflot/PbHg5CZAACZBAgAlE+/hFASzAPxhmRwIkQALBJoBAw+vWrROXy+Uu6q677pLq1aurkfLBgwfl+++/Vy9RX331ldSoUcN9XaxtYBAfP368nDp1Sm7cuKHNxzeck+zbt48u6mPtB8H2kgAJhD0BaHZ07txZonn8YhywsP8ZsoIkQAIkEJcABqfly5fHPWjsNW7cWKpWrSojR46ULl26yKJFi2Ja+IL7+RYtWsiGDRvklltukZ07d0qePHkE8cF27dolw4cPj8eQB0iABEiABEJHAHa7sTB+cQUsdL8xlkwCJEACSSIAAQJqh74SVnbGjRsnq1atkgoVKvi6JGaOYZUQtnIHDhzQ1a+cOXPK9OnTJUOGDPLcc88JVgqZSIAESIAEwoPAnDlzpGfPnrJkyZKoH7+4AhYevznWggRIgARsE4Ct17fffhvv+k8++URVEz/++OOoH7ziNd7HgWPHjqk9XMaMGSVLliySN29e2bhxoyBI9ZAhQzRQ9T///OPjTh4iARIgARJwkgAmx3r37i1QG4+FyUMKYE7+ulgWCZAACQSAQN++fQWfhQsXunObPHmy6swj4HC0xElxNy6JG0WKFJFDhw657y5VqpSsX79e903nG3BkwkQCJEACJBA6AohVOWjQIFm5cqWULVs2dBVxsGSqIDoIm0WRAAmQQCAIVKpUSbZt2yYVK1aUevXqycWLF3UfnhExe8j0XwJwSgJ1TRhzjxo1Sp2UYJa1VatWGh8MKomFCxcmLhIgARIggRARgJMkOJaC2nyxYsVCVAvni+UKmPPMWSIJkAAJJJsAVDTOnDmjAsThw4d1NQyzh6lTc17NhAuHGx999JHaExw/flztvmATVq5cORk6dKh07dpV1RHN6/lNAiRAAiTgHAE4jMIH9rqxJHyBMEdq535nLIkESIAEAkrggw8+kLVr18r27dslf/78Ac07WjJr27attGzZUlKlSqUfrBwuW7ZMsIpYtGjRaGkm20ECJEACEUVg2LBhMm3aNB3DYnH8ogAWUT9XVpYESIAE/kvglVdekS+++EIHr9y5cxOLDwKIhfbNN99Ip06d3LOrt912m0AoYyIBEiABEggNAY5fIlRBDM1vj6WSAAmQQJIJ9OvXT1UO16xZIxS+EsaI2F+TJk2S4sWLS506dXS29fLlywnfwDMkQAIkQAJBJcDx6794KYAF9WfGzEmABEggcARcLpf06NFDVqxYod6icuTIEbjMozCnypUryx9//CFff/215MuXT7p166aBmJ944gldOYzCJrNJJEACJBCWBDh+xe0WCmBxeXCPBEiABMKSAAavZ599VjZv3qwCmOlGPSwrG0aVgu1X48aNZdasWXLixAkZO3as/Pnnn3L//ffrylgYVZVVIQESIIGoJMDxK363+mUDBtWNAwcOqOEyVDvSpk0bP0ceIQESIAESCCgBeO7Dqg1iWsHNfIYMGQKaf6xkhqDLf//9t9y4cUPwQsAxLFZ6nu0kARIIFQGOX77J21oBQ6DKNm3aSMaMGdV97549e6R///7y4osvypUrV3znzKMkQAIkQALJJvDvv//Ko48+KngOL1myhMKXn0SvXbsm8+bN09hfefPmlQEDBsgdd9yhAZl37drlZ26BvRxC4MmTJzWcQGBzZm4kQAIkEHoCHL8S7gNLAQyzhS1atJB9+/ZpIMv06dNrbrVq1RJEru7Vq1fCufMMCZAACZBAkglgxebhhx+W8+fPqx3TrbfemuS8YvHGH374QW2+2rVrJ9DgmDp1qhw7dkzgvr9q1aohQQKbNExgIgB0mjRpJFeuXJI9e3bJkiWLTnD27dtXLl26FJK6sVASIAESCBQBjl+Jk7RUQYS6CwYMCGAYIIYMGaI5tm7dWjJnzqzufTGLlyJFisRL4lkSIAESIAHbBK5fvy54zkLd+8svv9Rv2zfzQjeBPn36SOfOnaVgwYLuY6Ha+O2336RmzZo6XsIVPuKQZcuWTfcRVBsqplitQ3iB5cuXu13nh6q+LJcESIAEkkKA45c1NUsBbP/+/VKmTBkVvryzq1Klis4mHj58WIoUKeJ92pF9CH+nTp3SAJsYyJhIgARIINIJXL16VYMHw9HGzJkzJXVqy0d1pDc5KPW/5557BJ9wSe+8846ufGFiMyH7MwQnhdOQ6dOny9ChQ8Ol6qwHCZAACdgiwPHLFibrOGAQrNavX6966t5ZfvbZZ/pi4HQEa6pwePcE90mABKKFANTP8AKeJ08emT17NoWvaOlYox07duyQxx9/PEHhC03FiidW7GDvx0QCJEACkUSA45f93rKcVq1Xr54UKFBAmjRpIlDlgDcTrIotXLhQJk6cKB06dFA9dvtFJu9KqnAkjx/vJgESCF8CFy5cUOHrzjvv1ADCVO0O375KSs1q1KihE5pPP/10orcjzpvTE5uJVognSYAESMCCAMcvC0Bepy0FMHg+nD9/vs7IQdhC6tixo363atVKxowZo9tO/aEKh1OkWQ4JkICTBM6ePSsNGjRQlblx48Y5WTTLcogAxlAIYYhHBs+WxYoVUwccKVOmVE+IUOeHyunixYs13IBD1WIxJEACJJAsAhy//MdnKYAhy7vvvlu2bNkiW7du1dUveG6CXVjp0qX9LzGZd0CFo1OnTrZUOPASQx36ZALn7SRAAkEnADtWBAaGAIZJJqboJFC+fHnZuXOndO3aVccxaJR4p/r168u3334r9913n/cp7pMACZBA2BHg+JW0LrEUwNasWSPdunXzmTvUY+AWOWfOnNK0adMEr/N5cxIPUoUjieB4GwmQQFgSwGpInTp1BF7xXnvttbCsYyRVavv27bJ27VrbVe7Ro4ftawNxIWKQwcMhQrwcOXJEsOoFd8358uVTdX+4pGciARIggUggwPEr6b1kKYBBDx1xSlauXCnFixeXRo0aaWkYQBCQ+ZFHHpGLFy9K9+7ddXVs1KhRSa+NjTupwmEDEi8hARKICAJwKATh64knnpCBAwdGRJ3DvZKrVq3SYMt26+m0AGbWC5okUEFEeJdUqVKpO3rzHL9JgARIINwJcPxKXg9ZCmAYGDZu3Chz586VNm3auEuD6gQcdNx2222qs7506VJ11PHqq6/6dFnvvjGZG1ThSCZA3k4CJBAWBOBQqG7duvLCCy+og6OwqFQUVKJ3796CT7gmvLSMHTtW5syZozE2//33X60q4moWNoIzQwURqvOwv2YiARIggXAkwPEr+b1iKYAhXgkGBU/hC8XCaBiD3DPPPCPjx4+Xhg0bqiripk2b5IEHHkh+zRLJgSocicDhKRIggbAncODAAZ3A6tevnzz//PNhX99oqODly5cF3BH8GK7eE4rDFcy20otvMOkybxIgAScIcPwKDGVLAQz2XdBTh4cTBAX1TNC1hw0Y0o0bN+TatWvxrvG8PtDbUOGAMIYPEgbYM2fOqFepQJfF/EiABEggEAT27t2rqxzQFnjqqacCkSXzSITA0aNHpVevXvLFF1/oVdDomDVrlsZXg81d+vTpE7k7sKeC7cUXtmRXrlyxrDTsz3AtEwmQAAn4Q4Djlz+0Er82ZeKnRT1zQd3wscceky+//FIQZA02X3BNDy+DLVu21Af54MGDdVaxYsWKVlkG7fx//vMfqVChQtDyZ8YkQAIkkBwCu3bt0pWv4cOHU/hKDkib90LQaNGihezbt09gn2wKW7Vq1ZIpU6aoYGYzq4BcFuxAzJ9//rkUKlTI8rNt2zaB2QATCZAACdglwPHLLil711mugEEPHR6lHnzwQUHcL6gemq5z4bVrxIgRgkHlrbfekvfee0/P2ys6aVe9++676jXK192//PKLroLBpgIJwiCM25lIgARIINQEoDEAJ0aYuGrXrl2oqxMT5UOFHjZXEMDg7GLIkCHa7tatWwtsrhDSxOVyiVMBr4PtxRexxfCxSpkyZVLTAqvreJ4ESIAEQIDjV+B/B5YCGIqEIINlR3QAhK106dJJ1apVpWzZslqjUqVKyenTp9UhR+CrGDdHxCL77LPPVNURHho907lz53Q1bvXq1Xo4KTr+EOLgRcsqHTx4UPCpXr261aU8TwIkEOMEYBvbrFkzmTx5smoNxDgOx5q/f/9+jVkJ4cs7ValSRY4dO6YTekWKFPE+HZR9evENClZmSgIkEEQCHL+CA9eWAIaiYeuF2Tt8PJMv2zDP84HenjlzpgaGHjZsmDz++OPSt29f96rbp59+qo5BfvrppyQXCxsyCJpWCdfBNo6JBEiABBIjsH79etUemD59ujRu3DixS3kuwAQgWIH/yZMn1UmUZ/aYyEudOrV4T+R5XhPobXrxDTRR5kcCJBBMAhy/gkfXlgAGNQ54OkS0azjbQMI3jH2h2nH9+vXg1dArZ6hAIl5OgwYNVNVi0aJFghcb6L0HImFFy86qFgTBHDlyBKJI5kECJBClBBA/EaracDl+//33R2krw7dZCJVSoEABDZHSp08fVZ/HqtjChQtl4sSJghUpOHNyMtGLr5O0WRYJkEBSCXD8Sio5e/dZCmC///67GjFDZ7xMmTK6OgThZ/fu3Sp8jRw50l5JAb6qUqVKAkPiF198UVfEEFcFwhkTCZAACYQDATg56NixozosgtMHJucJwIYZDqM6d+6swhZqgD5Bgk3zmDFjdDsUf7y9+IaiDiyTBEiABHwR4Pjli0pgj1kKYOvWrdNZQ/j9x6oX3NJjxSlDhgzy3HPPqR1UYKtkPzd4tJowYYI0bdpUnW2YLvHt58ArSYAESCDwBLDC8uSTT+pKyz333BP4ApijbQJ33323bNmyRWA/jNUvCD6YTCxdurTtPHghCZAACcQKAY5fzvS0pQAGI+Vq1aoJZhKR8ubNK4ijAnUaeJRCkGa490Vgy1AlCGCw++rZs6fq+oeqHiyXBEiABBBvqlu3bvLNN98IVuqZnCUAV+xQL7SbVqxYYfdSXkcCJEACUU2A45dz3Wupswcj5kOHDrlrBI+HMMpDMgMzI9BlqFOuXLlk9uzZAns1JhIgARIIBQEE+H3++edl2bJlFL5C0QFGmdCMyJ07t/sDBxywZYC7+ZIlS6o7eqyI4Rjsw5xMlStX1vqhjlYfU1XSyfqxLBIggdglwPHL2b63XAGDQwq4d4cOPVa6sA8VROjPL1iwQFUSsQrGRAIkQAKxTGDatGkyaNAgfbGnelvofglw948PEjQ47rrrLpkxY0ac+Fj//POPCsp79uxxtKIYQxGDDAGiX3755UTtlkuUKOFo3VgYCZBA7BLg+OV831sKYHny5JGPPvpIunfvLv3791e7Lwhg5cqV08Hj1VdfdSyIpfN4WCIJkAAJWBP48MMP5Y033tAYgsWLF7e+gVc4QgCG5PBWC2+Hngkq8xCWMXl4/PhxwTjnRIIzFthVwx09bKrhRIqJBEiABEJJgONXaOhbqiCiWnCjjJhXmJGDage8D0LPHgbNr7zyiqM1pwqHo7hZGAmQgAUBeNIbPny4rFmzRih8WcBy+HTmzJnlzz//VC0O76J/+OEHjW/pK0iz97WB3Mc4+vrrr6vAfvr06UBmzbxIgARIwC8CHL/8whXQiy1XwOD9EEKX6YQDpd92220qlF28eFGeeeYZmTRpUkArlVhmVOFIjA7PkQAJOElgxIgR+vxbu3at3H777U4WzbJsEHjggQd0pQkeKYcOHaoC8tWrV9WOGRodUFUMhffcXr16ScWKFbVuNprBS0iABEgg4AQ4fgUcqV8ZWgpge/fulaeeekoWL14cZ6CCswsMan/99ZejAhhVOPzqX15MAiQQJAJ4oYfjHwhf8A7LFH4EEL8SKn8PPvigxov0rCE0Oz755BPPQ45tp0qVSurWretYeSyIBEiABDwJcPzypBGabUsVxAoVKshvv/0mLVu2lOvXr8ulS5fk2WefFcwsFipUSH788UfHa04VDseRs0ASIAEPAi+99JLMmzdP1Q4pfHmACcNNjGG//PKLbN68We2Z4WYZYxrU6EOx+hWGiFglEiCBGCLA8Ss8OttyBSxfvnxqWI7ZusaNG2vg5TNnzmgAZAhiKVKkCElLqMIREuwslARinkCfPn3U0+Hq1aslW7ZsMc8jEgCkTZtWVekRVgUCs9Pu5yOBEetIAiQQ/QQ4foVPH1sKYKhqwYIFBS8bEMJgNIxVr6JFi4a0FVThCCl+Fk4CMUcAcaQQ42vr1q06KeW084aYAx6gBh88eFDV6BH3y0yIwdW1a1cZOXJkyCYRzbrwmwRIgASCTYDjV7AJ+5+/TwFs06ZNsmLFini5YQVs3Lhx8sILL0jt2rXd5wcMGODe5gYJkAAJRBuBmzdvqsMh2MTC/hW2RUzhTwDxthCzEqrzcLrRtGlTSZ06taqOwnNlmjRp5K233gr/hrCGJEACJJBEAhy/kgguyLclKIC9/fbbPouGB8Tvv/9eP+YFFMBMEvwmARKINgKI14RA9EePHpVvv/1WsHrCFBkEICz/9NNP+ilbtqy70tWrV9eVL6yAUQBzY+EGCZBAlBHg+BW+HerTCQdWuM6ePWv7E77NY81IgARIIOkE/vnnH3nkkUfU2+s333xD4SvpKENy5759+wSxIz2FL7MiEKrhxffQoUPmIX6TAAmQQNQQ4PgV3l3pUwDzrjJ0R2fNmqUOOMxz3bp1E6jjMJEACZBANBKA+hpclSNu1MKFCyVdunTR2MyoblP+/Pllx44d8vvvv8dr56JFiwS2xHny5Il3jgdIgARIIJIJcPwK/96zJYA1bNhQVXCOHz+uLYJABkccmFUcPXp0+LeSNSQBEiABPwhcu3ZNQ2/AXmj+/PlqK+TH7bw0TAhg7MqePbvGrIQghlAqFy5ckK+//loDMyM+GF3Rh0lnsRokQAIBIcDxKyAYg56JpQC2f/9+9YC4a9cuqVGjhlYIrufXr18v7733ngwaNEggaTORAAmQQDQQuHz5sjprgIv5OXPmqNOGaGhXLLYhc+bMKkAfOHBAEA8Mwha8VzZr1kwQT3LChAmxiIVtJgESiFICHL8ip2N9OuHwrP7y5ctVhx6DlXfq2LGj9OzZU44cOSJ33HGH92nukwAJkEBEEbh48aIKX3ieTZkyRVKmtJyjiqj2xWJl4XADjjjg3Rdq81AlvfPOO6Vq1aqxiINtJgESiFICHL8iq2MtBbBSpUrpwAUd+ttvvz1O60wdeujZM5EACZBAJBM4f/68QGUNKyVYGQlVkPlIZhiudYfnyjp16ugnXOvIepEACZBAUglw/EoqudDdZymA3XPPPWqk/Nhjj8ngwYNVbQP6pZs3b5aXX35ZjdSpQx+6DmTJJEACySdw5swZeeCBBzS+4ahRo5KfIXMIKwLnzp2TH374Qf7999949YI6IhMJkAAJRCoBjl+R2XOWAhjUNTZs2KBqOffff3+cVrZp04Y69HGIcIcESCDSCMAVeb169dQuiDGhIq33rOvbunVr9WIJl8y+EpxKMZEACZBAJBLg+BWJvfbfOlsKYLgMqoc7d+7UQKTwJAXXvVBNLFKkSOS2nDUnARKIeQLHjh2TunXrSocOHXSFP+aBRBkAaGoghMDUqVMFtmAMJRBlHczmkEAME+D4Fdmdb0sAM5tYoEABwcczIWBz1qxZPQ9xmwRIgATCngDsWiF8PfPMM9KvX7+wry8r6D+Bbdu2qcONRx991P+beQcJkAAJhCkBjl9h2jF+VMuWAPbdd9/J+PHj5dSpU3Ljxg3NHt9XrlyRffv2aWwVP8rkpSRAAiQQUgKHDh1S4at3797qyTWklWHhQSMAxxs9evTQQMzeTqSCVigzJgESIIEgEuD4FUS4DmZtKYBBym7RooVkypRJypQpI9u3b5cGDRrI7t27VfgaOXKkg9VlUSRAAiSQPAKIbQibLzgR6tq1a/Iy491hTaBkyZIyceJEdTnfvHlzqVKlSjzvlk899VRYt4GVIwESIAGTAMcvk0Tkf1sKYOvWrZObN28KAlli1Stnzpwyffp0yZAhgzz33HNy8ODByKfAFpAACcQEgT179kj9+vVl2LBh0rlz55hocyw3EnFxPvzwQzl+/LhMnjxZP948KIB5E+E+CZBAOBLg+BWOvZL0OllGGYWRX7Vq1SRjxoySJUsWyZs3r2zcuFFnEYcMGaIDWkLepZJeLd5JAiRAAoElAEdC8OSKVXsKX4FlG665LV++XONYzp07V+CKHmOV9ydc6856kQAJkIBJgOOXSSJ6vi0FMHg6hL6pmeD9cP369bprOt84evSoeZrfJEACJBB2BLZu3aorX++//7488sgjYVc/Vig4BGC3XLZsWUHIFEwgpk6dOt4nOCUzVxIgARIIDAGOX4HhGG65WApgcN2LmUPMGMPjIfahgghpfMSIEaqSWLhw4XBrF+tDAiRAAkoAAXgbNWokH3/8sSAmFFPsEMCKJyYQqSofO33OlpJANBHg+BVNvRm3LZY2YHny5JGPPvpIunfvLv3791e7Lwhg5cqVk5QpU8qrr74az6g5bhHcIwESIIHQEFizZo089NBDMmvWLHUeFJpasNRQEUifPr0K3XC+0apVKylUqFC8WGAMQRCq3mG5JEACiRHg+JUYncg/ZymAoYlt27aVli1bagBmBGFGbJVly5ZJpUqVpGjRopFPgS0gARKIOgIInwF1w3nz5gnckTPFHoEdO3bI/PnzteH4HfhKFMB8UeExEiCBUBLg+BVK+s6UbUsAQ1XSpEmj8b6gepgjRw4VypypIkshARIgAf8ILF68WNWmFyxYIPfee69/N/PqqCHQsGFDOX/+fNS0hw0hARKIfgIcv6K/j9FCSxswXHTy5Elp0qSJekKsWLGiFCxYUHLlyiWjRo3CaSYSIAESCBsCELq6dOkiixYtovAVNr3CipAACZAACVgR4PhlRSh6zluugP39998avDJdunTSt29f9SSWIkUK2bBhg9p/nTlzRl5//fXoIcKWkAAJRCyBOXPmSM+ePWXJkiVSoUKFiG0HK04CJEACJBBbBDh+xVZ/Wwpga9eulRMnTmgg5nz58rnpwLtUpkyZ5M0335ShQ4eqQw73SW6QAAmQgMMEPv30U3UUBN15uB5nIgESIAESIIFIIMDxKxJ6KbB1tFRB3Ldvn656eQpfZhXat28viLPCOGAmEX6TAAmEgsCUKVNk4MCBsnLlSgpfoegAlkkCJEACJJAkAhy/koQt4m+yFMBq164tiEPgK44K4uogBhhswphIgARIIBQExo8fL6+99pqsXr1aSpYsGYoqsMwIIHD58mWNX3np0iV1KBUBVWYVSYAEopxAJI1fN27ckMOHD6tG3D///BPlPRP85lmqIGbLlk1q1qwpZcqUEQhjCGiaMWNG2bhxo2DJFDF2EJDZTDB+z5kzp7nLbxIgARIIGoGRI0cKBrB169ZxIiholCM7Y2ho9OrVS7744gttCMYuxIVLnTq1Cu6IFcZEAiRAAk4TiKTxC2Ms3u+vXr2qXtH//PNPgcMQyARMSSNgKYDB7fyKFSsUOFbC8DETHHPAXSY+ZmratCkFMBMGv0mABIJGYNiwYTJt2jSBnWr+/PmDVg4zjlwCcCLVokUL+ffff9Vr76BBg7QxtWrVkieffFIuXLggkyZNitwGsuYkQAIRSSCSxq9ff/1V8MyEk5B27dopbwhkODZz5kzp0KFDRPZBqCttKYAxjkqou4jlkwAJeBN45ZVXdEUDwlfu3Lm9T3OfBJQAHLL88ccfAlvmLFmyyJAhQ/R469atJXPmzNKpUydxuVwCz75MJEACJOAEgUgbvzp37izvvvuuW/gCI2jGbdmyRSe42rZtK7fccosT6KKqDEsbsKhqLRtDAiQQ8QT69esnCxculDVr1lD4ivjeDG4D9u/fr+rzEL68U5UqVeTYsWNq0+B9jvskQAIkEAwCkTZ+QXsAghbCu3inSpUqSYYMGXz6iPC+lvvxCVAAi8+ER0iABMKUQI8ePVQlGt4Oc+TIEaa1ZLXChUCRIkVk/fr1cvLkyXhV+uyzz9QOjOqr8dDwAAmQQBAIROr4BXvZhJxu4HiqVKmCQCv6s6QAFv19zBaSQMQTgJpY165dZfPmzSqAZc2aNeLbxAYEn0C9evWkQIEC0qRJE5k9e7bcvHlTsCoGFSB8YLuQJk2a4FeEJZAACcQsgUgevyB81ahRQ+AwxDvBJgxxgosWLep9ivs2CFjagNnIg5eQAAmQQNAI4KX5iSeeUDUH2PRA5YGJBOwQgMfe+fPnC2wYTEPxjh076q2tWrWSMWPG2MmG15AACZBAkghEw/g1btw4KVWqlNrT4pkJey9oEOCZCkd9KVNyLScpPw4KYEkMFqosAABAAElEQVShxntIgAQcIQD988cee0xVyJYuXSq33nqrI+WykOghcPfdd6sNw9atW3X1CyteCKtSunTp6GkkW0ICJBB2BKJl/EJ8zVOnTsnDDz+szowgVJYvX15gCnDXXXeFHfdIqZBPAWz79u3q2tluI6DXykQCJEACgSQA3fL27dtr3JGvv/5a0qZNG8jsmVcMEcAMLZxu4MNEAiRAAsEmEG3jV/bs2WXZsmWCYMxQqaTXw+T/gnwKYKtWrZIBAwbYzp0CmG1UvJAESMAGgevXrwtcheMh/+WXX/Jhb4MZL4lPAJ4yu3XrFv+EcQSu57GimjNnTkH8yoSu83kzD5IACZBAAgSidfzCMxM2YUyBIeBTcbN3796CH5DdT2CqwlxIgARIQHTFq3nz5mrrNXfuXApf/FEkmQA8HObKlUt2794tCMoMpxz4YAYXx4oXL64evLp37y4Y95hIgARIIDkErl69Khy/kkMwdu71S5S9fPmyHDhwQD2eYGaaKkGx80NhS0nACQKXLl2SZs2aScGCBWXatGk07nUCehSXAffIGzduFAjybdq0cbcUNgwQxG677TaZOXOmwL4QnhJfffVVtXFwX8gNEiABErBJgOOXTVC8TAn4XAHzZnP06FEdvOBRqly5crJnzx7p37+/vPjii3LlyhXvy7lPAiRAAn4TuHDhgjRs2FBXJT755BMKX34T5A3eBOA1s3DhwnGEL1wDmzCseM2bN09vwe8OqoibNm3yzoL7JEACJGBJgOOXJSJe4EXAUgCD2kaLFi1k3759MmrUKEmfPr1mUatWLZkyZYr06tXLK0vukgAJkIB/BM6ePSv169eXihUryuTJk9U+x78ceDUJxCcAoerIkSOC35d3grMp06smDMuvXbsmjC/nTYn7JEACVgQ4flkR4nlfBCwFMMwg/vHHH+oVEcKWaYAHA3modSxatEj16X1lzmMkQAIkYEUA7m3r1KkjtWvXFsQbYSKBQBG4//77NfgyQhnAmQtUhC5evKixwfBba9mypcBb2eDBg9XWEBMATCRAAiRglwDHL7ukeJ03AUsBbP/+/RozJUuWLN73qkvfY8eOyeHDh+Od4wESIAESsCJw4sQJwWo6XoTfffddq8t5ngT8IgC1+bVr18pPP/0kCLyMcSxz5szy0EMPCYSzESNGyI4dO+Stt96Sl19+2XG1VzgDOXnypJw5c8avdvFiEiCB0BPg+BX6PojkGlg64ShSpIisX79eBwmoc3gmRMLGihg8TTGRAAmQgD8EsLJet25d6dKliwwcONCfW3ktCdgmgFWtvXv3ClQOIWylS5dOqlatKmXLltU8SpUqJadPn1aHHLYzTcaF+N2PHTtW5syZo9olCNaKBMEQ9mpQxR06dKhAeGQiARIITwIcv8KzXyKpVpYCGDxFFShQQD1E9enTR9U5sCq2cOFCmThxonTo0EHSpEkTSW1mXUmABEJM4LffflPh6/nnn5e+ffuGuDYsPtoJwNarRo0a+vFsK2w3nLT7wu++Zs2aauPYtm1b9SicLVs23ccq2KFDh9QxyBdffCHLly+XYsWKeVaX2yRAAmFAgONXGHRCFFTBUgDDLNz8+fOlc+fOKmyhzR07dtSmQ6VjzJgxUYCBTSABEnCKAEJZYGKnX79+AgGMiQSCSQB2zOPHjxfYasDZBhK+4cEXzqUQ79Kp9M477+gqF+qUUBiXYcOGSePGjWX69Om6EuZU3VgOCZCANQGOX9aMAnkFtBNeeuklWblypT6r7733Xhk5cqTkzZs3kMWEJC9LGzDU6u6775YtW7aoi17ETIHzDbiih2CGOCpMJEACJGCHAFTB7rvvPnnllVcofNkBxmuSReD3339XL74bNmxQJxs7d+6UPHnyyLlz52TXrl0yfPjwZOXv781QgXz88ccTFL6QH2JsYsJzyZIl/mbP60mABIJIgONXEOH6yBqTYzly5BDEIP7qq69kzZo1qrGQL18++fnnn33cEVmHLFfAzOYgbkqVKlX0Yx7jNwmQAAnYJYAX3gYNGsjbb78t8ErHRALBJrBu3TpVm8esNVa9YMeMlaUMGTLIc889JwcPHgx2FeLkDzVI2FQ//fTTcY5776xYsYK21d5QuE8CISTA8ctZ+HBQBBMnxB6eMWOGu3BoM5QoUUIdKcG5kumZ3X1BBG34FMA+//xzte+y2w4MFkwkQAIkkBABOEBo1KiRuplv165dQpfxOAkElAC89FarVs3t0AJqKxs3blQPiEOGDFF1QMS3xKqTEwkvFBDC4D3t0UcfVRuv7Nmzq/dF2IDBozC0TBYvXixQU2QiARIIPQGOX873AQQwyBaYPPNOPXv2VDVEaDjAUWCkJp8qiAi2nDt3bvcHbnKhfwkgJUuWVFe+UEnEMTjoCGWiG99Q0mfZJGBNYNOmTdKwYUOZNGmSUPiy5sUrAkcAgzMcW5gJHg+xAoVkOt84evSoeTro3+XLlxeoQf7999/SqVMnFcYwphYvXlwFxYcfflht07799ltV1Q16hVgACZBAogQ4fiWKJ2gn8W4PO11fIbBQKMyfENcxkpPPFbBmzZoJPkiYQbzrrrt0CRAzdmZC8EoY0MMWzOlEN75OE2d5JJA0AnjZhbMeqH3BsQATCThJoHr16mrvBZsqrHRhH79F/CYXLFigKolw/e5kuuOOO9TDIYSwI0eO6KoXxlPYNWBCEytiSU3ffPONqvha3Y8Xmz///NPqMp4ngZgmwPErdN0PsyeECsEzzZRHzNrACyXUD4sWLWoeishvnwKYZ0uWLl2qRnBQnfBMUNkYNGiQqnAcP35cDZs9zwdrm258g0WW+ZJAYAlghRwrXogXiKC3TCTgNAE43Pjoo4+ke/fu0r9/f7X7ggAGuwIM8K+++qq6gHe6XigP4VsgjOGDdPPmTV2tw4xvUu0aEPMMMcSsEiZDzBVAq2t5ngRikQDHr9D2eooUKWTw4MHSvHlzdQJYqVIlrRC8ImLSDA6UYMsbyclSAENwSMyUwWuU9wP7hx9+EMRXSWiJMBhg6MY3GFSZJwkElgAmbhCuAvGMateuHdjMmRsJ+EEA8bZatmwpqVKl0s+2bdtk2bJlggE9FDOoMOZ///333WqI8AoKt8pwTgN1f4R+wf4zzzzjRyv/e6lpOmB1I1hg7GYiARKIT4DjV3wmoTiC5za8wVauXFnfI9KlSyebN29WL8oDBgwIRZUCWqZPGzDPEh544AH1HvXkk0/qkt+1a9cEwSsXLVqkM4pYGnTyQU43vp69w20SCD8CCNIOL4f4pvAVfv0TSzWCATfsBLDaBKEDCbYDEMrgETEpQk5y+EH4gjfh2bNny+rVq1Utd/LkyboSh5cNHIenUHhohJDIRAIk4CwBjl/O8rYqDfbj58+f19WwPn36yC+//CKvvfaa1W0Rcd5SAMuUKZPAlS9mDREPDMJWtmzZdFmwatWq8sknnzjaUNONr1WhdONrRYjnSSDwBLDi9dRTT6ne9j333BP4ApgjCfhBAHF7oMJy9erVOHfBwyDsCz799NM4x4O989Zbb0mFChVUq+TXX39VO2oIgX379hUIYu3bt9dVY3gMnTBhQrCrw/xJgAQ8CHD88oARRpvQxIMZA4QxTJxFS7JUQURDMWBA6oTRGzw4YQYRS4IFCxZ0nAPd+DqOnAWSgC0CmL3v3bu3ztxjsoaJBEJNAGMX7IaxuoSZbTi7ePHFF+XDDz+UWrVqOb7KtG/fPg3EbNouYKX43Xff1RU5T1Zt2rSR0aNHex7iNgmQQBAJcPwKIlxm7ZOALQEMd6ZNm1bd0sOtL2KphMr9vOnGt2vXrurGF4bL3ql+/fpCN77eVLhPAsEjMG3aNHnppZc0NEXp0qWDVxBzJgE/CMCz4KpVq6Ru3bqq7ofAy4i3hdWlZ5991nEHHKgPtDNeeOEFbYUZQxN1LFOmjLtlUFUM1RjrrgQ3SCBGCHD8ipGODrNm2hLAMGhBrQheYcyEWGEQgmAsDG8lTqZguvF1sh0siwSigQBWE9544w21aUE8IyYSCCcC0NSAvRWEMHjQ+vHHH0PifANMIPTBAyHswHLkyKHu6GHX8Oabb8q///4rmDyE2+UxY8bI1KlTwwkj60ICUUmA41dUdmtENMpSAEOsEsRMgSEz3Pg2bdpUXeSuWbNG3UDCuBl67aFI3m58b9y4IXCJz0QCJOAMAbwoIr4SngeRHJHeGVosxQkCCJxqrix5lgfBZ9y4cbr65OkcxklvWrDt+vzzz1XAgmE5gpN3NmKUnThxQtV3EXwUE5pQ5YV6IhMJkEDwCHD8Ch5b5mxNwFIAg7EybL/wgdGymRDQEgMFVsCcFsAgZM2dO1dVSR5++GEpVaqUDBkyRNVKTp06pSqSH3zwger9m/XlNwmQQGAJjBgxQl8g165dK7fffntgM2duJJBEAhDA4NLdV4L98vfff68f87yTAhjKhAdGfDzTjBkzBCFW4OwK42yhQoU8T3ObBEggwAQiafzC4sL169fd3lyd1joLMHpm9z8Cll4QYTQMhxuewpdJDzN3f/31lwaPNI8F+xvC17333itQ28A/ELwiwnsUtuEhBYbL+fPnl9atW2vwtmDXh/mTQCwSQLDXjz/+WCh8xWLvh3ebYV+FUCl2P+HSGthWQ8OEwle49AjrEa0EImn8gopkiRIlBEHlMYEEjTQ4E2KKfAKWAhiEGcTe+v333+O1FrHAEFsFPwynElbc4JISnq2OHDmi+vRw49uvXz/BLGLPnj01UBt07DGj6G9Cm6pVq2b5uXLlivzxxx/+Zs/rSSDiCcDZxrx581TtEC+NTCQQzgSg1jdr1iyBLbOZunXrJnBRz0QCJBBbBCJp/ILnVtiNzpkzRy5cuKCqytA2gTMfTDAxRTYBSxVErCplz55dEIgZq0zwcIalUMx8YxbhwQcfdDQQM9RLsPKGHyAS/pkwuEIV0TN16tQpSXFUELsIdgJWqU6dOmpEbXUdz5NANBHAyjOc8cCpAeIBMpFAuBPAGAYvg/gULVpUIJDBEQe0OuACvlevXuHeBNaPBEggAAQiafz6888/pUWLFhoz0JzoRPiK999/X81vYPqTkKp1AFAxCwcIWApgWG2aP3++dOzYUeOBQfcUAxgSPDY5HSyyXLlyOniabOC6FytdWbJkMQ/p9/bt2yVXrlxxjtnZgWcqfKwSVv7gmp+JBGKBAP7nodq1ZcsWfZH1/n+LBQZsY+QR2L9/v04WwK071HiQMIatX79exo4dKwMHDhSshsGhExMJkEB0EojE8QvPqIceekh9Gnj3CjS9unfv7n2Y+xFGwFIAQ3vgcANOOLD6BLWNdOnSyZ133ilVq1Z1vLlY6YI7YfxDvfbaa2r8j8CaZjp69KjOCiCuAxxxMJEACSSPAGLtQc33559/FjjlyZQpU/Iy5N0k4BCB5cuXqw2zKXx5FotJRbzIQJUdoU2YSIAEoo9ApI5fqDcm+n2l1KlTi68YuL6u5bHwJWBpA2ZWHe7or127psEhsUIE5xuwl8LHyQQHHHDjC2EQs5veaebMmTJ+/HidHejSpYv3ae6TAAn4QQDel6DOe+DAAVm2bBmFLz/Y8dLQE4CHXIwVidkww86ZiQRIIPoIRPL4BQdzCKeBEFDeadCgQVKzZk3vw9yPMAK2VsDgURDGgAl5XjFVEp1qO7zANG/eXPDP5Z0wq4kXRicdg3jXgfskEA0E8P/+6KOPCuIVITgsVr6ZSCCSCMCmF2MBYmoNHjxY1RAxkbh582Z5+eWX1R38rbfeGklNYl1JgARsEIj08QvONp566imd9IQDIcTZxDsvYgQuXbpUFyJsYOAlYUzAUgDDQAXha+rUqaqKGC4vYVia9bU8y9nMMP61sWoRQwAr3u3atVM1B/z/00YmYrqOFfUggPFqw4YN6t79/vvv9zgj0qZNG8dtmONUgDskQAJBIRAt4xccbcAPA3wdwPHcmTNn1BHesWPH9HhQ4DFTxwhYCmAIDAl7L8yEM5EACUQ/AawQwLspPC7Nnj1bbrnlluhvNFsYtQQwk7xz506BfTBCqmDiDqqJmFFmIgESiC4C0TZ+wdM3vDciBi6EMTjA8rX4EF29GButsRTA4G69R48eqkOPgYyJBEggeglcvnxZXd9CbWv69Ol80EdvV8dcywoUKKA2zJ4NRyydrFmzeh7iNgmQQIQSiNbxCyv5hQsXjtBeYbUTImApgJUsWVImTpyoHg9hd4UAx3Dj65mgp+pUqly5suzZs8dWcXDhieDMTCRAAtYELl68qKpa8Ag3ZcoUSZnSto8e68x5BQmEiAA8d8Ix06lTp9x2w7CluHLliuzbt0/jWoaoaiyWBEggQAQ4fgUIJLNxjIClAIYf9YcffqjLn5MnTxZ8vJOTAtioUaMETkGg4wsj6sReEn25HvauO/dJgAREHW00atRIypcvr3Yx3pMsZEQCkUgA3g8RzBShE2BHgfiQDRo0kN27d6vwNXLkyEhsFutMAiTgQQCOojh+eQDhZkQQsBTAEEcFbnznzp0rDzzwgNqFhLJltWrVknXr1umLImYxPWOAhbJeLJsEIpUADHvxv43/rdGjR0dqM1hvEohHAGMF4uUgjALGi5w5c6pqLewbn3vuOYF3MSYSIIHIJcDxK3L7LtZrbqljBLWNsmXLqscoGP8hAJz3x2mIWNl6/fXX5Y033pDTp087XTzLI4GoIYB4frVr11YBjMJX1HQrG/I/AvAWVq1aNcmYMaMar+fNm1c2btyoavRDhgxRjY6EwqsQIgmQQHgT4PgV3v3D2iVOwFIAg+veQ4cOhd1MYa9eveSrr75y6/Qn3kyeJQES8CaAl1MIX3A3D3e3TCQQbQTg6RDjl5ng/XD9+vW6azrfgHdEJhIggcgiwPErsvqLtY1PwFIFMX369GpzBecbCIBcqFCheAFZ+/XrFz/nIB+BG866desGuRRmTwLRSQC2Mfj/eeaZZyQU/7/RSZWtCjcC1atXl3Pnzknnzp0F9sPYh3dPjGULFixQlUR6Fwu3XmN9SCBxAhy/EufDs5FBwFIAQ9yU+fPna2vmzZvns1V8gfOJhQdJICwJYEUAwlfv3r2lZ8+eYVlHVooEAkEA4RQ++ugj6d69u/Tv31/tviCAlStXTh04vfrqq/G8+gaiXOZBAiQQHAIcv4LDlbk6T8BSAGvYsKF6SHO+aiyRBEgg0AT2798v9erVUw+iXbt2DXT2zI8Ewo5A27ZtpWXLlhrTDpoT27Ztk2XLlkmlSpWkaNGiYVdfVogESMA3AY5fvrnwaGQSsBTAIrNZrDUJkIA3gZ9//llg0zls2DBVyfI+z30SiFYCadKk0XhfO3fulBw5cgiEMiYSIIHIIcDxK3L6ijW1R8DSCYe9bHgVCZCA0wQQ0+j999+XSZMmaUyjxMrHiyfUDhH3CPYwTCQQKwROnjwpTZo0UU+IFStWlIIFC0quXLnUJixWGLCdJBDJBDh+RXLvse4JEaAAlhAZHieBMCbw2GOPyYMPPiiYFUScvpIlS8qIESN81njr1q1Sv359GT9+vDzyyCM+r+FBEohGAn///bfAgRTiffXt21dVD7/77ju1CYP91yuvvBKNzWabSCBqCHD8ipquZEO8CFAF0QsId0kg3Ak8/vjjMmPGDEH8IsTkQ3r77bdVtSpz5szy7LPPupvwww8/SPPmzWXq1KnSrFkz93FukEAsEFi7dq2cOHFCAzHny5fP3WSo4mbKlEnefPNNGTp0qDrkcJ/kBgmQQFgQ4PgVFt3ASgSJAFfAggSW2ZJAMAhcuHBBPv30U3WtbQpfKCd79uy6EgYVw5s3b2rRa9asUeFr5syZFL6C0RnMM+wJ7Nu3T1d/PYUvs9Lt27eXU6dOCeOAmUT4TQLhQ4DjV/j0BWsSHAI+V8BgW4KZQ7upR48edi/ldSRAAskg8Ntvv8ldd90lWbJkiZdL5cqVBfFRXC6XQM0K6oaff/454+XFI8UDsUIAgcYHDx6sKojeHg8//vhjQQww2IQxkQAJhA8Bjl/h0xesSfAI+BTAVq1aJQMGDLBdKgUw26h4IQkki0DOnDnl+PHjusqVMmXcBey//vpLHQ0sWbJEunTpooFm77333mSVx5tJIJIJZMuWTWrWrCllypQRCGONGjXS/5GNGzfqSvJDDz0Ux3YS/zf4H2MiARIIDYHFixeroygESuf4FZo+YKnOEPApgCFAKz5MJEAC4UUAL4clSpTQgLIffvhhnMoh6CxsW5544glZtGiRVK1aNc557pBArBGA97QVK1YI3NDDngQfM6VLl07wsoePmZo2bUoBzITBbxJwmACELsSn5PjlMHgWFxICPgWwhGpy+fJlNWaGKsctt9wiadOmTehSHicBEggCAQSSnT9/vrrR3rNnjwwZMkSuXbsmEyZM0Jn9n376SbACVqFChSCUzixJILIINGzYUM6fPx9ZlWZtSSAGCUBdHtpUHL9isPNjtMlxdZgSgAAj5TZt2ugLXrly5QQvfv3795cXX3xRrly5ksBdPEwCJBAMAlgFu3TpktSpU0eGDx+uwhe8H2bIkEGWL19O4SsY0JknCZAACZBAUAjAsVTPnj3VdpmTh0FBzEzDkIClAIY4Ki1atNBAr6NGjZL06dNrM2rVqiVTpkyRXr16hWGzWCUSiG4CELZef/11Fbhgx7Ju3TpZvXq1lC1bNrobztaRAAmQAAlEDQG8Rw4cOFDge4DjV9R0Kxtig4ClCiK80fzxxx8qgMHzGlSekFq3bi2Yde/UqZN6XUuRIoWN4ngJCZBAIAkguDJigEH4KlasWCCzZl4kQAIkQAIkEDQCHL+ChpYZRwABSwFs//796kHKl9vrKlWqyLFjx+Tw4cNSpEiRCGguq0gC0UMAMb8wgGH1i660o6df2RISIAESCAcC586d08m906dPS6lSpeSee+4JWNByjl/h0MOsQygJWKogQrBav369nDx5Ml49P/vsM0Ew2Pz588c7xwMkQALBIzBs2DCBF0TE66PwFTzOzJkESIAEYpHAjh075I477tBx5vvvv5cmTZoInEBdv3492Tg4fiUbITOIAgKWK2D16tWTAgUK6D9fnz59NP4QVsUWLlwoEydOlA4dOqiL3yhgwSaQQEQQeOWVV+SLL75Q4St37twRUWdWkgScIrB9+3b937BbHuNY2iXF62KFwK+//qrOnDDOwMYYafLkySqQIdQJ7LUw+Z6UxPErKdR4TzQSsPwPypgxo7q97ty5swpbgNCxY0dl0apVKxkzZkw0cmGbSCAsCfTr10++/fZbWbNmjeTIkSMs68hKkUAoCeDlcMCAAbarQAHMNipeGCMEoB6IWLCm8GU2G4JZpUqVdIKjbt265mHb3xy/bKPihTFAwFIAA4O7775btmzZIlu3bhWsfiGoZZkyZaR06dIxgIhNJIHwIAA3vVAHXrlypWTNmjU8KsVakECYEcCLIz7eiXEsvYlwnwR8E9i9e7e8+eabPk/WqFFDcN5fAYzjl0+cPBjDBCwFMOj+fvPNN+rtEE438GEiARJwjoDL5ZJnn31WfvzxR1mxYoV6H3WudJZEApFNAHEsES4F6lRIGzdulFmzZqkK1WuvveYOrRLZrWTtSSBwBLJlyyYnTpzwmSH+n+CMw27i+GWXFK+LNQKWTjhuueUWmTRpkhQvXlwDv06bNk0wk8hEAiQQfAI3b96ULl26yM8//6wxvxD6gYkESMAeAcaxtMeJV5GAJ4HmzZvLG2+8ITdu3PA8rNoXCxYsENiB2Ukcv+xQ4jWxSsBSAKtcubLGAfv6668lX7580q1bN8mTJ4888cQTfhk6xypgtpsErAhcuXJFNm/eLNu2bYvjYerff/+VRx99VDDjuHTpUkHwZSYSIAH7BMw4lvAWilUw03EA4ljOnTtXFi1apHEs7efIK0kg+gk8+eSTUq5cOf1/+eqrr9T8ZPTo0QKnbNCKwjugVeL4ZUWI52OdgKUKIgDB9Wjjxo31c/HiRZk3b57MmTNHZ0EKFSqkdmGxDpLtJ4GkEMDq8qBBgwT/RxiwoGYIJwLQs2/fvr1cvXpVMPmRNm3apGTPe0ggpgkwjmVMdz8bnwwCn3zyiY5DEyZMEMQBK1GihGzatMmWGco///zD8SsZ7HlrbBCwJYB5osA/FtQ6sDQN3V6+GHrS4TYJ2CeAiYyuXbuqeiGCXCKtXr1aVX2x8ozwD19++aVADZiJBEjAfwKecSxz5swZJwPGsYyDgzskEI8Axid8/EmIE4YVZoxbHL/8IcdrY42ApQoigFy7dk1XveB2Pm/evOriFwH64JFt165dscaM7SWBZBPARAZCO/zwww9iCl/ItGrVqlK+fHldVf78888pfCWbNDOIZQKecSxnz57tjmOJWET4MI5lLP862PZAE4DGBuzHoC4PFV9OHgaaMPOLJgKWK2B4QWzUqJFcuHBBVQ6nTp2qsSHSpUsXTRzYFhJwlADsurJnzy7VqlVzlwvnNk2bNpW77rpL9u7dKxDSOIC58XCDBPwmwDiWfiPjDSSQJALm+FWwYEGBs7aUKW3N7yepLN5EAtFAwFIAQyP79Omjs/X4x2IiARJIPoFbb71V7bvMnDDBATvLO++8U95//31dcTYdBpjX8JsESMB/Aoxj6T8z3kEC/hDwHL9g15wiRQp/bue1JBCTBCwFMMR7MGM+MJBlTP5G2OggEMiVK5fAJuWDDz5QY+WGDRuq+iGErxEjRujKGFe/ggCeWcYkAczGM45lTHY9Gx1kAmfPnhXP8SvIxTF7EogaApYCGFrKQJZR099sSJgQwAshbFLg6nfIkCHStm1bGTx4sNpXvv3223L+/HnOIoZJX7EakUUAtpMTJ060XWkEN2ciARLwn8CpU6fUNOWBBx6Qd9991/8MeAcJxDABSyVdBrKM4V8Hmx5UArlz5xY4s7nttts0rEPZsmXl119/lQMHDggDLgcVPTOPYgLp06cX/G+Zn5MnT2oAWXjtLVmypGTJkkW2bNmix+BplIkESMB/AidOnJDatWtLy5YtKXz5j493kIBYroCZgSz37dunAxdm65HgZhQviZ06dVJ39NT55a+JBOwT+OOPP6Ru3brSpUsXeemll+zfyCtJgAQSJdCsWTPBB+nYsWPq1GbGjBka1Ny8EQ5unn/+edmzZ495iN8kQAI2CZjjFzz5cvyyCY2XkYAXAcsVMLuBLL3y5S4JkEACBH777TepVauWxlfh4JUAJB4mgQAQWLp0qeTIkUPdzXtmB/tKBEBHKJXjx497nuI2CZBAIgQ4fiUCh6dIwA8ClgKYZyBL73wZyNKbCPdjkQDUdP/9919dCbZqP9QLobbRt29f/Vhdz/MkQAJJJwAtjT///FPOnTsXLxOEWIE3UqgkMpEACVgT4PhlzYhXkIBdApYCGANZ2kXJ62KNAGbXK1eurKq4eNGDJyi4400o/fLLL3LfffdpAFioPzGRAAkElwCcA9y4cUOefPJJ+emnn+TatWsCr22LFi2S/v37q6oihLBQJdilwUbtzJkzoaoCyyUBWwQ4ftnCxItIwDYBSwHMDGSJQaxDhw5y6dIl6dixo7zxxhtSs2ZNGTNmjO3CeCEJRAsBM0D5wIEDNZ7X6dOnJVu2bDqbDhUN77Rr1y6pU6eODB8+XJ566inv09wnARIIAoFMmTLJunXrZNu2bYJ4YBC28H/avHlzDfvwySefBKHUxLOE/QyEv8KFC0uaNGkEISkQlB0rcfCKitVxjLNMJBAuBDh+hUtPsB7RRMDSCQcay0CW0dTlbEtyCUDlsHr16rJkyRJd9UJ+eLGDSm6hQoX0BWrevHnuYrZv3y6NGjWScePGSbt27dzHuUECJBB8AhUqVBDM3mMFbOfOnep1FCvXBQsWDH7hXiVgcgYTl3BahdATRYsWVYEQ+1gFO3TokAZh/+KLL2T58uVSrFgxrxy4SwLOEuD45SxvlhY7BHwKYPiHW7t2baIUoFe/bNkyvaZHjx6JXsuTJBBNBOA5DS7joXLonV588UW588473Yc3bdqkak6TJ09Wd73uE9wgARJwjEDatGnVLT1smvPmzSuhcj//zjvv6MoXvAujTr7SsGHDpHHjxjJ9+nQZOnSor0t4jAQcIcDxyxHMLCRGCfgUwFatWqUBYe0yoQBmlxSviwYCcLgBL2q+ElSK4OIaCR7WHnzwQYGaE16omEiABJwncPDgQVX7XblypbtwxArr2rWrjBw50tGA5zt27NDQLQkJX6ggni1w740Vcwpg7i7jhsMEOH45DJzFxRwBnzZgvXv3luvXr9v+xBw1NjimCZQpU0Z+//13VWvyBvHuu++qeiJe9lq1aiWzZs2i8OUNifsk4BABqAvj//Dw4cNqd7VmzRrZsGGDDB48WD7++GOBDaeTqUaNGjoxY1XmihUrJH/+/FaX8TwJBIUAx6+gYGWmJBCHgM8VsDhXcIcESCAOAdh7wQlNqVKl1LgfNiZIU6dO1eNQHYKtF+w44HKeiQRIIDQEoOoH2y98oDZsJthwwu4KK2BvvfWWeTjo33BkBSHsxIkTGhgaNl5wwJEyZUq1AYOgOHPmTFm8eLGg7kwk4DQBePeFozWOX06TZ3mxRsBvAaxZs2YaRBZenJhIIFYJQH0JXsuqVq2qjjeuXLki8Lj23nvvqROOhQsXyj333BOreNhuEggLAvv27dNQEZ7Cl1kxqPlhHIPjC9iGOZHKly+vjkDw/OjUqZPcvHkzXrH169eXb7/9VkNWxDtpcWD37t2CF2irhJVBX7HRrO7j+egmgHELIRs4fkV3P7N14UHAbwFs//79cscdd4RH7VkLEgghgfbt20vr1q31BQ6rYt9//710795dvvnmG6lUqVIIa8aiSYAEQABqfLC7gsrw7bffHgcKYoGlSpVK8uTJE+d4sHcwfsLDIYSgI0eOqHok7EbTpUunXhHhSTWpCRNBcHNvlRB/DKFlmEjAJIAVr27dunH8MoHwmwSCTMBvASzI9WH2JBBRBGAwX6JECZk9e7bAdhKeQRG2gYkESCD0BOCpFCp+mNUfMWKElC5dWm2b4eUXDi7gJAeTJ04meJZ77bXX9JkBYeznn3/WiRu4qIdAiFhgo0ePVk0Tf+tVpUoVwccqTZo0SblYXcfzsUGA41ds9DNbGV4EfDrhCK8qsjYkEN4Epk2bpmqHMFym8BXefcXaxRaBzJkzy/z58+XAgQMCW00IW1Adhio9Jk4mTJjgKJCNGzeqarK5+oSA7hACISTCRf2oUaMkY8aM0qBBA8tQMI5WnIVFLQGOX1HbtWxYmBOwXAG7evWq6oojdgoSXM4XL15ct3EOs3n33Xef7vMPCcQagQ8//FAdb6xevdr9fxFrDNheEghnAnC4ASccGKv27t2rqn6I1Qf7TacTVhog/H311VdaNFaioAIJwSx16v8Ox1Bjhh0YXoxr1arldBVZXgwR4PgVQ53NpoYdAUsBDO5whwwZIlu2bNHKP//88+5G4FidOnXk9OnTki1bNvdxbpBALBAYM2aMzljDtbVTRvyxwJVtJIFAE0DcL4xV+IQyYcyEJ0QzwRFGy5Yt3cKXeRzXjB8/3tzlNwkEnADHr4AjZYYk4BcBnwLYtWvX5PHHH5dLly7JyZMn5ddff5UmTZrEyRhGvJhNhIpH1qxZ45zjDglEOwHYk2D2EBMUyTGaj3ZObB8JhAMBCDpQ90MQde+EFSmnElSU586dK0888YSuxEEghOrh2LFj1f4L9cDYCkc+sFdjIoFgEMD4hdVX2EJ6O6cJRnnMkwRIID4BnwIYvDE1atRI1SSgFoF4KWnSpIlzN47VrFlTXeliO1QJg9WpU6d08OIqXKh6IbbKRRDXcePGaeweqDLlzp1b/u///k9eeOGF2ALB1pJABBCAp1K41YanQV8JY4hTCW7v4SG1WrVqGgQaMcEQTxBq/F26dNFQFogDBlfy69evd6paLCeGCMD5DFRhIXyZpiUx1Hw2lQTChoBPAQy1wwwdPtCbnzFjhs7QhUut4WYXM4Zz5sxRl7vmrCZW4woXLqz683jIwJiZiQQCSWDgwIEavBW/s1WrVukAtnPnTkF8H/wuhw8fHsjimBcJkEAyCGzevFmFLwRJhy0YJhdDmbBaDpVlBHJHsFvTGQfqZApccBYCGzGGsghlT0Vn2S+99JL+P+A3mCtXruhsJFtFAhFCIEEBzKw/DJVDYaxslu/9DVe9WHnDqlvbtm01bgpWvrB/5swZjck0b948jeKOWCvFihXzzoL7JJAkAn379lWhP2XKlIIAr2aC22io6+K39sgjj9ATogmG3yQQYgLbtm0TrFI/+uijIa7J/y8e9Zk1a5auoiMINCZuzp8/L/ny5VN1sJIlS/7/i7lFAgEigPELKvNwGEVtoQBBZTYkkAwCPgUwrHrhH/Xpp59WD4jQWU8sDRgwILHTAT0HfXmsPnz33XeSNm1an3kPGzZMGjduLNOnT9dYLz4v4kESsEkAKkpQL/x/7Z0JvE1l98eXDBkyhTKVsUGkknoJIRlLiaIQCqkUiVBCNFG8lEoypFLmkkwVmTJlKBqIes0hRGaS/X9+q/8+nXPuvvfue+8Z9/mtz+fcs4dnP8N3n7ufvZ5nPWthNL1y5cqqZAVfmitXLkFgZij9dEUfTIf7JBAdAlhjBc+9ToGYo1Ojf0uF63l88EyhkEC4CPj3X7DaQBgGCgmQQPQJJKuADR48WOOTbNu2TbCdkkRSAfvuu+903VlyyhfqieC47dq10xFGmCJSSCC9BM6dOycPPfSQBkuFcgXvZMmZMeF3d+bMmfQWxetIgARCTACzSW+//bZacTRu3FiDFAevWe7QoUOIS2V2JBAbBIL7r9y5c8dGxVgLEiABcVTAMNpvOxRAB3bo0KGYQYVFy7CVx+xcSoIZvGLFiqWUhOdIIEUCWJ8BRX7Xrl3y5ZdfClxZw/wVi+ThOtpf0NENGTKEwVP9oXCbBKJM4OjRo+qtdO/evTJ69Gj9BFeJClgwEe57gYBT/+WFdrENJOAVAo4KWCw3DjMQUML27dundv1YdwMzDqzLwRowzNjhBXnOnDlqphjLbWHdYpcAPKZh3QjWZsAltD3r9cgjj2jYhRtuuEHdWmfOnFmOHDmiiln79u31O3ZbxZqRQGIRwKw1TOphRl+3bl2BqTCFBLxOILn+y+vtZvtIIJ4IuFLAli9fLsOHD9eZACcTKztIcyQaDm9z8DrXqVMnNUXEzEOw3HrrrfLFF1+oa9/gc9wngdQI4DfevHlzwW8L7qv9QzDA0+bx48cFnsry5cunAZixkB7ON0aOHJla1jxPAiQQQQIIUVKhQgW5++67I1gqiyKB6BFIqf+KXq1YMgmQQDCBVBUwLF5GTDAs3IQbX7yARlvKli2rzg7woNmxY4fOemHEB16kihcvrjNi0a4jy49PAghCftddd+lIOWKlYF1XsGA27Mcff5SDBw/qTOyll14aE/8XwfXkPgkkOoE6depIt27d5H//+596zE10Hmy/twm46b+8TYCtI4H4IZCqAgYTDpj3YdYpf/78MdUyvBxDGcMnWE6ePKmHcuTIEXyK+yTgSODEiROChfqFCxdWD5owL0xO8D9RqFAh/SSXhsdJgASiSwDrNhGIGSbDTZo0EcThss2J7Zr17NnT3uQ3CcQtgbT0X3HbSFacBDxEIFUFDC5MMasUS8oX3Mv3799ffvvtN6lUqZI6P6hWrVrAbcFaMShoU6ZMCTjOHRJwIoDF+rfddpsq82PGjNFBB6d0PEYCJBA/BOA195NPPtEKIz6kk1ABc6LCY/FEgP1XPN0t1pUE/iFwXmogateureYbMLmKBYE3urZt2+pI5lNPPSX79++Xm2++Wd54441YqB7rEIcE4GijXr16GrB17NixVL7i8B6yyiTgRKB+/frqSAf/48l9nK7jMRKIFwLsv+LlTrGeJBBIINUZMJhrYDapZs2a0qJFC50NCzbNiuQI4qhRowSd6rx587Qlzz//vM6GPf7444IYF1DOMiKHDx+W3bt3p5oFHDQ4OSRJ9UImiCkC8JwJ72g1atRQRzMxVTlWhgRIgARIgASSIcD+KxkwPEwCcUAgVQVs/fr16sIXbZkwYYJjkyKpgG3fvj1AyUJQzYEDBwpiXiA2GGJ/wQtiegWR4p999tlUL8cas99//z3VdEwQuwRw/7BIH6aHgwYNit2KsmYkQAIkQAIk4EeA/ZcfDG6SQBwSSFUBs004YqVt8HSIIMt2oGi7Xi+++KLAYyPcDS9ZssQ+nOZvLNTGJzXBbBvWxlHik8CePXsE5rVwH4/1hBQSIAESIAESiAcC7L/i4S6xjiSQMoFU14ClfHnkz8IcErGZMNv17bffBlRg3LhxUqtWLTWX/P777wPOcYcEbAJQ1GFy+OCDD1L5sqHwmwRIgARIIOYJsP+K+VvECpKAKwKpzoCtXLlSevfunWJmMNuLlGAd2ubNmwUzXpiFQkBcW7JkySKTJ0+Whx9+WMaPH68eEu1z/CYBEEDQZMx8ITZQ165dCYUESIAESIAE4oIA+6+4uE2sJAm4IpCqAnb++edLkSJFAjI7cuSIbNq0SXbt2iVPPPFEwLlI7PTt21fgAREOM4IF9X333XdVCdu3b1/wae4nMIEtW7bILbfcomv8OnXqlMAk2HQS8C4BWEYsXbrUdQO7dOniOi0TkkC0CLD/ihZ5lksC4SGQqgKGGaaJEycmKR3xweB5cMeOHUnOReIAvDMiYG5y8p///Ce5UzyegAQ2btyoDjdeeukladeuXQISYJNJIDEIwCIjNasNfxJUwPxpcDsWCbD/isW7wjqRQMYIpHsNGLwP9ujRQz0kHjt2LGO14NUkEEYCGzZsULPDoUOHUvkKI2dmTQKxQADmxadPn3b9iYU6sw4kkBwB9l/JkeFxEohvAulWwNBsmPjB/TsCAVJIIBYJrF27VsMSvPnmm+rxMBbryDqRAAmEn8Dx48cFL7MYMISCRiGBWCfA/ivW7xDrRwLpJ5CqCeK2bdtk5syZASVA6UIAwNGjR8uVV16psbcCEoRxp3LlyvLTTz+5KqFp06bJxi5zlQETxTUBOJC54447BN4xb7/99rhuCytPAiSQPgL2WuXp06drBqtWrZKPPvpI4LQJMSRz5syZvox5FQmEkQD7rzDCZdYkEAMEUlXAoOzA4UWw5MqVS6699lp57bXXgk+FdX/YsGHSrFkzOXPmjDpTOO+85CfxLr/88rDWhZnHLgHEgsPvBMHDEcuOQgIkkHgE0E9gEObs2bOCvqNPnz4KAWEo2rdvL3Ao9c477yQeGLY4pgmw/4rp28PKkUBICKSqgDVq1CimzDXQcX799deq/GEmDuvQKCTgT2D+/PlqbjhlyhRd++V/jtskQAKJQwDPgt27d2vokrx58/ri/mFwJk+ePNK2bVuBQymsaaaQQCwQYP8VC3eBdSCB8BNIfvoo/GWnuwTMbD3//PPywgsvyMGDB9OdDy/0HoE5c+YIgnXPmDGDypf3bi9bRAJpIgDX3eXLlxcoX8Fyww03yJ49ewRm9hQSiAUC7L9i4S6wDiQQGQKpzoBFphppLwXxxypVqqROQNJ+Na/wIoFPP/1UHnroIZk1a5bceOONXmwi20QCJJAGAqVKlZJly5bJ/v37pVChQgFXTpo0SdeBFStWLOA4d0ggGgTYf0WDOsskgegRiFsFLHPmzJzhiN7vJuZKhrkh4tLNmzdPELuOQgIkQAIIvF68eHGBKf2TTz4p586dE8yKffbZZ/L222/rbHm2bNkIigSiSoD9V1Txs3ASiAqBuFXAokKLhcYkgQ8++EB69uwpCxYskAoVKsRkHVkpEiCByBO44IIL5JNPPtH4fzBNhrRu3Vq/mzRpEnEnUlow/5CAHwH2X34wuEkCCUQgwwrY3r17pXDhwgmEjE2NJQJjxoyR5557ThYtWiRXXHFFLFWNdSEBEogBAhUrVpQ1a9YIYiph9gszXlgXVq5cuRioHauQyATYfyXy3WfbE51AigoYlCt4HKxatWqSWF/wHDV27Fh1UX/o0KFE58j2R4EAgiu/8sorsnjxYilTpkwUasAiSYAEYpnAihUrZO7cuertEE438KGQQCwQYP8VC3eBdSCB6BFI1gviiBEjpEiRInLPPfdIiRIl9BuxVCDbt28X2NZ37NhRLr744ujVniUnLIGhQ4cKPoiXQuUrYX8GbDgJpEgga9asGufrsssuk1q1asn48ePl+PHjKV7DkyQQbgLsv8JNmPmTQOwTcFTAfv31V+nWrZsGsEVMiiFDhsjHH38so0eP1hkxjCIuX75c+vbtK+vXr4/9VrKGniLw0ksvyahRo2Tp0qU6OOCpxrExJEACISNQuXJljQM2e/ZsKVq0qDz66KNqMv/ggw/q8yNkBTEjEnBJgP2XS1BMRgIeJ+Bogrhx40Z1746XXMx+1alTR7799lvBYtFNmzbJJZdcog4Prr76ao/jYfNijUC/fv1k2rRp+vLE2ddYuzusDwnEHgF4zG3YsKF+jh49qs+PyZMna7+G/g3rwigkEAkC7L8iQZllkEB8EHCcAUNgytKlSwfMLsC7HOzpa9asKatXrxYqX/Fxg71Uy169eglipcDskMqXl+4s20ICkSHw119/yZkzZ3SAEeuYzz///MgUzFISngD7r4T/CRAACQQQcFTATp8+Lblz5w5ImC9fPg1aOW7cOPUiFXCSOyQQZgJdu3YVmMPC22HBggXDXBqzJwES8AqBU6dO6awX3M5jXXPv3r2lbNmyGqD5hx9+8Eoz2Y4YJsD+K4ZvDqtGAlEi4GiCmFxdoITlz58/udM8TgIhJ4BR6ocffljXGi5cuFDy5MkT8jKYIQmQgDcJrFy5Uho0aCBHjhxRk8N3331XmjZtKtmzZ/dmg9mqmCLA/iumbgcrQwIxRSBNClimTJliqvKsjLcJnDt3TrBY/n//+5+uOcyVK5e3G8zWkQAJhJzAk08+qYGYCxQoIHAwBW++sPKg+WHIUTNDPwLsv/xgcJMESCAJgWQVMCxMvummm3wX7Nu3Tw4fPhxwzD4Jj4gUEgglAbwk3X///bJ//375/PPPJUeOHKHMnnmRAAkkAIEqVapI8eLF5YknnpDp06dri1etWiUfffSRmtQPHDhQcubMmQAk2MRIEmD/FUnaLIsE4pOAowIGL4fouPylZMmSgg+FBMJNAAvl7733Xjl58qTAfTRHqsNNnPmTgDcJwOHGHXfcobNew4YNkz59+mhDa9SoIe3bt1fTxHfeecebjWerokKA/VdUsLNQEog7Ao4KWPPmzQUfCglEmgBMg5o1ayYIoAqPh/imkAAJkEB6CMBxz+7du2Xz5s2SN29e6d+/v2aDZwzWk7Zt21awTofm9emhy2uCCbD/CibCfRIggeQIOHpBXLx4sTz//PMB1xw6dEh+//33gGNz586Va6+9NuAYd0ggvQQw49W4cWPBWq+pU6dS+UovSF5HAiSgBGBKX758eVW+gpHccMMNsmfPHkHYFQoJZJQA+6+MEuT1JJBYBBwVsDVr1sjIkSMDSDzzzDNJZsWwJmz9+vUB6bhDAskRwEgzbONhohEsx48fl0aNGknhwoVl4sSJuj4jOA33SYAESCAtBEqVKqXu5rGWNFgmTZqkz5lixYoFn+I+CaSJAPuvNOFiYhIgAUPAUQEjGRIINYEdO3aogoVQBogxV7lyZfn222+1GLiIrlevnpQpU0bee+89Oe88/ixDzZ/5kUAiErjlllvUCQcGdzCwA890mBXr27evflq2bMm4lon4wwhhm9l/hRAmsyKBBCLAN90EutnRaio6qBIlSqgpELxpnjhxQh577DGpVKmSYBT61ltvleuuu07GjBnDtRjRukkslwQ8SOCCCy6QTz75RP7++2+BsnXs2DFp3bq1vPDCC1K9enV57bXXPNhqNilSBLA0g/1XpGizHBLwFgFHJxzeaiJbE20CiOWF4KdDhgzxVaVdu3aCuDw4DmUMHsooJEACJBBqAhUrVhSY1a9du1Znv7Jly6aDQeXKlQt1UcwvTgjAOybiS8J08PLLL1erjLRW/cCBA6p8QQHz79vSmg/TkwAJJCYBKmCJed8j2uolS5bIDz/8EFAmZsJ69eolF154obRp0ybgHHdIgARIIJQEYNYMpxv4UBKbwIYNG6RJkyZq6g7PmOvWrZN+/frJgAEDXINB/1W7dm312BvssMx1JkxIAiSQ0ASogCX07Y9M4+F0wz+WF9xCo/PCLNjHH3+sjjkiUxOWQgIk4HUCWFu6dOlS183s0qWL67RMGN8EsBb5mmuukdGjR0uHDh20Mb/99pvAEQvMVGGampr4919wTkYhARIggfQQSFYBw/S6fzDmrVu3yqlTpwKOHTx4MD1l8poEI4DfEZxr4EVn+/btqnx17txZbrvtNg2MCjfRFBIgARIIBYFFixZJ7969XWdFBcw1qrhP+OSTT0qPHj18yhcaVLRoUcG7DJxAde3aVQoVKpRsO/37r+7duyebjidIgARIIDUCjgrYpZdeKjVr1gy4Fnb0wQJvdiVLlgw+zH0SCCDw0ksvqcMNxJH74IMPpGfPnqqEYQ3G+PHjJWfOnAHpuUMCJEAC6SXQrVs3wYdCAsEEVq1a5bjeGKbw8MwLc8T69esHX6b7v/76q8CrJvovDCBSSIAESCAjBBwVsHvuuUfwoZBAKAjAw+H8+fOlbt26kidPHhk+fLgG+n777belbdu2oSiCeZAACZBAqgRuv/12qVGjhq4/TTUxE3iOAEzh4YXXSeCQI3v27E6n5Oeff5Y6derIc889FzB75piYB0mABEjABQFHBczFdUxCAq4JwAEHXD+/++67UqtWLTVlxcyp/7ow15kxIQmQAAmkkwBigJUtWzadV/OyeCeAGSzEgIMihfAo8ICI2S+sGVyxYoVcf/31SZqI/guDh6+88orcf//9Sc7zAAmQAAmkh4CjAnb06FFBfAu3ApNFCgk4EcCC+AYNGsiIESOkefPmTkl4jARIgARIgATCTqBjx45y4403yowZM9QZB8ITYGZrwYIFsnjxYkHcOH9h/+VPg9skQAKhJOCogL3zzju6UNVtQZZluU3KdAlE4JtvvpHGjRsLfk933nlnArWcTSUBEiCB1Amg74TDq8yZM+tMTOpXMEV6CezZs0eVL8TsWr16tXz11Vdqcgjlq1GjRnLzzTcHZM3+KwAHd0iABEJMwFEBQ8wUCGJk3HXXXTpClDVr1hAXzey8TGDZsmX624GTDXRuFBIgARKINgF4PLzsssuiWg24MX/99ddl8uTJgu2zZ89qfbA+FqbZCOyLmFTBszFRrbQHCu/Tp4+0b99egr0Xnj59WooXLy7w9FyqVCltKfsvD9xwNoEEYpyAowIGV6yVKlWSSZMmybRp02T27NnqlOO+++6TatWqSaZMmWK8WaxeNAksXLhQzQ0nTpyoLxPRrAvLJgESSFwCJ0+elMOHD0uRIkUUgr/3OpzDLEewx99w0oIb8+rVq2sfCkdXpUuX1pkv9Kl//PGHKgHoc6dPn65mcXCNTgkNgZUrV8rUqVOTZIa1yFibjN8CFDD2X0kQ8QAJkEAYCDgqYJgBQ6eED9buwIMdlDF4kMIoXYsWLQTKGJQ0Cgn4E/j888/V4QZeIIJNOvzTcZsESIAEwk0AZmb9+/cXrPUJFhzDizdiQMERQyTk1Vdf1Vku9KnJOSFC2I6GDRvK+++/rzNhkahXIpSRK1cuOXbsmGNTcTxHjhzC/ssRDw+SAAmEgYCjAuZfTpYsWdSJAhwpYKp+7ty5qozh5RrR46GIwaMQhQRmzZolDz74oHz22WcBAbtJhgRIgAQiReDUqVPSpk0bfK6tpAAAQABJREFUfdnev3+//PLLL0nMoLH2atOmTTqgmD9//khVTb777jsNvZGc8oWKwNy/Xbt2OvgJU0RKaAjAAyKU8Xnz5gVkuGHDBj0GT70dOnRg/xVAhzskQALhIvDPYi+XuaPTaNKkiQwaNEjjqOzatYsjdC7ZeT0ZZrygfEFBr1Kliteby/aRAAnEKAHEcsKAYbZs2QQDiDDvw7b/B2lgCojnViRN6m+66SbB+qLUBDN3GOCkhI4AlK8vv/xS19bt2LFDEPfrk08+UW+ITz/9tAbvZv8VOt7MiQRIIGUCqc6A2Zdv27ZN7adhQw0PQpdccok88sgjao5op+F3YhLAWq9u3bqpqWrFihUTEwJbTQIkEDMEMBiED9b1TJgwQZ1exELlWrZsKVDC9u3bJ61atRKs8SpQoIDA7B9rwNDPfvjhhzJnzhx9nsZCnb1Sh5w5c6oVT6dOnXSQEArYVVddpU45xo0bx/7LKzea7SCBOCGQogKGBcNQuKZMmaJKFxYyY+Hw8OHDpWrVqhEdOYwTnglXTXg5fOaZZ3Thcrly5RKu/WwwCZBAbBGA0oUZJMR8gnJTtGhRtdpIrpa9e/dO7lTIj1977bUCkzcoAW3btpVz584lKQNeEL/44ot0OQdBDE8od6kJyv3rr79SS+a585gRHTt2rK9dae2/sFYMMcQQnBnrBm+77TYpX768Lz9ukAAJkIBbAo4KGAIS9uzZU0cPL7roImnWrJlg8XCNGjV0pM5t5kznbQKjRo2SF154QQNYRtu1s7dJs3UkQAJuCUABGzx4sIbBwIwStlOSSCpgqEfZsmXVw+GZM2cEpnCoI5QhKIpwhw6lMb0Cxc1Ne7BODs5HElnS2n9B+br++uvliiuuUG/QCCFQoUIFHaDGwDSFBEiABNJCwFEBg3codGKFCxdWT3Z//vmnBtNFQF0ngckExXsE4L550aJFggCWMJWBxzCso4C89tprMmzYMFmyZIkvdor3CLBFJEAC8UbgscceE3wgeFk+dOhQTDYBz1IoY/hAYBIHM8SMKGAYLMUnNYEFC2baElXS2n9BWc6dO7fceeedOgNmc0NcOdw/rC1LZJ42D36TAAm4J+CogBUqVEhgKgHZvHmz+9yY0jMEfv75Z6lbt65cffXVUqJECTXhwWgtTFzeeustVciXLl2qawE902g2hARIgASiRODjjz/WtbQHDhyIUg0So9hXXnklzf0X+rqSJkg2zA/9BQOTMGl88803qYD5g+E2CZBAqgQcFTC48MWHkjgE1q5dq53I1q1b1TXzzJkz5d1331V3yDaF+vXra+DQfPnyCTokO7ipfZ7fJEACJBBrBJYvX67rluG1FzMZweIUIyw4Taj2hwwZoiaHTvlh0AuzYPbsHeJswpEIJXQEBg4cKB999FGa+y+YiSY3w3XdddfJG2+8EbpKMicSIIGEIOCogGGWIy1mG5deemlCwPJqI/GCUq1aNZ3lwsJwhBmABC/mrly5snz99dd6nsqXV38NbBcJeIfAzp071SV93rx51XFUnjx5oto4DHRNmjRJEHss2M08TL6xFgxrsCEpxQqLaiPitPA+ffrIp59+qmbzWNueFsG9Qjw5J9myZUuSe+mUjsdIgARIwJ+AowKGtV49evTwT5fiNoJaUuKTAF5QoHxhrVfNmjW1EUOHDtWXBAQDhQlio0aN1FXvggUL5NFHHxUsPqaQAAmQQKwTwDMLLt7heTCSAZeT44L10gjV8dJLL6mVSffu3X2OrT744AM1Qfz++++Tu5zH00kAnPFbwJpleC9MqyBmHMLuYHDS38nJkSNHNBTP5MmT05ol05MACSQ4AUcFDB0WBKOGd911l9SpU0eyZs2a4Ki82XwEnkRsGlv5QiuxCBwdC8INIATB7NmzNQwBRma7du2qZojepMFWkQAJeIkABgfhWTAWlC9wRd+KoL/16tXTOGCzZs2S999/X9fZeol7rLQF9x8mnYhdiv4L7zTpkQsuuECvx3po5HX33XerhUi/fv3k5ZdflubNm6cnW15DAiSQwAQcFTC8ZMP+HKYS06ZN0xdwuFm97777dLYkU6ZMCYzMW03fv39/Ei+GTZs2VUULoQcwaggTU3xv2rRJ3nvvPenfv7+3ILA1JEACniRQu3Zt6dy5s/z4448xFa8J7szXrVunliaYEXv99dd9M2GevBFRaBRinT300EOyceNG7b/gxTAjgn4QZvmjR4+Wzz77TJV6vB9BmaaQAAmQQFoJOCpgGKXDjAg+I0aM0AjxUMZuv/12ddDQokULVcagpFHim8Dll1+uHqH8W9G4cWNZtWqVjvLBXAPmMlC8Hn/8cf0tlCpVyj85t0mABEggJglkz57dN8OPfguzYZkzZw6oK2JeRkNy5sypHmURzBfONnLkyBGNaniyzL///lsdSMHxClzEg3UoBGvHsJaMQgIkQAIZJeCogPlnisjxDRo00M/p06cFJmtQxm6++WZdeIpZseeee87/Em7HEQF0/n379hXMcE6dOlVrjoXgmPGCIBxBr169dJZs2bJlctNNN+lx/iEBEiCBWCewfv1633NtwoQJjtWNlgJmVwbPYKz7guUJLBIoGSOA/qtVq1aC+KV4X4ESTiEBEiCBWCOQqgLmX2F4ZWrSpIm+lJcvX14XpA4YMIAKmD+kONvGyCCCbsM2HkFLGzZsqOu+EBAUHrs4yxlnN5TVJQES8BFA6Ay8iMe6YGZl4sSJsV7NmK8fwgxgPRbMD2EmiGDXFBIgARKIRQKuFTDEwcAMCT5YhHrJJZeoVyCYdVDimwBcM584cULX+mE2DPcWyhddzcf3fWXtSYAESCBRCJw6dUqdhuXKlUuVWToOS5Q7z3aSQHwSSFEB2759uypc8IQHpQsv5DBVg3e8qlWrCp1xxOdNd6o1vEW9/fbbOuMFr1zB6yScruExEiABEohlAitXrgxwG+5UV4TgoMQ3AQwg3nHHHXLxxRerV0n2X/F9P1l7EkgEAo4KGNy1wi4epmkwjWjWrJnAI16NGjXoqcmDvwoE3sY6hDJlysjYsWN5jz14j9kkEkhEAjCbD57JR4gNeHSFg4YnnngiEbF4qs3svzx1O9kYEkgYAo4K2Jo1a1T5Kly4sDrbgA09gjPj4yQILkmJTwK4t3Cycs0118jIkSM5qxmft5G1JgEScCBw3XXXOa6twow/vLru2LHD4SoeihcC7L/i5U6xniRAAsEEHBWwQoUKqaMNJN68eXPwNTG1j470wIEDajKXngj3MdWYCFcGjjbq1q2rM5swK6WQAAmQQCIQgPl8jx49pGzZshrXCYF2KfFFgP1XfN0v1pYESCCQgKMC1qZNG8EnVmX37t0auHLy5MmC7bNnz2pV4UyiZMmScuuttwq8M7JTTf4O/v7771KnTh01PRw0aFDyCXmGBEiABDxIAEF1ES8KsyjsK+LrBrP/iq/7xdqSAAkkJeCogCVNFjtH4BikevXqaioHhyClS5cWzHxhRBMjYlu3bhVEp58+fbrGssK6JkoggT179kjt2rU1mHb//v0DT3KPBEiABDxCAN57Z86cGdAaKF3oK0aPHi1XXnmlxrMMSMCdmCbA/iumbw8rRwIk4JKAowIGu/jkTA9z586tZhsFChRwWURok8EZCGa55s+fL1hg7SQvvfSSxrOCNz/MhFH+JbBz505Vvh566CF1tPLvGW6RAAmQgLcI/PTTT/LUU08laRRclSPI/GuvvZbkHA/EJgF4Ovziiy/ksccek4cfflieffbZ2Kwoa0UCJEACLgg4KmCI9QX7+JQEs07Dhg2LuKnid999J23btk1W+UKdEf+jXbt2MmLECCpgfjcRs4OY+erWrZt07drV7ww3SYAESMB7BBo1aiSnT5/2XsMSrEXjx4/XfgtKGLxaIl5l+fLlNe5XgqFgc0mABDxCwFEBQ3DlypUrOzbx5MmTAhMAmHVAyYEL2M6dOzumDcfBm266SZYtWyYdO3ZMMfuvvvqKpiV+hLZs2SK33HKLjhp26tTJ7ww3SYAESIAESCA2CXz++efywAMPaIwvrFdG/7Vhwwb13PvBBx9I69atY7PirBUJkAAJpEDAUQErXry44JOS4IEIJQhmfpFUwFq2bClQwrCAulWrVhq7CuaQ5513ntr1w+YfbvHnzJmjZooptSFRzm3cuFEdbsA0E0ozhQRIgARIgARinQDW691///26zhvKl91/VaxYUZYvX67vAPfdd596QY71trB+JEACJOBPwFEB80+Q0jYCNMM04Pjx4wKb+kgI7PYx+oVRMJginjt3Lkmx8IIIW/GaNWsmOZdoB8CqXr16ai6KjopCAiRAAiRAAvFA4Ouvv9YwMxhUDe6/qlatqhY4CENz8cUXx0NzWEcSIAES8BHIkAIGt+9wAY8HYKQUMNQcsVsWLFggZ86c0UCamPX666+/pGjRojpzFy0HIT6qMbKxdu1awRqIt956S6AsU0iABEiABEggHgig/7r77rslW7Zs0rx58yRVxuDrqVOnJEeOHEnO8QAJkAAJxDqB8zJSwW+++UYKFiwoJUqUyEg26b4WD2YoY5jxatiwodqEU/n6B+fKlSuVyZgxY6h8pfsXxgtJgAS8TGDv3r1ebl7cts2//6pUqZK8+OKLSdry6KOPSqlSpRjDLQkZHiABEogHAumeAVuxYoVgTVGVKlXioZ0JVcclS5ao0jVhwgSpX79+QrWdjSUBEiABEIByBRM2mKoVK1YsAIplWTJ27Fh1UX/o0KGAc9yJLoHg/qtChQo60ApLlxdeeEHXe8OqY9SoUXLw4EHdj26NWToJkAAJpJ2AowI2ceJEdeHulB3We+FBeOTIEcFC2HfeeccpGY9FiQDio8FWfsqUKepyPkrVYLEkQAIkEDUCCEHSpUsXLT9z5szqrhz9WpYsWWT79u3qzGHRokVyxRVXRK2OLDgpAaf+q0yZMqpoPfLII+qdOVOmTFKtWjX55Zdf1DlH0lx4hARIgARin4CjAoYOKzm76osuukgaNGigHRfWFeXNmzeirYR7fATXdCNNmzYVzAKlRVavXi2TJ09O9RLElsHoWyzJ3Llz1THJjBkztIOKpbqxLiRAAiQQCQK//vqrxozC7D+CMH///ffSvXt3GT16tFx99dWCfuHPP//UWFJ9+vSJRJVYhgsCKfVfiDvqpl92UQyTkAAJkEBMEHBUwLDg1WnRayzUGMGfofjBAcezzz6bovnB5ZdfnuYq58yZUwM9pnYhHJAgIGSsyKeffqphAWbNmiU33nhjrFSL9SABEiCBiBJA2A24L4eJGtYn16lTR7799ltBzKhNmzbJJZdcok6coIxRYoMA+6/YuA+sBQmQQOQIOCpgdvEIuLxu3Tq57bbb9BA6NShAGKnC4tcHH3xQY3LZ6SPxXaNGDbXrhzt61KdHjx4hLbZ8+fKCT2oybdo0SY+Cl1q+6TkPc8PHH39cELDyuuuuS08WvIYESIAEPEEAJvKlS5cOcA6FdUSIWdmkSROdSYEDJ0psEGD/FRv3gbUgARKILIFkvSAivhcWLsN0w5bevXtLz5491eU7vBTB++CaNWvs0xH7huLz/PPP64LcWDMDjBiE/y8Io7pdu3bVEV0qX5Gmz/JIgARijQDMw3Pnzh1QrXz58un6r3Hjxqlb84CT3IkaAfZfUUPPgkmABKJMwFEB+/nnn+Xhhx/WGBwwDYDArGPIkCEC16/wUgS7+urVq2u6aLThiSeekJkzZ+osWDTKj4Uy4WL+6aefFiwmxwgvhQRIgARIwJkAlLD8+fM7n+TRiBNg/xVx5CyQBEgghgg4miAuXLhQFRu46bVHEm1FDLNgEHgi6tSpk3rcQzDE7NmzR7RZcBRSu3btiJYZS4W9+eab8sorr8jixYsFXqIoJEACJEACyRNAn0WJDQKR6r927NihHp3Xr1+vDsMaNWokDzzwQGxAYC1IgAQSmoCjAobZrRtuuMGnfIEQlDK47C1evLgP2KWXXqrmiDt37pTLLrvMd5wb4SUwdOhQQQeGmchoBcEObwuZOwmQAAmkn8CWLVsC1ifv27dPDh8+HHDMzn358uX2Jr/TQQBrseGh0B64hWVM27ZtBYOkThKp/uu3337T/hHWMlgrjuUKLVu2lNmzZwvWcFNIgARIIJoEHBUwmGrg4WULZriWLl2qTjfsY/iGR6msWbNSCfCHEuZtBL/G+jzcj+DgomEumtmTAAmQQMwTgJfDKlWqBNSzZMmSgg8l9ASwFhzxQTt06KBKF9aNY6kCFN5gy5hI9V8nT57U/nHgwIEabsBudYsWLaRgwYLqTKxbt272YX6TAAmQQMQJOCpg8DCIByVmwuCqF6NFeKA1btzYV0HLsjTGFhxi0KOUD0tINhCjBjFrVq1aJRdccIHUrVtXR+769eun9wLK18UXXxySspgJCZAACXiJQCyHUfESZ7QF3neh0GD2y5b27durN17MgvnH7opk/7V27VqpWLFigPKF+p133nny8ccfC+K/UQGz7xi/SYAEokHAUQGDq15EmocZIswJsM4Io1xQBCAw2RgxYoR8+eWXMmnSpIjWO9yBmCPaGIfCMJJYuHBhdZd89913y9GjR6VVq1bakeTKlUvNDtHhUUiABEiABEggWgTOnTung7Bw2hUs8JJcoEABOXbsmA4i9urVS+bNmxex/gsmp8mFicEMKc5TSIAESCCaBBwVMJgVTp8+Xf773/9qzK3HHntMBgwY4At6jNGjn376SWDLHemAzeEOxBzNm3H27FlVvm6++WaZOHGiryobNmzQNV9wgELly4eFGyRAAiSQhAAGDLE+tm/fvr5zhw4d0vXKF110ke8Y4lnCi+x3333nO8YN9wQwWAglzJ+pffX555+vJoCIJfrGG2/oewS89UbKCyXWpH/zzTd2dQK+8fsoW7ZswDHukAAJkECkCTgqYKgETNwGDx7sWB+sQcIoEqbzIy3hDsQc6fb4l4cAorCZR0BlCMw8EQ4AHpzwQtGxY0d58cUX/S/hNgmQAAmQgB8BxKYcOXJkgAL2zDPPaCgVKAG2YI0Snq2U9BGARUaWLFkETrjwPuAvsNzYvHmzvPzyyzpYCxPFPHny+CcJ6zbCskAJg6L1yy+/+MpCnWAiOX/+fN8xbpAACZBANAikS4OC571oKF82IK8GYt61a5cvnhdGFuEuF/HXFixYoPbsu3fvthHwmwRIgARIgASiRgDvAAhFU79+fZ0JsyuCgUMoW1DKoPyg/4qk8oV6oG7wdrh161aBU7GnnnpKnYhdf/31at1Tp04du7r8JgESIIGoEEh2BiwqtUlDoXAtW6lSJU8FYi5durTA3PD06dPSrl072b9/v86G5ciRQ9fh0eV8Gn4gTEoCJEACJBBWArDIwHIEuJzHMgV8z5gxQ4oUKaIzULNmzRL0X9EQmEGeOXNGHYRgphMDt88++6ygn6WQAAmQQLQJxK0C5sVAzBgxrFq1qi5exjowjOChEzly5IjUqlVLxowZE+3fC8snARIgARIgASWA4NZQuGBiiJmuv/76S0PTXHPNNXoc/VdqAmsPWH9s375dEFs0lMsb8J4AB2L4UEiABEgglgjErQIWSxBDVReM1iGoJVz+w9X8oEGD1IvUe++9p2EBYLtOIQESIAESIIFYIlC7dm0Nct2sWTNdPz5lyhRVxFKr44kTJwTXYN3eVVddJatXr9YByF9//ZXhbVKDx/MkQAJxTSBda8DiusUxWnkoXXfccYfaymP7o48+EnhFvPDCC8X21hWjVWe1SIAESIAEEpiA3X/BMcfUqVNdKV/o35AeFh6///67mtnDsyJmreBE49SpUwlMlE0nARLwOgHOgMXAHUanc/vtt0vx4sUFs11YQIyg1/6Br2OgmqwCCZAACcQFgQMHDkiVKlV8dYUzBrzQ+x87ePCg7zw30k/Aqf9ykxsGGYsWLSrLli3zJYdJ4zbjDbhhw4YaigWOqCgkQAIk4EUCVMCifFcx+ofOply5cjJ69GhBB0QhARIgARJIHwGsI6pZs2bAxRUrVgzYx07u3LmlZMmSSY7zgHsCGem/EKcLcdicBNYgCOZMBcyJDo+RAAl4gQAVsCjeRQQHhQvfG2+8UYNVRrEqLJoESIAEPEHgnnvuEXwo4SWQ0f4rZ86cusbZqZaYVcN5CgmQAAl4lQAVsAjd2S+//FK9RMHJBjwcwhSmbt266p1pyJAhEaoFiyEBEiABbxNAEGAoB24FM2YUZwKI6QXnUJjpyp8/vwZeRkqYeNreBdPbf+H6Rx99VLp37x6wZgyeFBG3a86cOc6V4lESIAES8AABKmARuIkYjf3555/l3nvv1Q4M5hXZsmWTHj16COKoUEiABEiABEJD4J133tFnq9vcoGRQkhI4fPiwtG7dWr766is114TTjL59+8p9990n8HoI74XPP/980gtdHqlXr540aNBA+8J169bJlVdeKRs3bhQES0a+MM2nkAAJkIBXCVABC/Od7dKli8DWHQEg4dkJjjYQz2v37t3qbjfMxTN7EiABEkgoAnBiBMmbN6/cddddUqdOnYAZloSCkc7GwmEJZryaNm2qs4mI57V582a54oorZODAgargPvPMM+nM/d/L3njjDV2Hh8FJxAJDDLDBgwdLz549/03ELRIgARLwIAEqYGG8qVC80MHccsstsmrVKnniiScEcU8Q3wumF4ULF5ZOnTqpK94wVoNZkwAJkEDCEOjatatUqlRJJk2aJNOmTdOA9rBCwMxNtWrV6OjIxS8BfVT58uVl+vTpvtTZs2eXEiVKqPkhFKZQCSxB8KGQAAmQQCIRYBywMN3tTZs2yX/+8x/JkSOHzJ8/X709FShQQEcVYduOBcZwwbtnz54w1YDZkgAJkEDiEcAMGLwgjhw5Up+v77//vtiu0qFAYH0RTN4oyRNYtGiRjBgxwpcAgZGrV6+u7GB6uGTJEt85bpAACZAACaSdABWwtDNzdcWrr76qZhRY67V8+XJ9IejXr5/88ccfatKBDm779u1SpEgRV/kxEQmQAAmQQNoIZMmSRdcZjR8/Xvbt2yevv/667Ny5Ux0hwZzuueeeS1uGCZIa4VDskChYvwyFFv1X586dNU6lfS5BcLCZJEACJBByAlTAQo70nwyxmBjrD7CQuEaNGvLyyy9Lhw4d9CTMYOABCqaJuXLlClMNmC0JkAAJkIBNAOuYmjRpoibgvXr10jVHAwYMsE/z248AZrvgzOSHH36QWrVq+fqvY8eOCZRZ9GEUEiABEiCB9BPgGrD0s0vxSixgxszXggULBG6O27RpI3CPjBHZKVOmqDOOuXPnppgHT5IACZAACWScwLZt22Tq1Kn6Wb16tTp7eOSRR6RFixYZz9yDOcA1PPowMHvvvfekZcuWAoalSpVSM8SyZct6sNVsEgmQAAlEjgAVsDCxvvrqqwWjrJMnT9aZMChdCxculB07dqgZ4vfff+8z8QhTFZgtCZAACSQsAZh4Q4HAsxdKF8y94Yxj+PDhUrVqVT5/U/hlwONhoUKFpGDBgtK+fXtVuhCf64UXXpA+ffqkcCVPkQAJkAAJuCFABcwNpTSmWbZsmYwbN047eSxY/uyzz6RMmTJq8jJq1Ch9GYADDgoJkAAJkEBoCSxevFjX38IL7UUXXaTxqrAmF6bgtov60JbordzQf8F8HqaGiNN1+vRpQUwwKGNZs2b1VmPZGhIgARKIEgEqYCEGj1mu5s2by8SJE3WdFzxxwZsUnG+UK1dO1qxZo4EmQ1wssyMBEiABEjAE8IyF8oUwHzfffLP8+eefup4Ja5qc5MMPP3Q6nJDHgvsvQIAnX3woJEACJEACoSNABSx0LOWLL76QVq1aaewUdPwQrDPAh0ICJEACJBB+AjCdu/baa7UgmNJR3BFw6r/cXclUJEACJEACaSVABSytxJJJP2vWLHnggQfU3LBKlSrJpOJhEiABEiCBcBKAwyN8KO4JsP9yz4opSYAESCAUBKiAhYDi9OnTdZZr3rx5NC8MAU9mQQIkQALpJQBvs4cOHXJ9ObzUJrKw/0rku8+2kwAJRIsAFbAMksdar27dusn8+fOlYsWKGcyNl5MACZAACWSEANZ69ejRw3UWlmW5Tuu1hOy/vHZH2R4SIIF4IUAFLAN3avbs2ertEAuX4WCDQgIkQAIkEF0CtqfDvHnzqje/OnXq0Hufwy1h/+UAhYdIgARIIEIEMpnRv8Qd/ssAZCzy3rp1q3Tt2lVdHWcgq5BdunLlStm7d69ceOGFIcvT6xkdPHhQXVMj6CjFHYEDBw5oQPF8+fK5u4CpBMwQxPa6666LGxqDBw8WrA265ppr4qbOqOi5c+dk6dKlMmnSJJk2bZrG+0L8r/vuu0+qVavG+F+GUSz2X5H+kSGu2YQJEzRETKTLjtXy9u3bJzlz5pTcuXPHahUjWq9Tp07ps7t48eIRLTeWC0Ms2/r162ucwFiuZzz0X1TA0vkLWrFihcZJiaW4KPBiBZfLiH1DcUcACmvmzJlj/mHirjWRSQVmWbJk0bhAkSkx/kvZs2ePIPaf7R01HlpUsmRJNa/G/0e8ytmzZ9U8HMrYjBkzJE+ePNKiRQtVxipVqhSvzcpwvWOx/8pwo9KYAeKbjR07VsqXL5/GK72bfOfOnap8cXDtn3t84sQJHdQuXbq0d296Glu2ZcsWadiwoRQrViyNV0Y2eTz0X1TAIvubCGtp/fv3V2WiX79+YS3HS5k/88wz2uE8/fTTXmpWWNuC9TVFihSR7t27h7UcL2WOmXIEY+/SpYuXmhVXbcEL99y5c3VmDDN7eIHArNhzzz0XV+1gZUNDAC/XCFlw/Pjx0GTogVzuv/9+nd1o3bq1B1qT8SYgKHmvXr3k66+/znhmHsmhQoUKMnnyZA5chOB+nheCPJgFCZAACZAACcQ0gfPPP1+aNGkigwYN0peqXbt2yYABA2K6zqwcCZAACZCANwnQCYc37ytbRQIkQAIk8P8Etm3bJlOnTtXP6tWr5ZJLLtHQITBHpJAACZAACZBApAlQAYs0cZZHAiRAAiQQdgLbt29XhWvKlCkCpQtms3DGMXz4cKlatSqdcYT9DrAAEiABEiCB5AhQAUuODI+TAAmQAAnEHYHFixdLz5495ZtvvlGHRM2aNZNXX31VatSooR5P465BrDAJkAAJkIDnCFAB89wtZYNIgARIIHEJrFmzRpWvwoULq9dJeIZFcGZ8nOTDDz90OsxjJEACJEACJBA2AlTAwoaWGZMACZAACUSaADzbIc4VZPPmzZEunuWRAAmQAAmQQKoEqICliogJSIAESIAE4oVAmzZtBB8KCZAACZAACcQqAbqhj9U7w3qRAAmQAAmQAAmQAAmQAAl4jgADMXvolu7bt089e1100UUealV4m7J3714NXg2zJYo7Anv27JGsWbNKwYIF3V3AVPLbb78J4lAVKFCANMJMYMeOHcmaHubOnVvKli3L+xDmexAP2VuWJT/++KMgsCzlHwI7d+4U/I/ky5ePSAwBBOtGf1emTBny+H8CMOsuUaKE9meEkjECVMAyxo9XkwAJkAAJxBCBoUOHSo8ePVKs0YUXXijDhg2jqWKKlHiSBEiABEggXAS4BixcZJkvCZAACZBAxAkguHLlypUdyz158qSOaM+cOVPatWsnR48elc6dOzum5UESIAESIAESCBcBzoCFiyzzJQESIAESiFkCHTt2lA0bNsiqVatito6sGAmQAAmQgDcJ0AmHN+8rW0UCJEACJJACAQRoXrdunRw/fjyFVDxFAiRAAiRAAqEnQAUs9EyZIwmQAAmQQIwTyJMnj5w9e1YOHDgQ4zVl9UiABEiABLxGgAqY1+4o20MCJEACJJAqgW+++UY9ecKjF4UESIAESIAEIkmAClgkabMsEiABEiCBqBNYsWKFvPTSS1KlSpWo14UVIAESIAESSDwCdMKRePecLSYBEiABzxKYOHGijBgxwrF9WO+1bds2OXLkiFSsWFHmzZsnRYoUcUzLgyRAAiRAAiQQLgJ0Qx8ussyXBEiABEgg4gQyZ84sOXLkcCwXQeobNGggV1xxhcAJR968eR3T8SAJkAAJkAAJhJMAZ8DCSZd5kwAJkAAJkAAJkAAJkAAJkIAfAa4B84PBTRIgARIgARIgARIgARIgARIIJwEqYOGkG+K8z5w5I3///XeKuaaWxrKsFK/32snUeJw7dy7VJpNZICI3PNykCcw1vvdS+525aV2iMXPDJCNp9uzZI7Nnz/ZlgWfnkCFDpE6dOtKhQwdZvny57xw3SAAEEu1/0E173aTxyq+H7wMiJ0+eTPF2uvk9uEmTYiEJcpIKWJzc6K1bt0rRokV10XhyVU4pzbfffiutWrWS/PnzS+nSpeX5559PLhvPHE+JBxbqV6hQQc4//3xl0qJFC9m1a1dA28ksAIf+9u655x7JnTu3lC9fXoYNGxaYwOyRWRIkvgNdunSRiy++2LdvbyQiM7vt4foeP368FCtWTLp37+4ronfv3tKzZ0/566+/ZOXKlXLrrbfKmjVrfOe54X0C/B8UgZLx3HPPSZkyZfRZfu+998qiRYsCbv6xY8ekV69ectlll8mFF14oTZs2lYMHDwak8dLOF198Iddee62+DxQqVEi6du2aJED7e++9J7Vq1ZKcOXPKjTfeKAsXLvQSAm3L2LFjNTSHU8PctN9NGqe8E/aY0VQpMU7g119/tcwLL6aurFmzZjnWNqU0xvOXZZQuq2XLlpZ52bPMy4llHiLWwIEDHfPywsGUeMycOVNZPvDAA9aSJUusMWPGWKYzsq6++mrr9OnT2nwyC/ydbd++3TLKqvXII49YJn6S9d///tfKmjWr9eqrr/p+LmQWyMwHxmyYztrKlCmTZZxA+B+2EpFZAIAw7GzatEl/q2awwMI25KefftL/+c6dO+u+eQm16tata11//fW6zz/eJ8D/wX/uMf4HLrjgAsu8LFtff/21ZZQryyhZ1tGjR30/gscff9wqW7astWDBAmvp0qWWUU6sa665xsL/jdcEzwb0bU2aNFEeI0eOtEyQdqt9+/a+pi5evNjKli2b9eabb1rfffed9eijj1rZs2fXbV+iON+YPn26ttE4MErSEjftd5MmScYJfgBT7pQYJoB/+Fy5clnGa1eyClhqafr166cPFDO17GsplK+CBQtap06d8h3zykZqPOrXr2+VKlUqoLmTJ09WvniIQMgsUJkwJluqpBozLh83dNzolG0hs0BmNhe82OD3hkGUYAUs0ZjZTML5jReoLFmyWMbVvK+Yl19+Wf+/d+7c6Ts2bdo0HUTwfy76TnLDUwT4P/jP7dy7d68qG++++67v/p44cUKf7VDIIOvXr7fOO+88a8aMGb40Gzdu1P+fuXPn+o55ZcPEA1QmBw4c8DXpscce0/cuu78rV66cZSyIfOexYSxorAcffDDgWDzuHD58WAfnMcCP90wnBcxN+92kiUc+4awzTRBjfO4TwULNw0DmzJmTbE1TS4PpdbheNiM2vjzuuOMOMQ8cWb16te+YVzZS49GxY0cxL2kBzTUvyLr/559/6jeZBeDRuEpmtlBMx+w7sW/fPjGzYL59MvOhCNiA2dtVV10lzZs3DziOnURjlgRAGA58//33csMNN6h5lZ29mf1Q1/PFixe3D8mll16q5ohGKfMd44Y3CfB/8J/7OmXKFDGzX9K2bVvfjUbIhl9++UXatGmjx8ysl5jZHmnYsKEvzZVXXimXX355iu8hvsRxtlGgQAF9DhhF1Ffzs2fPKidjtaBLE4wCKnfddZfvPDbuvPNOT/BYt26dmJlQ+eSTT6RTp06CNvsLlmak1n43afzz5PY/BBgHLMZ/CWvXrtV1I8Hrk/yrnVoaPFxvuukm/0t0fQQOmBGxgONe2EmNB+L/BMuHH34oZtRcjEmSniKzQEJQ3rEGEYK1dR999JE6MRg3bpwvIZn5UPg28DIDVj/88IP4s7ITJBozu93h/M6XL5/89ttvviLMLL8YMyoxo9W+Y9gw5ok6gFCiRImA49zxFgH+D/57P3fs2KFrn7ds2SKDBg0SY06nAckxaGk/33EO66CghPkLzmPQzWvSuHFjMTPk6pjnqaeeEgzg4H0ASjuUETyjIVhT6i/gsX//fl1T5z8w6Z8mHrYrVaokmzdv1vVvTuu63bTfTZp4ZhSu+0gFLFxkQ5Sv06L94KxTS2NMcXQhrf91eEmB/P777/6HPbGdGo/gRmJB/qhRo3Thrd0JkVkwpX/2t23bpk5csIdZ1Pvvv9+XkMx8KHTDmD2JWUcggwcPFv+ZF/9UicbMv+3h2sZierxQ4kXKrOsUY2qonr3womWLMSuRCRMm6Kh+8IumnYbf8U+A/4OB9xADE4cOHZKaNWuqEw78f8AhFWbif/zxR3VIBWZwvBEscODlRQWsSJEiYpYgSLVq1ZQD2n3bbbdJnz59FAGe0RDMlPkLeMCzKpyTQGGNV0ktGL2b9rtJE8+MwnVv/7UnClcJzDfqBDCzkzlz5oB6YGQHH+N0IuB4ou1gtuz2228XjAL5e4YkM+dfAjohs0ZAXn/9dfV4iE4LnRCEzAKZwQMfTFsfeuihwBN+e2TmByNEm2Yxvb5MwQwRng6Nsx39Nk43tAS4nzcOieTLL78UswYvRKUym1gkwP/BwLsCE/sNGzbosgaYncFrHZYhIGSDcaikifGu4DRbgfcFhNvwmhinXFK7dm31Eo1nw4gRI9RioVGjRtq34RkNCWZi73uRif89dtN+N2n88+T2PwQ4A5YAv4TChQvrqJd/U83CS415Yrz9+B9OqG10QBjpwigg4gXBFt4WMrNJBH7DBX3FihX1gxFAzICtWrVKTVzJ7F9WX331lRjvmvL+++8rH5yBGbHtAh1mbxh5JbN/mYVqC+sSjUcvMZ46dW0D1tAOGDDA9wKFkW3j+UyGDh3quC4vVPVgPtElwP/BpPxhHQJFql27dr6TeJ4jrIjxbqvH8Fwyzqh85+0NvDN48X3hrbfeEuPxUYx3aG1q1apV9dl89913q3KKZzQEM4f+Yu+jT/SyuGm/mzReZpTetlEBSy+5OLoOD9Rg0wF733Y+EUfNCUlVMdKFRcaYwfn44481tod/xmTmT0M0XhI6GuMlyXcCjl0gMOHEGkMy86FRXjBz8zfRtM+ig3/llVcE6w3IzKYS2m+8aML000nwonXJJZf4FDKnNDwW/wQQ443/g4H3ESb2iGOF546/YEDIDsCLl2k46EK8MHuWB2nxzlC9enX/yzyxjYFY/3iBaBSsYjCQA8dTrVu31nba70x2o7EPU00vKqV2G/FtK1cptd9NGv88uf0PAZogJsAvAdPrn3/+uT5Q7eYad7Ji3Nv7nE7YxxPh++eff1avkDBP+uyzz5IoX2BAZoG/BIyY+nvOwln8piAI7A0hM8Wgf7D2C2sq/D+YiYEJJ47ZDiHI7F9mkdrCy6b/i2WkymU5kSXA/8GkvBFI2MQeDAhADsULXkIRXBiCZxICMcNxjS0mDqQ+t7B2zGsC5xpwQuEvmA2EtQIUVXzgBRLvTP4Cz9Re5OHfRmy7ab+bNMH5ct8QCKePe+YdOgKIX4PblVwgZpSUXBpj+qRxcXr06KHBFlesWGGZEWJryJAhoatgDOaUHA8zc6OxLkaPHm0Zb0cBHwRwhpBZYEyr4cOH6+8PAZj/+OMPy7is1ZghiG1lx5Ijs0Bmwf8SxgwuSRywRGUWzIb7JBAJAvwftCyz3lmf3WYtmGUUK8uskdSYV4j/ZYtRLDRIufF4axlHXZaxFrHMzL0nAzEbz3+WMcvUIMvGmYS1aNEiy1h0WEYxs4yZoSJ54403lBHevxA3DdcgELNR3GxknvhG/25mSJO0xU373aRJknGCH6ACFic/gOSUCf/qp5Tm008/tczouz5oEPXeOAawTKwL/8s9t+3Ew3iBUkUCyqzTx6zb8XEgMx8K7Xj79u2rASvRWYGdcWpgoYP2FzLzpxG47fTyhxSJyCyQDPdIIDIE+D9oWQjGXK9ePX0XwLO8TJkyVnCAZShmVapU0ee8McXTZ72ZuY/MTYpwKQi2PHDgQB2Utfu2ypUra0BquypmNszq2rWrDmQjDYIOG1Nm+7RnvpNTwNy0300az4AKUUMyIR/zMkVJAAK41XAjjvUPtteaBGh2hppIZoH44DUTccBgcpCc+1oyC2TmZo/M3FBiGhIIH4FE+x+Eu3l4RUwuRAZII84VvCI6uaUP352ITs7w5ou+DW1Nrr2IKYjQPQjinojipv1u0iQiO6c2UwFzosJjJEACJEACJEACJEACJEACJBAGAnTCEQaozJIESIAESIAESIAESIAESIAEnAhQAXOiwmMkQAIkQAIkQAIkQAIkQAIkEAYCVMDCAJVZkgAJkAAJkAAJkAAJkAAJkIATASpgTlR4jARIgARIgARIgARIgARIgATCQIAKWBigMksSIAESIAESIAESIAESIAEScCJABcyJCo+RAAmQAAmQAAmQAAmQAAmQQBgIUAELA1RmSQIkQAIkQAIkQAIkQAIkQAJOBKiAOVHhMRIgARIgARIgARIgARIgARIIAwEqYGGAyixJgARIgARIgARIgARIgARIwIkAFTAnKjxGAiRAAiRAAiRAAiRAAiRAAmEgQAUsDFCZJQmQAAmQAAmQAAmQAAmQAAk4EaAC5kSFx0iABEiABEiABEiABEiABEggDASogIUBKrMkARIgARIgARIgARIgARIgAScCVMCcqPAYCZAACZAACZAACZAACZAACYSBABWwMEBlliRAAiRAAiRAAiRAAiRAAiTgRIAKmBMVHiMBEiABEiABEiABEiABEiCBMBCgAhYGqMySBEiABEiABEiABEiABEiABJwIUAFzosJjJEACJEACJEACJEACJEACJBAGAlTAwgCVWZIACZAACZAACZAACZAACZCAEwEqYE5UeIwESIAESIAESIAESIAESIAEwkCAClgYoDJLEiABEiABEiABEiABEiABEnAiQAXMiQqPkQAJkAAJkAAJkAAJkAAJkEAYCFABCwNUZkkCJEACJEACJEACJEACJEACTgSogDlR4TESIAESIAESIAESIAESIAESCAMBKmBhgMosSYAESIAESIAESIAESIAESMCJABUwJyo8RgJxTuDLL7+UTJkyyf/+9784bwmrTwIkQAIkEC8EHnroIbn++uvjpbqsJwlEjQAVsKihZ8EkQAIkQAIkQAIkQAIkQAKJRoAKWKLdcbaXBEiABEiABEiABEiABEggagSogEUNPQuONoG33npLrrjiCsmVK5dce+218tprrwVUaevWrdKsWTMpWbKk5M6dW80qPvroo4A0x48fl0cffVRKlSolhQoVkiZNmsiOHTsC0gTv1KxZU2bMmCGtWrWSggULSo0aNWT8+PEBydyUfezYMenatauUK1dOLrvsMnnmmWdk9+7dAfnYOydOnJCmTZtqe7ANcVPGtm3bpGPHjlK0aFG5+uqrZfLkyXL//ffL6NGj7awlPQx8F3ODBEiABBKIwJEjR+SBBx6QwoULy4UXXii1a9eWVatWBRBA/1C9enU9X6RIEWnUqJFs2rQpIM0PP/wg9erV0zT28/+vv/4KSOO/s3LlSqlcubKsWbNGbrrpJu177r33Xvn222/9k2nflFrZyKNFixZy8cUXa/1Hjhwp586dC8jH3lm3bp3ceOONMnToUPuQqzJmz56t7QajunXrypIlS7T+6JNsSQ+DKlWqyE8//aR5Im8wRF+IetaqVUvvy+OPPx7Ql65evVrQb+M9AH097t+hQ4fsauj3uHHjpFKlSpoG7f3ss88CznOHBJIQsCgkkIAEzMPRMv8M1tNPP22Zzs7q1q2b7r/77rtK488//7Ty589vmY7KGjt2rDVq1CjLPLg1jXnoaxrT4egxo0RZffr0saZOnWqZjsu66KKLrD/++CNZqnny5LHy5ctnmQ7MWrhwodW/f38rc+bMFuoEcVP233//bTVu3NgqXry4ZR781pgxY6yyZctad955p+bxxRdfaF1//fVXy3TKlunALaNEWb/88ovrMk6fPm0ZW36rfPny1qRJkyyjsFoFChSwcuTIYQ0YMEDzSS8DvZh/SIAESCDBCLRp08a65JJLrDfeeEOfq+al3zr//POtAwcOKIlp06bps7tTp04Wtvv162cZRce66qqrfKQ2btyoz2Hzwq/9E57NRpmwWrZs6UsTvDFv3jzNF/2TUYasBQsWWPXr19e6HDx40HXZRlmxzGCj1bBhQ+uTTz6x+vbta2XNmtX68MMPNQ8zYGehXpDNmzdrWjMwqf0Qjrlpn1EKlYkZ7NP+2ShElhko1fob5QnZWOllcN5552m/aQYsrcGDB2v9zACsZQZarSeeeMIyA7HWBRdcoO8GKMcMdFro4xs0aKD36/XXX7eM8qztx3nIkCFDtA9Hnz59+nSrS5cullmDbX388cf/JOBfEnAgIA7HeIgEPE+gR48elhk1DGjnU089Zb3//vt6bM6cOfpANqNtvjToTKC0vfPOO3rMzAbp/qxZs3xpzGyQlTNnTlXIfAeDNqCAmdkkC8qLLQ8++KCWh303ZaPjQ13Wrl1rZ6EdKjopM1Jq2QrYli1bLDPTpp2M3XG5LePNN9/UMmyFE9eZUUk9Zitg6WXgqzQ3SIAESCCBCJQoUcLCy78txmrBglJmP2fx8g7lxl9efPFFfe6aWRc9fPfdd6vCdfLkSV8yDACiT4Dy4iS2AmY/u5EG10Mh69mzp17ipmwoeZdffrmFQUBboCxisBJiK2C7du2y0FYoLhjMs8VNGVBK/RVOXNuuXTttn92PZYTBwIED7epo28Ht5Zdf9h178sknrYoVK+q+mZ1MwhWs0Q704YcPH7by5s1rtW3b1nc9Nu65554k7xgBCbiT8ASymB8ehQQSjgBMMcyoldx2221qCmg6PHnllVd8HLBvRvp0/9SpU/Lzzz8LTDjM6JnYJnwwiTAPXjU9NIqQ79rrrrtOli1b5tt32jCdmHoptM/dddddAhMGmDW4KXv9+vVSunRpNXmw87jlllvk6NGjmq9tBmmUSjX3MAqbmiraad2UgTbB9NDMgNmXqUmIUSB9+xlh4MuEGyRAAiSQIATgIfC///2v9iPGYkFNDd977z1f6/1N4c3MlPz4449iBtL0PPoeYz0hixcvlptvvlnP2RcaRUr7p+XLl6tJvX08+Bum77Zkz55djIKk5nc45qbs7777Ts3Z0RfaAhNEeN21BWaWZnZNjDWHmBkvyZYtm30q1TLQp8IcEGZ+/nLfffcFmOpnhAHY2QLTegjMPG0pVqyYj7lRBMUMqopRqMQomnLHHXeIUf70g/TggXbecMMN4v8egOuMoiZmZlPNPe28+U0CNgEqYDYJficUAdivw5bcmCCImXGSLFmy6AP47bffFtjcQ4zZoYwYMUJt742JoD5gzZANZo31PK7Hg/c///mP7vv/wbqxlMSYDgachi09BB0t7MdTK9uYX/jq6Z+RfyeI4/PnzxeUhXZgfZq/uCmjatWq/pfots0HOxlhkCRjHiABEiABjxMw5uLSoUMHfSYPHz5cjFm3dO7cWYwpuipQZkZF1/NiHdiePXt0jdell16qVND3QAnbv3+/DqwhTbBs3749+FDAvlPfA2UGklrZZsZHjCVIkr4nuN8xpu66vhr5GasSeeSRR3x1SK2M3377TaDABfc9WDNnS0YZQMGyBX07xL/Pto/huDFHlM8//1wefvhhwYAmPhUqVNABXCiZ6AMhjz32mH4H/8F5rPWmkEAwgX+HMILPcJ8EPE6gV69esm/fPjG28OpIA98Y2YJ88MEH+sDFSBkevpiZQmwtiK2AYSQSD204w4AjCv8PFvmmJJip8hezZkx3kZ+bsjFKCOUvWNAx2/XDuYkTJ6oy99VXX4lZ3+ZL7qYMdBroLIMFI3q2ZISBnQe/SYAESCBRCJi1xWLWCcnvv/+uz3o4hTAmcWLWFikCODkya24F/RMsHfC8NSZxPjxmDa5g5sqsWw7oc+z+54UXXvClddpw6nuMqaCrsjHrBYUkuO+BlQiUJltgObFixQoxZoPSu3dvgVJlS2rtg0IKhS64DMwG2pJRBhhwTYvAKQkcfmDgE5YyZ86cUesZKLu4n5ClS5c63g845qCQgBMBKmBOVHjM8wSGDRsm3bt3F7N4WGC6B9MLjGDBhACjfBhZhOkdPCXWqVNHTRC+//57VW6M7bvywXmMbkHZgokCPugY4JnQ30ugE0x0Tv6ChzdG+GBG4qbsK6+8UjDK6N8pYfYMM2lQGG2BGQRMK+DN0ax7004f59yUgRcDeOfy9/YEb1D+ZWaEgV1HfpMACZBAIhCAogLz808//VRntlq3bq3e8mBOjmcrXuzNWi3tQ9CPmHVIqoxs2LBB8Zw9e1b38fzHM9zud/C9d+9ecfJqGMzVv+/BYN3XX3+tJotuykZeKBvm+P6CmTx4YjRryvQw+jIoJq+++qpal9izQ27KgHJ5zTXXyNy5c/2LCNiHgpYRBgEZp7KDtt5+++3aD6JMzIDBGzLeA+BBEl6IITNnzgy4H1OmTNFB3JQ8U6ZSNE97nYD5B6SQQMIRgDMJ8xC3zEyQeh3EwmXz0Lew+BcCL1Hw7GQ6K11sjPNYeGyeBz4PgEYRUU+JxlTCMkqPerGCR0N4WTKdabJM4YQDeWMhMPJAXYx7W8uYCbou28xMqUdCoxxaxuZfvRuadWSWsUPXPGwnHPCCCMGCaJRh7Oh13037sOAbXg+xGBqc4OnJmB+GhIFWgn9IgARIIMEImFkhy7y063PbzEapJ0H0GfBkCIG3XTi0MOaHFpw6TZgwQfsL9D3w/AcxL/f6HDYhUPTZj+Pou/CsNkqOpgn+YzvhMMqeeiI0M0yWmWVTj7xw3ARxUzY8+6HvxLVwIGKsK9SroJkZ0jxsJxy6Y/7AQy/qbnsEdFMGPCWiDBM6RZ1StW/f3jLryDQf2wlHRhjAk6MtRpnSfMHDFqNQqpdJ7MMLIhyVwFEWrjOzeZZRKNXroVF69RI43EBfCcdV8ICM/hf9LbwsU0ggOQIY0aeQQEISgOcnuG5H54AOEB0YOhQIHqJwnQuX63ARDLezJlaXZWKGWMZxh4+XiYdiwYUt8kCHAfe7Zh2Z77zTBhQwM1KpXg9xHVzcwpWvLW7L/uabb9RFPPLAB14dcQwSrIDhmJn103Twsui2DHhRRJvhNt+M/unLADoWu7NFvulhgOsoJEACJJBoBIzZmioWeKbiuW1mr9QTn+1VEO7hMZCGPglKR7Vq1axFixbpCz/6IFugsCFUCvJAP4V+Cc/i5MRWwOBq3cwyaX8Fhc2sE/Zd4rZsuGJHP2D3PegroahAghUweApEGxAGBUqO2zKgGKFvRTkmVpq6h0d5xurEV9/0MkiLAobC4HUYbTCmi9pmhH8xM3S+emCwEp4s7fMYqAQHs1bNl4YbJBBMIBMOmB81hQQSloCZHVJzCQRkDhYs9jXKijqyCD7nvw8zPeNqV80I/Y87bWP91rPPPqumDPBWiEXRprNNktRt2Vj3BdMW5GOUwCT5pHQgpTLM7JmaY8K0xBakNx2iemw0bnftw/qdFgYBF3KHBEiABBKMAEzY8PzH+iun5z9MCmFa6O91NhgRXt927typnnhh/p6SwDQdHg+N8qFONLC2zN8Zhf+1bsqGqT5M8BHMGGuB0yoplQFzTJhlYj2YLVi3jD4Ha82wDs2WtDCwr0nvN8rGWjt/R1T+ecHE0gziSkmzljutfbF/PtxODAJpW4mYGEzYygQjEOwVyr/5to29/zGnbXshrtO5lI7Z3q2c0rgt2wTFdLrc1W0UHDoAAAMMSURBVLGUyjCjrup2F26N4ZkRCiYWhpsZQTEjkknyTy+DJBnxAAmQAAl4nAA87ZUqVSrZVvp7/UsuEV7yU+pDkrsOz/DklC9c46ZsKI1QktIrKZVhLEJ0vfLChQs11AucZcG5SM2aNQOUL5SdXgbpqTeU4ZQUYrjbT+mepqdMXuNdAkmH3b3bVraMBEggDQSwQLxx48ZSo0YNHaXFKKcxgdEF5Onp9NNQNJOSAAmQAAkkKIFBgwbpgB888ZYpU0ZnnGChgrhaFBLwCgGaIHrlTrIdcUMAgTXh7TAjM1eRbCxMLuClEXWGV660uvCNZF1ZFgmQAAmQQFICCJcC80N48oP333gQmFfC0yC8Itqu8uOh3qwjCbghQAXMDSWmIQESIAESIAESIAESIAESIIEQEKAJYgggMgsSIAESIAESIAESIAESIAEScEOACpgbSkxDAiRAAiRAAiRAAiRAAiRAAiEgQAUsBBCZBQmQAAmQAAmQAAmQAAmQAAm4IUAFzA0lpiEBEiABEiABEiABEiABEiCBEBCgAhYCiMyCBEiABEiABEiABEiABEiABNwQoALmhhLTkAAJkAAJkAAJkAAJkAAJkEAICFABCwFEZkECJEACJEACJEACJEACJEACbghQAXNDiWlIgARIgARIgARIgARIgARIIAQEqICFACKzIAESIAESIAESIAESIAESIAE3BKiAuaHENCRAAiRAAiRAAiRAAiRAAiQQAgJUwEIAkVmQAAmQAAmQAAmQAAmQAAmQgBsCVMDcUGIaEiABEiABEiABEiABEiABEggBASpgIYDILEiABEiABEiABEiABEiABEjADQEqYG4oMQ0JkAAJkAAJkAAJkAAJkAAJhIAAFbAQQGQWJEACJEACJEACJEACJEACJOCGABUwN5SYhgRIgARIgARIgARIgARIgARCQIAKWAggMgsSIAESIAESIAESIAESIAEScEOACpgbSkxDAiRAAiRAAiRAAiRAAiRAAiEgQAUsBBCZBQmQAAmQAAmQAAmQAAmQAAm4IfB/4cjEYdmEQSwAAAAASUVORK5CYII=" width="100%" /></p>
 <div id="brfss-data" class="section level3">
 <h3>BRFSS Data</h3>
-<p>Below, we provide an example comparing spatial models from <code>sae</code> and <code>SUMMER</code> using data from the Behavioral Risk Factor Surveillance System (BRFSS).</p>
-<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggplot2)</span>
-<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(patchwork)</span>
-<span id="cb26-3"><a href="#cb26-3" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(BRFSS)</span>
-<span id="cb26-4"><a href="#cb26-4" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(KingCounty)</span>
-<span id="cb26-5"><a href="#cb26-5" aria-hidden="true" tabindex="-1"></a>BRFSS <span class="ot">&lt;-</span> <span class="fu">subset</span>(BRFSS, <span class="sc">!</span><span class="fu">is.na</span>(BRFSS<span class="sc">$</span>diab2))</span>
-<span id="cb26-6"><a href="#cb26-6" aria-hidden="true" tabindex="-1"></a>BRFSS <span class="ot">&lt;-</span> <span class="fu">subset</span>(BRFSS, <span class="sc">!</span><span class="fu">is.na</span>(BRFSS<span class="sc">$</span>hracode))</span>
-<span id="cb26-7"><a href="#cb26-7" aria-hidden="true" tabindex="-1"></a>mat <span class="ot">&lt;-</span> <span class="fu">getAmat</span>(KingCounty, KingCounty<span class="sc">$</span>HRA2010v2_)</span>
-<span id="cb26-8"><a href="#cb26-8" aria-hidden="true" tabindex="-1"></a>design <span class="ot">&lt;-</span> <span class="fu">svydesign</span>(<span class="at">ids =</span> <span class="sc">~</span><span class="dv">1</span>, <span class="at">weights =</span> <span class="sc">~</span>rwt_llcp,</span>
-<span id="cb26-9"><a href="#cb26-9" aria-hidden="true" tabindex="-1"></a>                    <span class="at">strata =</span> <span class="sc">~</span>strata, <span class="at">data =</span> BRFSS)</span>
-<span id="cb26-10"><a href="#cb26-10" aria-hidden="true" tabindex="-1"></a>direct <span class="ot">&lt;-</span> <span class="fu">svyby</span>(<span class="sc">~</span>diab2, <span class="sc">~</span>hracode, design, svymean)</span></code></pre></div>
+<p>Below, we provide an example comparing spatial models from
+<code>sae</code> and <code>SUMMER</code> using data from the Behavioral
+Risk Factor Surveillance System (BRFSS).</p>
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="fu">library</span>(patchwork)</span>
+<span id="cb26-2"><a href="#cb26-2" tabindex="-1"></a><span class="fu">data</span>(BRFSS)</span>
+<span id="cb26-3"><a href="#cb26-3" tabindex="-1"></a><span class="fu">data</span>(KingCounty)</span>
+<span id="cb26-4"><a href="#cb26-4" tabindex="-1"></a>BRFSS <span class="ot">&lt;-</span> <span class="fu">subset</span>(BRFSS, <span class="sc">!</span><span class="fu">is.na</span>(BRFSS<span class="sc">$</span>diab2))</span>
+<span id="cb26-5"><a href="#cb26-5" tabindex="-1"></a>BRFSS <span class="ot">&lt;-</span> <span class="fu">subset</span>(BRFSS, <span class="sc">!</span><span class="fu">is.na</span>(BRFSS<span class="sc">$</span>hracode))</span>
+<span id="cb26-6"><a href="#cb26-6" tabindex="-1"></a>mat <span class="ot">&lt;-</span> <span class="fu">getAmat</span>(KingCounty, KingCounty<span class="sc">$</span>HRA2010v2_)</span>
+<span id="cb26-7"><a href="#cb26-7" tabindex="-1"></a>design <span class="ot">&lt;-</span> <span class="fu">svydesign</span>(<span class="at">ids =</span> <span class="sc">~</span><span class="dv">1</span>, <span class="at">weights =</span> <span class="sc">~</span>rwt_llcp,</span>
+<span id="cb26-8"><a href="#cb26-8" tabindex="-1"></a>                    <span class="at">strata =</span> <span class="sc">~</span>strata, <span class="at">data =</span> BRFSS)</span>
+<span id="cb26-9"><a href="#cb26-9" tabindex="-1"></a>direct <span class="ot">&lt;-</span> <span class="fu">svyby</span>(<span class="sc">~</span>diab2, <span class="sc">~</span>hracode, design, svymean)</span></code></pre></div>
 <div id="results-using-sae-2" class="section level4">
 <h4>Results using <code>sae</code></h4>
-<p>Below, we use <code>sae</code> to smooth the logit-transformed direct estimates.</p>
-<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a>direct<span class="sc">$</span>var <span class="ot">&lt;-</span> direct<span class="sc">$</span>se <span class="sc">^</span> <span class="dv">2</span></span>
-<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a>direct<span class="sc">$</span>logit.diab2 <span class="ot">&lt;-</span> SUMMER<span class="sc">::</span><span class="fu">logit</span>(direct<span class="sc">$</span>diab2)</span>
-<span id="cb27-3"><a href="#cb27-3" aria-hidden="true" tabindex="-1"></a>direct<span class="sc">$</span>logit.var <span class="ot">&lt;-</span> direct<span class="sc">$</span>var <span class="sc">/</span> (direct<span class="sc">$</span>diab2 <span class="sc">^</span> <span class="dv">2</span> <span class="sc">*</span> (<span class="dv">1</span> <span class="sc">-</span> direct<span class="sc">$</span>diab2) <span class="sc">^</span> <span class="dv">2</span>)</span>
-<span id="cb27-4"><a href="#cb27-4" aria-hidden="true" tabindex="-1"></a>SFH.brfss <span class="ot">&lt;-</span> sae<span class="sc">::</span><span class="fu">mseSFH</span>(logit.diab2 <span class="sc">~</span> <span class="dv">1</span>, logit.var, mat, <span class="at">data =</span> direct)</span>
-<span id="cb27-5"><a href="#cb27-5" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb27-6"><a href="#cb27-6" aria-hidden="true" tabindex="-1"></a>results <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">region =</span> direct<span class="sc">$</span>hracode,</span>
-<span id="cb27-7"><a href="#cb27-7" aria-hidden="true" tabindex="-1"></a>                      <span class="at">eblup.SFH =</span> SUMMER<span class="sc">::</span><span class="fu">expit</span>(SFH.brfss<span class="sc">$</span>est<span class="sc">$</span>eblup), </span>
-<span id="cb27-8"><a href="#cb27-8" aria-hidden="true" tabindex="-1"></a>                      <span class="at">mse =</span> SFH.brfss<span class="sc">$</span>mse)</span></code></pre></div>
+<p>Below, we use <code>sae</code> to smooth the logit-transformed direct
+estimates.</p>
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" tabindex="-1"></a>direct<span class="sc">$</span>var <span class="ot">&lt;-</span> direct<span class="sc">$</span>se <span class="sc">^</span> <span class="dv">2</span></span>
+<span id="cb27-2"><a href="#cb27-2" tabindex="-1"></a>direct<span class="sc">$</span>logit.diab2 <span class="ot">&lt;-</span> SUMMER<span class="sc">::</span><span class="fu">logit</span>(direct<span class="sc">$</span>diab2)</span>
+<span id="cb27-3"><a href="#cb27-3" tabindex="-1"></a>direct<span class="sc">$</span>logit.var <span class="ot">&lt;-</span> direct<span class="sc">$</span>var <span class="sc">/</span> (direct<span class="sc">$</span>diab2 <span class="sc">^</span> <span class="dv">2</span> <span class="sc">*</span> (<span class="dv">1</span> <span class="sc">-</span> direct<span class="sc">$</span>diab2) <span class="sc">^</span> <span class="dv">2</span>)</span>
+<span id="cb27-4"><a href="#cb27-4" tabindex="-1"></a>SFH.brfss <span class="ot">&lt;-</span> sae<span class="sc">::</span><span class="fu">mseSFH</span>(logit.diab2 <span class="sc">~</span> <span class="dv">1</span>, logit.var, mat, <span class="at">data =</span> direct)</span>
+<span id="cb27-5"><a href="#cb27-5" tabindex="-1"></a></span>
+<span id="cb27-6"><a href="#cb27-6" tabindex="-1"></a>results <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">region =</span> direct<span class="sc">$</span>hracode,</span>
+<span id="cb27-7"><a href="#cb27-7" tabindex="-1"></a>                      <span class="at">eblup.SFH =</span> SUMMER<span class="sc">::</span><span class="fu">expit</span>(SFH.brfss<span class="sc">$</span>est<span class="sc">$</span>eblup), </span>
+<span id="cb27-8"><a href="#cb27-8" tabindex="-1"></a>                      <span class="at">mse =</span> SFH.brfss<span class="sc">$</span>mse)</span></code></pre></div>
 </div>
 <div id="results-using-summer-2" class="section level4">
 <h4>Results using <code>SUMMER</code></h4>
-<p>Below, we fit two versions of the spatial area levelmodel in <code>SUMMER</code>. If we change <code>pc.u</code> and <code>pc.alpha</code> from the default value <span class="math inline">\(u=1,\alpha=0.01\)</span> to <span class="math inline">\(u=0.1,\alpha=0.01\)</span>, we assign more prior mass on smaller variance of the random effects, inducing more smoothing.</p>
-<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a>summer.brfss <span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(diab2<span class="sc">~</span><span class="dv">1</span>, <span class="at">domain=</span> <span class="sc">~</span>hracode,</span>
-<span id="cb28-2"><a href="#cb28-2" aria-hidden="true" tabindex="-1"></a>                           <span class="at">design =</span> design,</span>
-<span id="cb28-3"><a href="#cb28-3" aria-hidden="true" tabindex="-1"></a>                           <span class="at">responseType =</span> <span class="st">&quot;binary&quot;</span>,</span>
-<span id="cb28-4"><a href="#cb28-4" aria-hidden="true" tabindex="-1"></a>                           <span class="at">Amat =</span> mat, <span class="at">CI =</span> <span class="fl">0.95</span>)</span>
-<span id="cb28-5"><a href="#cb28-5" aria-hidden="true" tabindex="-1"></a>summer.brfss.alt <span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(diab2<span class="sc">~</span><span class="dv">1</span>, <span class="at">domain=</span> <span class="sc">~</span>hracode,</span>
-<span id="cb28-6"><a href="#cb28-6" aria-hidden="true" tabindex="-1"></a>                           <span class="at">design =</span> design,</span>
-<span id="cb28-7"><a href="#cb28-7" aria-hidden="true" tabindex="-1"></a>                           <span class="at">responseType =</span> <span class="st">&quot;binary&quot;</span>,</span>
-<span id="cb28-8"><a href="#cb28-8" aria-hidden="true" tabindex="-1"></a>                           <span class="at">Amat =</span> mat, <span class="at">CI =</span> <span class="fl">0.95</span>,</span>
-<span id="cb28-9"><a href="#cb28-9" aria-hidden="true" tabindex="-1"></a>                           <span class="at">pc.u =</span> <span class="fl">0.1</span>, <span class="at">pc.alpha =</span> <span class="fl">0.01</span>)</span></code></pre></div>
-<p>Finally, we use <code>SUMMER::mapPlot</code> to compare median estimates and uncertainty estimates obtained via <code>sae</code> and <code>SUMMER</code>.</p>
-<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a>toplot <span class="ot">&lt;-</span>  summer.brfss<span class="sc">$</span>s.dir.sp.est</span>
-<span id="cb29-2"><a href="#cb29-2" aria-hidden="true" tabindex="-1"></a>toplot<span class="sc">$</span>logit.var <span class="ot">&lt;-</span> toplot<span class="sc">$</span>var <span class="sc">/</span> </span>
-<span id="cb29-3"><a href="#cb29-3" aria-hidden="true" tabindex="-1"></a>  (summer.brfss<span class="sc">$</span>s.dir.sp.est<span class="sc">$</span>median <span class="sc">^</span> <span class="dv">2</span> <span class="sc">*</span> </span>
-<span id="cb29-4"><a href="#cb29-4" aria-hidden="true" tabindex="-1"></a>     (<span class="dv">1</span> <span class="sc">-</span> summer.brfss<span class="sc">$</span>s.dir.sp.est<span class="sc">$</span>median) <span class="sc">^</span> <span class="dv">2</span>)</span>
-<span id="cb29-5"><a href="#cb29-5" aria-hidden="true" tabindex="-1"></a>toplot<span class="sc">$</span>median.alt <span class="ot">&lt;-</span>  summer.brfss.alt<span class="sc">$</span>s.dir.sp.est<span class="sc">$</span>median</span>
-<span id="cb29-6"><a href="#cb29-6" aria-hidden="true" tabindex="-1"></a>toplot<span class="sc">$</span>logit.var.alt <span class="ot">&lt;-</span>  summer.brfss.alt<span class="sc">$</span>s.dir.sp.est<span class="sc">$</span>var <span class="sc">/</span> </span>
-<span id="cb29-7"><a href="#cb29-7" aria-hidden="true" tabindex="-1"></a>  (summer.brfss.alt<span class="sc">$</span>s.dir.sp.est<span class="sc">$</span>median <span class="sc">^</span> <span class="dv">2</span> <span class="sc">*</span></span>
-<span id="cb29-8"><a href="#cb29-8" aria-hidden="true" tabindex="-1"></a>     (<span class="dv">1</span> <span class="sc">-</span> summer.brfss.alt<span class="sc">$</span>s.dir.sp.est<span class="sc">$</span>median) <span class="sc">^</span> <span class="dv">2</span>)</span>
-<span id="cb29-9"><a href="#cb29-9" aria-hidden="true" tabindex="-1"></a>toplot<span class="sc">$</span>median.sae <span class="ot">&lt;-</span> results<span class="sc">$</span>eblup.SFH</span>
-<span id="cb29-10"><a href="#cb29-10" aria-hidden="true" tabindex="-1"></a>toplot<span class="sc">$</span>mse.sae <span class="ot">&lt;-</span> results<span class="sc">$</span>mse</span>
-<span id="cb29-11"><a href="#cb29-11" aria-hidden="true" tabindex="-1"></a>variables <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;median&quot;</span>, <span class="st">&quot;median.alt&quot;</span>,  <span class="st">&quot;median.sae&quot;</span>,</span>
-<span id="cb29-12"><a href="#cb29-12" aria-hidden="true" tabindex="-1"></a>               <span class="st">&quot;logit.var&quot;</span>, <span class="st">&quot;logit.var.alt&quot;</span>, <span class="st">&quot;mse.sae&quot;</span>)</span>
-<span id="cb29-13"><a href="#cb29-13" aria-hidden="true" tabindex="-1"></a>names <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;Median (default prior)&quot;</span>, <span class="st">&quot;Median (new prior)&quot;</span>,  <span class="st">&quot;EBLUP (sae)&quot;</span>,</span>
-<span id="cb29-14"><a href="#cb29-14" aria-hidden="true" tabindex="-1"></a>           <span class="st">&quot;Variance (default prior)&quot;</span>, <span class="st">&quot;Variance (new prior)&quot;</span>, <span class="st">&quot;MSE (sae)&quot;</span>)</span>
-<span id="cb29-15"><a href="#cb29-15" aria-hidden="true" tabindex="-1"></a>g1 <span class="ot">&lt;-</span> <span class="fu">mapPlot</span>(<span class="at">data =</span> toplot, <span class="at">geo =</span> KingCounty,</span>
-<span id="cb29-16"><a href="#cb29-16" aria-hidden="true" tabindex="-1"></a>              <span class="at">variables=</span>variables[<span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>], </span>
-<span id="cb29-17"><a href="#cb29-17" aria-hidden="true" tabindex="-1"></a>              <span class="at">labels =</span> names[<span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>], <span class="at">by.data =</span> <span class="st">&quot;domain&quot;</span>,</span>
-<span id="cb29-18"><a href="#cb29-18" aria-hidden="true" tabindex="-1"></a>              <span class="at">by.geo =</span> <span class="st">&quot;HRA2010v2_&quot;</span>, <span class="at">size =</span> <span class="fl">0.1</span>) </span>
-<span id="cb29-19"><a href="#cb29-19" aria-hidden="true" tabindex="-1"></a>g2 <span class="ot">&lt;-</span> <span class="fu">mapPlot</span>(<span class="at">data =</span> toplot, <span class="at">geo =</span> KingCounty,</span>
-<span id="cb29-20"><a href="#cb29-20" aria-hidden="true" tabindex="-1"></a>              <span class="at">variables=</span>variables[<span class="dv">4</span><span class="sc">:</span><span class="dv">6</span>], <span class="at">labels =</span> names[<span class="dv">4</span><span class="sc">:</span><span class="dv">6</span>],</span>
-<span id="cb29-21"><a href="#cb29-21" aria-hidden="true" tabindex="-1"></a>              <span class="at">by.data =</span> <span class="st">&quot;domain&quot;</span>, <span class="at">by.geo =</span> <span class="st">&quot;HRA2010v2_&quot;</span>, <span class="at">size =</span> <span class="fl">0.1</span>)  </span>
-<span id="cb29-22"><a href="#cb29-22" aria-hidden="true" tabindex="-1"></a>g1 <span class="sc">/</span> g2</span></code></pre></div>
-<p><img src="data:image/png;base64,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" width="100%" /></p>
-<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
-<span id="cb30-2"><a href="#cb30-2" aria-hidden="true" tabindex="-1"></a>range1 <span class="ot">&lt;-</span> <span class="fu">range</span>(<span class="fu">c</span>(direct<span class="sc">$</span>diab2,toplot<span class="sc">$</span>median.alt))</span>
-<span id="cb30-3"><a href="#cb30-3" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(direct<span class="sc">$</span>diab2,toplot<span class="sc">$</span>median,  </span>
-<span id="cb30-4"><a href="#cb30-4" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;direct estimates&quot;</span>,</span>
-<span id="cb30-5"><a href="#cb30-5" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;model-based estimates&quot;</span>,</span>
-<span id="cb30-6"><a href="#cb30-6" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>, <span class="at">col =</span> <span class="st">&#39;red&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>,</span>
-<span id="cb30-7"><a href="#cb30-7" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlim=</span>range1,<span class="at">ylim=</span>range1)</span>
-<span id="cb30-8"><a href="#cb30-8" aria-hidden="true" tabindex="-1"></a><span class="fu">points</span>(direct<span class="sc">$</span>diab2,toplot<span class="sc">$</span>median.sae,  <span class="at">col =</span> <span class="st">&#39;blue&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>)</span>
-<span id="cb30-9"><a href="#cb30-9" aria-hidden="true" tabindex="-1"></a><span class="fu">points</span>(direct<span class="sc">$</span>diab2,toplot<span class="sc">$</span>median.alt,  <span class="at">col =</span> <span class="st">&#39;cyan&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>)</span>
-<span id="cb30-10"><a href="#cb30-10" aria-hidden="true" tabindex="-1"></a><span class="fu">legend</span>(<span class="st">&#39;topleft&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>, <span class="at">col =</span> <span class="fu">c</span>(<span class="st">&#39;red&#39;</span>, <span class="st">&#39;cyan&#39;</span>, <span class="st">&#39;blue&#39;</span>), </span>
-<span id="cb30-11"><a href="#cb30-11" aria-hidden="true" tabindex="-1"></a>       <span class="at">legend =</span> <span class="fu">c</span>(<span class="st">&quot;SUMMER&quot;</span>,<span class="st">&#39;SUMMER (new prior)&#39;</span>, <span class="st">&quot;sae&quot;</span>),<span class="at">bty=</span><span class="st">&quot;n&quot;</span>)</span>
-<span id="cb30-12"><a href="#cb30-12" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>)</span>
-<span id="cb30-13"><a href="#cb30-13" aria-hidden="true" tabindex="-1"></a>range2 <span class="ot">&lt;-</span> <span class="fu">range</span>(<span class="fu">c</span>(direct<span class="sc">$</span>logit.var,toplot<span class="sc">$</span>mse.sae,toplot<span class="sc">$</span>logit.var.alt))</span>
-<span id="cb30-14"><a href="#cb30-14" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(direct<span class="sc">$</span>logit.var,toplot<span class="sc">$</span>logit.var,  </span>
-<span id="cb30-15"><a href="#cb30-15" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;direct estimate var.&quot;</span>,</span>
-<span id="cb30-16"><a href="#cb30-16" aria-hidden="true" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;model-based uncertainty&quot;</span>,</span>
-<span id="cb30-17"><a href="#cb30-17" aria-hidden="true" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>, <span class="at">col =</span> <span class="st">&#39;red&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>, </span>
-<span id="cb30-18"><a href="#cb30-18" aria-hidden="true" tabindex="-1"></a>     <span class="at">xlim=</span>range2,<span class="at">ylim=</span>range2)</span>
-<span id="cb30-19"><a href="#cb30-19" aria-hidden="true" tabindex="-1"></a><span class="fu">points</span>(direct<span class="sc">$</span>logit.var,toplot<span class="sc">$</span>mse.sae,  <span class="at">col =</span> <span class="st">&#39;blue&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>)</span>
-<span id="cb30-20"><a href="#cb30-20" aria-hidden="true" tabindex="-1"></a><span class="fu">points</span>(direct<span class="sc">$</span>logit.var,toplot<span class="sc">$</span>logit.var.alt,  <span class="at">col =</span> <span class="st">&#39;cyan&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>)</span>
-<span id="cb30-21"><a href="#cb30-21" aria-hidden="true" tabindex="-1"></a><span class="fu">legend</span>(<span class="st">&#39;topleft&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>, <span class="at">col =</span> <span class="fu">c</span>(<span class="st">&#39;red&#39;</span>, <span class="st">&#39;cyan&#39;</span>,<span class="st">&#39;blue&#39;</span>),</span>
-<span id="cb30-22"><a href="#cb30-22" aria-hidden="true" tabindex="-1"></a>       <span class="at">legend =</span> <span class="fu">c</span>(<span class="st">&quot;SUMMER var.&quot;</span>, <span class="st">&#39;SUMMER var. (new prior)&#39;</span>,<span class="st">&quot;sae mse&quot;</span>),<span class="at">bty=</span><span class="st">&quot;n&quot;</span>)</span>
-<span id="cb30-23"><a href="#cb30-23" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>)</span></code></pre></div>
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ei3y8BnbcCAAfqsbbfK4DbxPQmQgH8IUH9ZIQOI1F//enBQf/nn/9zNPWEQDvPri5IzAnXr1hVsxqASM2slM2fOlGHDhsnOnTvlhx9+EOTgeuihh0IKRzAGM8oYOGYHtUAUReOSGDhu1hbpe2P8BI7hjfmhLmatkRj3PQ3WEXzS/KMF7+bqPYJTmFD6Mn36dPniiy8kuB2R6jEzdpoHLbhSYxToLvprXPsCp4y7XeA9Ao4YI1T3E60zUIh5k0hdZvRXnn32WUGQizFjxuhmDGBBREsT1l3MbFdw0Tl6b9wKA/fZzxgHzOxh4Lj9jHEgmG9uOKCsRFiYGTAZPXq07NixQ5YsWaJb//79xbjISrt27fTza1wTUSyFBEjARwSov/59mNRf/7LAO+qvUB7cSw0BGmCp4erbUo1bmRpZiAyIEK8mqIZGKzRBNgTbTTfdJCbgghplH3/8cRYDzI6YaAPCD38IfvDGkm7duskLL7ygl5mgCdKzZ09NAo3jkGDDTg/k8M93330nZmZLIy0iQiPeI6Q+jDHj6haxHkSEhBILFkRQgiCaI87bgvcwOCEwXiE5qVNv/OdPInWZdVz67EaOHKlRLGH8wKg0QTLEBM6QSZMmydVXXx1cfMLvg5+z/YxRSKznnFsOqCMRFmamVgcPjKuh9tvMnqIIDbGPY5988omeD3+2ehH/kAAJeIoA9Rf1VzwfWOqveCjxmtwSCP3FmNvSeL/vCZgABWJc6AQhzBFuHrMEOGYLwovbM0TB4eXt89Feg3+kR7oGsyK28XXrrbfKyy+/rJd98803gcuTZYChfwhzjxm55cuXS8WKFbUOGJSQSPVE6isMURPRT1kh9LEdch2MENY+eGYoJ3VqY/75k0hdMPpM8A155513tC8mIqPmb3vxxRe1NBOlMosBZj/T4Dpz8j7Wc84ph+D2JcICfcBMXNeuXcWs3ZN169bp7OqQIUPk+++/l6VLl+ozBC8KCZCAtwlQf1F/5eYTTP2VG3q8N5zAv75g4We4TwIRCJhIc2IizOkZ5AyBu9prr70mJoiC4Ae8CZShiZhxAXKCJUtWr14dKOqEE04IvH/llVcC702Qi8D73Lyx68LMlVnfpkWZwBEyb948fY8cZ+GCa8MFs0kQGKvGp1zd7JCkGscxC4ZkxjDGIDmpU2/850+8dU2ZMkUNPyRWNuudNIdbgwYNZODAgWIbkcEGNQxFiAneIWaNXiD58j/VJv0lEQ5229AI5JRDDi9IvCxwrVnXp4YxXjGrC+MNScSRXNwW+zNg7/OVBEjAmwSov0RzdIY/PeqvcCI526f+yhm3jL3LjBxTSCAhAoheiDDy5p8m6oaIgLt27QqUawfhQA6sYEHgA5SDfFDBUr16dT2O8PQQlGWHLjejUBZCqf/nP//Ra7CPMoxLol6b2yAcZt2alocyjaughZDmCHNv14PjdjRAOwgHwq6Hi3Ht08iCuB4bwpwHh2U3a+QCtyRSZ+CmoDfx1oXogwg9b7cJDM1aCM2jhWPGCLPMmrdAycZQC1yL/vfr10/PxYqCOHXq1EAZwekDJk6cGDhuZuACZU+ePFmPJ8IB+eTsfqBtZmZSg5jEywIVvvHGG4Hnir6DhTHCAuW2bt060F6+IQES8D4B6i/qL+ov7/8f+6EHjILoh6eYhj4glDgi45m1MYEfq/gxjBDtZk2WhR/BwZJbAwxlmSAfGi7c/tGN/FFI/mvnfELkREhuDTBEYzSulYF+mdFB7SvqsutGBD9IdgYYzpvZMo0UiYiDuBdGQs2aNTXUL87bkkid9j3hr/HWZQJOWGatXkgKALQNRi/yYgULDCYkOcZ5GDl33XWXnk6VAkuEA/pr5zRD+8DYjuYYLwt0Bn20o3GiHGxIEH7nnXdaiBpJIQES8BcB6i/qL/u73o54GxzFN6cDiNRf/vqeSHVv8qAC80GkkECOCMC9DpH8zAyVGANI4OKRSkF9Jk+Vrs8yszeprEr7BNc29Ct4vVZOKsW/GdwY4d5nrwWLVA445rbOeOsyykLrQlRGk+MsZC1fcNsQ1AJRLcE71c/XrjcRDlhYb8LW61o9YyTaRehrvCxwsUkVoK6WeEaIgsXAGyEouUMCviNA/RXfI433ezSR7+1oNcdbF/VXKEHqr1AeXtijAeaFp8Q2kgAJkAAJkAAJkAAJkAAJ+IIAg3D44jGyEyRAAiRAAiRAAiRAAiRAAl4gQAPMC0+JbSQBEiABEiABEiABEiABEvAFARpgvniM7AQJkAAJkAAJkAAJkAAJkIAXCNAA88JTYhtJgARIgARIgARIgARIgAR8QYAGmC8eIztBAiRAAiRAAiRAAiRAAiTgBQI0wLzwlNhGEiABEiABEiABEiABEiABXxCgAeaLx8hOkAAJkAAJkAAJkAAJkAAJeIEADTAvPCW2kQRIgARIgARIgARIgARIwBcEaID54jGyEyRAAiRAAiRAAiRAAiRAAl4gQAPMC0+JbSQBEiABEiABEiABEiABEvAFARpgvniM7AQJkAAJkAAJkAAJkAAJkIAXCNAA88JTYhtJgARIgARIgARIgARIgAR8QYAGmC8eIztBAiRAAiRAAiRAAiRAAiTgBQI0wLzwlNhGEiABEiABEiABEiABEiABXxCgAeaLx8hOkAAJkAAJkAAJkAAJkAAJeIEADTAvPCW2kQRIgARIgARIgARIgARIwBcEaID54jGyEyRAAiRAAiRAAiRAAiRAAl4gQAPMC0+JbSQBEiABEiABEiABEiABEvAFARpgvniM7AQJkAAJkAAJkAAJkAAJkIAXCNAA88JTYhtJgARIgARIgARIgARIgAR8QYAGmC8eIztBAiRAAiRAAiRAAiRAAiTgBQI0wLzwlNhGEiABEiABEiABEiABEiABXxCgAeaLx8hOkAAJkAAJkAAJkAAJkAAJeIEADTAvPCW2kQRIgARIgARIgARIgARIwBcEaID54jGyEyRAAiRAAiRAAiRAAiRAAl4gQAPMC0+JbSQBEiABEiABEiABEiABEvAFARpgvniM7AQJkAAJkAAJkAAJkAAJkIAXCNAA88JTYhtJgARIgARIgARIgARIgAR8QYAGmC8eIztBAiRAAiRAAiRAAiRAAiTgBQL5vdBIN7Zx2LBh8uKLL0rRokXd2Dy2iQRIgARyTMCyLMmXL5/MnDlTChcunONyeGP2BMD5l19+UdbFixfP/uIknqX+SiJMFkUCJOAqAl7RX3lMQy1XkfNIY2rVqiWPPvooDTCPPC82kwRIID4C+/btk7vvvltWrFghX331lVSrVi2+G3lVXAQ2b94sMIDeeustwftDhw7pfUWKFJFy5crJ5ZdfLgMGDJBChQrFVV5OLqL+ygk13kMCJOB2Al7SX5wBy+GnKX/+/AKFecEFF+SwBN5GAiRAAu4i8Ntvv0mTJk3kwgsvFI7NJf/ZbNiwQerUqSN58uSRtm3bSoUKFQQzX9jftWuXrFu3TiZPnixTpkyROXPmSMWKFZPfCFMi9VdKsLJQEiCBNBLwmv6iAZbGDwurJgESIAG3EIAB0LBhQ7nkkktkyJAhnPlKwYMZPHiwznLNnj1bChQoELGGQYMGSdOmTWXMmDE6ExbxIh4kARIgARIIEPCi/mIQjsDj4xsSIAESyEwC27dvV8OrUaNGanxlJoXU9/qbb76Rjh07RjW+0IKjjjpKOnXqJDNmzEh9g1gDCZAACXicgFf1Fw0wj3/w2HwSIAESyA2BLVu2qPF1zTXXyOOPP56bonhvDAIXXXSRLFy4MMZVInPnzpXSpUvHvI4XkAAJkEAmE/Cy/qILYiZ/ctl3EiCBjCawadMmqVevnnTp0kV69+6d0Syc6Hy7du0ERti2bdukffv2usbrhBNOkLx58+oasPXr18u4ceNk+vTpAjdFCgmQAAmQQGQCXtdfNMAiP1ceJQESIAFfE0DAh/r168tdd90lPXr08HVf3dK56tWry7Jly9TgvfHGG+XIkSNZmoYoiLNmzZJLL700yzkeIAESIAESEA1Y5HX9RQOMn2QSIAESyDACa9askQYNGki/fv3UGMiw7qe1u6eddppGOPzrr79k48aNglmvgwcPSqlSpaRMmTKCGTEKCZAACZBAZAJ+0V80wCI/Xx4lARIgAV8SQH4vzLIg2h6CPVDSQ+Doo48WGGPYIIcPH5atW7empzGslQRIgAQ8QMBP+otBODzwgWMTSYAESCAZBJYuXSqXXXaZPP300zS+kgE0B2XAyBo+fLiGmF+1apWW0L9/fznllFN0BgwzYe+++24OSuYtJEACJOBfAn7TX5wB8+9nlT0jARIggQCBJUuWSLNmzeSFF16Qq666KnCcb5wjAOPr4osvVtdDzIANHTpUnnjiCXnyySf1mdSqVUvGjh2r7z///HOpWbOmc41jTSRAAiTgUgJ+1F+cAXPph43NIgESIIFkEcCP+SZNmsirr75K4ytZUHNQDmYeixQpIhs2bFAjDAmXO3furBEoYXj17NlTvvrqK4EhhqTNFBIgARLIdAJ+1V80wDz8yT506JAu4MZibgoJkAAJRCKwYMECad68uYY3xyslfQS+/PJLdf2EmyGCbTzwwAPamGuvvTakUYiQuHLlypBjftuh/vLbE2V/SCD5BPysv2iAJf/zkvIS165dK3Xr1pWCBQtK+fLlpVChQoLwxhglCBas9YC7SySZP3++5MmTR6Nx4TyiymAf2wcffBDpFnn++ef1/AUXXBA4f+655+qxaIv54XKTL18+vQY5GyAjR47Ufbu+8Nf//Oc/gfLRh/DzxxxzjJxxxhly9dVXc9F6gBTfkEBWAsgldeWVV8rkyZOlUaNGWS/gEUcJVKtWTbCOwZazzz5bZ7qKFi1qH9LXr7/+Wk466aSQY/Hs4HlfccUVMTeU/9lnn8VTZNKvof6i/kr6h4oF+pKA3/UX14B57GO7c+dOXRdQsWJFGTJkiLqqfPPNN7puAHlj5s6dG9XoiqerMJamTp2qCjz8evyIiyS4Z9q0aYIRzfz5Qz9SKCtSrhuUg4XokUIuH3fccSHVnHXWWTJs2LDAsd27d6vhOH78eLnwwgvVeAyvN3Ax35BAhhJAMt9OJsrhe++9p8l/MxSDq7qNmS7krrEsSx555BE59dRT5Z577gm08aefftI1YaNHj5YXX3wxcDzeNxiY6tatW8zLoSfwve20UH+JUH85/aljfV4kkAn6K/TXshefkofafGT2HLEmvS3yxx+S57L6kqdDO8kTZrDE6g4+lL///rsaXFC2EKwXaN26tWDmCOsIos16xSob5y+55BKNwPXSSy+FKOjt27fLJ598Iuedd16WYurUqSOYJsasGmasggVGGxaSL168OPiwvm/VqpX+AMlyIuxAsWLFspTbpk0bqVSpkvTq1Uu++OKLXPU5rDrukoDnCbzzzjua3+v999+X2rVre74/fukAvpsnTpwoffv21YEjGGDBMm7cOPU0QHLsm266KfhUXO+RRwxbLMGAVfhAV6x7qL9CCVF/hfLgHgkki0Cm6C+6ICbrExOjnMMPD5QjDa8Qa+SrYo0dL0du6ixHmrcRy8waJSLIFYPR03379oXcVqJECR3pvv7660OOJ7oDwwajlJ9++mnIrfiHgPEV7B5oX1C6dGmBW+LbbxvjMkh27NihhhlcBVMhcOeBYESRQgIk8DeBt956S7p27SozZsyg8eXCDwUGy5YtWyYYuAqXDh06yM8//yxPPfWUul6Hn0/XPvVX8snH0l8w0iPp81tuuUXuu+8+bRDWf99///1StWpVXZJQuXJlHZT8wwzyQqDHL7roIvnoo4/UMK9Xr57s2rVLz/EPCbiRQCbpLxpgDnwCrRUrxXrksSw1WTM/Euu10VmOZ3egcePG6raH6FnIHYOZJdvFD8lVMYOVG8GILGbUwo0pzGRlZ0ghrDWMNBiHtmAfa9PKlStnH0raKwxQhG8+8cQTpWHDhkkrlwWRgJcJjBkzRu68806B7zzWZ1LcSQDufwhDHy4YzEI+sD179siff/4Zfjot+9Rf5ZLOPR79hf/fCRMmaMRMuwHwRHn99dfFNt46duwor7zyirRv316PY204UhsgrQEE3jII/HLbbbeplwgicBYvXtwujq8k4CoCmaa/aIA58PGzZs8V+dcuCanRmjU7ZD/WTsmSJXVW6eSTT9Y1BDCW8B5Rs5AhPBliG1N2WZgRmzdvXrbhq7HQHyO3cAe0BUZb27Zt7d0sr6eddpogoEb4BgUSLN9++60aljAusZ1zzjmCGb85c+bIY489lmXdWfC9fE8CmUIAP8Qwao7/1SpVqmRKt33Zz7Jly+p3uhs6Z300h/orwoNItf5CxFIEZ5k0aVKg9ilTpsixxx4rcH/ELNfy5cs1oXefPn10gBRpJmCcLVq0KHAPvGZuvfVWwcwC1oNSSMCNBDJRf3ENmBOfxKOPil5LgQLRz0U5g6AUMEoQyQprwmbOnKlrvxDwAusLkO8nlgTPVIVfC2MKX+iYXcP6rXfffVddHCpUqBB+aWAf0Rgx24U2wB0Rbg74IYikr5HWf+FGjNRjfVe4ILBGsBQwjLCuAW3+4Ycf5LvvvtM1b88884xGgQy+lu9JIBMJIEIpZoQ//vhjQYAeircJdO/eXde4uqIXBbLO1AXaRf0VQGG/SZb+wsAkBkNhgNmBWmBEYZmAvX4PvwMg0I3r168XBOSCR0z4EgW4HlJIwK0EMlV/0QBz4BOZ54qmIlBiB7Lm68pzZesctwAuCtgw6o3ZL3xZ33HHHWqkoFCMlP32228Ry4eLCyRSFEKM7GGWCcYUDLBY7od2BagfU8j4IQijDaPw+DEYzQBDtK7wReh2WcGv8Gt/8803A4cefvhhHfVr0aIFDbAAFb7JVAJI7gsFhvUemDmheJ8AIiS6Rai/sgaQwrNxQn9hTWCDBg3UuMJAJAJhYdDVFiTt7tevnyxcuFCNLuhKzIwhNU2wxKNng6/nexJwikAm6y+6IDrwKctj1lXlfWWEyFGh9m6eO26XvFe1SagFiDIIf+5wwazY3XffLcixgtxbEBhX27ZtC79U97ds2aKv0Wa1YEzBAIMPOVz9slv/ZVeAmTPkE4NbBFwl4rnHvjeRV6x9QyhnKMDgnDqJlMFrScAPBAYNGiSIWIofZjS+vPdEMXOBYEVuDoxA/ZXcz1Ui+gupZeD9AX2KgVC43mOtNwR6Hrn9MJgK9y0sAfj+++8jrv1MR8qB5FJjaX4kkOn6iwaYQ5/qvCbkfL7vv5W8QwZL3scGSL7PF0i+4UMSrh2zSgiQsXnz5iz3wj0PX9B2Ak/MXuE65HwJF5SBa7EoN5LAmFq5cqXm30K4e4R8jyUwAk8//XSdrYrXaItVZqTzSMyMZM6Qm2++WeDjTiGBTCPw4IMPqusxjC8Eb6B4gwC+k+HijeBECMSB72sMlmG9D9bvYCBt7969ruoM9VfyHkci+itv3rzSrl07XbuFAdHrrrsukB4GaV/g4QLjC8exPhzuhxgApU5M3vNiSakhQP0lEjolkxrOLPUfAnnMOqk8vbrnigcW08IdD8E3EIq2Ro0aGi0L68CQmBnH8KUNQRLWUaNGyTXXXKNuisgHhJDt8COfNWtWiFtfeKPgggij6/HHH9cwt+Hno+1j5gztwL1wh8hOECUxkgsk7oF7YeHChaPeDjdJuF5gwzozrJmgkECmEOjdu7f+DyP/HiKBUrxBYMOGDRp+Hj/CEaAIHgiISod9zIKtW7dOZzow44FBLDet56P+Cv2MOaW/4IaI9c4QuPfbgrXW0PVY9w29/+uvvwp+1P7444+BNWL2teGvWFeG3wzPPfecBsEKP899EkglAeqvf+gaFwhKDgiYLz/LRBrKwZ25v8V8wVrGFdEys1eIraibyc9lGcMnS+HG1dAy0ZQs8yNNrzMJOC1jiFlmzUjItatXr9bzZpQtcNyM0uoxMxMWOGZmxqzzzz8/sG8Cb1hmhC6wb9Z76T0DBgwIHDOhdPXYxo0b9ZhxmdJ9u+2RXtEeiPF/t0weE30f/ufAgQOWmZ1TDsb9Ivw090nAdwTMCLdlBhssk5PPMj/YU9o/k1vIMov6U1pHphVu3KYtk//L2r9/f9Sum9xO+v3+0EMPRb0mtyfMGiHLeBHktpgc3U/99Te2RPSXGRC1zIBmFt5mraBlZr8tM5OqGz5fZk2Nvsf3g0nErrp206ZNIfeaoB563AzIhhznDgmkkgD1VyjdPNj9xxbjSwIEEOkIo1LhEY8SKCIplxqjRke74hkFx+grritYsGBS6mYhJEACzhHAVzUSLCOJL0avo7kPJ6tFcIdDUB0751Cyys3kcpB8GSlDIq3jDeYyduxYGT58eEhaj+DzuX0P7wLor1jtyG09se6n/opFKPZ5fC8gAiLWih11VDYRl2MXxStIIGUEqL+youUasKxMPHUEC+/jMb7QKTNLRuPLU0+XjSWBvwlgbcdNN90kq1at0iTLqTa+yD01BMxsvkasi1U61u1mwro+6q9Yn4TY5+G+ijQwNL5is+IV6SFA/RWZO9eARebCoyRAAiTgCgKHDh2SG264QaPlzZgxQ9NLuKJhbETCBBBQAUYYotO2b99e13hhHSzW8mANGGYyxo0bp6HGZ8+enXD5vIEESIAE3ESA+iv606ABFp0Nz5AACZBAWgkcPHhQI5z9+eef8sEHHwhyAVG8SwDJ6uFC2qVLF3VFxMhwuCDMOIIkIQQ5hQRIgAS8SoD6K/snRwMsez48SwIkQAJpIWAW6WtydbgWIbE5XYzS8hiSXikiuCLCoQm2IVgDhVkv/FApVaqUruOJFhk26Q1hgSRAAiSQIgLUX7HB0gCLzYhXkAAJkICjBDDj1apVKzn++OPVJc1EL3W0flaWegLIAQZjDBuFBEiABPxCgPorvifJIBzxcXLlVfCtxegpRlIp2RPYs2ePjjZnf1VmnV2xYoUwCKr7njmS8DZt2lROOeUUGT9+vND4ct8zYotyT4D6K/cMnSiBujMrZerOrEzsI9RfNonYrzTAYjNy3RVr166VunXrakRDRD8yOV0Eaws+//zzkLaaXGFy8cUXhxyzd+bPn6/JP+EKA1mzZo3uI6IS1ppEEpM7TK9BAkhbzj33XD2GpM+RZOvWrZIvXz69xuQi0UtM/plAXagvfEO0RlvQh/DzxxxzjJj8X3L11VcLyo9HevToIeizH6Rz585i8kDluiuPPvqoJvHMdUEsIGkEkCi9cePGmsj89ddfDyRVT1oFLIgE0kyA+itx/ZXOR0bdmZU+dWdWJjhC/RWZS7Sj9GuJRsalx3fu3Ck1a9bU6Fkm8bLUqlVLTLJUQd4YLNpG+OJoRlc8XYKxZJIxyxVXXJHl8smTJ2c5hgO4Z9q0aYIRzfDRepQVaaE57kOem0jrHY477jicDshZZ50lw4YNC+zjnxyGI2YHkIcNxmN4vYGLzZtvv/1WF76/9tprwYc9+x7PNxkhqh9//HFp0qSJmOTaXF/kgk/Dr7/+Ko0aNRIMcOB/g0ICfiNA/fX3j9RE9Fc6PwPUnZHpU3dm5UL9lZVJrCM0wGIRSuL5baasuWb702wXmu1MsyUq06dPl99//10NLswCQWCEtW7dWvN8wRDLjQF2ySWX6IL/l156SQ0ru33bt2+XTz75JOLMC5KLLliwQGeYMGMVLDDaYDAuXrw4+LC+xxqXU089Ncvx8APFihWT8HLbtGmjswS9evXSZKXZ9fm+++6T//73vzqTFl62F/eRyDUZgpnGKlWqyIgRI6R79+7JKJJl5JDAL7/8op9xGGCDBw/OYSm8jQRSR4D6K5StU/ortFZn96g7I/Om7gzlQv0VyiPePbogxksql9dNN/fXM1tfsz1qNswv/Z/ZEpXDhw/rup19+/aF3FqiRAl577335Prrrw85nugODBuMUn766acht77zzjtqfAW7B9oXYDYGo/Zvv/22fUhfd+zYoYYZXAVTIdWqVdNiMSMWTWAYzpw5U1q2bBm4ZODAgdK3b1958803BS6UCHSANTcbNmwIXIM3mDGrUaOGFC5cWGrXrq2zfPYFbdu2lccee8zeFSw6xTXBx/CMcCya6yNmLMEV+YCQTBtupaNHjw6UiTcwbvFcMdOHxfoffvih1oG8ULYgpxCS9OI54HOAHwY//vijfVqfJXIPffTRRxplrV69eppzCBfgeYMH/LYp6SGA54dnj+dG4ys9z4C1Zk+A+it7Pjk5G0t/QUdF0ue33HKLwDCCYP33/fffL1WrVtUlCZUrVxYMSv7xxx96Hno82ne/XpDNn9zozu+++05n84sXL64DpQ888IBG+kR1btKd+D317LPPCrxsbD0Prx1bsuNH3fk3Jeov+9OS+CsNsMSZJXwHRg7vNtuBsDtHmv1EU21ifQjc9mAw9O/fX2eWbBc/5I/BDFZuBDNSmFELN6Ywk5WdIXXVVVepMREc1AHGBdamlStXLjdNingvjJsnnnhCDZeGDRtGvAYHsZ4N/YFhYgsMLRg6UGIwzB588EH57LPPVDHY1zz99NOCtVZQaFiLAwMIP5DtL+eTTz5ZDTj7+oULF8pXX30Vsqbq448/lq+//lpsRWtfa7/CdRSGE5QA+GKW79Zbb5X333/fvkTvx+wd3DxPP/10KVmypBqKWAQMQfhqPHe4nsKQeu6552Tz5s1qLG/ZskWvwYzpl19+KbfddpvOjhYpUkSgGCHNmjXTBL+RZij1Av5JKQE8KxjZHTt2lEceeSSldbFwEsgJAeqvcjnBlu098egvDA5OmDAhZGAQnijQR7ZOwffGK6+8ooN4OI6BnKFDh8qTTz6p9Wf33Z9tA83JnOrOVatW6cAjBnKfeuopueuuuwQeNZ3+WSfuFt2J/j/88MNy7733aroPJEDH7xW45IMlJDt+1J2ivzWov/SjkrM/5gczJQcEzIyPtWjRorjufNNcVT7K1iuuEkIvWr58uWVcxyzzxHUzsyeW+SK2cDxYGjRoYJnRr+BDgffGONB7Z8+ercdWr16t+8bAsIxhY5UtWzZwrZletswaK8ssnrbMl5N1/vnnB86ZLyyrXbt2lplx0fuNIRM4Z9yptCyjRPScyXmj58yXse6bMMyWSSybZTMjUoEy0AczMmUZxRLY0Pdjjz3WMnmRLJSVnRgDyzIzTCGXmBFEyxg0Fvpsi1EU2ibjx2z99ttvVtGiRS3j6mef1lczcmdVqlRJ3xvlpNebICC6b0YrLWNoWiZgiLVr1y49Ztz6LDPLpe8j/TGGkHXOOedYxoAOnL755pu1HPuAWQ9ngbEx0uxDljGkLDMzp/vG4LLy5s1rGaUXOG9mBC1jpFsm2aseMwadttUYaIFrgt8YY8x64YUXgg/xvQMETARTywTRsYyx70BtiVdhRtUtM0iQ+I28w/UETOAmywRDiqud1F/p0V/Gq0L1kJkVDzwnfE/j2RkDTjfoQhMcK3Aeb4xxZplBST0W67s/5MawnZzoThRhBmot6BS035ZJkyapDjIDkpZbdKcJCqa/IYzXit1MfcXvGROB1jKzi1YsfpmsO6m/Qj42OdrhDFjO7NaE7sKar2iyP9qJbI5juhyLY//3v/8JovGceeaZuiYMboAzZszI5s5/T5lPy787Ye8wAoQEofasCJLAwsWhQoUKYVf+u4tojBg9smeIjBEi8+bN05Glf68KfXfnnXfqCBRGoYI3zDYFizHS1HUOLnZw9YN7A2YCv//+e52lCr42/D1G4yIFrChTpoy6RtjXY6YLAndGzExh5AszZ0uWLAls4I6AH/B3rl+/vhgjUPuI+9DXO+64Q4NZYDYMAtfHSMFM9OQ/f8yXfcjaNLg1mC82wYJWWzCqaYwsezfkFTNbaCdmx2yBKwXWBJoBAvuQvsL1MJKADzhRnCOASHCYrb777rt1hNi5mlkTCSRGgPorMq9U6y9E+4VniTFeAg1466231G0cgaqw4XcAPCSgz9etW6f6Fx4xmGELlmjf/cHXhL/Pie5EGXC5x3ebGRAO6M6TTjpJdRh0klt0J/Q8PEiC3fnRfswqIroyvqNticYvU3Un9Zf9ycjda/7c3c674yEQak6E3nFR6G5Ce3BRwAZfcbik4csaRsAPP/yg5cBAMLM5EctEbg9IpCiEWGtkZmb0yxwBNGK5H9oVoP4xY8aoayCMNgR4qFixYsCQs6+zX7t16xZXEA4YR1ivZQuMtQEDBkiLFi0Ehl80gSLCWii4PIQL1lwFC4w8CNwBYQBBwDKS4Dy44EsZrn9oB9wP4WaBfsN3HvzMDJs0b948UhGBYzAEg8VuKww9rB+DZBeoBP0LLwP3QDH89NNPeBuQaOUg35T9mQlczDcpI4AfNnAbxecYLqcUEnAzAeqvrAGk8LxSrb9QR4cOHcR4gahOgo5CICwE4rIFeqdfv36CQT8YXdCVWP+F1DTBEu27P/ia4Pc51Z2oG2u/sfwAW7jA/R+/S9ygO2GwIsVNqVKlQppp61O4h9sSjV8m6k7qL/tTkfvXyMPquS/XsRIw8oN/eMy4uFUQ7bBzhMbh5/W1EY5ndwjrhLCWJ1wwO4PRdIxM2LmxYFxhgWQksdcHRZvVgjGF2SzMBCFkbnbrv+zyMXMGwwEjX1OmTInrHvveRF6x9g2jaFCAS5cujXorZo2gtGwewRfiizeaICgHBMoOSi18Q2AOCHzAYYBB+RmXRTn77LNVsdiLl8EWs5PZiW0I29fYn+PgdXPZhdjHMw6eLQsuJ/zZYh1ZJAEfKEVK6glg9hY/qBDGmMZX6nmzhtwToP7KPcPgEuLVX7gHgZpgEECfYiAUa5kxeAPB9zaipkKHYB3Yzz//rF4hGJQNl2jf/eHX2fs51Z3QI5i5w+xguN7EPjx2IG7Rnfj9GD5IjbVrkGD9GY1fpulO6i/9aCTtjycNMIxM9OnTR/Aj1awjEkxv44cofgRjcSoMEbdFdUPMIgTdaGW2xmYbYLYxZjvabIkIZpUQICN4dMa+H7MY+IIGDwhmaXAdjIRwQRm4FgEZIgmMqZUrV2r+LYS7N2ufIl0WcgxGIFzhMFsVr9EWUkCcOzCekMwZYtZM6axVtFsxQoWZqETENpoQfdB29cDrxIkTpWvXroFoTlAiMHixeBcuF2gXDEO4LYJvLPdDtAnBP4IFRh/abD/D4HOR3oM5XFGDI0FCqcANBLNwsQTX4nODOimpJYCALBhAQdStcLeX1NbM0kkgdwSov3LHL/juRPQXDCG4qUMXYUD0uuuuC6SHwXc8jAcYXziOAE2YucIAKDw5cis50Z3oG34vYPYrWHfCUEEb8R0IcYvuRFsQLCtYsI8ZxHLm92V2kmm6k/oru09Dzs7lz9lt6bsLU9iIuoJ/dIQzxSgFIrphH7MHmFbGSBFGjGAEwAXOLYJxq7/HrnLeIoyaw8DBuh9E8cNsDNZFYb0REjPjmL1eCFGHRo0aJddcc426KcKlDT/U4Uc+a9asELe+8BbhxzuMLozUI8xtvIKZM7QD99rrqqLdiy/pSC6QuB5ufVjLFE3gJgnXC2xmYXLUPFZYFwcDJRFB2/HZQhh6fAkjFDDWw/Xo0UPdEm13RXz2bIPzmWee0Sqwfg2jZXgeGAWMJYhyhfowm/f555+rwTto0KBYtwXOo01I2gtDFK9QegiFj5lIRESMJWYhsn5+wtfdxbqP5xMjgLV6cEd9+eWXNZpmYnfzahJIPwHqr9Bn4IT+Qo1wQ7T1CyL/2gLdBl2PgUHofXhCIKIv3NKhB7ITrCuDjoKOwIxVJMmJ7kQ5CDmP3xzQaYiAiHVWt99+uyCCoz075wbdiTXrTZo0kXvuuUdd9tE2MEEEZAy04jdldpJJupP6K7tPQi7OGSveU2L+qS1jgFn79++P2m5ErzEjzdZDDz0U9ZrcnjBfTnFHQcxtXeH3I+Ig+ocoeubR62byc1nG8Am/1DKuhpb54WchUiKuRTRDY4hliZwUHAXRLsTMMuo9ZibMPhQ1CqJ9gTFU9B6zRss+ZEWLgmi3PdKrHaEwu0iOBw4csMxom3Iw7heB+oLfGGPVQrRF4/4QOIwoiGZ2MLCPN+aLV9sNthBEQ0RkSfBC+8zookYfND7uet7+Y4wsPb9s2TL7kEY+LFiwYLafUVyM52dGBTXqIerAMzIKNFAO3hhFahnlG3IsOAoiTphcJcoBZRiFbBlXSMusEwjcY0dyQtSncJk2bZreg0iXlNQQwPPBsw1+JqmpKbmlMgpicnm6qbREoiAmu93UX38TjUd/2ezNgKhlBjTt3cCrSV1hmfW+quOg5/D7CFFV8d4MSAei+IV/9xujQ/UWIuZGk5zqTpSHaI3GlV/rMG6JlvEGsfDbIFjcoDvN8hWN2gi9aQwuy3ieWPjdYwt159+/L6i/7E9Ecl8RPcdTcvHFF8cVPveNN95QQyNVnUunARbcJzMjaOFLJB4xwSMs45oZz6W+uQaGOkJ9Dxs2LEd9gpLEDwbj2pGj+7O7CQaYydeil+A5Boeaz+6+aOfMCKOFLRExriAWQt9TUkPAuP9qSgA73UNqaklNqTTAUsPVDaWm0wAL7j/1VzCNnL2HboKOwsBzMiW3uhPtwvMNH7RMRhuTrTvRRnvwNd72ZYLupP6K99OQs+s8twYMWd3tMN9mxD+qYN0TIsH5XUy+Lk1GHE8/zSyZmJmZeC71zTVwFzR5VNSF49ChQwn3C2sMEWkxljtCwgWH3YDnaLuOhp2Kexdr+rDFK1hQa2Zn1GUx3nt4XfwE4M4CVxys3cDaLwoJkEAoAeqvUB452YNugo4yeTFzcnvUe3KrO9EuPN9UB3hKhu5EG7OLqBwOKRN0J/VX+FNP/r7nDDAsSIXPc9OmTTX3FYIYIMgCAgnATxXnWrVqJWYGTHr27Jl8YizRcwSwLg3GZ3A+Fc91IgUNhmGK9X0MwJF8uMa1UwNt4BV53CgkQAIk4DUC1J2Rn5jfdSf1V+TnnuyjngvCgYWTZr2NdOnSRW688UaN+hMOBWFaEWQCIVwpJAACCKgRnhcr3WSQlDLeaIepaCsGMZD4mZJcAggAhOSoH374oZx33nnJLZylkQAJkICDBKg7s8L2s+6k/sr6vFN1xHMGGEAgAh4iHBqfZ9m4caOYtU0aaQcJ9ZAzI1pkvVRBZLnuJ4CoS9jcJMgblk5BWGBKcgkgQikif3300Udi1lAlt3CW5lsCSGCLtB9mbYt+T0XLO+RbAOyYawlQd2Z9NH7VndRfWZ91Ko940gCzgcDnGcYYtnBBaHZIqv2Pw+vlPgmQQGYSGD16tKZ7mDdvXswE3JlJiL1GiGvkbho4cGAABlJ9mKixYgL+6DGkTkFqDSTZpZAACZCAEwSov5ygHFqH59aAofljxozRBZPIX4H8RZGCcmCtGFwUKSRAAiSQagIvvfSS5uBBEk87kXeq62T53iMA93kkarcFeRqRNwm5LV999VXNoQgPjtatW8s333xjX8ZXEiABEkgZAeqvlKHNtmDPGWBw7YFhhaAK9957r5gQ7HLJJZfElXQ2WxI8SQIkQAI5IDB06FBNWL5gwQJNqp2DInhLhhJAYm4kvDVpCjSZeq9eveSLL74Qk99Qnn322Qylwm6TAAk4RYD6yynSWevxnAEGS71x48aCkeZHH31U1qxZo24/3bt3l9dffz1rD3mEBEiABFJEwORxk+HDh8snn3ySUBjjFDWHxXqMANwRO3TokKXVJtm6LF26NMtxHiABEiCBZBGg/koWyZyV47k1YCaxX4hrIXJNmGzwYpLYCpQWcn8hCqIb5cgRka+/FsHytBo1RI47zo2tZJtIgATiIYB1O+PHj1fjq2TJkvHcwmtIwHz//6lBo7CGGSlTNm/enIUK3BRPPPHELMfTeYD6K530WTcJJJcA9VdyeeakNM8ZYIh0iCTLd9xxR0h/H3vsMdm0aZNcffXVAlegnIrJhi7ILRZLYAiiPqxBi0dgeJmcrCZf2d9XFysmZqG1yPXXx3M3ryEBEnATAazbQa4UfNekM5WAm5iwLbEJYMAQ3huFCxfWKJnFjCJAOoq2bdvKueeeq6kyoMuQx/K5556LXaBDV1B/OQSa1ZCAAwSovxyAHEcVnnNBRHAN/PDBbNfX0ApBgnwV9erV0/xf3377bdCZ+N8iVxTy98TasPYM7o/xyJ49Is2a/Wt84R7jeWIStYp89VU8Jfx7ze7du+Wmm27S5LnFixeX+vXr65qBf68Qeeedd3RRN85jZL6ZqXzVqlXBlwgyuSPKFq6pVKmSLgQ/ePBgyDXcIQESyEoAYebx/TB//nwaX1nx8Eg2BEaOHKl6a8SIETp4h8iH+fPnl7Vr1+pdH3zwgeAc9Nstt9ySTUnOnfKD/vr88891rd2KFSukYcOGqveg/9atWyf/+9//9HcDEtJjKUPwjORXRkEjnygM5vLly6vu/fXXX0Pg43dHDePSgmtq166tv09CLuAOCbiIAPWXix6G5UExLodWgQIFrDvvvDNL6/fv32916tTJMogtM6qY5XyyDhQqVMgyyjSu4t54wzLtibx17hxXEYGLOnbsaJ166qmWGR21JkyYYBmDU1n88ssves3kyZO17yZRtYX3Dz30kHXyySdbZ511VqAMk2/GMuH5LaM0LBN5yzIhjy1jiFnGuA1cwzckQAKhBI4cOWLdfvvtlvmRZZm1O6Enfbhn8phZJhKfD3vmvi6ZwS9tlPnxbxnPipQ3MNP014wZM6y8efNaJk+oZUb/rSeeeMIqUaKEVb16datcuXKWCX5imWAEFrjcf//9yn/v3r2WcQO1mjRporp22LBhljHSLJOEN/B8nnrqKcvkbLOuvfZayySwtXr06GGZWU7r7bffDlzDNyTgBgLUX254CqFtMGaBN8X40VtbtmyJ2ngz4mW9++67Uc/n9kQiCsx8R0c1wFq2TKwlJvqjKhD7LihsGGVmRksPQQEEKwgcNC4tapSZkTu9xrhpqsEFhrZMmjRJrzGzivYhvpIACfxDwKwxtcyMhHXxxRdbZhY6I7jQAEvtY8YPomhiEjNb2FIlydJfrVol1sJ06S8YYBiUxeCtLb1799ZjJg+bfcgyswMWPvcQE40yi06EnoSOxbPDIEzRokUtE5VZr7f/YODXeJXYu3wlgbQToP5K+yOI2ADPrQGzJw+RAwwuA9HEzPioj320804eR8CNaJLduUj3nHfeefLMM8+IUc66gBv5Y4KjPyKkqC07d+6U5cuXB1wlcQ/WHMB1CqH7cc4WrGMxI4S6HsGMCtqH+UoCGU8AAX7MrLquz5k1a5YJnsPoORn/ocgFAOSx7N+/v/z888/qumZmUcQY9iElwtUeQTomTpwYcjwdO9npKLNsLSFJt/6C3rPlnHPO0bdw0bcFQbzspQX4DYH/dazPMx4l0rJlS11jjnXmEORp+/3336VWrVohud1wnzHUxHiluC6Qit1PvmYOAeovFz/riGaZDw4aQ8M1LojAecUVWWfBzGSWtXNnYrB37dplXXnller2YD5WlknaqW6GGOGAYJYLblJm7ZeO3sG1EG4WuNasb7P27dun77EfacOoIIUESOBvAn/99Zd+j5j1IlbwjHEm8OEMWPKfsjHg9XvXrCuy+vbta1WsWFFd40wqg5DKTCJm6i+jo5Klv+wZMGNcBTi/+eab+iyMERU4ZnKvqXu+fcCkl7DOPvvsgK6sUqWKhbIgo0ePDhyPpEvN+jG7GL6SQFoIUH+524Xec0E4zBddXILFtC1atIjrWicumjJF5MEHxSTYFJNEWsxiXjGzTWIWAydW+/HHHy/G11y2b9+ukbKQxBNh+I1/uhZ0g4nsYdaGSZ8+fTSPDEbhsOjSFrP2SzB7aNbPiTHGsmzIrUYhARIQMcpLR78RNhyBf/B/QyGB3BDwah5Lv+gvBDxJROBhgoBVZt20IGcSvhOuuOIKQRRk6GIIcgBG0qUIzEEhgXQRoP5KF/n46/WtAQajBMaIW6RAATGGkpgvcpH160VM4CQxEfUTEhNgROCaYta2aRQnJPDED8MKFSqYaIpfqXIwo3PSs2dP3cwItiDs8bJly7SeQ4cO6f4ZxgpEpES4V9jb1q1b5brrrssSWTKhBvJiEvAJAfyvIUcTfrBNnTpVjj76aJ/0jN1IJwH8cG/evHmgCXYeS4SFRuTD2bNnB8656U0m6i9ETsSzQtRD6Mx7771XzKyZ5hxFBOYzzzxTH9F7770X0KPQp3Ab7dq1q+Z6c9MzZFsyhwD1lzeedWLDQS7sk5nXVV9rE4lIjRIXNjFpTcIIvIn+KCZKk4a/hg87FPZ6Y9Hdc889+iOxZs2agnUq8FkvUqSI/ni014VhJB8CZX+NSUrWrVs3nR1D+HnjtqizashFQyGBTCaA0Wys98AaU6zXwXcLhQSSQSDVeSznzZsXV/4w6AJ4UTgpXtNf0K8Y2IRufdC4r0Ak4pOcAABAAElEQVT3GrdD/T5A/k8TXVhnyBGG3kRSNDk9r5fFixeLCdKheUpxPYUEnCZA/eU08VzUlxbH1FxWirVMWKuEiEpmhDrgh20MDo1ghEhGe/bsyWUt2d+eSBSp7EtK7KwZQdU1YFjjZh67ZUbclIW9BmzOnDmWWRSs6wrMqL1GbTOJP3XNGHzWbUHoeeNCoWUgJL1xq7CM8rBP85UEMpIAIhzWrVvXMrn2LPt/KiNBmE5zDVjynzxSh0Bn3XrrrZbJPxVSAULRm1lXC9/tWBuWkzQqZjBOw6EjJHp2mzGGLBPMKaR+J3bSpb/sNWAm71egm/GsATOz36pD7d8ZCGNvcgAGysCaa0Qhts9j7bWZyUxpBMtA5XxDAmEEqL/+BeIF/ZUHzc2F/eb4rXDhgF82XDcQnQjud0gmjH0ToEITK5r8VwivL8YYEaPIUtJGJF1ENEK4jaRDENlm48aNZj3ZfzR6YXgb4FIIdwjMgkUTMDI5Z8TkQxGsDaOQQCYTQESzxo0bC2aBzQCFfqdkMo9q1arpDCBevSpYn2NyMmkUS7f0Y+DAgWJSg8h///tf1SHBbJGYGe5rmGmBfktVFETqr2Dqsd+bH7a6zssYWBEvxnobJHDGTBh+i1BIwGkC1F+hxL2gvzzngjh48GD9koPrXbQp/kGDBonJhaU/HgYMGBD6VHyyB7eo8uXLR+1NdiH67ZugKMqWLWvv8pUEMpYABm8aNmyo6RmGDBmSsRz81nGk3Zg5c6aY6HYChdzJpBNo3769Djqlq69wZ8N6IpNHKksToNNGjRqlRti2bduynPfLAa/pLwxkZjeYiTWi2eljvzw39sOdBKi/3PlcYrXKc0E4kHvDTPlHNb7QYeRPgaJFQAoKCZAACWRHAGthkB8IBhiNr+xIee8c1vGsWLFC1/LgGWPmCbmeTJh3XR+L9a/pEKyHym6QDLmk8HmkkAAJkEB2BKi/sqPj7nOeM8AuuugiWbhwYUyqc+fOVUUb80JeQAIkkLEEtmzZosYXgtL83//9X8Zy8HvHEZwIqTqQ/BguiSZ/og7SIShGr169ZNWqVa5CAM+EG2+80VVtYmNIgATcRYD6y13PI9HWeM4FEWHYYYTBPQOuJFjjBWWaN29eXQNmFiHLuHHjZPr06a4N6ZvoQ+L1JEACySeA9Y/169eXzp07iwnqk/wKWKLrCGDdLEKImwAYgnU9tWvXli+++EKNM5MYWbA+yw2CPJaVKlVyQ1PYBhIgARcSoP5y4UNJsElxG2AI2GAvLsWU52effabKK9qi1ATbEffl1atX17xWCLOOEcIjR45kuffyyy/XUOyXXnpplnM8QAIkQAImGpoaX0hIjrx5FP8SQDL6t956S8aOHSvI7YTw4cgRif2zzz5bOz5p0iRNzdGmTRtxQwJd5LGkkAAJkEAkAtRfkah471hcBhgigg0fPlyzwa9du1bgzoEFxFhI+/7770uTJk0c7flpp52mEQ4ReQgjmpj1gi8/3ElMmFidEXO0QayMBEjAMwTWrFkjDRo0kH79+mm+PM80nA1NmMCCBQsEA3IQJNVF0lwEaDJhw0PKatasme47HfgCA5swEKFLEc2XQgIkQALZEaD+yo6Ot86FaqEIbV+9erWOEN9yyy0a2h1RCKG8Fi1aJCaniYZhx1RoOgSRh2CMYaOQAAmQQCwCCMiAH+SIlNrJBOqh+JsAUnE8+eSTMSMfIvogUndgdizVgnDlWI+GWTm8P3TokFaJKHvlTBhzfD4Rvdfkmkx1U1g+CZCAhwhQf3noYcXR1JgGGPzjsc5qxIgRWty0adPkyiuvFGSCh7KAIoHiyi6iUxzt4CUkQAIkkFICy5Yt0zxfyN93/fXXp7QuFu4OAnAxRNRD5DoMlz///FO+/PJLgas6BhWdML7izWNpkiinNI9lOAvukwAJuJsA9Ze7n09OWhfTANu5c2dAeeEDgChSSFYKQdJIKC6MMlJIgARIwK0ElixZoq5nL774olx11VVubSbblWQCiIbbv39/Wbx4cZaScaxevXoCHeeU+x/zWGZ5DDxAAiQQgwD1VwxAHj0d0wBD8sr7779f5s+fL6+99poce+yxmp8EEaSQU+X888/PNkGhR7mw2SRAAj4hgMALLVq00AS3WAdE8TeB/fv3a67IvXv3yo4dO+SHH34Qe42X3XOsvULoebj9HX/88fbhlL8ijyWCR8HlMZrYeSyx7hquiBQSIIHMJUD95d9nHzMPGMI040cLRgrHjBmj/vSFCxfW3CnvvPOO3H333f6lw56RAAl4mgCCMOD7C6kpaHx5+lHG3XgkOUZgKKwRhocGovfiffCGa+rUqSNw9bOj+8ZdQS4uZB7LXMDjrSSQYQSov/z9wGPOgKH7EydOFCz+K1q0qEYZxLFu3brJs88+y9kvwKCQAAm4jsDs2bN1rdfkyZN1AMl1DWSDUkbg5ptvFmxY44Vw81ir7AZhHks3PAW2gQTcT4D6y/3PKLctjMsAwwghFjPv27dPc3BVqFBBqlSpkq0bRW4bxvtJgARIIKcEkIgdUQ4xS3/xxRfntBje53ECSLSMzS3CPJZueRJsBwm4lwD1l3ufTTJbFpcB9tNPP6nLIdw1IIiM+Oabb6p7BxJGMghHMh8JyyIBEsgNARhdSNSOHIVu+vGdmz7x3pwTQMoUeGtAjyF3ZLhECtARfk0y95nHMpk0WRYJ+IsA9Ze/nmd2vYlpgEFhtWzZUnOVDBkyRPr27avl1a1bV5AbDME4Ro4cmV0dPEcCJEACjhBAbqWePXvKjBkz5Nxzz3WkTlbiXgLIUYn1YHCfR+oUBN1wizCPpVueBNtBAu4gQP3ljufgVCtiGmDwQ0WySCRkhhJDSF8IQjlDmSGiEyJKObmQ2Sk4rIcESMA7BN544w3p06eP4DsLLtIUEpgzZ47kzZtXXeedjHZI8iRAAiSQCAHqr0Ro+ePamFEQ16xZo+u/YHyFS61atWTLli2yfv368FPcJwESIAHHCLzyyiuaLmPevHk0vhyj7v6KMDhYpkwZR0PNu58KW0gCJOAmAtRfbnoazrUlpgFWvnx5WbhwoeZTCW/WhAkTdB1Y6dKlw09xnwRIgAQcIfD8888L1qIiV+Hpp5/uSJ2sxBsEkEblxx9/lOXLl3ujwWwlCZBARhGg/sqoxx3S2ZguiA0aNNARRCSyvOuuu+TIkSOCWbFp06bJiBEjBGF14ctOIQESIAGnCTz99NMCBfbpp59K2bJlna6e9bmcAPJ9QUddeumlcu2116ouy5cvX0ire/fuHbLPHRIgARJwggD1lxOU3VtHTAOsUKFCMnXqVA3pDEUG6dChg762bt1ahg4dqu/5hwRIgAScJDBo0CAZPXq0fPLJJ8JZeCfJe6eupUuXyqRJk7TByAcWSWiARaLCYyRAAqkkQP2VSrreKDumAYZuVK1aVRCqd8mSJTr7hRkv5AU788wzvdFLtpIESMBXBB588EFBWgwYXyeffLKv+sbOJI9A48aN5ffff09egSyJBEiABHJJgPorlwB9cntMA+zPP/+U3377TUqWLCkIuoHNFpz78ssv1b3DPsZXEiABEkglAcxYzJo1SxYsWCAnnnhiKqti2R4kAJ00d+5cue2221R32TNg0bpy3333RTvF4yRAAiSQVALUX0nF6enCYhpgUGQIPR8pWSWO1atXT3bu3CnFixf3NAg2ngRIwP0EevToIUisi2iHDCvu/ueVjhbCAHviiSekTZs2GqEX77MTGmDZ0eE5EiCBZBGg/koWSX+UE9EA279/v3Ts2FH27t2r0Q9/+OEHQRCOYEF431WrVmkuMP4QCibD9yRAAskmgO+brl27aj4nDAq5KaFusvvK8nJH4I477hBsEETF/PXXX3NXIO8mARIggVwQoP7KBTwf3xoxDD0iRzVp0kSjG+bPn1+TLGPdV/CGa+rUqaPrMJiE2cefEHaNBNJMAJFXb7rpJlm5cqUmWabxleYH4qPqaZz56GGyKyTgQgLUXy58KC5pUsQZMLTt5ptv1g3uHIgeNWzYsIhNpgKLiIUHSYAEkkDg0KFDcsMNN+hM/MyZM+XYY49NQqksIpMIzJ49W1MV/PLLL3L48GHtOl7/+OMPWb16tRw4cCCTcLCvJEACDhGg/nIItEeriWqA2f2pXbu27N69W/3pqcBsKnwlARJINYGDBw/KddddJwj288EHH0iBAgVSXSXL9xmBTZs2ScuWLaVw4cIauffrr7+WRo0aaWJmGF/Iw0MhARIggWQToP5KNlH/lRfTAKMC899DZ49IwO0EMCtx1VVXyVFHHSXvvvuuvrq9zWyf+wggQTdcgNauXauzXyVKlJAxY8ZIwYIF5fbbb5cff/zRfY1mi0iABDxNgPrL04/PscZHXAMWXHuwAkNC5r/++ksVGAJwdOnShQosGBbfkwAJ5JoAZrxatGihP5IRQhxGGIUEckJgy5Ytcv7550uhQoWkaNGimk7liy++0HXNiO778ssvC0aqKSRAAiSQDALUX8mgmBllxDTAqMAy44PAXpKAGwgg8mrTpk3llFNOkfHjxwuCAFFIIKcEypcvL+vWrQvcfsYZZ8jChQt1347e+9NPPwXO8w0JkAAJ5JQA9VdOyWXmfTENMCqwzPxgsNck4DQBrDVt3LixVKpUSV5//XXJmzfm15PTTWR9HiNw4YUXajLmTp06aTh67MMFcdmyZfLkk08KXBLLlSvnsV6xuSRAAm4jQP3ltifi/vbE/IVDBeb+h8gWkoDXCSCa6uWXXy41atRQtzCmtvD6E3VH+zGT+uqrr8qMGTNk69atuu4La8KqVasmAwYMUDd6ftbc8azYChLwKgHqL68+ufS2O6YBRgWW3gfE2knA7wQQXbVevXpyySWXyPDhw/3eXfbPYQJt27aVjRs3SuXKleXkk0+W//3vfzJx4kRZs2aNPPjggw63JrQ6JGjdsWOH7Nq1K/QE90iABDxBgPrLE4/JlY2MaYCh1W5WYK6kykaRAAnERWDbtm1St25dadWqlTz11FNx3cOLSCBeAlgQj3XMRx99tOTLl09vK1asmOq0kiVLyvz58+MtKmnXbd68Wfr06aOuj2jXSSedJCeccIIGCcHM3N133y1YS0IhARJwNwHqL3c/H7e3Lu4V7lAUttgKzN7nKwmQAAkkSgA/ROvXry833XST3H///YnezutJICaBuXPnCqIdLl68OMu1OIaZ1507d0rx4sWznE/FgQ0bNkidOnU0CiMGNitUqKB1ww0Ss2AIGDJ58mSZMmWKzJkzRypWrJiKZrBMEiCBXBKg/solQN4ucRtgv/32m3z++eeCzN7h0rx58/BD3CcBEiCBqATwQxTGV7du3XTEP+qFPEECCRLYv3+/dOzYUWeR4N73ww8/SLNmzUJKgesfUqkUKVJE7GiIIRekaGfw4ME68zV79uyoicUHDRqkkUARLATr1CgkQALuIkD95a7n4dXWxGWAISHqtGnTouZLgTKjkAAJkEA8BJAUt0GDBtK7d281wOK5h9eQQLwEjjnmGGnSpIm89957msYAs0vBHhwoB8cwE3XjjTfq+3jLzu1133zzjdZZoECBqEUh7x2iNmI9JA2wqJh4ggTSQoD6Ky3YfVlpTAPsq6++UuNr1KhRgoiIUG4UEiABEsgJAcw6INrhww8/LLfeemtOiuA9JBCTwM033yzY4MaHcPNvvfVW1BmnmIUl8YKLLrpI85Dddttt2ZYK18nSpUtnew1PkgAJOEuA+stZ3n6vLaYBhohRZ511lrRv397vLNg/EiCBFBL47rvvpFGjRvLEE0/IDTfckMKaWDQJ/E0AoednzZqlkQbLlCmTdizt2rUTGGFYvA+dijVeCMCBnHdYA7Z+/XoZN26cTJ8+XeCmSCEBEnAHAeovdzwHP7UipgGGRco9evSQTZs2yamnnuqnvrMvJEACDhH4+uuv1S0MblXXXHONQ7WymkwncOKJJyqC33//XdxggFWvXl2TQHfp0kVdEZGTLFwwQwyj8dJLLw0/xX0SIIE0EKD+SgP0DKgypgF2+umny4gRI6R27drSokULqVWrVhafeboSZcAnhV0kgRwS+PLLLwWBel5++WUNN5/DYngbCSRMAAYPZp2QY65NmzY64xS+/uquu+5KuNzc3HDaaaepa+Rff/2l+ckw63Xw4EEpVaqUGomYEaOQAAm4gwD1lzuegx9bEdMA27Nnj7z00ksCVw78gMIWLjTAwolwnwRIAAQWLlworVu3FkR0a9q0KaGkkYCJcC4HDohJSCzG5S2NDXGwaoxcv/POO1rj+PHjI9bstAFmNwLBNmCMYQsX5C+DHHvsseGnuE8CJOAQAeovh0BnaDUx1TAWMWMEYNKkSYJQ9BipC9/cwO6PP/6QJUuWyJo1a+Tw4cNuaBLbQAIZTWDevHlqfE2YMIHGVxo/CStXitSoISbnlMiZZ/79minLixANcd++fdluTj8aDEaUL19eA1ohsBV+5IULZu0QoZFCAiSQHgLUX+nhnkm1xjTAfvnlF6lSpYpcffXVUrRoUQ3rmz9//pBXJ4E9/fTT8uCDD4ZU+fjjj2syy5o1a5rR3coCt0n40FNIgATSQ2DmzJm61gsJZS+77LL0NIK1mlxYYgKfiJiJoICYFGzSsqXI6tWBQxnxBobYsmXLND/YAUwFpkE++ugjNaz+85//yL333qvBQeAe+dxzz6WhNaySBEggEgHqr0hUeCzZBGIaYPjxtM74rvz444/JrjtH5UGBYqbLFoTHf+CBBzSny6uvvipDhgzRqFJwe0LOFQoJkICzBJAzEFEO8Yofl5T0ETD2r/z0U9b64eFmPMszQn4yADCAWKhQIalWrZqsWLFC+vTpI/fcc4/Ac8JJgTt/48aN5eOPP5ZHH31UPTb69u0r3bt3l9dff93JprAuEiCBCASovyJA4aGUEIi5Buy4444TJGJG8A0YNRi5C88FhoSq6RKsSbvgggtCQvb26tXLuNzUkGeffVZGjx6drqaxXhLIOAKY8frvf/8rH374oZx33nkZ13+3ddgEr40qkQyzqBd79AQCXbQ0032HDh3SwTkYO5C6devKLbfcIrt375aRI0c61rsNZvox2LUQCaEfeeQRdZtHbjDk/kIURAoJkIDzBKi/nGeeyTXGNMAwizR16lRlNHny5Iis0mmAYV1at27dsrQLysxJxZqlATxAAhlGAEEO7rzzToGbVdWqVTOs9+7s7tmldpmGFY/YuLMKbTTHy0Y855eDyKW1efNm4265Wl3o+/fvr13DoGKRIkXUGLIsK0tk31T1H5EOkWT5jjvuCKniscce01QvmKlbsGBByLlEdnBvPHpv//79sn379kSK5rUk4GsC1F++fryu7FxMAwzuEsih4iZBhCgEAkEUqVatWqmCDW8f3BTtHDDh57hPAiSQXAKYaYYrMBYun4lIDxRXEGj+xySpLefKl+ZvsJSUn6XroefNoSeCD/vuPYIynX322Wp8hXcOXh1btmzR5McIiuGEILhGhw4dBAOEmCk+99xzA9W+9tpr6iqJ/F8IRQ8vjkQFuc7iiTaKwVR4t1BIgAREPaWov/hJcJpARAMMUQ8xSgclgRkmREDMTu67777sTif1HFw24D9fuHBhHWUvVqyYLFq0SNq2bavKDP7+GE184403uLA5qeRZGAlEJoB1LVjPMn/+fKlUqVLki3g0LQTy7f5NpktzuU8GydvSRg5IAblc5shg6SMn/lUrLW1yslIYVogyuGPHDilRokRI1YjOiYBScPtzSq699lqdjYOOgg4LNsDQlrfeeku6du2qPwhzYoBVMKEuscUS1IE1cRQSyHQC1F+Z/glIX/+jGmBPPPGEJq5Ekki8z06cNMDgXoE1XnCNRI4XvEJxrV27VpXZBx98oImj4ZYIH38KCZBA6ggMHTpU19bA9cmpWYTU9cZ/Jeepc5EUlf7yotyhW3AP89TpGbzry/cNGjTQ5MbNmjUT5Ps6cuSIBr7AQvsRI0Zokuajjz7a0b4jii8iIGJwM1yQJBqBpWAgbdu2Lfw090mABJJIgPoriTBZVMIE8hj/dyvhu1x4AxZZwxD7+eefVcnCFSOVgtHLZ555RmcJU1kPyyYBtxJ48skndb0J3A5PPfVUtzYz49t1uEMnscZNCOVQ6zzJt2CO5DnmmNDjQXuIGIicVXj1siBybqdOnXTALrgfCCoFYwdeFG6TPXv2qD5LVSJm6i+3PXG2x2kC1F9OE3e2Pi/or4gzYMGYsN4KI3UlS5YMPqzvcQ7uivBZT7fA+IJgkTOFBEggtQQGDBggWLT8ySefRPxuSG3tLD0RAnnHvCaWmQmzprwjlsl/lbfR5ZLnzh7ZGl+JlO/2axEQZvHixZq+BGvCMOOFdWFuXqtYtmxZadiwoUycONHteNk+EvAcAeovzz0yXzY4pgGGtWCIHAUFFi44Vq9ePdm5c6cmQg4/z30SIAH/EcBiZbhwwe3wpJNO8l8HfdajPHnzSp6unUWwZaDAyQPrvZCuBIE3IAiA0aNHDznjjDNcSQR5wbie0pWPho3yOAHqL48/QB81P6IBhhC1HTt2lL179+ri5R9++EHgQx8sUGqrVq3SUL7HH3988Cm+JwES8CkBrKOByyECbhQvHjm8uU+7zm55lICd+BjBmxCgArpr6dKlUqVKFXnqqad0TbHbuobcYBQSIIHkEqD+Si5PlpY7Ankj3Y5Ey02aNFFXDbj2IfIg3DaCN1xTp04dQeI6nHdKatasqeFzEUI31oZwvxQSIIHcE8CPVgS2QUQ5/JCl8ZV7piwh9QTgcojBgu+++04uuugirRD6Cp9jrOFFYmYka06X4P8KERp37UK+NgoJkEAqCFB/pYIqy8wtgYgzYCj05ptv1g1rvMaOHSvDhg3LbV1JuX/IkCGCJJpQmv369ZO8xr0mmlSuXDnaKR4nARKIkwAix3Xu3FlWrlwpSGyLBfwUEvACgTlz5ggG7SLpAgzQ9ezZUzZu3CinnXaaY91BYmjoU4Scx3sEkIIgMXS5cuXk8ssvF6xRYZh4xx4JK/IxAeovHz9cj3ctqgFm96t27dqCDSMI9kzX9u3b5bPPPtPjkYJz2Pem4rVu3bry6aefSvXq1eXw4cNyzz33JLUaRFFcvnx5zDKhNBGEhEICfiaA/zFEkEN+vY8++ojJW/38sH3YN6zxwiDipk2bskTqfP/99yVfvnyO5gHbsGGDeo5AlyJ3JVwiMZuMfcyCrVu3TpAkGZ4lMB4rVqzow6fCLpGAMwSov5zhzFpyRiCmAYZiX3jhBRk+fLiOgCPfFkYUERkRygtKDO6KTgpGMwcOHCgPP/yw3HrrrXLCCSckrXq4qmBdQCw5ePBgxDwuse7jeRLwCgF8xtu3by+///67fPjhhwK3YwoJeIkAAm+ccsopcsMNN8hDDz2kM2FY4/zVV1+pBwWMoFSFeo/EafDgwTrLhZlk5PyKJIMGDZKmTZtqCgDMhFFIgAQSJ0D9lTgz3uEsgZgG2OrVq9VNA0mNMQsGBYJ1YYsWLdLIUrfddpuOLjrbbNGF0zVq1NBZsGTW3ahRI8EWS+CG5fTsX6w28TwJJIsAXHyvueYazamHiIdOJ6tNVj9YTmYTwKABdNUVV1whl112WQiMq6++WgcXQw6meOebb76RG2+8MarxheqPOuoonXXGoCcNsBQ/EBbvSwLUX758rL7rVEwD7IsvvlA3iBEjRmjn8WPsyiuvlAsvvFBH8uDLvnXrVh1ldJIOZt/q16/vZJWsiwQyggBmCNq0aSMFCxbUXF/4QUghAa8SQJJwJGOGGy0MIOgOuCaWL1/e8S4hEAgCgGDgMjtB+pfSpUtndwnPkQAJRCBA/RUBCg+5kkBMAww5vkqUKKGNhxLDGimE9YUcMEk9MRuGaIRukz179mjbnHQvcRsDtocEEiWwb98+admypQ6ojBkzRn+sJloGrycBNxIoU6aMYEuntGvXTqMxbtu2Td17scYLLvQIJoU1YOvXr5dx48bJ9OnTNeBNOtvKuknAawSov7z2xDK7vTENsGrVqsn999+voXxfe+019Zdv2LCh7N69Wx577DE5//zzNXqT2zCWLVtW0M6JEye6rWlsDwm4kgAGLeCqhYhwr7zySrYRRl3ZATaKBCIQgAvis88+qzNgkULOL168OMJdqTmE4FEYyOzSpYu6IiJCW7ggCuKsWbPk0ksvDT/FfRIggSgEqL+igOFh1xKIaYDBza958+ZSr1497QT80rH+CWHq4Y44cuRIV3aue/fuUqlSJVe2jY0iAbcRQKANBNPBD0QE3bEjnrqtnWwPCSRCANEP8bkuWrSous0j1Hu6BQMciHAIYxAh8DHrhYABpUqV0hm6ZAaVSndfWT8JOEGA+ssJyqwj2QRiGmCoELNIK1asUCVmu3AgKStGFd2g0CJBeeSRRyId5jESIIEwAnB9wmwxUjzgf5pCAn4hAEMH7n2YdTr++ONd1S0EtoEx5mQOMlcBYGNIIAkEqL+SAJFFpIVA9CzGQc3BaPjZZ5+tCgyKbO/evVKlShVXGF+IzLhjxw71nw9qMt+SAAnEQQA5/S655BI1wGh8xQGMl3iKAPQDBg3dZnx5CiIbSwIuJUD95dIHw2bFRSAuAwzRoxCyt1ChQoI1YZgN69OnjyZB/uOPP+KqKJkXbd68WesvV66chsc+6aSTdCEz3EzQvrvvvluNxGTWybJIwG8EtmzZosYXws3/3//9n9+6x/6QgEbK/fHHH2X58uWkQQIk4CMC1F8+epgZ2pWYLojwU0dUtEOHDsmQIUOkb9++igruSsgNhmAcTq4D27Bhg9SpU0fXqCCJZoUKFaR48eK6j6nodevWyeTJk2XKlCnqZ48oUxQSIIFQAlgbg/WdnTt3lt69e4ee5B4J+IQA8oAh8iACWlx77bU6G4Yw9MHCz38wDb4nAfcToP5y/zNiC2MTiGmAzZ49WzDjhITMmGHq37+/lnrVVVepCyKSSsLNw6lF+0gEjZkvtKtAgQIRezho0CBp2rSpIIw2E1lGRMSDGUwAgxQwvu68805Nsp7BKNh1nxNYunSpTJo0SXs5duzYiL2lARYRCw+SgCsJUH+58rGwUTkgENMFcc2aNbr+C8ZXuNSqVUswDYwoTk4JEml27NgxqvGFdiBxbKdOnWTGjBlONYv1kIAnCOD/GWu+kFqiZ8+enmgzG0kCOSWAnJWIkJbdltOyeR8JkICzBKi/nOXN2lJLIKYBVr58eVm4cKEGughvyoQJEzTZcenSpcNPpWz/oosu0vbEqmDu3LniZLtitYfnSSDdBFauXKmuWAMHDtQ8ROluD+snARIgARIggXgIUH/FQ4nXeIlATBfEBg0aqN98s2bN5K677hIkjsQoBHKAjRgxQv3rEU7XKYE/P4ywbdu2Sfv27QVrvJA3BaGGsQYMs3Hjxo2T6dOnq5uiU+1iPSTgZgKIXtqoUSNdx3n99de7ualsGwkkjcDnn38u9913X7blffzxx9me50kSIIH0EqD+Si9/1p4aAjENMEQ+nDp1qrr0wfiBdOjQQV9bt24tQ4cO1fdO/UGiWPwzdunSRbD+DAZhuFx++eUya9YsHe0PP8d9Esg0AkuWLNE1kS+++KJg7SaFBDKFANYJlyxZMqS7CBy1atUqQXTfXr16hZzjDgmQgLsIUH+563mwNckjENMAQ1VVq1aVxYsXC/4RMPuFGS/kBTvzzDOT15IESkLiSiTYRITGjRs36qzXwYMHpVSpUjpbhxkxCgmQgAhmAFq0aCGjRo2S5s2bEwkJZBSBc889V8aPH5+lzwgc1b17d9UfWU7yAAmQgCsIUH+54jGwESkiEJcBhrrh4oegG9jcIjAEYYxho5AACYQSWLBggc54wSUX7ocUEiCBvwkgau8999yjuuPll1/WHJdkQwIk4B4C1F/ueRZsSWoIxAzCkZpqWSoJkEAqCSBNA9wNJ06cSOMrlaBZtmcJYB3x4cOHNUKiZzvBhpOADwlQf/nwobJLWQjEPQOW5U4eIAEScCUBBKBBGoZ33nlHLr74Yle2kY0iAScIICjTe++9F1IVjC4EbMLM1xlnnMFouSF0uEMC6SVA/ZVe/qzdOQI0wJxjzZpIIOUEYHQhQM37778vtWvXTnl9rIAE3ExgxYoVcu+992ZpYsGCBQUBnZwOIpWlITxAAiQQIED9FUDBNxlAgAZYBjxkdjEzCMDdsEePHpqAHMEHKCSQ6QSQPuXAgQOZjoH9JwHXE6D+cv0jYgOTTCCiAYZ/BOT4ileQ9JhCAiSQPgJvvPGG9O7dW3PfValSJX0NYc0kQAIkQAIkkAAB6q8EYPFS3xCIGITjuOOOk5NPPjmw7dixQ+bNmycI3Xv66adL0aJFNSw9jpUpU8Y3MNgREvAigVdeeUXuv/9+QUJZGl9efIJsMwmQAAlkJgHqr8x87uy1SMQZMOQLsnMGbdmyRc455xwZO3astG/fPsAMebe6desm8LGnkAAJpIfA888/L0888YTMnz9fKlasmJ5GsFYSIAESIAESSJAA9VeCwHi5rwhENMCCezhz5kw58cQTpV27dsGH5aijjpK+fftKuXLlZOvWrXLKKaeEnOcOCZBAagk8/fTTAgX26aefStmyZVNbGUv3NIHfTesXmg2roS4wW0mzUdxD4I8//pCVK1dKkSJFpEKFCpIvXz73NI4tIYEUEKD+SgFUFukpAhFdEIN7AIXw888/y2+//RZ8WN8jS/mxxx6rLolZTvIACZBAyggMGjRIXnrpJfnkk09ofKWMsj8KnmO6Uddsd5jtbrNdarbXzEZxngB+dD744IMhFT/++ONSvHhxqVmzplSuXFnd/GfNmhVyDXdIwE8EqL/89DTZl5wSiDkD1rBhQ01Wecstt8iAAQOkUqVK8ueff8rChQulT58+6qoII4xCAiTgDAH8gJsyZYoaX1irSSGBaAS2mRPdzbY/6IJD5v2jZkOoFj8mKnBzEKlly5YJ1lTbMmrUKHnggQfksssuUy+T3bt3y/jx46V169ayaNEiDZVvX8tXEvADAeovPzxF9iEZBGIaYIULF1YXpzZt2kjVqlVD6mzbtq28/vrrIce4QwIkkDoCiHSI0fEFCxaoa3DqamLJfiAw03Qi2PgK7tO7ZsePBpgdRMru63fffSfY6tWrp4mX4TI/Z84c2bNnj9xwww32ZWl5RTLoCy64QKOX2g3o1auX1KhRQ5599lkZPXq0fZivJOB5AtRfnn+E7EASCcQ0wFAXcgp9//338u233wpG8IoVK6buElx3ksQnwaJIIAaBnj176swzoo8ef/zxMa7maRIQ2ZsNhD3ZnPPyKS8FkYJrP4JZhcttt90mI0eODD/MfRLwLAHqL88+OjY8RQTiMsBQd4ECBeTMM8+Uo48+WhcJIwgHhQRIIPUEkP6ha9eusnTpUkHOPazLpJBAPARqZnNRrWzO+eWUG4NIwYUfUYShQ1u1aiWbN2/OgnvJkiWc4c5ChQe8SID6y4tPjW12gkDMIBxoxE8//SRXX321FCpUSKpVq6ah57H+65577hFEb6KQAAmkhsCRI0fkpptu0ghpcJui8ZUazn4tFS6GrSN0rpo5dk2E43475LYgUnny5NF8fXDtr127tsDQGjZsmHz99deKHrr29ttvFySmveaaTHhCfvvEsT/BBKi/gmnwPQmEEohpgP3111/SsmVLWb16tQwZMkTgXw+pW7euIIEe/NUpJEACySdw6NAhzb2HH2UYyS9YsGDyK2GJvifwlOnhILMhEuL5ZkMkxDfNVsBsfpfgIFJwod+/f7/8+uuv8v7776cliBTcCmFsjRgxQi688EI5cOCA5M+fX9auXauP4oMPPtBzcEFE4CsKCXiVAPWXV58c2+0UgZguiLNnz1YXCRhgRYsWlf79+2vbrrrqKh2Nv/HGGwVTzBjZo5AACSSHAFyUrrvuOo04ih9lcAGmkEBOCGCU7bp/tpzc7+V73BZECi781atX161Tp04BtPixCmnRooVcccUVUqZMmcA5viEBrxGg/vLaE2N700EgpgG2Zs0aOfvssyPm+qpVq5Zs2bJF1q9fL+XLl09H+1knCfiOAEbFMcCBNSLvvvuuvvquk+wQCThEwAtBpDALBilVqpRDVFgNCaSGAPVXariyVP8RiGmAwbBCzi/kLilRokQIgQkTJqj7ROnSpUOOc4cESCBnBLBAHwvzEeVw3Lhx+v+Vs5J4FwmQgE2AQaRsEnwlgdQRoP5KHVuW7D8CMdeANWjQQN0hmjVrpgkisagSs2JIpoetXbt2GhnRf2jYIxJwlsC+ffukadOmcsopp+j/mj0qnptWWMags1avEcvkPKKQQCYSYBCpTHzq7LPTBFKhv5zuA+sjAScJxDTAEPlw6tSpcvjwYTW29u7dKx06dJBHH31U6tSpI0OHDnWyvayLBHxJYPfu3dKoUSOpVKmSJjfPmzfmv2a2HLAu88gjj8nhE0vJ4dPPkcMnlJTD3e8UywTVoZBAphBwWxCpmjVraiArBLOKtUHPUkjACwSSrb+80Ge2kQRySyCmCyIqqFq1qixevFhD5mL2CwuJsS4MecEoJEACuSOAqGyNGzfWsNTPPfdc7gr7525ryDA50n/gv2UdPCTWcy/KERMsJ9+wZ/49znck4GMCbgsihUjCWN8Jw7Bfv36S3UBL5cqVffxk2DW/EEiF/vILG/aDBLIjEJcBhgIQ5RBBN7Bt375dPvvsMylWrJiULFkyu/J5jgRIIBsCv/zyi1x22WWCcNlPPYWA4cmRI08/G7Eg66WXxXp8oORhSPuIfHjQXwTcFkQK6Vs+/fRTjYIIrxLk0kymYL32qFGjYhaJcPxY100hgdwQSJX+yk2beC8JeIVAXAbYCy+8IMOHD9dksMhXAjeK3377TfLly6f5VJo0aeKV/rKdJOAaAtu2bZP69etrkvNHHnkkae2yzA87+XlL5PL+Oihi6pUKFSKf51ES8BEBNwaRwszWwIED5eGHH5Zbb71VTjjhhKQRP+mkkzS/WKwCx44dK8ccc0ysy3ieBKISSJX+ilohT5CAzwjENMCQ/6tnz56aFBLrSgYPHqyR2RYtWiSIgoiEkZs2bfIZFnaHBFJLYPPmzWp8IRfQAw88kNTK8piBEal8msjqH7KWW7iQmKg6WY/zCAn4kEBwEKm77rpL7CBS06ZN04TH6Qoi1atXL6lRo4aurU4mdqwhxRZLUD9ypFFIICcEUqm/ctIe3kMCXiQQc6X/F198IRUrVlRlBTdEKK4rr7xSR9nuu+8+QYSprVu3erHvbDMJpIXAhg0bBK5IXbp0SbrxZXco74CH7Lchr3n73id5zBpOCglkAgG3BpGC9whmvzFjRSEBLxFwQn95iQfbSgI5JRBzBmznzp2B/F/Lli2Tn3/+WQMGoEIk3EOobERzopAACcQmABdejMr37t1bunXrFvuGHF6R97prsHBTjgz4f/auAzCKogt/dwm99947CjYUpAhIU0CKCChdQFApigVURGmCgoWqiHRFlPIDgjTpCBaqiFSRIr1Jb0lu/+/t5ZKrKZBc7pL3dLK7M7Mzs98dN/tm3vveUGDffqBwYVhffwXWni/fYYt6myIQnAgEI4nUFYaNkLk1Xbp0wQm6jjpZIuCv+StZgqcPpQi4IRCrAnbffffh7bffxrp16zBlyhRzQhDCAKEd/eCDD1C5cmVkzpzZrVm9VAQUAXcE9u3bZxJuOHw/3MsT+trauiUkiemw7F6rKAIpFYFgI5EqzAUTmWdnz56dUj8yfe4AQ8Df81eAPb4ORxFIcARiVcDETKJx48aoVauW2bmQcYjteOfOnU1zxIkTJyb4oLRBRSC5IbBr1y7zhWrEiBFo3769Xx9PlS+/wq2dBRgCwUgi1atXrzj5cgUY1DqcZIpAUs5fyRRSfSxFALEqYIKRrMLt3r0bWbJkof++3YFfzKdGjRqlu1/6JVIEYkFg+/btEKZQWbxo1YqmgSqKgCLgFwSClUQqIVlR/QK0dpJsEdD5K9l+tPpgSYxAnBQwWUGXwMvO8tBDD5mXEoQvW7ZszkV6rggoApEI/P777+YO8ldffYWmTZsqLoqAIuBHBJxJpKRbZxKpokWLYsyYMSaJVN68ef04quiuxDxYYikJKUf27NmjC/RMEQgABHT+CoAPQYeQbBGIkwK2cuVKjB8/3pwoJHikiByvX78OWWEUMg4VRUARcEVAgqI2b94c06dPx5NPPulaqFeKgCKQ6AgEIomUUHiL4vf9999DzsPDw00cxJdalMK6deti0KBBEAZHFUUgqRDQ+SupkNd+UwoCsSpgEuOrSZMmpt+X7ILJdnT9+vXx119/mcrXJ598klKw0udUBOKMwJo1a0xzw1mzZpkvVHG+USsqAopAgiEQaCRSQuFdvXp1kxSnZcuWjIde3Nz5EiuTCxcu4NChQ5g7dy7mzZuHVatWmSFgEgwMbUgRiCMCOn/FESitpgjcBQKxKmA///yzGbxS6Edl1ytXrlyYMWMGMmTIgJdeegn//PPPXXSvtyoCyQ+B5cuXo127duZL1GOPPZZkD2hjz+uYJByzeG4+zpSGSUURSCkIBBqJ1MiRI81dLrEqSZPG+7/GYcOGmTvmMs/KTpiKIuBPBAJl/vLnM2tfikBSIBBrIOaTJ0+aVPNiDiEkHPny5YPY1cuK3fvvvw/xbQkLC0uKsWufikDAISA+JsJyKMekVL4uEZkWTF2YhjNJxLGGTMeZVBSBlISAkEgJi5tYc/Ts2dN8dCGRkkVFMRH2p+zYsQMdOnTwqXzJWFKlSoVOnTph2bJl/hya9qUImPNWIMxf+lEoAikBgVgVsGLFiplmEQ4wypYtC7ENFnGQbxw7dsxRrEdFIMUiIGZDXbt2xdKlS1GlSpUkxWEoe//DbQSHeP2GW55eKgLJHQEHiZSDwVeeV0ikxOdKSKT8KVWrVo2aP2Pqd/Xq1ShQoEBMVbRMEUhQBAJp/krQB9PGFIEARSBWE8RHH30UFy9eNFfkPvvsM8i1mEY0a9YMCxYsME0SxXE4qURZpJIKee3XGQHx9erTpw9++uknVKxY0bkoSc6X+Oj1N+afZ8rho1yzFYHkhkAgkUi1adMGooSdPn0abdu2NX28cuTIAavVavqAHT58GDNnzsSSJUsg41ZRBPyBQKDNX/54Zu1DEUhqBGLdARN63smTJ5vmEKdOnTL9vmw2G8S5WezTu3fvbpoj+vNBhDmqX79+pi196tSpkTt3bsgkJiaSMq7XX38dV69e9eeQtK8UjMC0adPM75w4LgeC8iW+XzHxkt5MwZ+VPnrKQsBBIrVp0ybTtG/nzp2QOU0WFcUscfhwMdD1n9x///2QMdy+fRsdO3Y0lbEyZcqYQZcrV66M1q1bm+zCK1asQM2aNf03MO0pxSIQaPNXiv0g9MFTHAKx7oAJIsLWJDGMJFaJpG3btpkr/WLGISxO/hRlkfIn2tpXbAh8+eWXGDp0KNatW2e+RMVW3x/lsqoiBpCbvHRWhHlq2OQFGM1KlggEIolUyZIlTYZDUcKOHj0K2fUSP+r8+fNDzCRlMVFFEfAHAoE4f/njubUPRSAQEIiTAiYDlZ2mS5cumY7LWbNmxdNPP20qY/5+CGWR8jfi2p8vBEaPHg0xy12/fj3EVzKQZAAH8yyTkHE4JA1PPnBc6FERSAEIOJNIyeM6SKTq1KljkkiJ+bz8GxbiC3+LzKmijElSUQT8jUAgz1/+xkL7UwSSAoFYTRBlUBJsWQLJiuIlu14lSpQwCTg++OCDqCCS/hq8skj5C2ntJyYERowYgbFjx2LDhg0Bp3zJuMswiR/YC0x1mDowLWaqyqSiCKQUBJREKqV80vqc8UEg0Oev+DyL1lUEghWBWBWwK1euoGHDhiaFr/iCyWr/lClTTIVM7Offeecdvz67skj5FW7tzAsC4vso/wZE+SpUqJCXGoGRtWURMK8SMCsjMOceYP3UwBiXjkIR8BcCziRSwnjoIJESPyx5CZW4lklJIuUvHLQfRcCBQLDMX47x6lERSK4IxGqCKExM4ne1b9++KH+vGjVq4Pnnn8fixYtNU8QhQ4bEGNckIcFTFqmERFPbii8CsuAgMb5kIULIXwJV5s9nHDAGAjMM+wh37wY6dwYuXwZeeSVQR63jUgQSFgEHiVSvXr1M4qaXXnrJZPEVsiZhHhw4cKDfSaQS9gm1NUUg7ggEy/wV9yfSmopA8CIQqwImNvTVqlWLUr6cH1Xs6MV5WNgRixQR9/7EFweLlLAvCouUMDK6S926daEsUu6opOxr2+IlsA0l49n+A0DxYrD2ewPWltRQ4iHCrinxeYRwI3v27PG40/9V+/ePVr6ce+f7Jl5+WYK9OufquSKQfBEIJBKp5IuyPlmgIxBM81egY6njUwQSAoFYFbBatWphwIABJvmG+H45y3wus4v5hr+UL0ffyiLlQEKPcUHANmcebK3bUiOJrL11O2yteD35CqydO8XahMSa69mzJzZv3oy1a9ea4Q5ivSkJK0REAHv2eB8A2bdpTkwdtLj3cs1VBJIjAoFCIpUcsdVnCmwEgm3+Cmw0dXSKQMIh4FUB27Jli/mi6eimdOnSqFChAmrXro0nnngC6dKlM6noJ02ahDfffNNRze9HZZHyO+RB2aHtbXICOpQvpyewvfMeLJ06wEJTJG9iUJOJ+N8CdPtgKPbSdm/l6lXIzFhzgS6MFMFYR+DOtOdIZecrgC0nPQesOYrAXSIgJFKv0O522bJlUS1lypTJNEmUeJKhoV6nwai6eqIIBCsCYiHUrVs3LsjtMUMfyPdeRRFQBAIDAa8zjwStFEdNZ5H4X+L3IskhadKkwZgxYyBsiCqKQCAiYFy7Bhz8x/vQTp8BTp8WbmqPcoOBvG/Xb4TOv/yMY9TeliEV0j9YBcaShbBUqexRP9AyevcGCXI8R0XXTWQkKYeKIpASEHCQSKVNmxZCIlWqVCn8/fffpjImJFISWkXIOFQUgeSGQAQXEDt16oRjx46ZcVvTp0+f3B5Rn0cRCGoEvCpgvfn2JklFEQh6BGTSycpdq4vOEbEinyotI2Nly+b1EW+9+z7aUfm6ROXrRypfaWEB/ruIiOc6IOTv3bDINlMACxf2+XIJxjgCGO+VhAOgzyTA0GUqikCKQSDQSKRSDPD6oEmKgPjmt23b1lxgWLp0KWQBQkURUAQCCwHvtlcxjLFx48b46KOPYqiRuEWVKlWCrOTEJbVr1y5xB6OtBzwCFosFlpe6eR2npcvzsHiZmG5TY2n11UTc5F0LHcqXo4XDR4AdfziuAvYoCteHHwJnuMm3bZt9o4/M+ZyIA3bIOjBFIMERiCuJVIJ3rA0qAkmEgMxfQjxz8+ZNk7FXla8k+iC0W0UgFgS87oDFdM+BAwcgJBhJJZ9xSb8F+bXlR+bdd981qYR9jUV811QUAevg92G7dBnGl18BEWTN5GaW+H5ZP/FcSJBJq3nz5khH4o0ZSM3gxU2xA/cjD06jFeYgF86B0ceDBlRxWXvggaAZrg5UEUhQBAKRRCpBH1AbUwScEHDMXxkyZMCsWbPIdqt0t07w6KkiEFAIxFsBS+rRSwyyn3/+GUJHLzbOb7zxRoIOSYJ1Hj16NNY2pW9RAlUCHwELnexDxo/G2V5k89x4GkUr50bee3N5DPz69et46qmnSGCRF2NbdkH9Gc/iFzwaVW8g3sMP2Tqh+gP3R+UlxYmwWhkzZ8GYvxCMAwFL/bqwdH8BFp1sk+Lj0D4DDIFgIZEKMNh0OEGOgPP8NWPGDIjfvooioAgELgJBp4AJlLKzJcGfBw4ciK5duyJHjhwJhrCQjLz//vuxtnfr1i2ad9G+SyXgEZANq1dfBSZMyEmlPScDr4LOycAXX4ABxO3DF2f9Ro0ambu7wu75Ro+bVL7SI001IDX1rQgyCl5akg3tU83CwZDUSMqpzdb1RRhTpkfhbixaAsvCxbAu/QGibKooAikZASWRSsmffsp8dvf5S4KMqygCikBgIxDvtzUh5xAmqaSWV/lG/eCDD5q7YAk5lqZNm0JSbCJ0rgULFoytmpYHAALvvQeMH8+BUPGyMn6yjbGwpk4F/QiBceOErOKSGV7hvvvuo1L2BRU0CxasSY/cC4AMTl+FcG6MnngyPXbsAB56KGkezNjws4vy5RiFsXI1jG++NU0rHXl6VARSIgJKIpUSP/WU+8ze5q+Ui4Y+uSIQPAjEe5mkR48eqF+/fpI/oWyvS1yy3BrUKMk/i0AeAK31zJ2uzK8Ahck4X+Q8j3TjyvI24zBPpkJ14gIef/xxVK5cmTtkE0zlS57H9qKr8iV5oYUZQ2sOcJXM9kklxtr1Prs21qzzWaYFioAiACQ1iZR+BopAQiJw4YL3+Ssh+9C2FAFFIHEQ8LoDtn37dmzYsCHOPQYiZb1syUuATQkarZJyEaBbF2ztgRyjojEIyQZkHwacv3mGylcdNGvWiIyBpAx0kozPAbzVQ1KXB14nuebPjyQRoyCdq32KBvjyCY0WKAKCQFKTSOmnoAgkFALiAlGnTh3TdN59/kqoPrQdRUARSDwEvCpga9euxVtvvRXnXgNRAStcuDDq1auH2bNnx/k5tGLyQ0D0lRwDPJ8r/ORJXF9cGy2few5DBnn6/GXI6V0Bk5Z2HbLvqvXp49luYudYmjcB3n6Xwb3CPLqytn7GI08zFAFFQBFQBJIXAhJeQSyAnuP8FRef9eT19Po0ikDyQMCrCWIfvlkKyYR7ku3uzZs34/z587h8+XJUeSBC0atXL5PRLhDHpmPyHwKmtaAb4WH4v//iJNk0M3XtjJ5elC8ZXVUfLBu2S9R9tgOrV/vvGZx7shQrBuu0Sdx+i2QPkcIQK6wfDoXlsRrOVfVcEVAEFAFFIJkh8C/nL2GD7ty5sypfyeyz1cdJWQh43QFzh+DYsWNkkXsV8+bNM4t+++03fPvtt6aJ3+DBg82gyO73JPW1jEtFERCDPW5mSfQuU8IOHcIprhxm5iJDgVdeATk5vMobzF1FG8SrJOpwiMEQYud6AsYN0LTVkev/o/W51rDUegzG0uV2Gvo6tWFJwth8/kdAe1QE7gyBQCGRcoxeQkqcO3fOpAzPnt3Xr5Gjth5TOgKHOH/Jzpcskr/C+UtFEVAEgheBWBUwiXXVpEkTxp4NhwRB7t+/v/m0sgLTpUsXcyds4sSJSYaATmBJBn3QdPwyRyrqeBiDiJ8k4UZWBvDO3L07XmCerzCVBVj2PbfPak0geeI9dhr6K/ya39rEAkqrVvZjUv215MsHS+dOSdW99qsIBCwCsfkw7927F5Ic4m8T+uPHj2PMmDH4/vvvIecyt4pkzpwZRYsWRd26dTFo0CBkVJ9Ox0ekRyIg/otCGPUu56/unL9UFAFFILgRiFUBW7lypTlJ7N+/H1myZIna8m7RooU5YXTs2BGiBAl1t79EJzB/IZ08+unEx/h3zx4MpsNytmHDkJ9BwET56uH2eMaOP2Ds2QtL4UK0QXwU5XJZ8FVJoE0L4JoT8+FrrwHPqLuVG3p6qQgEBgKB7MN85MgRVK9e3ZwvW7ZsieLFi0N2vmT+FBN/2eGYO3euaW2yatUqlChRIjBA1VEkKQJ7OH8J4cYwzl+dOH+pKAKKQPAjEKsCJqsu99xzj6l8uT/uww8/DHEGPXz4MIrRN8UfohOYP1BOXn3s3LkT4xk6YRp3cBvSaTkzH8/Zxcu4eRO2Nh1gzP8h+sGrPIKQhXO5+5sbBw8CixfblbBatYCKFaOr6ZkioAgEFgJiniUpEGXkyJHmLpcsbKZxRIF3G6i8ZD/55JOYMWOGuRPmVqyXKQwBmb8k9I9YIAnpxDeMEgAAQABJREFUhooioAgkDwRiVcBEsdq4cSPOnj2LXLlc2Qy+++470w+sQAEx2PKP6ATmH5yDtRe6Z+HbsDBsuXoVmRgrrjwXEPryZUYCLDdPkw62mnVhHDqMiNKlYOnfD9batWB7Z4Cr8iUP/+vvsHXuhpDFC5AnD2huGziIkAcEw5noAQYxXhLqDTEM9t+/QnamoggEGQLXuI19kKspsuuUKlUqnwpQYj7WDkZxF6sRX8qX9C1jk12OsWPHqgKWmB9GELS9detWUxmX+UusjlQUAUUg+SDglQXR+fHE5rhgwYJo2LAhZs2aBZvNZtoiDxgwAJLatGmD1KlTO9+SqOcygXXo0CFOE9iyZcsSdSzaeGAhcJXDaUmGzg/4ArM8WzZ8s3s3ulD5epb+Fs1v3ILtqaeB9T/THvEYjFVrYKv7JGw/LoUx/RuvD2IsWQaDDvKBJKJwtWeS4AqiiIllpHzLxSVNrlUUAUXAFQEhkXqGNsPiU3XfffdhN38X+vXrhzfeeAPXJVCgH6Vq1armgmZsXa4mzao/FzZjG4+W+x+BX3/91VS+pkyZosqX/+HXHhWBREcg1h0wmbTmz59vrsiJsiXSrl0789isWTOMHj3aPPfXH8cE9sIL4sXjW3QC841Nci2Z+M8h7C5uN4W9sX49znDFMNc332AZFxFOPlwNt4sVxayXuuFfHovv2482n3+JPG+8Rc3Fh+piEKmLF0mjmDNgIFvBkezyMpqTzPuW6SUvZZqlCKRUBAKNRErmUJnDTp8+jbZt25o+Xjly5IDVajV9wMScf+bMmViyZAnETFElZSKwnvOX7Hh9w/mrQYMGKRMEfWpFIJkjEKsCJs9fkU4vW7ZsgWyHi0+Y7HiJX1i5cuX8Do9OYH6HPN4druUd3zFdYLqX6UWm3EwJJaIX3WRyZ4LfxNh1Ijf44nKGtvK5GYQ7HSl7ZddoTpNGmPzma7iWKZNZR/7MevEFfFOrHkpXfgTY9GtUftRJ3jwwChWC8eFI2L7jntO167DUrgnroAEQFsKkkH0xdLo/hjItUgRSIgKBRiJ1//33Q3x6hMVOTBHFosRdhAVxxYoVqFmzpnuRXqcABOQ7K75eszl/CeW8iiKgCCRPBOKkgMmjywqdkG5ISkrRCSwp0Y+972msIpTvDtnCE/JXYD7T3foohbGNT5hmMV1hkr2ufkz1mUTS0O/rOleOz9J/Is+CBUhbrZq9gH/ndnneRfmSgotceR70xTjMCg3B1rcHYHzf13GwXBnkP3IUz48ai/ptnoXR/nkYc/4X1Y7x90FErFiJkK2/wML7/S0xqX15/T0Y7U8RCHAEAo1ESuAqyZh9wnAou3NHjx41SazC6LeaP39+09xfdsRUUiYCsvMp/n8LOH9Vc5q/UiYa+tSKQPJGwKsCJisvEyZMiPOTi7mfP0UnMH+iHfe+xJDvIy/VxYtqFNNIL2XxyXqPlb93uuEQz19kCITppHAWIorcDA5+9tuZyEvKwjSPcFcrUjL99x9OFCnsuHQ5bq72KDby/s6rlyOCR5HjRYtic83HMJwO+y1atXWpb15QQbNRQQsZMtCzLJFzGrH9z5jOuvWTltfPuuXppSKQ0hEINBIp589DLElkLpOkoggsXLgQ3bp1I+PuYjziNH8pMoGFwF9/geGYQKswkJgO/MyAWDxiAusBdDQBg4BXBSx9+vRkfiP1W6Ts2rULkmqRg7ts2bI4deqUuYJ35coVtG8vlABJIzqBJQ3uvnrdyQK7EaBnjc2eWfHKOc3a31PZYsAc1/t4Pe7GDZxctAgzv56B515/E5ucJq8Mly9j+NTp6NnnFc972ZIEYhbF0KF8OTf+Uf4CaMrdsdDwCOds+/mWbZ55fsgRA8oZTK/Scmmf1d5hPg7v4xCgiB/61y4UgWBCwJlE6jUG8HOQSC3i74UsMvqbRCqYsNOx+g8BWfTu1asXhDjsgQce8F/H2lO8ECB/Dx59lBY4YoJDYVg/UxGj6yY++MDM0j+KQJwR8KqANW7cGJJEJM5XhQoVTGdQcRp2iJhM9OjRw2SUcuTpMWUjEO1d5YlDTGWetT1zDgtbGRcGvMnm6dOxftAgrF67FvdYaU745lvYki4dMvM7WpdsiLn69EZVKmqbvNxcj/lLveRL1sV0aXGsWFEUPXDQs0ZuLn0lkfxL3/yt5MP5j6BaqEGePQ4cGM+JoUMSDUi7VQQCFIFAI5EKUJh0WEmIwNdff42+ffuai9r33ntvEo5Eu44NAdn5cihfznVHjAB694YZssY5X88VgZgQ8KqAOd+wfPlyksDlNFcKnfMlVkn//v1RlOZasiOWN696oDjjkxLPK/KhizP94+Xhm3nJi09WwV3c93/kYY9brkyahCvvvY8/NqxHmTJlzPJKIz9EJbeaYhop3J1csIqSsjwbyPQb03kmd7Fwxy0DFblRQ97Hj61b4kaG9Hhk7Xq8QX+xQl2fd69+R9cR3L2SH/SsWeN2O/+p4Wmy6ZuTQKQdovjGde5MwhPO3Q8+GLd2tJYikFIQCCQSqUqVKsV50fJp/kMXFjyV5IvAJM5fAwcOxFouHjrmr+T7tMH/ZNt8GL6Ek+nrjz/oj14/+J9Rn8B/CMSqgGXOnBknTpwgG/dFZONugrNInIp0fEHNkiWLc7aep1AExCLu863b0DVnDhwrEm0Q98yyFehU6zEgrXgq3Zlks2bArVm3kea51FENXB4/Hhe59JT5/pVo/YAFzR7dgLcWVEbaTNF1HJUL8GQZ03Kmf5mKMdVj4gaS6TvFDSQPeZK7YwPWr8Jqp+/3YhJz/N60CRZTGbsbcnr5wZbVtHHjAFpJMuYPMHQo6IDtMQyXjLlzva/AiSI3Y4YqYC5g6YUiEIlAoJBIffbZZya9uBBwvPvuuya5la8PqXTp0r6KND8ZIDCe89cIzl/r1q0zwxEkg0dK9o+QOzcXmL2tMPPJnbx2kj0O+oAJg0CsCli9evUQwbe7Ll26YBDNvEqVKoUb9LnZuHGjGcxSTBVFCVNRBAy+VBRv1hLLzp7Fpjq1cZ6/VhW2bEXpXTScfu8dYNB7dwzSjtvlcbILkJ27RZk6UWkZ+wkujR6PNA+vx3//K4L/2PIfq0vjl4K/Yuk/pWHNkd2jrzTMaeKRC9A7DOeYvncqq8XzZ5g6OylfjuIzVL6m8KKvI+MOjm++SWISYSaJlOM0I3yem2qioz4bA5sG40z7lJjKfN6kBYpAMkMgkEmkatSogZ9//hnC5ivzqgSDTkiRRdG47JrdYsiO8/qDkZDQx6utTz75BKKASbyvIk6LlfFqRCv7HQEh3OA/MQ+pXBkM8u6RrRmKQIwIxKqAZWLcJJkwmjdvbsYDc26tZcuWmE7/GxVFwERg8xbg2HHI/lOtJbLXFC3G/xbclQIm7l/GDZoKdmfqMYwX0wDbBlz/V/a2omXF5Sp4OOc2zHhvJe4Z1Cq6gGeyS0QfZ3MFSxaXubbAFWhA/hEMZ+rJJItb+ZlKMMX0zaZKeccicZ8593oVceSNSQGTH3pfUqWKrxLNVwRSDgKBTiIlO1tDhgwxTc+6du2KhKSdz0pb5rjE55QdQXEjUPE/AsOGDcO0adOwYcMGWj64zl/+H432GB8EZJFUiDf4EYIu5qbIvCuWKSqKQHwRiFUBkwaFlWffvn34888/zSCS8iMvtuyFCxeOb39aPxkjIDtgPiWmMp83RRdUKB+OMgVuYN9xchaGy6/dBqY80RWczrbhQTw2uAi23/sLCrckZRFFfKeefBLYsSO6oigzDLuC7JGbZTIVOk+HuaKrepzl9siJe4b8gDt+vN3v+vtv9xzX6yeeABo1An780TWfC+qmH5hrrl4pAikPgWAgkXr11Vfpr/mguQuWkJ+QsBRLik3eeustiHuBin8ReO+99/iyPtdUvpyZpv07Cu3tbhAYOBAkoAPfhRn6hi8C5KhTUQTuCAFx24mTpEmTxqSml7gq5cuXNwNGxulGrZRiELAISUZW7/6Algb17xgHg0ycRqXKqHK8FHerRPlaz+Rd+XJ0cgE5UKdLMfzwgz3nuWdtLsqX5P5G9o0ePQzHLR7H2syR3TB3sTDjOffMeFzLukWoj6WPErL1FovMnw98+CE5SR6RxREGo+4H+hGApsCx3KjFikAKQyA2EikxpRcSKX9LSEgIateuzRe4u1nK8feotb+7QaAff6gl1peYHarydTdIJv29Ev+rTh1VvpL+kwjuEcRJAfuHXocST0V2vOQoJg5imihxVQyJzaSiCBABS4YMsH45ntpFiCse5crA+n5/17x4XNm690CfP//ATpzB3ziBr/EaXmU4YitoU0gJKchUlCz1dPDKQM0opJCZjb+v5EXTpsBjjwFr14na5Cnz5tgghBjeRPSZqUylnArJ/I5Pmaj33LEI4+GLVbl85kXear7PS65rllgOidIlCqSwMokypovZrhjplSIgCDiTSLkjEsgkUhJjU3ytVZIHAq+88gpWrlxpsh0Kq7SKIqAIKAI+1uGjgRG2pmbNmuHq1asm6UYj2j+FcvleVnGGDx8OCYb8obwBqigCRMDa6hlYypSGbdoM4MxZWCo9BMsLnWHJmPGO8LHxe/fioh+ofNmwkpyFmXGTrIWzzZSr6lVMmNQfoeVc1xEMKlT/DQAuRX4taWpP8a6AhUWE4PZtg99p7+WifNFtDKIWyetQOaa0THcjxs2bGLmtHtvpiy/QHdeQkft5pzCI/z27Zi+bXnM3zeu9ioAiEIlAsJJIyWKnjF0IRVSCFwFZoH7xxRdJUf4H1qxZo2afwftR6sgVgQRHIFYFTFZtxPdLknOQwEcZDtxCmm5h81EFLME/l6BsUPyaJGzNpk0VGbLgY7Tte3fMQDabDc+/8AKJMWxYQeUrg5MSdaxoEcxa9ipCM7kqXwKchd/q7GTVuE1/rxuiPcUgD2Mz0tnK4fjxjBgzBozRA7JSAS+/DJra2m8U1axsDG3Eu+jA3wi9eonEH/0xBO/hIrLSYPK8/em23a16F+/R6A2KQLJFIFhJpHr16mUyDifbDyYFPJjMX50ZoFEsiFatWoUMtBBRUQQUAUXAgUCsCtj+/ftNwg1n5ctxc6dOncxdsUOHDkF8w1RSLgLXr9tZBTdtisbgU9rqTZ4MdOwYned8do1mNqPJnLiyaFFEkJWrJr9HfSpWQLYcOWgWGI727dvjLCntl1R4AMdJYTjulbdxsERplDqwF+mt13CNZrAxScb2MStgqXALo3MPw56j800zRWdWZhm3+I8JU2KCS24akEdKKM0oczqHgVafEAc0elQEEgSBYCSRGjx4cII8uzaSNAg4z1/ih6ihepLmc9BeFYFARiBWBUxoUneQOu7ff/9FoUKFXJ5l8eLFEGfivHnzuuTrRcpDgBuh3PlyfW6hfZedJGHtczd7lwmq4z+HsO3x2lE3fcNdrd8OHMAcmrg+z5VD8YH4kXR/v+0+iOfLloGRzu5btq8OPbDCbVH3+Tqx0tfKQ7idZclMFvvLDFpsbMd9Q1ugeR9S2593rUkrQXQn5f3Bg6zPexJSLIzYaGnaGMbCxR7NWrt39cjTDEVAEbg7BJxJpPLlyxcwJFJionbu3DlzHs3uoGO9u0fVu5MYgTCagjzLWCKO+Uu+eyqKgCKgCLgj4Gm/5VajQYMGZpwSCcQsipgEcLx8+bL5YiyBmSU+mK7uuIGWAi+XLvX+0LIzRndBD1n2+2Zsu6+iR/5++j48Rq51Md8QxiiZvHrmLh+lfEXdEBrrVxc3N9oVP7I9U4sCstAksvBZoOhFHk8Be3pVwVt/tqNtflSrLifckIOkxBDr1K9gecKJGdJqgaXXy7D0S9jArIkxdm1TEQgmBAKNROo4o64LI17RokVNH2phQpRYYFkY9P0+RnN9/fXXTZ/rYMJYx2pHQN6P5J3Ief5SbBQBRUAR8IZArDtgwiI1n7zX7dq1M+OBid+Xg/mwbt26+Pzzz721q3kpDAFftOoCAzdJPeQvL3HBbNzxOk3awjTp0mPOnDkm2cupW8BV5+BcHi15z8h5ARhcCWj6lj0Ac7GRQLYPouuG5AZy0OfruzdJqkG3K19xuSQAdGKIJVs2bFr6A6aRZOQUV8FLE6SX2ZmQfqgoAopAwiAQaCRSRxgEsHr16qb/dMuWLVG8eHHGIcxuXl+4cIELPofMOFHz5s0z/YZKxCUuRcJApa3cJQKy49WU81c2/rbPnDnTnL/uskm9XRFQBJIxArEqYPLsQrghJBy///479u7dyxfWtGYssEckEJGKIkAEhO7dzjboCgcXdVGrlmueXOW0uO5g2a5dw+nGjRFKM9eOz3eOmrzCaCpoZOcGlhclzmDc56ps5nd+i8VKUCwO8zGRdR4v8J7MzXlCOXLcvvtlv3L9m/Z1oCF3xaZPd82Xqxo1QPNaz/yEyJnHRqj7AZHskHt4uoLpe6Z7mVQUAUXg7hEINBKpkSNHmjtfMi5fpmnDhg1j0PgnMWPGDIiViUrgI3CN85cEABc3jWnTpsFKn2YVRUARSBgExJ2FBni0wKPryIP2RfOEaTlpW4nzr0R6rs7XqlXLpFQV8g1VvpL2gwu03nv3tvt6OY9Ldpb4DkHTGudc+/lT95RDhstXzAsbTVpP1a+PUK725ps4Ea2LF4u6oaCETBHNxItYmD+TypdQxEv6nWkhE3Uq0tVHS9r8pMf3MgapEUoFa9hoKnJVo+vLWSluRXlTylxr3dnVbd421MutQnP/oZd8zVIEFIE7QyA2EqkzZ86Yu0531nr87xIz/g4dOvhUvqTFVAz0J3PssmXL4t+B3uF3BMQloz7nL9mtnM5JQ5Uvv38E2mEyRmDzZqB0aZAMEKhWDSAtBWggkCwkTjtg8qQXL16EBK4U8gR3kZUflZSNgAQHXrQIGL/6FlafuoFsIVa8Wi0zKhTyjktusnJM2rULPWm7uFNeSLibWmrgIHz0124Uf4hLHJFCi1cMoMYyYAuQhv8AHXLrV2AEy0RiW0XIfvQI0uTMi1sZPJ2hM7Ht/FTOZPeOZFXYw60ouqHhqafYn2d1e4d3+Vfcyi75aGObj3zNVgQUgfgjEGgkUlW50rNx40a8wPAaMcnq1av5onEHttcxNaplCY7Af//9B/GTlwXpcePGJXj72mDiI8CP0GQ8lqMsxKphV+JjHtce5DNp2BAkKoq+g5baeO45YAvfCStWjM4PxrM4KWAtWrTgy/Ui+smEeX1Gh0+Y10LNTBEICCfhmwxZML8Olypg11y2cmVwwqnrqOLDjq8E82/VqYPmFR9Ct469UDVLZqR1Ur4cwHVuSlNALgYPps3eydRcAaHSNLABUL+Ro4bvo0F6Q0u12nixc0eMHvy+R8XebE9ELEZo9WMme07i/c0SQ9MxlcVwmxYpAoqAFwScSaRGjBiBcuXKmURSG7jikhQkUm3atOFLXlWcPn0abdu2NXdNhIBDdk3EB+zw4cOm/9CSJUsgZooqgYuAsFeKH7ykjz/+OHAHGgQjExOzUaOAb78FSd7oRkA/ArG+LVgwcQe/bh1ImgLIi75DuPlshs+RdwKVpEVAdrqclS/HaEQVkVBBo2m9FMwSqwK2mft/onxNnTrV9AUT/y8VRcAdgZm7/sL8e+9xyb5MApeeYeFYx1/XDCSZcBZ5AalGxSg8vAVmzxyC778BKlcGaIHodVWj4RNcCWGKrxiffwkcP4GXhw6nM5mByW/0wVXaRGbhy86LJ06hy73l49vkXdcXt7JqTBu9tPSMlzzNUgQUgTtDINBIpO6//37s3LmTIS66Mz5iR5Mtz/3J5IV+xYoVqFmzpnuRXgcIAjJ/1a5dG7I4PWTIkAAZVfAOg1FnTHcFxxP8/bfdImXrVoBRWxJF6LaHVq1clS/paNo0+y7YSy8lSrfaaDwQ4D8zn3LqlM+ioCmIVQHbtm2bSbghq3UqioAvBH6kcuNNLuTIjt/+3IXHK9wbVSw0zDVr1ubKRidcuvROVP5vvwGPPw789VfC/egaVAxFLBxej6EfovuHI3GJrGNZuTOWauAAMl74XwGT8XzK1I3pD7mIlCY89nZc6FERUAQSBIFAI5EqWbKkyXAoDI1Hjx41d73EuiR//vxmfDLZEVMJXARk/hLlS/z03nknev4K3BEH9siEXEF8xd2FMHNnESBvTaKI7H7RBdSrzJ4NqALmFRq/Zj7wgO/uzPBCvouDoiRWBUyIN3qTYcFbIOageEIdpF8QuCXOWj7kutgURIqdhrk2ypbtwSDHQpfhKhIQedIkoH9/e76xbj2MvaTYYJBmS906ZEN03UlzvdvLVcECLpmh4RHIceasPc+tzKViIl/kYvv/Y9rGJAs5pZlKMakoAopAwiPgIJGS+SxQJHXq1BBlTJJKcCAg85coXz169DDjtQXHqAN7lOLL40tiKvN1T1zzJUapL4mpzNc9mp/wCIhbCL1UuGDl2rZE53jxRde8YLyKVQErU6YMJkyYYDqZPkVmgocfftiMWeL8sF27dnW+1PMUiECVI0fxh5sJosBg3Daw4n9l0Zg2dxs2HKS9/OO4fbsvjh3r4ROlf/7hfVTabE2fgbF2fXS9+ysiZMlCWPLli86L5czarSuuT56GGd26YGO9Okh96zYazJuPp39aBUsLGn8noYjK+lAS9q9dKwIpBQElkUopn3TiPefBgwdpofE4+vbtaypgiddTymo5l6xG+hDGKE80EUY9roHwfcSzC7HEUUl6BGRdX8jdxMpX/MGEhr5ePbJID/XOrp30I47fCGJVwK5cuYIvv/wSp2hw+dVXX5nJvQtVwNwRSXnXL5Uvi1V79uLvcmVdHv5CPwvGjsqO7Jn24YMP6tDnayDLY1bYhQLe9no/HDt0GNM/HYF/ypZBATqntx/3BUp16U4l7AeXPmK6CCtTGh0P7ce2bBIlzC5rGzfE1v8uYkSmTI4sPSoCikAyRUBJpJLpB+vHx9q3bx9X4utg4MCB0PedhAWeDP4m8zCtcT0kMdf2ZR33ww+B115z7fYeurL36+eap1dJh0C6dAwVNMyekm4UidNzrArYKu79SQDmOXPmUPOshwwZMiTOSLTVoEZgyW/FcPOL67jwKDkQq1KBIqvQ1RnAzdXyWLu4YlEPEREjeN4+xucUh9suXQzsfmoX2u34HVeyRitO857viK8aNUN1UhZZsmWLsR1H4RyeOCtfjvy5VMjofwsnZntHkR4VAUUgmSCgJFLJ5INMwsfYxXAp8u4jLJrt28c8fyXhMIO2a3nBXrwYeIYMVCRSNkXyxPdLdjsSU/r0sZN+iQ+aMCEKDT2tS6Frs4mJurbtQCBWBUyoVu+9917+41B+NgdoenRFQH7EhEIWSA+sdy0DtjPjCYSGjqUCJiqPd5Gt5lq1gM8/B3Jmi0DPjz5wUb7krttk4HxvwjisvnoViKMC9rv37sxcKasUQ7kWKQKKQHAjoCRSwf35JfXot2/fjieeeAJjx44lY57v+Supxxns/VeoAOzebY/tJC7j9HSB09proj6e+BhJUlEE/I2ANbYOZdv90KFD+Eccc1QUATcE/vzToXy5FZiXouI8wTQRRtlWyLsCKELdqdAx6k/cUgbtr0UkJqk4vTL2KMk5gAgGZ95So7q90O3vkVIlcapQIbdc35cx7dfGVOa7RS1RBBSBYEFASDf2MLq6kEipKALxQUAsf0T5msjYKKp8xQe5O6sr/FoSikZ2vfylfN3ZSPUuRSBhEIh1B0zYo8SGXsg3mjVrhiJFisA9Fpg4paqkDATECXL8eGDZMnBXKyZHyI0EREgupiG0dEPk28Bgx5EuV1ZqPlnf5v0lgLDuwNs85+ZWlPB3GKls3PHysTxA64Q4S1PW/M5L7TTMa+AlX7MUAUUg+SCgJFLJ57P055Ns3LiRAXqbMybUNDRs2NCfXWtfioAikEIQiFUB28EgDfPnzzfhmDt3rldYVAHzCktAZV7haPYyiedUyTscWXg4ILSga9bE1oBUaIVUqWYhLKwusr4VrXw535mRFh2ji11AsWLZnbMh7ICpVlpxWzbP3MRCvS4r2YviKlxQA/U7jGCKiLwpPY+fMuWNvNaDIqAIJE8ElEQqeX6uiflUazjByY7XrFmzyNpbNzG70raDGAGDsU8tMYTfCeJH06H7CQEfewzRvTdo0IDBci/FmKJr61kgIjCZg3qEqTUTCYfMfakTPMZXZs6Mi/K1nM1Ss8I8sgvZJ6/U0TGYPbqMiDjgkSeK3p42JPD4xbXo9m7gyLMghb1rfmxXL7CCqIQfMX3GtJ5JcFBRBBSB5I2AM4mUUNFLwGP3lLwR0KeLDwLLly83la955LxW5Ss+yKWcurY1axH+SDW6SqRHeJ5CiBgwEIa8tKgoAvFEIDSe9bV6kCGwjOP9wG3Mf/C6G5OQuceqgUfeK7EyliyJvPBySEObvlu3FrOkM1eFFuHtLoVxX8bxyPF6NxgRqbzcYc/K4+WHS2zB09wCTtINLB01pVRlgPDD9BOT/sOYFx8bxMieC/LYMvJcD4qAIpAyEFASqZTxOSfEUy4mFV/nzp0Zd2gRqlSpkhBNJngbMg+L+b8sQgpdes2aCd6F2eCNG7ROGQ1QH6UlCxdt6U3QjS8NMjenZDF++RW2Bo35HhKpcJ05C2Poh7CdPIWQSRNSMjT67HeAQFzfv++gab0lEBCY6WMQ3EzCDh9lztncZWf8LjIT5gRmz3YucT1v2nQeqVs74913l2LTNxZs73keb73bA5k/ToW0nMukHXdJu+0iHho+wmP1SHb1W4q2RD+wG5xsLnMiuL6Q11S+xCIkRw73lvRaEVAEFAFPBJREyhMTzfFEQHa8RPlaunRpwCpf5EKDsAU2pWOzUKXXqgU8+qidwMrzie48h5vEkNhc4pu9di3w00/Ayy8DbWiVktLFNnR4tPLlBIYxZRqMI0eccvRUEYgdAd0Bix2joK5xNobRx1TmuO3jj0GlynHl/RgSMosMhn3w888rUbFiRXRbuRp77xPvq2gRpcrg6p0ltT3vxhrgaLus+OPEKTz0+Zew9OaM4iSf0VaQsS/x66/RmeXKAVOmRF/rmSKgCCgCMSGgJFIxoaNlgoD4evVhLJWVK+3zV6Ci0rZtdJwsxxhlfhTmwJ07ObeK83SkiBIlsa2EWVhCtwqDflzd2aZPB+dyR0vRR1mAFcbiuLYTfWfyOTP28KXEm3CB2di7DxaS1KkoAnFFQBWwuCIV4PVkQ3wXkxBNiMsVLQJNKc+/+yPP3Q9SFptIMMSYJHXqaUif/h2sX78G5agh3aSfxepaNb3fQvOF44zvEXGK6Zi9yl6UxYOLfgTcFDAJ80UiKtMEQhSxokWBRo3s5hDeG9dcRUARUARcEVASKVc89MoVAWE5fOedd0gsZZ+/XEsD50o2V375xft4GCcaU6fS+L+zvVzMFIUsS5Qvh3z1FTB4MDBggCPH99Gb8uWoLWUMC2uOJWNG4LHH+K7heNlwVErOx8KFgEOHvT6hKl9eYUnQzORGfGJNUHS0sSRBYCt7rcX0NJNY7lVlWskk0pMpo81mnjv/accL/pR4yHXmfMLUkOlJanNhvbmylt6jmpnx7LNf0hxwAH7/fZ2pfEnmbYYtsIV6NxS3MDvDM0C+dUDhs0BukmuGluFNXsYnbVn57ZSJ5NVXwRAIqnwJJiqKgCIQdwSURCruWKW0ml9++SUVkgFYty56/gpUDK5ejXlk338fXS7KlrPy5SgZONBuVeK49nXMksVXCbBtG2N5cpPnab5siJliyZLg/O+7fnIrsb72itdHsjxZH5ay8jKjktAIGOfPI6JjF4RnzI6ItJkR0bAJjAN/J3Q3SdKeKmBJAnvCdXqeTXVmOuHU5H8878EkX9FiDEA6u1Y91F3wA3KdPIlSu/7CW6/35cQzkKWuEs7LDkzjmfYy7aPClO1d0rX/xItQJidJl240Nm0azl2q9ShVqlRUie16atwSjdCLRHBgWftRkSpOZ96cVMaoVI3Y9BlOPEv7CBVFQBFQBBQBRcAPCIwmw8Tw4cNpueE6f/mha59diJIlIVXLlgXK8F3+tddA9ml7dcmLSTG6LiunkSI+W95E1jlXrfJW4ponvl7O5oyOUiHjID8JZIfNIUIG0qQJEJuC6Kgf7Edrk8awTp5AR/Ts9kexWmBp+TSss74O9kcLyPELu2RE/UYwZswErvFLfjsMxtIViKjxOIwzZwJyzPEZVLJRwK7zF2jr1q04cOAAIiK4dZNCZDGfU2J8uUsYM+Yy2YYMR8kNG/F581bYmL8YfqzwEDp/OgYWIb9w43Pnbyu4wOUhabmllqG1c/YIMhGOpZ34BsbwKuZcYDIUXuxlwOY2KNs1Kl00K3SXS9mzY2Lnju7Zeq0IKAKKgCKgCCQ4AiNGjMDYsWOxYYPn/JXgncWxQSEDFt8qMfkXk/v9+xky5TOgdm1hF7azD4o/ti95/PHokphMAlNH+mBLbZn+RSHjK5OLiE/ZeK7COtfNlImhbB5xqRZ1cfo0SF4SdZnsT6ydOyHk1FGE7N+FkHMnEDL7W1hi0o6TPSKJ94DGQr6VbvNCF3f6DGzkDgh2CToF7JNPPjHNBpyBl5Ws7HyRr1SpEkqXLs3VozJYsWKFc5Vke34uhiejlR+MX3/zXiPCBmOLq7r1h/eaZm6aqB/fwQgNnUIq3A0oVKiQxx3y4/90CQuO38/Vu1FkaOK/Hzn+N8ijalTG3pTObRuFhJ4oAoqAIqAIJBYCg+kINYVMTqJ8eZu/Eqvf2NoVgovfvEzV27cD33xjv7trV7oUiE+Bm5D3Cq+/Hp0p5oHeJG1auhY0ZEgXKnsvvkg3gMJ2pY+vTHjqqejdNrn3pZfo6nQIkNifMrbDh2MO/3Lhgrcek2+eJTQUllIlYRFndZXEQ2CP2GL5kJjKfNwSaNlBp4DtJN2P7HQ5ZCq9T8WJtnr16pg8eTJXjT6jX1IO+gw1gzhgJ3e5N4YHNMuomP6BCmiEhciFk6S82IXh6EuyDium/loOdeoADz9sN3dIw10qX2IzNb3+LJ7NH/D1/IHO55VaXu4fNw6oQTvxC32A003sx7J/7PTVNPL4LNECRUARUAQUAUXg7hHo378/lYnZptlhvnz57r7BBGzB6ZXGo1XnMm7cmcRU7drZlaaPPgJdAYDMmaNva01rFVGgnEUWRoWoI39+YMgQgO5vLvM3Q6CZcb6c75G6Yo4oIWH4GkF6fudS1/OYylxr6pUiEA8EinCVwJcIIUqQS2iQjx9f0eNUgiYKhaxDXiVrw4MPPohRo0ZBWI6Ss9Tjw1WijcIW+YV1kuLMa828fQ16oua6OriGjGbpRWTDexiM71K3x+6PSkXdsWUL/cV+vYVUa0i84daW7SZXx8bIEhvtFbCeKTuVYO4MNxmIBzo/AGvzplHtyInsxosT8Mbh63DgnekogYOotGYrmuzZgoPlaMzuJm3drvVSEVAEFIGUhICY0O/Zs4cv0plRvHhxBrylA65KgiHwOreIVtHeTny+xFom0CR3bt8jci8T8gtJMcnnnwMdO0bT0EvsMAdD+sSJ3u+cO5eWKv/R79vHpo74pJGxHwcPut4vAZrvu881T68UgYRAwNKiOak7aT515KhrcxnSw/riC655QXgVdDtg7hhfJO15O1kOcpMXGLDijz/+cMtNfpeWmzcx6ZFq6DriExQhM0xB2g08O2Eivr2vEtLRSXHYrqZRypfz0+++Ha18OfIP/ZIGj7T6EVmc7AnCzxs4Vq4HjEsbWG0djdGzI2MXMhjOAT5qWwuLvp+DiB6vOJpwOT5alp8NvsWj+A2pGDl+YqNmqLCZml6k0KwcNHlnuYoioAgoAskfATWh9+9nLLTVPRi1WEwOhe3Qn8qX+EZ16EC+hhz2JAqRL94A2WmSeF3uImaD0sadiPhySTDl3r2jlS/C4XMMQtJxVvwWfIgoZhJ3TFiJH3jATkH/xRfABHJSqCgCiYGAhazaIT8t4Usiv8wOKVUCIUsWwlKihCMnaI9BuQN248YNhDHSYCrS8jTl0s7x48c9PgAxU8yZM6dHfnLLMKgApd+5C3139kfffmIiGC3GxMkM0Mhf4HjI0R9yYl3hkihU9SRuGalway2Xt8L3IPSeVUhdPhMy96IteA17g1tQC1uerYVNk6bgw583wlK9mktPlpqsmDEDTmXNimXPNMcl/oL3eXcgCtCg/Nq7b6Nc+7ZR8cpcbtQLRUARUASSIQJiQn/W6S3XYUJfh7bgbfgWfvnyZTMwsJjQb6Jt2f33358MUfDPI9moUXTj9ozsLMruVyZhkohBhFXNNoo2fuL0nyc3rN26wFKtagx3+C7iKwrdIshE/Hd0HQmMvHkzTOuRdOmi8+VM3KnnzQOeeSaaUVA2QUWB4oaoixhcdDZ+XGo6bcn4LPdVNMtFgZJdLCHWEMVNTAdlDM4i7IY0DoJYvLiLbAy6cWq5V+E7lZ0cxKNAMxSBREJAfO1CN62DQRZvYaSxFC2aSD35v9mgU8As/AVZu3at+WNakd6nWflyLxNVS/7aPMBlmWOk9vnggw/w9ddf0xdpnP8R9XOPjngI15AeG1EN4QhhHLBfkBWXzFgJYsctgRodIjG9MnZm8ET+CEtA5CvTqF/td5SSJh4XkZ50n7d+CsMt0OvXegy5Zv+EjC15ow+Z07Uzmn41BVWEC5f3WqpWgSVPHlj4i752yQ/oVelB3HKacer9vAnjHqmEVD7a02xFQBFQBFICAindhD6xPmNhQu7UqZP5PvATednTcyU9JjEYriXi0ZrA8RNR1SK++RbWqV/B2sHTwkYYBMVvShQt8aMWIgwao0Dice3da/fLcla+HI1SF6RbhKePlpQLk6AznbuQOQ8caDfvExNCEWPdekQ83ZqO1bQVjBTLy92BMaNN5W3BAkcus8aA70Kgj3x0npyJ31iDBnYyDucScplxUds5R88VgcBBwBJgfpsJgYw1IRrxZxsTacC8ndRAE7jv/eijj1IhvkVWvlDaJR80h/Hjjz+aZWKC2KVLF38OLUn6shQvhp9Ql35W+0m0sQhNsQBF6XM1E89BypxZk1JxMbXQUSAnF/kyPU9li6trBWilma5R9NA71DkORlpATtRn5hlkH7U0RuXLcecvDJZ3s0kLXO7UFRHcQZOVxMssfL1GNRflS+r/VL0qvnHmuHU0okdFQBFQBFIQAindhD4xPmqxjnnuuedoaneGSs3SWJUvGYONlhnOypc5LhvDqfTqA+OaKzvVd9/ZAxAL0YX4RYn/k8yzsrNEnQ8ffkhP6fVmC17/vPUWuCvnWnTunJ28yjXXTpQhu2LiU21QO4t45jkX5UvqG6Tjnt59I5yVL0c7jDPt0ZdQ1nMN21TCZOdNdslk9018uZJKDG7f2T4bg/CHqyK8bAVEdHsZxoloZTipxqX9KgKJiUDQ7YCl5ou7mGVIkhUuh4QLtyrlKfKpNmrUCAULFnQUJevjycda4RlLK1w3olf4hHCjMyahYtULeKoeIA6578ygwrWWARbTuMJhpalCnv8Bl0cweDPLGvfugmr3fIeIEwYyhM1Gpq6sEAdZ0ehJTHijDyKoDJffth0D6Rd2vvZjuOLDO3c526QOqKIIKAKKQIpCQE3oE+/jvs0owa1atYKYHy5i1GB5X4iLGGvWea92+QqwnSaJkeb13CgzlSyu+7qIxM2Kq9DKFEIVL5YpISF2JUsUIF/hS+XVRpSwv8duQOZz5712s+xHbpd5ETFLlIg85cq5Flajt8CyZa55SXll69IdxrSvo4Zg7GM816XLEbL1F1jcWUiiaumJIhDcCFiDe/jy42WYNvViOy+SnzZ3KUX5kued+2N6F+VL8tI+RlraQSEYcDsXVv5jN5VIz1U5d+VL6opYOEdleRf4uddNFCvZFFsP5sIp2ypkmJsF1nT2OjH+5WdwoMK9pvIl9XY/+AA6rlyK4zt2+rzNri77LNYCRUARUASSHQLOJvSPMLKt+CqPoa2YWHWIiAn9S9xaERN6USRU4o7ATdoAik+4WMTMo0YTV+XL7IG+yj7FiR2DOp0ZGNln3TgWiJmi+IPRcAQ1atjjcsV0q7ATLtmUxWeVkIjbvsuo5AWyGAxR46x8RY312HHYPv4s6lJPFIHkhkBQKmBCutGvXz8ULVrU/JHNzRUSif2Vhfzn93HHRShnrzobUye3T83pecQv0VlyTATycTEv23tUhGha+EIRmkMUYFT76s61PM9t9N/6pXFjnMuWnYXfI/vwVMjQ1LOee45Vlu3Es9dNbnDS2ps3D3ytP9LaXkURUAQUgRSFgJrQJ87HLTT+jTl/Ccvh93TEEoKu2MQ4dQq26V/DNnkqLE/U9169bGnaGNpJLqTC2rXeq91J7qVLdrO/jRvjdvfVgmWBUO/aVNMa1NC8SEiIgYYNAnu503BiRvZ4hM1bPbI0QxFILggEnQnikSNHzKDLspIoxBsSM0V+dOX6AunTD5GGfS6pgGQFTJiPSgQwVSUZYUF9CbLxfppJrATeYOIGVpzFJICk/pOuMf26XiCV7VOut1r4e52T5hHGTepJPhb5bFeu4BTNNlMRqyzvTMbpOlZk7OjajvuVlXb2b3Hn6+rZcxhTIL97sXl9hu0N5JlwM8qzOuQ+nnR1XOhREVAEFIEUgoCa0Cf8B32F85e4HchcP3nyZFitsa8r2779DrauL5JFgxOjiNgCVrwXIKNwlBQqiJA5s2CJbE8UpoULo0rv6kRCbZYpA69+W94aljXOGk2yw2q8B1v/912r3FMOrafUxyqunU6aFF1kRQTGRvRG4XtnkLijGazjRsEinPiBJrly+R5Rrpy+y7REEQhyBIJOARs5ciSKFi1qBl5O4xYw2PFZDBs2DE8++SRmkPd10KBBjuyAO37EEYkC5hD56e/EJCNux8TfXA+5zZyzTPKzxN9wHOMOWG76cGVoxgsfYuFiYDg1PKsXBczGWeXUE08gNXcOczCox43F7JX/W7P4aCwy28YVxvI8v+VD+ZJqhTmBPcuj1BNyJjESfYipBZOvnTEWqSgCioAikCIQEBP6c2RgkMDLspAoJvQqcUfgEuevJzh/ieXLF5y/ZCE2NjFI2GUjWdSasOr4AU+ZzMENIlag8Z9LcGXUROw+mgF5imdAiecfg8QhcghfKUAXM5+SNy/ATbU4ibATyiad+GjFRST21j33sOY9/YD774Px9Uw7DT190yy9XoaFFPtffcX3Br44/DTnP6SZ9Dma3ZrNRd19HDQXQL9jvM6/DyLk1w2wiLIZQGKpX5fsYAWBf495jMrS9XmPvITMEPIPg4RhshOK/y6aDM7WoQNhKVkyIbvRthQBrwgEnQK2Y8cORnjvCF/KlzylmB906tQJY8eODVgFjItpmOL1IwFkfYu8GZjLROtBU2QHaSzTRKbrTOmYOjPdfiZm5YtVTEnF3zd3ieCO4al69ZCWRug5Ro0yi6/yd122q279Sl+yau53uF7LmGS37h6+RPzlNvGlY16nSAVZDDiijThc29ArRUARUARSEgJiQi9+X2IqJ+cOAqnMmTObi4t169Y1562MGTOmJFji/axi8VKP81cNzl+jIuevuDRizJ2P/mHvYwTejKo+AS8il3EG517NxenPrsTV5arhrFlc7ORqp1ia/PJLVHWPE9HT+GqC9zl5CwOiRGShsY5XERZEeknQfx38vIHDhz2riR4uO2TyFSCho5kctawNnwAkeZGaNckXMn8ojFteWEG2bIOx/CdYfNzrpTm/ZFkYoiZk8XxEtOByLZVEU9KmgXXEMFjr10vUMdhe6gWJl+oQ4/u5iPhplZ38Qz4cFUUgEREIOgWsatWq2EijaaGZj0lWk7e1QAGH+hJTTdcyYagSauDYRFiWJNbIncoh3hgew83csEJLpo1MMh18wWRXkXhCucEkP7HZnpMltNhNLljJRW78egbnn6+D9E0bIbvw5nI26EqH19AtmfC29QVc4ASRdw1bFk3Ph4jVuaylTaXyNYDHlUyCSDmmwcwrzqOKIqAIKAKKgB2B5GRCn5SfqVDMS/BqMT38UOaveMhv+7JQ+fJ8fziL3C6trOSE9ix1Ajnu3+9S5HEhryOMjIMvv/QocsngkM3YXJLJKdKM1SWMiJEkzmbdNJZbmJn2ZdSonA/W/m/BEl9FfP8Blz5dLqQswBQwGZ+lYgWE7PkD+H0zDJqUWh6uZMYRdRl7Al8YxMJZ+Ypq/sJ/sA0bgZCJsgyuoggkHgJBp4C1adMGooSdPn0abdu2Ne2+hYBD7L5lRewwl5NmzpyJJUuWmGaK8YXuhx9+QJ8+fWK9TRS1U3GwN9jJlmYzCXmsWBB0YMrMlI8pNjnFCnK/7B5N8lH5ckYuo8VTwsnccb5TbdowPoewg+/j7S6vo+bGFShO6lfrkPfxFG0EJSjkuW/DsLTZDVzKISP2FAtZilCwgGkOKQriTSZaO5jP51lbcxQBRUARSNkIJCcT+qT6JE9y/qpdu7YZ6+t92XKKpywPpxYUR6EbOf76i3PhWVlalIVOWQ51FwOtnwlHtcdSuReY10WLAuLm1KQJ8OabbMVpvZRRc7BhA/DpJzYcWrYfpa9uw+vGp6j4zy4Y1CsjVq9FyIbVZCqOh9E+/eJ9CmODBqpYyF6Jqo96RTgxxmxs2+6z2ZjKfN6kBYpAPBEIOgVM4n/t3LkT3bt3N00RZSfKXcSEYwWDX9SU/fh4SuvWrSEpNpEg0A0knHwM8gPLXmNyjHA5z+cwiWlhHqaGTEuYYpIzLLzC5GtPLiKe9tzhDGRykpNXJkZdtKTriwd7/8R4XLKXRnnwflj69EY5+orZ44akwolhm7D+HU8cjesGyq3eQo0yepcxLZuQpKIIKAKKgCLgiUByMaH3fDL/5PzL+UuUr26cv/r27XtHnYaWjkFB8dIiXcwYHkBsPbxLLazFhp8ephGJdwWs6tmFmI6+sJxuCOsNKoxpsro0VKUK8F2LubDNleVZN/l9CwwShlg6eSlzq+q4tNInLGLqdNpB3nBk2Y8V7gk480PXAfr5iizNvsSSx3U31Fc9zVcE7gaBoFPA5GFL0kFSGA4l6OLRo0fNXa+wsLCoGGCyI5bUcp0DELM8h/LlGM+/PPmUaTjTR0yyGLaYyZdUYEEmJss5WgkK84a7XIjAw9t/xuY6nkqSe9UwMkSe4uSVmTt8WV55BfjwIiY3mAtL2saw1KgOy0tUypycjuX+o+Oy48Yj9DmrG92aEU4ikO4WbC9eRM0Mo2HRM0VAEVAEYkQgsU3oNzO4lPiWxSa3GEn4vAShCiIRhmNRvsRC5RWZv+5Q6DaGAQMM3u1tN8uzUYZm8ymZcAmzcr2Kb7Ps8Fkn5Npl4NoRGOO+QMTGTXYiDLcdrZio2A0qYYiHAmYpUxohyxYhgv5N+GsPXzIssDzZANavSFIiu0wqJgIWCa5dvizj9ez1QMTS/QWPPM1QBBIagaD+1yiUvqKMSQo02cUByc6VN9kYmcmNJoxhSk9fstnedrLol9WZhuK9adt3k5NAGi8K2PmhIRg1ug2GDP8YS/s8C0uq6Enl2jz+9nKRJ111IOzAAZx8/HFkffddZObuIWwGFuT6AYWXxWy0fjtbAZziRl+Gluyfv1c2bsVd+47t7aa54df3ens8zVMEFAFFQBHwgkBim9Cn5wJavnyxG7gL4Udc6nl5hCTJOsD563HOX+9y/hLrl/jI778DH38MkPyQ7woOfyv7PBlSmGoY34LC/7G3aKG1feryNP07zbxDsfdyBVmwvMlYPPWUhTtyvE8sFd2kKbkWo2T7H153tCxk+hCV0KvcARW7LKiG7toO4+xZmqWkNVkSnds2GLRadtaMPXthKVwIlrbPJbrPlXP/gXAuymjIov8h4pnnAH4upqRLC+vwobA2aexziCdY8gXTn0yy1P8sE3V6FUUg/giQBjdZyuXLlw0GZ0y0Z6tSpYqxadMmn+1vZ0kxH6me0122ffuN2w9WNjp9vMAodjPC6z3Fbd7bKnzOMKyhEcaloaONMKQxVhasb+R45aaR9X3DSFtXOJaYQgyjyPsbjZC8eY2cU6ea7Ze8dduY0b2HEf5yb6eReD8dPDiyHZOzKfo8VSqbceKE93s0VxFQBIIfgYoVKxo0mQv+BwmwJ6AyYVCZMOi3LO/cHokm9AZJpBJ11LHNX4naeTwb3717t0Fl0ZjK+Ssu8s8/htG/v2F06GAYXboYRmho9LxlzoliLHivYeTnJO2YowvuM4wcEzhX3ojOy7Oc82tOz3sdbTiObdrYRzV+POtbXet3xwRzbpb52ZHCe/fxeAzb4cNGWLosUXUcdcPSZDJs+w9E1Y+YNsPY37SFsb55K+NEi2cN27r1UWVxPbGdPGmEla3g2lfugobtj51RTdjOnDHCu71shBUpZYSVLG+Ev/mWYbt6Nao8OZ3QjcV8dtvadYbt4sUYH+1flj7E5PjeOI4TY7xLC5MCgWCYv7j2kzylcOHCJkXt7Nmzk+QBK7DXgkzcuPKQJyNzbMtXwNasJTbcfBgzttEM8DMrCtFGUdiRnMVwu3aUhXD5pdYjvyDTay/AqP0warZui2Wja6A3RuMXPIpQhKFWmsnYMagHRmXLgVzrN5EjdxOqkWY1Lwk0LJ+OcDTl8/gandgWLQJo2RIlFr4zfPqphSuoUVl6oggoAoqAIhAHBILBhD4Oj+GXKuLvXb9+fXz22Wcm6UZsna5bBzIj0krjmu+aVrpg5f0JCM0bXSdVaYavYXKW9PUZY3MWY3vFsr3hsOp7+WXOx7WA+fNpsbJyIx5f+x5qmDzGzq1yfpeAYW5iKVIE1nnfw9ahMxk/Ik1Ds2eDdcpEWEpx247yH00YXy1ZHBsWzDWvLfR/b/f5lxjAbbfQ2rXMvLj8sfUhE8heN1rHM2cR0bELQrf/DuPqVUTUeBwgKZdDjJGfIeLX3xGyljT2ziwijgpBfDRjx5GFMS4i7iMXvFT8hHk0EoKrd5+XipqlCDghkGwVsF69eqFUqVJOj+rfU3HZHcfEBTicd9KoajGPv9MwyDtr60xTipu3MBJv0FcsBGnLeCpfrBqjvJiOJoTXPoVV2IMOH8BDW7biZ9Lo38i1F39eOIUmzw3A+LQ58fQFRh6bOiO6rfz5YOnUPvrax1kG2klKXJPJk0mJT9vJLFkk2KMF1WiOqKIIKAKKgCJwZwjEZEJ/hVTcoXyzT8cYSSlVtm7dioYNG+Lzzz9HixYtYoVB9p6efz5m5UsayUCbMWflK6aGxfc5lIpZuJu+4nxPs2bRV+XL062IyWhfCBFlt9rjxUQXM7BXBlja0eTNi1jpp2U5Qmr0X38zN9csVSrDIhMwxSDrct+iRbDhiQZRd3K7DV/3fAm5vpiInvFQwIwfFke14XKyYycMkpwY8xa4KF9RdTZshLFwESzNm0ZlpbSTbT4eWNif/2Sq4aNcsxUBbwgEvQLGrU2cO3cOIfShyp49e9QzDh48OOo8qU5K//0vKj2xGXOqN0R4nrTIsfUEGmX4CakXkNHoT3qJnThpDu0gSpjH8CPxG6ntKv27jqWH2I+LmBHuKz9iuhb/+euvaNKmFSZPmYLGnBFs3XvCWL3GXq9WTVgnjIMlWzbzOrY/NCFHjx72FFtdLVcEFAFFQBG4OwSS2oLj7kZ/93f/KvMXedsnc+XvKeFq9yGy48XNMTPosWwskacjVgml31d8JJSWHqKAFaRJiwRkFkXPIbLr1by54yr6KIoKbslruZOI8jV3FiyFCjllRp/e5OmX9OFb9Xhtk7yrNq9fYkrPdO7wYaxq3JBnnvId43r1ZDZ9LmCMGQ9jFed5+jJZnnka1g7tPG/wwhwdVYllMVGwG9t38IFTrgJGF0GfwrVpFUUgXggEpfgyRkcAAEAASURBVAJ2nL+CY8aMMdme5Dw8MoqhOBYXLVoUQkM/aNAgRpHPGC8wErpy1yp/Yeb5p+n9a2/5EvJzm7o9lr2yGPW6FY/qLmMkXUc4613j4lMGpxU1R6XwU66rdoaNscV6sW79JxxVoo7ruWUlK4bffPNNFFV+yMql5g+0zB6OVbWoG/REEVAEFAFFIGAQSGoLjqQEwtv85W08c+bYAyXHpE94u+82CaTiKsL4K/WFKv6XX4A9JBVcwDmaJJJ8zwCqV3dtyeD7iG3JMhi9X48quJ5BVCgqUlevwWj8NCI6tIV1zKcu83AEyzsx/c7kEBnmJiZyXuF87tyObI/jeVKmC6lGRG3aTApjYqQYi5bA2PQrQrjY6iwWKmzG/xY6Z9nPyQgoppCIiZ49hjLPBpNfjuzDcuncQ8TW6l6PXM1QBGJGIOgUsCNHjvBHj5TpNOtr2bIlijPooOx8ybUEYhaq2rlz52LevHkmVX2JEvbdpZhhSPjSw8v2UvnyVI4MWDF8aj7UG10eKF0Si/eXwl9miGb7GM5yc8z4nIoVrRQsIWRVOkeb434M6TGfAY57kqGpEpkIz5JhcTKvfzmDyosyuQx+5cqVpq28+L4JZa+zuFPMO5fpuSKgCCgCikBgIBAIFhxJgURM85fzeETpEib6+Cpf0kaVeetgGV8JBzPbzfsc7crOFl8jXOTSx0CRjMDXX9uzJT6mPUamSzW7S0GPV2B8xYk5cofsEOf396j8/EaLE5HKa9dhSPceKDplOmx8VwmZTw0yUpbx6Kx8OfK382TBtK/xVItmyEAzxGteTFLvYTgB02zQSfly3G98OQlGl06wPMwXh0ixfjYSEVvZ8pGjjiw6L2VByNSvzGvr8x0RMZpK2+2w6HI5y5YVllbPuOalsCu+nuFvpplOz12M58KKaHXK01NFIC4IBJ0CNnLkSBTlLpf8UKdJk8brMw4bNgxPPvkkZsyYYe6Eea2UyJkHdolBgXf5+0YBU2Gc+PQS9PiwsEsl4wpjbLWnyUEPQEg2wv9lMVfh8uAUTg/JG1U3Ha5jWqruSFfF/qMpBUuXLjWDUy/gEl01ddKKwkpPFAFFQBEIRAR8mdAH4lgTe0zxmb+4DouTdgv+OA+rFWajD0ah0o1tuFC1PIa99QZWNX0KYaGpGI5lH8pO24xjPcvj8INlkPbUNRSfsANPMvjm039VpS9ezN3YBg2FMZHKV6RcpkLTfs0KnMmf35GF32rXMvOW3PMAMi1YBGPffkjMLhEa9vmUHTeu4+kmLfDakoUY4lYrlAQc/diHsX6DW0n0pbH+ZxcFzEKCspCdDPBMRdDYvcdOQ9+5IyyRY7WUKwvrnFmwdX2RLyNcARYpwntmzYhyd7Bnpry/op/LZ/A80y4mvqLhEaZUTCqJiwBfjeVVGHFznEncsSRU60GngJEW2VQyfClfAkyqVKnQqVMnjB07NskUsBKPcyvfhxTP9h+uX8+Ht8a7Kl/O1Y3L/LIxidyHP7AsVTOsCKuJrXgIuXAGz+F7FBvCwMmR/l8LFy7ECy+8gMWLF+ORR+QnQUURUAQUAUUg0BAIFhN6f+IWl/lrF99433/fzsjrvlMV21jrYCWmoCvSwO6Xlf2v3fi4fWfP235wzbJ+PhrWdFVdM71cyU6Ts/yPBFfOypej7HSBAvhfx3boOOZzGAf/iVLAspF0BZlcrVkc92QjK6Kxdj06kpwjV+1amEr7x1MsLE0QejMW6gM8j/Bxr9lGJm7huYmF7hqWV+nD4EMkDpbl34PANu6U8X0KD9xv+pgb+w/A1u8dGOuo8GXMCEub1rAOHACLOIqnIBEHEkkqiY/AcXbxNtPPkV3RdgwfMN0XeR3Mh6BTwKpWrUo2vo2mshET8IyjggL8sUsqKf5gNrSqsAez/6TNgosY6Dc0E/76i2aEotLHIOVpnNibXIrt8q9BunnfoS1ZDNts/gYW2oNbXvgI1hZ2718xNxSfgeXLl+OBB+TnWEURUAQUAUUg0BAIFhN6f+IWl/nrzz+BRx+NneHQ27jHohe6YRJNxCJtA71V8pFnqV7Na4nsXBp/7ISF/ufGPXwldOwURdb+rdZjXu+TzKMlS5hlDnp5uXiKis0YtnPbTZFJdfs2msycZdYHgyY3pgLW2IvljyhCBk0VPYT+Zxbu8t2JWKSfR+n8FinGsWOIqFYrmib/v4swPvoENiqzIYvmO6oF3XEtR/w/pktMDzF1YoqJbIPFKn5C4Bb7oUEYDjv1tzsybymPSfeG7zSguzgNOgWsTZs2ECXs9OnTaNu2LcTHK0eOHGBQS9MH7PDhw5g5cyaWLFlimineBTZ3fevUX8shS+O/MX1tYdw2UqNg+vMYOfQWGnYvhINcXIpJnsi/E9+XHYQMlcvD2mcDLLly0Xi9ssctX9M4vW/fvqa/27333utRrhmKgCKgCCgCgYFAsJjQ+wstb/MXrerMxcmsWaNHMWDAnSlfNbEWLyLaTD+qRSHGuHY96tLbiaXXy7BU8JxTI4YMgzFkOBAWZr+N7IbIkZ1MGRfM61MFC2C9E128e9uF/z5IX6oWcFbAChbIj7Etn0Pf6ZNxKZLNOeOlSxjeuRuKO+Jx0XRQRHYEljCJgczDTKLqWevVBYYNhm3AQG6H2ZhDyZwJ1m9pNpgnj/36Lv/aPhkVrXw5tWUsJsHXpl9gYSicuxF52f6N6SrTg0zRDhe8SCT5ku1+5NT2Bp4vZJrH5PT1c6qhp/5EYBk7O+ylQ/mOzGTq66UsmLKCTgG7//77IcEZu3fvbpoiMoq5B97CgrhixQrUrGl3fvWo4KcMMspi4uqSGMtfFv6WIleuHFFOvsINQi4R/Pyz52BepOn1F19UZIH8DPiWSZMmYeDAgVi7di3KlCnju6KWKAKKgCKgCCQ5AsFiQu8PoNznLyEzFhPDceOoXFC7ENr3oUPBeR5gSLB4S32s4EuarJ+7iZjkXZFXuJjFUq+OR4WIzyfAeG+waz7ZDSEpUhZxNyrMyy6VFGfggzXfuQtW+nM5iwRnfpyK0toipbCtWlUYNC98cOMmZHSM855ysDxRH8t50ytMzgT3DXhNyBDydl9Ynm1pmiuK05qlfl0YTqF5WOXu5M+/fN5v7PzzrhQw8YF7iel0ZA8hPL7KRFf4RBPp6xMvrR9inpBqvO2lTLP8i8C/MXR3NIayYCkKOgVMgC1ZsqS543Ob2/NHjx6F7HqFcTUqP51IC/JXW3bEAknkt9gbi+x33wFNm7pOLp072yeg2MY/fvx4jBgxAusYCCWpmB5jG6OWKwKKgCKgCEQjECwm9NEjTpwzb/PXm28Co7jJ4hBavNGXGxCrPJk/5dq3GCyyICP3hTrga7yFkchneko53VGqJKzvvgVbp65Omb5PZTfJ+lQjGFw9NeZTYTpzFsbQ4b5viCy5INYqPqTWj0uR5TGyOHth9bB+PgYZqRzW+II7dsJzHymWx2vBOu0rXA4NxRvMc1a+pIooZd8wUU+FpVgxM+3l+RCm35jEO6sRU3+muzKty5+PLfiQu3D3kH3IbkznnJrmJqipHJXhsa5TfkKeik5Pnd+r/O41VzP9jUDRGDosFkNZsBSFBstAvY0zNR1QRRmTFIwiv1m/8186Y07ixAmgIje9SpeO/Uk++eQTyAQm8VKKSNwOFUVAEVAEFIGARyCYTOgTC0xv85dYiIwbK9YsVo9uh757Az3fSAexDPElz2AuPqSKkR8nyEhnf62+kT4d0l2/EX2L+ENxVyjOrmD0bTI2b0FEo2YePl7RjTqdRZohVuA9vuTR1Wth7d7Va7GF7zMhn30MY+SHptJnEVCE6CJy9XYj74reZ3Nt4ideigImIiaKzzKJiaKIKDhzmA5GHoXJLy4iKu0RplRMfFWB9eXuiPj2u2gTR+aZUqoELA3qOa7ifVzPO5yVL+cGxAaIn1iiCA2UfEpMZT5v0oIER6A+WyzFdMCt5Sy8bueWF4yXnr92wfgUQTxmuq7Rpw145pm4KV9Csf/ll19iw4YNqnwF8eeuQ1cEFIGUh4DDhF6sNzrStk52xMR8vFSpUqhcuTJat25NhtzrAWFCnxifjq/569CBMIRHeH8dOfBPCF0OaBL2NpUAi6fLQWGqCSO551UERxFijcC4997Bw+dP4L5r/+Hxf/ZATAJFLMLkR1M/UGGIk2TIgIiGNFFxI9jweW+3rrAMeBsNSO3+0BZPm8nyZBRsXqwoLJWE6iFaxH8qokVrhD9UBRFtOpDf/C9YacVjYYxTh/IltWVXyJc47+RMYyWH8uVcfxsvNjhnxHAuO0CPR6YaPDZmOkAfdOvM6UBOJwujSg8iZOkPEOXxTuViDDdSBU00qcyWc/po/Skf+ZrtXwTkW/UNkyhiIZFdP8zjLKY8kdfBfAgN5sGntLG/9957ZpBpUb7yJJBjbUrDUJ9XEVAEFIGkRCDYTOgTCquY5q8z22TfRqw5PPdnShgHGei4FIb80wk9jPVYhnpUJB6jKV5q3MtoTMJwmNXksAM+/vADTHrztaghH6NJ3utUGlJZQ9Cofz8z3zp+NGyNm3sGGo66K/Lkkjc1xr1S5DVp4ENefwUWKk4hg9/HDGaPZ1p57Rps9A+reeAAetHsMN079jE4WrEtXAQblS8HcYaxbQci/rcAIT8tgaVGdUc181iFf+WF1N0EUQpryh/KDSZP1c8sMv/8zb+P/b+9M4G/anj/+PNtsSaFQukrqUiyy95CQj9bUiSh7EL2bL+KfrYke5ZI/emHrElkSUloI5EWWlTyq1BKaVHN//lM33Ode77nbufu937m9Zp7z5kzZ5b33DtznplnnlN2OkO/cV5LPURCh/wiPe6qHitnjkPczuo/Pqe9VGmrQqmuDoqqS5akQPvoECcTn+9wUdUnQhJB2+q9T6m/TP0KVzod9VhbhC5HCECh92n1+N1j+gUqtYXiKIDlSUv26NFDRo0aZdUOdyl791eeFJ3FJAESIAES8BDIdxV6T3WinrrHr+rVd5HXVCdu2jSR3XVbkS76yYA3d9X7HREgPKnzdtCXFvdVs++vvm5nvS9U0xrwXrdarf4N6X61N9ieP3nXnXKqrijBwWJgycTx8ueNPWTooQfLFBV0dlB1vzNeelmO+wDKfJHdFye0lBevvlKWqdXC/aZ+I5eqGfbShYukwndTrPD1i946V/0e6rFf6yZdRRP4XWvqWbiDKfvN16qw6FgtdC6v3yCbrr9ZKk350gmx33gQ7aX+TvVQD3TcYXoAgekd9f9W/6f6SA6qhOvVd1f/oSvSgXo8UD1WhF5V7xa+9NS6X/XzbfWbdbVroq4maq3kdPXHqU/GNdSbIdy96EmkVM8v9oSl+hQC3tgyj9U2nDdST5d7BLbKvSIlXSIKYEkjTH8C3bt3V2uJ42Xs2LFSvXr19GfIHEiABEiABEggBQTc41elStXlcNUhmjr1n4RVsUOqVcN6hL9reMIesvm/D/pfdIX+XHdP+TuCKtw8j5GINQcdKOe+NFhm7a4qiWXunfPPkxtvu1Muv7+fExT2Pej6a+T+h/qqnLhFUPzu8MNkRMdz5PWTTpX6uhf7Do0N4cVxJ+hBf/U7OAHe78W66qfCm6/7aqoYVVP1qvZhdaaxeghbq9RD+NK1PJmpXkU5u0KgX74O4mdL9VqDMOELkVUWtia9B+n3LwiI4AZo+FLXtTf0GPn6i72uiDEOe+v1/dQPV79GfVP1V6qvpj7dDu1zWrozYfok4EOggk8Yg3KEAGbIYG5/4sSJMmbMGApfOdIuLAYJkAAJkEB0At7xa8KE6lKnTrjwhRSWLxdZsmRLWhV2UoGlm0j1+3ThqJOG6bR3g9vbx2U2vpYKMxVhy97H1VJhB/uaHOHhOT12C1/OLQ/d28fuH7v78f7yF94VVub+VHW7vmocwxG+nPC/VPXwjkHPyiMa4Ba+cH20eqxWRXRVq+rGlgiPYHi3WOXKvrceoKFIF4JUB/WINUw91LMiOagvDlGPVYQ3I0Qaq+G/q28Q4TqCHX7uKA/ryQJ3QIBjiLRQ+/uveghhEGb1p0BHAgVNIMK/v6DrnBeVw/vNunTpIjNnzrQm96uis6YjARIgARIggRwn4B2/Zs+ual+5AsN+fk7tjsjWh6jq3ixVg3tCVz5uVdPzuvt+X13a2fOwylKiptv9nNEn98nHHSPDz+8oC+rvLR0GPu8XTRao+uG5euUo9beo/9w3lgbq6hZehPzS1VfJlcNfD8Uaet21srlixdC5+2DqPg0FK0d+bqQGrvK7oGElOqaXYD+Vy/1duZJ8phYF39R9ajPLVtpclyMe/hbxisi1eg2CTW31UF2MpqKIsp6nfjf1Xqcioa9DmuHKkr7RGEgCJOAhQAHMAyQXTjfqLF6nTp30vSc/ywcffKAq5JG6vlwoLctAAiRAAiRAAlsI+I1fD+syib6qM6prPGqTVKwRHmV9PVHz8rpv6z+9VSrAPrF/3O81a0iHL8dJp3Gj5eYXX5B2k7+QxaWlcsaQF6VEJzAjOYhVZQtukaLY8C9POF4mtmgmoubsVxx7dOS4Kiiti3AVpYhm5a/CM0+qVYwtwuXCenvJad9+JRePGiG3XnC+tTwI4SkGNpvz/hHyR/DhrmtYaVI519dh/1ep+h3VY0Wttfpt1ENF7yz12B8VySEeHQmQQGIEuAcsMV5pj40XSp977rmydu1aGTlypGyNtzjTkQAJkAAJkECOE4g0fs2bF73gux+xSVbU8F9h+khvfUD3WFX8eoJsfkiV/XR/FISx2x59SKaVvSPLSX3cv06RSrp3yuD9LlGcnyqdX/Q513aTo5s0loaR9mr53eQKq67HtVzn3sMSXW2r9OnHYiZOkuv0RdHz9Nzt3tWT+uohiEVzF+hFCE0/eyK10PNjPGG36TlWudxCIwQzGPhwWmAPPX5avdu9rSfj3AFlx5gebuYTziASIIHoBCiAReeT0avr16+Xdu3aqep3ZRk+fLj9zmgBmBkJkAAJkAAJBCAQbfxq2FB0L7N/orCb0efgYXKPwMREebcJq1kqUJWoycSK/R6wEbCqNLZ8VBuyMYIhDnf0je6TKMe1VUUQwsnpVarI7To5aiLsy4qURFe98JL6ZeqxiQD7q7De5Z1WnXdEUzWo7+8g+MQSwJD2G+r7qx+vHitSbdRfpd7rDtIApAkBa4762uq7qIfhi2juTL34lfqhrkjIRxc3uV/LxYSHJBAvAQpg8ZJKczyseJ155plqDaqaDB06VCpVYtOkGTmTJwESIAESSAGBWOPXTRcvl2Evbq8m0MNFj7pVl8uHU3aSumc/JP837whZVGYq3l2kZr/8TzeHQUwQWaz+/9R/jJM0O6yhHam+j/ph+gJnt+l3v6zP1UCUb656lFbtjViByHsfVsSwU20f9XDYvzUYBxFctP1d7lugvXmfOyDKscrDtmxRovheAov26iFLY+XrRPXIl44ESCBxAuhj6LJMYI2+rLFNmzZSU9UpXn75ZQpfWW4PZk8CJEACJBAfgXjGr8YjHpD3dU3mYFH1QXXb6CuDu8gL8vWqhlK/ZI6U7Lij3NflMtlu9eqwTPeYP19uW7jQCj94+D9O/UD188NipedE193kCPUvqF8TRxbXa5wh6rEC1UP9m+q9wpcGWTPvWJnapH6G+tbqh6qP5ECkd6SLWQg/QPO8VD3UGCl8ZaEBmGXBEOAyS5abctWqVXLKKadIo0aNZODAgWqECQoPdCRAAiRAAiSQ2wTiHb/MFxNUeJqopuCPUtFrGzWHvkH3G0HEUSFlwiSp0Pk8aXpZNxm5/yHyetcLZYmueDWc/r20//gT2fGrCXbVC4JQUIeZZhiX2FP9NwkksjbOuBDU3MLIezHum6/Xp6nvrf4P9bEcVv2goOmsmsWKz+skQAK5T4ACWBbbaMWKFXLSSSdJ06ZN5YknnshiSZg1CZAACZAACcRPIJHxq6R6tdBq0LZh5h9UAJs+Qyrc10dKVOCq/fgA6d4La13qSutIxRFvSonuuxq2JSTQZyu962b1DcruxurN6LJj9xdM1M9TH6+BDufeOnrQVz3Mu+N7lHqYc4/lftEIkfZ9+d07RQMpgPmRYRgJ5CcBCmBZarfffvtNWrVqZX2/fv2yVApmSwIkQAIkQAKJEUh0/Cq5sLOY9z7wzcQ80E+MmpSv+Gh/Md2utBYBZeedpeT4FlKyzRYD5yt874wdiFWvZz3R7tXzruq/d4Vvpcc/qseLiONx9TXSv9SXqj9FPe5vr36LgqUexHCI3zhGHO9lmIOnIwESKBwC3AOWhbZcunSpNGvWTE477TSh8JWFBmCWJEACJEACgQgEGb8qdDhbSv59m81v/TZby+YK4ar2m//dW8yff8r6hg1keudOsrjNySHhCzcdFKikW4xoeG+FquDb6gep36Ps4gb9hrELvz1bZVHCvm7Xs+7q26qHiPiJ+niFL41q94jtpd8H4yQOB0GyRRzxGIUESCB/CFAAy3BbLV68WI477jg5//zzpU+fMlWLDJeB2ZEACZAACZBAogSSGb++vruXtJ06UZqsXSmN162SYxfNlRuGDpapR+kOqr/WylDVCjlcC3Sm+ubqYVXQUQe8QY8TXQGCafab1fu5ihr4l/qf/S76hDkPSrvqtUfVt/DEmeU5d5/W1JN6Zb61fkPw66Ie7gH1EAjdDsKWkx/Cq6t/Wj3qQ0cCJFA4BKiCmMG2XKjWnFq0aCHdunWTG2+8MYM5MysSIAESIAESCE4gmfELAkpn9RsOOtAWYJPu61qmhjbePe9cGXluB+nS/1EZtBfWhP5xk/TwCvWwJgiVv7fUY6c09k3BBHpT9YPV/63e67AqNVI9zMFHcjMjXdBwCECby77b6/et6terh7AUvnanAep23/Ll+3mqht7pe2VLvT7Sa1iRgzAIQe0M9VCFnKwe9TxafRX1dCRAAoVFgAJYhtpz7ty50rJlS+nRo4cVwDKULbMhARIgARIggaQIJDt+YR8W1Pz8nNGXLA+57hq/S9ZS4DS9AhVECCf9PbGQ5hBPGE6vUx9N+EIcrExFcl31Qgf1iBPPytNJGg87uZ0VOz20Dnu9OpYdR/pC+hd4LkI10lGP9FziKQmQQIEQwEQPXZoJzJ49W5o3by49e/ak8JVm1kyeBEiABEggdQRSMX7B7Ho0t6lS5Llgr1DjTud2PYHw4ty9tR5fqx6WDmM5rExV84nkCE319Vo8wheSwAoVBMF9cVLmdtNvCJ57OwH8JgESIAEXAaffcgXxMJUEpk+fLieeeKL07dtXOneGEgYdCZAACZAACeQ+gVSNXzDVjpWsIC6a6fXKmmBv9TepX6a+lnqoH8bjsLfqBfXd1S8suwEqhjAlH64MWXYxxldDvf6e+p/UY2UOghf2mtGRAAmQgB8BCmB+VFIUNnXqVPuS5ccee0w6dIBCAx0JkAAJkAAJ5D6BVI5fF2t1R6nfGKHaEHiw0vWX5zpGzbqeML9TrEDBJ+qwI+0T9bPVo2yN1Cf7UFRX06AjARIggVgEqIIYi1DA65MmTZKTTz5Znn76aQpfARnyNhIgARIggcwTSPX4BUHnGfV++5oQBlW919Q3Uw+1v1L1MFN1j/p0OzwEQfBqoj5Z4SvdZWX6JEAChUOA/U0a2vLzzz+Xtm3byuDBg6VNmzZpyIFJkgAJkAAJkEDqCaRr/GqpRYWHqiBWnH5SX1N9C/XYuwU32H7ygwRIgAQKnwAFsBS38ZgxY+yK18svvyytWrVKcepMjgRIgARIgATSQyAT4xeELvjj0lMFpkoCJEACeUGAAlgKm+nDDz+UTp06yRtvvCHNmkGZgo4ESIAESIAEcp8Ax6/cbyOWkARIoHAIcA9Yitry3XfftcLXiBEjKHyliCmTIQESIAESSD8Bjl/pZ8wcSIAESMBNgAKYm0bAY6x4de3aVUaNGiVHHnlkwFR4GwmQAAmQAAlklgDHr8zyZm4kQAIkAAIUwJL8HWCvV7du3eTjjz+WQw89NMnUeDsJkAAJkAAJZIYAx6/McGYuJEACJOAlwD1gXiIJnI8cOVIGDRok2LjcqBEM2dKRAAmQAAmQQO4T4PiV+23EEpIACRQuAQpgAdt27dq18vjjj0v37t1l9OjR1gdMKiu3ocyoQ9WqeOsKHQisXLlSNmzYIDVq1CCQMgLr1q2TX3/9VerUqUMmLgJz5syxaseuoII7XL58ecHViRXaQiAfx6+FCxcKTOTXrl0775txyZIlUqVKFevzuTIbN26URYsWyV574VXa+e1+//13KSkpkZ122im/K6Klnz9/vpSWlkrFihXzui6rV6+WSpUqSevWrROuRz6MXxTAEm7WLTc89dRT9j1faOR8aGhvNSdOnCgVKlSQ6tWrey8V7TnaEQJHrVq1ipaBt+J4UFu8eLGgI6T7h8D06dNl5syZdsD+J7SwjjC5tP/++xdWpVgbSyAfx69Zs2bJtGnTZNWqVXnfihAmq1WrlvcToBDAfvzxRztu5nujLF261PbnNWviJQn57TA2rVmzJu8FMEyK45kMwmSiLh/GrxKjLtGKMX7+E+jSpYs0b95cLrroovyvTIpqgIeS7777TgYMGJCiFPM/mSlTpsiVV14pkydPzv/KpLAGmLzYtGlTQQtgKcTFpEggaQJQ9e/Tp4988sknSaeV7QTOPvts6dixo7Rr1y7bRUkq/2XLlkmTJk0Ewku+u169elmBpWfPnvleFavFAyFsl112yeu6DBs2zL7W6dVXX83rekQqPI1wRCLDcBIgARIgARIgARIgARIgARJIMQEKYCkGyuRIgARIgARIgARIgARIgARIIBIBCmCRyDCcBEiABEiABEiABEiABEiABFJMgAJYioEyORIgARIgARIgARIgARIgARKIRIACWCQyDCcBEiABEiABEiABEiABEiCBFBOgAJZioEyOBEiABEiABEiABEiABEiABCIRoAAWiQzDSYAESIAESIAESIAESIAESCDFBCiApRgokyMBEiABEiABEiABEiABEiCBSAT4IuZIZAo8/Oeff5btt99eqlevXuA1jb96y5cvl7Vr10rt2rXjv6nAY4LH4sWLpX79+gVe08Sqhxd24wWkdCRAApkhsGbNGvvC33r16mUmwzTmsmDBAjv2Vq1aNY25pD9pvIx+9uzZst9++6U/szTngJdJl5SUSM2aNdOcU/qTnzFjhuyzzz72xdLpzy19OaxcuVLgS0tL05dJFlOmAJZF+MyaBEiABEiABEiABEiABEiguAhQBbG42pu1JQESIAESIAESIAESIAESyCIBCmBZhM+sSYAESIAESIAESIAESIAEiosABbDiam/WlgRIgARIgARIgARIgARIIIsEKIBlET6zJgESIAESIAESIAESIAESKC4CFMCKq71ZWxIgARIgARIgARIgARIggSwSoACWRfjMmgRIgARIgARIgARIgARIoLgIUAArrvZmbUmABEiABEiABEiABEiABLJIgAJYFuEzaxIgARIgARIgARIgARIggeIiQAGsuNqbtSUBEiABEiABEiABEiABEsgiAQpgWYTPrEmABEiABEiABEiABEiABIqLAAWwAmpvY0zCtQlyT8KZZPGGoPXbtGmTbNiwIWrJg6YdNdEMXQxa9rVr12aohJnPJgiTzZs3xyxokHRjJsoIJFAgBIL8P4Lck25cQcuEcQbjTSQXNN1I6cUTHjTPXBsfgtYjF/v1IHWJpx7x/B5SGSdIPeK9J954qaxPMmlRAEuGXo7cO2TIEGnRooVst9120rRpUxkzZkzMkk2dOlU6deok1atXl3r16kmfPn3K3XPppZfKvvvuW86vWbOmXNxcC4infpHKjE7rtNNOk8suu6xclNWrV0uPHj2kQYMGstNOO8lZZ50lv//+e7l4uRiQbNmff/552WWXXcpV7Y033ij3G8HvBuG57oIwwe//xhtvlFq1akmlSpVkzz33lHvuuUc2btwYVt0g/8uwBHhCAgVKIMj/Dihi/aey0RfFKlO0Jpw/f77tR0aNGlUuWjJjWLnE4ggI2iZO0pHGB/SXjRo1KjdG4PkiXS4IuxkzZkibNm2katWq9lnqsMMOk48++iisiMkyCksszpMgv6+XX35Z9t9/f9l6663tM94555wjP//8cyjHfGmTefPmyQ033CClpaWy2267SefOnWXlypWheuAgG20SVoBkTlRipMtjAp9++qnZaqutzJNPPmm++eYbc9VVV5ltttnGHkeqlv75jApd5rzzzjPaUZnBgwcbFd7M3XffHXZLnTp1zMknn2x69eoV5tevXx8WL9dO4q2fX7nXrVtndGDAUqK58MILy0W55pprTP369c3o0aPNZ599Zg466CBz4IEHGhXaysXNtYBkyq4PNvZ3tu2225arlnaQBr8V7+/k66+/Lhc31wKCMNFBwOjEhbnvvvvMxIkTzZ133mlUELPfTv2C/C+de/lNAoVOIMj/Lp7/VKb7onjKFKkt586daxo3bmzHmnfffTcsWjJjWFhCCZwEaRMn+Wjjw5dffmnrqJNWYWPEiy++6Nye0u8g7HQS1eiEmlGhy6jwYlTwMjoJa/v1KVOmhMqXDKNQIgkcBPl9vfPOO5Z3ly5dzLhx48xzzz1n9t57b9OkSRPjPLvlQ5sAU7NmzcwRRxxh3n//ffPWW28ZFeSNLjKEEcx0m4RlnuSJJHk/b88yAfwgdSUrrBQ682G6du0aFuY+6dmzp9FZHqPqAqFgCF+6umEggMAtX77c/olHjhwZipMvB/HUz68u6GjBs1q1aqZmzZrlBLBp06aZChUqmLfffjt0+8yZMy0ndBC57IKW/Y8//rCCOgTSffbZx/gJYK1atTIXXXRRLlfft2xBmIAHfgM333xzWJrt2rWzvxknMMj/0rmX3yRQyASC/O/AI57/VKb7onjK5NeWmDDdfvvtbZ+KvtUrgAUdw/zyiicsaJvEMz4888wzpkqVKhmbpAzCTlfv7Dg+adKkEK5Vq1bZcl999dU2LCijUIIBDoL8vk466SSz1157heX26quv2vpBoIPLhzb54IMPbJknT54cqssrr7xiw3744Qcblo02CRUmBQdUQUxm+TDL92JJWQUAadu2bVhJzjjjDHnvvffCwtwnH374oejKluhKWSj49NNPl99++030x27Dvv32W/t98MEH22/9rYXi5vpBPPXzq4POFEnt2rVFV26sWqY3jq56ia42yimnnBK6BFW7hg0bRuUdipzFg6BlB4vx48eLzj7J5ZdfLiUlJeVqoZ2g5OPvJAgT7NV46qmn5MorrwzjoAOe/PnnnwL11aD/y7AEeUICBUogyP8u3v9UJvuieMvk14z33nuv6IN9xHEj6Bjml1c8YUHaBOnGMz7gWUK1ROzYkYnniCDsMH4NGDBADj/88BCuHXbYwarcq5Bpw4IyCiWY4EHQ3xdUOzFGuR3GJzhHfS8f2uTEE08UqCBCFdRxS5YssYeVK1e235luE6ccqfqmAJYqkllIZ86cOTZXCA1uh70pv/76q30YdIc7x7hvjz32cE7tt5OG8wPHH1Rn6OTZZ5+1AoauCknHjh3zYr9TPPULq3zZSe/eva3Ot9NZeeP8+OOPUqNGDSuEua+B99KlS91BOXcctOyHHHKI6GyTnHnmmb51wu8FvzXE0dln0RUy22F+8cUXvvFzKTAIE+z7w95A928EQpfOzNn9l7o6JkH/l7nEhmUhgXQRCPK/i+c/lem+KJ4yRWL41Vdfyf33319uLHHiBx3DnPsT/Q7SJsgj1viAOHiWwAOzauXY/UjYM9uvXz9oX+Fyyl0QdhDAvJNqGMN++uknOfLII20ZgzIKWsGgvy/VxhBdBQvLdujQoXa/8qGHHmrD86FNMNnrjLO6GimvvfaaPPjgg3LqqadK3bp1bT0y3SZhUFNwQgEsBRCzlQR+lHA777xzWBFgWAMz9ZGMQ+A+PEi6HQQsuGXLltlv/EFVl1q+//57ueOOO+yP/s033xTMSkSz2GRvzvJHPPXzK+Kuu+7qFxwKwwqHlxsugneuC2BBy77jjjvajbwhCJ4D/E7gxo4da1diYaBk8eLF1igMfju57IIy8dbp3//+t60zHqjggv4vvenynAQKkUCQ/108/6lM90XxlClS+8Uaa4KOYZHyixUepE2QZqzxAXHQLqraZ7VL+vbta40pqAq3YBUwHS4V7PDs061bN2ts65JLLrHFDMooaB2T+X2585wwYYKoyqF0797dGnzBtXxrkxNOOEE6dOggsLLpXt3LdJu4uabiuFIqEmEa2SEAC2xwmHV3O+c8khl13FexYkX3LVY9ADMOuknThquBDtENkNbqDALUIIUcddRRohserTra2WefHXZ/Lp3EU78g5QUzh637fnCLxNodL5vH6So71C+feOIJuzrqCKdXXHGFXWG96667ZNiwYdmsdtS8U8EEM3J4kIAVRGemNOj/MmpheZEECoRAkP9dPP+pTPdF8ZQpaJOlawyLVJ4gbRIpLXc4LMM+8sgjovuH7fMDrkGDoHnz5rbPhDVZ91YI971Bj5NlB6t62JKhRlLsxCIsCcKli1Gkeqbi94WVVqwYYaXSsXSdj22C7SGY2H3ooYesOivUTLGal+k2idRWQcPDn9yDpsL7skIAZjnhVqxYEZa/cw4dZj+H+5w4znXoOUMlACZY4Vq2bBkSvpw4WNqGAKLWFp2gnPyOp35BCr777ruX44Z0wM7hFiTdTNyTrrJDFQAzhY7whbogr2OOOSbnfyfJMsHK1y233CIQNG+//fZQMwb9X4YS4AEJFDCBIP+7eP5Tme6L4ilT0GZM1xgWqTxB2iRSWu5wCBFqoCkkfDnX2rdvb1czZs+e7QSl7DsZdtgjBVV6mLFXIxBWcHEKli5GTvre72R/X9i7ffzxx1vz/7AJgO0BcPnWJigz9hDiFQHQwvrrr7/kpZdeQrB91vA+yyI8H57JUE4KYKCQp875g3rV33COB+JIQgE6Er97gMHRuUXHuHDhwjAyeM9YpBmHsIhZPomnfkGKCN4wVII9P24Hlhj8c9mlq+you6P6464/fnv4reSyS4YJhC+semF2V61uhVUz6P8yLBGekECBEgjyv4vnP5XpviieMgVtwnSNYZHKE6RNIqXlDsfDMgyjQKXP7ZzJYT+NEne8IMdB2UHlr3Xr1nbfF96lCo0ft0sXI3ce7uNkfl/YvwZjYagDVougKuq4fGkTPH9CiHQ71AOaJlCrhMt0m7jLkopjCmCpoJilNNDRwAqfmkAPKwFmO7DEH8lhdQuzO25BAmnA6IazSROWFPGSYbcbMWKE/P3332GzQu7ruXIcT/2ClBXpQj1B3/8Vun3BggV2n1w03qHIWTxIV9mhfogNzM6GYVQRA9nHH38csoyYxWpHzTook8cee8wKX3jxKPTqvS7o/9KbDs9JoBAJBPnfxfOfynRfFE+ZgrYfGMUao4Om7XdfkDbxS8cbhnFB35Vp1dTd17CSASGsQYMG7uCUHAdhB+0fqOrB8iDGd5TZ69LFyJuPcx7094XJc1i5xkoentkwce52+dImL7zwgt1LjpeVOw4rlPruzZCV6ky3iVOOlH3rD48ujwnooGPfJ4L3iOjMhnn44Yfti5id9ySgaroPx1x88cWh935pJ2NfMHjTTTcZ3cRo8FI+3RRs1DJRiMQDDzwAE0VGN80aXfUxeI+EdpbmgAMOMGqEIxQvFw/iqZ+aN7VM8DJlP6ezLOXeA4Z4KmgZFVKNdgpGDZYYnWUyOsuUsXec+JU13rBYZY/FpH///vaF3e78ZsyYYX9veGnlrFmz7AvA9bUIRq1eGbyjI9ddLCYov6oZ2v8Vjn/55Rf7bhg1V2zUslQ5rxMUiGbi+V/aiPwggSIkEOt/59cXxfpPZaMvilUmNK13/HU396JFi+w4630PWDxjmDudVBzHahPk4e4LvXn6jQ86yWvQV+Ilx6NGjbJjpu5FMrqvyqjqtjeJlJzHw87bJoMGDbLtgJf6evt1XQ0LlSseRqHIKTiI5/flbRMVvuz7OgcOHFiuLnj5d662ifc/j2dYFR6NWmA2OFZNG6OGOOyzq/t9bZlukxQ0aygJvog5hCI/D/DAp7Pw9kepxiDsyyoHDx4cVhkIWhCmdGUiFD58+HCj1hMN7lF1RaMbY41uzgxdh5B16623Gn3vlb1X1cmM6uBaYSwUKYcPYtVPZ1FsvfCWeD8XSQDTFS+Da+AJIUOtQhq19ueXRM6FxSp7LCZ+AywqiYeHOnXqWCbgomqsZty4cTlXf78CxWKCe0pLSw1ebgn36KOPhuqJunq9ztDZePH8L21EfpBAERKI9b/z64vi+U9lui+Kp0x+46/T5JEEMFyPNYY5aaTqO1abIB93X+jNN9L4oKpkdpx0+kq8lBlCGASBdLlY7Lxtcuyxx5bry53yOn0/yhoPo1TWKZ7fl7tNMEHolNvv23neycU28fvP42XM+tqCUJ3wnPHOO++EIc50m4RlnuRJCe7XhqLLcwLr1q2zJuT1zxh3TdD0eM+F/qjtxky/G2HdD3Hw3jDvUrZf/FwKi6d+QcuLd19hj5Pb+ETQtDJ9XzrKDtY682jf9+Lorme6Xsnklw4mKE+Q/2Uy9eC9JJBPBIL872L9p7LRF8UqU9A2SecYFqlMQdokUlrucBhGwB7qevXq+VoTdsdNxXE62aWLUaR6p+v3lQ9tgnbEfjDsF8SzaiSX6TaJVI5EwimAJUKLcUmABEiABEiABEiABEiABEggCQI0wpEEPN5KAiRAAiRAAiRAAiRAAiRAAokQoACWCC3GJQESIAESIAESIAESIAESIIEkCFAASwIebyUBEiABEiABEiABEiABEiCBRAhQAEuEFuOSAAmQAAmQAAmQAAmQAAmQQBIEKIAlAY+3kgAJkAAJkAAJkAAJkAAJkEAiBCiAJUKLcUmABEiABEiABEiABEiABEggCQIUwJKAx1tJgARIgARIgARIgARIgARIIBECFMASocW4JEACJEACJEACJEACJEACJJAEAQpgScDjrSRAAiRAAiRAAiRAAiRAAiSQCAEKYInQYlwSIAESIAESIAESIAESIAESSIIABbAk4PFWEiABEiABEiABEiABEiABEkiEAAWwRGgxLgmQAAmQAAmQAAmQAAmQAAkkQYACWBLweCsJkAAJkAAJkAAJkAAJkAAJJEKAAlgitBiXBEiABEiABEiABEiABEiABJIgQAEsCXi8lQRIgARIgARIgARIgARIgAQSIUABLBFajEsCJEACJEACJEACJEACJEACSRCgAJYEPN5KAiRAAiRAAiRAAiRAAiRAAokQoACWCC3GJQESIAESIAESIAESIAESIIEkCFAASwIebyUBEiABEiABEiABEiABEiCBRAhQAEuEFuOSAAmQAAmQAAmQAAmQAAmQQBIEKIAlAY+3kgAJkAAJkAAJkAAJkAAJkEAiBCiAJUKLcUmABEiABEiABEiABEiABEggCQIUwJKAx1tJgARIgARIgARIgARIgARIIBECFMASocW4JEACJEACJEACJEACJEACJJAEAQpgScDjrSRAAiRAAiRAAiRAAiRAAiSQCAEKYInQYty8JNCxY0c54YQTQmWvXr26PPDAA6HzdB1MmDBBxo8fn67kbbqbN2+Wp556StatWxfKp5DqF6oUD0iABEigAAi8+eabUlJSIr///rutzWWXXSaHHnpo2mv222+/yeDBgzOeT6HVL+0AmUHREKAAVjRNzYo6BDp16iRNmjRxTtPyvXHjRjn66KNlzpw5aUnfSXTYsGFy1VVXyaZNm5wgKaT6hSrFAxIgARIoQALHHHOMnH766Wmv2eWXXy4YL9LtvPkUWv3SzY/pFw+BSsVTVdaUBLYQeOKJJ9KOwhgj8Ol2WAHzukKqn7duPCcBEiCBQiJw4YUXZqQ6GCuw8pZu582n0OqXbn5Mv3gIcAWseNq6KGqKzv/uu++2K1ylpaXSq1cv8QopLVu2lCFDhlgevXv3lp49e0qPHj2kZs2a9hsX1qxZY1eW9tprL6lRo4aceeaZsnDhwjCGq1evlu7du0ujRo2kQYMGcvvtt8vixYvlr7/+kiOPPNLGveuuuyTaABQrn1WrVkmXLl1kt912k5122klQ9okTJ9q033nnHbnzzjvt8XHHHScvvviiPXbXr0+fPjbOCy+8IAcccIDUqlVLrrnmGiscPvnkk7LvvvvK/vvvLw8//LC91/mYP3++tGvXTurWrSs77LCDVZH573//ay9Hq9+gQYPkkEMOsfc0bdpURowY4SRpvydPnizNmze318EWdVuxYkVYHJ6QAAmQQKEQGDlypJx88smy8847yxlnnCFLly4Nq9o999wjnTt3DoUde+yxgr79qKOOkvr168v7779vr02fPl1at25txwFnvPn7779D9+Fg4MCB0qJFCztmIc1PP/3UXr/22mtl7NixViX+sMMOk//9739h97lPkunD/fLx1g/9/wcffCBXXHGF7L777nLggQfKq6++asfNiy66SHbddVc59dRTZcyYMe5iydtvvy1gg3EQ97Vp00ZmzZoVtX6xxtewDPTkjjvuEGxZ8LqLL75Ybr31Vhu8YcMGue222+x4uv3220vDhg3luuuus+V37ovUhs51fpOAJaCz9HQkUDAE/vOf/5htt93WPPTQQ0bVLYwONmbrrbc2xx9/fKiO1apVM/fff789V+HI1K5d2+yxxx7mvPPOM7o3zKjAZlSAMrvssovRDtm89tprRjtUowKaWb58ub1PVf7MaaedZu/TAcs899xzRgdLowOs0UHRnusfzGjHbVQICeXtPognnwsuuMDUqVPH6KqWeeWVV4wOrrY+qs9vfvjhB6PqHlhmM08//bT57rvvbPLu+iF/Fd6MDhLm8ccfN6qPb+Prnjizzz77GBW8zKWXXmrDpk6dau9fuXKl0X1kRlUozfPPP2+eeeYZywP56ENAxPr169fPVKxY0ZxzzjnmjTfeMDoYG51xNbrnwaarAqtlqg8jti6PPfaYLdspp5zixsJjEiABEigIAt98843ZZpttDPpxFSBs/4vxCH0p+nA49L86aRWq73bbbWfHJFXdMypkGPTLM2fOtOMa4qFPHjBggFFBxI5Zzo06yWYqVapkxyz0uarWaKpWrWrz+fDDD20eOglnEO/PP/90bgv7TrYP98vHWz+USQUoWz6MLUcccYStG+r7r3/9yzz77LN23MZ46rjXX3/dMsN4h2OdNDUqqJn99tvPRvHLN57x1Unf+cZYj7b56aefnCCjArMd13QC0oZhfMOzAZ4hEL9r1672Hp3sDd3j14ahizwggTICmAmnI4GCIPDrr7/ajvLRRx8N1QcCk85SGV0VCoW5BRQIYOhwMcA5TmfjbNi7777rBBmdSTPoVCGQwb311ls2zldffRWKM3r0aJuXzsoZnSWz1zHYRXLx5LPnnnsaXVkLJaErbHYwhyAEN3ToUJsPhBvHuesHAQz1mzFjhnPZ6MqTDdP9aaEwCHm6WmbP33vvPaMrX2GDEIQ9pIPBEc5bvz/++MPsuOOOBjzdrn379kZna22QrtzZNBxBD4EYwCCoYbCkIwESIIFCItCqVSs7eeeuEybp0JdGE8AOOuggg0k+x5199tlW4Fq7dq0TZPtOpIP+FJN+mHjUVZrQdcRFv/7ggw/aMNXisAJdKILnIFV9uDcfPwHs4IMPtmVGEaZMmWJ5uIVQNWBlw2bPnm1LiTHCO1GnK2s2jmpQ2DjefOMZX+2Nrg8wwzjmMMMlCLtVqlSxzwB4DlCNEaPaI667jNFVPHPiiSeGwvCs4G3D0EUekEAZAe4B0x6MrjAI6AqQNUbRtm3bUIVgEfCkk06KquYG9T6o4jlu3Lhxop2wVeNQAcsJFh005PPPP7fn06ZNk3r16ll1OyeCrrKJzixaPXuvaogTx/0dTz6wjtW/f3+r3gD1Fag2OOqT7rSiHUO1EmqSjoMBksqVK8vee+/tBImuAsqPP/5oz3WgE6ggwsG6og6CAouOFSpUCFOzsBHKPnSmV3TlTA4//HBxM9MZSlEhS2CBC8c6MIkKZYKN2th4rg8W1rvT4jEJkAAJFAIB9ItQV3O7c889V4YPH+4OKncMlXL0t46DKmGzZs3k+++/d4KsyjzifPHFF7LVVluJCg+2b3Ui6MqbLFiwIO59X5nsw2GgSlfrbFEdg1gYdxwHVXk4jElQ8dNJVeeStR4JDs54BZV4nXQMXXcO4hlfnbjON5hB9R5j1k033WSDoR6JZwqMXXB4zoDTZ2jRlTIBN51AtNsW7IWyD28buq/xmARAgAIYfwcFQ0BXaWxdIFC5HYSLaPuMdJbQHd12qhAmVDUiLBwn2BMFpytmVg/dnrg+EtnkjM47Vj6q2iiXXHKJqPqgPPLII3YfQbdu3ezeNvcA7SpCuUPU3+1UTTBUDyccYW6nqiE2T+jY4xoEKww48H4OdYG7+uqr7bf3A9ex98DR/b/55psFHvvPVO3FCsnee3hOAiRAAvlKQLUv7MST33gUq07uMQkChmp32D1Q2AfldRCyMB7BYW+U2yU6HuHeTPTh7jHJGXuwJ9hxjnDmnOvqnN1jjfpj/xr2gWGPN1y0MSnW+Oqk7/4+//zzBZOpGLNUXVQ+++wzUa2QUBTsY8bea0zGYo8ZBES0ka6SheLgwN2GYRd4QgJlBP6ZYiESEshzArqPy9bAK2zBWEY05wwAThzMpkHQwn3oYN1eVflsNKyQoXP3OgyUkQYEb9x48sEKnu6nkmXLllkjGzDuASMjun/Km1zEc2/9IkYsuwBjHtggjRlXCEzg+dFHH9mrkeqGcsJhsHLzco5hmAMOK3jYTI4Hhr59+wo2NKvev52ptRH4QQIkQAIFQAD9O4w0eMcj9ImxnFsAUdVCwcrM9ddf79u36r5nq7GBNL1jEvKORxsD92ayD3fXD3nHcjAoonugrZEsaJ9Ao+KGG26Iels846tfAjASgmcJjLu638xqwqgqqY26ZMkSawgFmi6YHP3ll1+shgi0Y7wu0Tp67+d54ROgAFb4bVw0NVSda1tXCAGOg8AwadIk5zSu78aNG9vZLwhbUDuAxyAIi4ewMgUHlUW848t5mSbCoBIBC04QWpyZR6gmRHKx8oH6nxoGseoqmPHDzBysCkL1EbNwcPHkEyn/SOGYZUTZVPfdvsAa9YfaBVg67xvz5uuoOMJ6l8MM33jvDIQ5PARAjRHWrfBQAH5YAYNlRaSp+xgiFYfhJEACJJB3BKChAAt/7vEIlUA/mIhDX4v+Ev2yu2+FMAB1RvSdalDJjgWOhVwnfTW2ZPtfnCOdaONRqvrwWPk4ZYv3G5N0o0aNsuMvxmBY80Ue3377rU0C79yE8+Yba3y1N/l8oN0w7mIs073elrEziQlVUKzGQfgCe6w4gilUIp2x0SdJBpGALwEKYL5YGJiPBKDWABOyt9xyix2UYDZerf6F6c3HUy/sT8JsIDp7ta5khSyYk4d5Xuiuw6nlIzu7qRaR5Msvv5S5c+fa2Tmo2cHkMGa/oL4A07+YsfNzsfLBrCfSwB4C5IEVOewd+ElVI7CSBOeoPajVK1m0aJFfNgmH4cWZUOfEgwIGF+i4O2aSoWoB560fzCJjbxcYQXBzVs1glhiziagHdP0hOEK3HnWAKsngwYOtiiNMLtORAAmQQCERuPHGG+1KCvpFvFIEr/6AKnmiDq84wb5cqJ9jrIFquBpYssdYfYG6G8YimFFHn4qJQeybgpDi7EHDWAHNAwiE2C/mdanqw2Pl48031jn2t2FcxVgMoRNjkBqfCu0Lc+rizTfW+BotX0x2Ym8dWHXq1CkUFRooENAwsYhB21ubAAAEgUlEQVQJUoxheMaYN29exP3Rzs1oP2wnGD9+vBPE72InoLPadCRQMARgxahDhw7WIpTOiBmYtlXhIaoZepic9zpYZoIVI+0frCl1WGiCqXe305U1o7NsNg7iwdofwhyn7waxZoH1PWJOULnvWPmofr8566yzjKpT2Hx0BtSogBmykKWCTqicOjjb9BHXMbMPK4gwxe92uqHY6Ptk3EGWE0wlw8FyJCxKwaqWCk7WVLwO6vYemAl2nLd+KAvSUOHMlhWmhmEBSwdM5xZrPRJt4sSB+X99z03oOg9IgARIoJAIwCqvGpWwfaK+C8zce++99jiaFUQ1vFQOAazx6cSgvRd9M/pijB+OQ7+tqzLWEjDGI4wVKuw5l42qkVuz9LimE4OhcPdBKvpwbz5+VhBV/TyUra5g2TrhVS6OU9U+G+ZYIoaFYd2HbFT4MSqQ2fEKddCVKYOxCc6bL8Jija+IE8nphKF9fYv3um4BsK8JQDngMe7itTc4RhvAgb23DR0rwO56etPmeXERKEF19Q9JRwIFRQCzYtCH926ATrSSWMlZv3591HSw7wuzYVjpgRqE26EcWEXCXoBoLlY+UG/Aip6apQ+zjuWkCbUIzABiZSpVDjON2EiOekVyfvWDygheSF1X99F5eTjpYDYYeyG8m8ad6/wmARIggUIhgMcs9N9YqcIKSlCHdKDpoJN6Vi3eLx30yeh/YaRChYKwKLgfYw1U2qO5ZPvwePOJVga/a1gBgxqmvkvM77JVk/erX6zx1TexKIGoH7Q4MDbCojAdCQQhQAEsCDXeQwIkQAIkQAIkQAIkQAIkQAIBCASfigmQGW8hARIgARIgARIgARIgARIggWImQAGsmFufdScBEiABEiABEiABEiABEsgoAQpgGcXNzEiABEiABEiABEiABEiABIqZAAWwYm591p0ESIAESIAESIAESIAESCCjBCiAZRQ3MyMBEiABEiABEiABEiABEihmAhTAirn1WXcSIAESIAESIAESIAESIIGMEqAAllHczIwESIAESIAESIAESIAESKCYCVAAK+bWZ91JgARIgARIgARIgARIgAQySoACWEZxMzMSIAESIAESIAESIAESIIFiJkABrJhbn3UnARIgARIgARIgARIgARLIKAEKYBnFzcxIgARIgARIgARIgARIgASKmQAFsGJufdadBEiABEiABEiABEiABEggowQogGUUNzMjARIgARIgARIgARIgARIoZgIUwIq59Vl3EiABEiABEiABEiABEiCBjBKgAJZR3MyMBEiABEiABEiABEiABEigmAlQACvm1mfdSYAESIAESIAESIAESIAEMkqAAlhGcTMzEiABEiABEiABEiABEiCBYiZAAayYW591JwESIAESIAESIAESIAESyCgBCmAZxc3MSIAESIAESIAESIAESIAEipkABbBibn3WnQRIgARIgARIgARIgARIIKMEKIBlFDczIwESIAESIAESIAESIAESKGYCFMCKufVZdxIgARIgARIgARIgARIggYwS+H9j2fOuJQSdwQAAAABJRU5ErkJggg==" width="100%" /></p>
+<p>Below, we fit two versions of the spatial area levelmodel in
+<code>SUMMER</code>. If we change <code>pc.u</code> and
+<code>pc.alpha</code> from the default value <span class="math inline">\(u=1,\alpha=0.01\)</span> to <span class="math inline">\(u=0.1,\alpha=0.01\)</span>, we assign more prior
+mass on smaller variance of the random effects, inducing more
+smoothing.</p>
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a>summer.brfss <span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(diab2<span class="sc">~</span><span class="dv">1</span>, <span class="at">domain=</span> <span class="sc">~</span>hracode,</span>
+<span id="cb28-2"><a href="#cb28-2" tabindex="-1"></a>                           <span class="at">design =</span> design,</span>
+<span id="cb28-3"><a href="#cb28-3" tabindex="-1"></a>                           <span class="at">adj.mat =</span> mat)</span>
+<span id="cb28-4"><a href="#cb28-4" tabindex="-1"></a>summer.brfss.alt <span class="ot">&lt;-</span> <span class="fu">smoothArea</span>(diab2<span class="sc">~</span><span class="dv">1</span>, <span class="at">domain=</span> <span class="sc">~</span>hracode,</span>
+<span id="cb28-5"><a href="#cb28-5" tabindex="-1"></a>                           <span class="at">design =</span> design,</span>
+<span id="cb28-6"><a href="#cb28-6" tabindex="-1"></a>                           <span class="at">adj.mat =</span> mat, <span class="at">level =</span> <span class="fl">0.95</span>,</span>
+<span id="cb28-7"><a href="#cb28-7" tabindex="-1"></a>                           <span class="at">pc.u =</span> <span class="fl">0.1</span>, <span class="at">pc.alpha =</span> <span class="fl">0.01</span>)</span></code></pre></div>
+<p>Finally, we use <code>SUMMER::mapPlot</code> to compare median
+estimates and uncertainty estimates obtained via <code>sae</code> and
+<code>SUMMER</code>.</p>
+<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1" tabindex="-1"></a>toplot <span class="ot">&lt;-</span>  summer.brfss<span class="sc">$</span>bym2.model.est</span>
+<span id="cb29-2"><a href="#cb29-2" tabindex="-1"></a>toplot<span class="sc">$</span>logit.var <span class="ot">&lt;-</span> toplot<span class="sc">$</span>var <span class="sc">/</span> </span>
+<span id="cb29-3"><a href="#cb29-3" tabindex="-1"></a>  (summer.brfss<span class="sc">$</span>bym2.model.est<span class="sc">$</span>median <span class="sc">^</span> <span class="dv">2</span> <span class="sc">*</span> </span>
+<span id="cb29-4"><a href="#cb29-4" tabindex="-1"></a>     (<span class="dv">1</span> <span class="sc">-</span> summer.brfss<span class="sc">$</span>bym2.model.est<span class="sc">$</span>median) <span class="sc">^</span> <span class="dv">2</span>)</span>
+<span id="cb29-5"><a href="#cb29-5" tabindex="-1"></a>toplot<span class="sc">$</span>median.alt <span class="ot">&lt;-</span>  summer.brfss.alt<span class="sc">$</span>bym2.model.est<span class="sc">$</span>median</span>
+<span id="cb29-6"><a href="#cb29-6" tabindex="-1"></a>toplot<span class="sc">$</span>logit.var.alt <span class="ot">&lt;-</span>  summer.brfss.alt<span class="sc">$</span>bym2.model.est<span class="sc">$</span>var <span class="sc">/</span> </span>
+<span id="cb29-7"><a href="#cb29-7" tabindex="-1"></a>  (summer.brfss.alt<span class="sc">$</span>bym2.model.est<span class="sc">$</span>median <span class="sc">^</span> <span class="dv">2</span> <span class="sc">*</span></span>
+<span id="cb29-8"><a href="#cb29-8" tabindex="-1"></a>     (<span class="dv">1</span> <span class="sc">-</span> summer.brfss.alt<span class="sc">$</span>bym2.model.est<span class="sc">$</span>median) <span class="sc">^</span> <span class="dv">2</span>)</span>
+<span id="cb29-9"><a href="#cb29-9" tabindex="-1"></a>toplot<span class="sc">$</span>median.sae <span class="ot">&lt;-</span> results<span class="sc">$</span>eblup.SFH</span>
+<span id="cb29-10"><a href="#cb29-10" tabindex="-1"></a>toplot<span class="sc">$</span>mse.sae <span class="ot">&lt;-</span> results<span class="sc">$</span>mse</span>
+<span id="cb29-11"><a href="#cb29-11" tabindex="-1"></a>variables <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;median&quot;</span>, <span class="st">&quot;median.alt&quot;</span>,  <span class="st">&quot;median.sae&quot;</span>,</span>
+<span id="cb29-12"><a href="#cb29-12" tabindex="-1"></a>               <span class="st">&quot;logit.var&quot;</span>, <span class="st">&quot;logit.var.alt&quot;</span>, <span class="st">&quot;mse.sae&quot;</span>)</span>
+<span id="cb29-13"><a href="#cb29-13" tabindex="-1"></a>names <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;Median (default prior)&quot;</span>, <span class="st">&quot;Median (new prior)&quot;</span>,  <span class="st">&quot;EBLUP (sae)&quot;</span>,</span>
+<span id="cb29-14"><a href="#cb29-14" tabindex="-1"></a>           <span class="st">&quot;Variance (default prior)&quot;</span>, <span class="st">&quot;Variance (new prior)&quot;</span>, <span class="st">&quot;MSE (sae)&quot;</span>)</span>
+<span id="cb29-15"><a href="#cb29-15" tabindex="-1"></a>g1 <span class="ot">&lt;-</span> <span class="fu">mapPlot</span>(<span class="at">data =</span> toplot, <span class="at">geo =</span> KingCounty,</span>
+<span id="cb29-16"><a href="#cb29-16" tabindex="-1"></a>              <span class="at">variables=</span>variables[<span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>], </span>
+<span id="cb29-17"><a href="#cb29-17" tabindex="-1"></a>              <span class="at">labels =</span> names[<span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>], <span class="at">by.data =</span> <span class="st">&quot;domain&quot;</span>,</span>
+<span id="cb29-18"><a href="#cb29-18" tabindex="-1"></a>              <span class="at">by.geo =</span> <span class="st">&quot;HRA2010v2_&quot;</span>, <span class="at">size =</span> <span class="fl">0.1</span>) </span>
+<span id="cb29-19"><a href="#cb29-19" tabindex="-1"></a>g2 <span class="ot">&lt;-</span> <span class="fu">mapPlot</span>(<span class="at">data =</span> toplot, <span class="at">geo =</span> KingCounty,</span>
+<span id="cb29-20"><a href="#cb29-20" tabindex="-1"></a>              <span class="at">variables=</span>variables[<span class="dv">4</span><span class="sc">:</span><span class="dv">6</span>], <span class="at">labels =</span> names[<span class="dv">4</span><span class="sc">:</span><span class="dv">6</span>],</span>
+<span id="cb29-21"><a href="#cb29-21" tabindex="-1"></a>              <span class="at">by.data =</span> <span class="st">&quot;domain&quot;</span>, <span class="at">by.geo =</span> <span class="st">&quot;HRA2010v2_&quot;</span>, <span class="at">size =</span> <span class="fl">0.1</span>)  </span>
+<span id="cb29-22"><a href="#cb29-22" tabindex="-1"></a>g1 <span class="sc">/</span> g2</span></code></pre></div>
+<p><img src="data:image/png;base64,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" width="100%" /></p>
+<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
+<span id="cb30-2"><a href="#cb30-2" tabindex="-1"></a>range1 <span class="ot">&lt;-</span> <span class="fu">range</span>(<span class="fu">c</span>(direct<span class="sc">$</span>diab2,toplot<span class="sc">$</span>median.alt))</span>
+<span id="cb30-3"><a href="#cb30-3" tabindex="-1"></a><span class="fu">plot</span>(direct<span class="sc">$</span>diab2,toplot<span class="sc">$</span>median,  </span>
+<span id="cb30-4"><a href="#cb30-4" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;direct estimates&quot;</span>,</span>
+<span id="cb30-5"><a href="#cb30-5" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;model-based estimates&quot;</span>,</span>
+<span id="cb30-6"><a href="#cb30-6" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>, <span class="at">col =</span> <span class="st">&#39;red&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>,</span>
+<span id="cb30-7"><a href="#cb30-7" tabindex="-1"></a>     <span class="at">xlim=</span>range1,<span class="at">ylim=</span>range1)</span>
+<span id="cb30-8"><a href="#cb30-8" tabindex="-1"></a><span class="fu">points</span>(direct<span class="sc">$</span>diab2,toplot<span class="sc">$</span>median.sae,  <span class="at">col =</span> <span class="st">&#39;blue&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>)</span>
+<span id="cb30-9"><a href="#cb30-9" tabindex="-1"></a><span class="fu">points</span>(direct<span class="sc">$</span>diab2,toplot<span class="sc">$</span>median.alt,  <span class="at">col =</span> <span class="st">&#39;cyan&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>)</span>
+<span id="cb30-10"><a href="#cb30-10" tabindex="-1"></a><span class="fu">legend</span>(<span class="st">&#39;topleft&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>, <span class="at">col =</span> <span class="fu">c</span>(<span class="st">&#39;red&#39;</span>, <span class="st">&#39;cyan&#39;</span>, <span class="st">&#39;blue&#39;</span>), </span>
+<span id="cb30-11"><a href="#cb30-11" tabindex="-1"></a>       <span class="at">legend =</span> <span class="fu">c</span>(<span class="st">&quot;SUMMER&quot;</span>,<span class="st">&#39;SUMMER (new prior)&#39;</span>, <span class="st">&quot;sae&quot;</span>),<span class="at">bty=</span><span class="st">&quot;n&quot;</span>)</span>
+<span id="cb30-12"><a href="#cb30-12" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>)</span>
+<span id="cb30-13"><a href="#cb30-13" tabindex="-1"></a>range2 <span class="ot">&lt;-</span> <span class="fu">range</span>(<span class="fu">c</span>(direct<span class="sc">$</span>logit.var,toplot<span class="sc">$</span>mse.sae,toplot<span class="sc">$</span>logit.var.alt))</span>
+<span id="cb30-14"><a href="#cb30-14" tabindex="-1"></a><span class="fu">plot</span>(direct<span class="sc">$</span>logit.var,toplot<span class="sc">$</span>logit.var,  </span>
+<span id="cb30-15"><a href="#cb30-15" tabindex="-1"></a>     <span class="at">xlab =</span> <span class="st">&quot;direct estimate var.&quot;</span>,</span>
+<span id="cb30-16"><a href="#cb30-16" tabindex="-1"></a>     <span class="at">ylab =</span> <span class="st">&quot;model-based uncertainty&quot;</span>,</span>
+<span id="cb30-17"><a href="#cb30-17" tabindex="-1"></a>     <span class="at">main =</span> <span class="st">&quot;Small area estimates&quot;</span>, <span class="at">col =</span> <span class="st">&#39;red&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>, </span>
+<span id="cb30-18"><a href="#cb30-18" tabindex="-1"></a>     <span class="at">xlim=</span>range2,<span class="at">ylim=</span>range2)</span>
+<span id="cb30-19"><a href="#cb30-19" tabindex="-1"></a><span class="fu">points</span>(direct<span class="sc">$</span>logit.var,toplot<span class="sc">$</span>mse.sae,  <span class="at">col =</span> <span class="st">&#39;blue&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>)</span>
+<span id="cb30-20"><a href="#cb30-20" tabindex="-1"></a><span class="fu">points</span>(direct<span class="sc">$</span>logit.var,toplot<span class="sc">$</span>logit.var.alt,  <span class="at">col =</span> <span class="st">&#39;cyan&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>)</span>
+<span id="cb30-21"><a href="#cb30-21" tabindex="-1"></a><span class="fu">legend</span>(<span class="st">&#39;topleft&#39;</span>, <span class="at">pch =</span> <span class="dv">16</span>, <span class="at">col =</span> <span class="fu">c</span>(<span class="st">&#39;red&#39;</span>, <span class="st">&#39;cyan&#39;</span>,<span class="st">&#39;blue&#39;</span>),</span>
+<span id="cb30-22"><a href="#cb30-22" tabindex="-1"></a>       <span class="at">legend =</span> <span class="fu">c</span>(<span class="st">&quot;SUMMER var.&quot;</span>, <span class="st">&#39;SUMMER var. (new prior)&#39;</span>,<span class="st">&quot;sae mse&quot;</span>),<span class="at">bty=</span><span class="st">&quot;n&quot;</span>)</span>
+<span id="cb30-23"><a href="#cb30-23" tabindex="-1"></a><span class="fu">abline</span>(<span class="dv">0</span>,<span class="dv">1</span>)</span></code></pre></div>
+<p><img 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+<span>B</span>AYESIAN METHOD OVER THE <span>BLUP</span> IN SMALL AREA
+ESTIMATION PROBLEMS.”</span> <em>Statistica Sinica</em> 7: 1053–63.
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@@ -353,38 +360,81 @@
 
 
 
-<h1 class="title toc-ignore">Estimating Subnational U5MR using Simulated Data</h1>
+<h1 class="title toc-ignore">Estimating Subnational U5MR using Simulated
+Data</h1>
 <h4 class="author">Zehang Richard Li</h4>
-<h4 class="date">2022/07/23</h4>
+<h4 class="date">2024-02-28</h4>
 
 
 
-<p>In this vignette, we will discuss the use of both area and cluster-level models using the SUMMER package. We will use the simulated surveys in the <code>DemoData</code> dataset in the package. The <code>DemoData</code> object is a list that contains full birth history data from simulated surveys with stratified cluster sampling design, similar to most of the DHS surveys. It has been pre-processed into the person-month format, where for each list entry, each row represents one person-month record. Each record contains columns for the cluster ID (<code>clustid</code>), household ID (<code>id</code>), strata membership (<code>strata</code>) and survey weights (<code>weights</code>). The region and time period associated with each person-month record has also been computed and saved in the dataset. Raw DHS data can be processed into this format using the <code>getBirths</code> function.</p>
+<p>In this vignette, we will discuss the use of both area and
+cluster-level models using the SUMMER package. We will use the simulated
+surveys in the <code>DemoData</code> dataset in the package. The
+<code>DemoData</code> object is a list that contains full birth history
+data from simulated surveys with stratified cluster sampling design,
+similar to most of the DHS surveys. It has been pre-processed into the
+person-month format, where for each list entry, each row represents one
+person-month record. Each record contains columns for the cluster ID
+(<code>clustid</code>), household ID (<code>id</code>), strata
+membership (<code>strata</code>) and survey weights
+(<code>weights</code>). The region and time period associated with each
+person-month record has also been computed and saved in the dataset. Raw
+DHS data can be processed into this format using the
+<code>getBirths</code> function.</p>
 <div id="load-data" class="section level1">
 <h1>Load Data</h1>
-<p>We first load the package and data. We will use the <strong>dplyr</strong> package in some data processing steps, and <strong>ggplot2</strong> and <strong>patchwork</strong> for visualization.</p>
-<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(SUMMER)</span>
-<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(DemoData)</span>
-<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span>
-<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggplot2)</span>
-<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(patchwork)</span></code></pre></div>
-<p><code>DemoData</code> contains model survey data provided by DHS. Note that this data is simulated and does not represent any real country’s data. <code>DemoData</code> is obtained by processing the raw DHS birth data (in .dta format) in R. The raw file of birth recodes can be downloaded from the DHS website <a href="https://dhsprogram.com/data/Download-Model-Datasets.cfm">https://dhsprogram.com/data/Download-Model-Datasets.cfm</a>. For this demo dataset, no registration is needed. For real DHS survey datasets, permission to access needs to be registered with DHS directly. <code>DemoData</code> contains a small sample of the observations in this dataset randomly assigned to <span class="math inline">\(5\)</span> example DHS surveys.</p>
-<p>For more details, the following code snippet demonstrates how to split the raw demo data into person-month format from similar to that in the <code>DemoData</code> object. Notice that to read the file from early version of stata, the package <code>readstata13</code> is required. The following script is based on the example dataset <code>ZZBR62FL.DTA</code> available from the DHS website. We use the interaction of v024 and v025 as the strata indicator for the purpose of demonstration. We can see from <code>range(data$v008)</code> that the CMC code for the date of interview corresponds to the year <code>1900 + floor(1386/12)= 2015</code>. In practice, however, the survey year is usually known. The survey year variable allows the mis-recorded data. Dates after the <code>surveyyear</code> will be removed. Thus for survey taking place over multiple years, the later year is suggested to be used as <code>surveyyear</code>. If set to NA then no checking will be performed.</p>
-<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(readstata13)</span>
-<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>my_fp <span class="ot">&lt;-</span> <span class="st">&quot;data/ZZBR62DT/ZZBR62FL.DTA&quot;</span></span>
-<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>dat <span class="ot">&lt;-</span> <span class="fu">getBirths</span>(<span class="at">filepath =</span> my_fp, <span class="at">surveyyear =</span> <span class="dv">2015</span>, <span class="at">strata =</span> <span class="fu">c</span>(<span class="st">&quot;v024&quot;</span>, <span class="st">&quot;v025&quot;</span>))</span>
-<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>dat <span class="ot">&lt;-</span> dat[, <span class="fu">c</span>(<span class="st">&quot;v001&quot;</span>, <span class="st">&quot;v002&quot;</span>, <span class="st">&quot;v024&quot;</span>, <span class="st">&quot;per5&quot;</span>, <span class="st">&quot;ageGrpD&quot;</span>, <span class="st">&quot;v005&quot;</span>, <span class="st">&quot;strata&quot;</span>, <span class="st">&quot;died&quot;</span>)]</span>
-<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="fu">colnames</span>(dat) <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;clustid&quot;</span>, <span class="st">&quot;id&quot;</span>, <span class="st">&quot;region&quot;</span>, <span class="st">&quot;time&quot;</span>, <span class="st">&quot;age&quot;</span>, <span class="st">&quot;weights&quot;</span>, <span class="st">&quot;strata&quot;</span>,</span>
-<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a>    <span class="st">&quot;died&quot;</span>)</span></code></pre></div>
-<p>Back to the pre-processed dataset, <code>DemoData</code> is a list of <span class="math inline">\(5\)</span> data frames where each row represent one person-month record and contains the <span class="math inline">\(8\)</span> variables as shown below. Notice that <code>time</code> variable is turned into 5-year bins from <code>80-84</code> to <code>10-14</code>.</p>
-<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summary</span>(DemoData)</span></code></pre></div>
+<p>We first load the package and data. We will use the
+<strong>dplyr</strong> package in some data processing steps, and
+<strong>ggplot2</strong> and <strong>patchwork</strong> for
+visualization.</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="fu">library</span>(SUMMER)</span>
+<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">data</span>(DemoData)</span>
+<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span>
+<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="fu">library</span>(ggplot2)</span>
+<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a><span class="fu">library</span>(patchwork)</span></code></pre></div>
+<p><code>DemoData</code> contains model survey data provided by DHS.
+Note that this data is simulated and does not represent any real
+country’s data. <code>DemoData</code> is obtained by processing the raw
+DHS birth data (in .dta format) in R. The raw file of birth recodes can
+be downloaded from the DHS website <a href="https://dhsprogram.com/data/Download-Model-Datasets.cfm">https://dhsprogram.com/data/Download-Model-Datasets.cfm</a>.
+For this demo dataset, no registration is needed. For real DHS survey
+datasets, permission to access needs to be registered with DHS directly.
+<code>DemoData</code> contains a small sample of the observations in
+this dataset randomly assigned to <span class="math inline">\(5\)</span>
+example DHS surveys.</p>
+<p>For more details, the following code snippet demonstrates how to
+split the raw demo data into person-month format from similar to that in
+the <code>DemoData</code> object. Notice that to read the file from
+early version of stata, the package <code>readstata13</code> is
+required. The following script is based on the example dataset
+<code>ZZBR62FL.DTA</code> available from the DHS website. We use the
+interaction of v024 and v025 as the strata indicator for the purpose of
+demonstration. We can see from <code>range(data$v008)</code> that the
+CMC code for the date of interview corresponds to the year
+<code>1900 + floor(1386/12)= 2015</code>. In practice, however, the
+survey year is usually known. The survey year variable allows the
+mis-recorded data. Dates after the <code>surveyyear</code> will be
+removed. Thus for survey taking place over multiple years, the later
+year is suggested to be used as <code>surveyyear</code>. If set to NA
+then no checking will be performed.</p>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="fu">library</span>(readstata13)</span>
+<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a>my_fp <span class="ot">&lt;-</span> <span class="st">&quot;data/ZZBR62DT/ZZBR62FL.DTA&quot;</span> </span>
+<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a>dat <span class="ot">&lt;-</span> <span class="fu">getBirths</span>(<span class="at">filepath =</span> my_fp, <span class="at">surveyyear =</span> <span class="dv">2015</span>, <span class="at">strata =</span> <span class="fu">c</span>(<span class="st">&quot;v024&quot;</span>, <span class="st">&quot;v025&quot;</span>)) </span>
+<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a>dat <span class="ot">&lt;-</span> dat[,<span class="fu">c</span>(<span class="st">&quot;v001&quot;</span>,<span class="st">&quot;v002&quot;</span>,<span class="st">&quot;v024&quot;</span>,<span class="st">&quot;per5&quot;</span>,<span class="st">&quot;ageGrpD&quot;</span>,<span class="st">&quot;v005&quot;</span>,<span class="st">&quot;strata&quot;</span>,<span class="st">&quot;died&quot;</span>)]</span>
+<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a><span class="fu">colnames</span>(dat) <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;clustid&quot;</span>,<span class="st">&quot;id&quot;</span>,<span class="st">&quot;region&quot;</span>,<span class="st">&quot;time&quot;</span>,<span class="st">&quot;age&quot;</span>,<span class="st">&quot;weights&quot;</span>,<span class="st">&quot;strata&quot;</span>,<span class="st">&quot;died&quot;</span>)</span></code></pre></div>
+<p>Back to the pre-processed dataset, <code>DemoData</code> is a list of
+<span class="math inline">\(5\)</span> data frames where each row
+represent one person-month record and contains the <span class="math inline">\(8\)</span> variables as shown below. Notice that
+<code>time</code> variable is turned into 5-year bins from
+<code>80-84</code> to <code>10-14</code>.</p>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="fu">summary</span>(DemoData)</span></code></pre></div>
 <pre><code>##      Length Class      Mode
 ## 1999 8      data.frame list
 ## 2003 8      data.frame list
 ## 2007 8      data.frame list
 ## 2011 8      data.frame list
 ## 2015 8      data.frame list</code></pre>
-<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(DemoData[[<span class="dv">1</span>]])</span></code></pre></div>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a><span class="fu">head</span>(DemoData[[<span class="dv">1</span>]])</span></code></pre></div>
 <pre><code>##   clustid id  region  time  age weights        strata died
 ## 1       1  1 eastern 00-04    0     1.1 eastern.rural    0
 ## 2       1  1 eastern 00-04 1-11     1.1 eastern.rural    0
@@ -392,53 +442,80 @@ <h1>Load Data</h1>
 ## 4       1  1 eastern 00-04 1-11     1.1 eastern.rural    0
 ## 5       1  1 eastern 00-04 1-11     1.1 eastern.rural    0
 ## 6       1  1 eastern 00-04 1-11     1.1 eastern.rural    0</code></pre>
-<p>For demonstration purpose, we associate the regions in this simulated dataset with an example map stored in the <code>DemoMap</code> object in the SUMMER package. <code>DemoMap</code> contains geographic data from the 1995 Uganda Admin 1 regions defined by DHS. It contains a SpatialPolygonsDataFrame object <code>geo</code> and the corresponding spatial adjacency matrix <code>mat</code>.</p>
-<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">data</span>(DemoMap)</span>
-<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>geo <span class="ot">&lt;-</span> DemoMap<span class="sc">$</span>geo</span>
-<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>mat <span class="ot">&lt;-</span> DemoMap<span class="sc">$</span>Amat</span></code></pre></div>
-<p>The spatial adjacency matrix can also be created directly from the SpatialPolygonsDataFrame by</p>
-<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>mat <span class="ot">&lt;-</span> <span class="fu">getAmat</span>(geo, geo<span class="sc">$</span>REGNAME)</span></code></pre></div>
-<p>Finally, more details on the pipeline of downloading and processing raw DHS data and shapefiles can be found in the vignette <em>A Case Study of Estimating Subnational U5MR using DHS data</em>.</p>
+<p>For demonstration purpose, we associate the regions in this simulated
+dataset with an example map stored in the <code>DemoMap</code> object in
+the SUMMER package. <code>DemoMap</code> contains geographic data from
+the 1995 Uganda Admin 1 regions defined by DHS. It contains a
+SpatialPolygonsDataFrame object <code>geo</code> and the corresponding
+spatial adjacency matrix <code>mat</code>.</p>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a><span class="fu">data</span>(DemoMap)</span>
+<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a>geo <span class="ot">&lt;-</span> DemoMap<span class="sc">$</span>geo</span>
+<span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a>mat <span class="ot">&lt;-</span> DemoMap<span class="sc">$</span>Amat</span></code></pre></div>
+<p>The spatial adjacency matrix can also be created directly from the
+SpatialPolygonsDataFrame by</p>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a>mat <span class="ot">&lt;-</span> <span class="fu">getAmat</span>(geo, geo<span class="sc">$</span>REGNAME)</span></code></pre></div>
+<p>Finally, more details on the pipeline of downloading and processing
+raw DHS data and shapefiles can be found in the vignette <em>A Case
+Study of Estimating Subnational U5MR using DHS data</em>.</p>
 </div>
 <div id="direct-estimates" class="section level1">
 <h1>Direct estimates</h1>
-<p>First, we obtain Horvitz-Thompson estimators using <code>getDirectList</code>. We specify the survey design as the two-stage stratified cluster sampling where strata are specified in the <code>strata</code> column, and clusters are specified by both the cluster ID (<code>clusterid</code>) and household ID (<code>id</code>).</p>
-<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>years <span class="ot">&lt;-</span> <span class="fu">levels</span>(DemoData[[<span class="dv">1</span>]]<span class="sc">$</span>time)</span>
-<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>data_multi <span class="ot">&lt;-</span> <span class="fu">getDirectList</span>(<span class="at">births =</span> DemoData, <span class="at">years =</span> years, <span class="at">regionVar =</span> <span class="st">&quot;region&quot;</span>,</span>
-<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>    <span class="at">timeVar =</span> <span class="st">&quot;time&quot;</span>, <span class="at">clusterVar =</span> <span class="st">&quot;~clustid+id&quot;</span>, <span class="at">ageVar =</span> <span class="st">&quot;age&quot;</span>, <span class="at">weightsVar =</span> <span class="st">&quot;weights&quot;</span>,</span>
-<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a>    <span class="at">geo.recode =</span> <span class="cn">NULL</span>)</span></code></pre></div>
-<p>Before fitting the model, we also aggregate estimates based on different surveys into a single set of estimates, using the inverse design-based variances as the weights.</p>
-<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">dim</span>(data_multi)</span></code></pre></div>
+<p>First, we obtain Horvitz-Thompson estimators using
+<code>getDirectList</code>. We specify the survey design as the
+two-stage stratified cluster sampling where strata are specified in the
+<code>strata</code> column, and clusters are specified by both the
+cluster ID (<code>clusterid</code>) and household ID
+(<code>id</code>).</p>
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a>years <span class="ot">&lt;-</span> <span class="fu">levels</span>(DemoData[[<span class="dv">1</span>]]<span class="sc">$</span>time)</span>
+<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>data_multi <span class="ot">&lt;-</span> <span class="fu">getDirectList</span>(<span class="at">births =</span> DemoData, <span class="at">years =</span> years,<span class="at">regionVar =</span> <span class="st">&quot;region&quot;</span>, </span>
+<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>  <span class="at">timeVar =</span> <span class="st">&quot;time&quot;</span>, <span class="at">clusterVar =</span> <span class="st">&quot;~clustid+id&quot;</span>, <span class="at">ageVar =</span> <span class="st">&quot;age&quot;</span>, <span class="at">weightsVar =</span> <span class="st">&quot;weights&quot;</span>, <span class="at">geo.recode =</span> <span class="cn">NULL</span>)</span></code></pre></div>
+<p>Before fitting the model, we also aggregate estimates based on
+different surveys into a single set of estimates, using the inverse
+design-based variances as the weights.</p>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a><span class="fu">dim</span>(data_multi)</span></code></pre></div>
 <pre><code>## [1] 150  10</code></pre>
-<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a>data <span class="ot">&lt;-</span> <span class="fu">aggregateSurvey</span>(data_multi)</span>
-<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a><span class="fu">dim</span>(data)</span></code></pre></div>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a>data <span class="ot">&lt;-</span> <span class="fu">aggregateSurvey</span>(data_multi)</span>
+<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="fu">dim</span>(data)</span></code></pre></div>
 <pre><code>## [1] 30 10</code></pre>
 </div>
 <div id="area-level-model-for-u5mr" class="section level1">
 <h1>Area-level model for U5MR</h1>
 <div id="national-estimates-of-u5mr" class="section level2">
 <h2>National estimates of U5MR</h2>
-<p>With the combined direct estimates, we are ready to fit the smoothing models described in <span class="citation">Li et al. (2019)</span>. First, we ignore the subnational estimates, and fit a model with temporal random effects only. In this part, we use the subset of data region variable being “All”. In fitting this model, we first define the list of time periods we wish to project the estimates on. First we can fit a Random Walk 2 only model defined on the 5-year period. The argument <code>m = 1</code> specifies that the random walk is in the same temporal resolution as the input data. See the next example for the case where the random walk model is specified at a higher resolution.</p>
-<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a>years.all <span class="ot">&lt;-</span> <span class="fu">c</span>(years, <span class="st">&quot;15-19&quot;</span>)</span>
-<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a>fit1 <span class="ot">&lt;-</span> <span class="fu">smoothDirect</span>(<span class="at">data =</span> data, <span class="at">Amat =</span> <span class="cn">NULL</span>, <span class="at">year_label =</span> years.all, <span class="at">year_range =</span> <span class="fu">c</span>(<span class="dv">1985</span>,</span>
-<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a>    <span class="dv">2019</span>), <span class="at">time.model =</span> <span class="st">&quot;rw2&quot;</span>, <span class="at">m =</span> <span class="dv">1</span>)</span></code></pre></div>
+<p>With the combined direct estimates, we are ready to fit the smoothing
+models described in <span class="citation">Li et al. (2019)</span>.
+First, we ignore the subnational estimates, and fit a model with
+temporal random effects only. In this part, we use the subset of data
+region variable being “All”. In fitting this model, we first define the
+list of time periods we wish to project the estimates on. First we can
+fit a Random Walk 2 only model defined on the 5-year period. The
+argument <code>m = 1</code> specifies that the random walk is in the
+same temporal resolution as the input data. See the next example for the
+case where the random walk model is specified at a higher
+resolution.</p>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a>years.all <span class="ot">&lt;-</span> <span class="fu">c</span>(years, <span class="st">&quot;15-19&quot;</span>)</span>
+<span id="cb14-2"><a href="#cb14-2" tabindex="-1"></a>fit1 <span class="ot">&lt;-</span> <span class="fu">smoothDirect</span>(<span class="at">data =</span> data, <span class="at">Amat =</span> <span class="cn">NULL</span>, <span class="at">year_label =</span> years.all,</span>
+<span id="cb14-3"><a href="#cb14-3" tabindex="-1"></a>                <span class="at">year_range =</span> <span class="fu">c</span>(<span class="dv">1985</span>, <span class="dv">2019</span>), <span class="at">time.model =</span> <span class="st">&#39;rw2&#39;</span>, <span class="at">m =</span> <span class="dv">1</span>)</span></code></pre></div>
 <pre><code>## ----------------------------------
 ## Smoothed Direct Model
 ##   Main temporal model:        rw2
+##   Number of time periods:     35
 ##   Temporal resolution:        period model (m = 1)
 ## ----------------------------------
-## This is INLA_22.06.20-2 built 2022-06-20 15:34:12 UTC.
+## This is INLA_24.02.27 built 2024-02-27 19:13:17 UTC.
 ##  - See www.r-inla.org/contact-us for how to get help.
-##  - To enable PARDISO sparse library; see inla.pardiso()</code></pre>
-<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summary</span>(fit1)</span></code></pre></div>
+##  - List available models/likelihoods/etc with inla.list.models()
+##  - Use inla.doc(&lt;NAME&gt;) to access documentation</code></pre>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a><span class="fu">summary</span>(fit1)</span></code></pre></div>
 <pre><code>## ----------------------------------
 ## Smoothed Direct Model
-##   Main temporal model:        
+##   Main temporal model:        rw2
+##   Number of time periods:     35
 ##   Temporal resolution:        period model (m = 1)
 ## ----------------------------------
 ## Fixed Effects
 ##             mean    sd 0.025quant 0.5quant 0.97quant mode kld
-## (Intercept) -1.4 0.076       -1.6     -1.4      -1.3 -1.4   0
+## (Intercept) -1.4 0.081       -1.6     -1.4      -1.3 -1.4   0
 ## ----------------------------------
 ## Random Effects
 ##            Name     Model
@@ -446,30 +523,38 @@ <h2>National estimates of U5MR</h2>
 ## 2 time.unstruct IID model
 ## ----------------------------------
 ## Model hyperparameters
-##                             mean    sd 0.025quant 0.5quant 0.97quant mode
-## Precision for time.struct   1990 25324        7.1      168     10472   14
-## Precision for time.unstruct 1994 18687       12.0      237     11108   24
+##                             mean   sd 0.025quant 0.5quant 0.97quant mode
+## Precision for time.struct   1212 9510        5.4      140      6882  9.8
+## Precision for time.unstruct 1191 6732       11.2      207      6959 23.3
 ## NULL
 ##                                       [,1]
-## log marginal-likelihood (integration) -1.3
+## log marginal-likelihood (integration) -2.1
 ## log marginal-likelihood (Gaussian)    -1.9</code></pre>
-<p>When data is sparse, direct estimates at yearly level may be unstable. This is why we used 5-year periods as the model’s temporal resolution in this example. When performing temporal smoothing, however, we can define the temporal smoother on the yearly scale instead. Notice that the direct estimates are still calculated in 5-year intervals, but the smoothed estimator now produce estimates at both yearly and period resolutions.</p>
-<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a>fit2 <span class="ot">&lt;-</span> <span class="fu">smoothDirect</span>(<span class="at">data =</span> data, <span class="at">Amat =</span> <span class="cn">NULL</span>, <span class="at">year_label =</span> years.all, <span class="at">year_range =</span> <span class="fu">c</span>(<span class="dv">1985</span>,</span>
-<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a>    <span class="dv">2019</span>), <span class="at">time.model =</span> <span class="st">&quot;rw2&quot;</span>, <span class="at">m =</span> <span class="dv">5</span>, <span class="at">type.st =</span> <span class="dv">4</span>)</span></code></pre></div>
+<p>When data is sparse, direct estimates at yearly level may be
+unstable. This is why we used 5-year periods as the model’s temporal
+resolution in this example. When performing temporal smoothing, however,
+we can define the temporal smoother on the yearly scale instead. Notice
+that the direct estimates are still calculated in 5-year intervals, but
+the smoothed estimator now produce estimates at both yearly and period
+resolutions.</p>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" tabindex="-1"></a>fit2 <span class="ot">&lt;-</span> <span class="fu">smoothDirect</span>(<span class="at">data =</span> data, <span class="at">Amat =</span> <span class="cn">NULL</span>, <span class="at">year_label =</span> years.all,</span>
+<span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a>                <span class="at">year_range =</span> <span class="fu">c</span>(<span class="dv">1985</span>, <span class="dv">2019</span>), <span class="at">time.model =</span> <span class="st">&#39;rw2&#39;</span>, <span class="at">m =</span> <span class="dv">5</span>, <span class="at">type.st =</span> <span class="dv">4</span>)</span></code></pre></div>
 <pre><code>## ----------------------------------
 ## Smoothed Direct Model
 ##   Main temporal model:        rw2
+##   Number of time periods:     35
 ##   Temporal resolution:        yearly model (m = 5)
 ## ----------------------------------</code></pre>
-<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summary</span>(fit2)</span></code></pre></div>
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="fu">summary</span>(fit2)</span></code></pre></div>
 <pre><code>## ----------------------------------
 ## Smoothed Direct Model
-##   Main temporal model:        
+##   Main temporal model:        rw2
+##   Number of time periods:     35
 ##   Temporal resolution:        yearly model (m = 5)
 ## ----------------------------------
 ## Fixed Effects
 ##             mean    sd 0.025quant 0.5quant 0.97quant mode kld
-## (Intercept) -1.4 0.071       -1.6     -1.4      -1.3 -1.4   0
+## (Intercept) -1.4 0.074       -1.6     -1.4      -1.3 -1.4   0
 ## ----------------------------------
 ## Random Effects
 ##            Name     Model
@@ -478,100 +563,141 @@ <h2>National estimates of U5MR</h2>
 ## ----------------------------------
 ## Model hyperparameters
 ##                          mean  sd 0.025quant 0.5quant 0.97quant mode
-## Theta1 for time.struct    5.2 1.9        1.9      5.1       9.1  4.6
-## Theta1 for time.unstruct  4.5 1.8        1.4      4.4       8.0  3.9
+## Theta1 for time.struct    5.0 1.9        1.6      5.0       8.8  4.6
+## Theta1 for time.unstruct  4.3 1.8        1.1      4.2       7.8  3.9
 ## NULL
 ##                                       [,1]
-## log marginal-likelihood (integration)  -74
+## log marginal-likelihood (integration)  -75
 ## log marginal-likelihood (Gaussian)     -75</code></pre>
-<p>The marginal posteriors are already stored in the fitted object. We use the following function to extract and re-arrange them.</p>
-<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a>out1 <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit1)</span>
-<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a>out2 <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit2)</span></code></pre></div>
+<p>The marginal posteriors are already stored in the fitted object. We
+use the following function to extract and re-arrange them.</p>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a>out1 <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit1)</span>
+<span id="cb22-2"><a href="#cb22-2" tabindex="-1"></a>out2 <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit2)</span></code></pre></div>
 <p>We can compare the results visually using the function below.</p>
-<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a>g1 <span class="ot">&lt;-</span> <span class="fu">plot</span>(out1) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;National period model&quot;</span>)</span>
-<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a>g2 <span class="ot">&lt;-</span> <span class="fu">plot</span>(out2) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;National yearly model&quot;</span>)</span>
-<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a>g1 <span class="sc">+</span> g2</span></code></pre></div>
-<p><img 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" width="90%" /></p>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a>g1 <span class="ot">&lt;-</span> <span class="fu">plot</span>(out1) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;National period model&quot;</span>)</span>
+<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a>g2 <span class="ot">&lt;-</span> <span class="fu">plot</span>(out2) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;National yearly model&quot;</span>)</span>
+<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a>g1 <span class="sc">+</span> g2</span></code></pre></div>
+<p><img 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" width="90%" /></p>
 </div>
 <div id="subnational-estimates-of-u5mr" class="section level2">
 <h2>Subnational estimates of U5MR</h2>
-<p>Now we fit the full model on all subnational regions. First, we use the Random Walk 2 model defined on the 5-year period.</p>
-<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a>fit3 <span class="ot">&lt;-</span> <span class="fu">smoothDirect</span>(<span class="at">data =</span> data, <span class="at">Amat =</span> mat, <span class="at">year_label =</span> years.all, <span class="at">year_range =</span> <span class="fu">c</span>(<span class="dv">1985</span>,</span>
-<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a>    <span class="dv">2019</span>), <span class="at">time.model =</span> <span class="st">&quot;rw2&quot;</span>, <span class="at">m =</span> <span class="dv">1</span>, <span class="at">type.st =</span> <span class="dv">4</span>)</span></code></pre></div>
+<p>Now we fit the full model on all subnational regions. First, we use
+the Random Walk 2 model defined on the 5-year period.</p>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a>fit3 <span class="ot">&lt;-</span> <span class="fu">smoothDirect</span>(<span class="at">data =</span> data, <span class="at">Amat =</span> mat, <span class="at">year_label =</span> years.all,</span>
+<span id="cb24-2"><a href="#cb24-2" tabindex="-1"></a>                <span class="at">year_range =</span> <span class="fu">c</span>(<span class="dv">1985</span>, <span class="dv">2019</span>), <span class="at">time.model =</span> <span class="st">&#39;rw2&#39;</span>, <span class="at">m =</span> <span class="dv">1</span>, <span class="at">type.st =</span> <span class="dv">4</span>)</span></code></pre></div>
 <pre><code>## ----------------------------------
 ## Smoothed Direct Model
 ##   Main temporal model:        rw2
+##   Number of time periods:     35
 ##   Temporal resolution:        period model (m = 1)
 ##   Spatial effect:             bym2
+##   Number of regions:          4
 ##   Interaction temporal model: rw2
 ##   Interaction type:           4
 ## ----------------------------------</code></pre>
-<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a>out3 <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit3)</span></code></pre></div>
-<p>Similarly we can also estimate the Random Walk 2 random effects on the yearly scale.</p>
-<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a>fit4 <span class="ot">&lt;-</span> <span class="fu">smoothDirect</span>(<span class="at">data =</span> data, <span class="at">Amat =</span> mat, <span class="at">year_label =</span> years.all, <span class="at">year_range =</span> <span class="fu">c</span>(<span class="dv">1985</span>,</span>
-<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a>    <span class="dv">2019</span>), <span class="at">time.model =</span> <span class="st">&quot;rw2&quot;</span>, <span class="at">m =</span> <span class="dv">5</span>, <span class="at">type.st =</span> <span class="dv">4</span>)</span></code></pre></div>
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a>out3 <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit3)</span></code></pre></div>
+<p>Similarly we can also estimate the Random Walk 2 random effects on
+the yearly scale.</p>
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" tabindex="-1"></a>fit4 <span class="ot">&lt;-</span> <span class="fu">smoothDirect</span>(<span class="at">data =</span> data, <span class="at">Amat =</span> mat, <span class="at">year_label =</span> years.all,</span>
+<span id="cb27-2"><a href="#cb27-2" tabindex="-1"></a>                <span class="at">year_range =</span> <span class="fu">c</span>(<span class="dv">1985</span>, <span class="dv">2019</span>), <span class="at">time.model =</span> <span class="st">&#39;rw2&#39;</span>, <span class="at">m =</span> <span class="dv">5</span>, <span class="at">type.st =</span> <span class="dv">4</span>)</span></code></pre></div>
 <pre><code>## ----------------------------------
 ## Smoothed Direct Model
 ##   Main temporal model:        rw2
+##   Number of time periods:     35
 ##   Temporal resolution:        yearly model (m = 5)
 ##   Spatial effect:             bym2
+##   Number of regions:          4
 ##   Interaction temporal model: rw2
 ##   Interaction type:           4
 ## ----------------------------------</code></pre>
-<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a>out4 <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit4)</span></code></pre></div>
-<p>The figures below shows the comparison of the subnational model with different temporal scales.</p>
-<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a>g1 <span class="ot">&lt;-</span> <span class="fu">plot</span>(out3, <span class="at">is.yearly =</span> <span class="cn">FALSE</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Subnational period model&quot;</span>)</span>
-<span id="cb30-2"><a href="#cb30-2" aria-hidden="true" tabindex="-1"></a>g2 <span class="ot">&lt;-</span> <span class="fu">plot</span>(out4, <span class="at">is.yearly =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Subnational yearly model&quot;</span>)</span>
-<span id="cb30-3"><a href="#cb30-3" aria-hidden="true" tabindex="-1"></a>g1 <span class="sc">+</span> g2</span></code></pre></div>
-<p><img src="data:image/png;base64,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" width="90%" /></p>
-<p>We can also add back the direct estimates for comparison when plotting the smoothed estimates.</p>
-<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(out4, <span class="at">is.yearly =</span> <span class="cn">TRUE</span>, <span class="at">data.add =</span> data_multi, <span class="at">option.add =</span> <span class="fu">list</span>(<span class="at">point =</span> <span class="st">&quot;mean&quot;</span>,</span>
-<span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a>    <span class="at">by =</span> <span class="st">&quot;surveyYears&quot;</span>)) <span class="sc">+</span> <span class="fu">facet_wrap</span>(<span class="sc">~</span>region, <span class="at">scales =</span> <span class="st">&quot;free&quot;</span>)</span></code></pre></div>
-<p><img 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" width="90%" /></p>
+<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1" tabindex="-1"></a>out4 <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit4)</span></code></pre></div>
+<p>The figures below shows the comparison of the subnational model with
+different temporal scales.</p>
+<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" tabindex="-1"></a>g1 <span class="ot">&lt;-</span> <span class="fu">plot</span>(out3, <span class="at">is.yearly=</span><span class="cn">FALSE</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Subnational period model&quot;</span>)</span>
+<span id="cb30-2"><a href="#cb30-2" tabindex="-1"></a>g2 <span class="ot">&lt;-</span> <span class="fu">plot</span>(out4, <span class="at">is.yearly=</span><span class="cn">TRUE</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Subnational yearly model&quot;</span>)</span>
+<span id="cb30-3"><a href="#cb30-3" tabindex="-1"></a>g1 <span class="sc">+</span> g2</span></code></pre></div>
+<p><img src="data:image/png;base64,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" width="90%" /></p>
+<p>We can also add back the direct estimates for comparison when
+plotting the smoothed estimates.</p>
+<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1" tabindex="-1"></a><span class="fu">plot</span>(out4, <span class="at">is.yearly=</span><span class="cn">TRUE</span>, <span class="at">data.add =</span> data_multi, <span class="at">option.add =</span> <span class="fu">list</span>(<span class="at">point =</span> <span class="st">&quot;mean&quot;</span>, <span class="at">by =</span> <span class="st">&quot;surveyYears&quot;</span>)) <span class="sc">+</span> <span class="fu">facet_wrap</span>(<span class="sc">~</span>region, <span class="at">scales =</span> <span class="st">&#39;free&#39;</span>) </span></code></pre></div>
+<p><img src="data:image/png;base64,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" width="90%" /></p>
 <p>Finally, we show the estimates over time on maps.</p>
-<div class="sourceCode" id="cb32"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a><span class="fu">mapPlot</span>(<span class="at">data =</span> <span class="fu">subset</span>(out4, is.yearly <span class="sc">==</span> F), <span class="at">geo =</span> DemoMap<span class="sc">$</span>geo, <span class="at">variables =</span> <span class="fu">c</span>(<span class="st">&quot;years&quot;</span>),</span>
-<span id="cb32-2"><a href="#cb32-2" aria-hidden="true" tabindex="-1"></a>    <span class="at">values =</span> <span class="fu">c</span>(<span class="st">&quot;median&quot;</span>), <span class="at">by.data =</span> <span class="st">&quot;region&quot;</span>, <span class="at">by.geo =</span> <span class="st">&quot;NAME_final&quot;</span>, <span class="at">is.long =</span> <span class="cn">TRUE</span>,</span>
-<span id="cb32-3"><a href="#cb32-3" aria-hidden="true" tabindex="-1"></a>    <span class="at">ncol =</span> <span class="dv">4</span>)</span></code></pre></div>
-<p><img 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" width="90%" /></p>
+<div class="sourceCode" id="cb32"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1" tabindex="-1"></a><span class="fu">mapPlot</span>(<span class="at">data =</span> <span class="fu">subset</span>(out4, is.yearly<span class="sc">==</span>F), <span class="at">geo =</span> DemoMap<span class="sc">$</span>geo,</span>
+<span id="cb32-2"><a href="#cb32-2" tabindex="-1"></a>        <span class="at">variables=</span><span class="fu">c</span>(<span class="st">&quot;years&quot;</span>), <span class="at">values =</span> <span class="fu">c</span>(<span class="st">&quot;median&quot;</span>), <span class="at">by.data =</span> <span class="st">&quot;region&quot;</span>, <span class="at">by.geo =</span> <span class="st">&quot;NAME_final&quot;</span>, <span class="at">is.long=</span><span class="cn">TRUE</span>, <span class="at">ncol =</span> <span class="dv">4</span>)</span></code></pre></div>
+<p><img 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" width="90%" /></p>
 </div>
 </div>
 <div id="cluster-level-model-for-u5mr" class="section level1">
 <h1>Cluster-level model for U5MR</h1>
-<p>We now describe the fitting of the cluster-level model for U5MR described in <span class="citation">Martin et al. (2020)</span> and <span class="citation">Fuglstad, Li, and Wakefield (2021)</span>. For this simulated dataset, the strata variable is coded as region crossed by urban/rural status. For our analysis with urban/rural stratified model, we first construct a new strata variable that contains only the urban/rural status, i.e., the additional stratification within each region.</p>
-<div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> (i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(DemoData)) {</span>
-<span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a>    strata <span class="ot">&lt;-</span> DemoData[[i]]<span class="sc">$</span>strata</span>
-<span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a>    DemoData[[i]]<span class="sc">$</span>strata[<span class="fu">grep</span>(<span class="st">&quot;urban&quot;</span>, strata)] <span class="ot">&lt;-</span> <span class="st">&quot;urban&quot;</span></span>
-<span id="cb33-4"><a href="#cb33-4" aria-hidden="true" tabindex="-1"></a>    DemoData[[i]]<span class="sc">$</span>strata[<span class="fu">grep</span>(<span class="st">&quot;rural&quot;</span>, strata)] <span class="ot">&lt;-</span> <span class="st">&quot;rural&quot;</span></span>
-<span id="cb33-5"><a href="#cb33-5" aria-hidden="true" tabindex="-1"></a>}</span></code></pre></div>
-<p>To fit the cluster-level model, we calculate the number of person-months and number of deaths for each cluster, time period, and age group. We first create the data frame using the <code>getCounts</code> function for each survey and combine them into a single data frame.</p>
-<p>The model fitting function <code>smoothCluster</code> expects columns with specific names. We rename the cluster ID and time period columns to be ‘cluster’ and ‘years’. The response variable is ‘Y’ and the binomial total is ‘total’.</p>
-<div class="sourceCode" id="cb34"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a>counts.all <span class="ot">&lt;-</span> <span class="cn">NULL</span></span>
-<span id="cb34-2"><a href="#cb34-2" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> (i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(DemoData)) {</span>
-<span id="cb34-3"><a href="#cb34-3" aria-hidden="true" tabindex="-1"></a>    vars <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;clustid&quot;</span>, <span class="st">&quot;region&quot;</span>, <span class="st">&quot;strata&quot;</span>, <span class="st">&quot;time&quot;</span>, <span class="st">&quot;age&quot;</span>)</span>
-<span id="cb34-4"><a href="#cb34-4" aria-hidden="true" tabindex="-1"></a>    counts <span class="ot">&lt;-</span> <span class="fu">getCounts</span>(DemoData[[i]][, <span class="fu">c</span>(vars, <span class="st">&quot;died&quot;</span>)], <span class="at">variables =</span> <span class="st">&quot;died&quot;</span>, <span class="at">by =</span> vars,</span>
-<span id="cb34-5"><a href="#cb34-5" aria-hidden="true" tabindex="-1"></a>        <span class="at">drop =</span> <span class="cn">TRUE</span>)</span>
-<span id="cb34-6"><a href="#cb34-6" aria-hidden="true" tabindex="-1"></a>    counts <span class="ot">&lt;-</span> counts <span class="sc">%&gt;%</span></span>
-<span id="cb34-7"><a href="#cb34-7" aria-hidden="true" tabindex="-1"></a>        <span class="fu">mutate</span>(<span class="at">cluster =</span> clustid, <span class="at">years =</span> time, <span class="at">Y =</span> died)</span>
-<span id="cb34-8"><a href="#cb34-8" aria-hidden="true" tabindex="-1"></a>    counts<span class="sc">$</span>survey <span class="ot">&lt;-</span> <span class="fu">names</span>(DemoData)[i]</span>
-<span id="cb34-9"><a href="#cb34-9" aria-hidden="true" tabindex="-1"></a>    counts.all <span class="ot">&lt;-</span> <span class="fu">rbind</span>(counts.all, counts)</span>
-<span id="cb34-10"><a href="#cb34-10" aria-hidden="true" tabindex="-1"></a>}</span></code></pre></div>
-<p>With the created data frame, we fit the cluster-level model using the <code>smoothCluster</code> function. Notice that here we need to specify the age groups (<code>age.groups</code>), the length of each age group (<code>age.n</code>) in months, and how the age groups are mapped to the temporal random effects (<code>age.rw.group</code>). In the default case, <code>age.rw.group = c(1, 2, 3, 3, 3, 3)</code> means the first two age groups each has its own temporal trend, the the following four age groups share the same temporal trend. We start with the default temporal model of random walk or order 2 on the 5-year periods in this dataset (with real data, we can use a finer temporal resolution). For the space-time interaction, we use an AR(1) prior (specified by <code>st.time.model</code>) interacting with a spatial ICAR prior, with random linear trends in each area (specified by <code>pc.st.slope.u</code> and <code>pc.st.slope.alpha</code>). We add survey iid effects to the model as well using <code>survey.effect = TRUE</code> argument. The temporal main effects are defined for each stratum separately (specified by <code>strata.time.effect = TRUE</code>, so in total six random walks are used to model the main temporal effect.</p>
-<div class="sourceCode" id="cb35"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a>periods <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;85-89&quot;</span>, <span class="st">&quot;90-94&quot;</span>, <span class="st">&quot;95-99&quot;</span>, <span class="st">&quot;00-04&quot;</span>, <span class="st">&quot;05-09&quot;</span>, <span class="st">&quot;10-14&quot;</span>)</span>
-<span id="cb35-2"><a href="#cb35-2" aria-hidden="true" tabindex="-1"></a>fit.bb  <span class="ot">&lt;-</span> <span class="fu">smoothCluster</span>(<span class="at">data =</span> counts.all, <span class="at">Amat =</span> DemoMap<span class="sc">$</span>Amat, </span>
-<span id="cb35-3"><a href="#cb35-3" aria-hidden="true" tabindex="-1"></a>                    <span class="at">family =</span> <span class="st">&quot;betabinomial&quot;</span>,</span>
-<span id="cb35-4"><a href="#cb35-4" aria-hidden="true" tabindex="-1"></a>                    <span class="at">year_label =</span> <span class="fu">c</span>(periods, <span class="st">&quot;15-19&quot;</span>), </span>
-<span id="cb35-5"><a href="#cb35-5" aria-hidden="true" tabindex="-1"></a>                    <span class="at">age.groups =</span> <span class="fu">c</span>(<span class="st">&quot;0&quot;</span>, <span class="st">&quot;1-11&quot;</span>, <span class="st">&quot;12-23&quot;</span>, <span class="st">&quot;24-35&quot;</span>, <span class="st">&quot;36-47&quot;</span>, <span class="st">&quot;48-59&quot;</span>),</span>
-<span id="cb35-6"><a href="#cb35-6" aria-hidden="true" tabindex="-1"></a>                    <span class="at">age.n =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">11</span>, <span class="dv">12</span>, <span class="dv">12</span>, <span class="dv">12</span>, <span class="dv">12</span>),</span>
-<span id="cb35-7"><a href="#cb35-7" aria-hidden="true" tabindex="-1"></a>                    <span class="at">age.rw.group =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">3</span>, <span class="dv">3</span>, <span class="dv">3</span>),</span>
-<span id="cb35-8"><a href="#cb35-8" aria-hidden="true" tabindex="-1"></a>                    <span class="at">time.model =</span> <span class="st">&quot;rw2&quot;</span>,</span>
-<span id="cb35-9"><a href="#cb35-9" aria-hidden="true" tabindex="-1"></a>                    <span class="at">st.time.model =</span> <span class="st">&quot;ar1&quot;</span>,</span>
-<span id="cb35-10"><a href="#cb35-10" aria-hidden="true" tabindex="-1"></a>                    <span class="at">pc.st.slope.u =</span> <span class="dv">1</span>, <span class="at">pc.st.slope.alpha =</span> <span class="fl">0.01</span>,</span>
-<span id="cb35-11"><a href="#cb35-11" aria-hidden="true" tabindex="-1"></a>                    <span class="at">survey.effect =</span> <span class="cn">TRUE</span>, </span>
-<span id="cb35-12"><a href="#cb35-12" aria-hidden="true" tabindex="-1"></a>                    <span class="at">strata.time.effect =</span> <span class="cn">TRUE</span>)</span></code></pre></div>
+<p>We now describe the fitting of the cluster-level model for U5MR
+described in <span class="citation">Martin et al. (2020)</span> and
+<span class="citation">Fuglstad, Li, and Wakefield (2021)</span>. For
+this simulated dataset, the strata variable is coded as region crossed
+by urban/rural status. For our analysis with urban/rural stratified
+model, we first construct a new strata variable that contains only the
+urban/rural status, i.e., the additional stratification within each
+region.</p>
+<div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(DemoData)){</span>
+<span id="cb33-2"><a href="#cb33-2" tabindex="-1"></a>    strata <span class="ot">&lt;-</span> DemoData[[i]]<span class="sc">$</span>strata</span>
+<span id="cb33-3"><a href="#cb33-3" tabindex="-1"></a>    DemoData[[i]]<span class="sc">$</span>strata[<span class="fu">grep</span>(<span class="st">&quot;urban&quot;</span>, strata)] <span class="ot">&lt;-</span> <span class="st">&quot;urban&quot;</span> </span>
+<span id="cb33-4"><a href="#cb33-4" tabindex="-1"></a>    DemoData[[i]]<span class="sc">$</span>strata[<span class="fu">grep</span>(<span class="st">&quot;rural&quot;</span>, strata)] <span class="ot">&lt;-</span> <span class="st">&quot;rural&quot;</span></span>
+<span id="cb33-5"><a href="#cb33-5" tabindex="-1"></a>}</span></code></pre></div>
+<p>To fit the cluster-level model, we calculate the number of
+person-months and number of deaths for each cluster, time period, and
+age group. We first create the data frame using the
+<code>getCounts</code> function for each survey and combine them into a
+single data frame.</p>
+<p>The model fitting function <code>smoothCluster</code> expects columns
+with specific names. We rename the cluster ID and time period columns to
+be ‘cluster’ and ‘years’. The response variable is ‘Y’ and the binomial
+total is ‘total’.</p>
+<div class="sourceCode" id="cb34"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb34-1"><a href="#cb34-1" tabindex="-1"></a>counts.all <span class="ot">&lt;-</span> <span class="cn">NULL</span></span>
+<span id="cb34-2"><a href="#cb34-2" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(DemoData)){</span>
+<span id="cb34-3"><a href="#cb34-3" tabindex="-1"></a>    vars <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;clustid&quot;</span>, <span class="st">&quot;region&quot;</span>, <span class="st">&quot;strata&quot;</span>, <span class="st">&quot;time&quot;</span>, <span class="st">&quot;age&quot;</span>)</span>
+<span id="cb34-4"><a href="#cb34-4" tabindex="-1"></a>    counts <span class="ot">&lt;-</span> <span class="fu">getCounts</span>(DemoData[[i]][, <span class="fu">c</span>(vars, <span class="st">&quot;died&quot;</span>)], <span class="at">variables =</span> <span class="st">&#39;died&#39;</span>, </span>
+<span id="cb34-5"><a href="#cb34-5" tabindex="-1"></a>                        <span class="at">by =</span> vars, <span class="at">drop=</span><span class="cn">TRUE</span>)</span>
+<span id="cb34-6"><a href="#cb34-6" tabindex="-1"></a>    counts <span class="ot">&lt;-</span> counts <span class="sc">%&gt;%</span> <span class="fu">mutate</span>(<span class="at">cluster =</span> clustid, <span class="at">years =</span> time, <span class="at">Y=</span>died)</span>
+<span id="cb34-7"><a href="#cb34-7" tabindex="-1"></a>    counts<span class="sc">$</span>survey <span class="ot">&lt;-</span> <span class="fu">names</span>(DemoData)[i] </span>
+<span id="cb34-8"><a href="#cb34-8" tabindex="-1"></a>    counts.all <span class="ot">&lt;-</span> <span class="fu">rbind</span>(counts.all, counts)</span>
+<span id="cb34-9"><a href="#cb34-9" tabindex="-1"></a>}</span></code></pre></div>
+<p>With the created data frame, we fit the cluster-level model using the
+<code>smoothCluster</code> function. Notice that here we need to specify
+the age groups (<code>age.groups</code>), the length of each age group
+(<code>age.n</code>) in months, and how the age groups are mapped to the
+temporal random effects (<code>age.rw.group</code>). In the default
+case, <code>age.rw.group = c(1, 2, 3, 3, 3, 3)</code> means the first
+two age groups each has its own temporal trend, the the following four
+age groups share the same temporal trend. We start with the default
+temporal model of random walk or order 2 on the 5-year periods in this
+dataset (with real data, we can use a finer temporal resolution). For
+the space-time interaction, we use an AR(1) prior (specified by
+<code>st.time.model</code>) interacting with a spatial ICAR prior, with
+random linear trends in each area (specified by
+<code>pc.st.slope.u</code> and <code>pc.st.slope.alpha</code>). We add
+survey iid effects to the model as well using
+<code>survey.effect = TRUE</code> argument. The temporal main effects
+are defined for each stratum separately (specified by
+<code>strata.time.effect = TRUE</code>, so in total six random walks are
+used to model the main temporal effect.</p>
+<div class="sourceCode" id="cb35"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1" tabindex="-1"></a>periods <span class="ot">&lt;-</span> <span class="fu">c</span>(<span class="st">&quot;85-89&quot;</span>, <span class="st">&quot;90-94&quot;</span>, <span class="st">&quot;95-99&quot;</span>, <span class="st">&quot;00-04&quot;</span>, <span class="st">&quot;05-09&quot;</span>, <span class="st">&quot;10-14&quot;</span>)</span>
+<span id="cb35-2"><a href="#cb35-2" tabindex="-1"></a>fit.bb  <span class="ot">&lt;-</span> <span class="fu">smoothCluster</span>(<span class="at">data =</span> counts.all, <span class="at">Amat =</span> DemoMap<span class="sc">$</span>Amat, </span>
+<span id="cb35-3"><a href="#cb35-3" tabindex="-1"></a>                    <span class="at">family =</span> <span class="st">&quot;betabinomial&quot;</span>,</span>
+<span id="cb35-4"><a href="#cb35-4" tabindex="-1"></a>                    <span class="at">year_label =</span> <span class="fu">c</span>(periods, <span class="st">&quot;15-19&quot;</span>), </span>
+<span id="cb35-5"><a href="#cb35-5" tabindex="-1"></a>                    <span class="at">age.groups =</span> <span class="fu">c</span>(<span class="st">&quot;0&quot;</span>, <span class="st">&quot;1-11&quot;</span>, <span class="st">&quot;12-23&quot;</span>, <span class="st">&quot;24-35&quot;</span>, <span class="st">&quot;36-47&quot;</span>, <span class="st">&quot;48-59&quot;</span>),</span>
+<span id="cb35-6"><a href="#cb35-6" tabindex="-1"></a>                    <span class="at">age.n =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">11</span>, <span class="dv">12</span>, <span class="dv">12</span>, <span class="dv">12</span>, <span class="dv">12</span>),</span>
+<span id="cb35-7"><a href="#cb35-7" tabindex="-1"></a>                    <span class="at">age.rw.group =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">3</span>, <span class="dv">3</span>, <span class="dv">3</span>),</span>
+<span id="cb35-8"><a href="#cb35-8" tabindex="-1"></a>                    <span class="at">time.model =</span> <span class="st">&quot;rw2&quot;</span>,</span>
+<span id="cb35-9"><a href="#cb35-9" tabindex="-1"></a>                    <span class="at">st.time.model =</span> <span class="st">&quot;ar1&quot;</span>,</span>
+<span id="cb35-10"><a href="#cb35-10" tabindex="-1"></a>                    <span class="at">pc.st.slope.u =</span> <span class="dv">1</span>, <span class="at">pc.st.slope.alpha =</span> <span class="fl">0.01</span>,</span>
+<span id="cb35-11"><a href="#cb35-11" tabindex="-1"></a>                    <span class="at">survey.effect =</span> <span class="cn">TRUE</span>, </span>
+<span id="cb35-12"><a href="#cb35-12" tabindex="-1"></a>                    <span class="at">strata.time.effect =</span> <span class="cn">TRUE</span>)</span></code></pre></div>
+<pre><code>## Argument &#39;age.rw.group&#39; have been deprecated and replaced by &#39;age.time.group&#39; in version 1.4.0. The value for &#39;age.time.group&#39; has been set to be the input argument &#39;age.rw.group&#39;</code></pre>
 <pre><code>## ----------------------------------
 ## Cluster-level model
 ##   Main temporal model:        rw2
+##   Number of time periods:     7
 ##   Spatial effect:             bym2
+##   Number of regions:          4
 ##   Interaction temporal model: ar1
 ##   Interaction type:           4
 ##   Interaction random slopes:  yes
@@ -582,11 +708,13 @@ <h1>Cluster-level model for U5MR</h1>
 ##   Strata-specific temporal trends: yes
 ##   Survey effect: yes
 ## ----------------------------------</code></pre>
-<div class="sourceCode" id="cb37"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a><span class="fu">summary</span>(fit.bb)</span></code></pre></div>
+<div class="sourceCode" id="cb38"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1" tabindex="-1"></a><span class="fu">summary</span>(fit.bb)</span></code></pre></div>
 <pre><code>## ----------------------------------
 ## Cluster-level model
 ##   Main temporal model:        rw2
+##   Number of time periods:     7
 ##   Spatial effect:             bym2
+##   Number of regions:          4
 ##   Interaction temporal model: ar1
 ##   Interaction type:           4
 ##   Interaction random slopes:  yes
@@ -599,18 +727,18 @@ <h1>Cluster-level model for U5MR</h1>
 ## ----------------------------------
 ## Fixed Effects
 ##                          mean   sd 0.025quant 0.5quant 0.97quant mode kld
-## age.intercept0:rural     -3.0 0.13       -3.3     -3.0      -2.7 -3.0   0
+## age.intercept0:rural     -3.0 0.14       -3.3     -3.0      -2.7 -3.0   0
 ## age.intercept1-11:rural  -4.7 0.11       -4.9     -4.7      -4.5 -4.7   0
-## age.intercept12-23:rural -5.8 0.14       -6.1     -5.8      -5.5 -5.8   0
-## age.intercept24-35:rural -6.5 0.20       -6.9     -6.5      -6.2 -6.5   0
-## age.intercept36-47:rural -6.9 0.23       -7.3     -6.8      -6.4 -6.8   0
-## age.intercept48-59:rural -7.3 0.29       -7.9     -7.3      -6.8 -7.2   0
-## age.intercept0:urban     -2.7 0.13       -3.0     -2.7      -2.5 -2.7   0
+## age.intercept12-23:rural -5.8 0.15       -6.1     -5.8      -5.5 -5.8   0
+## age.intercept24-35:rural -6.6 0.20       -6.9     -6.6      -6.2 -6.6   0
+## age.intercept36-47:rural -6.9 0.23       -7.3     -6.9      -6.4 -6.9   0
+## age.intercept48-59:rural -7.3 0.29       -7.9     -7.3      -6.8 -7.3   0
+## age.intercept0:urban     -2.7 0.14       -3.0     -2.7      -2.5 -2.7   0
 ## age.intercept1-11:urban  -5.0 0.13       -5.2     -5.0      -4.7 -5.0   0
-## age.intercept12-23:urban -5.7 0.16       -6.1     -5.7      -5.4 -5.7   0
-## age.intercept24-35:urban -7.0 0.28       -7.6     -7.0      -6.5 -7.0   0
-## age.intercept36-47:urban -7.5 0.37       -8.3     -7.5      -6.9 -7.5   0
-## age.intercept48-59:urban -7.9 0.46       -8.9     -7.9      -7.1 -7.8   0
+## age.intercept12-23:urban -5.7 0.17       -6.1     -5.7      -5.4 -5.7   0
+## age.intercept24-35:urban -7.1 0.29       -7.6     -7.1      -6.5 -7.1   0
+## age.intercept36-47:urban -7.6 0.37       -8.3     -7.6      -6.9 -7.6   0
+## age.intercept48-59:urban -8.0 0.46       -8.9     -8.0      -7.1 -8.0   0
 ## 
 ## Slope fixed effect index:
 ## time.slope.group1: 0:rural
@@ -631,31 +759,39 @@ <h1>Cluster-level model for U5MR</h1>
 ## ----------------------------------
 ## Model hyperparameters
 ##                                                     mean       sd 0.025quant
-## overdispersion for the betabinomial observations   0.003    0.001      0.002
-## Precision for time.struct                         48.469   25.308     13.884
-## Precision for time.unstruct                      531.761 1071.690     42.052
-## Precision for region.struct                       91.696   68.392     14.578
-## Phi for region.struct                              0.302    0.212      0.021
-## Precision for region.int                         492.633 1379.594     19.643
-## Group PACF1 for region.int                         0.898    0.152      0.400
-## Precision for st.slope.id                         71.515  123.660      6.853
+## overdispersion for the betabinomial observations   0.002    0.001      0.001
+## Precision for time.struct                         89.947  107.981     11.434
+## Precision for time.unstruct                      721.288 2515.877     13.216
+## Precision for region.struct                      288.609  835.674      5.924
+## Phi for region.struct                              0.345    0.240      0.026
+## Precision for region.int                         545.053 2127.517      5.852
+## Group PACF1 for region.int                         0.895    0.193      0.293
+## Precision for st.slope.id                         98.880  344.060      1.317
 ##                                                  0.5quant 0.97quant   mode
-## overdispersion for the betabinomial observations    0.003     0.005  0.002
-## Precision for time.struct                          43.164   109.663 33.797
-## Precision for time.unstruct                       268.788  2777.153 93.246
-## Precision for region.struct                        72.631   261.338 41.969
-## Phi for region.struct                               0.252     0.770  0.068
-## Precision for region.int                          191.061  3016.712 46.457
-## Group PACF1 for region.int                          0.952     0.997  0.993
-## Precision for st.slope.id                          39.440   349.508 15.108
+## overdispersion for the betabinomial observations    0.002     0.005  0.002
+## Precision for time.struct                          57.948   341.294 27.632
+## Precision for time.unstruct                       204.838  4101.060 29.326
+## Precision for region.struct                        95.111  1587.911 12.978
+## Phi for region.struct                               0.297     0.848  0.073
+## Precision for region.int                          134.727  3166.544 10.793
+## Group PACF1 for region.int                          0.969     0.999  1.000
+## Precision for st.slope.id                          27.286   565.247  2.570
 ## NULL
 ##                                        [,1]
-## log marginal-likelihood (integration) -3444
-## log marginal-likelihood (Gaussian)    -3447</code></pre>
-<p>In this example, we do not have any bias adjustment in this simple model. If the ratio adjustments to U5MR are known, they could be entered with the <code>bias.adj</code> and <code>bias.adj.by</code> arguments when fitting the model.</p>
-<p>Posterior samples from the model are taken and summarized using the <code>getSmoothed</code> function. For models with a large number of areas and time points, this step may take some time to compute. The <code>save.draws</code> argument makes it possible to save the raw posterior draws, so that we can use them again in other functions or recompute different posterior credible intervals.</p>
-<div class="sourceCode" id="cb39"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1" aria-hidden="true" tabindex="-1"></a>est.bb <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit.bb, <span class="at">nsim =</span> <span class="dv">1000</span>, <span class="at">CI =</span> <span class="fl">0.95</span>, <span class="at">save.draws =</span> <span class="cn">TRUE</span>)</span>
-<span id="cb39-2"><a href="#cb39-2" aria-hidden="true" tabindex="-1"></a><span class="fu">summary</span>(est.bb)</span></code></pre></div>
+## log marginal-likelihood (integration) -3454
+## log marginal-likelihood (Gaussian)    -3449</code></pre>
+<p>In this example, we do not have any bias adjustment in this simple
+model. If the ratio adjustments to U5MR are known, they could be entered
+with the <code>bias.adj</code> and <code>bias.adj.by</code> arguments
+when fitting the model.</p>
+<p>Posterior samples from the model are taken and summarized using the
+<code>getSmoothed</code> function. For models with a large number of
+areas and time points, this step may take some time to compute. The
+<code>save.draws</code> argument makes it possible to save the raw
+posterior draws, so that we can use them again in other functions or
+recompute different posterior credible intervals.</p>
+<div class="sourceCode" id="cb40"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1" tabindex="-1"></a>est.bb <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit.bb, <span class="at">nsim =</span> <span class="dv">1000</span>, <span class="at">CI =</span> <span class="fl">0.95</span>, <span class="at">save.draws=</span><span class="cn">TRUE</span>)</span>
+<span id="cb40-2"><a href="#cb40-2" tabindex="-1"></a><span class="fu">summary</span>(est.bb)</span></code></pre></div>
 <pre><code>## ---------------------------------------------
 ## Stratified estimates stored in ...$stratified
 ## Aggregated estimates stored in ...$overall
@@ -664,62 +800,65 @@ <h1>Cluster-level model for U5MR</h1>
 ## No strata weights has been supplied. Overall estimates are not calculated.
 ## Posterior draws are saved in the output. You can use &#39;getSmoothed(..., draws = ...$draws)&#39; next time to speed up the call.
 ## 1000 posterior draws taken.</code></pre>
-<p>For example, to recompute the posterior CI directly using the existing draws:</p>
-<div class="sourceCode" id="cb41"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb41-1"><a href="#cb41-1" aria-hidden="true" tabindex="-1"></a>est.bb<span class="fl">.90</span>CI <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit.bb, <span class="at">nsim =</span> <span class="dv">1000</span>, <span class="at">CI =</span> <span class="fl">0.95</span>, <span class="at">draws =</span> est.bb<span class="sc">$</span>draws)</span></code></pre></div>
+<p>For example, to recompute the posterior CI directly using the
+existing draws:</p>
+<div class="sourceCode" id="cb42"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1" tabindex="-1"></a>est.bb<span class="fl">.90</span>CI <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit.bb, <span class="at">nsim =</span> <span class="dv">1000</span>, <span class="at">CI =</span> <span class="fl">0.95</span>, <span class="at">draws =</span> est.bb<span class="sc">$</span>draws)</span></code></pre></div>
 <div id="aggregation-across-strata" class="section level2">
 <h2>Aggregation across strata</h2>
-<p>The <code>est.bb</code> object above computes the U5MR estimates by urban/rural strata. In order to obtain the overall region-specific U5MR, we need additional information on the population fractions of each stratum within regions. As an demonstration, we simulate the population totals over the years with</p>
-<div class="sourceCode" id="cb42"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1" aria-hidden="true" tabindex="-1"></a>pop.base <span class="ot">&lt;-</span> <span class="fu">expand.grid</span>(<span class="at">region =</span> <span class="fu">c</span>(<span class="st">&quot;central&quot;</span>, <span class="st">&quot;eastern&quot;</span>, <span class="st">&quot;northern&quot;</span>, <span class="st">&quot;western&quot;</span>),</span>
-<span id="cb42-2"><a href="#cb42-2" aria-hidden="true" tabindex="-1"></a>    <span class="at">strata =</span> <span class="fu">c</span>(<span class="st">&quot;urban&quot;</span>, <span class="st">&quot;rural&quot;</span>))</span>
-<span id="cb42-3"><a href="#cb42-3" aria-hidden="true" tabindex="-1"></a>pop.base<span class="sc">$</span>population <span class="ot">&lt;-</span> <span class="fu">round</span>(<span class="fu">runif</span>(<span class="fu">dim</span>(pop.base)[<span class="dv">1</span>], <span class="dv">1000</span>, <span class="dv">20000</span>))</span>
-<span id="cb42-4"><a href="#cb42-4" aria-hidden="true" tabindex="-1"></a>periods.all <span class="ot">&lt;-</span> <span class="fu">c</span>(periods, <span class="st">&quot;15-19&quot;</span>)</span>
-<span id="cb42-5"><a href="#cb42-5" aria-hidden="true" tabindex="-1"></a>pop <span class="ot">&lt;-</span> <span class="cn">NULL</span></span>
-<span id="cb42-6"><a href="#cb42-6" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> (i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(periods.all)) {</span>
-<span id="cb42-7"><a href="#cb42-7" aria-hidden="true" tabindex="-1"></a>    tmp <span class="ot">&lt;-</span> pop.base</span>
-<span id="cb42-8"><a href="#cb42-8" aria-hidden="true" tabindex="-1"></a>    tmp<span class="sc">$</span>population <span class="ot">&lt;-</span> pop.base<span class="sc">$</span>population <span class="sc">+</span> <span class="fu">round</span>(<span class="fu">rnorm</span>(<span class="fu">dim</span>(pop.base)[<span class="dv">1</span>], <span class="at">mean =</span> <span class="dv">0</span>,</span>
-<span id="cb42-9"><a href="#cb42-9" aria-hidden="true" tabindex="-1"></a>        <span class="at">sd =</span> <span class="dv">200</span>))</span>
-<span id="cb42-10"><a href="#cb42-10" aria-hidden="true" tabindex="-1"></a>    tmp<span class="sc">$</span>years <span class="ot">&lt;-</span> periods.all[i]</span>
-<span id="cb42-11"><a href="#cb42-11" aria-hidden="true" tabindex="-1"></a>    pop <span class="ot">&lt;-</span> <span class="fu">rbind</span>(pop, tmp)</span>
-<span id="cb42-12"><a href="#cb42-12" aria-hidden="true" tabindex="-1"></a>}</span>
-<span id="cb42-13"><a href="#cb42-13" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(pop)</span></code></pre></div>
+<p>The <code>est.bb</code> object above computes the U5MR estimates by
+urban/rural strata. In order to obtain the overall region-specific U5MR,
+we need additional information on the population fractions of each
+stratum within regions. As an demonstration, we simulate the population
+totals over the years with</p>
+<div class="sourceCode" id="cb43"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb43-1"><a href="#cb43-1" tabindex="-1"></a>pop.base <span class="ot">&lt;-</span> <span class="fu">expand.grid</span>(<span class="at">region =</span> <span class="fu">c</span>(<span class="st">&quot;central&quot;</span>, <span class="st">&quot;eastern&quot;</span>, <span class="st">&quot;northern&quot;</span>, <span class="st">&quot;western&quot;</span>), </span>
+<span id="cb43-2"><a href="#cb43-2" tabindex="-1"></a>                                     <span class="at">strata =</span> <span class="fu">c</span>(<span class="st">&quot;urban&quot;</span>, <span class="st">&quot;rural&quot;</span>))</span>
+<span id="cb43-3"><a href="#cb43-3" tabindex="-1"></a>pop.base<span class="sc">$</span>population <span class="ot">&lt;-</span> <span class="fu">round</span>(<span class="fu">runif</span>(<span class="fu">dim</span>(pop.base)[<span class="dv">1</span>], <span class="dv">1000</span>, <span class="dv">20000</span>))</span>
+<span id="cb43-4"><a href="#cb43-4" tabindex="-1"></a>periods.all <span class="ot">&lt;-</span> <span class="fu">c</span>(periods, <span class="st">&quot;15-19&quot;</span>)</span>
+<span id="cb43-5"><a href="#cb43-5" tabindex="-1"></a>pop <span class="ot">&lt;-</span> <span class="cn">NULL</span></span>
+<span id="cb43-6"><a href="#cb43-6" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(periods.all)){</span>
+<span id="cb43-7"><a href="#cb43-7" tabindex="-1"></a>    tmp <span class="ot">&lt;-</span> pop.base</span>
+<span id="cb43-8"><a href="#cb43-8" tabindex="-1"></a>    tmp<span class="sc">$</span>population <span class="ot">&lt;-</span> pop.base<span class="sc">$</span>population <span class="sc">+</span> <span class="fu">round</span>(<span class="fu">rnorm</span>(<span class="fu">dim</span>(pop.base)[<span class="dv">1</span>], <span class="at">mean =</span> <span class="dv">0</span>, <span class="at">sd =</span> <span class="dv">200</span>))</span>
+<span id="cb43-9"><a href="#cb43-9" tabindex="-1"></a>    tmp<span class="sc">$</span>years <span class="ot">&lt;-</span> periods.all[i]</span>
+<span id="cb43-10"><a href="#cb43-10" tabindex="-1"></a>    pop <span class="ot">&lt;-</span> <span class="fu">rbind</span>(pop, tmp)</span>
+<span id="cb43-11"><a href="#cb43-11" tabindex="-1"></a>}</span>
+<span id="cb43-12"><a href="#cb43-12" tabindex="-1"></a><span class="fu">head</span>(pop)</span></code></pre></div>
 <pre><code>##     region strata population years
-## 1  central  urban      18902 85-89
-## 2  eastern  urban      12008 85-89
-## 3 northern  urban       7498 85-89
-## 4  western  urban      18436 85-89
-## 5  central  rural       9260 85-89
-## 6  eastern  rural       4035 85-89</code></pre>
-<p>In order to compute the aggregated estimates, we need the proportion of urban/rural populations within each region in each time period.</p>
-<div class="sourceCode" id="cb44"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb44-1"><a href="#cb44-1" aria-hidden="true" tabindex="-1"></a>weight.strata <span class="ot">&lt;-</span> <span class="fu">expand.grid</span>(<span class="at">region =</span> <span class="fu">c</span>(<span class="st">&quot;central&quot;</span>, <span class="st">&quot;eastern&quot;</span>, <span class="st">&quot;northern&quot;</span>, <span class="st">&quot;western&quot;</span>),</span>
-<span id="cb44-2"><a href="#cb44-2" aria-hidden="true" tabindex="-1"></a>    <span class="at">years =</span> periods.all)</span>
-<span id="cb44-3"><a href="#cb44-3" aria-hidden="true" tabindex="-1"></a>weight.strata<span class="sc">$</span>urban <span class="ot">&lt;-</span> weight.strata<span class="sc">$</span>rural <span class="ot">&lt;-</span> <span class="cn">NA</span></span>
-<span id="cb44-4"><a href="#cb44-4" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> (i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">dim</span>(weight.strata)[<span class="dv">1</span>]) {</span>
-<span id="cb44-5"><a href="#cb44-5" aria-hidden="true" tabindex="-1"></a>    which.u <span class="ot">&lt;-</span> <span class="fu">which</span>(pop<span class="sc">$</span>region <span class="sc">==</span> weight.strata<span class="sc">$</span>region[i] <span class="sc">&amp;</span> pop<span class="sc">$</span>years <span class="sc">==</span> weight.strata<span class="sc">$</span>years[i] <span class="sc">&amp;</span></span>
-<span id="cb44-6"><a href="#cb44-6" aria-hidden="true" tabindex="-1"></a>        pop<span class="sc">$</span>strata <span class="sc">==</span> <span class="st">&quot;urban&quot;</span>)</span>
-<span id="cb44-7"><a href="#cb44-7" aria-hidden="true" tabindex="-1"></a>    which.r <span class="ot">&lt;-</span> <span class="fu">which</span>(pop<span class="sc">$</span>region <span class="sc">==</span> weight.strata<span class="sc">$</span>region[i] <span class="sc">&amp;</span> pop<span class="sc">$</span>years <span class="sc">==</span> weight.strata<span class="sc">$</span>years[i] <span class="sc">&amp;</span></span>
-<span id="cb44-8"><a href="#cb44-8" aria-hidden="true" tabindex="-1"></a>        pop<span class="sc">$</span>strata <span class="sc">==</span> <span class="st">&quot;rural&quot;</span>)</span>
-<span id="cb44-9"><a href="#cb44-9" aria-hidden="true" tabindex="-1"></a>    weight.strata[i, <span class="st">&quot;urban&quot;</span>] <span class="ot">&lt;-</span> pop<span class="sc">$</span>population[which.u]<span class="sc">/</span>(pop<span class="sc">$</span>population[which.u] <span class="sc">+</span></span>
-<span id="cb44-10"><a href="#cb44-10" aria-hidden="true" tabindex="-1"></a>        pop<span class="sc">$</span>population[which.r])</span>
-<span id="cb44-11"><a href="#cb44-11" aria-hidden="true" tabindex="-1"></a>    weight.strata[i, <span class="st">&quot;rural&quot;</span>] <span class="ot">&lt;-</span> <span class="dv">1</span> <span class="sc">-</span> weight.strata[i, <span class="st">&quot;urban&quot;</span>]</span>
-<span id="cb44-12"><a href="#cb44-12" aria-hidden="true" tabindex="-1"></a>}</span>
-<span id="cb44-13"><a href="#cb44-13" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(weight.strata)</span></code></pre></div>
+## 1  central  urban      16641 85-89
+## 2  eastern  urban       2662 85-89
+## 3 northern  urban       4307 85-89
+## 4  western  urban      13222 85-89
+## 5  central  rural      16821 85-89
+## 6  eastern  rural      17979 85-89</code></pre>
+<p>In order to compute the aggregated estimates, we need the proportion
+of urban/rural populations within each region in each time period.</p>
+<div class="sourceCode" id="cb45"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb45-1"><a href="#cb45-1" tabindex="-1"></a>weight.strata <span class="ot">&lt;-</span> <span class="fu">expand.grid</span>(<span class="at">region =</span> <span class="fu">c</span>(<span class="st">&quot;central&quot;</span>, <span class="st">&quot;eastern&quot;</span>, <span class="st">&quot;northern&quot;</span>, <span class="st">&quot;western&quot;</span>), </span>
+<span id="cb45-2"><a href="#cb45-2" tabindex="-1"></a>                                     <span class="at">years =</span> periods.all)</span>
+<span id="cb45-3"><a href="#cb45-3" tabindex="-1"></a>weight.strata<span class="sc">$</span>urban <span class="ot">&lt;-</span> weight.strata<span class="sc">$</span>rural <span class="ot">&lt;-</span> <span class="cn">NA</span> </span>
+<span id="cb45-4"><a href="#cb45-4" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">dim</span>(weight.strata)[<span class="dv">1</span>]){</span>
+<span id="cb45-5"><a href="#cb45-5" tabindex="-1"></a>    which.u <span class="ot">&lt;-</span> <span class="fu">which</span>(pop<span class="sc">$</span>region <span class="sc">==</span> weight.strata<span class="sc">$</span>region[i] <span class="sc">&amp;</span> pop<span class="sc">$</span>years <span class="sc">==</span> weight.strata<span class="sc">$</span>years[i] <span class="sc">&amp;</span> pop<span class="sc">$</span>strata <span class="sc">==</span> <span class="st">&quot;urban&quot;</span>)</span>
+<span id="cb45-6"><a href="#cb45-6" tabindex="-1"></a>    which.r <span class="ot">&lt;-</span> <span class="fu">which</span>(pop<span class="sc">$</span>region <span class="sc">==</span> weight.strata<span class="sc">$</span>region[i] <span class="sc">&amp;</span> pop<span class="sc">$</span>years <span class="sc">==</span> weight.strata<span class="sc">$</span>years[i] <span class="sc">&amp;</span> pop<span class="sc">$</span>strata <span class="sc">==</span> <span class="st">&quot;rural&quot;</span>)</span>
+<span id="cb45-7"><a href="#cb45-7" tabindex="-1"></a>    weight.strata[i, <span class="st">&quot;urban&quot;</span>] <span class="ot">&lt;-</span> pop<span class="sc">$</span>population[which.u] <span class="sc">/</span> (pop<span class="sc">$</span>population[which.u] <span class="sc">+</span> pop<span class="sc">$</span>population[which.r])</span>
+<span id="cb45-8"><a href="#cb45-8" tabindex="-1"></a>    weight.strata[i, <span class="st">&quot;rural&quot;</span>] <span class="ot">&lt;-</span> <span class="dv">1</span> <span class="sc">-</span> weight.strata[i, <span class="st">&quot;urban&quot;</span>]</span>
+<span id="cb45-9"><a href="#cb45-9" tabindex="-1"></a>}</span>
+<span id="cb45-10"><a href="#cb45-10" tabindex="-1"></a><span class="fu">head</span>(weight.strata)</span></code></pre></div>
 <pre><code>##     region years rural urban
-## 1  central 85-89  0.33  0.67
-## 2  eastern 85-89  0.25  0.75
-## 3 northern 85-89  0.41  0.59
-## 4  western 85-89  0.18  0.82
-## 5  central 90-94  0.33  0.67
-## 6  eastern 90-94  0.27  0.73</code></pre>
-<p>Now we can recompute the smoothed estimates with the population fractions.</p>
-<div class="sourceCode" id="cb46"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb46-1"><a href="#cb46-1" aria-hidden="true" tabindex="-1"></a>est.bb <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit.bb, <span class="at">nsim =</span> <span class="dv">1000</span>, <span class="at">CI =</span> <span class="fl">0.95</span>, <span class="at">save.draws =</span> <span class="cn">TRUE</span>, <span class="at">weight.strata =</span> weight.strata)</span>
-<span id="cb46-2"><a href="#cb46-2" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(est.bb<span class="sc">$</span>overall)</span></code></pre></div>
+## 1  central 85-89  0.50  0.50
+## 2  eastern 85-89  0.87  0.13
+## 3 northern 85-89  0.37  0.63
+## 4  western 85-89  0.36  0.64
+## 5  central 90-94  0.51  0.49
+## 6  eastern 90-94  0.87  0.13</code></pre>
+<p>Now we can recompute the smoothed estimates with the population
+fractions.</p>
+<div class="sourceCode" id="cb47"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb47-1"><a href="#cb47-1" tabindex="-1"></a>est.bb <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit.bb, <span class="at">nsim =</span> <span class="dv">1000</span>, <span class="at">CI =</span> <span class="fl">0.95</span>, <span class="at">save.draws =</span> <span class="cn">TRUE</span>, <span class="at">weight.strata =</span> weight.strata)</span>
+<span id="cb47-2"><a href="#cb47-2" tabindex="-1"></a><span class="fu">head</span>(est.bb<span class="sc">$</span>overall)</span></code></pre></div>
 <pre><code>##    region years time area variance median mean upper lower rural urban
-## 5 central 85-89    1    1  0.00140   0.23 0.23  0.31  0.17  0.33  0.67
-## 6 central 90-94    2    1  0.00059   0.20 0.20  0.26  0.16  0.33  0.67
-## 7 central 95-99    3    1  0.00033   0.19 0.19  0.23  0.15  0.33  0.67
-## 1 central 00-04    4    1  0.00024   0.18 0.18  0.21  0.15  0.32  0.68
-## 2 central 05-09    5    1  0.00024   0.16 0.16  0.20  0.14  0.33  0.67
-## 3 central 10-14    6    1  0.00039   0.15 0.15  0.19  0.12  0.33  0.67
+## 5 central 85-89    1    1  0.00102   0.23 0.23  0.30  0.18  0.50  0.50
+## 6 central 90-94    2    1  0.00044   0.21 0.21  0.26  0.17  0.51  0.49
+## 7 central 95-99    3    1  0.00028   0.19 0.19  0.23  0.16  0.50  0.50
+## 1 central 00-04    4    1  0.00024   0.18 0.18  0.21  0.15  0.51  0.49
+## 2 central 05-09    5    1  0.00022   0.17 0.17  0.20  0.14  0.50  0.50
+## 3 central 10-14    6    1  0.00031   0.15 0.15  0.19  0.12  0.50  0.50
 ##   is.yearly years.num
 ## 5     FALSE        NA
 ## 6     FALSE        NA
@@ -727,116 +866,168 @@ <h2>Aggregation across strata</h2>
 ## 1     FALSE        NA
 ## 2     FALSE        NA
 ## 3     FALSE        NA</code></pre>
-<p>We can compare the stratum-specific and aggregated U5MR estimates now.</p>
-<div class="sourceCode" id="cb48"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb48-1"><a href="#cb48-1" aria-hidden="true" tabindex="-1"></a>g1 <span class="ot">&lt;-</span> <span class="fu">plot</span>(est.bb<span class="sc">$</span>stratified, <span class="at">plot.CI =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> <span class="fu">facet_wrap</span>(<span class="sc">~</span>strata) <span class="sc">+</span> <span class="fu">ylim</span>(<span class="dv">0</span>, <span class="fl">0.5</span>)</span>
-<span id="cb48-2"><a href="#cb48-2" aria-hidden="true" tabindex="-1"></a>g2 <span class="ot">&lt;-</span> <span class="fu">plot</span>(est.bb<span class="sc">$</span>overall, <span class="at">plot.CI =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> <span class="fu">ylim</span>(<span class="dv">0</span>, <span class="fl">0.5</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Aggregated estimates&quot;</span>)</span>
-<span id="cb48-3"><a href="#cb48-3" aria-hidden="true" tabindex="-1"></a>g1 <span class="sc">+</span> g2</span></code></pre></div>
-<p><img 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" width="100%" /></p>
+<p>We can compare the stratum-specific and aggregated U5MR estimates
+now.</p>
+<div class="sourceCode" id="cb49"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb49-1"><a href="#cb49-1" tabindex="-1"></a>g1 <span class="ot">&lt;-</span> <span class="fu">plot</span>(est.bb<span class="sc">$</span>stratified, <span class="at">plot.CI =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> <span class="fu">facet_wrap</span>(<span class="sc">~</span>strata) <span class="sc">+</span> <span class="fu">ylim</span>(<span class="dv">0</span>, <span class="fl">0.5</span>)</span>
+<span id="cb49-2"><a href="#cb49-2" tabindex="-1"></a>g2 <span class="ot">&lt;-</span> <span class="fu">plot</span>(est.bb<span class="sc">$</span>overall, <span class="at">plot.CI =</span> <span class="cn">TRUE</span>)  <span class="sc">+</span> <span class="fu">ylim</span>(<span class="dv">0</span>, <span class="fl">0.5</span>) <span class="sc">+</span> <span class="fu">ggtitle</span>(<span class="st">&quot;Aggregated estimates&quot;</span>)</span>
+<span id="cb49-3"><a href="#cb49-3" tabindex="-1"></a>g1 <span class="sc">+</span> g2</span></code></pre></div>
+<p><img 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ToqvXv3lquvvtpSAm6SAAk4QaDs4+dOXJUySIAESIAESCCCCeDBGg/yMFDgRgg3ROsf1gTDwzoegpH69eun3QqxWLM1qah6pVz5MJoBd0VrWHm4Oqqoh9bT/G5DF4RcV4EiSuWBS+QRRxyhw6Tb1WXRokU6rLsKbKFHijAChgSDEwl6IRmjxLg2Yp8dPUw+uEvC3c6aEE49UFJRHkUFOxEV8bBUNrgl4tpXXnml3o+w9hhhg/shkopQKDfffLPA+MLoJZYP8KW/zuzAf3YZ4lIYtYJBbpYwsFtGNedQj0piRBIjfnBXNYtiY+SSiQRIoBIIODedjJJIgARIgARIgATsEFCjWzq4g69w8+Z8Nd9I51HrReldiFSoHgNcl1xyiQ4Rjuh1iKqnRrFcapRC50E0POUe51IueDqsPMLNn3jiiS5l/Ohz1aiVzmfC0CMMvDUhcANCuuN8Nf9MR+ZD1D+EZ0ekQZPs6IKoftBNuem51Jwu165du1zKkNPR9RDuHMFGkBBoAvqpuVCu9957z6XWLdMBJOzogUAWXbp00VED1TpdLkSBRGh+E07dXxAOXPexxx7TTBAxEkFH1JppLjXvSQfGMOHjlTHjUgaZC6HtP/jgAxeiLoKdcunUodv96e8vCIcaWcQp7qTme7muuOIK93dsqBE5rRc42GWI81BfaB8ol7mOnTKqFwH6PATxQBRGcBg9erSuOzBlIgEScJ4AXACYSIAESIAESIAEqpAAwozDyAlkICDcPB6ox40b59YMxpBy5dOGlxqJcqnFjbXxokZl3HlSUlL0OlhYCwx/CK1uHupNdER/BhiEwMhAFEAYT7g+DCFEWTTGm7mQHV1effVVl3KZ1HIgC2uWqcWYXTAu1YiaEaUjIhojEeH1kezqAaNLuc/pCIC4BrggRDy2A/GFcQVDEmHgkRdGG9blgpFoTWoUzB3uH/mgJ9Yxg/FnEiI6WvV3ygCDfLsMlXukZgodoR+S3TKijRn9cT7azaeffqpl8D8SIAHnCURBpPqxMZEACZAACZAACYQoAbUelw44ARc4tWaTW0u4C6rRKXnwwQf1XCYVul7U+k06up47k9pQ4eBFLbSsI//BVc1OUmteiRq10tHxrHPF7OpivQbmi2G+m2fACWseyIVLn2fAEH96WM/FtgqZrsvnGVjEM5+v72qNL1GjiV7XtubF3DVlwGoeylixHtLb/vT3yljOHXYYQrRaQ023CQRvsaZgZYT7JdoP2lN5GFqvxW0SIIHABDgHLDAfHiUBEiABEiCBaieAeUaIlKjc1UrpYsLUqxErvV+NSunQ6sp1zZ0PQTpef/11Pc/HrvGFkxF8onPnzjoaoVuY2rCri/UcBL0IZHwhL4waT+ML+/3pgWPWhLDu5TUcENXQ17Wt8hHBEEE/fBlfyOdPf6uMimzbYQj54OxpfGF/sDLCQFbunOVmiGswkQAJ2CPAETB7nJiLBEiABEiABKqVwJ133imPPvqofkhGREE1X0fU/DB55JFHBMeQEJUPx9TCvqLmfulIg2oejzbKEPzCRP+raEHs6FLRa/B8EiABEghXAjTAwrVmWS4SIAESIIGwI7BhwwZRASME0fEwGqPmLOk/a0Hhsqfmhul8WNB3wIABeoFdz8WKreeUZ9uOLuWRy3NIgARIINwJ0AAL9xpm+UiABEiABEiABEiABEiABEKGAOeAhUxVUBESIAESIAESIAESIAESIIFwJ0ADLNxrmOUjARIgARIgARIgARIgARIIGQI0wEKmKqgICZAACZAACZAACZAACZBAuBOgARbuNczykQAJkAAJkAAJkAAJkAAJhAwBGmAhUxVUhARIgARIgARIgARIgARIINwJxIZrAVetWiUPPvigxMaGbRHDteocK1dRUZFetHT48OE+Zf7xxx+CRUzZRnziiYidwdpIREBgIUmABEiABEiABKqUQNhaJxkZGdKjRw8566yzqhQoLxY6BFasWCEpKSl+FUpPT2cb8UsnMg4sX75c9u3bFxmFZSlJgARIgARIgARCggBdEEOiGqgECZAACZAACZAACZAACZBAJBCgARYJtcwykgAJkAAJkAAJkAAJkAAJhAQBGmAhUQ1UggRIgARIgARIgARIgARIIBII0ACLhFpmGUmABEiABEiABEiABEiABEKCAA2wkKgGKkECJEACJEACJEACJEACJBAJBGiARUItBykjQvZv2bIlSC4eDgcCBw8elHnz5oVDUVgGEiABEiABEiABEqiRBGiA1chqc1bpH374QZYtW+asUEoLSQK7du2S9957LyR1o1IkQAIkQAIkQAIkEAkEaIDVsFrOzc2V/Px82b17txQWFgq+Hz582F2K7OxsfRzHsI21rvBnEkZAMNqVk5NjdvEzDAigjouLi90lOXTokN721w7QhrZt26bbivsktYH2hPZx4MAB924sVpyVlSX4xDloV0wkQAIkQAIkQAIkQALlIxC2CzGXD0fon/X666/L9u3bZdOmTXLqqafqh+IWLVrIhRdeqJV//PHH5cQTT5QmTZrIiy++qI2v2NhYefPNN+XBBx/Ui87WrVtX1q9fLxMnTpQBAwaEfqGpYVACY8eOlZdeekmaNm2q28QFF1wgs2bNkrVr15ZqBxMmTJC0tDS55pprpEGDBrJz506ZNGmSdO3aVWbOnCkffPCBdOjQQdatWyeDBg2SW2+9VW8///zzWi7azubNm+Xee++V3r17B9WLGUiABEiABEiABEiABEoToAFWmkeN+IaRiE8//VRcLpe88MILfnXeunWrTJs2TRo2bCjYTk5Olpdfflnn/+ijj+T777+nAeaXXvgcsLaDNWvWSGpqqsCQb9eunXz22WfacJs8ebJ2Q33iiSekZcuWsnfvXrn88svllltu0SBg8L/22mvSvn17Qdv5+uuvaYCFTxNhSUiABEiABEiABKqQAA2wKoTt1KWOPfZYiYqK0n+BZGJkrHHjxjpLx44dZdSoUTJ9+nQ9eoYHcTyAM4U/AWs7QGnbtm3rrnuMgE6dOlUb8//+97/ll19+0UYZDC4Y+HBhRGrWrJk2vrDdqlUrWbFiBTaZSIAESIAESIAESIAEykiAc8DKCCwUsicmJpZSwzr3B3N4TLLmwwMz3M+QRowYoY0xk4+fNZ8ADHKMjCJZ2wC+W9sBvsfExOBDJ8wFg4GGz+uvv17P/+rbt6/cfffd+jiMMKQ6deroT/yHazGRAAmQAAmQAAmQAAmUjwANsPJxC5mzMCcHLmZImNuDkQtfCSNevXr10nPFjjzySFm8eLF7dMNXfu6rWQRgIJl2sGjRooDKI5AG5oYhzZkzRwYPHqyDbmRkZMh1110n/fr1k5UrV+rjxqjTX/gfCZAACZAACZAACZBAhQnQBbHCCKtXwNChQ+WOO+4QBGHASEe3bt18KnTaaafJfffdJ+PGjZOCggLp0aMH14PySapm7rz00kvl0Ucf1UE4OnfuLDDM/SW4ICJYC0ZOExISdBAOBO+AIXbDDTfouYJwT8XIGMLWM5EACZAACZAACZAACThHIEq5GJX4GDknMyQkLViwQH788Uc566yzQkKfylYCYcfr168f9DIIV46H80hwI4PbJUZwYJz6SliQ+Oeffw6bNgLDGksS1K5d21dxvfahLdSrV6/UfrgvwkUxPj6+1P5w/bJ8+XJdtDFjxoRrEVkuEiABEiABEiCBECPAEbAQq5DyqmPH+IJszwfu8l6P54Uegbi4OMGf3eSrLXjOF7Mri/lIgARIgARIgARIgATsEeAcMHucmIsESIAESIAESIAESIAESIAEKkyABliFEVIACZAACZAACZAACZAACZAACdgjQAPMHifmIgESIAESIAESIAESIAESIIEKE6ABVmGEFEACJEACJEACJEACJEACJEAC9giEbRAORHFbunSpez0jeziYK5wIIALiqFGj/BYJIdjZRvziiYgDwdpIREBgIauFwN69e2X//v3lurY1eLETEW2NPCdloWBOynNCFnSqjLKGom6mrNQNJMqW0EZCiRuWF0J0YqbwIhC2BhgerBo1aiQ9e/b0qjGsf5SdnS1JSUkBG3VhYaG+WQeKLBfqshDVLjbWfzWDE/4ChR3HzSgrK0uvM1aTZGHB4fz8fK/6NztQv2wj2bbqFe080O+gprYRLF4dqI2YtsJPEnCawGuvvSbR0dHlikyLe3ZOTo5esw8yKprs9HV2r2G3T7Qrz04fZVcW8mVmZkqtWrUC3s/sykNZcf+APCcS+ln0xYH647JcB8uKOBXZFs9MMAKcKquTuuG3AIPJqbI6qVteXp5ecxPPm+VJP/zwg7zyyivSuHHj8pzOc0KYgP8n8xBW2q5qAwcO9LkGFNZLOnDggDRs2FAvROtPnp0fTllkoSNJTk72dzlBJ4g3onb0siurQYMGAW+YWDcKZQi0dhSutW/fPnFSFsLmB7pZolPDXyC90PmlpKTo9c98yZo7d65s377dL28cGDRokPhaA8rUKwy0QJ1hpLQRtM1AbTdU24jRy197wzpwO3bsCNhGeJAEKovA6NGjBYuelzXhvp2WlqYfygK9GLErFw+ceIlS3odE63Xs9mPWcwJt2+kLAp1vPYYyYuQRS3A4VVYYJr6W9LBe1+42dMN9tk6dOnZP8ZsPZT148KB+nvCbqQwH8GyCvtCpsqL94lnHiZSamqoNMKfkOakb1mjFb6K8BhSecZjCk0DFX52FJxeWigRIgARIgARIgARIgARIgAQcJ0ADzHGkFEgCJEACJEACJEACJEACJEACvgnQAPPNhXtJgARIgARIgARIgARIgARIwHECNMAcR0qBJEACJEACJEACJEACJEACJOCbAA0w31y4lwRIgARIgARIgARIgARIgAQcJ0ADzHGkFEgCJEACJEACJEACJEACJEACvgnQAPPNhXtJgARIgARIgARIgARIgARIwHECNMAcR0qBJEACJEACJEACJEACJEACJOCbAA0w31y4lwRIgARIgARIgARIgARIgAQcJ0ADzHGkFEgCJEACJEACJEACJEACJEACvgnE+t5dtXsPHz4sS5culaioKOnbt6/ExcV5KZCVlSWrVq0qtb9///6lvvMLCZAACZAACThN4MCBA7Js2TJp3769dOnSxaf47du3y+7du93HGjVqJJ07d3Z/5wYJkAAJkAAJGALVboDl5ubK2LFj5eijj9ad1/Tp0+Xpp5/WxphREp9LliyRF154QTp16uTeTQPMjYIbJEACJEAClUDgt99+k/vuu0+GDh0qU6ZMkauuukpGjBjhdaXXXntNUlJSpH79+vpY9+7daYB5UeIOEiABEiABEKh2A+yjjz6Sfv36ybhx43SNXHfddbJo0SLxNK42btwo55xzjlx55ZWsORIgARIgARKoEgKTJ0+WSZMmSY8ePeSiiy6Sq6++WoYPHy7x8fGlro8+6rHHHpO2bduW2s8vJEACJEACJOBJoNoNsE2bNuk3i0axXr16yZo1a3waYDDK3n//ff1WsU+fPl6jZHj7WFRUpEWlp6eLy+Vyfzfy8VlcXKy/4tPktx432zhuJw/y28kXLI/RBZ9m2+hi/XRSL1zHrl528tnJY4eXHb1wrUCycBxtIFAK1kaqsi6gr1P87MhCnkD8DDc7dYE8oSgrWBmN3qas/CQBK4HCwkLZuXOnYDQLqVmzZpKUlCS7du2SDh06uLPm5ORIWlqa7N+/X+bOnSsnnXSStG7d2n0cG/n5+QJXRpMKCgr0fb48bTBYuzbXsPsJef7uhXZlmHymPPg02+ZYeT4hA/o5Icv0B07Jc1I3w8apeoAcp2RBt8qQ50SdGt3w6aQ8J2VVpB5wLlN4Eqh2A2zv3r1St25dN11so8PzTHi7iAQj7J133hGMnD355JOlsp177rly8OBBva9bt266E9y3b1+pPNYvhw4dsn71u52Zmen3mDlgVxbmsgVLMB7tJCdlZWdnB72kXb3syMrIyBD8BUsVkYU6MQ8qvq6DGxvqtia2kUhob1XRRtCmA7URX+2G+yKHAO4NycnJpV721atXTxtbVgNs8+bNgrnMcJVPTEzUHh1jxozRI2WGFl4sjho1ynwVvGxMTU3V+d07y7gBo8/JZKevs3s9u/2FXXl2+gK7slBOJ8ual5dn99JB86GcTpY1UP8WVBmPDJgygj+nkpO6QScn5TkpqyK6gTeNMKdaXGjJqXYDLCYmptRbC7xxRAfmmd544w3tWx8dHS1nn322wNiCoWZ9ywiDDG8ZkTAZGm8lGzRo4ClKXw8Pd7Vr1/YZ8MOcAFlo+AkJCWaX1yfektiVhQe9WrVqeckwO6pDlnkLG0gv6I3OFA8inm43Rnd8OikL7QB/FdEL9RvIyEPQF7zN9tVGcG100GwjztZrKLYROy8yrO2c25FDwLN/Qsl93ZeOOuoo+fzzz933EsxVRp8FV0WTOnbsKC+99JL5KrNmzRIYc77uP+5MfjbwO0K7xQtL6FjRZKevs3sNu/2YXXl2+gK7stCf4+UV7vuB+nW78lBWGF/oG51I0A16+XoGKqt8lBVtpE6dOmU91Wd+PAMgQBrYOZHQvzqlG2ShP0d/7URyUjcY02gn1oGGsuiI9oCyMYUfgWo3wBo3bqzfJhq0eKPXpk0b81V/onPYtm2bNGzYUH+HEQBXEIyeWQ2wwYMHu8/DPLLVq1f7fIBH54UEOcFuwsGMprLIwo8wkEGBjsauXnZl4YYZ6Jr4YaMMgfLgWkavQPnKIiuYXsaQDnQ9Yxj6k4X6hcEeKMXGxvosO5jgJoz2EcjohOxIaCO+HjqtXEO1jRi9ArURdm7WmuS2lQAiGeIBCqNbpq9AH9WyZUtrNv1Qj5c9xpjCPDC4xOPeYO5BeAA75ZRT3OctWLBAywx0j3Nn9tgwbRb3JrTtiiY8rOOvPLp4Xrss/Zjnub6+2+kLfJ3nax/KiOTvfuDrnED7nDQOzXX89UnmuN1PlBWjJ07UKa6J/hDGvlPy8ILcKVn4jeI34ZQ8J3WDgV6R35YTL1jsthnmq1oCgZ9Oq0CXIUOGyDfffKPfIsE/Hp1Sz5499ZXxHX+4WSIy4sKFC/X+tWvXateN4447rgo05CVIgARIgAQikQAehhEkasaMGbr4mN8FI8sYWlu3btV9F0YHbr31Vv3Ai4etmTNnyoknnug2viKRHctMAiRAAiTgn0C1j4CddtppMn/+fLnkkkt0Z3XxxRe7Jze/+eab2vhChET8TZ06Vf9hovPEiRMFnSMTCZAACZAACVQWgRtvvFEmTJigXQwxmoWQ9CbdcMMN8uijj+oIieeff75ce+212kURo10PPfSQycZPEiABEiABEihFoNotGBhR6KgwvA2/Z6tRNX78eLeyvXv3lldeeUXPRULnZlww3Bm4QQIkQAIkQAIOE2jXrp0O+oT5OWaNL3MJeG+YhCVSLr/8cvfcLLOfnyRAAiRAAiTgSaDaDTCjkN3JmJi0zEQCJEACJEACVUnA0/jydW2MkJV3sr0vedxHAiRAAiQQngSqfQ5YeGJlqUiABEiABEiABEiABEiABEjAmwANMG8m3EMCJEACJEACJEACJEACJEAClUKABlilYKVQEiABEiABEiABEiABEiABEvAmQAPMmwn3kAAJkAAJkAAJkAAJkAAJkEClEKABVilYKZQESIAESIAESIAESIAESIAEvAnQAPNmwj0kQAIkQAIkQAIkQAIkQAIkUCkEaIBVClYKJQESIAESIAESIAESIAESIAFvAjTAvJlwDwmQAAmQAAmQAAmQAAmQAAlUCgEaYJWClUJJgARIgARIgARIgARIgARIwJsADTBvJtxDAiRAAiRAAiRAAiRAAiRAApVCgAZYpWClUBIgARIgARIgARIgARIgARLwJkADzJsJ95AACZAACZAACZAACZAACZBApRCgAVYpWCmUBEiABEiABEiABEiABEiABLwJ0ADzZsI9JEACJEACJEACJEACJEACJFApBGiAVQpWCiUBEiABEiABEiABEiABEiABbwI0wLyZcA8JkAAJkAAJkAAJkAAJkAAJVAoBGmCVgpVCSYAESIAESIAESIAESIAESMCbAA0wbybcQwIkQAIkQAIkQAIkQAIkQAKVQoAGWKVgpVASIAESIAESIAESIAESIAES8CZAA8ybCfeQAAmQAAmQAAmQAAmQAAmQQKUQoAFWKVgplARIgARIgARIgARIgARIgAS8CdAA82bCPSRAAiRAAiRAAiRAAiRAAiRQKQRogFUKVgolARIgARIgARIgARIgARIgAW8CNMC8mXAPCZAACZAACZAACZAACZAACVQKARpglYKVQkmABEiABEiABEiABEiABEjAmwANMG8m3EMCJEACJEACJEACJEACJEAClUIgtlKkhoBQl8slxcXFUlhY6KVNUVGR3odPX8fNCTjuT4Y1D7adkGV0CSYLOlWlXtDHqTJCbyQ7+tvhEEgvnI92ECj508OUGXUSHe3/PQXy+ZNhrmtk4dPUsTlm/bQjy5zvhKyy6GXneiiLnXx2ednJFywPjgfSyzDQmfgfCVQxAfyezW+6LJc27RafUVFRZTnVZ14jrzy6eAo0MiDTbHvmKct3yAn2O7crz/QHTslzUjdTBqd0Q1nx50QdQDfIcko3I89J3SDTSXlOyQKzitQDzmUKTwJha4ChuvLz8yU7O9ur5vCDQMrNzpOCggKv42aH+QGa/Ga/9dMcy8sLLMvcqE1+qwyzbY45Kevw4cMBb0pGr0A/cqtehonR2fppR5a5DspoR5av+jPXNLJQRlzbM+EaJo/nMfM9WBsJVhemDIaRkWv9NMfsyIK+Jr9Vhtk2x4LJMnVh8pvzrZ/mWKi1EaMXymj4WvU226aMgerYHKtIGzHX4ycJOEkA7Tw3N9dnHxXsOuZ+h/MDvSAKJsccN78zI9fsL8+n9fcbqH+1K9vO79yurGD3A7tyTD6UFewC9VMmr51P6AdmTsiDLLBzQhZ0d7qsTnJDOfEiwqmyOqkbZKEuyqsb2oNpt3baEPPUHAJha4Dhx1irVi2pV6+eV22gQcP4OrSsrsQnxUqbU7yy6B14AMRNJykpyXcGtReykC85OVkSEhL85kMe3CSQz1/CD9VpWdAdHPwlPJiiDLVr1/aXRett9HJCFh4aoFdiYqLfa8Iwwl8gvVA3gWSBdWpqqt9r4ECgNoIy4/rx8fF+ZSBPJLQRtM1AbRdt28k2AllOtBHoFayNpKWl+a1fHiCByiIAw6lOnTo++6hg18R9G3+4P8XFxQXLHvQ4fiN4yAvU1wUV8lcGu/2YXXl2+gK7slBGlBV9j1NlxYO1r+cMuzpZ80E3PEegXVQ0oawHDx50TDfUA/pCp8qKe7NTstDm8MznlDwndTt06JA20surG5g7Mcpd0fbE850nELYGWDBUGNQtzI2SaI7uBkPF4yRAAiRAAiRAAiRAAiRAAg4R8D+5xaELhLIYB1znQ7l41I0ESIAESIAESIAESIAESCDECES0ARZidUF1SIAESIAESIAESIAESIAEwpwADbAwr2AWjwRIgARIgARIgARIgARIIHQI0AALnbqgJiRAAiRAAiRAAiRAAiRAAmFOgAZYmFcwi0cCJEACJEACJEACJEACJBA6BGiAhU5dUBMSIAESIAESIAESIAESIIEwJ0ADLMwrmMUjARIgARIgARIgARIgARIIHQI0wEKnLqgJCZAACZAACZAACZAACZBAmBOgARbmFczikQAJkAAJkAAJkAAJkAAJhA4BGmChUxfUhARIgARIgARIgARIgARIIMwJ0AAL8wpm8UiABEiABEiABEiABEiABEKHAA2w0KkLakICJEACJEACJEACJEACJBDmBGiAhXkFs3gkQAIkQAIkQAIkQAIkQAKhQ4AGWOjUBTUhARIgARIgARIgARIgARIIcwI0wMK8glk8EiABEiABEiABEiABEiCB0CFAAyx06oKakAAJkAAJkAAJkAAJkAAJhDkBGmBhXsEsHgmQAAmQAAmQAAmQAAmQQOgQoAEWOnVBTUiABEiABEiABEiABEiABMKcAA2wMK9gFo8ESIAESIAESIAESIAESCB0CNAAC526oCYkQAIkQAIkQAIkQAIkQAJhToAGWJhXMItHAiRAAiRAAiRAAiRAAiQQOgRogIVOXVATEiABEiABEiABEiABEiCBMCdAAyzMK5jFIwESIAESIAESIAESIAESCB0CNMBCpy6oCQmQAAmQAAmQAAmQAAmQQJgToAEW5hXM4pEACZAACZAACZAACZAACYQOARpgoVMX1IQESIAESIAESIAESIAESCDMCdAAC/MKZvFIgARIgARIgARIgARIgARCh0BIGGCHDx+W+fPny4IFC6SgoCAonR9//FEyMzOD5mMGEiABEiABEqgogQMHDsisWbNk/fr1QUWhb0IfxUQCJEACJEAC/ghUuwGWm5srV111le6wpk2bJhMmTBCXy+VPX5k7d67cd999kpaW5jcPD5AACZAACZCAEwR+++03GTNmjGzYsEH3T59//nlAsU8//bS89dZbAfPwIAmQAAmQQGQTqHYD7KOPPpJ+/frJPffcI1OmTJGcnBxZtGiRz1rBW8g33nhD6tev7/M4d5IACZBAuBN4//335euvv3asmBkZGY7JCkdBkydPlkmTJsm//vUvmTp1qu6D8vPzfRb1u+++k23btvk8xp0kQAIkEO4E4MX2wAMPOHYfxL02Ly8vLLHFVnepNm3aJEOHDnWr0atXL1mzZo3079/fvQ8bGBV79NFH5aabbpLHHnus1DHz5cILL5RDhw7pr23atJHjjjtO9u3bZw67P80IGyo1v1BUnmz3MeuGyZeVlWXdXWrb5MF1o6KiSh2zfkE+/GVn+74W8laGrPT0dAn0gGX0guHrLxm9nJQFnQK5kZZVL1+yUCdFRUX+iqV5o24DtZGDBw8GrVdcIBLaiJ22WxPbSHFxsd82EooHYIC1b99ehg0bVmH1cD9t3ry5fgFWYWFhKKCwsFB27twp3bt316Vr1qyZJCUlya5du6RDhw6lSpySkiKoGzB9/vnnSx3Dl7Vr18rNN9/s3t+yZUtJTU2VxMRE9z67G+aeDE+QQP1OWeUFuo+VVVawPrEs8lDeQH1UWWQhL/ofp8oK3TCNwokEWbjPwjPIiYT+z1f/Vh7ZkIU/p8rqtG4ok5NldUoW+hfUa3nloS3g/JqSYIDdf//9ctJJJ0m7du0qpDaevwYMGCAzZsyQI488skKyQvHkajfA9u7dK3Xr1nWzwTY6PM/0ySefCIyqPn36eB5yfx84cGCpm3RsbKwkJCS4j5sN/CAKC/IkOjpaYmKifOZBXtwg0PAhx1+CLBhycXFxSlaMv2whLQtlgP7+kikjOARiAV7BZIEnbijBZEEO5AXSy8hCHl96YX+ghxMcw3n+2khNr9fqaLvB6tVOG7Hb3qqijfj7TVTn/pkzZzp2eXgbnHvuuY7JCzdBeGhKTk4udR+pV6+edoG3GmBoiw8//LCMGzfO5/0EXNC34aHEpN27d0t8fLzf/Cafr0/8jvAgjPPRj1U0wdBE8nUfLats8/vF/TdQn2hXrp3fuV1ZwfoMu3JMPsjDAyfqwYkEIxN1EKjfK8t10EZ89W9lkWHyot9GfTpVVid1Q1+N/typsjqpG2ShnZRXNyd+Q6YOq+ITL6hQXicSXuLYmXfrxLWqQ4Z/y6KKtEHjQmdiEjoCzzeCf/75p3zzzTfy0ksvmWw+P2+99Vb3fjxYrF69WtBZeibcMHOy8/SNJC4hRuWp5ZlFf8ePGjd/NCh/CbKQD510oB8Y8qCcyOcvoexOy4LutWr5Lh/0wM0BZahdu7Y/tbTeRi8nZOFGDr0869mqAIad8RdIL9RNIFlgjTfMgRLK46+NoMy4fqAOB3kioY2gbQZqu2jbTrYRyHKijUCvYG2kMueTvvDCC3qkBJ3InDlz5JhjjpGr1JzXo446SjfL5557Tr/Zg+saRlAwv7VLly46INErr7wieEjv1q2b3H777foFFE7C6EqjRo3k0ksv1TLwNv/xxx+XpUuXSpMmTbT8U089VR/Df3Ddfu2113Sgo6OPPlrgKdC7d2956qmnZOvWrfLFF1/oB6s777zTfQ43Sgh49k/Yi9+C533wgw8+kK5du2qvC4x0+UqtWrWSu+++230Ibo116tTxef9xZ/Kzgfs2/nB/cuJhHb8RPDQF6uv8qOK1224/5nWinx12+gI/p3rtRhlRVvQ9TpUVI1a++hCvi9vYAd3wHIF2UdGEsmIEwSndUA/oC52Sh/uuU7LQ5mCAOSXPSd1gREC/8uoG5oFeJFekneDZ78Ybb9Qj8+hv4D6NvuPqq6/W9xbcYzCif+2112oPtCOOOEJ/om29+uqrOjAR+li8WIKLNu5FaCf/93//J+PHj3ePWq1YsUJefPFFLR/9GWI9wAPApCVLlgjuofCIO/300+Wiiy7S1zd9EqYoXXPNNfqYOSccPiv+6qyCFBo3blwqoAYavrViIB4PLmgYZ599tnZXxKgZGsjixYsreHWeTgIkQAKVRwCR82BwYa7rxRdfLKtWrZKTTz5Zu7Dhqt9++63u3GA8wSUKD9RffvmlDBkyRODOOXLkSG04HXvssbJlyxatKGQiYiwSHv5gTOEFFUay8PZ8+PDh8u6777qPn3nmmfr7GWecoR/aBw0aJHipBYMBRjUMA3SKTN4EYOiCMR5ETPLVR2FO3v/+9z/dP8HNEHw5smiI8ZMESCAUCcB4wss5GD0w/s855xzBS8Mrr7xSv5CBgYbjeNmHFwMwJjHiPnbsWJk4caJ07txZe6VhehD6GRhmMDZxzp49e3SRf/jhB+1GiP4NL/8wOAKXbrxcRMJ3GH3o30aMGCGfffaZ7vfQl/Xo0UPnQf8HV/lwS9U+AoYHDTw84BMVhAcLVCYS3twiwdjCn0moxCeffLLC/qVGHj9JgARIoLII4I0gltlAh3L55ZdLp06d5JFHHtFvBHFNvI1H2HLjajJ48GDd4Rkj6vrrr9ejaHgLiDlG1oQRNHR0MODwhvWGG27Qbx3x9vGyyy6T119/XY+s4c2iGcmFPrNnz9ZvFO+//37dgdJYsFL9ext1hiBRmIOAfgdReBs0aKD/kAsjiHgweO+999wnYQQMfdjbb7/t3scNEiABEghVAng5h74CCS/08Pfzzz+7p/xccMEF8t///lcfx2jVO++8oz0nYLAhwfg6/vjj9T5rTAccg/cGjmOECwkjWYj1gD4Qxh6OX3HFFXobxzHQghEwvMTCS8u77rpLRo0a5R5NQ55wSdVugJ122mn64eSSSy7RljWAG9/6N998Uw9pwq+eiQSqg0AxpkY4495fHerzmiFAAPc4PMibhA5q2bJl5qvu7IzxBZchPNSjc7Kms846S7t7WPdhG14AMABM54h9CBABd0bMpUUIdbzcMsYXjsMVhMk+AbjowGUG4efx9hduoibB4IWxZd7Umv38JAESIIGaQgAGkkk9e/bUruzLly93G2B4CWUS+hSMhlnd3BGbAf0QjDOrAQbPgZUrV0qLFi30iJmRgf4OLw0xYgb3RBhhJsErDqNmSDDCwjn9/VRQTaXEg8lDDz2kI+LhTbD1QQVvcX2l6dOn+9rNfSTgKIFiNTVx+zdq0rGaQtd+uKOiKSyCCCBioTU1bNiwVDRUuLmZBBcPJLgFWhOi78FdxDPBYMNcFmsgBgQrgu889sEQa926tedp/F4GAojkBRdS1I3nEijw3vBMmN/H0S9PKvxOAiQQqgSs0Qox3wz3OWuUUM8+Csetc8JxTtOmTb36KMxPxhx5uNZb+yi4PMKTAO7duI5VVqgyqgy9qt0AM4VyYtKpkcVPEnCCQBSEqGA+rpoVpdyJolOGgwTM2zwj8vvvv9cuGOa79bNt27Z6tApzw0444QT3Icz7wrIangnujAjggYAOpoPbvHmz9ipAQI6OHTvKH3/8Ueo0LBSMaGtwaWSyT8DT+LJ/JnOSAAmQQOgSQB9lln7avn27bNy40W8fhT4HL/YwcmX6JLjB//7779pd0FpK9EGI/oq4DlavDvRZCNgBwwyGG4JUwVMECQYbXBAR1MMYhhgpC8dU7UE4whEqy0QCJEAChgBcMOBOjUnO+ETHhUnOvhJcMxBxatq0aXqxZZyDaFMLFy7Uc5A8z7nuuuu0qyEWvsRoGDrC0aNHC0LVw+3wn//8p8ybN0+eeeYZ/bYR14bHgVnOA282MWfJTJj2lM/vJEACJEAC4U0Ac7rgzg7D6t5779XzlK0vAK2lh7siDCO4YsNQg6v7HXfcoQ0pX+fATRvzmTGPFl4cmEeLOccmxgPmhCGmA4wyzE9GlF/0WX379hV4iyDBZR9BqcIthcwIWLiBZXlIgARIAAROUiF6sUYUgmnAvx3LaZxyyil+4WA+F0aoMMEZLtl4i4hOCfNjPRM6KQSAwDxZLFAP33y8STQLAcOfH50rIvPBLRFvG7GNSddI5513ntxyyy26U9yxY4eneH6vIQSK80WiOVe1htQW1SSB0CKAfgT9FEafsFTKV199pUeurG6IRmNMFUKkXkT3RSRdjGThHEQrx1wvzwXT//Of/2g3QwTyQH8Gd3pML0JQIyQszbF//34ZNmyYloUAHXhRaZaJQF+Fl4q33XabXjrF6BEOnzTAwqEWWQYSIIGQJYBOCi4eCI4BVwzrmi4IX+6Z4JaBiFRTpkzRHZPnHC6skWaCduBcBDDCH+TDWLMG3MBxdF4II4zjmFtmvT6MQoQURuhgpppJ4NAmkUxlOzdSKwkkNauZZaDWJEAC1UcAfQD6HIwyoQ8xCX2RL/c/hIXHqBSW5EB/gvlcJpklO0wfBYMN0Q7hheFrTjKOYw0yRPTFPFsYaNaEebaZmZlug8x6rKZv0wWxptcg9ScBEqgRBDyNn2BKYzTLanzBfQP++evWrfPqpCAL8j2NL3MNdJKQZTW+zDGcY942mn38rDkECjJF8g+qBaJza47O1JQESCC0CKAfsBpfdrSDi6DV+MKIGVwMkTzX7cJImbU/85SP/s7T+DJ5ECPCGHRmXzh8RqwB5hJGVgiHBswykEAoE0DgBqcCDGHByvYqoiLcCrGeGBMJuAnoiEHub9wgARIggaAE8ELOl9dE0BP9ZEBgJ/RNmBOGYB1MgQlEpAvixpSfJDX1gDRxXaDoxAQmxKMkQAIkUE4CZjHlcp5e6rSBAwfqQBpw2WAiARIgARIggYoQwKjTvn37KiKi1LlwMzRzkUsd4BefBCJyBGx76lLZnb6C8cV9NgnuJAESCFUCNL5CtWaoFwmQAAlENgGMqMGoY7JHICINMKCJiorYottrGcxFAiRAAiRAAiRAAiRAAiTgOAFaIY4jpUASIAESIAESIAESIAESIAES8E2ABphvLtxLAiRAAiRAAiRAAiRAAiRAAo4ToAHmOFIKJAESIAESIAESIAESIAESIAHfBGiA+eZS5r0FOSLFBWU+jSeQAAmQAAmQAAmQAAmQAAlEEAEaYA5UtkstKbbr+1jZ+o0DwiiCBEiABEiABEiABEiABEggbAnQAHOoahlU0SGQFEMCJEACJBCQQFFxfsDjPEgCJEACJBDaBCJyIWZUiUuiRA1cMZEACZAACZBAjSGQmrVVdhz4XWoVt5DG6h8TCZAACZBAzSMQsSNg8w63lJUZmTWvxqgxCZAACZBAxBJIUwbYttTFkp63K2IZsOAkQAIkUNMJRKwBlu2Kk8PFLnG5XDW9Dqk/CZAACZBABBGIjoqJoNKyqCRAAiQQfgQi1gALv6pkiUiABEighMCqVatk+vTpXjjef/99SUtL89rPHSRAAiRAAiRQVQRmzJghy5YtK3W5ffv2yccff1xqXzh/oQEWzrXLspEACUQkgdmzZ8tFF10kX375Zany33HHHbJrF13XSkHhFxIgARIggSol8Nhjj8nZZ58tBw8edF93y5Ytct9997m/h/sGDbBwr2GWjwRIICIJtG3bVq677rpSHZwniPz8fFm3bp0UFHARQ082/E4CJEACJFB5BOLi4uTmm28OeAGMiu3YsSNgnpp6MGKjINbUCqPeJEACNYvA/v37Zf369Y4o3b9/f4mNtXfbPvnkk6WoqEh3cO+++67X9cePHy//+9//pEmTJnpU7KuvvpJjjjnGKx93kAAJkAAJhC8B9E/opyqa6tatK927d7ct5uGHH5YJEyYI3BHPOeecUuft3r1bxowZIwcOHNC6HXvssTpfTEz4zH+115OXwsIvJEACJEACdgns2bNH4BLoROrVq5dtAwzXe+655+Too4+WL774Qs4991y3CjC8MEdszZo1kpSUJJMnT5Znn31WXn31VXcebpAACZAACYQ/gd9//11Wr15d4YK2adOmTAZYw4YN5ZVXXpFrr71WBg8eXOr6t99+u3Tu3FlmzZolhYWFcuqpp8qcOXNk6NChpfLV5C80wGpy7VF3EiCBkCfQtGlTGTJkiCN6wmWjLKlBgwbuDs6qw6+//irDhw/XxhfkYb4YRr+mTJkiZb1GWfRhXhIgARIggdAicNRRRwmMoYqmevXqlVkE5oGdfvrp2lPjpptucp+/cOFCeeONN/R3eH2MHDlSPvjgAxpgbkLcIAESIAESCEigefPmgr/qSqaD+9e//uVWoXXr1oK3nibl5eXJ4cOHJZzcO0zZ+EkCJEACJOCfAF6+Vaf7Obwv4KmBfsmkVq1aCeYom5Sbm6tHwsz3cPhkEI5wqEWWgQRIgAQCEEAH99NPPwncIZHwNvHbb791+/2/8847cvzxx0t0NLuEABh5iARIgARIwGEC8NSYOnWqPPnkk27J8Mp47733tNGVlZUln376qQwYMMB9PBw22NuGQy2yDCRAAiQQgIBxRURQDqSWLVvK2LFjpVOnTtK1a1f55ptvZNq0aQEk8BAJkAAJkAAJVA6Bs846S0aPHu0Wfumll+roh0cccYR06dJF+vTpI9dff737eDhshO0cMJfLJRiy9LXoKNxtkPAwUpKn5LtnhZqHFZPf8zi+FxcX691w3ykoilLXy/WVTV8LB5DPXzKyMjMzJTs72182fU2UL5AsHEeCrJycnICycF3rUK9n5sqQhTcaYO8vQSe7evmThbKbOvR1HZQLbHy1EVMXYFxYHLxe7bSRYPVqdA1Ur0YvJ2SVtV4D6VVWWXbam796NXXpVBsxTI3ccPgcN26cVzHQwZl6wsEHHnhA7r77bv0bqF+/vld+7qhcAmh3hw4dkjp16pTpQvjt699iLZH09HR1j09Q99JYycgokMK0wjLJMpnNvSfQfczkDfZpfk/B7lHB5Jjjdn7nJm+wT9P+0b86UVbIQ4AAwy/Y9YMdhzz0i04sC2F089W/BdPD13GUEcycKivK6JRukBUVhX7amUXmndYNdVFe3fBbx/nhlubPn+9VpLffftu9r1GjRvLDDz/oeyQCRcXHx7uPhctG2Bpg+DEmJib6nFhYq5bquTJEz3coyZPksz5xs8HNH5XvL+GHun/fAUlISJDY+Bh1vUSfWc2NKzk52edx7MSNHKFA0SFDnr9UVlm6vH6E4ceNMtSuXdtPjhJDFWsxQC+nZOF6YO8v4QEdf4H0Qt2kpKToPL5kQV/rIn+e10IbQd36mnyq6zWvpF7jEgLXq502glCqTtdrVbYRtM1AbRedcii2EaOXv/aGOsFDcKQmdGrh2LHVhPqEuycMX1/3n0D6p+ar/kEZXUiY9O6qEycudSutWzdR6pZzHj0e+vGQF6ivC6ST9Zjdfsx6TqBtO31BoPOtx1DGvXv36nuZU2WFMVee4ANWvcw2dENfhvtSRRPKiv6vrO3L33XxbIJ7hVNlhUHilG6pqanaAHNKnpO6oX/Bb6K8uqGfx7NKpKZwfjlIF8RIbdUsNwmQAAmQAAmQAAmQAAmQQJUToAFW5ch5QRIgARIgARIgARIgARIggUglQAMsUmue5SYBEiABEiABEiABEiABEqhyAjTAqhw5L0gCJEACJEACJEACJEACJBCpBGiARWrNs9wkQAIkQAIkQAIkQAIkQAJVTiDiDLDifSkqAmK6qJBPVQ6bFyQBEiABEiABEiABEiABEohsAhFngBUtXyaunTtpgEV2u2fpSYAESIAESIAESIAESKBaCEScAaYpR/CaCtXSynhREiABEiABEiABEiABEiABTSAyDTBWPgnYIOCSYhu5mIUESIAESIAESIAESIAE7BOgAWafld+cxa4iv8d4oGYS2Jn2m+zJWCEu9Y+JBEiABEiABEiABEiABJwiQAOsgiQ375sn2w7NVzE9OFpSQZQhdfq6vbNly4G5aq4g6zWkKobKkAAJkAAJkAAJkEANJ0ADrIIVuC11sew8uEw4ClZBkCF4elQUfx4hWC1UiQRIgARIgARIgARqNAHQ/gn/AABAAElEQVQ+YTpQfXxQdwAiRZAACThC4NChQzJ16lRJS0srJa+wsFBee+012b17d6n9/EICJEACJEACVUVg+fLl8vHHH3tdbtOmTfLOO+947Q/XHZFrgKmpPYU5Irn7RYo5hStc2zfLRQIRR6B+/foyc+ZMufnmm0uV/dFHH5W33npLmjdvXmo/v5AACZAACZBAVRFo0aKFXH/99TJjxgz3JfGCcNSoUZKamureF+4bEWmAFReK5OyKl5w9UbLnV5HZY0UKssO9qlk+EiCBSCHwyiuvyDfffCNfffWVLvLq1atl8uTJ+u1idHTJbT8vL09WrVolGRkZpbAUFBTIH3/8wZGyUlT4hQRIgARIwAkCMMCee+45ueGGGwQeG0iPP/641KtXT8aNG+e+xIEDB2TNmjUC48yaDh48KL///rtkZmZad9e47dgap3EFFUZMhUMbo0RaqfgKRVFSXFAicPlTIv3uq6Bwh07XcR8QfE+pyUQCJFCzCeCN3ubNm92FaNy4sXTs2NH9ff/+/fLnn3+6vzdt2lTat2/v/p6SkiLbtm3T33v16iWxscFv2+jgnn32Wd3Bwfi6+uqrBSNg5ro//PCDXHrppXLMMcfIsmXL5KmnnpKxY8fKTrVI/amnnipHHHGE7NixQ44++mj58MMP3bpwgwRIgARIILwIwPXP6rLeqVMnadiwobuQGzZscBtK2HnkkUcKPC1MWrdunX6RV7t2benWrZvZHfDzsssuk+nTp8vEiRPltttu0/3VkiVLJOqvdXrvvPNOefPNN6Vz5866X/r222+lS5cu8v7778s999wj3bt3l6VLl2rDDX1ZTUzBe/KaWKoAOhcot0NfsRUytyuXxFyR2MQAJ1fRob3zYiQuQdmIJ1TRBXkZEiCBSiOwa9cu+frrr93yjzvuOLchhJ0wdKzH+/TpU8oAg/FljsNgsmOAQa7p4IYMGSJt2rTRRhj2Iz3yyCPy3nvvaWMLBt4JJ5wgY8aM0dfp0aOH9s/Pz8+Xu+66S7KysgQdKxMJkAAJkED4Efjtt98EL+pMgiug1QDDS7r169ebw9KgQYNSBhgMJ7xkRD9j1wCDMHhqHHvssbJgwQJ54oknpG3btvoaeCmJ/gl9X0JCgrz++uvy8ssvyzPPPCNvvPGGNrouuOAC/fJw4cKFbr1q2kbEGWDRMaqKfCzthJEwX4ZZVVeoS+l2+JAamYur6ivzeiRAApVBACNe/fv3d4tu1UoNv1sSRrysx9GJWVOzZs3cx+0aX+Z8jIJ16NChlK89Ord58+Zpd8R3331XZ4VLBzqyoUOHysMPP6zfLp599tnaKKPxZWjy0w6BArzJZCIBEqgxBDDKVKdOHbe+VuMLOzHyBKPLJOvoF/Z17dpVmjRpUsooM3kDfWI+8oQJE+TTTz+VK664wp31888/l/j4eLnuuuv0vuzsbFm0aJE8/fTTctVVV+m/V199Vc4991wZPXq0+7yathFxBhhGuBIwcurh3hen2h7mgcWokafqTn+NwFa3Grw+CZCAAwRatmwp+POXWrduLfjzl9q1ayf4K08ynaZnh4rODW6JcXElb3owIRpuJzAW8Sbz559/1p3igAED5JdffhGMijGRQDAC+zI2yvrdP0qStFFv0E8Jlp3HSYAEQoAAvDICJbi+B0p9+/YNdDjgMRhzpp8yGV1qJAL9EfolzwTPjmHDhsmXX34peIH40ksv6TnLnvlqwveS2dg1QVMHdUxq7pLYukUSFeuSOOVZ0364CEbGFj0kkrXLwQtRFAmQAAmEGAG8qezXr59278DIG9w+4H6Iic5vv/223Hjjjdo1ccqUKfrN5tatW0OsBFQnVAnkFWTIodxdkpMfOZHMQrUuqBcJ1FQCI0eO1O6F8N5AH7Vx40Z58skn9fywESNGaG+NK6+8Ui+rgvnTCBxVE1PEjYCZSoqvXyR1O7qknYrI3PEckTbqZd2yJ0UWTxLpeatIgyNNTn6SAAmQQHgReOCBB+SSSy7RvvTFxcVy66236vD0F110kXzwwQd6xAtREvFm9B//+Ed4FZ6lqVQCUZ7uJZV6NQonARIINwLwxEBgDgT7wB9c77GGJdLtt98uN910k6APw/xqzAsznhw1jUPEGmCeFZXYWEVBvEdk+TPKEHtc5Fg18lnvGM9c/E4CJEACNYcAwvrCncMzDRw4UI+AYT4YRsRMSkxMFESbysnJ0eclJyebQ/wkARIgARIgAUcJXHPNNYI/z4QoiOPHj9eh5q0uioMGDRIEDUHURrgvmmVVPM+vCd8j0gXRX8XAHbHPHSKNlOG18gWR3T8pv0QmEiABEghTAlbjy1rEpKQkofFlJcLt8hIwS72U93yeRwIkEJkEMPJlNb6sFDCvuSYbXygLDTBrjartmHiR424WaX2iyKYP4mTrF/bCEfp4yewhmV9JgARIgARIIHIIYE71nkWcWx05Nc6SkgAJ2CVAF0QfpBCOvtsYZYzVLpBtM+OkWEVHxHcdwt5H/u1FdaTJ4Xxpm1jLx1HuIgESIAESIIHII5CfIZK3TyRJufgzkQAJkAAJ/E2ABtjfLLy22p1dJHH1imXT+wmSny7S/Sa1ULOPMPXrChtKo9w8aVMP6yh4xLf3ksodNYVAbnGs5BYVixoUZSIBEiCBkCNQWBNcL9glhly7oUIkQALVT4AuiEHqoPngIuk5TiRtncjS/4rgjZ6vxLW7fFGp2ft+OtxaVmRk1uxCUHsSIIGwJJBWGCW/p2dIVmFRWJaPhSIBEiCBcCZAA8xG7TZRa9QhOEeucqVAmPoc9ckU/gTw4pYvb8O/nllCEqiJBLYWRMnsA6myVy0XwEQCJEACJFCzCISEAXb48GGZP3++LFiwIOCCavv27dMhkrHwWlWn+p1Ejr9XpFi9bFysFmzO2FrVGvB6JEACJEAC1UHgwIEDMmvWLFm/fn3Ay69evVrmzJkjhw4dCpjPqYOxdL1wCiXlkAAJkECVEqh2Ayw3N1euuuoq+fHHH2XatGkyYcIEn+vWzJw5U68JsHPnTrnnnnvkq6++qlJQuFhyC7VWmDLCEuqLLHlE5MAfVa4CL0gCJEACJFCFBLDmzJgxY2TDhg26f/r88899Xh0LhGIR6zVr1sh1110n6KuYSIAESIAESMAXgWoPwvHRRx9Jv379ZNw4NdFKJXRcixYtkv79+7v1xUKi3333nV75un379tKjRw95/vnnZfjw4e48VbUB46vvXSIrnhP5TS3anHl+lLhU8MPCnCjJSxVxFSu3tQqYtUVcNKWqqpLXiRAC/E1FSEVXUjEnT54skyZN0v3ORRddJFdffbXue+Lj/w7PA6+MgoICefLJJ7UWWMh69uzZ+uWik2q58vOdFEdZJEACJEAC1USg2g2wTZs2ydChQ93F79Wrl36DaDXAopSbxXPPKYtHJXRycFeEIeaZHn30UcnOVjHjVcICblhkND1dhS+0pGjlL19UVDJpGZ9wf0xPP2zJ8fdmYWGh/oJreqYjrhbZMi1RNi6Jkpw28ZKzJ0r2rHLJ7p+jpPejGRKb5Cp1CmTBkDQySx3868uqXTMkK/eQtDg8RmILYwPqFUxWcbGyBFXCgwDK6C+BAfIaJr7yGVlgW1FZ0BsJeuUHeJiwo1cwWdDX6O6rXNiXp9qDZxvBfqMb9CjJ45uhqU9fbQRykIwO0Aey/CU7baQyZNltI6asvvS36lXRNmJkOdFGft/1maRnp0jP2FFSO7+hl+qoE9OOvA5yR8QTQJvHSFb37t01i2bNmgkWqd61a5d06NDBzQfbzz77rP4O98OVK1fKNddc4z6OjR07dsjUqVPd+1JTUyUzM9Pn/cedybqxd49EbdsqOfVSJN+lDDG1RCXuU3l5ueq+HCtZWQXiSi/p26yn2dk2v+1A9zE7crKyskrunYmi++Ls7EKtGz6j00v6UztyrHns9AXW/IG2zW8dnjcVLSuug3sV2PnqQwLp4e8Y9MP909wD/eWzsx+yUEandEM9oL05Jc9J3VAHeE4MRd3ADHVRXt3M+XbqnHlqFoFqN8D27t0rdevWdVPDtj/XjYyMDBk9erTg5vnqq6+6zzEbq1atcjfyFi1aCFbKRuO1plj1Q3Xf3NSPwtxUrHnMNn40+HPnNwf++mw9Kl8WvaRGwJStg79iFZVKfZO1LyVKl3+VngNgZOHTXzqQ+afk5mdJ0yJ1M1H/PHU359mRZa6DmxzK6C+VRRZucv5YQH6oyYK+hoOv8uOYv/o3zFBb/vJYyxyMC/I6WRehKivU2kiGipiTnZ+q2B+W/OjS9wLUSbA2gjxMkUsA846Tk5P1w52hUK9ePUlLSytlgJlj8NR47LHHpGvXrjJo0CCzW3/C2F+xYoV7X+PGjfU9wd993p3xr41o9TIxOiVFimKzpLhWyQs23JuK1FIZ+MQ9IT+/fEaOuX+ZT89r2/1uvS9hu6AgWukW9Zdu3i8y7ci106/YkYM8pj8Idp8qizwws1uHduSiLo2edvIHygM5TukGWYH6wkB6+DrmtG5Oy3OKG9pHRXSr6G/SF3vuCw0C1W6AxcTE6B+1wYEbY2Kien3mI8E4mzFjhsydO1e7Kn7xxRel8mIOmUlwY8SEaIyCWVNB7doSV6heHaoUo0bJ8DazSZNkaxb3NkYr0PiRx1fKVS6HUTGeBpVyRdwTJ/WTmkicRSxk4eaFztxfStqbJHkF2ZJQK0FqxScG1CuYLHDcv3+/4GGhVi3/C0TjbRs6ytqKi7+Ea+FBxElZqEt/9Qw9cPPDXyC9UDcp6oHEnyzoG+itE96YoT4824grM0NqKUNaddcSq9pnSR7f9RasjaAs4ItJ/PXr15eEBB8LySGTSnbaiKlXJ2XZqVdcN1DbDdU2knwgWbIPp0qdOnWkUb3S9wIwR9nxYoeJBHwR8OyfkAe/BX/3VHhzDB48WHtswG3xwQcfdIuFUfbll1+6v+M4XhJ63n/cGTw2ig6mSZG6Tycnu6RWnLqnq1sU7qH4XSblJkmDBklS17uJe0jx/RUvNfGQ6K+v832W997c6AaSmFnSf+MeFVc/QVyq+6xfX+lXTt3s9AXemvjegzLipS/uBxUtK66AtgDDGvcRJxJ0g17Qr6IJZT148KBuYxWVhfPxPAG3W6fKipcYaP9OJIwmoz93Sp6TumFEHO0EL1zKk3CvQdmYwo9ABWYrOQMDjRKN3SRst2zZ0nzVn7gBL1y4UG+jIZ544on6YRYGVnWm6BI7zkuFYvWiPSrGazd31BAChfPniQuRNos9jeuKFUD1h0wkQAI1iECjRo30A7bVrdZXH4UXQSZCIh6gR4wYIUuXLq1BJaWqJEACJEACVUmg2g2wIUOGyDfffKPf/mOUAKHoe/bsqRngO/7i4uLk5ZdflsWLF+v96OjwxqNdu3ZVycrrWgnKc7Jue5d6O1H6UIJ6qeO5r3QOfgt1Ao6/cVLGV+afUZKxLdRLHl769W43Snq1vlyNGNQTl39P3PAqNEvjGAHMJUaQKHheIMH7okGDBvoP37du3ar7LsxXnDhxot7GfkT17dSpEzaZSIAESIAESMCLQLW7IJ522mk6qMYll1wi0dHRcvHFF7t96998801tfCFCIv5ghGESM9y4HnjgAduuG16ldnBH4x7FEruuSI94xSpXi2a9RPYuEln2hEivf6tgIL69KR3UgKJqAgGMfqX9ESPwHKpbve8NagIux3RMUm9DkuPVJPm1KlCOelHSuAdHpx2DGyGCbrzxRnf4efRR9913n7vkN9xwgyD4EyLzjhw5Uq699lqB22IHFZQDBhkTCZAACZAACfgiUO0GGN4wPvTQQzoaFPzZ8d2k8ePHm0057rjjtAGGKEuB5gW5T6iCjYKffhDX/g2S0LC31O1YLO2aiXQ6V6Tl4JIQ9UsfVUaYKkK8/+lVVaAlLxEqBCqyPEGolKGm6pG1LUpilAHWSAWz8xiwrqlFot5VRACeFlguBXM5MK/JmuC9YdJll10ml156qR4Fc2J+kZHLT+cIFHMY3DmYlEQCJFAhAtXugmi0x6RTq/Fl9nt+horxpfVSASxcKmKhZ2rYVaTPBBVqfZ/IUrVg8+HSARE9s/M7CZAACZBAiBPwNL58qYsRsqo0vvIzRbbPFtk2S2TNWypiq3egT19qRuS+/MIc2Zu+TkVFPRCR5WehSYAEQotAyBhgVYVl3Z45snnfPNmVsVz2ZaxXgaSUb1gFkr+36fWOUAs236mi+WWILFFGWN7fcUYqcDWeSgIkUBYCS/98X5btfFsKi/2vv1YWecxLAqFCoDg/Snb9GC15yp4ozFVzTLeK/HI7jTB/9XMwe6cs3/qRbDu4wF8W7icBEiCBKiMQUQbYJ0v+LTDAilxqwUrlipB9OE1WbPu80mDXaauMsLtLOsSVTyRI7n5/5lqlqaDKqaIVlywZU3kXoWQSCFECuQXpkpOfJnW75UoTFduH0UlDtKKoVpkJZPyhJpRaEu71Reo9w84fLTu5WYpAjL/QxaVy8QsJkAAJVD6BiDHAClTP9NO651Rk8b8Xg1RLLCuXhDWCN2OVlZJblBhhUdEu+eOpWpK1q7Ku5Fvu7h9iZPt3vo9xLwlECoHEVgUqYqkywKr+HUikIGY5q5gARsA8E1wQlacdEwmQAAmQQIgTiBgDDFPvY6PjfVZHQZHy36jEpNZklh635+uIiHBHDBaKvMjBBaOKcqO0e0olFo+iSYAESIAEqphAQvNC7xcKahRs7xKR9C1VrAwvRwIkQAIkUCYCEWOAxcUkSKdmJygzrPRbwyK1anJeQVaZoJUnc0IDkWNvyxV8IjrioU2+pczJayvL0rPUSJ3qSZlIgAQqRKBP+0ulT5sxeh2wCgniySQQIgQO5eyWFMxfbrFTEhqV9BPwrItSAYRbnaRcztV6d4seEFn1KgNAhUiVUQ0SIAES8CIQMQYYSn7NidN10I0oNREkWvVWsdEJkpzQRJ7+drD8sv5lLzhO74irUxKYI7m5WifscbUu1BrvKxQrAxFdKs0vbzbcQwJlJZAYX08S4+pL+up42b+85OG0rDKYnwRChcC6PbNlruqrVu/6ShbteFXSO3wvbU4RaXKcesF3rcjRY0QGPixy5CUi+1R7n6ei8f45U6T4b8/7UCkK9SABEiCBiCYQUQZYQlxtOb/3E9KmwXHSOPlIaaPW7zqhyw3Sp8Ol8tHif8nrcy+WXIQtrMQUlyzSW3WKmI+y/GmR/Ssr8WIUTQIkoAlk7YjSrr8cWGaDqKkENqbMlS37f5UiNZ+54K+onttSF0tGwjqp3UokSa1DiRStRsLanyEyWL3kazFQZOMnIvNVRN6UpSXH+f/fBBig6m8W3CIBEqhaAhFlgBm0teLqSnxMsvKfV4uzqt7qsoGvyhWD3lJvFb+Vx77qK9tT1avDSkyxiWqBZhUuuIFaL2zFs6pjVD77TCRAAiRAAiTgj8CmlHleh7CMyu5Dq732Y0e88rjodpXIgAdFajUWWfm8WhJFub9nbveZPeJ2Fh0WyU4RKciOuKKzwCRAAiFAICINMF/cj+84Wu4YtkjiY5OVS+IQ+Xndi76yObYvRsUD6TmuxHVkpbrUbu++1bFrURAJRCqBxVvelZ+3vikZ+Tl0643URhAm5a6lfNijxLvL3n1olRoZW6CWVUn1WVK9HMpEFQjqJrUe5X6RX+9Tiza/rdaoVIs4R3LK3qMClsxX87E3RDIFlp0ESKC6CHjfzatLkxC4brN6XWT8sAVyfMfLZfqScfL2gssE6whVVoKrSPf/E2nev2TCdPpfgTlchSULa1b0usWYjc1EAhFM4HBhlvyUW1fmNN0t9XqqGZYxEQyDRa/RBPCSMCoKXbYJJFXy2Si5nazf86NMmXOWvPLjCFm5/Qsp8jHpq1lfkUFqBKzT+SJ7lOGB+WHbZqn5Yaq/idTE+0Gk1jzLTQLVTyAiDbCDBQXy5+E82ZCVLTtz80rVQlxMLbl0wMty1eB3ZUPKHJk8e4hsS6085/lo9UCIydOtTlTzwZZHS862OMncFiU7Zov8dHPJIs6lFLT5BW9Et6b9IsWR3LvaZMVs4U/gcJM8SWrt8g7bHf5FZwnDhEByQkM55ahbpG5SC6kVW1caJXaUk7rcLP07XSWndrtVTur6L0nN2iqv/nyB3P1JW/ls6QTZfXBVqdIjWmLHc0rmh2Fh8vXviyy4RwWEWh2RjwKl2PALCZAACVQlgYi76/528JCsysiU9MIigSE2bfsOeXvrdi/mfTpcLONO+0WFr66jXBJPkJ/WKgf6Skp4qXn0WPVeM0YtDV2ooiAWqz81eIV4ICtfKN9FtyujceehZSqcPUfBykeQZ5EACZBAaBGIj01SxtY4ObHLTXJc64t1/wQNsb9vx0vlrrN/U14cv8px7UbKr5vekEdm9pQnvh4ov2x4RXLyD7kLk1C/5MVfv/+IxCWJrH4+QVa/kCBwy2MiARIgARKofAIRZYBlFxbKF3v2elG9f+06yVLHPFOTOp3kppPnyIAjxsgnS2+TqT+NLNWJeeavyHe9FJln7Hn1/eC68rsjlrirVEQrnksCNZtAv45XyDGNBkrjhNpux62aXSJqTwKBCbRr1Ecu7veCPHLhTu3JgZeIHy/6l9w1vbW89cvlyl3xB3H9FQ60XkeR4+8V6TImX7J3RcmCu0tGxRiYIjBjHiUBEiCBihJQs5AiJ+UUFUlCdLSUdjoUiVWPZhkFhVI71hsHXBIv7v+idG5+onyw8Hp5dGYfGXvC+9K+8fHOgoM7v4/5KUVcv8VZzpQWUQQQVGdk0xZSvK2RZKbHSGIvjDRHFAIWNkIJoO+CJwf+0rK3y8LNb8uize/I0q0fSoPkttL/iCvV3xXSqHZ7adqvSBoeVygpc5Jk6zcqKJSaI9ZppEjrk9TvJaJe00ZoY2GxSYAEqpxARN1a68XFSa0Y76evTGWY/bz/QED4vdtfpKIkLpak+AbKJfFE+WHNZNmfuVl2HlwpKZlrVQSqtIDnBzuI9cGwQLOZXm3yJ9RTBqIKW89EAiRQfgLZu6Mka6daiNlzlLn8InkmCdQYAg2VwTWs+71y/3kb5ObTv5dOTYfI7NVPyn8+7yzPfX+6LN/+kRTH5Gqja9BjIg27iax9uyRiYtraGlPMGq2oi4uS1ej6o/IkUFYCEWWAxavRr9FtW2tGUcrUiVbrgCENaNhAbv19lZwzf6GsUfPD/KUmdTvJv8+cJ4OPvEY+WzZe5q5/SbLzU+VwYaakZKyTTWqhzIqkZv1cEl0LgQLUnxqMq91G5PBBkc1fVEQqzy0vATyrF+VH6bl45ZXB80iABEggVAhg7csjm58kVw5+Sx65YKdyVZwi+YW58sHia+ShmUcqL48bJaV4kfRQ0Xn73lUy+rVURU5coaZA56gQ9kyVQ6BYhT5GAJW8wsqLulw5mlMqCZBAeQlElAEGSE0TEqR/g/rSOj5e2iXWkpuO6CCfD+wn0/r2lpTDh+W0ufPlnlVrlUuib9+/uJgEGdH7ib94l36dvnnfPDmUs7u8daFdPRJbFUjdI1zSfpjIwEkiHc5WBthnIn/OLLdYnlgOAngZmbcnVrJ2qIiUP4jMvloZY2rhTqaaRWDh5rdk9pbX1e+Z64DVrJqjtpVNIDG+rn6ZeLt6qXj70CXSr+NV8vuOGfLkt4Nl0ozusrzoael2R4p0G1OyVtb8iSIbP1Fzkj19+Ctb0QiQn5m7TwVNeVPWpXwdAaVlEUmABEAg4gwwFDpOjYQ1iovVxpiZ93VasyYy98QhcvuRnXRkxIE//iKf7N7rnqyM86wpVvnXe6YoNbnE32KYnnl9fXcVq6d+JDUwZ/zuO18g0v5M1fFNF+2bX5KB/1c2gYPro6RYjX7BEEMkf/yVNyJlZetK+b4JuNRLlIK8dJmXV19+bL5b6vcu4vwv36i4N8IJNKvbRYYf+5BMGrlVrjvpc2lat7N8sfxuuffzdvKV63ypf/PX0ua0Ytmq7AOsH7Z7Ht15nW4yMVgjgIkESCBiCESUAQYDpzglRVxZWT57j4SYaLlNGWC/nDRE+qhRstvXrJMLl6+UVekqHrwl4UbZVEVI9EwFRXmyI3WF525b34vWrFK92i6l119GmOWsIy8WafcPkQ0fliycaTkUdLP0GF3Q7MygCCAiZYkBXOKiqqEokJgLUZRfPkS+FkYtn6S/zmLFBsVXOO8XKVq7RqKKCiW3YZ4ktlT1aqnSoAKYgQQijEBMdKwc2+YsufakT+XhC7bLub3+KweytshrC8+Vt2JbS9alj0lC60xZ9arIogfUyNimCAPE4pIACZCAQwQixgBz5edL7v33SsG8ueLatVNit29TT9q+3QzbJCXKW317yVvHHStp6ryhvyyQO/9YI4fyS/JHq6fz60/+n66CaBW60IR7b5DUWqb9OlZenD1MDmRuKVMVFe/cJa505f/tJ0pAl0tFvYEsCRG8+yfvQCK+LratsK7syTssfFb3Rcf/PkTJ8/WcXqyqvzwP8D+vf14WbX9ZihxcFDt7b5TkeK+o4L9QEXrE/DYjtPgsNgmUm0CdWk30As93n71Cxp+5QI5rM0IWHHhC3mvRUDafNE4yM9Nk8UMu+f1l5a79VwyqHWm/yfa0ZbIrfXm5r8sTSYAESCASCESMAZYz8XYp3rFdrW6shjD+cvVz7dyhhjT8L1R8UuNG8m2/PnJHl87y4Y6dMuinufL+9p3aLbFh7XZyTs+HBYE56tdqI20b9paBnf+pQtR/ILsPrZKHv+whs/54VD10+zbyytO4jrpchQU+WWTTB7Gyd15sUBHrixrK9rx8tRgzTbCgsCwZEHUyto7aoYKhWBMig5XHS6RQDZsV+xjZtMou07ZSa/+SGNnza5nOisjMx8eeLMfV7yfNE+uooDvhgeDDDz+UmTNnhkdhWIoaQaBd4756ORasLXbl4HeksPVamdG9pazuervsXp4lv0wokhkvfiOfLZyo1hmbI/P/fF6emDXArwt/jSg0lSQBEigzgSL1TP3AAw/In3/+WeZzI+2EiDHAXAdVOEEzx8rUsvruyijtXmgOmU9ETryl8xEy7+Qh0r9hQ7lNRUscrqIlrjyULlhnpU6tllIc20iyimOkQMnr1e4CueecVTKg0xiZueI++a9aNwzBOZxKR10p0nxwkWx+P152zQ0uFVGvmMpOILmlS2JUREoMhcHoqtVIJEPdT7KUl2goJFQrqzZwTUQlxEucWoD5vPqNZNi+tpKujFaX//ctgYWF0NGPP/5Yvv6ak/VDqEoiRhX0eX07XCL/On2WPDByvXQZVk8Wn3KibG72ssQvOV16rHhLkjI7S7HyDNmevVeWrPxej9TnMoJixLQRFjSyCcAAmzRpEg0wG80gYgwwSfAOmqGGp9TTtT0ErRIT5fU+PeUjNSKWrhZtPmPer/LZrt2yVBli25Sb3+bsHJm8aYvszM0VRJe66Pjn5PYz50tsdLw8M+tk+XjpTZKTr4zACiY8dHe+rFCa9i+U1W+UTIauoEie7oMAzNZaTQulfqdiOeJctVTBQyLx9UR+e1oNoga22X1I467qIBA7cLDEnjFMXHXqqIfAKMne49fDtzrUK/c1P/vsM5kyZUq5z+eJJOAEAXiBDOtxn9w7aqkknblE5qlIwrm1dkjLfSOlbspTyv19gqxe1UBSlhfJqtfUHOaPnLgqZZAACYQygXgVYbxATe855ZRTQlnNkNDNnvUREqpWTIn4kReo8IfeUYYKFy6QonX2V5o8sUlj+enEQXJX186y4lCGHFajXoXKxa/oLze/ixYukcK/RtrgtjFh2EI5X4WtX7HjE3nyuz6yeMu0ihVEnQ0jrNNl+dJigOiOja5oFUYaVAAWyu51mwrBnKuMsMlqMNU5z9Kg12aGmkvgueeek2+//VZuu+02GT16tKxfv14X5p133pGLLrpIzjnnHHnmmWeksFCF2bSk7777Tq655hoZMWKETJ8+XV566SWZMWOGzvHiiy/KtGl/30dSVGCh8ePHy9ChQ+Xyyy+XWbNmuSUtXLhQHn74YVm6dKn885//lGHDhslTTz2lPK/DYCjQXUpuVCcBeFl0jjlGjsoplgOt7pVdzT6SuIJ60mr/cMmPTZdNzV6UtUfcLT/+MUXWL2LUjuqsK16bBKwEDqull9DPLFmyREaOHCkTJkxQjmLFkqE8w+655x4544wzdJ8yZ84c62mC8/AS8LzzztP9ytq1a7WcXbt26b4MMtetW+c+Z8GCBXLllVfK6aefLrfccovs2KGm//yVXnjhBd1nvfHGG1rexRdfLLNnzzaHw/ozcgyw0/8h8ZdfJaLckiQmRorr1pWotm21UZb730mS98Zr4srOtlXZCGN/Wds2EothEo+0/3C+7M77e6GU6OgYOaXbOJnwj6XSrlE/eWf+GHnu+9PVws0bPM4s21dE6TvmGuWOeLzIH6+I7F1UtvOZu+wEkpqJHDdOuSJuLTF8yy6BZ1Q1gQWbXpdvt0yVg/nZ1RKMBsbXtddeqw2gLBV9tXbt2roD+ve//y2dO3eWgQMHyuOPPy4XXKBeEP2V4F4IwwxG2aBBgwR5J06cqGUgC4yzefNK3JoPKtfqXr16aZdEnIPO8+yzz9YGG/Ju3Ljx/9m7DvAoqq79bkkvpAdSSAIh9B56VxQRFRGx8imioigW7H72hr1iQ/S3fXYUFRUVpRfpHaSHEGoSCISUzbb/PXczyWazCSEJIZA9eSazO+XOnTOz99zT3oM33nhDCdH4+Hj07NkT//3vf5VSJvs95OFAbXAgNWYEIotCEWgNwPGArcjzdeR/hB5NRdKe2xGVPQTpjT/F5K2t8cR05lQvnaBqjhV4wglqg/2eNjwcqBYHxFP14Ycf4pprroEPa+Tm5OSggFFcXbt2xcyZMzF8+HAYjUYMGzYMn3/+eck1brvtNjz99NNKnojHa+DAgaodkUcig6RNUcaEZsyYgX79+uEoQeZEyVu0aBHat2+PnTt3qv1iMLzlllvwySef4Nxzz1XGwSFDhmDjxo1q/9n8z3g235zrvXkPGAhdQT70ORbYQsM4k/aF16Bz4e1jRtH302Bdswo+o6+HsXsP11PLfZfcMHdJOLmcNGm1xZxPCiFC4vW9vsSOw3/j22V34fkZnXF+uwdxHhcp7lwdUkrYLQ7k+vVEohL0vujU6rTkOaeqHAhNAdreSAXsA0AUsjgWzPZQPeUArXRWUx7+KQxHZsw+jG0exN8IfyR1TH4MX54zZw7tPgZs3boVYvETD9bVV1+teiLKlyhj8+bNw4ABA3DnnXcqq6J4uoTEa9W2bVv12fXf888/TzS6XBVvL4JwwoQJiI2NVQrbmDFj1OFZWVmYPXu2EnqyQQTjrFmz8Pjjj6v9nn8eDtSUA1KaZUCbO3G84Asc8KJ31dcHeXk6ptDquRgQntMfA5YvhS0wB/kdf8f6whexcOsUAuMYkBTZG21izkPrmPMRH9aFYtWNZbOmHTwTz2cKsls43jPxXjx9rtccEBkkskRI1vv371cGv0aNGmH8+PFISUlRURajR4/G6tWrId4qkWmieAk1btwYTz75pFvQHZFnouBpCtytt96KpKQk5WH78ssv1fkBAQGYO3cuM4L0uP12GmyioiBet4rknjrpLPh31ipgdoYEFtITJRq9M+mp3WvhPhKGU8hJWv6A3kysagn9t1+j8J23YJvXHrZRV8IaFKxeqCJBTnRDfUIaYVF+eWFx98o1eDq5GUJY7FkjuZb0qWlQf9wxYAH+3vIiZq57Dkt3fInhHV6B195F2JG7EBmEajt0rDMKaSnPyXF/Xa0tsV4IxXMeZyr0x7p3vJA8Ng+h7S3q3ikFYZN7VHwwaV0ps9ba0nhSZmfxF7FoCOXRQyhtVUTSlhxbWVvCA6H8/Hzlxq6NtqRf4hJ3Jdmu9d11n3yXvoi1x+07wnsRspTwr/S+/TkXjjnfFzt/In8DzQjrYiK4pvtnJW1ofTObi+iFsfN6pW3Jfo20Z6E9V22781q7H7mexaKrlbaq8lyFV1XpV1Xaqqt3RLdoIYqOrocuogOOheSiyPcorXA0nDiReKW0d9Jpc61+FGuiKF9CEgoo15OQj7Vr15ZcRzxjsq9Dhw7YsWOHUrq0nW3atEFiYqL2tcx61apVGDx4MET50kg8YC+//HJJuKMogGJx1KgpPf/Lli3TvnrWp4kD8juQUB/X8aei7uj4ruo4/sqYVWTneMOIehlbCgsLuBioiJthy3GMWxW1UdF2bcyubByr6FzZrqMRQMdc6FZRQ2EPbIXsmATkLJE9jvHesdYhJDYA+sVXorf+Svi3OYxjybOw1f4Jfl//PGYQtMrfOwzJkQPRIvIcrgcQ5KqxsoifaMyQK52IjuUeU/KLhn6H/MkV2egFQ54VXjnViynX+lXVZ1hRH3MLHX3zMwSqPlqKrKxHqYfRzw69t8bDis52v10bs2vaN611kU/yvtVWeyJPaqst7f2trfZqs2/ym5L3pLp9k/NPtYzq0aPU6SCyQRQqTSGT5y9GOwl1z8jIKFHM+vbtq70aykMmCpgriUcsLS0NkyZNKrProosuKhMqn5qaqpQvOUiUMDEiimw+26lUQzgL71RcqkFMwHcmC7cZTI7JkIEP2nEMJy9y3AMPwbJkMcxffwE9wxK9ho+AvW9/+FE7d0eDoqNw4KA/fNmOH4s4d48Iw7kd/PDfTZsxfM16vNGhLfoTyl5IBi4ZwPz9/RHEvyt7voE+LW/AN8tux/8tGYE++1JgDjARrtxKsI5sbMn8HW2CiP7ghpzb0nZ3vgNUwAhR/3EAOkywqfuSffIyl9yjdrDT2jGRt6h+OW0u81EbeGUiJ21VRNKWDFxizaiIpC1R4nx9fdVS0XFVaUsGNWlL+iXtuZJsr8yaKvvkvErfEU6cZXIbFMTZjhO1upLK2REbdn8TiMBoA0LbVcwXOd9UVEBXvpfbtrRm5bnKPUm/KyIRNCZOdLyYz2jgO+faL+08d++Itk9bn8xzlevKu1sRnUxbdfWOWPhsDccdv3Xhlyg5AUbHd+0+TvSOaMfVZB0e7hgDpA0RwhLSIb8j53fzjjvuUNa+w4cdBZUkXNCZQkNDnb+WfJawjtatW5d8lw/R0XTNkuSZCLk+NxkTTrVAVxf2/KuUA/IcZKx0HX8qOsnG35+N7428O/I+C8nYIt9lCQiQcap6k3UZR+WdqGzsqahfst3O+7CqflhUn/RWO2LOMcP7J0b8FwB+kUCHO6zwi9CjkOPm/oU6LmEwrL8KncOvxAV9zDC1+gfb8mfg3/2zsG7vD+pyMSHt0SLqHDSPGIC28efCWM1oEWks3xag+iafZdw3BvijwEfHe7aTb+Xlhxx3IpLfmBgTq/oMK2rPZsh1jAlWnWN9PACZS/l+xNrRuGf1nqk8Txkfato3rc8ikx2ysOycStt/smvhXW31TeSTjKe11V5t9k2MLNK/AMofPft4siS/dWdZcbLnV+V4ZxklSpPIDBmfNBJ59PDDD6ttIqNExogc0ygkJET7WGatKZ2iUDmTnK/JJ9nuOmfUDJbO55yNn0s5eJbdnbywsrg+SBtfKgmMUFRyTOmLZujbD96dOsH05f9g+eYrYBmTq266BYa4uHIckrYaM9SiDQfy9sFB6BoaguSmoehFpWvCmnW4evkqjEtKwCOt6F3jsTIgOvcnIaKLQkq8838yeS8dZOW4Q8e24XDeLlVnzPXC7toSA7soYWveEkXMgPyreI8y13Rzj87tSVvu+OR8jPZZjnXuv7ZdW8v+Ex3jfGxlbck++YFWdow2KFV0TdmuHaNd13Xt7t4d74jjSHlTHO27ngm0H8fXY5IN/07xQ8iTOvhHlT9Gtmh9kHVFbclxss/1HZHtziT7hWqzLUefyiomzteU/Sc6Rjv+RMfVZlsnekfkOfb2Goy00GbQB4TAi8qX6/vk+l27j1O1Tk5OVkYK8VJJ/peQvOeffvqpCvMQ75QII/FsiTdMSCyPa9asgVgNXUnakzwzZ5LvIhzbtWuHTZs2Oe/yfK5nHJD3r8rvoIwPxWOIGlM4FMhaio07xgORd9W7Qfldnmjsqaxl+a3ZpG/FfZFjvfz0SByqQ9P9QFhrnTJUyfaACIJIXQqFLntkM5AxX4c9M71hm9EfiW37o09/KpYD9mFr5ixs3v8nlqd9jnlb32Sovh9aRA9guOL5KlwxulFLaa7KJHyW+xRRq41D7DI/V59vwjPhfZWfYQW9lfPVM+V+rT0Ddez60Dety9IvrW/atpqsa7ut2m6vps9U44306xjHeBMV2BgfGjHl/TuJmbecX5ckMkXyjAVKXv1eeHGJypDcrcjISGUo3L17N0QRC2NpJiFn4Ce1ofifyDNR2kUm9e/PH3YxyfGdOM9u6FSqeTR0Tjjdvy4wCL7jxkN/970AwxYKHv8vTN9/B3txyJ/ToW4/xvv7YXqv7niYBZz/Ly0dQxYuxpYK3KkisAyEqndHJkueu80VbmMYPjpSCQulXBILY1G2AXkZOuxbyMK9pdFOFZ7v2XFyHDDwsbW9rQgGH7uCpzfnn9z5nqNPLQd0fr7Q+wViGK1z5+6LQ87S018HbNCgQWjZsqXKv5IkY/E8PPnkk3jwwQcRTGAgUZwEJUqAMqZOnQpBMbzpppvU5NgdtySefvv27SrkUHLB5s+fjylTpigQD/GKeMjDgfrKAZlXSnH7DrcCA2g4bP0fMOyOBsR3aUh8OAYh/1yPyxO+wNOX7sbtA//GEOZLF5pz8cPK+/HMz+3w2A/N8dU/47EmfToKio7W19v09MvDAXx7MBOfpe/Fzpl27P6NDHHYUeslZwQQQ0INpZiyeMMkH0wQfH/55RelTElOcrNmzXDZZZepvOWvvvoKr73G+jxuSJRYAaGSnGcBl5LwaU2ujRo1ys0ZDWvTSejhDYsxcrf61m1gf+wpGH//DeZffoaF3jDfsTfB0LKVYoadEx47w8bc/ZjE1SwFnAW2/rbVa3Hx0pW4v3kSJlApc7VoiFUPabvLMNhiK8LOzCWIC+tYZvuJvohS0PluCrDXWa/qCL1IBToUMqpp7WRaHS8DEi88UQue/SfDAZZ8Q5vbTFj3ip/icZf7+N5UYIWW/C8P1R0HjD17Q0fLo/3QIRRm6mDmhE8ciHVrTyx7vxJO8tNPP+GGG25QeVkS6iGeLklQjoiga4Ak6FJiWRcLpChoY8aMQVpamtswWwHt+Oijj3DffffhscceUwqcIFfJNg95OHCmcMCLjgFGGKolN505J/NZ43IxkD6L2QEJ3oikQfPcAf1xQYdHqGwdw5YDs7F5359qWbTtQ8pUPZIietIz5gDzaBrOnBJuc6ZN+/7A+oxfmC4QiW7Nr+AuXtRDHg7UEQe86Gm1W1jChjJIZgKnUw5VdsvdunXDF198gbvvvhsvvviiComVPOPJkzmJJIlSJTDxoqgJDH2TJk0U+JOUWnEXwiy5ZBKmKyi9YmAUL5q0JXDzDZ08CtgJ3gCdxNhfdQ2MvXrDRKj6gknPwDhgEJOdCbe5aSPs8buYU8Z8DasDqMK1uU4E6virfx88um4Dntu+EwtYuPmtTu0Zulgac37TgG8wfWkPJTAEFUoQpaKDU4iWOBprad27ttcHkKKXVSU7u2I+zp+3U9qI1K3a/gMQO5ChITWRO/V55Kgqg2r5OInT73g7sIpGoH8/o0J2Q/kLZNn8cIQFvBvTW1Z/h97y/fZsqRkHxOrnSuIBk7ookp8huQHO8fdyrKBLCfS8lrgseYFiQdRyu0SBc6axY8cqhU6slpI8reUHyTFSF0wWZ5JYflk85OFAfeRAUFOg1WgghXm2h1YBe+YAO7/xQdr3zG/sRhnWPxgdW12KTk0Zx0iSki6aMjZr48v4de1TBPMIRasmg1WooihlP658CKt2f8/Jr5nKmgH//TEKj/fI5tm0oHnIw4EGygHJi9bSGpxZIAi9sgj4hihMEkaoUWZmpgJ4krqUmjNhwYIF6rN2rHObcg0xCErdMDk3ziWdR2DqXUlC8BsCeRSwKj5lQ0Ii/J54GuY/ZqJIcsNULg4n0zarasG+h2a7JlH8XN6u4U+LwaTWLTEwLBQPb9mGQfMW4RUCdAxr0lid6+sVhJGpr+HXg+8hIiCZULxd0SUqGq1T/RhicRuendERI7q+iL4txpW88JV120qnnN4oE/2yJDD1ViZEV1cBM+XoYKNRsaJcp7JXa1jfCLSHVpznigLm34SexgvK3v/Komj4Hc9H48CKAUrKnlF33+RVVp6h8q9u3XXiFF1JoK63Zh1Ae9NERPg6WSRO0fVOplmB+HVHzzzzjEqCFhh68ZBJoWaxIEqh5YpIBKErcEdFx3q2n/kcyGE4/LeHs7BHl44dmRZM9JeoDA7OZxFJSH3jHgxT7GxB7gEi5q0MwN4FDK+nZ0xAPWL7E42WQGzRYSnKYDmw1QSi1hZhx6FFKndMlLJVu78r5YiIRI5xdgJd6XVGiLLWE8+U7vd88nDgFHEgzNsLXlKD9gwjV/AM6b6AaElBZfFsScHl9PR0VcBZandVJNPkPAmJd1W+ZHtDprNrxD7FT1LHBF7vocNUIedyl5JQp2OVx6GfS3COuQP6oktoI9xIqPqJa9cjjxZwIZlAidXO14sFootDJzrEX4LHLlmPjvGX4hsWrpQCzlm5u8pd2nWDVyC7WOpgK9ltJfq5t/s5X8kxFX2w2iw4uNig8smU7lnRgQ14e1OG0DQ9D9j6tcNy68oKzVrkuv1kv9vFxVmLtH+eARmza7HBetKUnUqLneiTK4oiMa/pPoT0tKpaefWkexV244MPPoCgHgo0cFJSkkp+lqRlj4JVIcsa1I4CypqP0zOwt8gMqTuZUVCIKTvTkG9xGAPPRmb4hNnRfATQ71Wg6/1Ao2YEBqAjeP49jDzgtoMraAulKDUyBr9lk0G4tMvzePiilZh0+R70bD5GKVzOfLExFmxP9mqcbJ61cxuezx4OVJUDI5mKMjahKZoN0yGRWEqc7p2xFBMTA6nfJcAaEnEh4Ykip777zsnYccbeXd123OMBqw6/qckzdqjMmTrC7sIl5rzMAcVfInnuF91TCc6xG09v2oLF2YfxbueOoAPFLfn7hOL6vp+gS+IofM2E40m/dMKw9s+gR+JYt8fLRslBiulPYbxevhClSdRsfpUcsJNB35G2hLYy3v5g1h5E265m/K/nlXFwxf3/ltcQ7vggWf8e0O1RBrgkuD+uultz8jNwpGAfjPbo6jZR7jwLw1XtfGfqEzmHMFS3X5al/8CWuQW6kDYwBRcpq/mZIPgkRFEEnIQeCkKic0hhdXnhOe/s4cCfBw+JI6eExLFjpVVs+r59GJ8cX7L9bPwgv9/wdo5FADv2L3Hki0mOMwNJEENgUfGMBcY57j7YrzG6JV2D1bunwWTjCU6UazqEvze9Bu+cXCQYGqFd3DDmXHuQ2ZxYVPJRFFYP1ZwDgmx5NtAVV1wBWaTcjQfsqfpP1OMBqwbvvIYM5Whf+ksScIWsRpsQemA6bCfwgmmXG5uYgD/79UYQkxIvWbwUsw9lIZ0W+/V5+VjFPLFZFLLOk9D2FA6PXLIOnRMux/TV92LKgouQmbtDa67M2vzXLBh3b0BgQgEnnXZEUqZEdwd2/eJQDsocXIUv+3I24mDuZlWjrAqHN+hDRNntcBtDZKgfrSYQSsFWamNSDLyW3Iar06dh/f4f+CzOXoGYX3QEeeZDDf59Ewhgj/LVoIeTMjdv3bUTNi55Ujy8zB7aAzm+pFF2NCSSSA+JOOjFKMKeTzFckflhEqK4+BFg6dOEt59LvhRAecRaE7peIwk/NBhCMG7gdLSLvRB+RFL6Y8OLeOHXbnj0+0QaOm/HhozfUCQne0jJmt1ZK5F1fLuHGx4OlOGAR/kqw46T/uJRwE6aZYxlZYFmr3POdZxJk5w9wA+F3eLgtWsJ8h9+QKElVqXZlKBA/Na3F25tlojZTE5Myy+AmRA5Ys3cdCwX967bWKYZf+8Q/Kf3R7ix7/eqRtikGZ0xd/NkDpCuIWkinmkq5NNlRKOyBgowhAis9VOoC7geXuYq7r/UVvic+9bPrq1GP6DLRAefM95dDVvGXsbHVIPpFbBFgFrOZlqx60us3PM5TISclrCimlBvw3noGdoPiawDZuBPwkMeDpyJHCh4/x0UffcNLBvWI2XnDrfZXnOzsjF4/iJ8tScDhfScNiQKTiSM/fWEs3+T9RlvYQg+0202fQzMuxPYMBUY2eQbDGdYYkyjtqxdNAwtu/yNtONBiNJ1xTkJj+KlKw/h1kE/oS0Vsg17f8X7c4bjwW+juL4UC7dORU4+x/AGSmbmLmwkT7Zm/tVAOVDz2z7CiKlMeotcDSc1b9nTwpnMAU88WTWfns81/4E+PAL6I1/BFtEYuiZx8H/2eVg++QiF77wF47Ie8Ln+BuiCGBdRCXnTyn1vSjKeYi1V5x+nFlLyYMtkRDshJkpTrZucj4mDl+CPzU9i2op7FLrT6N5TERXcosIrCfBGu3HAiheJKPUzi2A6AKQqPN6zo2Yc8A13lAPIeBY4vo8zfwfCeM0abUBni5J5cE4AjlLXlNIJ1dE5dSyQrjMX4YLQYJj2xOLwXgMaM0SpojIBDYi9nls9gzgg5U+sSxaX9Lj9kWw0P+aPdI4pvpKXTCNgP+YXX9I6DB+ZtzO3eIMKbx/dNA7XMe9E6lI2FBLFqwl/47LkZxLKfr7DKya1MC3MqU7omI/C0HjsOuANyywL2h5yhDDmHfBFu6suZBgiBxtSxuE1CrJePGFfL72NLjVC5Id1psdsGNrFD0NTAmU1JKOkeA0blkpfu7+YaawDZjx2HCO2NAdLbp/xeWC1y52G25pHAavFZ69n4rzfPffDvGAeTF98Diu9YT5jboAxlfF/lZCEGhrFk+Z6DDcUVuA58fNqpODpuySMwpdLbsHzv3TBxZ2ewcDWd6rQRQnjKjQf5efSYTOsNSezROfbyeRlQe2TRGYPnToOCH+tvViTbQ9rsR0wIne3DukbgACCXwq6l4cq54CtiKibXpUfU9leY/eeJXXATNk6WMQDVu5HVlkLnn0eDpx+Dlj+3VSuE0MzdiNOdwi7O3THxV4JaHc8FMzzx9DE7tiSexwf7dqNj9LS8c6OXRjSOAoS8i5KWkMifyIlJo+ksXEEkM1xdyOVsJ2bgdxNgcjyMyKiiOMzF6HdMykPk0rHZckFk2Voh0eRW3BIecU2ZPyKvze/jpnrn0WQb7RS1to0GYq4IBnMq4lupa7u+ddQOCDTMakD5iEPB4QDDVoBq6W0nHJvkle/ATC0bafqhhVOfhPGnr1gH3UVE4PcWyIDmAcWx30ZrNXlTAVUvn7dfxC3METRQAXNHUmNk0cuWYvpKx/ADyvvpzdsGlI2G7DXkE4h0whp2UvRtdEgnhqiTk++HMiiMFr/viN23l2bDX3bjoMLsTN3Cfbp/Rn33oXsoCSvJklNG2M2w0oL9WBtbVAnViExUhw7cWg1G/WcVmUOSH5mbaNGVvningM9HKgFDuiCObmXnGPCPztT7L4Mot3+iwiJMzeEcpdDRrRkaPtLLHPyaOsUfL1nLz7enY5R/yxHCktg3JiUgMtjYyAyp6GQ5OWqMiEJwLEtwLYVjGs+Xv7u98wuVcCc9wb5RaFX8g1qEZj7rQfnMkfsV4bl/YYl2z9m3U4iLzYepEA8BMgjLICDvoc8HPBwwMOBE3CAQ1PDJbuXDUY3cO21wRF9WDj87nsQPmNvgmXNGliffAz2tWsqbPo/TeOVcV7yVIyUGI0ocEdRUD69eQsuWvQPNjMnrCKSOmJX93wPdwz+A+nZK3C88BDzyCwlIAbLdn4OieMWEhREiZEvuuRWDwAAQABJREFUyAa2fFVRi+63NwTDzc+rH6O18zfWkzGp5ONjhQexdg9dhtUkqclmyS+rPGtFsWWfh04tBxZufR8/75iCLFN54IJTe2VP6x4O1A4HvIcyLE6Qd7XYWYYdClmTmsGenQXL3NmsT/k7imb9AdvejJKLBlOGjKPxbvHAfkTe7aqMfA+u34ROf83FYxs3Y+fxvJJjz/YP9uKcOAPZ6B3BchRuZj5H/gWWP+8Aq8rd454jAnPfhoAeV3R/E0+N2IYHh67AuS0fYLRJLr5bfjce/6E5Js3oApEjOzOXuMnPdt+uZ+vZzYFI1gCL9uXL5yEPB5w40HDMYE43LR/tehsOdstGfLsolz21+9VrwCAY2nVAwdT3YZ/yLgrXr4XP6OuhCwgocyEfgx79GSKSRk9Yi0B/nMf6Cq0663FVfKwC4zhvwWLckdwME1s0L3Oe85eWTc5R4YfO2+SzhTP+fTkbkBCeqnYFxQMtRhFe/iv6xdrpEdzK9Yzy37dbQhFQYFJWVM3SWv6oM3uLoF79ueEF9LOnlNyIeE/2HlnPJOxUhPjHlmyv6gcrjdbuhL0AoYgiJhOC00lW6cRZSnaixaGwEGtYBywnYS/GJQdzDms4S+/Wc1tnKwd0Pr4IeIuy481XYaM3Sx/vB32vLrB4tYbBvyWMMV7QrTlC8Kdfkb/wM+gTk2Ds2w9ePXpBFyx1JXU4NypSLbvy8lgCJV15xqYyTPEcxi2KV6xXPSwQX2vPs6gINnoL7Xqi0ZL8Y4ugK9VTSy6TdDE9ZLuA7dPpJWNJI1aAUZ4z8Z6Ft6Vh1E0AS5OQtghukYhLUp/AcVM2Nu2dydyxXzF/y7tKlgT6RBDYYyi9YxdBolXEWHo2kIRuSr6dh6rGgUs5t4uIiIA9znF8BQFNVWvMc9RZw4EGq4DJE7SzRlZdkD48HIa774Vl3hxYfpgG68aN9IzdCGMnCW8rJfGT+Bv1hKY3ECbX4TXpwx/unAF98PKW7Xhz2w78sv8AXmiVgk4MM3FHPgJ16EJmawF8jWUH/oQhQCYdcls+NaLTI3TFlD+tTCtplmBEm4qQfILjypx0xn1hLp7enUakIyRx9SCeBfzEHYCEoMgXcj7g5nHVGdeWbP8/ZOXsRUvbg7Va302US3dKZ53dWPGFLMuXsQ7YVloZ2qAoyAyfMO4o64ys6y55rufhQLU4oKPhwPui4ZQdG+AVkwudFzUFii9RrvRR0TB2aQY/Gvp8spbDsmgBipiDXPTl/2Do0BFeffrB0LkLz/FCEg1/z7RtjYdatsC0vfvwf7vSce2ylUjw88V/4mJwXbMkiOfsbCL70aOwrlgBaxgHXabB6Xl7TQaaof/eMU6JYtVxAhDWxnHXEplwmLliWescy955juNCWpQqZBJa7kqBPuHo3my0WsSwtZ2h7IKoKOGKSxmFYuCFk6P6oT2VMQlVjAhqppow84LfLbtbRV7IhtDAGLQPudK1+XrzvYh2rQNLCADD8TSqa73p1hnRkfogF88IRjWQTjZoBayun7Gub3/4dU2F6cMPUPj6qzBSMPpc+x+a1ogwtH0b5elhWiwt2NsrE4ltJO/IMVv0o/B9vE1LXBrbWCFcXb5iNf7D8MQn2rcpF8svQBz705jg5UReVCrCAhOctojgZijizcCiR4AdX/oi9Z4yu91+0Z3ls1dvoz8SI7pDl3aozP1bKSBD/d1I3DJHuf8iA25QAmdKBdzPzyL8mTKgrKlLnwRSKGfjBzueh/sWTt1Wk+V4tRVLd70Sb+HRbXrQfgABfKkPVj5OT/nWuok3cncDnm0eDpzBHBAFy6tXb7XYWHvQsmSRUsYElRf+/jD26OlQxlqkKLlxPRESZVlI+PoPCNYxadtOvLZzt8oRG5vUFK1OgOB7RrFKeb6pgBWTRB4kXwY0SweCE0uVL9kt+6R2pixCeQeoiK11KGM7fiz2joU4lLHQtjr4JPIgpuk5kyhbLZsMUsvI1Fdw8OiWEmVMcrUFvTiaoSft4y/C/H/fg5kGPrvOriTslyvGYnTrRggDEbPqIQmQBCMuVTpDPeyep0seDpwxHPAoYHX8qPQRkfB98L+wzP4Lpq+/gpV1XeySXE24bFvsAQ5qe2ALJkKDG0t9h0aN8Afrhr25ZRve3JWGv7MP42UmW5/D8BKNBrS6DdsSsvHnoU9ocTMiwDsM1vwtmDp3FAtPfs/JcWncgEClp1xrweYPvbB3PhDbX2ul4a7HDfoBM1b0gcCgC/Suo+aWDv+34Crc0O8LiJJ2siQsD4gywz/PjqhEoM0YtsDnu+UL4N//OTyRbW/iNjchLtx6Sqm2oJQPHN3MYt0Z8P93ELyKFbBT2vEqNt7bOBj7IppDFxjqqQNWRZ55DjvzOaAPCYH30GFqsabvhmXhAlj+WQzLnNnQRUUpRczYuy+9Z1HoyyiLrizZkFFQgG8Jl/1FegY+S9+DvuFhEPREQVGsCATqzOfUie9AUGtlkagRCb0r4x2bz8FOH4zQE3jHohu1hCzntrkH+UU5DFX8QylkC7ZMQZG1bC6eya7HXxtfwRWB9VMBUxxzMz85MScb7hGZnOOZGQ4fzVxOfX2wTDbcR1Gv7txjGj4Nj0MmvV7nngf/SS/Ankd/fj4H4CIqYcWQ8/YVy6HyV9z0zcgE7NsZs/9bty6IY32Xaxg+MmH1OhxmnLtGiZE90CK6P2IbdWVtsFbolDAS/+7/Cx/NvwquOT9R3W2I6GrGv1QGpG5KQycpdj2iy0uICe2AMP/mzJvrjtSkqxT/3px1HnILq8kkWjcl3DAgxuH9EvCXtjcCne5i3sFuYDE9kZkrztyfo7xfUqjTaud7XE+Es9Tg09FocW5wEHrvikHWAgNstN56yMOBhsQBQ9ME+FwzGv5vvA3fex+AoVlzFP3yM/Lvn4j8Z5+CmSAe9oJ8xLLe5COtW2LV4IF4vWM7HDVbMHblanT/ex7e2r4T2U4ypiHxz/lexZgW2ZG1OBm40u9loOckCxJGFKqoBvGOLXkMmHsnkW4/ZJjeMtpVy+pWqimRMalJV2JM388wpt9n8DGWxvXn6yKw3edibLM2LQHRcr6+5/OZyYEfD2XhfzRs7PiZEUd8T04VAveZyZ2G2+szd8Z3FjwzfSQBQBid5o5s+/a621yyLYkhJT/26o4X2rXBzAMH0W/uAkzfu79kv/OHqKBkjO3/pYLN/XjBaOp5ZWehza4yqZC4DVPYHebvNHQSBdmfddZ8jQRtYAxhE+YQ3XHen8g6th2v/t4PmVzXFkV1AXpPYtw/Laibp3pj6yc+MFcv3ay2ulTtdoRX9YmMqd1gGEhgGua9FOXoYDrC3lXwe6tP/a6PfSmgd+RkaP/+/fjpp+qjh57MtTzHVo0DOhrvjMwJ8x0/AQGT34XPjTfTe6OH6eOPYLv/HtimTiFi72owAg9Xx8dhVv/emNG7B7qFheIlRl10+Wsu7l6zHuuYU+UhBwf8owldP6AIXe8DBr0LdL4HiO4GHNkCrHuHyhhzy5Y9x/pjMxyGNteJd/MoeiEFmlgjjqFWnTeK7DrM3vwG1qRPJ6pxlrbXs64CB+r1HEbkj0cGVeEpntwhJyufpPVFixZh/fr1J3ehWj66fs2YavnmzoTmdO7ANCQksQqJ0KIojElsigWEGe7CkJPxq9fiOnrEjvL8XIsFuwtN2JGXj30FhejUdASup8Vt7Z4f8dmiMWXgcSWqrh1lcc42BwTvmcC3U93Ho+RfmqkQ24gatp+hA80ie+GeoQtUTSlRwtIyl9ZaF3xYxqfzRCJTXmtG9hoDltAbJmEuFZEIcUsFBborOudM3F4bcko8vq5e3/rGC9uxozAvWggBDbHXw+d69913Y+bMmSfFtq1bt+L5558/qXM8B9cdB3R+/vDqPxD+/30M/q++Ad2FFwEZe5ib/Ary75oAE0E8rGm7lPL1fpeOWHXuQExonoTZmVk4f8ESVRpFDH7mevi+1h0Xy17J1TvW9yWg5TWMeGC0w07aIv55HJjHiAdn75h4w+4ZMk815GXwZdoA87WZbzyw5V2IDEjBuj0/49HvE/HVP+Nx4Oi/ZS/o+VaOA6J8Hc9gynU90VmtNgsKzDnl+nmmbbDu2gnzYuaUbt5U77pu5ny3Xbt2J92vL7/8ErNmzTrp82rzBCfTS20262mrqhzwGXszCt94lcHlTq4nKlaF70yGkTXEjO3an7CpGCJYfc46L9OJavUo67u8RrREnf4osv0tOMyX85uMvTiwxxdXJV6hJqOfL7qBqHfeGN2LcRLFJDC7EuMu7nGB3Q1O1PbU77UU2q1tWn/0GGTJ8bMy7MaMTwjbvD8jECPjUnDfBQvx3uxLIOGIY/t9iRaRg2vt8k36WxHUwowdn/tjxQt8HkOplI2kkdqr7CVmFSYg7+hx9PeRpLF6Eu9Xtos1/mayG1DIyV1N0+IWb/8Qm7Iy0aHwLtZhCatxv2q7AZnkFjz9hKPOk9QqetuEgPemQkcPd21Qeno6GjEMUxaNCmlQ2L59O5o2bYpgwpQLWWhwyKOxITAwEKI8xcbGqn1iWdy0ibWjOnWCyWRiLWAzbUPMGd27F/Hx8eqzlf3etWsXPes2NGvWjJhCHrGi8fpMWEtesp4KmJ05Yz7798HMfDHzIi5//g493wMBi4ro1Qf3EznxbpZBESTeD4meKAa/Jzb54LqEeIyhKdfxJjnu+DjfCckpS+H42fRMYMIp6KN4x5qe51gkd0zqjGnIivsW8IIcukOSRd62wT2pG7Hg8CQct0Yjy/8qHPk7HIlbO6CdjqkETDlYk/4+Fm37UEHaSx5ZSuOBp6DHZ36TUlXlIEM/vQIc8vN039G8f99G9rG9iAj+D/w5TxPi9O6MItO3X8P815/KWw7+pg2dOsNvIl2+tUAiO3bs2IHmzZtzTsp8ymLKysrCoUOHkJKSUiJPjrOsjMieIoZC79mzp2SfHJuWlobMzExERkYiOztbyS45RuSRkMi2nTt3IpyI5DExMcVXOf0rj6Q8zc/A2LET/J99HgVERdT57oaNL4i+0wDo/vwDhS+/AOOgc+Bz5TXQsT7YiWgEkRF7hYXh1U3r4e3i2xTFbEh0FCFyr6USVoQvloxjYrUXLuv8RkmzyZdTQGwA1r/P2Pan63+dj2MFB3C0QCaYQQ63fi0MbHmciH5PRVbF4ZRwBnhww0ZcwGT0IL8o3HX+3yqf7oN5IzGi86vomTTW6ciaffSLsqP7o46QlZ1UhrPpIZfC2a6wx/pauNea9fTUnr3AFAvTsXz0i5BpXfVu1p57DPb8fKwrisDRZvtwa3Kj01IHzE6Fx04vlyvZCwtQ8AQfthD7qYjSuYBeCN+b+dDdkI6TZQklOxEdO3YMQ4YMYbP5SrD1798fb7zxBmbPno1rrrlGWQxXrlyJV199FWPHjsXy5ctx++23QwRiGMeQtWvX4ttvv0UO0fTWsJC8CLmEhARMnz4d//77L1atWoXRo0fj5ptvxqhRo5QyJmGHorAtXbr0RN3z7K9lDtRW2JWheTJksV/7H1gZjiiKWNH336Hou29gaNNWKWOXpqZCZI2EIn5ERWwy88Nm5hzG7dmZiPAzYJM1F1/nZOKwdyY2HCjCGAswXPDfGzCJd0wMm7II5R8sVcZ2/WRFnj4Qec1ZWDs8BvuPeCM+lynhtMd4EV6x8cwn0X/sg0iP+JxhiW/iLRr/YkM7EtBjIrrSqCqIix4q5YC7si+le+v+k8yzhoUFI6ZxHCGP6/76VbmilGqwM+LHlaxb/oX51xllNltZy7aI24zdupfZrr5QQdKHVs3QuXDhQowYMUIZ90RZev311zF06FA8/PDD+Pjjj9GiRQtkZGTg999/R8uWLfHYY48pQ99GlnEKYcSXKGQia5577jll/LvuuuswY8YMJds6dOiAFSw9IWHwYkCUaIz27dur4y+99FJMmcJ8m3pAHgWsHjwEfWwcvM+/APrDR2AXizRzVvweYhwarQ5F076Fdd06Fa9vbHtiN2sjby8qX+UnaF6MLT9Ca2Sotzd6Jd/AELYifLN0Aqe2Blzc/kXFBRESMtlf+hSLNH/jSDSuB+ypsAtrGR+/P3snQr0SofMJgn8kD63eXL3kGvmcgPqQf65DkYCZS1hnAK37PjSv3TroR3y99Hb8sGoijuTtwWXdXlA1eUoaqsEHSaVqPtwhrEUZ/ofPQzxhCRfUoNEz8NSaWgotHIDtmdtVHTBzgBmM9qnx+1EdNor1UCawVSLGl9q2biFAApNJ3JD/629BFxbuZk/ZTY8++ijatGmDjz76SHmtLr74Yuzbtw+TJk3CF198gXPPPRcHDx6EKGY33HCDOnn16tXYsGED2rZti5deeglTp07FN998g08++UQpaYMGDVIKmHjLxNpoZ1/fe+893HvvvbjxRiLKkLp164a///4bUUTX81DdcMAQbeWEhHWZQmvvejqOc5JDKYv9eC7M/yxRkPamD96D6VMfbu+ONn364g2i8D4a1gi/fvkF9lqsmLGnELtDMmHyikUBx1KhpZRrTQ7rMQS12MHau9XT0pLmHYtnPTLL9t3Ye+A4WJIRWRkc/F3Et3h19s3yQ98nxqFPi5tVvbDZm15TqQQ/rfovBrS6HX253V8qR3vIw4FqcKDwrddVKaQqncporSJ6xWRxJV10YwS8xIiuKpAY7j777DOldIkBcPLkyUilcUfk0+7du+FDxEiRX++//75SzqRJidyQCA1Jv+nevTv+/PNPvPzyy+oY5zD54cOHK8VNznnzzTeVTBJvmHjKxNsmcqs+kEcBqw9PwU0fxMrtdcGFLNbcGYVMji586XkYzzlXecPcHF6yycgXM5DC87hTRKPsPMLQoShfn5Lj+qXcQmt3kapHooMRV/V6U+0LTmB9FE72t33rqIMSceIIyJI2T8cHgYk/vNQfxym0ml1cPlzvZPsUbPSiAsbwN5cTj3HSGULrjkZ6HnNNr/cR5NMYf2x8DseLDmB07w9r1RrZKAno9QyV4a8cCnHmWqJqnUPLKAVyYbYOh7MZ687F78Tzca3bbtcykT5byWBnKQG+36eT9ElJMPbuU74L9E5ZaE0sE34sR9GIYGTIl1vycYSxuN3ntHHZsmXKkiibJGxDrIiiNInVUYTe559/ro4+cuQI/vnnH/U5MTFRKV/yRayPc+bMUdtd//Xr108JQBGC48ePV/lhYp0UT9m2bdsgIY4eqjsOGCJtCAvi2HeKXnNdYBC8B5+vFpuEKEq+ouSD0Dumo+bnRy8pgydUMPgxvxAqYOXv/ed9BzDAGgxfpzCj8kc1wC3iHd+0GkGBVoisLQoyQbe9/HgsHrMcsSUl61jIeZha9hxejb83vY5f1jyB39c/h17Nb8DA1ncgMqh5A2Rk/bxlKftjkMKfHCvrMxm6dFXlKVz7aKNnypaxhz9up3eSt6KPjIY+Odn1cOjDI8ptc7dBPF65ubnKECj7xXAncumDDz6AN50Et9xCTwBJQgfFy/Xaa6+p7xdeeGGJoVsUKWnDHYlhUeSTkBgSv//+exUBIjJKQuUljLE+0CkasuvDrZ0dfdA3bgK/Rx6H+fffUPTDNHrD1kJ33RhqSSlub9CLitvopvF4P62ssT+MkzCBERblTCMZrAuLCvDLukfg5xOI4V2eU7sSh9ISx3nhxg+J0OfYpJ1SL9eSB1Zb45uPQY+rWfD6/QMO/jkPm/eu24BXO7QrM4k4r81DaOQbi2mr7mQ45H7cPGAa/LzpxawlEq9k6+upDHd2JG+n/0GlK8obpsM6MMoHC+go6f6YI5egOpc8bPPFUVqufXids5F6ep2D/awDpg8Kg/E0xW0a27aHLO6ocMq7CnyDbirHbvGw3n4nvCgQa0IRERHK86W1IRZFETwi3G666SallMm+W2+9FckUpKI4SeihRprw0r47ryVPTKO77rpLIUlJGOOYMWNwxx13KM+Ytt+zrhsOnCrly7X3+iYx8Ln8CniPHAXrv5tVhIadCpiQjJVdszKxLtKOg6W2KrVvIydKyb//hfaNgtGVSltqGJfQEMRVIbReNXA2/1MRKw5voXc411udpQ5vXDxinP8uewYIZBRb3ECgSW9Gs4V1VlD2l3Z5HnOZa7Ro61TM3/IuOsQPxzlt7iZwFA+qZRJDpLdBJuMufazl65wtzfVveZsK484gGJqN4dlNvH1VHTCJcqlP5D3sYrfdsbPPeffeTYtvAQ2FfDdlokVlzO/pZ5kWU/085SCWiJGcL2fjr4QKiowSeSRyyR05yyg9fzfO5zsfr8koCcHv0qULJALkggsuwAMPPKDC5Ss6z7mNuvhcz16Durjl2r/GqQCCcO6leMO8mSTt/8wk1jUKge21V2D/+ku3MbtyXmN6unoROriJjxdi6Ma9nPH6/kYDRi1ZrhARndse1OounN/mUcza+BJ+XfOU2iWDQ7txTMynIXvTJ85H16/PjfybwOKdiBwzw7ZEJtSQ5Edp+t9nCGN8cyonErGsjdOUibO3Ef3rDdbFmcHk8xFLluGAi4U/NfFajD/nZ+zOWo7X/xiInPy9NexJ+dMld6DH6E3ws+zjTod7U7vltZMdBULLn3XiLSuKorElr6DCgezELdTfI6QGmI7x6AM56eu2rQkOzeWA7Zjn1JtO+95yG7wYfqxj8rA+vil875xYY+VLbm7kyJEqXFByugQ8Y+DAgeoZ9+jRQ4V39OzZU4FwSPihhBRWRr6sD1URzK941CQEUeLvJWREQklO1F5l1/LsOzM4IAq6sXUbVdAZXqXWm0SGK169axtu27wBg/ZnoDlzH42cVD3SqgUebZ2CWI6nvxw4gFtXrUUq64t1mDUHY1esxrs7dmEZQxULi8MWzwwu1H4vxeAmsPZColRLPlPzSwhxT0h7qRkpOEJSs1OhKU4t9or5x0KUsGdHpmFk6qvIOLJWyaFXZvbBhn0/cVJbO4NePqMJPszYj68I6lUfyerspalnHZyRlY2v9uxV5QgEEbMed7UM5wR7IOCNycz/bAcdnQGSB+r/2ps1Ur7kApLD1bs3y1wwZ0tIcpMljP3yyy+H5CYnJSVBZJQYBl955ZUSb5Y62OWfGBWF3Hm1BCxKQDmkDfGezZ07Vx1bX2RUqTtEdcvz72Q50FTfAo28m/AFOfW6rFgf/R59AgUzOKj+/CPyN2+C700E02jVuly3JQ+sMV9MEXjxLNg8rWd3DF+8FJf/sww/sbZLJCdLGp3T8l4YjDrMXPcMxGU+pP3D8KMnWYpNbuAgn5dEq0fVIp+0Jitd27RZcA0NaR3iL8WfRzbgmDEf5zPJtSrgBJV1zCR1cJYxHIuTAG8KrWgWyI5m2FajpHhcxbo4yYEBuIGThSGEYf44tTO60IKrUeuY8zBxyBy8O/tivDKzL247ZwaLOZ84Z087vypr+/498DEcpu1RU70cZ5lpnLJwEeFdHapNW2ZtKMLVuQd35xjpRRIFxE40JXOuDjaH8a7e2W59rrgKstQmXXbZZSqWXqyJYg0Uz5TEwD/11FO4+uqrVY6XWBsnTpyIxo0bq+Tmiq4v4RwSauhOCbv//vtx3333qTh7mZRLnpjE6Ut4iIfOfg4YaF3Gp/9X5kYLGZ69JygYSVTGBuzegYSjeQhlpMXAvhEYR9ApfdfO2EvL+oojOWpZyfXz/26FmbNSCaHXvGRdOb6KlyyaxsOGRFIWRnJ+4zbT4xXD9SDH3UvNSFkKs1kxYB6wdz5zwxbymFjHMU16B6oQxP7MCVub/iNmMzzx29XjMGvrsxjU6g70bnEjfL2CasRKr9MURVBZp2U+YSHce5rJTDATATOqvmemsus01H06ziP97nug1m9f8pSvvPJKPPvssxAjn+RqSeTGPfcQ5TMlpQTl8MMPGYpVCYknrW/fvmjSpIkC3HA+VELpRRZ27dpVKX2SFy1yUGRUfSCPAlbDp9DM0Aohfk3pVq4bISFKhn7IUNgY0qT74lMUPP8svAYzPp8TOJ2TUuV6W4kB/pjWqxtGLF6GUf8sxw8s4hzGH5ZGwzo+DovVhBlrHlcxy4Pb3ouYvkDmGiZRr7DB1kM7smbrfTkbcPBYOvwIrwtvP2XRo8ytER1pewxRKVG0FtZMCbYw0RxWJ2+AmKmKTLCrOOMgTgZC8Uff3hizYpXyhEk44kURNEkWU1xYJwVT/87fF+G1PwZg3MAfkMR9UofKZndqVzvhJNdKwWKBTleymYAljzIspQ/UMwuKcz2ibr4vNMWiKDcP3cOIAVxP1BwzNVOzldppAyOBnf/rr79U+IsW7iEsEKujhCNqkL0aW3r16qUsj9p3QYqSRejOO+/EuHHjVPiihH04kyAqXnXVVeo6zuEhcoyWW+Z8vOdz7XDAXluwhzXsjj4kFH7PvYiCRx5k4iKnE1z8CRaVHN8TWYGd4bXbF7o1RUQBXQTT558Cn31CaPs4RDC3+SIqY5e0bqkMZyYm9q+nt0xTyn6ll+zDtN2qd1GUU52Cg9AjMlyNwR3o0fbjpOtsJrHnelGPYGmwcuQbzgyEy+gZ489T8oIz5ji8YgKc1ZjAdHGD9Ojc4jJV+3Pdzr+wYu9HmL7qQfy27mn0Tr6JStoEhAU0Ldfumbph094/kUPU11nmNojINeNCJXVP/93YGVZu1duoHFJAe6gcB/r06aNQDsVDJfDwGgkKohj2JL8rlHMujQQl0ZkErEOjufRsSbihP8u3CBqvMwmioiAmSnkUUfQ0eucdupVPM9ULBUxCZAQyUiyokownSePuSBLGxT0pKF2i7dYX0rnCFlWzY0adNxU5I6eu5SfZrk3qeP9+jz0F82+/oGj697CsW0Nv2C00/vjDPHc2bIG7oPdJKXNaC1rCv+1JJWzJUly1dAW9Yt3KoK1LDphA1P+46iF6wnwwsNUEpDSbhS3EQjcdSEXhYYJ5ZBFC9xCBGqPLNF3lL9sOzkPm4XT4bxiooPKbEe2vjnTXE/dR3jtnBUzOECVMlmKSmmviQZy4dj0mrFmHdayB80CzRG03wgITcO8F8zFl7mV45++huChzEHbqNmCf0Q9pWc3QO3IIjy1VfEtOrMIHCUkJiGVfXCJKWlzJvDAmae+dC+yeScj6BFpKexoQ3oUHii5UR1RAsIui2nCBOfG7pl3/Z+cn2EAI9Q6Fd6KJX6myXNN2z5TzJdTDHUm9lJMhZ8Hlep4oZa7Kl+sxZ/p3geEX2ZOYmKggkSu6H7GsSoK5hM/4naL8pmCvKDQO9sWR/DAcq6gjdbjdEBcHvyefgWXJYnjHcLIZlKZFScPYIQhNu4bBJ7gF9OaRlFPrYF1LePs5sx3w1v4BPKYDDB07oyvXqc2SSnq+r6BQKWTLOEETxezFLdvU+CJesnZUyMQgJl6yrqGN0LSW6uaVXPwM+CBKWhRzg2UR2VziFVskcoKK2AAa5dqm4sb+5yH7eBrmbp7MWmJTmS/2FjonjGSe2EQkhKeeAXdaeRfTs5cjlzlWhoA2lR9Yh3utmzbAdiwX8/0XMTf8MBoHXcWpmR/LoHC+UzqdqMMe1d9LOStfWi9FWXJWvrTtla1F+aqItJywivafru2nXQGTsBZJ4BalSmCSv/vuO4V44poELnj+06ZNU7DJsm7VqhXuvvvuavGtuaENQnzj6iRs8GQ62Md4HhZz9lzVuh4qN+yiS1gYrwtMU99HwaRnSi5nb5oHfSY1JeYyISKqZHsbCq6ve3SjF2wZrlm2Ep91al9GHbgs9WVlsZm2fCJBC7zRwycJfpEM3zLpYSLy3hE2t4je6NSHgbBWJc2e1AcJ17Rxkk05WiPKyctAiO4YAnxjVOhKjRrjycYePWGZN6dsM6IMuHgWxfr6fpdOaB20Ay9wUrAl9zimduuC4GLDgcABTxj8Ox7/oRmy89JgC2AYHC3WEiqxbNcXSMENZa9xEt8E38PXn5DqmXYEc7xpO4YFUIvnLC2vpUV0tSMsZce3Ruz4zojIjg6vWGQnR07BSVzqtBwqNUbs6buoozar8fVtAg5AFKUNReE4lrwXt7U4PXXAanwjngZOKwcEnv/xxx/H+eefj3fffRdjxoxR9WtcOyWhMxIOI+GXAp0suXEClVzbFOWbgOCYeCp6B2gcqu3Wq9eewNZLvkgIY9eTo+NhygkAbXX8HTNhn8ZtNdazVIgX0UBlsTP81bZtKyxr16h6YxJ9YOJB+uQWkNqYopDFsFD4JX6NcQGjDCS/w5sTrPVHj7n1kkX6eKtwRQlZFMWsMi/ZZub2riR8bE6BHi3sYmGvoSCqHstq9SzJDUseQa8YDZpS7Fm8Ylu+EuNmCBr3oDI2MBEju72KCxnpIgWdBbRjZdq3aB7VV9UTaxd3EY2/Zb3btdrBU9iYzBXrIgXkZG7BxrmsnV45JDmspUNUHTDRik+mFc+xZzsHTrsCJnVmJDFcU6YEflJgJ8WCqJHkcQhssuD9JyUl4dprr8UVV1yB66+//qS1ZGmzqT4ZwT4x9e5HK32rzkCiLJCPP4W8cWOZDFQ21E0V2KP7lWZJaV5R55BG+KJ7Kq6mF+zGNesxtV1rlOKaAaO6vanC5qTOlU/RzcgTj64aOCioigX+Onpv+73CEAmf4kZPYrXdEoqAgiK0CJTGqi/81mfMQMjx3ejX6B7YjxBRRxP0J9EX50N9xoyFbU86bDt3UFshYIMkl3NtnvMXbH27QBApnemuFs3RnIAnd23YjAsX/oPPqIQ1Y56YkISk5olZEmU9ELl0VWXl7kJEUJI6rjr/9DKpibaz6nup8iXtqARuClsRuMcOmnDgHx2ylvtAQDqM7FYTbpew0kbNHVcV0BGbWQfTESIqUleR7oogP51ky8yCTd7XkJrPLK2rV8GWyWcZ0gYWPwtU+kP1X7fTyRbPtU8jB6SA9bPMU+jYsaOSO4IiOWzYMBWSqXVL6qdJWKcG7y+FQ7/++utTooDJNSVCoT5SsDGc9RjbIr1wH2tmOCaf7gxtYjw0tGylFjB83kZDoZXKmIXFn4t+mg6w/qWOqJyiiIEhjWieDG9GcDg8XiG4pfjm9xd7ybTQRWcvWVvlJQtBPxq/uhajjE5nUv4qkwEZXseRn2NA7t4d+G9TGYvpmjgLSHQoMbbJIiVKdvxRgOzlDMsSr5jkkw1shAF97sWg1ndh9e5pzBN7Ax/MHUl51BzncFvP5tfDW5LQPFRzDrh78WveqqeFs4gDp10Bk5ANsSxqJJCRAkfprICJVfHTTz9lfWLH5FbqzEhMpyhmziQFQCWcUegQE+8F6cQ1cVzicm3cLoqOnC/7Xb1tWptmOZaWuor2a23J8dq1DBX86LS2XPujXctdWxYKKXdUYVvkk6sCZjNYYCvM5X2WfdQdGEr3AYtojqUCduv6Tfioc4cyBZyHd3gVB3O2Yeuq2SjySWA3upXpis1qx7EsEyfspRNl6ZfG0zIHO30RPu1mPZjIQhMSfMzsl1W55Z0OUR/lOI2nrvu073I9oaylPjimtyBuiBl6p+hVsZrK86uMpA3nZ6J74GHofvmZ0ut72KJoscqLBzYfRv5TT0B/GwtX00LrTP2Zj/A1+Xg7k8iHLFyMt9u1Qf/wMCqwnPAbS+ONtXPMzLNbm/YzejQbS09n2WdS4XMtPlnFlBcjWtkY6mdW73dZhVu7DvxY922ADfHn23B8jw4HlxhxYDmT42frqLzZ0KRjJvL8jiI/M9hRU4yezfkTibT1UCGCEkufqbR3on7JMfKsmLVAT19pv9z9FKStyt4RuUexjgupe1TPx+o2TPVE74i0pbcaYdB585o29Zz1Lgn9Ml7UF0haddOef/WKA/KOZWRkoAPD44Sio6NVnoGga4kxUCNJ7pYaNhodPXq0XD20HFo5Fi9erB0C7Rjn8adkp5sPdpFtMi5ybeXYJiT9k3e4qm24aVZtkrFSfgcVybqKzivZLr8jGQNkzDU7fr8n1bcAmgB70zrERS/3Roh7+/p1VMhWAXP+hp0etuNU2HTtO0LXjvnPTNYXEvPWYIYgysJS9QxRtGEjIxJW01O2istv+w/iTxZMHMF8sszDRiyLSsBxg8OQJqh5Iq+/SEvHXW0bS3MnTTKWyX1Wm/+cywjfzGaHvFNGMd6DjJPSblGRjFtl5zlV7aTdz47o8/LQbDgjVzbqsX+BkV4xPbZ+SwWtC5Wx/iNwxznDsTNzEeZtnYzvlt2FGaufYD2xsejT/BYE0/solHl8F9Iyl6PAHgSz9xCwt6pveqIPFxRUIH+q0MnK5EAVTi85RHglfJOlhI+nuW8ie8gk6Gwif3xUxE913xHhk9ybh84+DpSdAZ6G+zvAZNvg4OCSK8tnEXiupClfMqEWtBTB9BfEFGd65JFHIHliQiIQBw4kJLiY9p3IWxSuYuElQkf2n0joVPTDcW5LBgFpqyIFTOvCybQlNb0qI9e2/JgXZmCCvc7px7ovdAkC+jVm38qb/tsS0eiV5om4hxDAt6xei5ebJZYJ5dueOQ+R9hbIDdgMkxeFoxNZ8nTIM+egMKf8wFBZIVbHPh81yS6kEpaTc9ytAqZd6sRtFSsI9kJOaI5DZyztjyjplQ1csk94WO4d4XZrsfZgpVJr6t4T1h2LYH/9FRRecTUsDJFxpjjy8bOU5rh/527cQIV2YlwMRkdHok30JcDOFc6Hqs/T19yHvza/gi5xo9E59hoEeJd9j12fq9aAvG9W1uwSkkFZeCP8q4xUW3R+htPGEXYukLvVB0dW+qHgrzUojMuALo5KplAx2za864WW9x8qo8g6DqBOyutXRI7n5Kf6ZSrulzsFTDu/oufqJcWJKbiEBD5ZJpdyj5XlCVbWVgdLDxwK7wCTjx/yco/B7NIpKfRY2Tui9dezbpgcEEOeyB5nGSEAJ4cPHy6jgEkenJbzJeeIJ0wSyZ0pLS1NoU5q28TYeIxhSq7jj7bfdW3geGbkb8vKd9bCz0IiwyRZPaeWQDkq+4279sf5u4F9KOmbAi1yjMvy+8qpDnJe0wSGqnBhfSL9gf0wEvHXQKXM8M2X0H3N8TkqGhai/1oJhW9NSFSRClp/RC1OCg7EZVwQH4MjBw8h72g25tDgleUdDSvh1DUSJWxFzlG8teUYWjGEshXzdIKp7J0syXOoDunIH28+0wIUORR2XlopdKy7JOOaLd/C96Picbcq1zx6LIclLgCKGkQd1eMwPWJHVvjj0DIf+ESaEcaUhIu7TMGApJ1Ymv4h5m99B3O3vIW2jYcjKawfft54F+c1XjDpg7DlqBcubDyBfYuExcvKvuVXpQsVHlPVd7/CBrhD8YngVDI3LCwqVN/1/JyTk1fZaSfcV5O+CdCMjrK6tdRi4/u011SEfXwPYximoqcM0qlaaifsgjpAcypU7WjPUWcSB05+pKnluxPvlkwmNZLBRxNk2jZtLS/i008/rSZMomy50syZM0smU1LxeteuXYiKKs1/kuMtDGOwFSs2klgu+52Fq3Obcj35UVfUH9VW8YROa6siBUzakvusKFFQtVU8C5Z6OtKvihSwitqy3zERhffexWgKesI0fYvrsLxj8EtJdr61ks8XM0lfx1C7uzZvwbP7D+Ft1ruSAULIqGeYC1F89HZvHA/4F2ZjLrcy7o0Udw69KPGOz2oD/4kQEkVUU5a17c7rgMP0YnLuIM89IMCf9+nvVgGTdqS9ytqKK2qFDQcPooCDWqS3P0PymOTq5AETAIKKKqVLn+S5C0Kcu3fEaHM0JMmgAcwpCHjkMRR98D78vvofjOyb14XD1G1p70gUhfc0wnk/sXkrXk3fgz0U7JP6TME/66/AAfsqXsvAAs0hOL/5QxjW53ws2PoeFu56Uy2dm45C/5TxTNTtcMJ3xMvs1C9ODIV/7qiidyRajL8DCKQy3Y6N68qfaTfrEeofBaaxlZA8B/ldVvTuyoEB2XyulHfCL//ifhW/RiXtyIcTvSMWPg8vk+MeDQa2xbwPuUd3CtiJ3hErc0hsVLrES5m3LY4P3AuRg2jl589DI5lMyyTRQx4OuOOAq3ySY+S3UBEoicicBx98EFJfzTmKQ85r164dlixZIh8VvfXWWwr9y3X80fa7rm1Hc5hPGgA9xzWLgKswyV9kkwCgRDGsvCYkk1gxRFQk607Utp1osVZRVPl7sktBb/6mRI7JGBzFiICakJnjbxFDEAOuvBp2Kp7WDetgWLsGhpXL6bafq4CnDPSK6Tswd4yeSl1gabi9XDd843pY0tNgDw3HlNh45FlKoyKUpONA9fbeAwoGX46PY3RIexqC2zOEUSDxBfAjyiUPWI4TEpku6GsiR6pDgrArfLP6eSlZZy7SKRCyQHoERfb5Bds5/lWvbemPKBFlgHg4HYptQXsbq15kb7ASuMmI/b8G4+DvjEpJjcIlA3vg8h4vMk/sAypi72H9/mnqtqx2QfKlV4e0+dAMjAhIhXeQ9I1KbjWpXN+q2U7AwQAczy90zCl8AhTfDD7SN8qkalKN++Y07xQjy6xDWUS09MXwjXEMdtUj8RKJrKpa5+Q3WdEctWoteI6qrxw47QqYeLHEmqiRfI6Pp7nGhWSQE8EWGxurLIsiGF3JGTVFs1q6HifKl734zZeXWvZX9HJrkMuubWjXdddWRQqYtCUCriptybFynKFYUdSup60rbIu8DPjgI5imvMd7yoY1JhY6bwqv99+B7213QOoiuZK0NZTeGj0FjKD6ScHm1wivLjxJjGTSUPp+KqwS1qlDbuAGHAnOQrMmXRlTbkQCvSoBjmgO1ay0pfXd9Tra9xJes30JAzUYmHhd/lEqwXaitjrEX6LqgOV55eO8CFZW9+LQ5tSWnF9yPa0DLmvZ7/pM5LlqY6OspR2jrx8Md9yNoq++gHka8X6zM+Fz3Q1qnzSpnhef2QsMR2xHof3Qhk3YwQLH/0seB9PRL7E6uAOiglm4lMpi8+heahlZ8IpCpVqw9QOsSPsS8aFd0KvZzejV8j88jsqvC6l+sb9CshJF2VAB9L70ubL3zTuQ3lXtJp2uYy3QEUnRgCTql1o+mLQliyufnE4rw2etX8VddT5MtVNZW+XuUV1XLIZlmlFfZPJTWVsGvu9yjNQBs+bL/cp9kG9ObVV2T+Wv6NnS0DggCF2ioItBQxQKIZFRMTEx5VixefNmCISy1FYbMIBWDhcS44QzWqR818YNl0Pdf+XLK7JL+z3KQTJ+VfYbcN9Q+a3SRmXjRfkzym6R362tuC+8KbVT62dNf2NlfudU8Ix9+gFcFJDH9m0qb8zK3DHzsqXKw62nsmZk7pihUyeY//oT1gXz1bGtGVnTLjQCSyMdoXVGuWf2dDLD7yMIRiVgSusYtihAH+s5aX57ZxryOX4IiQImwB7tqJjJWhQzqa8pPHMnQ9RJVfhnJ680vmmySnumjrWM8VVoyM0hlfaNbUYzvU6WQgYN7Z3PZR5D1f+hPtskEq0HPoIW3YbgwwVDaC89Vqb1owX7ofOX9676fZMGa8I35w7Je6bxTvpUU77VZt+0trS16iu9dfKb4M+lSqTdW5UO9hx0RnHgtCtg/fr1g3iuZC0hYxIj/8ILLygmCvSvkChpTzzxhIL/nTBhgtrm+eeeAzofX1WtXE8oJLtMGDgJNRDCt/DtN+E74U4qYaluTxzJsLlChnzdu24jfDlDfb59G9w04Fv8tLIPJ/pEuOJgYdcx3yBuAzqN74rlTwFr3wF6PE7lw9ttk3W28XAbRx0w54n1qbi4DIQ+14yGjtatov99BjvhkXHjOCJ9lWXAaELTS9HmG1euxnsU4kbvfGz0NSGQoS5bCvLwjDWBBZX1CPKLwgUdHsF57R7Euj0/Yc6myfh25Xj8tuExFs28Cf1SxiE0oKwxwk4kRVlqSozGUUnZru1EdHSgKAqKVkwfIJGKmNHJG+Z6fMl3eorrI5ksx2GyiOc2vD52z9Ones4BUZIEJOrnn3/GqFGjMH/+fAX8pBn70tLSVCFrkV0PPPCAitDo3JmzWg+dcg4oII+UljBwUUAe2VlEVCSQB2Hui36eDnzPZCdSyTyXY9QX8//C633PwazmLdBVH4Jxvs1U2L0UGBbDmSwaCVLv9uNEUaUypilmHzPE/yjztYRCiHrbNihQhS6mRkVSKQtCM3qttAgSrZ36vvbl+C7oic0uZj71eiIozgW20cao03fEpX73YG/4AsxJ/rv0NiwG7NtyCI2CoxDTjwat0z6LLO1afftUZKHxhjLIQx4OuOPAaf/pDB48GIsWLcLVV1+tLHlS1DMpKUn1VQqoSU2wIUOGqKKeUtjz228dg6oc8Pbbb5ckR7u7ubrcVj+nnzKI6uF7+x2wvfMWlbC3+JlKWFf3Sti1TeOVxe+xjf+qQpePt2mJy1Nfx4yMyQxLS0RUUEvkZs/AL5sfxHm3v4plzxDq9kvm242pS06f/mt5Dz4f+vAIFL77NvDKi9CRv4yVK9Oxngy7+aNfb0xhPRArQ5akPJa8IyK8b6Ji9nn3Um+kgHFIXZbW0cOQcXgdlqd/jDmb38SsjS+hQ9wlGNBqAlpE91eoVdvy5iODiuDu7BT0ijiPLTrC9cpcvIpffBox5CiQ4ZQH7QhgM22vB0JTmLvBiLz0v7j8SavoAknYNiLmPBsCWrtv2Dznb9gObeTJ1N7qGS3b+TnWZWajY8EdiPETTbJkOlbPeurpTn3lwG233aaUq+nTpysZJZD0Go0fP14ZDEWGSdjSXXfdpe1S3q4ff/yx5Lvnw6nlgIzJ+nMHw4uLnWHTJqmP+cfvZWs7Uqkaumkt9ISr78AiiUZ6vew2CaOja9yFRJFKoYIly2WxpR7P3YzGUV4yesrW0aj246FMfLR3nzrbn54NCVkUD5ksHeixS6ExTrxt9Z0YIKDKlkjpEhNT5zNmcz0zAX4ZLZDm0xKHGm1HQFAzGGw5WFM4BQFHk7DrtkG48LVYeFU/ErG+s6Va/bNuWA878/gWeM9XdcBig69BIN8DMVZLHTCPFKoWW8+6k067AiYWxmeeeUbl6kisq3zXyDmJecECzgTrKQ2j5SuAtbZqa4iV0IHaIUc7UqPFl+Fz4gUrpCKmwhFTu7m9xM1JiSggYtwkovr50UtzN5WDRv5NEOgdhUCfCMQ0HohftgxEQmQqUhiTLwpYWBtCn9d+uRu3/XPeeDhvN8J1R+FfS3XAnNs+0Wdj5y7w+++jKHj1ZdhfnATrfQ/CEFfWWxVK44FVNC8XWnL4CLI5QQh38ZzJYU0atcXVPd/D8C7PY8n2j7Fgy/t4a9Zg+HoFIzUzBjZ/qnFs0mozY8Wur9AS17m0XvWvrMTDEFXmJTYmWlaEQ/mSs70YOi8W0cQLHMU9037TI/MFP4S3A5JoJS1X/62eer/sDBWzH8/FJnMYcltmYALrgOmqG89TdbZ6jjzLOJCQkAApl+IuL0SiN4QEol4UNQ/VDw7oOLZ6pXaHZTYtSVaHx0rrmV1CJVhuxHxgM/z2MRxsPlFuYwmOQNAPPdMfZG2IbwpdBXldCTS2yXJRk8YqH1BCVAsZbaJ5yWT9BwEXPiK6opA3vWut2ZamlEl+mdTj9HUZi0wcR39gGY4l2IPI3Cw8a/JHauMgrdt1uvZhiqF4xMzww/bdW2hAzEVU9nk4mncRQgu8EXMoF+kxH2NNy/E4+PlE/OfG+5jjXOo9rNPO1sOL2QgcI/l9SHREqwwODeTcifkapXp8Pey1p0t1zYFSbaeur+xyveomsbo0c1q+xnCiHcJ48NqI1Y1lW15URGsaxtDWmIoo/2QVPihMUUrYhLuUF6xECevmXmu6M7kZlTArXt22A52PHyljrkmK7InO4SPx5ZJbcO8FbRC5uSM2fsR6VIkMRWxUt+zfmPEbgqQOWNC9rCPDOmBMMJZQyboiQxKtgQ89Auvk11Hw7FNKyTVKzZpikmcowrdI21C8zqdHbEn2YSXAXXaVfPUnYMe5bSayNsvd2LTvd7w3e7hL6KEdOXl7sZD5Y/HhXVgANZYhjdF83lUzA6zb8zO2HZuHPXor9hxOgS1cvGllhwNJQ5M8v6g+Rdi/hKGJf/lgxfOOOmKiiEmtmbrkdwlzqvhBirzaM3epOmBWH6uqhVaf+1vF2/Icdpo4UAbM4DT1wXPZqnPA0Lw5vJgrZvl7luMk8UJRvhbceDPhwakYEWwjmiGG9ow01n/cA9vuXbAsWSTIGup4HQFE9FTEShSzeCpoRBp2Z8SJJsDCebJEUwgV0xEa2bR8Mlkv5pj/RXqGyjuTXPEW9Ij09PbCpUwRoPqHydt3Is8QByvrPAqJEqePtGKYSy3J4ubrZkV52rRFMtrGW7B/pxm6Hcx5Y1+D8tqi7baX0fjQCGxLfAFP/9AOF3R6CH1TbmbuevWjMurmpjxX8XCgfnCg7IyrfvTpjOmFDM5i5dARra2mCpN200PpTQtqEn1COHvt+IrW4boohpWFcYJcOiF3KGF3Ki9Y4buT4Tt+Ak23nEW7oQdbtlBK2MxZW5AQkIuNPkS1ohDRM+Tt2oum4tU/+mDqvFG457plyH0mBFKYueMDbhqqg01HVvkhn0bNpIuoENTx2C/1aHT3Pwz91PdR+OpL8LnhRnj1G6Du2o8WzhYMX9lYWJYJ8q7ctHKNCk25KSkBlxMKXkJX3JEo9W1jh8JHKim7kNVugRTL1kiKPwf7NaExIBbBvk0Q5NMYkY0S6MGMZQhprFrLvmnL74H+4ELYfR0TDYvNRBCQr+lNG601VWYtMf7RvSxIOscHh1YBu2YAa94AAmMdPA/nZEbIbnEUdT5CTB0pAupPr9rpJl/4MsfDl5OGOtTMT/dNe67v4YCHA4oDPteNgYFgVEVzZxOhMQQ+t45nkdAsIk+YCCThD69mSQBBpzSSmly2ffuokKWXLJYF82BnHpgiRpPo2Z5DMaP852eEhdMqVd76GEovXP/ICLVo7eex/Q1Er1zHOnEbjuZiM1F8Q7KykZlLIRHDWlbagVwLRP6M/QdOrwLm1B+vQCpfNCiWkg7hR/sgfO0M2DblY+fKX7G+6cPoff5AdGlJYewhRq4EwaQimpz55mGMhwMODjRoBcxNdNhJvReGNm1hFfje4tpjJ3VyJQcba81MX/5Hr5Qw5oFJ/lLhe2/DcNMtFSphT7ZphcmL5uMAhVUhmWVmrZlVtNZt/rcQ9w2Yhpd+64n/rboGV4//BSuf12Pn9wYkXGau5M7Ozl0iyH3vfwimjz6A6cMP6I3Lgs+IkepmRzJ3IC2NyhUfhVg9kwIY0jFkMBYzPO7DXbvxAItgP8dwz2sZ+nINFe8mtIi6o84Jl1PzWVxu19OX7UBO/l4czd+HI/kZai3fDx/fw3yyNVi6az9EwXKl3rbkkk0i9o/m78euzKVIEuTLCkh0+ehUx5LNlC9RxNZPYamdQMLap3BhjZjCbBb9zAQW3gt0f5TOpxYVNFZHm7sa++NABFHRQiKoiNXRRT2X8XDAw4F6wwEDjYxGlqPQRbLkjEDUiwJWAYl8NLB8hSzOZDt2FLb0YqVM1um7YfmH4zG9ZWI6y6Nyp+c5mmKm1k1iynnLAth+j7BQtUj7ls1GFK5ehnkEulphiEABgUGc6SDRNy9cuASpzFnrWrzEMULmdJBXsBW+UTTa5TpdnWNqO04h8vZSBi6/CEUrRuHQSgt+iFqJxJ6haN2/GfxOoSFOFTx26k59+WhgwXBYzOgTzRqsBOjZQU9rHpdEI8vucB7gBuS4vnTd04865ECDVMAkx2pMeCiCo6PpIarZrMxdOEIdPr9qXcqhhN1BJWwyrB9yBj3mRtaGGliuLRNzwdLyCxirXrrLTN79woTjO1v0xfV9P8P7c4ZjYfgTaH/5M9j2rRFBzQ0I7FN6/Kn8FB6YiPTjPjhstiHaqY+n8poVta14estt+H/2rgO+iip7f6+l9y9g7bgAAEAASURBVISQBAgh9N57E0FBULFgQ9e2Nux17f7VVXct2HZdFXtj7R3FArqA0nuvodcUSE9e+3/nvkzy8vJeSHkhL2QOv2Hmzdy5c+fMZM497TslCS1g/fpLhr4dRhCLNmPTBvQ1lWAbFau+TMo+JakFQqgJnErULFnkw/zWzl14b9duvLYjg3D68bi+Y3sM86idI3lhPy+ZhCPYwA+4SVnWTu/yN8SFB3OpPFmQMUpdH4FvlnIM+SVZDFekcla0Xylrny6+tcpt2BylmD57BCJDWiIlpjuSy5duiA+lAmOoDDIS3524glyObWdo4ow8FMmcpjUXMeGWmXFXvQyMnE7FM6jK5U7IDiN56WTI0TDmWxSua4mDG0xIHUdduJHflRNy836+iBTorWuNKD8PRe9O58AJ54AxKhpG1hqDLGUk3jLr3j0oJhR+MI1u4jWz/TEfzh+OuVqYWBalVetKSpnKLWMOmJB10UKU0AjKSQgGmYOwL3US8t0iHehrQwd+v7NCHPhm/0HMoMFOqCXzzUQh05QygcX3zCdTDRvgv7jerAdJg1tIDgPWKRJE+Ypq67pQxymMRDlMdOTftiB/iRNHvmmLzG+A0FYlSB7I2qb9Ktr6Y2j2DesJdEHPYS2KGvvjujXpw8i5pTv9zPBTM+dS52xoz7qqzK87Rz129yb6dj040FTlU7NTwMxDh8NJFKMgJryKNSpQyMi6Ms68SEhdkBNBojgKGEchkRGd77wJKz/qliFDq1zamzfOQldIHoVPj9YTMbH3I/hh9eNoM6o/Ytefja0fhKBFF35046t05fcdXVMm4Ae6YgpCCtCqRWTlAk9+v1rNOgw+/wLG7bdAyTtvMZ9APFYGOFMzYQnaDyPfO09qzzyAp3p0w/2dO+H9jAy8t3sfzlu4RCVpX5PWluhbyUq4ClLiuO530rv2HpKielBJ6klkrZppNhHB8QRQiad+RKscacfhhYQ45OJBlw17CwePbcT+nHVYTVj83zf9q7xFTGhrpMSKYtaDSzelpCVFd8Uuy6/YGPVPCsJu5W21DStvd89c5pD1ZThiZXmkNWnQtbJCUgmVOmC2IuqFtLVINEj9TC7+H3JBSTa2HprH2m8h6JYyvt5GIX+P8Pbbb8eoUaNw3nnn+btrvT+dA02WA2J0MxJ4yRkbh2C3EETlLZOcMnrJVCijm7dMblZCIQ3MJXNs2ui6d36UQq0l+PLXX3H6hMkIZq6alTmrLTsacdvAdES2cTXbSyPIMkagLC9bBChLDKIiowXgoz9z1lxesmikMiqjoSimA4s58zsqQB2a8qVdK4wpcEMv6gbHBXb8uW4mls9Zhpj9p6Bw1kTs+DoYwXEueSDKmLOeMsGxY7tCu3SmczA6NSgHDhxdj0O5W1R6Q1rCoAa9Vm07t1qtqsj99u20BjcxChwN5AQxzsAPpYEufIPUcAogMtGy5mC4Aat8nrBRiRJmuvZ62Ga8hhIWa5bZqWXosPLrS62qVkxUPsRhuVMula92YeFq1xk9H8LurOX48M+rcNMFC5D/Qlfmgxkw8MGG1YecwiuxfnHMOZ3z0KITAShOjO7qzgqv25ZRp6Dk/fdo4iyD3+AYFQkyUutkbgZXOS/SYsZfWQbg8pRk/FlQqMIT71yzDk9s3AypK3ZV21RIJMehEjs2F9sQxXw8JxXhDmpvle6q3TF16Gv4ccl4ZLLEpnjTJL9sXMc70a195dCWYmse5MO7hzXl9h9dh8yCLVia8RFyiw6q/iWvSsIXhxqYLxi2DSVB6bCZ82A3RsJgD2EIhgFb/gu1BFE/jmY4YmQ7E8KIDBVGSHtvudriiTtKT10BJXlpcSlK86u9lWoP7spciq+X34f84mMYnP1vtIsfUm37xjgoCu+zPwxTiety71I3ZvrFOQj2A66zePp37NjBMnVBVYrbH2LuiSzt2rWDOwBSDsOp93DyqO0Xy+KGDRvQp0+f8mLEvvrN4jc1itZ9OT+V4ViCDhcREYEtW7agVSvmJZZZ/huDz/o1dQ6cKA4ob1l35oS5ATKp3LIDklvmUszsonxJ9I0mGzi4dIZJ/vLLd3jzkiuQztziW9LSKtXYktBDWc6hjBCSCJW1DI0UpUyWWQcP4k1GUwi1CA7CACpkXUOCMYrip1dMtM88Y3WCn/8zUhiP6PUXDOx6HuZsfB4/r70eCVnMDbPeh0PL+mLPHEJ5BMcisQ/HSgOd1J+01EVnrGcEk59vu0p3RdZjKCo9yv1NV0n8Zd2z+HHtk8rgW1iagwFpF+PKkR9Uude67JBInW3btil54S4fJHongwZpBx0l6ems1efmLJH9pQS4aU+QHdkv9YJ37tyJI0eOoAWN30Le+hVFTeSZrEWGhRA0R8pcSV8iszp16lTpOnW5n9qe0+wUMMWgAP2jbYxwRnVNAkeYP7Sg5PX/kD2ihFXEEF5BpeCZrZws8whrt6vPSCI/7tl8aZOpnEkI5xXD33Plg62+EJf/ZR62vBKPbZ+DMPVeXkcFWV5/TclO75I9KxOGVm2pz1RVaLxcuW67ygAman+y9w+uk5NSbwqY1r/Eh48nkpYsm/PylSL2xo6deGV7Bu7YxXwvFKGYydBWhxMrWINm27ojeLIHtZlakKBUje95H34+9A6SIrvTm9VLeV88u5AEYkG9TInqq+CWJZxRqLAkRylkopx9uuQ2TiQcKArZg/zwzciNXI3tIZ8QGetJRAe1QnJ4b0Iqj0FUVj/YD7XHkdV0jdrDsN7sJHKmQeWIxVIxE+XMEXIMs1Y9hsPmI7zeKBTuMWPfagcOzDHh1NcY8lJZP/QcbqXfGUcW4YWfTuWH1oqjpjSYDi5EARWxdhhfqd2J+FFCpaqAYaCeJMrW37/tVWm3gObM+N8UXDp0RqX92o/YsNb8m6sA1tH2e65FkZowYYISNgKf3qtXL0gdKxFsU6ZMwW7mscTHx2Pp0qX48MMPceaZZ2LmzJl46KGHVNtly5bhmWeeUcrbKha3FSEncOyiiHnrV74DPXr0KD/3ySefxIwZM9T14uLisHr1alXDUeo+6qRzoLlxQOWWEbRLQhAxbDgcVMYKH33YZUR0Y0YQJ4eJ834naFI4bKmtIPlrgsLoLVVCDKQDYmPVonVxoKi4XCFbxm/Ar6xR9vyuPSr/uDtDsVXYIhUzWbcNr4vGo12pZutg1jSZ2OthjOh4nYqUmbVtGCJTW+KMxH8jctdY5G0Kw8HFFCGcEsR2pneMnrEWXE5EBE3N7qBurQSBVwzEf4bOZ+h/DlKjWQeMgFxm2iXl603VO6AovzgTpXaGrHjQ9sN/4OuVD6i9JZC5C7B812dITRiIPqnnqN/u/1mMwQqN2X2fr+25c+di6tSpSm4sX74c06dPx9VXX43169erovdtmBd/4MABpTQtXrxY1VW86KKLIJ4ukV2idP3888949tlnlaJ2+eWX47vvvsO8efO89it9SJ1GUdTEKCkyT/qQ6wnCbT5z9aSNuyLoa+z+2t88FTB/ce9k6YeesOBpN6mvQsnrrypjjYVCQiiMFoZRzKXZRmtBOj/YQ2MT8Qf2YuqSZfhu+BBE8HhoUDSuO+VzPPvjcPxw7GqMP+drbP/KgDjqBQlu80vbvP/BfnA9v7Q9/cK5LOcRxDnDie7XApYGKHTpMDpwcGgW2vZwWVVqM2hDZBSc2R6Tbocd9q2sqbKfydqCnnUc6swP9rO9uuPBLp3wLnPEDmzdCJOlQrGz0Yrz4e49mNqmFbpSuNYWibPQacZuOhK30uOWGlaEjqiZQA6j5bJDy5FqWb7zUxYLo2ePSpiJilVocRvE5EdgXJtHURq5n2AgO7HN8CayTTtRHJsHY6cgxOQOQBzRs1rmnYrouf1h/jFWcaIwLBsJ5rNhjd1AQcVEA4opARBx0qs2/3kbet9mIzIYUcocUtjaRiCzIpSUFiG4yKJ+28lf2S810mb8fh6iud/Gd3sHgTjWxbRBwp5S7Fi9Ex36px2H8/49LLXcvl/1SJVOnQS1qSKIuW/zgTl4/GvvSvX/nbMFseHHf3ekYH3fvn3x2muvKSXo7LPPxsKFC5W3K5pRACtWrFDjEeH1/vvvK2H09ttvK6VLFDQRiFL4/qabbsK7776rBOOYMWPw+uuve+132DCX53zy5MmYPXu2OnflypVYt24dunfvrvp94403oCtgVV6Deu1wuHlQ6tWRfvIJ5YAxOQWWMWNh/XFWxXXpNSq54BJauBjZQQWt9DsmUH3xmQpZVEAirDVnolfNEOr7Oy1G0bNCk3BWSpKy8h+iV3ofUZq1sMWfDh7G22X1yRI4Ce1XlksmCllvhjFWl5ZRTOPpdobRF1NujK4YdY22olgi5eIhr2BM11vx9Yr78fHu85AY2QXn3/Qs+lomKHTdI/wkbfqIy4eMlKCeKoqYv/PGajRYPzSSHHBXHTCXBXdMjNQBS2KhTz903gBdvDXvIoJwLarSs8hTTxnldNrx1bK78S2foye1iGyPB89e47nb6++nnnoKH330EcaOHauiMSTM/aqrrsLvv/+Ou+66C3/961/VeQMHDsScOXOU7Jg1axYOM6UgjCG2b775Jvbv368UMJFzWk1GX/1KZyKPJCokmSHAcg3xvkmEhhg4Bg0apBQ6kX8ninQF7ERxOsCvY6ACE3yDKGGEEp8hSphD1VCRYcvEPpqKlhQWjqf364OB/XDOwsW4etlKfDSov1J+BLTh4oGv4v2FlyO99z+Q0PUBrKURf+jfmbDrml/T88E/Zpkw+GnSsMm+CpFFmzHM2h+2Q0YE8fvGofqVHBZHnUIbQ66fhqJ/PFF5LKHhcB7cg8L7iT7Ztz+CzjwLpg50/RyHYgjg8Vfmg/2Tn8IK9ct1khTvHDv/T5UHkEwlOYUCWMJGW/JZCaJiGifbrbi/FUNXpB+NNhEKeTXDGHPC7DhqteFzAqvszOB1CItfG7rmlM/wzYrhfEfMzF8sUZ6wrp2HYMCY06s8C/GcHcjZiiO5O1BoO4jsgh+wJ/8/KDhkpxLXGhHZfZB8pA1MjgzeqctLWhqUhbzwVTiYfxgbns1EiYWWOlmCjnCdxbBHWWfCbnZZ59zH3jGzDXJDi7DL3oWKYWckZnbDjpeZ+3g18UJqO4Nw77iW2ynMm+vR+swqZ0l4yrZDNEpQoaxM9CZ5aS9tvJUjqHyu69dnn32mNq688kq1FqH1+eef4/nnn8ff/vY3ZW0Uz5YoZV27upQ9aSuLKEqiSF166aWuztz+99WvpoCJENWs9WlpaUr5ktM7duyI3377za0nfbO+HIgymdDCwppMDF/WqelxIPjiqbRQJsA++wcKyVAEXzcN/BICufkIosc6/IrLIaGK9lUrYVuzCrZ5vzMMhWkDnTorz5hZvGPHMeQFUa5r6Ikahw7RM6OFLYpi9vyWbUQ5ppxjAykQLe1FIRvA/GTN1JPFiJf3D+RhR0gOIooLkLXVhLsHpPMMOavm1DK6M64f8yW/e/Px+ZK7Wd/yLHRKGoNzBv4TAyf0g5Uh50foPJJyJ7t+ZL7y1/zmxbkUMVHGxEsmZVF08i8HOiePRXiwJDlUJgmRP8zcLweVrgoyIDYiFalx/St2lW3FewEEq9KIO8QLtWDBAmX8++CDD1QTidoQo9+0adOUMvXwww9DZNTWrVtVSGEsvb0SfSFyZdKkSTj33HMxdOhQ5SHTrlFdv9JGwhklHF6jiRMnlssrCWnMy8vTDp2Qtf4qnxA2N95FJNa1pqSUMCL5ieeh5I3XVT0UKUzpiN0MQ6c25d1Iwu+b/fvgL0tX4J416/FiH5dHq3eb8zAqcxlmrX4U150zFPn/HoO11OUG3Mcea/edLr+Wzw3GthssBKGgxnV0dSiKTGiUOmC+xmfq0hVhz76A4n+9yIJZe2FPTEBWr3CkdZgA85owlNLyWfT3R+kR6oygSVTEfNRj0/qXSZZYNw94ztXZ4I1+fXCAQnUfw0/2FRdhJz1a84m4lEmh6f70pdaYKGdJ5F0aPWdBDAN0J4HDP5egH3G0jNaUBNxjyoAX8N3efzFspi0/ygMQzVpk3kg8Z61je6NlRDeVG+TZ5r5PUxC2NQ4OezpKzTlwmIphtsUh7uggIkeFIIjjdhZzbPaqL5PBTA9cuB2WSBZcjnBgd+ECJOQuIKpjDoLaEn6a/zTaPJNIYpQdfkiz0rqsdt2t1XjI4o3emncJ1u75np4+Wr1JZoZwXDbsbQxod6G35rXaN378eIwcObL8HBFgogSJYnX33XfjlltuUcclbEPosssugwgk+S1C8dVXX8XatWvLz9c2vPWrHZOcL40k9FAjTSnTfuvrunHAqUK4Xef2YETCYD7TKBpYdGqaHAgaPBRWTvokYkJB3zM0WCMDjWjmnr3UEowrVNiihLbZGc5b+tknKP14JqQOpbl3XyU/TF27wVCDb7cUjZ6UnKQWuZaV75TUJhNlTBSz3wjT/x7DFi0MV76Toe+xESa8X7QbVmO0UtSCGf4uX+CPd+/Fg6Crqg4kERTXDf8RO3Pn4NuVDzGFYTAGtpuKs/o8jpQRbbkwJN0KZG3gZJ3K2KGlBHT61RWGLlE14h2L5XFPSSBgS7k7qacGU0yUcl1zUVaHuzj+KSLzrJK84fcJ0PGvXZsWE3o+4LV5IfPX/u/LDiix5bspYU7cN3Ep5N7qQxIGeM0116g8LOnnhhtuQIcOHVSYoMgdCUe8kgZBkVPaPFaMiBs3blTh9BJOKAraPffcU2kYvvrdtGlTlXmHu4wy0lihXadShw34Q1fAGpC5jd11LCfcAsNdm8mPSwmbBmd+Hqzff6tuwRleAuOxo3AeOkDs8ZZqn0CoP9OzG+6iAiaT+ns6uzw5E7o/gkN56/A+88GmXb4G215JZjgi0OF8/3LDPGQYjBtXErRkl3879mNvxsREWEaMgjFnL5zMnyqJtCI4wQLj2HEwjzkVtiWLYZ31HYpfeE7BFeP08XD2G+BzBJcTjOOf2ylUqEsI8lUQn+/a08Yw4ZrSxoMkCbWY+QTH2GY/FTNZBEVrP/fvpnJWoY5UnCjetL8T9OM0jntgXIzXfitaV2wZaZKMDktGeFALgknUXeJJ3tOaHffyQ18Miy2aIY3hrjXhC6PaAUMedV1T0BWJD4KCbCbVHrXBZA0lWAeRw3KNXDOpNpe1yUrGwJx/FClHTdjnGMBC3WEwO1x3LRZUAfc4UQpYBaeqbl09ciY+XnQj1uz9DqGWKJzJCUi/tClVG9Zyj8TK//TTTxAEQ0k0Pv/885XFUHK/JAzwzjuJqMnnLeEakpQsJBbFa6+9FldccQVGjx6tYvPlmCQrS/KykK9+O3furI7r/zUcB4ysKSQCW74rGkmxd52aBwckbDGICyZMpCGKZUbWr4MoZLYVy2Cd8ws/aBaIEuYKV+xD5axFjRgj4ft9CdIhyzVlERBHCHK1/EgmzIf3YVMJP6geJIF1m5ijvJ5RFBIqb2YfdaF+aRegN3OJ5m1+FbPXPImVuz7H6C63qBzlsCDKIIJzyNL1SpY82UFljCJfvGOSN9aGl5RcsVzaEZ0xBlhtRuycT6WNMlJI2ox+iR60GNfvE/m/Mqja7BhCUIhj+fnYQl4d49LOFE6l0VA3wJETeQNl15Jn8PfzM/DvX89QJWxiwwkUNvydeitfApYxePBg7Nq1Sxn+JJRQQhHFQCiesccffxxnnXUW9u7dq/KUJSxQQKMkDF7ylh944AEl10QBE4VLSMA0quu37JYCaqUrYAH1OPw7mPNiGNNNeHsLJ+u1IVHC7Fu3VD5FPGkEkHAePcr9LsvHpQTo2MN49elbt6NNWCjOpVImqHpXjZqJp2cNwseHJuG8SYux4zsLYhnlFF25x3r/ahHVAXsKwpHJOmDJUlzDq1pR78v4rwO3xyA8Fth/WWxr1yhFzE7oenz9FUonToJl9CkwBFe2bMtkaxTrg+2gwtue1u/TacVsEexb8IlgbctYaVncycaJ9/QVS5Brd99LiyGf8S+HjuC/e/apA235TAfSwt4vKgJ96Nnow3585ZnJuUcZYprNCbsoclQTK3deg18925yJpB7Z+HbXc7AFy3tGSyu/UK2GMjTmqooOBC1LFnMs4ZtL7bRqVRyr2GJR6JXtsW5GLrodToAN4eWHJMylMYRy+QDcNsQ4csnQV3EJ6Cr2I1144YX44osvkJaWxiinBBUKeMkll6iY+XPOOUfBypdwknXKKafgyy+/VFcWr9jNN9+Mxx57DPv27cMLL7yghJyEFUpYiChhvvr149D1rnxwQBB8jXzZFXCSoMDq1Gw5YKBRxNx/gFqECXZC3ds5GZVQxdIP30fpB+8R6j4Fps5dYBs8RIUtChBITUmMegIEZWX+d7o9FN/Tg0OHUiVigQ8V/h5COSO1yPooJS4G/biuDcCHgEJJbtiQ9lfg53VP47eNL2PhtrchXplRnW+EmW4smcLEtHctHWmfKjwE5H/E9V4gcx0Bd53BOBJKmHuOUCK6NVG7kgEomuGu0uAb+IeRRb/daU52Dsw0gjbFOmACxnX3GQvcb8cv2yJnRCYJ2JMYA++44w4kMU9OPFoii1566SXlPBClS3K1WrZsqZS1/v37K6AMQdmVXGcT50UjRoxQeV2C2OurX+kj0Kjmf5GBNnJ9PDXiQG2Vr/JO5YvnSdzlpJXBne7r0hF7igpxNz1hCX17YQhjyCUs7drRn+H52aOwsPXV6N7hA6x9jR/CM9zPrP92l+TT8P2RdcgLLUDbloQ+ZxJzUyQtzKRI4v2ZD1A680OUUhGznHY6gsYxlyoykuGg+2D9cwE9aXtY7LobohmSWNdnK9bKv1B5fiXDFcIhKpzoYt8PH6wQtSSEcSnjsZdkH1XrL5gfJuptJAW45AcM5DIojooZBa0kbReyLMEShq7sCi5FS3rX/sOwlXsKkpHOHILaUkxYK0idkWgmLUfbnEijhbPTZApU33qmz0sc7twVt49ahUdmh8NRFowp1sf+91J5q6zb+uyjqR4QoA0Bw8jNzVUWQvFiCQmylABsCGS8hF+IAvj000+rY8OHD4cAZ2SzFIagQklIhtCtt96K6667TvUj+7z1K+0OELFKI4nNl+toJEqfLDrVjwONgZRbvxHrZ58IDpiIlChL0NmTGb2Sr4x64h0zLl2M4t/nMscshAAerB3Zpw+kPqKRhrWaUqKErDOCYENRxZzAxO/Gha1TMG1IElbw27+SiLzuxaIlX1w8ai6lzLX2FqnhPgYB85rc7ykqXdPwHUGLvlr+N/xv8ysMS3wC/dMurBTJI3UlLZ2okLUD2raiV2wrta797r25tiUc8TA/QxJBERJX9bi+p/E4IHnD4gFzh4+X0Qgy4sUXXwxB73UPEZRj4vm6//77lYwSJESNfv/9dxQSIEbAOURR89avKGniPdNIDIzu9BEBQU406QrYieZ4E7meiZNX+9rVNCeJN6OMWHfEyImdJ73YuycOFZfghtXr8DGVsAG00qbG98MlQ17FB39ejdRxo2F8/xrsm0cFro/n2XX77aQ13imhU+J56ZSHeNYBo/OtSZMhrR0M196AUOYElP7wvQoBtXJt6tcfdoYryrNwts2Fia5457EcxmbULMTEG1NEGA7jBHwt1xJCelpiEpUvlys/jd41WS5oTclGOpJfgGW04K0hz5dyLZD4zzJxW6bngr7Yj7ljQSY7rZAO5UWTcy5ctAwLxoxQRaTld20ou9SKzbxWBJPR4yx56ISo2pxe3nbk71RYI47i9jM/x1VLR8LiMOPbgVvxRYd+bOO61/LGJ+mGL0hdd+HleeueQk+Oawqc1tZXv9pxfd3MOMAJNwj0IzU2xVgjJF5xnU48BwyUv1LP08zoihwaWqKP5qhQRTsVspK33lADEmh7FarYpy+M6e1p4PJu4ZJQRyfRZc/ukAT7gQLscZqYI2zBxKSW6BUbgdYJwEh6yTQ6yPaijMkiitkbGbuQRwOdUBu+G5pCJspZa/brTSfSwtxO7Xo7ERPvxbsLLsPcDS/g3AFPo2PL0dqlyteS5xWWbIehwv5TfkxexlUvu35KLUpRxLQlmtsNHQkh5UcKCD4l0Rw6eeeAVrvL/agY+rzJIWkjRkNv8kuUL3fy1q/78UDY1hWwQHgKATiGkBtuRMG0a+kq4CuiuR+MBjjoRud0rNKIJdTt7QF9ceaCRfgrPWE/UkkTNL7B7f+CXVlL8c2Wm3H1BYNR8C5QxBD2sgjGSn3U9od98SLYCfNuSEnlV1QCD04eMtINH3L1NXCcNwXWn2er8ETPuxOIeyctPnALrfNsc7zfFj7PRE6cksm/aJlA+aAoettGxcfijPDWqoVMrDYwaVu8ZIuyCJbh5byDJcW4dMlypcjFM0ZbII8TiKAZxY+nLKl8rwTsQ1C63GktcwrW0GtTQHTGAiaBz2Udm/UbD+KhHp3cmyGHnth9VAwPMAwhn+ccKSnFYYZlyaJtSyhkh9J5xOwwY3uLrixXxjCV6CIFVhLLa+ukc0DngH84YExKRtCpnIjz78rGCXfroGCERkSiYx284P4Zkd6L4gC/r4K0q9B2z78ADnoV7GtWUyFbCesvP8MqUPfhzOEi2IeJ3jFZG/jcnPx+Fz77NJwZO2AzlMDadR9OHX4GQwtTkGKIRuetXuO+CfAUgjOSZKGLiiSgBtv5jdaUslVUzH6iAbGUQB4GHpf8MS3/rC+97l34W+YTQq3jeuPmcbOxcf8vVMTuw0s/j0OPVhPpJfsHkmO6qTbaf6ZQJ8JTWYIko8IKS2Be9LyeqQ9UtI5luMA5crne/QtDFkV0kuh0U8c1pSwqjdMJ7qsv2VeugJORQYsiFrEOWDbSYy5FBI2VZgaFyAjl3nXSOaArYCfhOyDQtE5+VJ31SNA20JoQ/s4HKHn7DRhtubC3ag3rQQaqLf0VjjNHw8R8L3eK4gT+vX69MHnxcleNsGFDFDzy+QOmY2/2anycOR43dHkDRYcMsLetPOl276c224cdBxBPdLy4cNYB46T+ZCMjBVLwhRdTUP4kGaaVbs9gd6KUIYlFOZuYlN9SLQa63o1cDLHe7IoVp5d8+zWs37Aob6sNMLaNrzXyj4SfCBKmLFPbtMbjf8yv6Lxsi8OjkHUoZK1MKkc59FZ6s4hHURGT0gaakhZHdMYwU4W1UGqdzcjYiVV5R5UlVRQs6c/qYV2XMYmSl0hlMjEkCD2jolj4+SDiWCcsI6wDfui0gzbIYCZqO5g3pytfVR6YvkPnQH054GbUiKfRJo1ejoiy0Nf6dq2f7x8OiEwxjhoNCxcnFWXJ9RbPmALzWPQnSvgdFY+Yg4qXkxEvSqwSLVdAuYwSETNkcq0GIt6KDvTIyaJFVAjq4noa8P5gaPsWlkAR9MWPmXcsX/1gKl89+O3uGxutQtz70JjbJXkc7p20FEt2fKjqKT71fV8MbX8VziodgYyDf2JO4UcoZfTFgRYJ6NFzMoL3U8nhzLbLlUT5dwE0I5TTlaRBFUOXHDJ3pWznj/TYuoBoFex9aKsIJNDmpxSzNCpq9J7VhhxZma46YKGuROuR0eGsA0alNKk2vehtT3YO6ArYSfiETd26w8GJKgNl63V3EpZgapeOiKw2sIRE4cikMCR8vAjFz/2JsIcehYEfSndKobB9k8iIl6wihOjylZipaoRZcM3oT/DPWQOxOuRZ2K3JKDpgwLGdTuw8zGLxDBvofWOFk829v+Ntb7WvRUTRNgwsGojS/SYE0UGjBMbxTmxix40EUnHs3Fk+aqfBid0t/sCUCIb7UHjZtmxmSOKx8uOChiX1ZUAUrBIq40opK1PSSv9YABvDGmmmVlERBnqZsI8ojS1cFsuKTmq2FUIlf0JSIn45UlkBnpKSjH9RIddILKFHqYTtZ37CYeaJFfI8gcnPojKlraXWjDfVUc4t4jg7UogPZ9y3KFgtaGGPNRkRwwfelvlocbxnEfbutHnvTnxwKBt7QhywsZ6b/HuAOYsCw6yTzgGdAw3LgUA2inkzBjUsNwKvdwHlMBM1URapSeY4coTesVWwLl1SOfWAQ6cKBiM9VyolocLJVKebEg+XhCKmSghiWamKfMoj8Y7JIt6yHw4cwpsMXxSSfGdRxPrGDMWQIfNReORTLNn0FEK2LYKR4qs0ohQZwaOxwtoRy23bYW9nwVUsm5PQs7I8cB+s5JDJkjzEtVfseYUH6SXLcClm2VsNyPiOSlmZ3TOE4lQ8aeIh05QyS+1TnN2HoG/rHFCotjobTkIO+DNZu795FH6LbANjGFEV77gdjif/jqLpzyD0/ocgaEzu1I0hBFIj7DLWCLtrzTq83KcXokKTMK7b3di/7T8oDC6g+53FWu2EyOfHU4ournuToQLXufdSg20i9Bkk9JCT7mPrQlFMoRBO65LBdyRdDToNzCYhN92GwnvuoFmvwnNoZK5d6GnjFRy9jFpCRhyHDsN5+CDXh2A9QOAMrm0Ups4cKuIeHqPyOxWzIxUfJ8MJ4VX9KW/pc2MokRn3FkdgDgWrIGINiovHxX07VGovypGE/YURjr8t1+71otwbTqeVNaeys0+FOH46ZKAC/HBvK7CzskS4Wd7dj6fzWmPjU7E0KApBYeG4r0sPnJWimyDdeaRv6xxoFhyg10WjlvSAj6DcSvcwIGrHm+vayJxi49jTmHPMsh3330ONpEixwsAyIBHWECojjBygt8zRoj0NeGKw85+wjaAyOIK5ZLJoJFD4K0QhyxGl7CjeIWDDMXrMgO5Iiv8ErXZ9g0hkIs9EoCHHMRg4oaDPThn1vtl/AHdA8h1qRmK7C092LcnDxHadh9iYOBTQQKwpZbKW+YrUJxMKJdChppBFpxGkioug87qTAJLZDTJPMaKYYvjQMh6lzE0a3PD5Z+7j0LcDkwO6Bywwn0vAjcpYlgcmsf7Bd92Don8+pYoMh9xxNzzhbccwPPGZnt2VAtaaibd/Y40wieEe5GiHkjDGf7PIrkbyMTvMj1LJhbX7IJkHDWEdMMIbBXAdMO0e67uWuj/hr76B4tdeISx7Juzi1WpFd58bCWS9KuSZypw4kkPqxNBrFE4lRMBKnLRuOg4fQvErzEim0lKJODmx0jNWuH+F8nga09rBmJYGCWX1lZztfr7kFbTgtbrzWfdknHt/hrnUla5krbMXtgo6o0HVOxO98YfhQ6ooXzXtf1jwSNzSpiMsnFyMoadOJ50DOgeaGQeI4mdgFIExnm4MUhS970lUvqJpxNOpKgcEIVFyxmzr1ymPl4XG0v4H26MgLhnLGYpoy1iM0oxDlA/hLDJshqlvP0hoo79Jg8IXOHyNMsryyRZnHqRiE44jlmTsIyiIqGUmlCCUBe0tzhbYmGvDWxlWJFPRltxjCTuX/kTRqynJlCeilWtJGeE6i5GOyN/ryifTQhilLplTBkASr5p4yGJa9kdkih39GeKfz6KVK3cUYMfMPLTOYRkJKrSbZ7rg8aWtTs2XAzV/G5svj/Q79+CAqX0HhNxymyogXPLG6wgmYIdn+Nelqa1V4d/nWSNMlDCp9cGARoQUpyAveS1s5jz2WvFhtZdZlTwuVe3PljFdsKsgGodZC6rVSS5LJSdPJUhnr4dTPH+1IIOE58kEhIt55GjY5v5aySN2KGY1kvumw3AkGrbly+CUnDMhepYELQttUuEkfLmdNWXclTInFbfil1+Afd1a2FtnwFRK6cNaYPUhySUcRSvoJgrMVL43pyWmoFdM3SytAmYiBbAHMFctf3kL7KNEbXsGlTv9q1efR6Sfq3OgSXHAEBkF84BBjI6wlOe7BnJ4ZCAwN+S2O1Fw7900cGbxg2lE2NCRyD5jEpwEXQpi0XvjPDONeptQ8u57wHtvw8g5gVaXTAqGNxS14/dclvNapeC3OY8gMy8LvztpLKTBzhXlYeAW0YIdpXhwPV1Wst+NJEJDFDFRyBLK1hLOrilornUQzAyJ9BYOL0pZJG2csrQa5epY6o7l73N5yjRv2aGlzK2W9C9e3pQQjq/js2FNPIRWmaKAuc5b+RIw4hkep2NRp+bJAX0q0jyfe73v2tyrN4KvuQ4lM15TuWDBl/6lSp/30vO1l3Di96xdjwviL4Jj9wIElyRTCWuNo5GrUBhiZA5XOuxMVwurjOlRpS9vOzq1HINvD61DfmQB0ltG0VtTz+B0bxc5yfYFX3Y5HNu3MaeMwomWYCcnJaXjByGyT39CyVM7ITnz8mDncUdGhlpLkjalHYrkoChlVMhM7drBtnkTnAx1hI2Shh4wIeeePcwnEwFc90+LAGpITpcIw9pYLNUA3P4zMbdBxuU8fNhVnLOyLHZrqW/qHNA5cDJzQJQvnWrOAeFX+NPPKbAmySkOmnyuFPpTHTjjIxB7WhsERXVEWMJI2FcsU4a70s8/Rekn/1XRGaayItEmRlM0FA2Wws2rnkSYMxvHjIkoMcaoOQClGjpgPa4oupeATSUICe+B1JTJiI8bhSIDc9m5T5ByZb2cSMKyltInZXpR+XBFSRdlrdyD5qGolStwbBOXakFUWwqYU1ynS2RP3h6mV2woxJzFR9m3Z+8UTZz30DkGU0XUZfm19Y3mwYG6z5KaB3/0u6yGA5bhI+EkZHjpxzNhiGYIwmmnV2n9fK8eOEDo+u+OXoBuhvWwRq9FePF4hBe2x76kzxBZkoZW+y/Cti+BDudVOd3nDik2KShOYvU61p71ojoR1lbXv3zySzsgIYVhjz2B0q8+hzH3CziSWsNIAUJZU05S+Fm8bZCFVEIBZWWYYQhDGEVxE+XMtmolnJmZ5eeUbzCx2p6xA47sBAoWbzbE8pYNulG6YB6snAzk2bJhaxEPR6/p1Df1SViDMl3vXOeAzoF6c0DqKQYM0UjnmU/uDHIodEEGtZCIqnjqOFi4COy6bdUq2BlFocqnfPs1DMwHFs+Y1LI0dWEpEMoff5HFFIyJvR5GYcs5mHmwEEYKMQH4SItujTPb9kPbCRdi44GfsXj7B1i7/UHs2VKM9okjMSH9MvTtOAWhzA3WSEBZshmarylmGQQwKzJbXL9LXQrbOs51DlNxE7AoTxAXMRoKkq+7Jy3OEoT3HCth6g/02tcVLQoqo3YIFL7ZI2dMG4++bh4c0BWw5vGcG+wugyQsgQh8pZ99DBOL92Igs0vdSD6I7wzoh7P+XIR9kZehS+gsWBP2IqL4DPS2XIQf4obDEXkE+OZmMGoAnS52O7maTfuypSdtHbBqbttvhyQsx1BCABV3zaua3qW4p5kQ95pSJk3zb76BZj4JJXUjhiU6NqxH4Z1fsChriLKGSr6aWlq3hpPIjExMczuhYrN01nco/fJz5rhtYj4bhSNrxdSFrKwRV/rOWwrpcW2bndgQVYguSxeh3eBT2J2bplmXzvVzdA7oHNA50EAciGOO0gQi2LZpgJwqfw7ZpXxV7tEQGqYKQEsRaMk7tjOHzCbesUULXaVU+N039+nHcFAqZD1cxr3KPdTtVwwTry5PLkHf0GTEWiIw0c5yLPzMGxkR073VGWopKs3Fil2fKSj7mYuux2dLb0OvNpMxOP0vCubexLau0EQJ749ETwJeaQiNnqMSVN5s3p/mSRMvm5RGOaIUOJeyFrd2DayFBegQswwOYwmWtA3HdYsHVuqq29VUwE7y1IlKN6z/qMIBXQGrwhJ9R205EHTRJUoJs73/LqGBqIQNGVqpi0jCyM4cNAAz1q/BpsIgZFjDEGctwsZiM+65YC4+DDkXRQwjwI+PEKae9Tsuq3S6zx+HnPvQgghDDVUHzFvYgM/BNMMDQeecp7yfoDAqJ0o+y5ixCOlC6Pz9e+HYtxd2wuTb5v9PJXSrdnxHCqmMGWUpU86kjfX7b8vg8enNZC6Zcx/DGRMknLGy0uQUEBGCjEioJOgJtfOaTv5W+4gGWfLeO65+yga1JaIdjppXYHBHCmYzwxJ10jmgc0DnQAByQOpgdeL3MZbGq6ZMEsJo7tNXLc4raZTbthU2Gk1tK5bD9sd8FcpuZk6xdcgw1UYMfPUlCRm0iOblhcTbNbzjX9WSmZdBRewDLMmYieU7P0FkSEsMbDcVg9v/Ba1iywqHeelD2yX57uLtkqWLj/pg1tws2Ogxu9xpRpajBEYmhM3umAEjnZtGgnD85aIEtO6tT781njbXtf4GNNcnX4f7dggknReSD5Lkg9mPMdb5zRmw04InKErulEKBEknrXnapUzk2pC+JGLxpQzY+n7AAb4ZdyKhtJv3++pyCee0w1f1s79vbbOsRVrAD/QoHo2Qv64C14VTdTxEOw82n44/INHaoxzV65z5l6DiGnFL5khBUYbwAXhjSO8AQwRDGQYPpXKvwhkq4qOPgAZTu3An73j0wMC/LvnEjbL//VpY87eUqEvr421wULPmF3rpCBbUP5hS6kq0r2nOPd3J7XZ0GAhRrRV28t9b36hzQOaBz4MRzgGHb7mT2oUS4t2lK26qeaKfOMHEJnnoZ7Lt3q7yxYkYqlLzxGnO3CM9FZczUfyDMDFU0stZjQ1JCZDtM7P2IWrYf/kN5xRZuextzN75ABayX8op1iJ1AEI76hdBLWOI5ycl4a+82goQAGXG5eGXoarzRrw9z0vSpd0M+46bSt/4WNJUn1cjjvCouBmGEJZfCu95I4sRNN9wE2/RnUPT8syzU/H8KMc+97YHiEla6r9gj8+NdrDVy0BaMm8f9iE8ib8Fq401w/u/fsBYb0b46TxgtZoZj9N/zI5e7PgQlHFZEiv8UsGBDKHqFxyCc+VD1pUhDNCwm1i3jWE82khBUAy2BpsyP4YhtiZIsG4Ji+Rw8blRKFZhas5Zci0TYaRkNLbN4SqiKg0AeRU8+rjxYHqcxjJEIml26sQZdkKvmHGGFVe05ru0mM2x870IJm2wI4bsgcNNcFzP3y/77XGY5OxBREoxQGxE4WT/G1L69Z/f6b50DOgd0DjQaB+RbZurRE4bw+suZRruJWl5YyqXIkj/qFMRQ+RTkXVlKP3ofpR++xxIo7SoQFRkh0ZDUPnE488KGY8rAF7F2z7dYTM+YlMxxOu9F15TTlVesV5uzKb/r5pHsHJuKm4IisdSRxBphMZhC9MbeLEKtk84B4YCugOnvQY05EERLVXWkCiNPuxmGF55D0bP/ROjDj8LIJFyNvIUHFNEzIpYigamfOvQ1zIl+HsuM16LP4hkopVY14Fa67L3ofOYBA2EMX9KgdcBGsqZVHAEc6ksDWMj614i2jEv3ciN16tzNtVOn8xvupMwe2Ujq0kopxjW5ioSqmAh1bxlzKqyzf/TwbjmVJy3kvOFeHZEqFJHhiCaP8JUQIj0WMg/Neeggeuako5ggI45LJiOYHjqddA7oHNA5EDAckO9fh04KkTZgxlTNQPwND2JkTnDQ+DPUIiHltpUrqIwtRSkBPEq/+AwG5h2bxTNGIA+ButeMmFK3svSXn1SouX0sYyCS66eoCaBHv7QL1JJXdBj/2/AW1h34Eu/MvxQhlij0a3sBlbHLkN6CsqgGhlQpeyAIvAOYy9eB95XIcMTIqGh0RBRKjzF6RNfBqnnLms+hk1YBk0RJGyf3RRKy5EFSoFaolJM3B0EDfJEcl36q+4PT+hKkuOr6soqln9fyNh7t+g3Rl3YP2jU81zIuua6vcakivuSjUI364mQ3+Jbb4XjmKRQ+8w8Y776P1j3XxFfqMa3KrewbsZK/+/Jy0bIs7GJYu2mImfID5n59LXqtfh2Lp+eh1zSz19pNcaEdkBEchwPFLLgYZOU92GB0DbV8vNU9E2kk9+9578orw3uWkVrlHajHO1LeF0P0SsquJWhN3uh474j01cXZFy1CO/Jdghq3uR59GZysnsLztffS5kPB1t4Ro4/j6h7LeGSnRbO4tIgIld6Vda2vKjw/6xxg2zZg65ZyeHxnWhpsZX8z3nRX+fv29TdufPTvcCyYR5TOY+jChO9j69KwY4MdrScwHt/tqyd/t/I33piUz/tYlnMUksMwPKH+Cr8/70WeUyi9kAsXLlTrPn36+LP7Zt2XvHfFzF30/FuoCVPkvReS91fbrsl5vtrIt12oLmPx7LOmcszzPF+/q/s793WOr/3a37rcb3Vy3df5nvvlXn19gzzb1uS3jM9f/Ulf2re9Jtf2bCPfdQ5G7bbxO2Bgf7GU07GUZf56Tyr1wygJDKTiwsXI9xoE8XASbdf62xxYf/ieFY6jYejdxyWPFy+EgWOTL7d9wyYY8oiK3NtJee6SCU6rk2N0mwx43lw1v80E4Riceg3GdrsdB49twLJdM7Fy96f4c9tbzDdPQ//Ui6mQXYyEiHTfvXAepIjvmTzP+dlHYcgvRNB6RnQwILHNJCvfP9+nux+Rd0x7b933n8jtXQWF2MEi2En02HalYTqQSN4hkVEfffQRzjrrLESxyHpTIe+zpKYyen2cAckBA2O4jbfeCRC63PHKy1CeCo70jMQWTFx1QYGLEtKaf8zdIiNw8fLV+HjfgfJ76ZYyEZMvugbr+92IYxuCsfylQpUXVt6gbCO9xQgcNnfHxuh8BLWmwhTAb/MFsdG4JFnQmWr41fW82bLf8YZEhAfFUzmsXz/S3VDjOKRG0ZNoaHx4dpUncNffYBBFrF07FnZmQl89YeONI0bBMGGSEtwuZOf688zHY6nz7p0UbIPn/g/TVqzGZUuXo82sn1BEgRsIdPvtt+PHH+mVJH366aeYPXt2IAxLH4POAZ0DjcCBCIZ7n0cZPjExocGvLtE0BskHu/oaGJ97AUYWhjb07QvnmlXAH/PLFUM1EH4vjcwrozXC7+NKiu6GM3s9gQcnbcQ1I75E27iB+H3LS3h6dh+88tvpWLTjXRRZ6dI6iem9Xbsxdv4fuHHlGoyZ9wfuY13XQCF3GXXvvffiyJEjgTK0Go3DzRZco/ZNppFYt8y0qIhm7Elihc+jWziIuSvBmqXCsxF/a94Bb31ozbW+pJ/j9SWWjOr6EkuJjMuffck9hlDR8UXi1ZB78DUuK0MkHGKZItWqrw4dYL/jbhWKaHjrDYTcdgfsHEsPWif6RYShH71hI+OSccfwZNzHcLH7N23BFtYLe7x7F1ctj8T+uGRqIr4JewBt/3gCi58/ilH3J8FcZlhy0mvmEAsdrXJ57YuQ1MmCsLJxavcq4/XltdHaWHh/nvcu92wv60uehfTji473jmh9xVJ4xTKfrLpnIX1V945ofYnyZZTcJ77bvjxgNe6LriVTWV9SMsAbCQ/l3fTkk9ZWxtXR3ANxoW0RxAck7QTNyxsd932Li4PJTiRNuUdaW13Ph/lfXqI3NSu2r3HJ9bPyduNY8SH2FQczXV+hoZW9qfJ8hVcNScX8u88l/zxJFK0hv82rtFu4dt3yVZjeu0el/dqPBHmnazDefKJDCu+ER3tYHLtTp07qe6j1I/t37NiB9syLk3ZC2jn79u1DAoF0NmzYAPF4iZdFo2MsOXGABVmlP/e/LfHkbKMHM5W5HZoF0r2/Nm3aqH6qG5N2jeaylvdOvgfVvb++eKE9E3l/tefnq21N94uVvS5j8ey/pnLM8zxfv2vyd+7rXM/9co/yDss33V/3Wt032/P6x/stY/M1bzneuZ7H5V7l77Ku9+mkDLRykTBxC7/p8vcc4Se+yVg1z4XnuL3+pjIGLg4WTi6U8if8dlYiRkqYGZaIMCYg78+DMTYUljZFMBIEw8AwR8lBrg15G1ufdmdBlmJWT16563PWF/sQX6y4Fd+sugc925yFIe0vJ6T9aUyncF0ru2A3fl0/HQWFR5EXOhVxYa5vraAgihyqwWdcDVnkc0PLqGOcS5WURbG480kiM+5du6Fsl4vn7+/ag270gk1IauneVG1LFEdsNfMl9xOysrIQT2O9yCd5V0V2uNNhAnXJd05kh0ZyjsgXOSeZz9abjNpJoC/5Lspxd8rMzIT06S4L3ftLT0/H8cbk3p8/tmv3VvrjinofzYYDgmwUcuPNKH75RRS/OJ2w4oQlj2GNp04p5ZNIAfV4uU8vpZg9ylCCjVRA3+zfF1GcEws87F+vegKfhE9H3M934NdHd2Hsw6lMZqWisnx5k6sD5q+P6GDWWwuJj1XISv54mXyhW9am71amtogKorDzpinVpiM/t127l4nVh4+hT2E7pIeLIt2wypa34YsF8ekt26ocspdFProHQIqI+/nwkSqKmXbyn6NHIqkGENUPP/wwMjIysH79esQwD0EmT4sXL1bC65577sHXX3+NFi1aQJStWbNmoUePHnjggQewadMmrFhByP7Bg7GKRVVFaLVt21ZdXs4RT5hMsEVgLliwANHR0Zg7dy6mTp2q+ljOv8vp06fj6quvrtTfZZddpiYRvsak3Z++1jmgc0DngC8OCCiTkRNyByfZnuSUiXoBv03ZhIDfk4XiVd+5mogCk5gIYxLnHZyUuxbXtiD21pZCLJEY2uEqtWTn71Ioiot3fIhXqZRFhiRiQLtL0OdIGhatfRXLEzNQarLisGUD0sIfQEhMe4ZyNoYUqv4ur6HRbzkjljyplLU43eWTHBcZdd+6jXh042bP5kgLC8PcUcOr7Pe2o3fv3hg+fDh27dqlFKoLLrgAL774Ivbv34+rrrpKyR7xaPXs2RPffvutMhSLnOrVqxeWLVsG8X55yqjrr79eORRE7l1xxRVKFsm177//frzzzjvo2LEj9u7dq6I5OnfurGSW1t8333yDiy++2OuYvI3fH/t0BcwfXNT78MkBc78BsEw8E1YW2ZWprzOMsffHcoFD+4FYqfHkouvS01RssVj/x8//E2/06YlORLUT9KFLL34AP0S+C8eXUzD74e049ZFWEEfYfsduJDpZQDEiEccDCNGuczKse4aFMhw+ulyJrc89dQ8OgoXWrJp4VY53HX8pmMe7Tk2PO6hcgMI4wxqHkj57MKIrlVazF1daTTusYzsRSkOI1OhJeVRkVuQco0DzFHEspeelvZwfwgKhNSXxSG3ZskUpPoMGDcLPP/+srOufffaZshyGcVwi8F566SW88cYbqltRrkToiYJ19tlnK0VqzJgxSgCKt+bPP/9Uni8RiqKATZo0CU899ZSKvx87diwOHTqEUaNGKQEqHbr3d9dddykvmeeYpkyZUtNb0tvpHNA50Iw5oLzGDFUvvOVG0PXr4gQVLPuwkXDEd4YlKAKW6HYwBTsRNuBUhbArKLtSAsVJz73UIHPSy1hO4RGVFDKlnFFRK++7vKH3jTiCa03o9aBadhxZiCX0ii3a/h5Kticg3CqzFNe3vaV1Fbavvx4xZw9HZGii984acW+/2BiVg+w5hAyGyO+k19FTQiXSyyVeME9qS+Nwbahr16745JNPIF4rUY6ef/553H333Wr7p59+UvJD5MqcOXNw+umnq64nT56sFCh5F8SoKMY+kVFCcuyWW27BRpa4GThwIJ577jmlyEl+mCh64hl766238Nprr+GFF14oP0fC67X5i7cxuUd7qJP89J+ugPmJkSd1N5yM1YckibYysb8i/lHnsPgyKkAHRhKAYPbIobhy6Qqcu2Q5/tm5Iy4RuHn+oU068yosjPoZ2e8Nwq+P7EHvoRvwe9b7yCjJJsLQYyi2XwVLW1qWaj4/rTykBvwlk1l/kyBH+oOGRoQjknz3R3/CenWnDXC/dblXKe7sOEIlrJFhf8czVEMWb3Q5877+dySrPPxDQjf/0aMbpqa29ta8VvsmTpxYLlQk1FDCm8XDJUqTKF9CF154obIC/uc//1G/R44cqc7RhJHaWfbf6NGjy8MOJTRRQhFFWRNF7P3338cHH3ygWubk5GDRokVe+/M2Jvdr6Ns6B3QO6ByojgNGgnGEv/kuSt95EwIUEjSoNUptlcHU5PtlFK8XFxC4w52cnHs4+O1yLS7lzJGxA7YQajlGAABAAElEQVRFf6q6ltJWwvELWDLF3VtmTKbXLIlRHj5AHtJbDCVK4lCcE3Ilvtp2hfsl1bagIOcU7g1IBex+zrW8UQ5D1QfO+R8KGPLpPouZM3q4KkTt7Zza7DvzzDNV87S0NGX0K6SyJ7Lj7bffVvslHPf888/Hf//733IFTAx83uSTnKApYqJEifEvl+iTX331lQo5Fu+YUAHBRERxE2VPyLM/b2OK8EBaVif64T9dAfMDE0/mLgzRMbw9TvZZc8nfpFCWPDpty4nh98OH4JaVq3EHXdzb+AF4sAvzTfhBHTrqdGyIXIMdr7TG7rkpyOl+FPnWw9i6ZBtKt8zCWTewJlWgKWC8H4Od+T8+cqI8br9RfvpD+ZKBX1lWKy6YFslAoWhDLELNRM/yW8Cmf+/s3QH9IOEff2RmIZzC5j4KwgvbtPLLReKYT6eRWPDEENC6dWusWbNG261yRCTOXvIMhKoTNO65JCIANcOC5NNcc8015blIN9xwAzowB9Rbf97GpBrq/+kc0Dmgc6CGHJC8NCPrkqo5hCWHrvaKPNXjdWEIDYMpvb1a3NsK2rEzK1MpZvnbt8OSe9TlNVv4B5zu4Xlh4ZUVMyplxpQUhjm2hG3tGtj+9S+EtpVwd86cqLWIqVSUl/ySTMSE+efbLn2fCJJ8riVjR+OsPxZD8sSSGZX0St/eflG+ZPyxbpEemoxq1aqVyl3W7k/y8USZ0qg2MkrOETkl8kjkkjfy7M/bmLyd5499/p9V+2NUeh8BwwGpt8W/Bn6Ysuo8JlPXbrCzvofCTtd6YZFc+oO1X5XWMhF9rXdPvLB1O17czjyW3Dy83q83ovnR7da3F/47YDAGLfsOlqNXskDv20jIPhUlmVHYuXE70nu1r9RXY/+wjBzlKjBMr0BzIH+HgtbXmdbDNBBnxHdCUHyi1xCLxn4mYlh4e0DfEzYMsSY+88wzynMlOWDiuZLwRG8hFhJyKMKvOpI+JF9Mwjskz0vi9yVk5LfffqvuNP2YzgGdAzoHAooDgsRrEK8XFwdReEPcDFhOfgcdBw+WhzQ6GdLo2LUTNsLhM+nIdR/8lnO2r7aH7G6Pt/rNA4v8KOUrx9QRo7veCVNhIor5SQ2psI0FFA+8DSaOStgfY0Z6O9Qg+yQqQ0IGTz31VGUg/OKLL3DllVd6vVZNZJTIvIceeojgyu3QknXlJFJD8r0+//xzr32eyJ26AnYiud1Er2Uw1c+jEXLdNBRc/1eW/WY/Wg4L1/ZFC2EbkIqgXt4R325q2wZ9GR53I71h4+cvxHsD+6EzYesLojbhD8Z3d936D8Q6B8FRMgBRhZHY9pwREXcAif6Yz9Z35u/+rOvJP/eumss2K9igIKkQkSkUaGU14mp770Z6e5wEoOjJWPW8RURbonuUIFaV6oDVts+m3j6FllqJmReLoKBECYjGl19+6fW2JDRj2rRpx1XCHnvsMVxyySVKsZO6Q3fccQeSkiryO712ru/UOaBzIPA54E85eILutiGGLOAfJk7gZXEn8a5oXjPJMyud+aEyNEfYQnDVqpGYk74e1iADNvV4EMfCB2P/fMofirT0c+gZE9eYTlU4IIBOEjYoYfPi+ZK8Ll/eq5rIKEH0vfPOOxX6oYaA+Oabb1a5bmPs0BWwxuB6M7umgZb08Hc+gPW9t1lgsQCONqm0FKXBULoTxc8/C5x3LixnTfYa13t6y0T8OELywlZi4oKFdH/3QlrCIGyzLkRy5llYFbcTpQkFiNkbgSB+2Nbz7yruOep6VasP1Jjr5pGj4ZTEU82yVeMz9Yb+4EAnU28khrVDXqtixHaWQuh169XUsZMLrpjQs82NtARj7b7FoqiRKEwPPvggJN5eEBI1evnll7VNtb711ltx3XXXqfh5Tw+ZeM40GjZsmPKAST6YeMQ08uyvujFp5+hrnQM6BwKEA/zwOmk0NQR5j1QJkFFWGob4n5hqRej8Srsb7IeEYgvMvZELevaCnSGIski0T1RpKM7dNEBd+1+ndG2wMTTVjgWN0J2k3IRGgqx7lGGfkqvsXgZI8o7dyV1GSRi8O7lHbwgKoqD/Sh60e4ihZ3/Vjcm9b39tB1rGjL/uS+8nwDgg7n1jWjsYGPMr9UUIxwbz0OGwjD8DpV98huIXCFPP5Ehv1JEJkD+OGIIhhF6/ctlKFLSejsgSWqSMuxhf7cChCCbVSrB1GZW4gRxp+2qzNoSHg64BrwphbfoJ+LYNYSr0w00nGpMRYaFQM1L41/MLlcNaLDlFuxgZwpBXnco5IELNXfkqP+CxISEensqXR5Pyn+7KV/lOfUPngM6BJskBqZ0VPH4iLKePbzLjd1qcaMvhpo5rnCGHTLvJlWoh6RXMNTsaXoLDN1/qmvM0zpCa7FVFPrkrX75upKYySgA93JUvX/2dyP31nN6cyKHq1zrpOEDrUfCFFyPkltth37wJhf/3EOyMq/ZGUcz/+mBgf9zaIR0v7diPNMuzSLD8QXd+5eRbaz4LRldFR/XWZbX7fKHsVHvSCTioAR/U91IGQZckmpOzjuF99b3+8c6nXfF4TWp0fN2+Wfhmz1zsKM7lvVYo6TU6WW+kc0DngM6B5swBH3nagcwSc0jjjU4APiTax3LKqbAwf37Tlb2xyrEAPcLMGBQXy/qd1MsS6KFrvCHqVw4gDtAVoZPOgcblgAB9hDFfRwo2F/39UQRfcRUweGiVQQlgwQNEROzOnJ75X2zDoU7bEVoUyVDE/jA5XJ+0ntMIIUsH1slIgtykvIRa/ZN63KR5yDA4iX6HbCkFEJhUX3XJsXcPnCwkvMsaD2uvvRjVNa5R6oAFJnf1Uekc0Dmgc6Dpc8AAxhwGEMqtivYh/L2T4W4GQWgsLcKAyDCkMJ8dJw7Louk/2GZwB7oHrBk85KZwi1JfI/T/Hoe5/0CUvDkDtg/erUAX8riBySnJsHF2Xhy8E6vbz8S+6CysScrE0+OWoLRXoUfrk+ensX0HGLp09Vs4Q33BVRqSsy0sZkixx/p8oOxbtxJGeD9DQuwNOVS9b50DOgd0DugcaCQOnNbtLgxPnwZ7gIbUNxJb9Ms2AQ7oHrAm8JBOviF6920YGO4gMdSlHTqi9L8fAjt3wnHbHa4EVw8mZIWHwmYPgY25ZYVE39gdk4fD8QXIKbWibe2KsXv0HNg/xboWiCQ1VPxJk4h2GZbcEvWtKRaLBISZYxnyEZh88yfP9L50Dugc0DnQ3DhgMloQZApG36gIJLJIcyBRfHgqzJZ85tHqU+1Aei6BMhb9rQiUJ9FMxhFvSGRhXJkQE2HJxz0HnXY663C0hu3VV1D4yENKKTMTYcidsjp3Q8bBlUQ+zC3fnUPUwvYCoKHTCeWAqXtPGKReFL1W/iSLH5TNbuZ+mCR1wOJawmRnmKp/h+jP29X70jmgc0DngM6BOnBA0hOGMKc5ScL8AoDMQ4cRgdeBPsy1Ppqbi2U5R7EzOwc9bDEwcayhFWCxATBafQiNxQHdLNxYnG+m15UJcVJ4V5Qk2BHW0jfEuITb4f6HYEpNRfH0Z1D69ZeqornGtncH9EOOuQMyg6WIbJDa/fXQQYj0sxKgXU9f++aAkTWfDG3awGkKLO1G3h0jvandmDPYcnEc9v1ghMPm+z70IzoHdA7oHNA50DQ5EOQHg52/7twQ7gK54uREdbk0Nw/zM7Nw4E9g/4Lyes3+upzeTxPlgK6ANdEH15SHLd6vo53ykDCQClh1b2BkJEL+dj8sE89E6VdfqJphGlR9C6L3LT7tWvSJH4CQdsANp6agf3xFTaOmzJ8mOXZa9QKNRIk3dmeRb0Kp66RzQOeAzgGdAzoHdA7oHAgUDgSWyTpQuKKP44RwQAomHo8k50mg6k0dOqB4xmsMSXwApj59Yf39dxjozujXuQcKqaC17xakCjAerz/9ePPiQGZeBrIKDsLsjGXoxwmqztm8WKzfrc4BnQM6B3QOeOGAyJ+j+dmM3tGn2l7Y0+x3Ved/aPbM0RkQOBww9xuAsMeeAGw22H79BUableh2zCKz2+FcMA9OrnXSOeDJgY0HZuObffOxvZS5gizSqZPOAZ0DOgd0DugcaEgO2P5cAOsvP2H19s+wZt8X6BURhGHxcQhNBMK4BF68SENyQ+/bFwd0tdwXZ/T9AccBY8skuKPt7YnMRnLxZsQdSIZ5+zagW/eAG7M+oMbjgGP3LjgPH8ae0gTYe+zDKV3j9Tpgjfc49CvrHNA5oHOgWXDAWVgIZ34+kOAy+vWLCEUKFTAQm0MnnQMaB3QPmMYJfX1COSDOq7qQOwz73uhswpSvQYfMCBTsDqNyVpce9XMCjQPuSnZ9xmbfvh3OQweZ8ay/GPXho36uzgGdAzoHdA7oHNA54F8O6B4w//JT760GHBgWFgpLQixrd9Re/zePHgPrN19VQNjTl19QnA5HfiriGIVYLahHDcamN2lcDljGnApjcTEcOTl+GUg8EhFuiWfIR+3fNb8MQO9E54DOAZ0DOgcahANOe2DD2raITEdQKeuAGfSpdoO8AE28U/2taOIPsCkOv2NwECKJcGiuA3Je0LnnQ0LL7CtXAEFBcIaaYBg7DjDVANGjKTKruY1Z3gk+V0Md3g1vrOpi7oOzpQ5YbDJMNiOh8qmkB1gAvr0UyM0AWE8U0ene7iJw9hWx3ltoaGjgDEgfic4BnQPNkgOmkaNgKi4h+FbgyX7zsBEKa74nv5XHWAdsMeuAbc/KRq9SAYMyICypaT2y4myg6AgQTKDpsJaBO/amJp90BSxw36WTemRSOLEuJBPz0NvvgiMrC+2PLMHvBSXYuzEI7ZwS01i3PusyDv2cwOeAMS0NSExE+7BgFC6JwV6nAemT+ZYE0FevOAtY/ATxZKiE2YtpR6BuM/oFlzIWaBy+/fbbMWrUKJx33nmBNjR9PDoHdA40Mw4Yo6kNRFHu13Eu0ZDsMoSFVep+BeuAma02JG6IhZFDTj8nIIddaczajwMLgY3vc7zUc615QNokoNOF2tHAWVutVvTo0QPbmXrQVEiPy2kqT0ofZyUOGOPjkdZpPDJN6diSmIuIzg4dhr4Sh/QfpnbpMHbpCkNwMFqNsynBYWwE5ctBwE4r87E9lxJGWc67EyihdVGOSZFoWa95vWpb7dyK2Fvfz7e0tBRHjx4tb5CXlwexDGqUmZmpbUK2N2zYQHDRyqE8OQwBXbNmDeRcITlf2uXSmltSUqL2OWn0EGG3Z88e9Vv7L4vGERGGO3bsUP0eO3aMYKV2bNy4UZ2vtdPXOgd0DugcqBcHAlD5qtf9NNLJNhr/NBnjvs5cB6x9jeDThTzuEgXYOctVTNq9nbYt7WpC3mSSw+HK1Rb5JTJDyJeMkWMZGRnYvHlzuewSWbZz504cOUJXXRkVM51h3bp1leSOyCaRYyKn5Jx8gqWITJMxeZOFWl8NsW6E6UhD3IbeZ3PjgJN/OA6ZCPKPNr91EaI6Haeoc3NjkH6/5Rww0OUl4X3mRqrHvOc3YMdX5cMp3/CKDULr6OGlQM768maVNoY+xbrSsZV2Vflx4MABDBgwAIcOHYKRdfROP/109OnTB6+++qoSUGPHjlWK0/3334933nkHHTt2xN69ezF79mx07twZM2fOxEMPPYRevXph2bJleOaZZxgVGoRVq1YpgdW2bVvV34QJE5SiJcqetP3qq69U6KhYIbVzn3zyScyYMUMpYHFxcVi9ejU+/fRTjBs3rsq49R06B3QO6Bw4mThwOHcrjuXn0G4WHNC3tebfwDEvjiMJj/dG69+mPPVySwKzP+Qxb2dU3vf6669j27ZteO2115QBLzU1FXPnzsWYMWPw4osvIjs7G/feey98yZiLLrpIybB4GuJF6fr555/x7LPPcjrowOWXX47vvvsO8+bNw9SpU5VXbPny5Zg+fTquvvpqLF68GLfddptS1ESunXnmmaqP9evXIyYmRilk0iYqKqryoBvgl+4BawCm6l1654ChJYOHk5LhNNdf77evWwv74oUw0Fqik86B6jiwODcfczKzUFpmYauubUMcC40HIttWXUKTeTVvX2BG0nprL/tMNaglLQpSq1atsGLFCuUJO3jwIH77jVog6fvvv8c555yjhM9HH32EXbt2Yf78+UrhEmEo9Pbbbyul6+uvv8Y333wD8YZNmTIFgwYNUu1ESIoS1bdvX3WNrVu3KkVs4cKF6nz5b/LkyUpZ6927N1auXKmUOhnDfffdhzfeeKO8nb6hc0DngM6Bk40DtgXzYZ39I9bS8rZ239foFx6EkQnxKn9K8r8CLVkiorV3mRPEKE9vg7VEeG8flVqzJynyQZQmoV9++QVt2rRRCpj8njVrlpJRvmSMyCNpIwrWTz/9hHvuuQf79+9XCpiJ+YA//vgjzJxjPvXUUxAZ9+uvv2LTpk14+umnlUdNriFeMZFXW7ZsUUZDUQZle+nSpQqfQBubtG1Iqv9MuCFHp/d9UnHA1K0HIAoTXb/+oF32rUhylqBN9AgE0dKvk84Bdw7YM3bAwXos24pKYbXZMSbZyffEvcWJ2U7sz1Q0Lt5o+XNA9kaGWpRFAIqnriPj69ue7q11zfedffbZSsDt3r1bCbMffvgB+/btUwrYgw8+qLxVYv27/vrrVacFBQXKMvj888/jyiuvVIsoSiIoL7300ioX/uyzz9Q+aSt0mPXWPv/8cwwbNkz9llwxDUgljbl43bt3V/vF26Ypg2qH/p/OAZ0DOgdOMg44i4vgLGI8nspNBwsxhyIpNgaGQQZXVZQA08A6Xez9AZTmAvPvZn6yK+q8vNHQx12AHOU7arkhciA4OBhivBNlR6IxPvzwQ9x5550qtHDw4MHK2CfdesoYkVHiGRO5MmnSJJx77rkYOnRopTB7CUNcsGAB3n//fXzwwQdqdKK4LVq0SG2np6crI6X6wf8mTpxYLq/at29fHnqvHW+ota6ANRRn9X69c8Bk8r6/Dnv3OjIQXHQQ7Q6NR/4xI2K70FjTCBPsOgxdP+UEcMDB0ARHTjb+0r0nQlu3RrjZf++ev4bfjzlgy552hX+YGCLZ/lwgdWz9exfFSYSZ5GeJkJIY92+//RYSZjF8+HAV696hQwfccMMNVS522WWXKYEkYRwivCR0ce3atVXajR8/HiNHjizfHxtbERsZEUETaRlJ6KFGmlKm/dbXOgd0DugcaA4cKGQebLgkIQeY8lUd74MYhTec8mnxo1TCaDsPjgZ6Tquf8qVdT4yEEvYuXieRM0888QTEsOeuDPmSMWLsk5xiCXuXcEIJjxdPmDuJgfGaa66BxeIKGxFZJzJPvGHu8knOcZdRErYvuWcnggJCAZPJgeQaiHAeOHBgOcO8MUAS5iSPQCYROjVfDhgSEmAo5tfAaEPBjiDYOLeO6agrYM33jaj+zgPVQyoGg4H3Vz/2uhzt168fxPslXi/J4ZLE5ltuuUVZDkXAnH/++crC2K5dO7RkaLAIQAk3FMEmFsVrr70WV1xxBUaPHq1i6CVxOSQkpNzKKDH4Ev4hyIgi4KQ/OU9yyE5GkmRtySMQq+vx7lEEvPBK2uqkc0DnQPPlQMtIenrK6oAJ/Lx875uakVhyjke/5P9nKEZCkTHdunVTMkSMeY899hjeeustdTFfMkbytCQMXhS3Bx54QJ0rCpgoXEIi61q0aAHxokmIvRgUJURRcp8DLfqi0RUwQdeSxDgJUREmiQYsLkZvllJBNHn00UdVYrmugKl3rdn+Z+rRE0ZTGuO3djVbHug3rnPAFwfk+ylhGoJkKDX3RGBJLpjkfwkl0IAhHrJOnTqpRWLm33zzTXXs7rvvxs0336yEoShwL7zwghJyElY4bdo0pYRdeOGF+OKLL5SSIX3J9/uSSy5R559s/0kO2yOPPKLATP7zn/+okBhRNr2RIHPdddddin+6AuaNQ/o+nQMnPwcsI0crL0p3htkJop+gzIb6MfrnZODgkCFDFG9EMRISYCbJ3zr11FPVb18yRvK8RKnq37+/AsqQ8HnJF5P9I0aMQHJysorwEGVOZJIYIAWc44477kBSUpIC/1AXCID/Gl0B++STT5SmKpZUIclJEAQSeTjuJJDGou1GR0erxf2Yvt08OdCuxVBsL0rDrmIbaz2Jy7gJ+fab5yM7oXdtYiw3CpLgpBBsjiShgxpJeKBAwbuTxN1L2IbA77qHD4pxS5QOQaISa6N4zIRuvfVWXHfddcrSKPskfETgfMXyKB4fjQSFUSOJzRfPkUaiAGpKoLYv0NeCyiXhMQIoIpMCCWuRsE7N4qqNXzyIgiopMkonnQM6B5oxByhz9NlI9c9fZIjkDmsk31VZNJLvqC8ZI7qAyC+RUYKEqNHvv/+OQuZ9h7EOm0R2iAdM8sHEI6aRKGniPdNIDIzuJMAdJ4oaXQET9BGBSdZIQmcEi99TAROmSvK4YPdLQrk3EjhkrZaAtJc4Tu23e3ttn6/jWltppy3aPs+1Fivqj760cR3vmtpxrb3nmOR3oI5LG7M/+JUS0wuZe83Ib5mLnimRcLJSoDvQnVxD44M3Hml80sbk3kbbJ2tt2/24tq0dr66NNgZ/3LN2He262jg819pxrb3ncfmtHfPnuAKqr9ZtYJAXgh9gX+PSeOCNP81hn3i+3JUv93t2j4vX9rsrWrLvRED1atdujLVYrgWiX2D1hUSoi3AXz6CEb7pTaGioCp95+eWXvUZwSF+isGokCrH2d6rtq+la3mchX+91TfvR2sk4/NmX9FvXe9PGpK21fmRdXwpkvmn35q/nIP34qy8ZW0P0549nqvFN1v7qL5D4JmNpzuRLxkiUh7vypfFIvs/u5K58ue8PhO1GV8AkLMadwbItAs+TpLaMkGi4vkhCbgTpREjiSk855RRVC8dXe62tr+Pafq0Yqfbb27qmfUkO2/HIvYhqdW392Ze4cY9H4krXCuRV1/ZE9GXMJpIi81JAo35W/FEUR5tx+AgTwdxInkl1H2T5sMmzlXpJvqimz7U5vCMn4/vmbrTx9Q7o+5svB8RCGx4eXkmhEsusWF49FTB3Q6K3SZNAH0teg0ZibJTcMk+lVjtek7UYJP1JNfmO1fR6NZVjNe2vJnKlpn2JIuyuDNf0PF/t3Aud+2pT0/1yn/681+rkW03HpLWT+/TnvfpzbDJGf/bnj74yC7bB4bQiPqxDnccm/Pb2PdGeib5uuhxodAVM4jbdQ2NUrCwtiXUhCRMRQA8hEZySOC4hNJ4k1xNBI0goYgH2RXK+TOAFLtMXaX2JkNbQVry1DeS+5B6qmwQID0RY1eQea9qXWCk8Q3jc+SbvgSw+x8U6YIJwZ0hNh4W8l0lRhMezlOdbnZAVC4pYrfV3pP7vbkC+I3yh7PwbzuOExtf7Ju90TRRL93dT324+HPCUT3Ln1X6XqmGN1GeT/GaNxJgoBkdv3x+tja+1jEHeW8nvkzHWlyRxXSZ51cm6ml6jpjKxpv0dVxbUtCO2k3sUI6J89/11rzLn8LS612JIlZqK0ioyz6fcq9S6+h9yr6LIeSK+VX+W76MiS2W+5K97lffXX2PTvuH+7K8+fTlYBwyFBViTsgF5tjzEt03j33lFGJxvLlc94o/3tGqv+p5A4IBv7eMEjU4SuMWaqJFsS1G2upAk8WkkeWQCuSwfWk8SZUgUMFEAqnu5ZYIuE0tvfWh9an1JP8frSwRTdX2JoJFx+bMvz/wMbdzaWuJw5R6qG5eMWz6+/u6rumvKhEBTkLSxuq9tRF7bZtiOVg4r2sSPQgyVLQuflzvJeLX8Fff97tuiNHsbh/tzlX58UXN5R+Td9MYnjS+B+I7I2Ox8v0UBk2fobfzytybPUCedA944ICEuMomVSbb2fRcZlZKS4q15tfsk1FNyxzSSPDuZaHt7L7U2vtaaoVHGVJ3hz9f53vbLhL0uY/Hsq6ZyzPM8X7+PJwt8nedtv6aA+foeeDunun1yr8eT69Wd73lMlENRcvzxHOReBbjMH33JOEXJ8dfYpD/x7PhrbJJyUt18Qa5XG6rv2KyhIXCWFsPM+YXRYVTzkLreqxhYdBlVm6fXdNq6sqsbcbwCPSnIJ/KhkHCMP//8E3379lUjkt+y6KRzwBsH9jt2wVy8DG32hSN3PQscVsYY8HaKvq+5ccAP3oHmxjL9fis4IBNOgTOWGmpC8+bNUzlzWt7czp07leyqOEPf0jmgc6C5c8AyYhQs48bDQMMf9WCddA545UCjK2DitZIwIIGLFATEKVOmlMfWC6KUVMfWSeeAJwcMTIY3xLBABSfYhbuCcHQrw0vqn6PteRn9d1PngO7daupPsNHHf+ONN6r6aFOnTsWMGTMU+pY2KIHl37x5s/ZTX+sc0Dmgc0BxwEDvdHJMN7RgLTCj0VUMWGeNzgF3DjR6CKJYGP/+97+r0Dtx0cpvjTwrW8t+AdaQRafmzQFT124wIlWvA9a8XwP97nUONDgHJHdLyqVIfo5nvpZEb3iS1J/RSeeAzgGdA11TTkd80D7OVXzjCOhcar4caHQPmMZ6SSZ2V760/fpa54AvDqQnjsCx0P9v70zApCiuOF7LfR8CckkInkkQFEVFE7wV4xFvA0RiPGIiBvWLAUk0YIJRo0YxiRo1wSNoxBwoRxANHhBQogY1goKGeKAgtyA3u5P+l9Y4O9Pd27PTMzuz86vv2+2Z6upXr35VU69fVXX1keadrZWmknn+IEzEQwACMRBId75iEIkICECgnhNo0qhlPS8hxastgaJxwGpbAK4rXwLd2/cx6xp0N293+9i07l1lvNeAESAAAQhAAAIQgAAEIFDUBD5f71fUaqIcBKoTqFqx3FR6G7ckKneYTV22mtZ7JEwFwwnVIfENAhCAAAQgAAEIQKDoCOCAFV2VoFAUAlVvvmmqvJcxV3TzXlmQ+aaBKCJIAwEIQAACEIAABCAAgYITwAErOHIyjJPAV70dNJt27GAaJ5j+ipMrsiAAAQhAAAIQgAAE8kMAByw/XJFaIAJ7NGls2rbWS5hxwAqEnGwgAAEIQAACEIAABHIggAOWAzwurTsCFV27moZt2hjjOWAKDdiAo+4qg5whAAEIQAACEIAABCITwAGLjIqExUSg4T5fMlVVVSbx0Udmh3dsXlFM2qELBCAAAQhAAAIQgAAE/AmwbsufC7ElRCBRQrqiKgQgAAEIQAACEIBAeRPAASvv+q8XpW/SgGZcLyqSQkAAAhCAAAQgAIEyIMASxDKo5PpYxKoPPzA7N20yFU2b1cfiUSYIQAACEIAABCAAgXpKgKmDelqx9b5Y3rrDiqqESSRYgFjv65oCQgACEIAABCAAgXpEgBmwelSZ5VSUBt27G1NZaczKleVUbMoKAQhAAAIQgAAEIFDiBJgBK/EKLGv1K9j6sKzrn8JDAAIQgAAEIACBEiSAA1aClYbKEIAABCAAAQhAAAIQgEBpEsABK816Q2sIQAACEIAABCAAAQhAoAQJ4ICVYKWhMgQgAAEIQAACEIAABCBQmgRwwEqz3tAaAhCAAAQgAAEIQAACEChBAjhgJVhpqAwBCEAAAhCAAAQgAAEIlCYBHLDSrDe0hgAEIAABCEAAAhCAAARKkAAOWAlWGipDAAIQgAAEIAABCEAAAqVJAAesNOsNrSEAAQhAAAIQgAAEIACBEiSAA1aClYbKEIAABCAAAQhAAAIQgEBpEsABK816Q2sIQAACEIAABCAAAQhAoAQJ4ICVYKWhMgQgAAEIQAACEIAABCBQmgRwwEqz3tAaAhCAAAQgAAEIQAACEChBAjhgJVhpqAwBCEAAAhCAAAQgAAEIlCaBRqWpds1aJxIJo7/KysqMxFVVVTZOR7/z7gKdj5JG6aOkqymN00VH99npknqMW68gTi5Pp0tN+kfRK6ospYuSn3QMSqd4lS0sBJVd1ypID6eznxylC8rfpXeyoqQL0sfJcrpEkRUljeRGSVdTmjj1iipL6WrSS+fDyujyson4B4ECE1D7q00brKldZ1sMyaup74kq05WntmVLz0dyavqdp18T9N3Zg7jkxcnN6RxXPUhOXLKkWz7kubbiyl7bo3RTiFNenLJyqQdXttqy4briJVBvHTAh37Ztm9m4cWMGfXWaCps3b7ZpMhJ8FqEfoBr/zp07g5JYw6CTUWWF/aidXlu2bDHbt28PzNPpVYyyVAZXDr8CuM5k69atZseOHX5JbJzKFlWWePnJUrzLzy8jnZMexdZG6nt7i1qvxdBG/NoNcRCIg4B+B5s2bfLtf2qS7/p+Xd+gQe4LWVyf44415R923vX/NdmxMBmp56LYgtT0YZ+dPVDfEldZJcfPhoTpEXRO+um+xTEMShclXrLi1E066b4krrLGqZv7PRSjbro3Ebva6qbrXbuNUu+kKR0C9dYBq6ioMM2aNTPt2rXLqA01aHVyrVq1Mk2bNs047yLUSeuH06JFCxeVccxGljqJli1bZshwEeqQVq1aFUmvqLKUnzgEBXFQGcQiKCivlStXWt3jkCWuYtq8efOgLG1Hr84+TC/VjWSpjH6yFL9mzZrAPNRGdF1YG2ndurVp0qRJoIxyaSNqm2Ftt1jbiPQKayNqX+vWrQusX05AIF8E5Di1adPGt/+pKU/122vXrjXqnxo3blxT8hrPu8GqMFtXo5DPEkS1Y1HlyQ7UZAuiytKN7IoVK6z9iauscoLbtm0bVYXQdOqrZGNVr7kGlVV9m599q41s3ZvIFsZVVrXfuHSTnZc9j0tenLqtX7/eOsK11U3MVTZC/SOQ+9BZ/WNCiSAAAQhAAAIQgAAEIAABCOSFAA5YXrAiFAIQgAAEIAABCEAAAhCAQCYBHLBMJsRAAAIQgAAEIAABCEAAAhDICwEcsLxgRSgEIAABCEAAAhCAAAQgAIFMAjhgmUyIgQAEIAABCEAAAhCAAAQgkBcCOGB5wYpQCEAAAhCAAAQgAAEIQAACmQRwwDKZEAMBCEAAAhCAAAQgAAEIQCAvBHDA8oIVoRCAAAQgAAEIQAACEIAABDIJ4IBlMiEGAhCAAAQgAAEIQAACEIBAXgjggOUFK0IhAAEIQAACEIAABCAAAQhkEsABy2RCDAQgAAEIQAACEIAABCAAgbwQwAHLC1aEQgACEIAABCAAAQhAAAIQyCSAA5bJhBgIQAACEIAABCAAAQhAAAJ5IYADlhesCIUABCAAAQhAAAIQgAAEIJBJAAcskwkxEIAABCAAAQhAAAIQgAAE8kIABywvWBEKAQhAAAIQgAAEIAABCEAgkwAOWCYTYiAAAQhAAAIQgAAEIAABCOSFAA5YXrAiFAIQgAAEIAABCEAAAhCAQCYBHLBMJsRAAAIQgAAEIAABCEAAAhDICwEcsLxgRSgEIAABCEAAAhCAAAQgAIFMAjhgmUyIgQAEIAABCEAAAhCAAAQgkBcCOGB5wYpQCEAAAhCAAAQgAAEIQAACmQRwwDKZEAMBCEAAAhCAAAQgAAEIQCAvBHDA8oIVoRCAAAQgAAEIQAACEIAABDIJ4IBlMiEGAhCAAAQgAAEIQAACEIBAXgjggOUFK0IhAAEIQAACEIAABCAAAQhkEsABy2RCDAQgAAEIQAACEIAABCAAgbwQwAHLC1aEQgACEIAABCAAAQhAAAIQyCRQFA7Ytm3bzNy5c828efPMjh07MrX8LGb16tVm5syZZvHixYFpOAEBCEAAAhCIk0BU2yPb9OSTTxqlJ0AAAhCAAASCCNS5A7Zlyxbzne98xzzzzDNm4sSJZtSoUSaRSGTou2DBAnP++eebJUuW2DSTJ0/OSEMEBCAAAQhAIE4CUW3PbbfdZm6++Waj9BdeeKF577334lQDWRCAAAQgUI8I1LkDNmnSJHPIIYeYa665xtx5551m8+bNZv78+RmIx48fb6677jozYsQIc88995gJEyaY7du3Z6QjAgIQgAAEIBAXgSi255133jFz5syxtumqq64yQ4YMMQ899FBcKiAHAhCAAATqGYFGdV2et99+2xx//PFJNQ444ACzaNEiM2DAgGTczp07zbJly0zfvn1tXOfOnU2LFi3MBx98YHr16pVMN2zYMPPxxx/b7126dDF9+vQxq1atSp53H9wMm9JWVFS46Iyj0ulv06ZNGedchJO1fv1606BBsD/rZMnBDAr5kKUybty4MShLWz7lq5nIoOD0ilPWhg0bzCeffBKUZVZ6BcmSvpWVlaF5qG7D2ojqlTby6e8gStstxTZSVVUV2EY4Ud4EotqepUuXWvvkbIDs2PTp06vB0/LEkSNHJuM6dOhg1q5da21ZMjLiB9cnr1u3LrR/iijOuN9AmK2LKsvpVpNNzEZeTTYqG1lKK5sYV1nFLq7BYJVT/ezWrVujFik0neyfn30LvSjgpH4LkhdXWePUzdn5uMoat26q19rqprbgflMBVUN0iRKocwdsxYoVpk2bNkl8+ixnKzWsXLnStGzZspqhadu2rTVeqQ5Y7969kzf1jRo1Mg0bNjSNGzdOFWU/q8PUD0zn9RcUlEYNX7KCgpPl8gtKV6yypL/+4ihjFFniKRY18cpGlurQT3/FhTlPOqcbJtrIp7+VoLYbpS6UJu56LUQbUdsJayNBTIgvDwJRbc/y5cuNbJILsmNr1qxxX+1Rg4ZuEFERcr7Uxv36n2oX+nzRb8393pzT55MscpRk1WTrogqL2hdkI08y/fr4qDJcOmd/gmyGSxf1KHl6br02deiXh5ycIJvkl76mOHGLSze1kWLVTeVUiKuscXJTG8lFXhy/75raCefrhkCwZ1EgfdQR6oftgjqg5s2bu6/2mJ5GkUrXrFmzaulGjx6d/K5ljAsXLjTt2rVLxrkP6jC18UerVq1M06ZNXXTGUSMP+uHIcAaFbGSpnHIkg4LKpFGSKHpFlaX80jml5i8OKoPyDArKy92IxCFLXMU0vZ5T89com/7C9FLdSJbK6CdL8ek3Qal56LOuC2sjrVu3Nk2aNEm/LPm9XNqI2mZY2y3WNiK9wtqI2pdmEQgQ8CMQ1fakp/OzYz169LDL6F0+WlIvR82v/3Fpgo7qt+XAqX+K46ZTKyB0oxhm64J0SY+PasfSrwv6HsUWBF2bHq8yatBX5YyrrJpJS3W+0/PM5rv6KtlY1WuuQWVV31ab9uWXt+5NZAvjKqvab1y6yc5rIC0ueXHqpplg/SZqq5uYM0jo1yJLPy54zVyBytaxY0drSFx2avjdunVzX+1RSzXUycnouOCXzp3jCAEIQAACEMiVQFTb06lTpww71rVr11yz53oIQAACEKinBOrcARs4cKCZMWOGHaXW1r3air5fv34Wt77rT0sPtFHHlClTbPzs2bNN+/bt7V89rReKBQEIQAACdUygJtujzTc0a3HQQQeZ119/3bz//vt2tHvq1Knm4IMPrmPtyR4CEIAABIqVQJ0vQTz22GPtO8C0a5TWug4ePDi5scZ9991nl1dcccUVZvjw4cnt55VuzJgxxcoUvSAAAQhAoJ4QCLM9l1xyibnxxhvNfvvtZy6++GJz0UUXmV122cX07NnTDB06tJ4QoBgQgAAEIBA3gTp3wDTCOG7cOLsrkZ7HSX3QNnXHKBk0bVmv9bS1XUsbNzzkQQACEIBA/SYQZnu0esOFk08+2QwaNCj5fLGL5wgBCEAAAhBIJ1DnDphTKOpDpzhfjhhHCEAAAhAoFIEotkcbYsSxKUahykQ+EIAABCBQNwTq/Bmwuik2uUIAAhCAAAQgAAEIQAACECg8ARywwjMnRwhAAAIQgAAEIAABCECgTAnggJVpxVNsCEAAAhCAAAQgAAEIQKDwBHDACs+cHCEAAQhAAAIQgAAEIACBMiWAA1amFU+xIQABCEAAAhCAAAQgAIHCE8ABKzxzcoQABCAAAQhAAAIQgAAEypQADliZVjzFhgAEIAABCEAAAhCAAAQKTwAHrPDMyRECEIAABCAAAQhAAAIQKFMCRfMi5nzxTyQSGaIVl/qXkeCziGzT+OXlZCPrUxKpHPLNK0x+er247+5YSD398nRx6Uf0+pxIKovPY6t/Sk2jzwQIFBMB1z6z1cld547ZXp+e3snRMdeQKituefVZN5UtlV2cZc1VVty6pcqLSzcnMy55cbRdp5Or1zh0Q0b9IVBvHbD27dubF154wf6lV9eOHTvM+vXrTdu2bU2TJk3STye/ux9gRUVFMi79Q2VlpVm7dm3RymrTpo1p2rRputrJ71HKWFVVZdasWWOKVVbr1q1Ns2bNkmVK/TBkyJDUr9U+00Y+bbvFWq9x6hXWRoYOHVqtXfAFAoUgsNdee5nrr7++Vllt377dfPzxx0Z9WKNGuZvxKHYgqqJRbWJUeXHqJlmrV682Yf1BVL1cOtnHBg3iWUwk3Vq0aGH/nPxcjnHqpvucxo0bW3a56OSujVM33c/pPk33dHGEOHXbsGGD0W9Cv9XahrD71NrK5LoiIOB1SGUX3nzzzcTee++d+Ne//pVz2d9++20ra968eTnL+t///mdlzZkzJ2dZ7733npX17LPP5izrww8/tLKeeuqpnGWtXLnSynriiSdyluU5hVbWtGnTcpaVLuCNN96wsl988cX0U1l/f+utt6ys559/Putr0y9YunSplfXPf/4z/VTW3+NsIx988IHVa9asWVnrkX7BihUrrKyZM2emn8r6u2sj06dPz/paLoBAsRKYP3++/Y0sXry46FR0dmz27NlFp9vmzZstt7/85S9Fp5sUOuCAAxJ33HFHUer29a9/PTF27Nii1O28885LfP/73y9K3UaNGpU444wzilI3lKpbAvEM2xSBI4kKEIAABCAAAQhAAAIQgAAEip0ADlix1xD6QQACEIAABCAAAQhAAAL1hkDDa71Qb0oTsSBaT+stQTT77bdfzmutJUtr+ffff/+cZWktv5PVsmXLiKXxT6a12nvuuafVq1WrVv6JIsZKrz322MP069fPxCFr9913N95Si5zXkjds2NA4WXpeKM6Q2kaaN2+ek2jXRuJob6rXuNqI6rVY24hrb3pWI5eQ2kZylZWLHlwLgTgJ6JnXL33pS6ZPnz6hz/jGmWdUWXHasah5Rk2nZ7W++MUvmv79+8f2vFDUvKOk+8IXvmB169ChQ5TkBU3TrVs3c+CBB5rOnTsXNN8omUkn3VN07949SvKCpunYsaO9d+rZs2dB8yWz4idQoRWQxa8mGkIAAhCAAAQgAAEIQAACECh9AixBLP06pAQQgAAEIAABCEAAAhCAQIkQqBdLELUd79y5c+026drC1QVvlzfj7WZnli1bZv+2bNligqb2nQxtZfryyy8bLTtzS5a8nefMf/7zH7t1/WuvvWaXLqTm4/JzR2076u1kaLceXbBgQTVZSiOdJk+ebLQdvnQL08vJ2rp1q/n3v/9tZWpKWyFbvbTFrfTSlvILFy6sJkvystHLydL2qloO4+0WaLR8QiFbvXTNJ598YmXssssu1WTpXDZ6pcpy+ihO9Svm7777rtltt93sdrqKp42IwufB1Ws5thFRcG23U6dOyTbyOR0+QSA/BJz90VLqVNsi+6E+y9kwnQtaEh0kQ320Xsmi87IdYa9V8Suds0GpNtGl83ZhtHZJ23+n6u3Ou2OYDKXZuHGj8XYSNr169XKXRDoGyc2mXw+SIQVy6Q+2bdtmvN0qbd116dLFaDm0C1G5hcmQrNpyC5IrO6z7DNfedJS99AtBMpQ2jKmfLL84b9dlo2V7qVv8O/ukNu3ug/yudXF+Mty5Z555xsoIe02PS5t+9HbStvcs7dq1s6ey4eZkpctQfBzcnHyOxU+g5B0wOV5jxowx+iH84Q9/MHp/w5e//GVL/le/+pXxtus277zzjlFj37lzp+nbt29GrTgZ3hbp5q677rI/gilTpliD8vvf/948/fTT1il49NFHbWdw9913m69+9au+a8h13S9+8Qvz0UcfmXvvvdc6V7rxl3HS8zYK3naptpOTQQzTy8nyts413ta0VtakSZOsw/PAAw9kpZcM+RVXXGH0/hjppQ7jz3/+s5XleEXVy8kS89/97nfmH//4h/G2ITfHHXecGT16dFZ6iYecS9WhHK3nnnvOLFmyxMrSOYWoeimtk5UqQ/U7fPhw470ywBpEbwtic8wxx9jn2WgjovZpcPVajm1EBFzbVT9x5513moEDB+b8zONnaDlAIJCAsz/pNkzt0Nte2zpOshP6k4Pi9wxOkAzdQH/ve98zulnWwKJs2dFHHx3ZCXM2SIOR9913XzU7dtttt5nHHnvM2hTZp5psop8MB+XGG280uiE+/fTTXVSNxzDdovbrYTJy6Q80qHr++eebTZs22cFhlW3QoEGWe1RuYTIcnNpwC5OrdjR+/HijeyHX5mTX00OYjDCm6XKCvv/1r381v/zlL82wYcOS77lz9km/E92DaeDX3bv4yfGT4dJ5r0gwP/3pT423tb69d3TxUY7eaxbsvZSeP9fz2ApRuTn5fjLi4ObkcywRAnW7C37uuXtORcK968q76U6cc845SaGDBw9OeKOHye9BH5wM76W9Cb17SDK8kZaEZ6gSZ555ZkLvNfEMQ0LvDrnmmmsSf/rTnxLeCzR9xUnGokWLEjrqvU/ejX5C79HS0XMOrPyjjjoqId1qCk7Wt7/97YTnmFgZKo/ex5GtXpLxyiuvJHT0jHDi5JNPTug9UDp6xjkrvZys//73v4mzzjorccQRRySuvPLKhN53pe/Z8JKMb37zm1avY489NnHxxRcnRo4cmUSj+ojKy8lKl+HdgNhySqjayEknnWTrUd9pI6LwaXD1Wo5txLVdx8Iz3sk24uI4QiAfBJz9kexUG6Y2qfcbRQlBMu65555q75W69NJLbf8fRabSOBukz7KJzo65Pt6bidCpSDZR6VJl6LuC+njPWbE24NOYaP+DdNPVUfv1IBm59gees5rwHK1kQWSTdD+QDbcgGU5obbmFyfUcm8T999/vsgg8hskIYhooLOWEtyoo8eMf/9jeB3zta1+z90zutLNP+q53Rbp7F3feHcNkKM2qVavs70rXe4Pz7rJIR2/AIXHqqafa38Xf//735DVRuemCIBm5cEsqwoeSIlDyz4BpZx7vhcpGs0Sa7t91112t66vvenO792MzEydOtFPqQT6xZGhpnkZ9vB+2laGlitpxTqMcWoagmbN99tnHftZuO56TlSFu3bp1VoaWL0nWQQcdZJcxarRIo39avihdNKWuKfQwvZws5a9RTI3GS4ZGRXW9domLqpeukYyvfOUr9njkkUfakUzFa2YuG72cLPEQY81cadmMZp4kR/FR9RJAybj66qvtjJRmCL1OKMlVs4hReaXKSpWhePHS7o2pbUQ60kaSqG27Kuc24tquI6JdUtVGCBDIN4EgG+Y5AXb5l/fSevP444/b/ipIlyAZfu3aG6gKElMt3tkg/RYUZBNlg7TawfXxbnlYTTbRT4Zkqo9/+OGH7QoFfY8awnSL2q+HyfDjlk1/oNUWYuKC4xOVm64LkqFzteVWk1y1OdlK1YkeK/DuZnVJRgjSLYxphhCfCN0XDRgwwK74ST2det+heM0C695FbTE9BMlQOpVHs4Y/+MEP7Axa+rU1fdcyXK200sxX6lLeqNwk309Grtxq0pvzxUmg5B2wiy66yHgjS+aUU04x3siN8WZiLGkZGS27UCeiH6Q3QmimT5/uWwuSoXXPWnrljexYGZru1vIBdcTqNOVkaD3x8uXL7Wc9I5Me2rdvbx2jV1991R6lj9Ysaxmkjr/97W/NaaedZp/9kpEI08vJmjp1qtGW9N7slZWh/OXgKY+oeskZlAw5ozqq49CafTmoKpeWj0TVy8mSjH333ddug6yOUM+zHXbYYdYZjqqX+DkZel5Lxt0FLSXVUs6oeqXKcjLc8fLLL7cdtWsjWlcujrQRR8jYAYNybiOu7coQqu253/rnhPgEgfwQCLJhWkatZ4X0nI+O3soMawP8tAiSoWWBWiKuG1gtO9dzVur7ogRng7wVJja5bKLsmK7Xn2yIC7IjYTbRT4br42Wb1fdkE8J0i9qvh8nItT/QQK6YuOD4ROWm64Jk5MItTK7OyZHQ84J6LurBBx803moURWeEIN3CmGYI8YlQvt/4xjeSyw5dktT7Dhfn7mHcd3cMkqHzevygR48edqt/lz6b4/HHH5/cRyDVOY3KTXn5yciVWzZlIG3xEGhUPKrUThONZAwdOtTeqMsR07M+WvurtcF69koNW0GzKxMmTLCzQNOmTbNx6hS1xt7J0I35zTffbLypbvuOMM0YaaRDP1r92NQx6EcvY6ZRDG85gUmXpfX2crTk3Oh5Lc2iab2xZuY0ayUZeleFnjFR3mF6SZbWi69fv97omS/po/zl/GhddlS9TjjhBOvs6SFgOX0KKoPWUMsp0+hcVL2cLCvks3+SqZFQPWism4SHHnooMq9UOamfvWWe9j03QXp5ywjt83oqh4Ly9Xs2Qud+/vOfm0MPPdTexMh4qT5U97SRz38Hrl7LtY24tnvBBRcYvbft8MMPr3aDqXZEgEA+CDj7o8GmVBv23e9+1+hPA1wKGlDUbJicqnS7EyRDv2ut1lD/KFukdzlm4+w4e+YtZTRdu3ZN2qDUfkK6RbGJ6TJcH693aOr532xDkG56P5qf7fezGUEycu0PgvgExavsev481Z4Fpc2VW5Bc6aB7JD1jJXuuAUtvuZ1dNaOB4Ci6SUYQU52rbUjXWXKkj+5hNFim59UUdC+j34df0P3ajBkzLGe/87nEBXFTu46im/LOB7dcysS1+SdQ0g6YRuP0pwd39QPVMj1ND6vRa0ZFO8o4B0zfNW2vdG7kTlPtqTLU6WijDT34qQdo9RCobsj0sks9vOw9o2Rly7mSMZJBS5Wl6pKB049RG2zo3Nlnn22dujPOOMMuc9RDn3ICNGOkzk3Omp9eTpZm5JSvdJFjKOdN+Us/zR5F0UtLRzSbp/LqKEMuGVq2ohF/Lb+MqpeTJRkaaVLQyKrbKencc8+1zmYUvezFAf+89dXWOZQh9eOlOPF1RkH16hdc/cqB1TX6EzvpLseWNmJsu3D1Wo5txLUbtV3veUTbRrTzXG1uCp0sjhCIQsD1T342TCsCtNObc8BkwzSDkm53wmTohvRnP/uZ7aP129bmBW6ZfhT9nD1TP6lBK/0+ZINks7Q6xIUoNjFdxg033GD7eG3koQFO2RTZRC23jBKCdAvq1/1sRpAM5Z9Lf6B6ExMX9FkzL7JZftyULt2eBcnQALMGTmvLLUiuVgCp39NOxAoaiNKgpma7ouqm68KY6nxtgrNPqfcd7h5G9S39FOSQBYVZs2bZ8smxVNCjIZo51kqbgw8+OOiyGuPDuOm3G0U3ZZIPbjUqT4I6JVDSDpg6Et34a3mGZofUUcih6N27tx21+eEPf2geeeQR+6PUiKG3WYR1zOTIpAYnQ7NNcr5kKJyx0IyaZqu0TO9+b0mhnDyNBukHq+vSZXkP29rljtpJSLtNydhpBFL6SYaWR1x22WXW+dEUv3YRDNLLyTrkkEPM7bffbo2xtsOXIc1WL8mQU6OjyinHVLL0jJmcvGz0kgzt2CPnUrNJ0kc3BVqPrSWg2fBKrYfUz5pFUwjSS86yZj5rCmojqgONAMu5Vqet5QwaWZaTTBv5nGC5thERcG1XzxzqxkM7hB7pPStJgEA+CYTZMLVF9VXepgT2+S8Nao0YMcLX7jgblm4HNVuipYGaIVN/p/5aqzyiBmeDZFO105v0le3Q882ySe+//74djIxiE9NluD5eumiwQ8/maKAsagjSTTbDr1/3sxmyA1oCma5brv2B7hM026KjW/qp8smR8OOmMqfbsyAZGsx1oTbcguTKht96663G26jFPocl2Wo7mqHs37+/y9Ieg2ToZFC9VBOQ5ZdGOauwFwAACpZJREFUjRrZe5fU+w61Q/1pxito1is1Gzlb+nNB9y+33HKL3erexdXmGMZNekfRTfnmg1ttysM1hSNQ4Y08+T9lWTgdcspJz0bJUKmTU1G83Y+Mt2uelanO3K1/1+jduHHjfEf/nAw5cPrTDbt+2NpgQoZFM0R6ZksjjVqaoKWK1113XcY6ZWX60ksv2VktzcxolFCjlhqVkSy3RE4/ejlD+h6ml5OlJYd6r4k6b90cSpYMaTZ6aWRr1KhRdnRf5ZAsp5d7QDqqXk6WZp1k1E488UT7jNpNN91ktG1/Nnq5yn/We85ATCRLR8lyIapeLr2T5WSofmX8VG6xlLGVE6rPtBFHzdjRwXJtI6Lg2q5+Y1p6rOcf1EYIEMgnAWd/0m2YBgG18sHbRdfOeGjZuRww9bnpIUiGVjz85Cc/sfZLM0DaoEgrKqIGZ4NkK9Tfp9oxDWr+5je/sTMmUWyinwynR20ciTDdovbrYTJy6Q9k/zXz+Prrr9v60n2JbvgVonILk5ELtzC5elWBlopqhY5m2bQVv58DESYjjKnTO8pRTp7u39xKm/T7DrVFd+8SJC9dRmq6XBywsWPHWidVK4cUonJLzT9dRlzcUvPgc3ETKHkHzOGVofFb2y6jI8MmR6em4GQovWZ1XNAUs5w7GT5Ngaeec2nSj06GO6afz0YvJ0NT7Vqf7UJt9HIy3NHJcsds9AqSURu9XP5Bx2z0CpKh2VEtCXAdukuXjWzaiLFOvNpklN9UqbUR13bT24hrKxwhkC8Crm9Jl6/BPzk/UdpkkAxnQ9JlR/0edL1u1LO1iVHzjJouSLds+vUgGbn2B9pARc+LayYkNWTDLUhGqrzafA6Tq9lS9e81DUCFyQhiWhtdU68Jsimpaerqc1RuYfrli1tYnpyrGwL1xgGrG3zkCgEIQAACEIAABCAAAQhAIDqBzLUM0a8lJQQgAAEIQAACEIAABCAAAQhkQQAHLAtYJIUABCAAAQhAAAIQgAAEIJALARywXOhxLQQgAAEIQAACEIAABCAAgSwI4IBlAYukEIAABCAAAQhAAAIQgAAEciGAA5YLPa4tOIF58+bZ7X31/hm/oBdx33XXXX6niIMABCAAAQjklYC2r9drTvyCdsnT9vTPPfec32niIACBMiKAA1ZGlV0fiqoXjd577732pYXp5Zk5c6Z90WK3bt3ST/EdAhCAAAQgkHcCsj96EfSECRMy8vrRj35k7r77brPvvvtmnCMCAhAoLwJsQ19e9V0vSqsXNZ900knm/vvvN+edd54tk95HIqN2zDHH+Bq+elFwCgEBCEAAAkVP4IILLjCTJ082CxcuNG5A8KmnnjKDBg0y06dPN+4FvkVfEBSEAATyRgAHLG9oEZxPAjJwjz32mHnjjTdM586dzfDhw82MGTPMa6+9Zlq3bp3M+pVXXjF33HGHeffdd41mz0aNGpU0iEo0depUayh1vnv37mbIkCFJ4zh37lwzZ84cs/vuu5uJEyeac88915xzzjlJ2XyAAAQgAAEIpBPQUsPevXub/v37WzulF2Truxyv9CXyDz74oJk2bZrZunWrOeqoo8yIESOSL27WS65vv/128+KLL5oNGzaYffbZx1x55ZWmZ8+eNstf//rXZu+99zZPPvmk+eijj8yYMWNsmnR9+A4BCBQfAZYgFl+doFEEAlpj37JlSzNy5Ejzwgsv2GWJDzzwQDXn6+mnnzaHHnqo0Zvlzz77bDN//nzTt29f8+GHH9oc5JgNHTrUOliaSdu8ebM58cQTrbFTgiVLlti1/FdffbVp166d2bJlSwTNSAIBCEAAAuVMoG3bttYmPf7443aQb+zYsaZx48bmlltuqYbl8ssvtw7VXnvtZQ477DBz0003mbPOOiuZRjNmjzzyiF3ZIedNNu3oo482VVVVNs0TTzxhl+O/9NJL1s61atUqeS0fIACBIieQIECgRAl4M16JioqKRI8ePRKeI5ZRin79+iVOP/30avGKu/TSS22cN1qY8NbjJ8/v2LEj4TlaCW9U0cZ5a/gT3s838fLLLyfT8AECEIAABCAQhYC3UiPhLUFMNG3aNPH8889Xu2Tx4sWJBg0aJB5++OFk/FtvvWVtzrPPPptYvXp1whs4TCxatCh53lt+b8+vWLHCxnlOWcKbAUvs3LkzmYYPEIBAaRBoVOT+IepBIJDACSecYE477TQ7YzVu3Lhq6bR049VXXzVdu3Y1o0ePTp5r2LCh0WihgnajWr58ufnb3/5m3nzzTZtes1xaCuKCZzjN/vvv775yhAAEIAABCEQicOutt5pJkyaZCy+80AwYMKDaNbJD3m2itV+yVS5oFkvnjjjiCPPoo48aLaPX886ew2Zmz55tk6WuxjjwwAON7BoBAhAoLQIsQSyt+kLbNAJ6bqtjx45GjlJq0Hp5LdOQMfNGGZN/xx13nDnzzDNt0vHjx5tevXqZG264waxcudIu/dh1111Txdilh7qeAAEIQAACEMiGgJYiaqm87FR6WL9+vX3WS7Yr1UbpGTA9L6aBQA0yHn744XYZYosWLcy3vvWtdDGmQ4cOGXFEQAACxU+AGbDiryM0rAWBTp06mTZt2tgNN66//vqkBD2srLX4GkG86qqr7Jp8GTyFyspKM2zYsOT6+uRFfIAABCAAAQjESGDPPfc03rJ3c8opp9jnvyRaNkjPMmtjDW0yNWvWLLN06VLjLbO3OStOwT0DZr/wDwIQKEkCDO2XZLWhdBQCl1xyifnjH/9opkyZYg2blm+ceuqpxltbb0ceNXLoraW3xkwbcFx22WVGSxdTlyBGyYc0EIAABCAAgWwIaMdD7WqonQu1Xb3szrXXXmsHBjV42KVLF2u3tLuhgnbq1YZQCtgoi4F/EChpAjhgJV19KB9GQDtPDR482C4t1Nb02ulQuyZqR0TNgmnHKe0wpWWHMnZarqj0CxYsCBPLOQhAAAIQgEBOBGSDtEuiBv/69Oljl9JrxkuDhlpWf+SRRxq9bkXvttSzzAMHDrTOmnbkxUblhJ6LIVAUBHgPWFFUA0rkk4CWeWgUcbfddvPNZtmyZdYBa9SIFbm+gIiEAAQgAIG8EdB7w7ydDH2f59q+fbtdteFe6Jw3JRAMAQgUlAAOWEFxkxkEIAABCEAAAhCAAAQgUM4EWIJYzrVP2SEAAQhAAAIQgAAEIACBghLAASsobjKDAAQgAAEIQAACEIAABMqZAA5YOdc+ZYcABCAAAQhAAAIQgAAECkoAB6yguMkMAhCAAAQgAAEIQAACEChnAjhg5Vz7lB0CEIAABCAAAQhAAAIQKCgBHLCC4iYzCEAAAhCAAAQgAAEIQKCcCeCAlXPtU3YIQAACEIAABCAAAQhAoKAEcMAKipvMIAABCEAAAhCAAAQgAIFyJoADVs61T9khAAEIQAACEIAABCAAgYISwAErKG4ygwAEIAABCEAAAhCAAATKmQAOWDnXPmWHAAQgAAEIQAACEIAABApKAAesoLjJDAIQgAAEIAABCEAAAhAoZwI4YOVc+5QdAhCAAAQgAAEIQAACECgoARywguImMwhAAAIQgAAEIAABCECgnAnggJVz7VN2CEAAAhCAAAQgAAEIQKCgBP4PssTR0PuUInUAAAAASUVORK5CYII=" width="100%" /></p>
 </div>
 </div>
 <div id="visualizations" class="section level1">
 <h1>Visualizations</h1>
-<p>There are extensive visualization tools in the package. We can add hatching to the map visualizations to indicate uncertainty of the estimates using <code>hatchPlot</code> with similar syntax.</p>
-<div class="sourceCode" id="cb49"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb49-1"><a href="#cb49-1" aria-hidden="true" tabindex="-1"></a><span class="fu">hatchPlot</span>(est.bb<span class="sc">$</span>overall,   </span>
-<span id="cb49-2"><a href="#cb49-2" aria-hidden="true" tabindex="-1"></a>        <span class="at">geo =</span> DemoMap<span class="sc">$</span>geo, <span class="at">by.data =</span> <span class="st">&quot;region&quot;</span>, <span class="at">by.geo =</span> <span class="st">&quot;REGNAME&quot;</span>, </span>
-<span id="cb49-3"><a href="#cb49-3" aria-hidden="true" tabindex="-1"></a>        <span class="at">is.long =</span> <span class="cn">TRUE</span>, <span class="at">variables =</span> <span class="st">&quot;years&quot;</span>, <span class="at">values =</span> <span class="st">&quot;median&quot;</span>, </span>
-<span id="cb49-4"><a href="#cb49-4" aria-hidden="true" tabindex="-1"></a>        <span class="at">lower =</span> <span class="st">&quot;lower&quot;</span>, <span class="at">upper =</span> <span class="st">&quot;upper&quot;</span>, <span class="at">hatch =</span> <span class="st">&quot;red&quot;</span>,</span>
-<span id="cb49-5"><a href="#cb49-5" aria-hidden="true" tabindex="-1"></a>        <span class="at">ncol =</span> <span class="dv">4</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>, <span class="at">per1000 =</span> <span class="cn">TRUE</span>, <span class="at">legend.label =</span> <span class="st">&quot;U5MR&quot;</span>)</span></code></pre></div>
-<p><img 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" width="90%" /></p>
-<p>Next we show the posterior densities of the estimates, where each each panel correspond to one time period, and the regions are ordered by the posterior median of estimates in the last year (specified by the <code>order = -1</code> argument).</p>
-<div class="sourceCode" id="cb50"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb50-1"><a href="#cb50-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ridgePlot</span>(<span class="at">draws =</span> est.bb, <span class="at">year_plot =</span> periods.all,</span>
-<span id="cb50-2"><a href="#cb50-2" aria-hidden="true" tabindex="-1"></a>                  <span class="at">ncol =</span> <span class="dv">4</span>, <span class="at">per1000 =</span> <span class="cn">TRUE</span>, <span class="at">order =</span> <span class="sc">-</span><span class="dv">1</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>)</span></code></pre></div>
-<p><img 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" width="90%" /></p>
+<p>There are extensive visualization tools in the package. We can add
+hatching to the map visualizations to indicate uncertainty of the
+estimates using <code>hatchPlot</code> with similar syntax.</p>
+<div class="sourceCode" id="cb50"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb50-1"><a href="#cb50-1" tabindex="-1"></a><span class="fu">hatchPlot</span>(est.bb<span class="sc">$</span>overall,   </span>
+<span id="cb50-2"><a href="#cb50-2" tabindex="-1"></a>        <span class="at">geo =</span> DemoMap<span class="sc">$</span>geo, <span class="at">by.data =</span> <span class="st">&quot;region&quot;</span>, <span class="at">by.geo =</span> <span class="st">&quot;REGNAME&quot;</span>, </span>
+<span id="cb50-3"><a href="#cb50-3" tabindex="-1"></a>        <span class="at">is.long =</span> <span class="cn">TRUE</span>, <span class="at">variables =</span> <span class="st">&quot;years&quot;</span>, <span class="at">values =</span> <span class="st">&quot;median&quot;</span>, </span>
+<span id="cb50-4"><a href="#cb50-4" tabindex="-1"></a>        <span class="at">lower =</span> <span class="st">&quot;lower&quot;</span>, <span class="at">upper =</span> <span class="st">&quot;upper&quot;</span>, <span class="at">hatch =</span> <span class="st">&quot;red&quot;</span>,</span>
+<span id="cb50-5"><a href="#cb50-5" tabindex="-1"></a>        <span class="at">ncol =</span> <span class="dv">4</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>, <span class="at">per1000 =</span> <span class="cn">TRUE</span>, <span class="at">legend.label =</span> <span class="st">&quot;U5MR&quot;</span>)</span></code></pre></div>
+<p><img 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" width="90%" /></p>
+<p>Next we show the posterior densities of the estimates, where each
+each panel correspond to one time period, and the regions are ordered by
+the posterior median of estimates in the last year (specified by the
+<code>order = -1</code> argument).</p>
+<div class="sourceCode" id="cb51"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb51-1"><a href="#cb51-1" tabindex="-1"></a><span class="fu">ridgePlot</span>(<span class="at">draws =</span> est.bb, <span class="at">year_plot =</span> periods.all,</span>
+<span id="cb51-2"><a href="#cb51-2" tabindex="-1"></a>                  <span class="at">ncol =</span> <span class="dv">4</span>, <span class="at">per1000 =</span> <span class="cn">TRUE</span>, <span class="at">order =</span> <span class="sc">-</span><span class="dv">1</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>)</span></code></pre></div>
+<p><img 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" width="90%" /></p>
 <p>It can also be plotted for each region over time as well.</p>
-<div class="sourceCode" id="cb51"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb51-1"><a href="#cb51-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ridgePlot</span>(<span class="at">draws =</span> est.bb, <span class="at">year_plot =</span> periods.all,</span>
-<span id="cb51-2"><a href="#cb51-2" aria-hidden="true" tabindex="-1"></a>                  <span class="at">ncol =</span> <span class="dv">4</span>, <span class="at">per1000 =</span> <span class="cn">TRUE</span>, <span class="at">by.year =</span> <span class="cn">FALSE</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>)</span></code></pre></div>
-<p><img 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" width="90%" /></p>
+<div class="sourceCode" id="cb52"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb52-1"><a href="#cb52-1" tabindex="-1"></a><span class="fu">ridgePlot</span>(<span class="at">draws =</span> est.bb, <span class="at">year_plot =</span> periods.all,</span>
+<span id="cb52-2"><a href="#cb52-2" tabindex="-1"></a>                  <span class="at">ncol =</span> <span class="dv">4</span>, <span class="at">per1000 =</span> <span class="cn">TRUE</span>, <span class="at">by.year =</span> <span class="cn">FALSE</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>)</span></code></pre></div>
+<p><img 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" width="90%" /></p>
 <div id="benchmarking-to-external-information" class="section level2">
 <h2>Benchmarking to external information</h2>
-<p>When external estimates are available on the national level, we may want the subnational estimates to aggregate to the national estimates for internal validation purposes. Methods to benchmark to the national mean estimates were proposed in the literature. The vignette <em>A Case Study of Estimating Subnational U5MR using DHS data</em> demonstrates the approach described in <span class="citation">Li et al. (2019)</span> for the area-level model. The <code>bias.adj</code> argument in the <code>smoothCluster()</code> function allows one to adjust the estimates if the benchmarking ratio is known, using the approximation methods described in <span class="citation">Wakefield et al. (2019)</span>. We refer readers to the package document for more details. Here we demonstrate a post-processing method described by <span class="citation">Okonek and Wakefield (2022)</span>. It has the additional advantage that both the mean and uncertainty of the national estimates are accounted for in the benchmarking process.</p>
-<p>To demonstrate the function, we first simulate national estimates. For a realistic simulation, we reuse the national direct estimates and add a constant bias term. We assume these estimates are from an external source. Thus we expect the estimates after benchmarking will be larger in general.</p>
-<div class="sourceCode" id="cb52"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb52-1"><a href="#cb52-1" aria-hidden="true" tabindex="-1"></a>national <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">years =</span> periods.all, <span class="at">est =</span> out1<span class="sc">$</span>median <span class="sc">+</span> <span class="fl">0.01</span>, <span class="at">sd =</span> <span class="fu">runif</span>(<span class="dv">7</span>,</span>
-<span id="cb52-2"><a href="#cb52-2" aria-hidden="true" tabindex="-1"></a>    <span class="fl">0.01</span>, <span class="fl">0.03</span>))</span>
-<span id="cb52-3"><a href="#cb52-3" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(national)</span></code></pre></div>
+<p>When external estimates are available on the national level, we may
+want the subnational estimates to aggregate to the national estimates
+for internal validation purposes. Methods to benchmark to the national
+mean estimates were proposed in the literature. The vignette <em>A Case
+Study of Estimating Subnational U5MR using DHS data</em> demonstrates
+the approach described in <span class="citation">Li et al. (2019)</span>
+for the area-level model. The <code>bias.adj</code> argument in the
+<code>smoothCluster()</code> function allows one to adjust the estimates
+if the benchmarking ratio is known, using the approximation methods
+described in <span class="citation">Wakefield et al. (2019)</span>. We
+refer readers to the package document for more details. Here we
+demonstrate a post-processing method described by <span class="citation">Okonek and Wakefield (2022)</span>. It has the
+additional advantage that both the mean and uncertainty of the national
+estimates are accounted for in the benchmarking process.</p>
+<p>To demonstrate the function, we first simulate national estimates.
+For a realistic simulation, we reuse the national direct estimates and
+add a constant bias term. We assume these estimates are from an external
+source. Thus we expect the estimates after benchmarking will be larger
+in general.</p>
+<div class="sourceCode" id="cb53"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb53-1"><a href="#cb53-1" tabindex="-1"></a>national <span class="ot">&lt;-</span> <span class="fu">data.frame</span>(<span class="at">years =</span> periods.all, </span>
+<span id="cb53-2"><a href="#cb53-2" tabindex="-1"></a>                                             <span class="at">est =</span> out1<span class="sc">$</span>median <span class="sc">+</span> <span class="fl">0.01</span>, </span>
+<span id="cb53-3"><a href="#cb53-3" tabindex="-1"></a>                                             <span class="at">sd =</span> <span class="fu">runif</span>(<span class="dv">7</span>, <span class="fl">0.01</span>, <span class="fl">0.03</span>))</span>
+<span id="cb53-4"><a href="#cb53-4" tabindex="-1"></a><span class="fu">head</span>(national)</span></code></pre></div>
 <pre><code>##   years  est    sd
-## 1 85-89 0.24 0.025
-## 2 90-94 0.23 0.025
-## 3 95-99 0.21 0.026
-## 4 00-04 0.22 0.020
-## 5 05-09 0.20 0.020
-## 6 10-14 0.17 0.029</code></pre>
-<p>In order to perform the benchmarking process, we need the proportion of population by region over the time periods. We can compute these from the simulated population before.</p>
-<div class="sourceCode" id="cb54"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb54-1"><a href="#cb54-1" aria-hidden="true" tabindex="-1"></a>weight.region <span class="ot">&lt;-</span> <span class="fu">expand.grid</span>(<span class="at">region =</span> <span class="fu">c</span>(<span class="st">&quot;central&quot;</span>, <span class="st">&quot;eastern&quot;</span>, <span class="st">&quot;northern&quot;</span>, <span class="st">&quot;western&quot;</span>),</span>
-<span id="cb54-2"><a href="#cb54-2" aria-hidden="true" tabindex="-1"></a>    <span class="at">years =</span> periods.all)</span>
-<span id="cb54-3"><a href="#cb54-3" aria-hidden="true" tabindex="-1"></a>weight.region<span class="sc">$</span>proportion <span class="ot">&lt;-</span> <span class="cn">NA</span></span>
-<span id="cb54-4"><a href="#cb54-4" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> (i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">dim</span>(weight.region)[<span class="dv">1</span>]) {</span>
-<span id="cb54-5"><a href="#cb54-5" aria-hidden="true" tabindex="-1"></a>    which <span class="ot">&lt;-</span> <span class="fu">which</span>(pop<span class="sc">$</span>region <span class="sc">==</span> weight.strata<span class="sc">$</span>region[i] <span class="sc">&amp;</span> pop<span class="sc">$</span>years <span class="sc">==</span> weight.strata<span class="sc">$</span>years[i])</span>
-<span id="cb54-6"><a href="#cb54-6" aria-hidden="true" tabindex="-1"></a>    which.year <span class="ot">&lt;-</span> <span class="fu">which</span>(pop<span class="sc">$</span>years <span class="sc">==</span> weight.strata<span class="sc">$</span>years[i])</span>
-<span id="cb54-7"><a href="#cb54-7" aria-hidden="true" tabindex="-1"></a>    weight.region[i, <span class="st">&quot;proportion&quot;</span>] <span class="ot">&lt;-</span> <span class="fu">sum</span>(pop<span class="sc">$</span>population[which])<span class="sc">/</span><span class="fu">sum</span>(pop<span class="sc">$</span>population[which.year])</span>
-<span id="cb54-8"><a href="#cb54-8" aria-hidden="true" tabindex="-1"></a>}</span>
-<span id="cb54-9"><a href="#cb54-9" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(weight.region)</span></code></pre></div>
+## 1 85-89 0.24 0.020
+## 2 90-94 0.23 0.012
+## 3 95-99 0.21 0.025
+## 4 00-04 0.22 0.023
+## 5 05-09 0.20 0.018
+## 6 10-14 0.17 0.025</code></pre>
+<p>In order to perform the benchmarking process, we need the proportion
+of population by region over the time periods. We can compute these from
+the simulated population before.</p>
+<div class="sourceCode" id="cb55"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb55-1"><a href="#cb55-1" tabindex="-1"></a>weight.region <span class="ot">&lt;-</span> <span class="fu">expand.grid</span>(<span class="at">region =</span> <span class="fu">c</span>(<span class="st">&quot;central&quot;</span>, <span class="st">&quot;eastern&quot;</span>, <span class="st">&quot;northern&quot;</span>, <span class="st">&quot;western&quot;</span>), </span>
+<span id="cb55-2"><a href="#cb55-2" tabindex="-1"></a>                                     <span class="at">years =</span> periods.all)</span>
+<span id="cb55-3"><a href="#cb55-3" tabindex="-1"></a>weight.region<span class="sc">$</span>proportion <span class="ot">&lt;-</span> <span class="cn">NA</span> </span>
+<span id="cb55-4"><a href="#cb55-4" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">dim</span>(weight.region)[<span class="dv">1</span>]){</span>
+<span id="cb55-5"><a href="#cb55-5" tabindex="-1"></a>    which <span class="ot">&lt;-</span> <span class="fu">which</span>(pop<span class="sc">$</span>region <span class="sc">==</span> weight.strata<span class="sc">$</span>region[i] <span class="sc">&amp;</span> pop<span class="sc">$</span>years <span class="sc">==</span> weight.strata<span class="sc">$</span>years[i])</span>
+<span id="cb55-6"><a href="#cb55-6" tabindex="-1"></a>    which.year <span class="ot">&lt;-</span> <span class="fu">which</span>(pop<span class="sc">$</span>years <span class="sc">==</span> weight.strata<span class="sc">$</span>years[i])</span>
+<span id="cb55-7"><a href="#cb55-7" tabindex="-1"></a>    weight.region[i, <span class="st">&quot;proportion&quot;</span>] <span class="ot">&lt;-</span> <span class="fu">sum</span>(pop<span class="sc">$</span>population[which]) <span class="sc">/</span> <span class="fu">sum</span>(pop<span class="sc">$</span>population[which.year])</span>
+<span id="cb55-8"><a href="#cb55-8" tabindex="-1"></a>}</span>
+<span id="cb55-9"><a href="#cb55-9" tabindex="-1"></a><span class="fu">head</span>(weight.region)</span></code></pre></div>
 <pre><code>##     region years proportion
-## 1  central 85-89       0.36
-## 2  eastern 85-89       0.20
-## 3 northern 85-89       0.16
-## 4  western 85-89       0.28
-## 5  central 90-94       0.35
-## 6  eastern 90-94       0.21</code></pre>
-<p>We perform the benchmarking procedure using the <code>Benchmark</code> function</p>
-<div class="sourceCode" id="cb56"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb56-1"><a href="#cb56-1" aria-hidden="true" tabindex="-1"></a>est.bb.bench <span class="ot">&lt;-</span> <span class="fu">Benchmark</span>(est.bb, national, <span class="at">weight.region =</span> weight.region, <span class="at">estVar =</span> <span class="st">&quot;est&quot;</span>,</span>
-<span id="cb56-2"><a href="#cb56-2" aria-hidden="true" tabindex="-1"></a>    <span class="at">sdVar =</span> <span class="st">&quot;sd&quot;</span>, <span class="at">timeVar =</span> <span class="st">&quot;years&quot;</span>)</span></code></pre></div>
-<p>Since the benchmarking procedure is based on a rejection sampler, the number of posterior draws accepted after benchmarking can be small, as in this example. We recommend increasing the number of draws first, i.e.,</p>
-<div class="sourceCode" id="cb57"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb57-1"><a href="#cb57-1" aria-hidden="true" tabindex="-1"></a>est.bb <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit.bb, <span class="at">nsim =</span> <span class="dv">20000</span>, <span class="at">CI =</span> <span class="fl">0.95</span>, <span class="at">save.draws =</span> <span class="cn">TRUE</span>, <span class="at">weight.strata =</span> weight.strata)</span>
-<span id="cb57-2"><a href="#cb57-2" aria-hidden="true" tabindex="-1"></a>est.bb.bench <span class="ot">&lt;-</span> <span class="fu">Benchmark</span>(est.bb, national, <span class="at">weight.region =</span> weight.region, <span class="at">estVar =</span> <span class="st">&quot;est&quot;</span>,</span>
-<span id="cb57-3"><a href="#cb57-3" aria-hidden="true" tabindex="-1"></a>    <span class="at">sdVar =</span> <span class="st">&quot;sd&quot;</span>, <span class="at">timeVar =</span> <span class="st">&quot;years&quot;</span>)</span></code></pre></div>
-<p>We can compare the posterior median and variance before and after benchmarking.</p>
-<div class="sourceCode" id="cb58"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb58-1"><a href="#cb58-1" aria-hidden="true" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span>
-<span id="cb58-2"><a href="#cb58-2" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(est.bb<span class="sc">$</span>overall<span class="sc">$</span>median, est.bb.bench<span class="sc">$</span>overall<span class="sc">$</span>median, <span class="at">xlab =</span> <span class="st">&quot;Before benchmarking&quot;</span>,</span>
-<span id="cb58-3"><a href="#cb58-3" aria-hidden="true" tabindex="-1"></a>    <span class="at">ylab =</span> <span class="st">&quot;After benchmarking&quot;</span>, <span class="at">main =</span> <span class="st">&quot;Posterior median&quot;</span>)</span>
-<span id="cb58-4"><a href="#cb58-4" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>))</span>
-<span id="cb58-5"><a href="#cb58-5" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(est.bb<span class="sc">$</span>overall<span class="sc">$</span>variance, est.bb.bench<span class="sc">$</span>overall<span class="sc">$</span>variance, <span class="at">xlab =</span> <span class="st">&quot;Before benchmarking&quot;</span>,</span>
-<span id="cb58-6"><a href="#cb58-6" aria-hidden="true" tabindex="-1"></a>    <span class="at">ylab =</span> <span class="st">&quot;After benchmarking&quot;</span>, <span class="at">main =</span> <span class="st">&quot;Posterior variance&quot;</span>)</span>
-<span id="cb58-7"><a href="#cb58-7" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>))</span></code></pre></div>
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" width="100%" /></p>
-<p>As an sanity check, we can compute the simple weighted average of the posterior median of all regions to form a set of rough national estimates. It can be seen that the benchmarked estimates are indeed higher and closer to the simulated national estimates benchmarked against.</p>
-<div class="sourceCode" id="cb59"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb59-1"><a href="#cb59-1" aria-hidden="true" tabindex="-1"></a>compare <span class="ot">&lt;-</span> national</span>
-<span id="cb59-2"><a href="#cb59-2" aria-hidden="true" tabindex="-1"></a>compare<span class="sc">$</span>before <span class="ot">&lt;-</span> <span class="cn">NA</span></span>
-<span id="cb59-3"><a href="#cb59-3" aria-hidden="true" tabindex="-1"></a>compare<span class="sc">$</span>after <span class="ot">&lt;-</span> <span class="cn">NA</span></span>
-<span id="cb59-4"><a href="#cb59-4" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span> (i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">dim</span>(compare)[<span class="dv">1</span>]) {</span>
-<span id="cb59-5"><a href="#cb59-5" aria-hidden="true" tabindex="-1"></a>    weights <span class="ot">&lt;-</span> <span class="fu">subset</span>(weight.region, years <span class="sc">==</span> national<span class="sc">$</span>years[i])</span>
-<span id="cb59-6"><a href="#cb59-6" aria-hidden="true" tabindex="-1"></a>    sub <span class="ot">&lt;-</span> <span class="fu">subset</span>(est.bb<span class="sc">$</span>overall, years <span class="sc">==</span> national<span class="sc">$</span>years[i])</span>
-<span id="cb59-7"><a href="#cb59-7" aria-hidden="true" tabindex="-1"></a>    sub <span class="ot">&lt;-</span> <span class="fu">merge</span>(sub, weights)</span>
-<span id="cb59-8"><a href="#cb59-8" aria-hidden="true" tabindex="-1"></a>    sub.bench <span class="ot">&lt;-</span> <span class="fu">subset</span>(est.bb.bench<span class="sc">$</span>overall, years <span class="sc">==</span> national<span class="sc">$</span>years[i])</span>
-<span id="cb59-9"><a href="#cb59-9" aria-hidden="true" tabindex="-1"></a>    sub.bench <span class="ot">&lt;-</span> <span class="fu">merge</span>(sub.bench, weights)</span>
-<span id="cb59-10"><a href="#cb59-10" aria-hidden="true" tabindex="-1"></a>    compare<span class="sc">$</span>before[i] <span class="ot">&lt;-</span> <span class="fu">sum</span>(sub<span class="sc">$</span>proportion <span class="sc">*</span> sub<span class="sc">$</span>median)</span>
-<span id="cb59-11"><a href="#cb59-11" aria-hidden="true" tabindex="-1"></a>    compare<span class="sc">$</span>after[i] <span class="ot">&lt;-</span> <span class="fu">sum</span>(sub.bench<span class="sc">$</span>proportion <span class="sc">*</span> sub.bench<span class="sc">$</span>median)</span>
-<span id="cb59-12"><a href="#cb59-12" aria-hidden="true" tabindex="-1"></a>}</span>
-<span id="cb59-13"><a href="#cb59-13" aria-hidden="true" tabindex="-1"></a><span class="fu">plot</span>(compare<span class="sc">$</span>est, compare<span class="sc">$</span>after, <span class="at">col =</span> <span class="dv">2</span>, <span class="at">pch =</span> <span class="dv">10</span>, <span class="at">xlim =</span> <span class="fu">range</span>(<span class="fu">c</span>(compare<span class="sc">$</span>est, compare<span class="sc">$</span>before,</span>
-<span id="cb59-14"><a href="#cb59-14" aria-hidden="true" tabindex="-1"></a>    compare<span class="sc">$</span>after)), <span class="at">ylim =</span> <span class="fu">range</span>(<span class="fu">c</span>(compare<span class="sc">$</span>est, compare<span class="sc">$</span>before, compare<span class="sc">$</span>after)),</span>
-<span id="cb59-15"><a href="#cb59-15" aria-hidden="true" tabindex="-1"></a>    <span class="at">xlab =</span> <span class="st">&quot;External national estimates&quot;</span>, <span class="at">ylab =</span> <span class="st">&quot;Weighted posterior median after benchmarking&quot;</span>,</span>
-<span id="cb59-16"><a href="#cb59-16" aria-hidden="true" tabindex="-1"></a>    <span class="at">main =</span> <span class="st">&quot;Sanity check: compare weighted average of area medians to benchmark&quot;</span>)</span>
-<span id="cb59-17"><a href="#cb59-17" aria-hidden="true" tabindex="-1"></a><span class="fu">points</span>(compare<span class="sc">$</span>est, compare<span class="sc">$</span>before)</span>
-<span id="cb59-18"><a href="#cb59-18" aria-hidden="true" tabindex="-1"></a><span class="fu">abline</span>(<span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>))</span>
-<span id="cb59-19"><a href="#cb59-19" aria-hidden="true" tabindex="-1"></a><span class="fu">legend</span>(<span class="st">&quot;topleft&quot;</span>, <span class="fu">c</span>(<span class="st">&quot;Before benchmarking&quot;</span>, <span class="st">&quot;After benchmarking&quot;</span>), <span class="at">pch =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">10</span>),</span>
-<span id="cb59-20"><a href="#cb59-20" aria-hidden="true" tabindex="-1"></a>    <span class="at">col =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span></code></pre></div>
-<p><img 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" width="100%" /></p>
+## 1  central 85-89      0.410
+## 2  eastern 85-89      0.253
+## 3 northern 85-89      0.084
+## 4  western 85-89      0.253
+## 5  central 90-94      0.413
+## 6  eastern 90-94      0.256</code></pre>
+<p>We perform the benchmarking procedure using the
+<code>Benchmark</code> function</p>
+<div class="sourceCode" id="cb57"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb57-1"><a href="#cb57-1" tabindex="-1"></a>est.bb.bench <span class="ot">&lt;-</span> <span class="fu">Benchmark</span>(est.bb, national, <span class="at">weight.region =</span> weight.region, </span>
+<span id="cb57-2"><a href="#cb57-2" tabindex="-1"></a>                                                    <span class="at">estVar =</span> <span class="st">&quot;est&quot;</span>, <span class="at">sdVar =</span> <span class="st">&quot;sd&quot;</span>, <span class="at">timeVar =</span> <span class="st">&quot;years&quot;</span>)</span></code></pre></div>
+<p>Since the benchmarking procedure is based on a rejection sampler, the
+number of posterior draws accepted after benchmarking can be small, as
+in this example. We recommend increasing the number of draws first,
+i.e.,</p>
+<div class="sourceCode" id="cb58"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb58-1"><a href="#cb58-1" tabindex="-1"></a>est.bb <span class="ot">&lt;-</span> <span class="fu">getSmoothed</span>(fit.bb, <span class="at">nsim =</span> <span class="dv">20000</span>, <span class="at">CI =</span> <span class="fl">0.95</span>, <span class="at">save.draws=</span><span class="cn">TRUE</span>, <span class="at">weight.strata =</span> weight.strata)</span>
+<span id="cb58-2"><a href="#cb58-2" tabindex="-1"></a>est.bb.bench <span class="ot">&lt;-</span> <span class="fu">Benchmark</span>(est.bb, national, <span class="at">weight.region =</span> weight.region, </span>
+<span id="cb58-3"><a href="#cb58-3" tabindex="-1"></a>                                                    <span class="at">estVar =</span> <span class="st">&quot;est&quot;</span>, <span class="at">sdVar =</span> <span class="st">&quot;sd&quot;</span>, <span class="at">timeVar =</span> <span class="st">&quot;years&quot;</span>)</span></code></pre></div>
+<p>We can compare the posterior median and variance before and after
+benchmarking.</p>
+<div class="sourceCode" id="cb59"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb59-1"><a href="#cb59-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">2</span>))</span>
+<span id="cb59-2"><a href="#cb59-2" tabindex="-1"></a><span class="fu">plot</span>(est.bb<span class="sc">$</span>overall<span class="sc">$</span>median, est.bb.bench<span class="sc">$</span>overall<span class="sc">$</span>median, </span>
+<span id="cb59-3"><a href="#cb59-3" tabindex="-1"></a>        <span class="at">xlab =</span> <span class="st">&quot;Before benchmarking&quot;</span>, <span class="at">ylab =</span> <span class="st">&quot;After benchmarking&quot;</span>, <span class="at">main =</span> <span class="st">&quot;Posterior median&quot;</span>)</span>
+<span id="cb59-4"><a href="#cb59-4" tabindex="-1"></a><span class="fu">abline</span>(<span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>))</span>
+<span id="cb59-5"><a href="#cb59-5" tabindex="-1"></a><span class="fu">plot</span>(est.bb<span class="sc">$</span>overall<span class="sc">$</span>variance, est.bb.bench<span class="sc">$</span>overall<span class="sc">$</span>variance, </span>
+<span id="cb59-6"><a href="#cb59-6" tabindex="-1"></a>        <span class="at">xlab =</span> <span class="st">&quot;Before benchmarking&quot;</span>, <span class="at">ylab =</span> <span class="st">&quot;After benchmarking&quot;</span>, <span class="at">main =</span> <span class="st">&quot;Posterior variance&quot;</span>)</span>
+<span id="cb59-7"><a href="#cb59-7" tabindex="-1"></a><span class="fu">abline</span>(<span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>))</span></code></pre></div>
+<p><img src="data:image/png;base64,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" width="100%" /></p>
+<p>As an sanity check, we can compute the simple weighted average of the
+posterior median of all regions to form a set of rough national
+estimates. It can be seen that the benchmarked estimates are indeed
+higher and closer to the simulated national estimates benchmarked
+against.</p>
+<div class="sourceCode" id="cb60"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb60-1"><a href="#cb60-1" tabindex="-1"></a>compare <span class="ot">&lt;-</span> national</span>
+<span id="cb60-2"><a href="#cb60-2" tabindex="-1"></a>compare<span class="sc">$</span>before <span class="ot">&lt;-</span> <span class="cn">NA</span></span>
+<span id="cb60-3"><a href="#cb60-3" tabindex="-1"></a>compare<span class="sc">$</span>after <span class="ot">&lt;-</span> <span class="cn">NA</span></span>
+<span id="cb60-4"><a href="#cb60-4" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">dim</span>(compare)[<span class="dv">1</span>]){</span>
+<span id="cb60-5"><a href="#cb60-5" tabindex="-1"></a>    weights <span class="ot">&lt;-</span> <span class="fu">subset</span>(weight.region, years <span class="sc">==</span> national<span class="sc">$</span>years[i])</span>
+<span id="cb60-6"><a href="#cb60-6" tabindex="-1"></a>    sub <span class="ot">&lt;-</span> <span class="fu">subset</span>(est.bb<span class="sc">$</span>overall, years <span class="sc">==</span> national<span class="sc">$</span>years[i])</span>
+<span id="cb60-7"><a href="#cb60-7" tabindex="-1"></a>    sub <span class="ot">&lt;-</span> <span class="fu">merge</span>(sub, weights)</span>
+<span id="cb60-8"><a href="#cb60-8" tabindex="-1"></a>    sub.bench <span class="ot">&lt;-</span> <span class="fu">subset</span>(est.bb.bench<span class="sc">$</span>overall, years <span class="sc">==</span> national<span class="sc">$</span>years[i])</span>
+<span id="cb60-9"><a href="#cb60-9" tabindex="-1"></a>    sub.bench <span class="ot">&lt;-</span> <span class="fu">merge</span>(sub.bench, weights)</span>
+<span id="cb60-10"><a href="#cb60-10" tabindex="-1"></a>    compare<span class="sc">$</span>before[i] <span class="ot">&lt;-</span> <span class="fu">sum</span>(sub<span class="sc">$</span>proportion <span class="sc">*</span> sub<span class="sc">$</span>median)</span>
+<span id="cb60-11"><a href="#cb60-11" tabindex="-1"></a>    compare<span class="sc">$</span>after[i] <span class="ot">&lt;-</span> <span class="fu">sum</span>(sub.bench<span class="sc">$</span>proportion <span class="sc">*</span> sub.bench<span class="sc">$</span>median)</span>
+<span id="cb60-12"><a href="#cb60-12" tabindex="-1"></a>}</span>
+<span id="cb60-13"><a href="#cb60-13" tabindex="-1"></a><span class="fu">plot</span>(compare<span class="sc">$</span>est, compare<span class="sc">$</span>after, <span class="at">col =</span> <span class="dv">2</span>, <span class="at">pch =</span> <span class="dv">10</span>,</span>
+<span id="cb60-14"><a href="#cb60-14" tabindex="-1"></a>         <span class="at">xlim =</span> <span class="fu">range</span>(<span class="fu">c</span>(compare<span class="sc">$</span>est, compare<span class="sc">$</span>before, compare<span class="sc">$</span>after)),</span>
+<span id="cb60-15"><a href="#cb60-15" tabindex="-1"></a>         <span class="at">ylim =</span> <span class="fu">range</span>(<span class="fu">c</span>(compare<span class="sc">$</span>est, compare<span class="sc">$</span>before, compare<span class="sc">$</span>after)),</span>
+<span id="cb60-16"><a href="#cb60-16" tabindex="-1"></a>         <span class="at">xlab =</span> <span class="st">&quot;External national estimates&quot;</span>, </span>
+<span id="cb60-17"><a href="#cb60-17" tabindex="-1"></a>         <span class="at">ylab =</span> <span class="st">&quot;Weighted posterior median after benchmarking&quot;</span>,</span>
+<span id="cb60-18"><a href="#cb60-18" tabindex="-1"></a>         <span class="at">main =</span> <span class="st">&quot;Sanity check: compare weighted average of area medians to benchmark&quot;</span>)</span>
+<span id="cb60-19"><a href="#cb60-19" tabindex="-1"></a><span class="fu">points</span>(compare<span class="sc">$</span>est, compare<span class="sc">$</span>before)</span>
+<span id="cb60-20"><a href="#cb60-20" tabindex="-1"></a><span class="fu">abline</span>(<span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>))</span>
+<span id="cb60-21"><a href="#cb60-21" tabindex="-1"></a><span class="fu">legend</span>(<span class="st">&quot;topleft&quot;</span>, <span class="fu">c</span>(<span class="st">&quot;Before benchmarking&quot;</span>, <span class="st">&quot;After benchmarking&quot;</span>), <span class="at">pch =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">10</span>), <span class="at">col =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="dv">2</span>))</span></code></pre></div>
+<p><img 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" width="100%" /></p>
 <div id="references" class="section level3 unnumbered">
 <h3 class="unnumbered">References</h3>
 <div id="refs" class="references csl-bib-body hanging-indent">
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+Fuglstad, Geir-Arne, Zehang Richard Li, and Jon Wakefield. 2021.
+<span>“The Two Cultures for Prevalence Mapping: Small Area Estimation
+and Spatial Statistics.”</span> <em>arXiv Preprint
+arXiv:2110.09576</em>.
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+Li, Zehang R, Yuan Hsiao, Jessica Godwin, Bryan D Martin, Jon Wakefield,
+and Samuel J Clark. 2019. <span>“Changes in the Spatial Distribution of
+the Under Five Mortality Rate: Small-Area Analysis of 122
+<span>DHS</span> Surveys in 262 Subregions of 35 Countries in
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-Martin, Bryan D, Dong Tracy Qi, Geir-Arne Fuglstad, Jessica Godwin, John Paige, Andrea Riebler, Samuel J Clark, and Jon Wakefield. 2020. <span>“<a href="https://arxiv.org/abs/2007.05117">Space-Time Smoothing of Demographic and Health Indicators Using the <span>R</span> Package <span>SUMMER</span></a>.”</span> <em>Submitted</em>.
+Martin, Bryan D, Dong Tracy Qi, Geir-Arne Fuglstad, Jessica Godwin, John
+Paige, Andrea Riebler, Samuel J Clark, and Jon Wakefield. 2020.
+<span>“<a href="https://arxiv.org/abs/2007.05117">Space-Time Smoothing
+of Demographic and Health Indicators Using the <span>R</span> Package
+<span>SUMMER</span></a>.”</span> <em>Submitted</em>.
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+Okonek, Taylor, and Jon Wakefield. 2022. <span>“A Computationally
+Efficient Approach to Fully Bayesian Benchmarking.”</span> <em>arXiv
+Preprint arXiv:2203.12195</em>.
 </div>
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+Wakefield, J., G.-A. Fuglstad, A. Riebler, J. Godwin, K. Wilson, and S.
+J. Clark. 2019. <span>“Estimating Under Five Mortality in Space and Time
+in a Developing World Context.”</span> <em>Statistical Methods in
+Medical Research</em> 28: 2614–34.
 </div>
 </div>
 </div>