diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..a6d6f6362e9ac81fadcb2ab8bb4dbf394705a1c5 --- /dev/null +++ b/.gitignore @@ -0,0 +1,11 @@ +.Rproj.user +.Rhistory +.RData +.Ruserdata +session_*/*.html +session_*/*.pdf +session_*/*.log +session_*/slides_cache +session_*/slides_files +*.Rproj + diff --git a/session_3/img/visualization-stat-bar.png b/session_3/img/visualization-stat-bar.png new file mode 100644 index 0000000000000000000000000000000000000000..2488b235d422ba2b2067aceef69e59cb4364be7a Binary files /dev/null and b/session_3/img/visualization-stat-bar.png differ diff --git a/session_3/slides.Rmd b/session_3/slides.Rmd index eeb97d3a867f563999c83c6e7a3a7dfde3e10afc..78123e17d6417599c0ac30d63b8b92354060b144 100644 --- a/session_3/slides.Rmd +++ b/session_3/slides.Rmd @@ -222,14 +222,23 @@ ggplot(data = mpg) + ## Coordinate systems -```{r mpg_jitter_quickmap, cache = TRUE, fig.width=4.5, fig.height=3.5, message=FALSE} +```{r mpg_jitter_quickmap, cache = TRUE, fig.width=3.5, fig.height=3.5, message=FALSE} ggplot(data = mpg) + geom_jitter(mapping = aes(x = cty, y = hwy)) + coord_quickmap() ``` ## Coordinate systems -```{r diamonds_bar_polar, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE} + +```{r mpg_jitter_log, cache = TRUE, fig.width=8.5, fig.height=3.5, message=FALSE} +ggplot(data = mpg) + + geom_jitter(mapping = aes(x = cty, y = hwy)) + + scale_y_log10() + + scale_x_log10() +``` + +## Coordinate systems +```{r diamonds_bar_polar, cache = TRUE, fig.width=5, fig.height=3.5, message=FALSE} bar + coord_polar() ``` diff --git a/web/slides_3.html b/web/slides_3.html index c5ce149e5a50f7e112b946473a98071922632d51..85f069841964a10453c340b3b7dfda4e0cb97a64 100644 --- a/web/slides_3.html +++ b/web/slides_3.html @@ -613,12 +613,20 @@ Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-ly <div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span> <span id="cb18-2"><a href="#cb18-2"></a><span class="st"> </span><span class="kw">geom_jitter</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span> <span id="cb18-3"><a href="#cb18-3"></a><span class="st"> </span><span class="kw">coord_quickmap</span>()</span></code></pre></div> -<p><img src="data:image/png;base64,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" 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" width="336" /></p> </div> <div id="coordinate-systems-8" class="slide section level2"> <h1>Coordinate systems</h1> -<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a>bar <span class="op">+</span><span class="st"> </span><span class="kw">coord_polar</span>()</span></code></pre></div> -<p><img 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width="768" /></p> +<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span> +<span id="cb19-2"><a href="#cb19-2"></a><span class="st"> </span><span class="kw">geom_jitter</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span> +<span id="cb19-3"><a href="#cb19-3"></a><span class="st"> </span><span class="kw">scale_y_log10</span>() <span class="op">+</span></span> +<span id="cb19-4"><a href="#cb19-4"></a><span class="st"> </span><span class="kw">scale_x_log10</span>()</span></code></pre></div> +<p><img 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width="816" /></p> +</div> +<div id="coordinate-systems-9" class="slide section level2"> +<h1>Coordinate systems</h1> +<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a>bar <span class="op">+</span><span class="st"> </span><span class="kw">coord_polar</span>()</span></code></pre></div> +<p><img src="data:image/png;base64,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" width="480" /></p> </div> <div id="coordinate-systems-challenges" class="slide section level2"> <h1>Coordinate systems challenges</h1> @@ -627,29 +635,29 @@ Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-ly <li>What does <code>labs()</code> do? Read the documentation.</li> <li>What does the plot below tell you about the relationship between <code>city</code> and highway <code>mpg</code>? Why is <code>coord_fixed()</code> important? What does <code>geom_abline()</code> do?</li> </ul> -<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span> -<span id="cb20-2"><a href="#cb20-2"></a><span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span></span> -<span id="cb20-3"><a href="#cb20-3"></a><span class="st"> </span><span class="kw">geom_abline</span>() <span class="op">+</span></span> -<span id="cb20-4"><a href="#cb20-4"></a><span class="st"> </span><span class="kw">coord_fixed</span>()</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"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span> +<span id="cb21-2"><a href="#cb21-2"></a><span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span></span> +<span id="cb21-3"><a href="#cb21-3"></a><span class="st"> </span><span class="kw">geom_abline</span>() <span class="op">+</span></span> +<span id="cb21-4"><a href="#cb21-4"></a><span class="st"> </span><span class="kw">coord_fixed</span>()</span></code></pre></div> </div> <div id="coordinate-systems-challenges-1" class="slide section level2"> <h1>Coordinate systems challenges</h1> -<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span> -<span id="cb21-2"><a href="#cb21-2"></a><span class="st"> </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> clarity),</span> -<span id="cb21-3"><a href="#cb21-3"></a> <span class="dt">position =</span> <span class="st">"fill"</span>) <span class="op">+</span></span> -<span id="cb21-4"><a href="#cb21-4"></a><span class="st"> </span><span class="kw">coord_polar</span>()</span></code></pre></div> +<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> diamonds) <span class="op">+</span><span class="st"> </span></span> +<span id="cb22-2"><a href="#cb22-2"></a><span class="st"> </span><span class="kw">geom_bar</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cut, <span class="dt">fill =</span> clarity),</span> +<span id="cb22-3"><a href="#cb22-3"></a> <span class="dt">position =</span> <span class="st">"fill"</span>) <span class="op">+</span></span> +<span id="cb22-4"><a href="#cb22-4"></a><span class="st"> </span><span class="kw">coord_polar</span>()</span></code></pre></div> <p><img 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NOIWY/vevzB3u8sDofDqnLNdV0VA6k8iOKgvapUKl1dXfUxkGmabW1thUKBbcIAABgDBEDAmNh4x7f/+bZO6Tjnx9d8Yvau67Tp7//CuU9cunj9rd/58rpjjz2kLb3mqadWvl4MTT3rwvdM8e46yJsBAdd73A9nfYPhlfmo/3vX7zXxIe4ZDb3zINM0VTmbahOrVCqVSoVdxgagYqD6LFgNCcrlcnSEAQAwqgiAAB9Zc87/9+/Hf3n1zY+vXHrHShHRY9OOP/+zn1s0L7oPNwMCqnfPV6VSyWaznCT3JxQKmaapEp/6UT4Dhz4kPmOvdx6kph3XFwdVKhVSzt5KpVK5XLZtOxqNioiu64lEwrbtbDZLRxgAAKNE400JMGJK29eu3V4yO2YdMqnnZObC1pde7qxIn98TqWa3vb5lZ8lsmzRlUrLnII8h36x/7AKGsdej58txHD7n71MoFFK9RYZheHt1NUTic8OfvjTGzzh6M4BGUP08aZUElcvlSqXi45KCKRQKxePx+trAUqmUzWZ5g4ox1tHR4fcSAGDUEQABLYQACGOJnq+90jTNNM1wOGya5iArfQIS+tQjANorLwxyXVfFQOVymZlB9cLhcDwer58Ols/nC4WCv6tCSyEAAtAKaAEDAIwwer4Gpuu6KvYxTXOvxT4BTHwwVPV/uV6bWLVaLZfL5XKZjicRKZfLO3futG3btm1N0zRNi8VilmXREQYAwAgiAAIAjCR6vvrjFft4s5wJfVqQ95d+v7PYMIxoNOo4jlcW1Mr1carqp1QqxWIxtc+aYRhtbW2lUimXy1EwBQDA8BEAAQBGBj1fvWmapkKfcDjshWJ95j6EPq2mR1lQJBIREW9UUMuWvdRqtXQ6Xd8RZllWOBymIwwAgOEjAAIADBc9Xz14E529OIxiHwygvixI/c7UajXVINaac6PpCAMAYDQQAAEAhoWeL4+u65ZlWZY1cJMXoQ/6U58EqfjDdd1SqVQqlVotCaIjDACAEccuYEALYRcwjKxQKJRIJLyww3XdQqFQKBRa7ZVF9XlFIpGB632aOPcZ443AGm4XsOHwdhCr1WoqCWrBwjpSZowBdgED0AqoAAIA7ItIJBKLxbxNrMrlci6Xa7VT03A4rAaUqD+HVst9MAbqa4Ki0Wg0Gq1UKioJap2ktVQqlctlr89U1/VEIhEOh7PZbOv8IQAAMHwEQACAoVFnX161i+M42Wy2XC77u6qxFAqFLMuKRCKqJIHcB2Ogx5ygWCzmJUH+LmxsuK6by+WKxWI8HlcHH8uyTNPMZDKt1hwHAMA+IwACAAyBZVnxeNwr/GmpeRw9RvyQ+8AX9UmQ2i2rdYYE1Wq17u5ur/xQ1/VUKlUsFnO5HKVAAADsFQEQADSJwoqbrrpvo0w68bMfPzY58E1zy274xZ9fbz/2ExedOGHQj69pWjwetyxLfel9IN/zdm88cc3/e6Rz4js/fcHxbUP6AYJKjfhRrV7qmt7RD7kPxl59EhSJRFphSFBp5eKf/WmDiGiaFgqFvCTadd1area6rsi0U7/0kbfaAz7Kmzbcc+Xi5ysHv+/r58zRRmvNAAAEBwEQADSJWtdrq1evluK8vfdi1Xa+unr12omzeoU3/VKFBt4Q1kqlkslk+i78Ke94ZfXqTfm5TVCNYJpmJBIZYMQPuc/Ya6kJ0IOkfjNbYUiQ0/3a6tWrB77N24cQf+W2rFm9uhR9tytCAAQAaAEEQACAgWia5s1eld17MxcKBX9XNapUyY9t2/21epH7IIB6DwkqFouFQqEJOzSnnHrxp+enREQkFArVbxBWq4UjSUOc6uAeKD71sHnzytNTpD8AgNZAAAQA6JdhGIlEIhQKqS+r1Womk2niBhNd1yORyADTnYl+EHxeQZBt27Ztl0qlQqFQrQ4yE2kEkfYp06a17/5qGCH1jNO+ePFpo7RIAACChwAIAJpd7vXlT69Y+/IrW0vJaQcdeOhb3z7H6vN2tTdefmb5ixs2vrola7TtN+3Qk05919yOhPftQqGQy+Wk2vniX59Zs2nLlq1vVCKpcR3T5h4//8gpsUb/BN0wDNu2vQlHPaIfch80nPqCIMuyqtVqoVBoyi3D1DyycrmcSCR0Xdc0LRaLhcPhbHbHpuWPLl+3ecuW7WnXbmufOOMt80+YN7Hu+LfxTz+7aWXJmwG0+YGrf/dM7a0f+dKpkzqfu++eh1/akHzXv3zsaN4sAwCaBa9pANDMiq/+5X9+8Ydn/r7rw/8VT/3lrjuWnn3B4T1Hg9Q6l9/862vuW5fzvvG3h5fcdc9pF3/7c8dPdGu1TCZTrVZLGx/8n18tfnrrHueQD95zx+wPfuufT5/aoK8oqttLbSxNyQ+aj1cQlEgkvL6w5hsPVKlUdu7cGYvFIpGIiJiFNUv+68o/PrO9vvDpkQf+9863fuJfv/SO8bsS69zWtatX570ZQMXt61evLu+f3vKXm664/sWMiLzl+LH/SQAAGDUN+nYdADAIpZXX/+f1z2QkMv1dC8864ZApdnrjivsX33HHLzfoe9yu9vItP7lqydbQuHlnnXvmO+ZNa6vsWPmX319390tLrrjM+t6Pz5lcdl1X3Ff/91c3PL1VOt76gQ+99+iZHbab69zw5J033PncmsU3PDL/Gycl+llGIGmaprq9VIMbJT9obvWDom3bLpfL+Xy+ydo5XdfNZrOVSiUWM5+97oe/f2anMe1dF37svYdMiJjV7i0vPXrrH5asW3Hd4meO++wAVT211+765aNbJp7yyc+cMGu/iRN4pwwAaCK8rAFAs3I3LbnlrxnRpr7nkm+dO0O1PUyaNufg9p9dds1z9fMxOpf+8c9bxZ73icu+fsb0uGmaItP3P/iIA6P/9PU/brz72rvf9c1TxonIGy++sNWV+Ds+/vn3zlOvHsnU+LM/V1z/hWuee2XjRpF5Y/8z7otQKKSinz739iL6QRPr0RdWqVQKhUK5vPedA4Nl26PXXv1yuPf15iHvvegfppdKlcrap5fvFNn//Rd/7exZmuM42Ww2NX7KRd1rvrF4wysbN8nRM/p98MK6te77Lr/0/VMbva8VAIBeCIAAoFlteerJ11yx3372mTPqhl7o40446113Prek07tm698eWVuVCad/6KwD21QmIiLFYmXcyafOW/zfK9etXFU4Zb4tEn/7J/9tTjUyftoeLx3VmquLVCuNsOu72tZdDfqh2wutzCsIMk2zVqsVi8VisdgwfWHZ11c+/Xof11vWu0RExHEmvPPz/3asOW7mgSIiuq4nk8lisbjddUSkWh54HnboLaedRvoDAGhKBEAA0KTc7du3i8iB8+bae35DP+iwwyJLHiru/nr71m0iWru289FHH911V9fN5/OOs0NiItktm7eKzBSxxk2dMU7doFbs3vH3zu3btry25vH7X6iJhMboh9pXkUjEtm26vYB6XgwUi8Wi0WjDbBs/+aTPf+ztfbSc6qmpuy7ZHQfMEBG7VnPd0o7tW7dt2fza+mfvW7JxEI/eNmWKvfdbAQDQgAiAAKBJdXfuqIrEOsb3PpcZP268iPoAPRTKpneURGTNXT/50V19PlCxuDsrqnWtWXr3fU88u2pjZ2HX7BAj1RbTJTsK6x8hlmVFo1GiH6A/9dvGRyKRYrGYz+cDXQ1kT5x1yCHtA9+m0vnSw0v+/MSzL7zSWVSJlmaNb4uJ5LSQOeA929v28tAAADQqAiAAaFKxWEwTKRYKuza4qbO70csMh9sSk+JxEbGP/eS/njqlWKlU4vG4rusiUiqVisXim5+qdz7xi+/9vxVp15ow5+2nzDnwgCmTJk2aOnXyxt99/qePDdxS4Y9wOByNRg3DEKIfYG8aLwYaQO31P//nD36/pqBFpx158jkHT5s0eb/9Zs05dOKKH3/wp09p4WgsFsvlcv3c2QgFvaIRAIB9RAAEAE3KnDAhJdK1ZcvfRSbu8R1n67ZtIqIZsWRSE9l//3EiO8vmfjNn6iJimmYqlVK3TKfT3oDYNfctXpF2U0df9G+fPb69bhexAJ4gEv2MsfNOv+qGP33J71VgBPSIgfL5fCPNBtqt+uzdt64pyKTTvvufn59tFFXWo7n5cmVX5aJt24ZhZDL6gA8DAECz4ZUPAJrV5ANmhEVee+jBl/fc6jn35KPLKiKi7+qD2H/Ggaa4zz/2aEZERCqVSj6fFxF3/fWXnH/+J//1js0iIoUtW7pEQnOPO659j5eO7u3bSqP/swyWSq+SyaRhGAv0RfXpj37UXNIfYDDUvx1N02KxWHt7u23b3nj4hlB8Y1tRZPwxJx1m17xKH9d11m3c4t3GNM22tjjvgwEALYUXPgBoVtHjzjy5Q6Tzwf+59sm/786ASq8/dM3Ny9/cBL5QKDhHnHHyRKk8/4ef3PSCGuaTz+fLbzx77X/dsVm0WSedMllExB4/PipS27h+45vtXtU3nr/l6tvXiYhTre2ZMo05Ff2kUinTNIl+gOFT/450XW+sGMi27f0n7aeJdK1dvT6d2X11ZevTv/t/S7aISDmfVjVNuq6FNQn+DHsAAEYKLWAA0LRCs97z0RNXXP3Q1kd/9W8v/unggybb+dfXrtnYFTp0/lHbHlsmkstkcqWShGaeef4pK3/+541LrvzGMzMOPmR6u9O59tkXNufd6GGfvHjhAXYpVygUZp/wjomP3Lf53h9dvvWEow5IVLu2bHhhxeo3ErMOSL68Mf38Pdfe7ZzyD2+fHhnzH9MwjGg0Gg6HhYYvYKTV7xRm27ZqCvN7Uf0KhULRaFR72ynvbP/rw6uvu/zyF4+bNyVaeeP1tc+veDmz36yp1sub0k8uvvr3ubPOfdd0a9edIomEls82WqMbAABDRgAEAE0s/tZ/vOxbU6777d3LN73y/JOviOjxGSde9OXPHfrwlx9b5hQrpV3dW/F5H/32v834w29vf3LD+pWPrRcRCU9463sXXXj+6dMMESNWqVRk9rlf+Yxz7R/+smbZA68vEwnZEw467h8/s3C+9pfv//D2ja88esufJh07tgGQOtmzLEuIfoDR5MVA8Xjctu1CoRDAGEjTtEQioWmaJN5+4Tc+4/zyhsc2PHn/BhHNiE+a8w+f/qf3H9l98+X/9eDWNUtuCk876S0Tx+0acGZaVsoMZTKUAgEAmpzWcIP9AOyzzs5Ov5eAUVTr3rRua04iE2YdMK5Huq/rYla6t3Tryf2nTkqY5XJ6/bPP73DHzTiww9rzlm4127n574XI+P06kpYu8Xg8EomISK1W6+rqcl1XnHJmx7bOQmTC5I64sbsfpJbd8up2p33K5DZLq+x4ZX1nyeo4cMb4gTdbHg6in6AZmyHQH5n4uTF4FgzsfmexiNRqtXw+XyqN6Qgwp/v1tVuzYk+YNb3nUU6k9/GqWuru3PZGOTppcofthTuV7k2v7QxNmLJ/wpT8zle3lcL7TZs3PSXiuvl1y57bXgxPOmhaiiyo9XR0dPi9BAAYdQRAQAshAGpNpmkmEgm1s7uI5PN5NeN5MDRNS6VSajutUqmUyWT2epfRRvQTTARArUbFQNVqNZfLVSoVv5cjlmUlEgl1uaurq1qtDnx7z3COkGgmBEAAWgEtYADQzCKRSDweV5dd102n00M6VXNdN5PJtLW1aZpmWVa5XB7jD/x7sG07Go1qmkb0A/jLawpLpVLlcjmXy9X8mwSv67p3oMvlcoNPf0SkUql0dXUlEgnTNEUkGo0ahpHJZPiIFADQfAiAAKA5qS2cVUOEiFSr1Uwmsw9naLVaLZfLqZOreDxerVZ9Oc0Lh8OxWCwUCsmehT9EP4CPvBjINM1CoVAoFHzJTXaN/hGpVCqFQmGvt+/BcZzu7m415VpEwuFwW1tbOp32MdICAGA0EAABQBPSdT2ZTKrWLREplUrZbHafT8yKxWI4HA6Hw2rGaldX18itdO9CoVAsFuu9yRfRj1+6Dk35vQQEywJ90f3OYtWbmcvlyuXyWD57NBpVxTuO4wynTVWVDsXjcU3TQqFQW1tbNpv1t+YRAICRRcfn1oYAACAASURBVAAEAM0mHA57n4e7rpvL5Ya/X08mk2lvb9d13TCMWCyWy+VGYqV7oWmabdu2bffo+SL6GQPBTHn6+6t3lr04xitBD14pUDKZHMuOMNM0o9GoupzNZh3HGc6jlUqlWq2WSCRCoZDKuw3DGJvDHQAAY4AACACaSv3QH8dx0un0kMZh9EcNA0qlUiJi23alUhntD/m9ni/G/YyqYAY9QzXAbwXZ0Fga444wldGoy4VCYUQOStVqVY0EUlWHtm3ruj6cCkoAAIKDAAgAmkc0GvU+DK9UKplMZpifh9erVCr5fF49fjwe7+rqGsEHr0fP1+hpjrhnSPr8tSEVGlVeDGRZ1qhuFe/t3lWtVkdw6y41L987nFqWpet6Op0mAwIANDoCIABoEvF43Bv5PEpbtufzedM0TdPUdT2RSHR3d4/s49PzNeJaMPEZjN6/UURCI04NBkokEpFIJJvNjnhHWCQSUTGxqk8c8XQmn8+rdjARMU2zra2tu7t7lFJvAADGBgEQADQ8TdPi8bhlWerLQqEwekMr1DAgTdNM07Rtex823OlPnz1fRD9DReKzb3r8ppEHjQivFKi9vb1QKOTz+ZGKaVSdoLo8evOGSqWS4zjJZNIbCz1STbUAAPiCAAgAGpumaclkUm2CIyK5XG4EQ5neHMfJZrPqU/FYLFapVIZ/OkTP13CQ+IwG8qARVN8Rlsvlht8Rpkb/qDn3pVJp+EPuB1CpVLq7u5PJpK7ruq6nUql0Ol2pVEbvGQEAGD0a/cxA6+js7PR7CRhh9du9u647ZpsWe+1mtVqtq6trn19K6PnaN8EMfe6+8uOj/RTnnX7VaD/FYJAH7Zv7ncUiUqlUhtkRNlLHn8ELhULJZDIUCsnYHmkxljo6OvxeAgCMOiqAAKBRhUKhVCqlZqCqqaVj9rl0LpczTTMUCoVCoXg8vm/zhgzDUNstC4U/gxDM0Kc11f+KEgYNnlcK1NbWls/n961WMRwOe8PORmP0T59U0qRqLb36o1GtPAIAYDQQAAFAQzJNU02mkBHd7n2QVN7U1tamaZplWeVyeUifh2uaFo1GbdsWop+9IfcJOMKgoVLDoVXX51B3KlTj59XlXC439gc9b3v4eDweCoVGb9oaAACjgQAIABpPOBz2RmDUajVf9qap1Wr5fF7NYY3H49VqdZA9HYZhxONxwzCIfvpD6NOgvF9jkqCB1Q+HzuVygy+l8Y57lUplVIed9UllQF4Dmm3buq6Pxn6LAACMEgIgAGgwtm17299Uq9V0Ou3XzsSFQsE0zXA4rHoiurq69noX27aj0SgTf/pE7tM0KAsaDFUKFI/Hw+FwNpvd63EsGo2qafeO4/gYu6gBRuogbFmWruvpdJqRmgCAhkAABACNJBqNRqNRdblcLo/ZCIz+qF3hdV03DCMWiw3QEKGmBZmmSfTTA7nPIAVkAvRQURY0gPqpQNlstlwu93dL0zS9Q99g0qJRVSgUXNeNx+NqYWprMH+XBADAYBAAAUDDSCQSlmWpy8ViMZvN+rseEXFdN5PJpFIpEbFtu1Kp9HkKZ1lWPB6n8KceuU+rIQnqjyoFSiaTpVIpm832DrVVjaG6XCgUBsiJxkyxWHQcR7WkGYahMqDhbG0GAMAYIAACgAagzn/U8FERyefz+Xze3yV5KpVKPp9XH87H4/Gurq76T8J1XVctHkQ/CrkPSIJ680qBTNPMZDI9NjSMx+Nqu8NqtRqcQ1+5XO7u7k4mk7quqz0Zx3gYPwAAQ0UABABBp+t6Mpk0jF1H7Gw2G7Tth/P5vGmapmmquCedTqvrLcuKxWK6rpP+kPugN0YF9aBKgVKpVLFYzOVyqhQoEomoykdVbxioaTvVarW7uzuVSum6rut6KpXKZDJBKFACAKBPBEAAEGihUCiZTIZCIdl9/hPMsws1DEjTtHA4bNt2sViMxWJqrxwv/WnB6IfcB4Ok/nUQA/UoBXJd15t5n8vlAthjVavVurq6VEavaVoymcxkMqVSye91AQDQBwIgAAgu1Vageh8cxwlyf4HjONlsVs3piMViaoPkVi78IfrBPqA7TFGlQG1tbY7jqH3fS6VS0CofPY7jqF4wtUmZOgySAQEAAogACAACqj79qdVqwZ8wWiqVTNNUVT/16U9LRT/kPhgRJEEqA/Li7yDMvB+A67rpdDoej6tuNTIgAEAwEQABQBCpuT/1tT8BT39EJBQKqQ/AW7Pwh+gHo6GVW8O8djBN0yzLCmwFkKJadEWEDAgAEFgEQAAQOGqYqJr7o5oLgp/+tOxG7+Q+GAOtXBCkSoHi8bhhGAGvAxKRHhmQ67rBnNoGAGhNBEAAECyNmP6ooT/SYvOeiX4w9lqzIMgrBTIMI51OO47j94oGkslk1Dh8EUkmk+l0mgwIABAQBEAAECANl/7oup5IJEzTbJ3CH3If+K5lYyA1GTqTyVQqFb+XM5B0Op1MJsmAAABBo/u9AADALg2X/hiG0dbW1jrpT9ehKdKfAZz51ev8XkJr0Y+aq/7zeyFjZ4G+SB0nVclhkNWHPl4YBACAv6gAAoBAaLj0JxKJxONxaY22L3IfBFlLFQR57WCmaWYyGdd1/V5RvzKZTCKRUNFPIpFIp9MBL1wCADQ9KoAAwH+apiWTSS/9CfieX5qmxePxeDy+QF/U9OkPVT9oFC1VDbRAXxQOh9va2tRhM5jUvmAq9FEHebVPIgAAfiEAAgCfaZqWSqUMwxAR13XT6XS1WvV7Uf1SlUqRSKTp276IftCIWicGWqAvCoVCbW1tasutYFKHdDIgAEBAEAABgJ96pD/d3d1BTn9M02xrazMMo77wp/nONol+0Oia8h9mbwv0RZqmJRKJWCzm91r6RQYEAAgOZgABgG8aK/2xbVudZTVx2xe5T2Cdd/pVfi+h8bTCbKD6HeIzmUwwd4hXGZCKflQGxDwgAIAvCICAkVDevuKBJY+sfGWnO27GnDmHH3PCkVP2tkHJ9gd/+rMH/j7ADcJHXfDthQeLiJSf/u3lt63t6zbx4z79rbMO2NdVw1/qNKAh0h819MeyrCZu+yL6QbNqkRhI7RAf2BZalQGpxF8d/IN8zAcANCsCIGC43J3Lr/3+D29dk1NfPv34kptvuP2Miy/79PETBxpNWdy25rnnNg1wg8jEzK5LW196sp+btk/P79Oa4bv6RoCAz/0JhUJqQHWzFv4Q/aAVNH0MpDKgVCqVy+WKxaLfy+mDCvq9DCiVSpEBAQDGGAEQMDy19TdcdvmtrzqJw86+YOGJc8Zl1j5+x7V/XHbvFZcaP7j6osPC/d5xwomf+7eDS319J/3UdVfd+0r7O+bPUV+7W7duE4kcef4lZx3Y46bmxGkj9YNgDPVOfwLbCxAOhxOJhKZpTZn+EP2g1TR3DKQyoHg8bhhGNpv1ezl9IAMCAPiLAAgYlvTS3932qqPtf8Y3L7vw8KiIyLQD5051LvnGzRvuuX7JOVec1dHfPe3Jhx89uY/r88/89Oev1Mb/wxc/dXRUXbNj65aKyORD5x999JRR+SEwphoo/WnioT9EP2hlTRwDeSOBdF3PZDKu6/q9op56ZECqF6xWq/m9LgBAS2AXMGA4Mk88vLwictBp5xwe9a60Zp99xlxNaqseenygGT99Ki7/zdUPvjF+wRc/dZT3gNu2bhPRJk2aOEKLhr/i8XhDpD+xWKwp0x92+AKUJt4pbIG+KBwOp1IpTdP8Xksf1MFfhT66rqdSKV3nDTkAYCzwegMMg7t21aqayNSjj560x/WpY46ZLeKuW7V6aOf2xeev+8V9fx9/yhcufNubO9oWtmztFhk/aRLbxjaBaDRqWZa6HOT0Jx6P27a9QF/UTOkP0Q/QW7PGQAv0RYZhtLW1hUIDjePzi+M4XuGPruvJZDKYWRUAoMnQAgYMw47XNhVFZMrUnq1Z4ydPseSl0qZNW0SmD/bRnJf/ePXd2823fvljR0frrt66bauITJoY2/DILQ+sWL9lp9M+dcbMOcecePyBcd4uNpRIJBKN7vq7zWQywUx/NE1LJBLhcLjJNvwi+gEG0JRNYd5Y6GBO2XccR+0Lpuu6YRiJRCKdTvu9KABAkyMAAoYhnUmLiJ2I9/p8MZlIiJTSmUwf9+rHzgeuv3OTO/kD55/cXn+1u3XLNhFZ//tL/imX2zXM4OnHRP7wx3lnf+mrFxw9oY8QaOXKlb/85S97X//d73538OvByDJNMx6Pq8v5fL5U6nMCuM/UB9GGYTRZ4Y/fS2ghpmmqZhZVzuD9v88Laj5L7/87jtPn9Rht+lFzmzUDymQy5XLZ7+X0VKvVVAakaVo4HI7H48GcXQ0AaBoEQMAwlIolEfFO6+vE4nGRzmKxMNiHqrxw4x+Wle23f3Th7D07M3ds3VoRkXxtwqkXffGdh86YGM68/tJfb/vdHc89f9sVPx738yvOntQrAtq5c+eTTz459J8Ho0XtpK4ul0qlfD7v73r61HzbvRP9jL1Uij/zxtZ8pUAqA0omk5lMJoDJe7VazWaziURCRCKRSK1WKxQG/c4BAIAhIgAChsG2bZGd1UrvyvJKuSIiESsyyEfaeu9193XK1EUfeWei57emHXfuuUdEZr777HdO3zU7Zv/pc9521NTvfP6/lq/63W8ePuVbJ8Z63gdBomZ8qsKHSqUSzA94DcNIJpO6rpP+AGiyGEhlQIlEIhQKBTB/L5VKuq6rofuxWKxWqwWwWAkA0BwIgIBhaB/XLrI5ne3d6JXJZnZ/fxDctffcuaoms05ZMKtXNU/H0ed+/Ohe99DG/8OHF/x++Z2dL65eLyce3uO78+fPf/DBB3s/D+8px57a5Vc1xahq/wA2s5imqUaQNkf6Q/Tjo2M/9pOlv/6c67o9Grh6X+Pdpb9mMe9LhuP6pZk6wrzt4TVNy+Vyfi+np0KhEAqFIpGIiCQSie7u7gAOLQIANAECIGAYkm3tIZFadzovUj+3WdxMOici49rHDeZhaivv/8t20eae/O5Je7/xbtoBB0wX6eze9HpeDo/u+T1VzdH7Pp2dnYN/AoyIRCJhGIbsnvcZwPTHsizVfdAE6Q/RTxAE8Owa+6wpS4F0Xc9ms0E7GmezWV3Xw+Gw+tjA2yMMAIARxDbwwDBo++03QUTWvLiqx7u0l1atromk9t/fHsSjlP5238PdEjry5Hf1jotqma0bNmzYsL2PEypVxx6ftF+09/cQDPF4PBwOi4jruul0OoDv5m3bTiQSzbHdO+kPMEqaaav4Bfoiy7KCue16JpNRhT9sDA8AGCUEQMBwzDzqqHaR/DNPvrDHJ4nrn3pqh8ikk08azBvm4pNL/5oXbd78E/o4fdVfvfPbX/nKVy657oWe0UH3ihWviGgzZ87c59VjVNm2rer5pe5tfaDE4/FYLNYE2713HZoi/QFGW4MeH3pboC8yTbOtrU015waH+qhA7YKnpvKTAQEARlawXvmARqPNe897DtBk5/2/vnZVcdd15fU3XX3XVpFZp556kPfOrfTGaxs2bNjw2hu9diCpvbB8ZUVk+mFze+8lJqLNefe7J2nyxn2/+PWTO70MyM28dOuVv32mKBNO/eDJbSP/Y2HYLMtSEz1FJJfLBW36kqZpiUQiEonUF/406Nkd0Q8wZhr3QNHDAn1RKBRKpVKhUMjvtezBcZzu7m7VnmaaZl+7jAIAsO+YAQQMizb9/V8494lLF6+/9TtfXnfssYe0pdc89dTK14uhqWdd+J4pb95u4x3f/ufbOqXjnB9f84nZezzC2mefzYuk5s6dIn0Jzf7IP3/ilR/8dsW93/v0M3PeOndqota1+eXVqzZnXWva+7/8ibcMdp8xjB3DMLx37cViMWh7+qoBE6ZpNnrbF9FP6zjv9Kv8XgLe1BzDodU8oLa2tqBNXFbbBaRSKRGxLKtWqwVw5zIAQIMiAAKGyZpz/r9/P/7Lq29+fOXSO1aKiB6bdvz5n/3conmDms2z+dkVfxfRDz10dn+3sGe///KfzrrpF7+84+nVf1u6WkQ0MzH5qA9c8NmPHjspPFI/BkZKfd1+uVwO2qbvmqalUinDMEh/AOyz5hgOrTKgVCqVTqcrlYrfy3lTpVLJZrPqg4RoNOo4TrFY3Ou9AADYKy1omyAAjaqa3fb6lp0ls23SlElJs+d3C1tfermzImbHrEMm7TEYOvPaCxu73d7X96GW79y85Y2CMW7q1I7oPhWtswvYaNM0ra2tTfUUVKtVr5I/IJoj/SH6Cbi7r/z4iD8mFUCB1egZkIjc7yx2XTdodUAiEovFbHvXO4Pu7u5ARVRNqaOjw+8lAMCoIwACWggB0GhLpVKmaYqI4zhdXV1qlmdANEfnF+lP8BEAtaBGj4ECmwElEgnLskQkmMtrMgRAAFoBQ6ABYGQkEgmV/tTv5BIQTZD+sNUXEFgNdzzpYYG+yCuQ9Hste8hkMqrwRx3Dg7ZtGQCg4fBCAgAjIBqNqs9pRSSdTgfqc9rmSH/8XgKAgTT6BmGBzYDS6XStVhMRXdfZGB4AMEwEQAAwXOFwOBrdNfQ7m80GalJDo6c/FP4ADaSxDi89BDMDqi8pNQwjFov5vSIAQAMjAAKAYdF13dv0vVAoBGqvliZIf/xeAoChaehSIJUBJZNJNcs/IGq1WiaTUZcjkYhXbQoAwFARAAHAsCQSCTWXoVqt5nI5v5ezBzWWiPQHwBhrrKNNvQX6Il3XU6lUoDKgSqXivb7E4/FArQ0A0EAIgABg38ViMW/br3Q67fdy9pBMJsPhcCOmP7R9AU2ggY45PQQzAyoUCuVyWXaXdjIMCACwDwiAAGAfhcNh27bV5UwmE6htvxo6/fF7CQBGRuO2gwUzA8pkMmogdCgU8lqPAQAYPAIgANgXoVAokUioy/l8PlCDn0l/4KMzv3qd30tAsDTQIaheADMg13UzmYzruiJiWVYkEvF7RQCABkMABABDpmlaIpFQFfiVSiWfz/u9ojclEolGTH9o+wKaWKMciHoIYAZUP2wuFosFasMyAEDwEQABwJB5b7sdx/E2ZwmCRCJhWVYjpj9+LwHA6GrQdrAAZkDFYrFUKgnDgAAAQ0cABABDU194H6jRP6Q/AAKuUY5L9QKYAWWzWTUMSNd1rxkZAIC9IgACgCGoH72Zy+WCM/onHo+T/gAIvkY5OtVTGVBwym1c102n02oYUP12BAAADIwACAAGq77evlwuFwoFv1e0i23bkUiksdIfhv5gkM47/Sq/l4AR1hDHqB4W6ItCoVAymfR7IbvUarVsNqsux2Ix0zT9XQ8AoCEQAAHAYMXjcdUCEKjRP5ZlxWIx78uGOLMi+gFaXCOOBFqgLzJNMzgtV6VSqVgsqsuJRELXeVcPANgL9g4AgEGJRCKWZcmetfe+MwxDtaSp8p+GOKEi/Wka3bMC0Q6DxqUfNddZ9qLfqxiCBfqi+53FtVotIJs/5nI5wzAMw1DDgLq7u/1eEQAg0AiAAGDvDMPwqmxyuVy1WvV3PYrqR9A0zWv+Cj7Sn0ZE0IPR07gZkNqKy1+u62Yymba2Nk3TTNOMRqMBSaYAAMFEAAQAe6FpWiKRUKN/6kvu/aUGEum63kCjf0h/go+sB2Ov4TIgEUkkEo7jBGEfgFqtlslk1HCiaDRaqVSCsCoAQDDRLQwAe5FIJNTon/qhm75LJpOhUKhR0h9GPgdW9yyt/j+/l4MWFfAjWA/qwJtMJg0jEJ+k1m9KwDAgAMAAeIUAgIHYth0OhyVgo38SiYRpmg2U/vi9BLyJxAfB1FhjoRfoi1RxaEDSllwupwp/1DAgv5cDAAioQLxoAUAw1Y/+yWaztVrN3/Uo0WjUsizSHwweiQ8aRcAPaPW8jeFVg7DvMpmM+ohCDQPyezkAgCAiAAKAvqlPd9XlYrEYhHmfIhKJRKLRKOkP9orQBw0q4Ie1egv0RYZhBKTixnGcTCajLkej0YC0pwEAAoUACAD6Fo1GvdE/uVzO7+WIiJimGY/HSX8wAEIfNIGAH9zqLdAXhcNhr1bUX+Vy2dumIB6P+7sYjImdt3z5pJNOOumkS5eM2ujv16795EknnXTSaT94bLSeAcAY4sMBAOiDYRi2bavL2Ww2CKN/VK+B92XAT5BIf8YScQ+aTwNtDaY2hnccx5vE7KNcLmeaZigUMgyDXeFbQHnT8qVLHxWJX+CM1lPkX3lq6dLnJTK1c7SeAcAYogIIAPrgfXZaKBSCsKWuruupVErTNK/8J8hIf8ZGYIt93vHz6/1eAppBwGPuegv0RbFYTO0Y4C/Xdb3dKmkEwyj6y5cm2bZtv+X7jZHTAtiFVwUA6Ml701yr1YLw8ammaclkUtf1hmj+Iv0ZbQFMfIBR0kB1QCKSSCS6u7ur1aq/y6hUKsViMRKJiEg8Hu/q6vJ3PWhwk8/90Y1zukU/4Og9rnaqpWKxKOWq/xXSAIaAAAgA9qDK5tXlgDR/JRIJwzCCn/4Q/Ywqch+0pkbJgFQjWDKZ7O7u9n3LSBrBMHISh53+ocP8XgSAkUILGADsIWjNX6qtgPSnZQW2zwsYM/pRcwN76Ku3QF+k63oikfB9Y3gawTB8QfgADMCI4/UAAN4UtOavcDhs2zbpT2si9AHqNUQpkKoDisViXv7iFxrBGl96zf233HTXQ89v2Nqtt+0/c96JZ37wA6fMTg7+laG6ffl99//t+dWrVq9at6Wamjx16rRD5p97/lnz2vcsAcjd9c/v/ckzMuWjv/rdRbMl+9It//Wzmx97fuWMr77wi3NEtv3hsx/+9UsSXvC9JZfOFxHnL9/5h+8+JDvXZEVEXv3tJ05aGhN5x7888O+n6Lk/XXLWfzzlysRFP7/p832UDa3/zQUXXrdR5ODP/P7XH95/WH86APYNARAA7BK05i/1SfKbX5L+tAZyn3rnnX6V30tAgDRQBlStVr0d2f1CI1jjqr121yUfvehnj26raya86bc/+/Y3Tvjir274yftnhPb6CDuf+NE/fvTbd73Sc2e6H13+zQM/8J933/jZOaZ3XXXzs0uXLpWDjsu42+793Enn/GpVSUSMD39FRESKrz6zdOnTb+4C5m5/YenSpbvvm3/lqaWviEjbp1wRiR0xufzQ0sdc2f7H73z+8kN7Lmr9jVddu3S5yBEn/4r0B/AJARAA7BKo5i81+Dn4236R/owgoh9grxoiAxKRWCxWrVb9HQitGsFSqZSIRKPRcrns+4BqDMrOez/9zg9cs7EqYo6f/fb584+aaXauevRP97+4c/vj/7Xo5Pz/Lvvv09oGfIRN/71owSUP5ETEmnLsGaccOXNirPLGplWP3PuXNen8+lu/8N6vH/rCT0+0etyr+tJ/LrzoV6ucyUef+c4jZs46ve+PnUInX7506RflmZ+892t3ZmX6Bb+57oKZIh2HhkREJi8894SLH3vMffG22166/NBD9rznmhtvXC4icsx5H529b38yAIaNAAgARILX/BWLxYI/+Jn0Z0SQ+wBDEvwMSBUBJRKJrq4uf4tJaQRrQNUnr/jqNRurIuNP+u4dt142f1fU4+x4/DvvW/Dvj+c3/M/XfvLFU7/7lgFeOR750XceyIlokz90/WPXnzfjzVqf9BPfOunkK5YVX77l9hU/PfHYPe+17bdf+dfczAuv/f2VHz8iIf2bMPfEE0WqNxoiItEZx5x4Yl2z17QPLDzmq489Kc/detu6S795UP39XrzxxudERDvuvI/MGtSfBIBRwBBoAAhc85dlWZFIhPSn6THdGdg3wTwq1lugLwqFQl5hqY9yuZzalaz+lQ7B9fpvvnXVSyLS8fHf/K+X/oiIPv6Ey3932dGaiPvCbbevGeghdqxcuVlE5Jh/+lF9+iMiyeO/dtF8EZFNzz3XKwzMdHZO/9I1vxo4/dmr6QsXHiMi8sxtt23c4xu78p/Qied/eNpwngDAsBAAAUCwmr96nDME8zyH9GeYiH6AYQrmsbHeAn2RSvP9XQY7gjWWzbdc/2BBRA75/Nfe2zOu02Z+8EufOv30008/wNzhDPAYyY9cu27dunUv3/WF3kmLaapESKWCPbz7a19/+97HC+3F9IXnHiMi8tStt2+qu3rljTeuEhHjlPM+uN9wnwLAviMAAtDqAtX8pWma2kJYlf8E8wyH9Gc4iH6AkRLMI2S9BfqieDzue+aiGsHU5SAUJWEAa9euFRHpOOnkI/p4pTjw47++99577/3fS08Y6BzOHDd91qxZsw6cWJ8gVTNbVj928w8/8X/+3O/99jvssI59XHa9WQsXvlVE3L/ddvtm78plN964VkTCp5537oQReA4A+4oPAQC0tKA1f/UY/RNApD/7htAHGA3BnwckIslkcufOnf6+vrAjWIPIrlu3VURk+vTpw32o3IaH7rz9z48vf371mnXrN2x4dXtubyPADzjggOE+qYiIzFq48C3fXPGs+8itt2//4ucniogsu/GmtSJin3neOQOPrwYwyqgAAtDSvM9Ci8Wi781fkUgk4KN/SH/2ASU/wKgK4KGy3gJ9ka7ricSwxqoMH41gDWL7tm0iIjJu3LhhPIrz2l1fe9fBs9/90Yu/9/Prb//z357f0BWaMPttJ33gM9/+1Zfn93u3ZDI5jCetc9DCc98iIs7Dt97ZKSLiPnnjTetFJHb2eWdTgQb4iwAIQOuqb/7K5XL+LsYwjFgsRvrTTIh+gLERwANmvQX6onA4bNu2v8ugEawRTJ0xIyQi8vrrr+/zY1SfuvTUhT95ZEtVbzti0aW/vv3hFzZnCt2bX3r6wVt++Z0LT9h/xBbbv0MXLpwrIrWHbrvrDRH3iRtvelVEUu8/78zYGDw7gAEQAAFoUYFq/vJG/6gvA3gyQ/ozJEQ/wBgL4GGz3gJ9USwW2z1/1ze5XM5xHGFHsOAKz549Q0TklZdf7mNIszjP//6bX//617/+o/u39fsQxTuvvGp1xxRxHwAAIABJREFURcR+xw8ff+aP37/o7HfO3T/mnfKN0budQxcuPFREqn++9a60+8SNf3xVRMYvPO80n0eiAyAAAtCqAtX8FY/HQ6FQkEf/YPCIfgD0KZFI6Lqf771d181kMuqybduh0LB3fMJImz1vXlhECndcc+OO3t/9228u/Y8f//jHV68o9t8h9sqLL+ZFRN724fMP7d3pt379+hFb60DmnnvuoSJSvv+2u+6+cfHrIjLxQ+cv8DkBBUAABKA1WZalmr8cx/G9+cu2bcuyaP5qAhT+eN7x8+v9XgJaTgAPnvUCMgzIawTTNI0ioABKfvAbnztQRHJ3fPdfHujco1rHfe03l1+zUUT0+Se+o/8oZeLEiSIisnnTpp7FPsXV//dLP1k+ouvtt6LoiIULDxKR0pJ/+eJNW0VkyofOO5HJU4D/CIAAtBxN02KxXV3ouVzO3+YvNfrH+zKAJzCkP4NB9AMEQQAPofUW6ItM0/Q9dsnn8+qFz7Is37vS0FP4+Mt+cG5KxF3zqzOO+cAVNz/0/OZ0bsfG5Xf+x8KTv7CkSyQ05+vf/Vh7/w8w7rjjZ4uIrP/Zpz5/44odVRFxizteefrmy99/2FGfv29XXdGqZcuKI7HcLatXd/f9nbcsXDhLRIobN24XkZkfOW/AresBjBH+IQJoObZtqyL8arVaKpV8XImmaWrPDVX+E8BTF9KfvSL6AQIlgAfSHqLRaDgc9nEBjuN428AzDTqAxn/o/97xvdP2D0nlldu/tejdh09JxTtmHHX2N29bVxCtbf73bvjucQMOFD/ikl9/ZbYuUljxy48c2WHHx4+LxztmHrPoO3dsbD/9x9d//QgRkW2/Pn3iAcd+54l9XuXMmTNFRNI3fWj/8ft1JD/4+14zi9567rmzdl+e9dHzjt3npwIwggiAALQWXde9rVi8PXH9Eo/HdV0P7Ogf0p+BEf0AwRTkDEgd8OPxuDf13xeFQqFWq4lIKBSKRBjMGzQdJ/7Lvc/+5YcfPHKS5V1nxKced8HPH33poW8etbf4MHbijx9+6KpPvX2iKSLV3Bs78zVz/NwzL/7t08/f/bXzv/avH5tpiYiTeXXN6/l9XuOBn/nRt47rCIk4hTe278hU+iimPnrhwgPUpbnnnffWfX4mACNJ87f3AcBY6uzs9HsJ/kskEpZliUixWPQ3AAqHw8lkMrCjf0h/Bkb0s1ePfvFjw3yEM796Xf2Xbav6aTQA+uIse9HvJfTrfmdxqVTy5jH7Qr0GiYjrum+88QZnBB0dHX4voTc3t+3l9a92lmJTZx88NdlHu17l9RWPr+sWGT/nXfP26/WyVM1s2bB24xt625QDD56afHPkd7lz7fNr/+60Hzj3kElRTWpbVj66ZqdI++x3HLF/r8HgpdeW/XV9RvT95r1zzvge3yt2rnvp5c5qfOLkaVP3T/YKpl678tjpFz8pcuT3X1p26ex9+QMAMNIIgIAWQgBkmmYqlRIR13V37typdsP1haZp7e3tXvkP6U8DIfoZpBEPgAZANoQ+BTwDSqfT5XLZxzUkk0nVjFYoFHzfD8F3gQyAGtva//O22ZcuE+2Y/1z/5MUz/F4NABERYRg7gBbijVvO5/M+pj8S7OYv0p8BkP4EU5+/tKRC0I+aG+QMKB6P79y508fPYnO5nAqAbNsuFouqKQwYGc6z1/x2mYjo88/78Ay/FwNgN2YAAWgVkUhEbf1eq9XUJrh+CYfDgd33nfSnP0z8aThdh6bq//N7OfBHoA6w9dSu8P7OYK7VaoVCQV1mGjRGVHXtVf/0szUiYi34xw9P9ns1ADxUAAFoCZqmeTvv+rv1u6Zp9e+zA3tyAg+5T3Ooz4AoDkIQLNAXqWFAPjaC5fN5y7J0XTdNMxwO+9uShmaw+spTz/19Z2HtyvXdNRGZ8olvfXw/v9cE4E0EQABaQjQaVVu/VyoVf9/g0vzVWEh/mhJhUEuhEWwAruvm83n1sUQsFqtUKowHxbDU0q+98PRqdTl53OU3/8eJe9u0DMBYIgAC0Pzqt7n1d84lzV8NhOinRRAGtYLAZkCqCCgej/u4I1ixWFQt0uq10msKA/bF9HN/8NPaA89tixw4f9GFHz12P042gWDh3ySA5heLxTRNE5FCoVCtVv1aRpCbv0h/eiD9aU2EQU0s4BmQv41guVxObZEZjUZLpZK/mySgsSUOO+cr3z3H71UA6A9DoAE0OTXXQHYXuvu4kvrmL9KfICP9gdTNkPZ7IRgxgTrw9hCPx9UHFb7wmqPr5+UBAJoPARCAJucV3fg7+7lH81dwcH5bj62+0BtJUDMJZgYUhB3BvJdIb8dMAEDzIQAC0Mxs2w6FQuL31u9Bbv6Ch+gHAyMJwuhZoC+yLEvVq/qi/lUyFov5tQwAwKgiAALQtOpL2bPZrI8rofkr4Cj8GQ3v+Pn1fi9htBADNbRAHYR78LcRLJ/Pq+k/pmlaluXXMgAAo4cACEDT8mY/l8vlSqXi1zJo/go4oh/sGwqCGlcwMyDVCOZj9Y3rut5Gmd4LKACgmRAAAWhOAdn6PbDNX5y1KqQ/GD5ioEYUnKNxvQX6okgk4mMjWKlUUntl6rpu27ZfywAAjBICIADNyYtdCoVCrVbzcRle81dwcLIqtH1hpFEQ1HCCmQGJ341gXse0bdu6zpkCADQVDusAmpBpmqZpiojjOD5u/d6j+SuwJxstiOgHo4cYCMPheyNYtVotlUoiomkaRUAA0GTY5REYCeXtKx5Y8sjKV3a642bMmXP4MSccOWUw75nKT//28tvW9vWd+HGf/tZZB4zAU7Qo7z1roVDwcev3+nfwwUl/ODUl/WkIZ371Or+XMCzqH1rbqm6/F4KB6EfNdZa96PcqelqgL7rfWVwsFlU31tjL5/NqCHQkEikUCmoyNACgCRAAAcPl7lx+7fd/eOuaXVNmnn58yc033H7GxZd9+viJob3cdetLTz733Ka+vtM+vb5qZRhP0YoMw1ADFBzH8XHrd7UDPc1fQUP6g7FEDBR8wcyARCQej3d1dfny1LVarVQqWZalioB8nKMHABhZBEDA8NTW33DZ5be+6iQOO/uChSfOGZdZ+/gd1/5x2b1XXGr84OqLDhtwjqO7des2kciR519y1oE9vmVOnDYiT9GSvK3ffSz/0XXdW4YEpvynxdMfoh/4hRgo4AKYAakiIMuyVDfW2KMICACaEgEQMCzppb+77VVH2/+Mb1524eFREZFpB86d6lzyjZs33HP9knOuOKtjgDvv2LqlIjL50PlHHz1llJ6i9XjlP67r+lj+E41GNU1T5T8BSX9aHOkPfEcMhKGKxWLlctmXTzLqi4AikYiP0/RajeM4vsdthsEZItC0+OcNDEfmiYeXV0QOPu2cw9+s9rBmn33G3Fuufm7VQ4///az3Tej/3tu2bhPRJk2aOHpP0Xq8upt8Pu9X+Y9hGJFIhOav4CD9QXAQAwVTYIuAbNv2K3zxioBs2y4Wi76nEi2iWq2eGTnPxwXcnvktARDQxNgFDBgGd+2qVTWRqUcfPWmP61PHHDNbxF23anVlgHsXtmztFhk/aZI5ak/RagJS/hPA2c+kP0CgsFNYAAXkcP3/2bvv8Ciq9Q/g787WNFIhgdDBSBVpgiCKJXIBkSIRUFBQVPQnCl6xo6hXVC5esXMtVwGpoQWRqoioKFLFkAAKRGkBAiEJSbbv74/BccluNpvszjmzM9/P4+MTtp0TSHZnvvOe93jLFLI47sUuFgERkVgExGUOAAAQXsh3AUJw9ugxKxGlN666giu5UbqZDtiOHTtJ1LS6ZxeeKiSitAYxR75b9vWewyeL3YmNm7do0/26q1vGSmesoQ2hNUro/mM2m41Go9LKfzQL6Q8oGaqBlEaBdUA6nS4mJqasrIzL6N5FQHx31QQAgLBAAAQQgtKyUiKKiov12YurXlwcka000BGbp/DkKSI6vOCJSeXlFw+pdvxAtHBJh8ETJ4/tVl9X5yH27t07e/Zs39tfeumloL6vyORd/lNZWcllDjqdDr2fFQLRjxJYLBadTkdEOp3O9wvpZFL8Qvy/uMxEU+eZiIEgAGlLeIeDQ8Fvle3A0AkIACDSIQACCIHNaiOi2NhYn3tiYmOJiqzWADHE2cJCBxFVuOrffN/Dfdo2b2AqO37gpxWf5/yau+K1mUnvvjY4TVfHIYqLi3/++ec6f1sRSgnlP95bvyP94Qjpj0L4e+sC/xADKYQCi4CIKCYmhteW8CgCAgBQE/QAAghBVFQUETkdTp97HHYHEVnMgdbMN+k5fPjw0VNm/vvhQb07tU5v2LRNt8yx//rP/3WOInv+559uKQ99CO3Q6/Xcy38EQYiKilLU4i+kPwCRRZu/s0qjkPhekilkiXsLcBnd5XLZ7XYiEouAuMwBAADCBRVAACFITEokOlF6wXcVVtmFsr/ur05Kt+F3dfO5VZd848jMBbtXFeXtP0zXdazbED169MjJyanFNxL5pL7LHK9PxsTEiGtbSHnnD9qB9EdRysvLq1veJf5fWg5Gl64O4zdl/lAKBH5FR0fbbDYuH3Dl5eXiJRYUAQEARDpUAAGEoF5Cop7IVVJadVG8p6y0nIiSEpNq/6K6Zs2aElHJseMVdR3CYrGk+1P7yUQGJZT/GAwGs9mM8h++kP4oTdd/f2i1Wq1Wq81ms9lsDofD4XA4nU6n0+lyuVwul/i1eLvdbhcfJj6F99w50+Dvr6IoLcTPFLIEQfDuMccSioAAAFQDARBACHSpqfWJ6GBevuvSOw7k73cRxTdsWO1xkqus8MiRI0dOl/veJTZZjE1LjQ5tCO1QQvcf714nSjhz0ODZI9IfUBlsFc+XEt7JvYlbwuv1PltCMCG1f46KitJ4jR4AQERDAAQQihZduiQSVez8ed8lqcPh7dvPEqXdcH31R4/Cn6teePTRR5+Yu69KsEMle/YUEOlatGgR4hAaodfrxf6UHMt/LBaLwWBQVPmP1iD9AbVCDATepPXOjDmdThQBAQCoAAIggFDoOgwY0ExHxRs/nJP/14IF++HF739RSNTq5ptbS+ektnNHjxw5cuToOdtfz2zTt2+ajs5teO/Dn4ulDMhTdmD5m5/ttFL9m2+/IaF2Q2gV9/IfBW79rrXTRaQ/oHpa+6VWCCW8n3vLFLJMJpO45Jk9FAEBAKgAmkADhETXdMj/Df/xmezDy6c98nuPHpcnlB7cvn3vcau+8aB7B3j13Pkj54XHVxRRytCZ/xuXQURE+oxRj48rmP7ZnrX/un9nmyvbNY5znT9xaH/+iQsec5Mhj4zrZKnlEJrkXf7Dq2lIdHS0IAjK2fpdayeKSH9AI9AcmgsF7gofExMjFuMwJhYBmUwmnU5nsVh4ldwCAEAoEAABhMjcZvTLr8TOfn/p1r2bc/YSkRDT5OrREx7M6lBTr8aojCEvzmq1+L3ZOTv2b9u8n4h0xrhGXYaNnXBHjzTv63t1H0L1vMt/xA2GGNPr9by25gVC+qNeAyfP5T0FhTrfNh4ZkJZlClkb3dkWi4XLNY+Kigqx/ig6OtpqtWI7MPBS+vuPu4/bhbSOfS6vZgeUyhP78orqtbmiCZ91jABAREQ6vHcDhIfzwqnjJ4ttxoS09LR6xqr3VhYeOFTkIGNKq8vTfNbOuyqKTpw8V2lIatw4JTpAe8fAQwShqKioDs9SLL1en5iYSEQej6e4uJhLABQbG2uxWFD+wwXSn4jw/cNj6vAsBECBIQNiTFFFQBvd2W63u7i4mMsxfL169cQMqLy8XGVFQCkpKbynQERkt9sHWu7kOIGVZZ/VqdXUDxMbXvNuoWXs6spPB/p9QPEn/dPG5z7009E3e4Q4RQAIASqAAMLEEJva7LLU6u6NSru8Q1p1d+qjU5q0CuKwI/AQ2iP1obRarRzLf5TT+xnpD4BGYDkYY4paCCYVAXHJX6QioKioKBQBQfAcue+//5Wdqj0WBgBG0AQaACKSIAjcN//y3glFCeU/2oH0B4A0lvlCFbw6MTudTofDQUSCIPBqRw2RxV58+PvPnx88aNouJ++pAAACIACIUGazWTz2tdlsXMp/BEFA+Q8XSH8AJNr5xedOUSl/ppAlXQVhT7rogv3goSb7Z/SKj0lq1WfMy2sLEP8AKAKWgAFARJJaL3Pc/Ev6WlEnBuqG9AegCiwHY0ZRC8GIKDo62mazsV+EZbfbXS6XXq83GAwGg8HpxIk9VMeS3vXmIeKOtSV56zfmlXGeDwCgAggAIpDJZNLr9UTkdDq5HHqi/IcLpD8A1dHImwBI+BYBSZdesA8mBNT8zneyL3rz9nTeswEAQgAEAJFIKjvn1f1HUeU/GjnxQ/oDEJhG3gr44v6GX0V0dDSXTkBS5ZG0HBsAACICAiAAiDB6vd5oNBKR2+222+3sJ6C08h8tQPoDEIzzbeMRA2kHxyIg6fNXp9OhCAgAIIIgAAKACOPd/YfLBrQo/wEAJcPbgqy4v+1X4f2RxBJaQQMARCIEQAAQSbwvNtpsNvYTEC+3KqT8RyOneSj/Aagtjbw58KKcDEgsAuJSgyP14MN+8AAAEQQBEABEEqndgLgLCfsJeDdcUM45gIoh/Yl017w7j/cUNAoZkHZwLwLCKjAAgEiBAAgAIol0lMml/TPKfxhD+hO5rC1t0n+856JdWniX4EU5FwA4FgHZ7Xa3201eW3MCAIDCGXhPAAAgWEaj0WAwEJHL5XI4HOwnEBUVhfIfZpD+KB/CHeU73zY+Ib+E9yxAdtHR0dLW7Mx4PB6bzSb2ALJYLOXl5YwnAAAAtYUKIACIGN7tn9mPrqjNv1R/YR/pjzJ51/Ug/YkU2BpMJsq5DMCxCMh7FRj2gwcAUD4EQAAQGaTNbj0eD5cACOU/zCD9UQ4kPqqBDEgOivos4LIbl/d+8Fw2pAcAgFpBAAQAkcF78y/2u7+j/Ae0g3viM3DyXC7jqh7eOlQsU8jS6/VcIhi0ggYAiCDoAQQAkYHv+i+U/zCD8h9eUOCjBWgJFHZCl3buXXm8Z3FRdHS0zcb6F9nhcLhcLr1ebzAYjEYjlw59oADxl/Xq2/ecqU1yNffHNL+qb9+0+q3rMZ0VAFSFAAgAIoDZbBYEgYgcDofT6WQ8Oq/eCn6p+xo+0h/GEPpoEDIgtcoUsja6s81mM/sMyGq1xsTEEJHFYkEApFUdHln2zSMB7m9+95xv7mY2GwCoDpaAAUAE4Fv+YzabdTqduP6Lb/kP0h8IC/T00Th1v5Owp6iyUC6dgKxWq7g0W7paAwAAyoT3aABQOr1ebzQaicjtdrO/sEnoawAqgtwHRMiAVClTyDIYDAYD6wJ/cT948Wt8YgIAKBkCIABQOul6JpfyH5PJpNfrldD+Wd0nbCj/kRVKfsCXut9SGEMREFpBAwBEBARAAKBo3jvL8mr/LH2tqEN8NUH6IxPkPhAYMiD1yRSyTCYT+3VYLpdL7P4jCILJZGI8OgAABAkBEAAomth/h4hsNpvb7WY8urj6DOU/skL6IwfkPhAkFb+3MKacKwTeF05Yki7SoAgIAECxEAABgKLxLf/xPopVzsG9miD9CTtEP1BbyIDUh8sqMJvNJraCNplM4pUbAABQGgRAAKBcgiBI7Z/Z7yyr0+ksFgvKfyBSIPqBOsObTFgo5DpBppDFax2W1AqaSwkSAADUCAEQACiXdARpt9u5jC5dw1TIYb3KoPwnXBD9QOiQAakMl3VYCIAAABQOARAAKJd0AVPLu7+r9awM6U9YRET0023Nx7ynAEFR67sNSwq5WiC2gtbr9YzHdTgcYrc+o9HIvhE1AADUCG/NAKBQfNd/GY1Gg8Egrv9SyAE9gLeIiH4AgCMulzGkil0UAQEAKBACIABQKOnYEeU/6oPyn1Ag+gH5qPU9hyWFXDPIFLIsFgv7ZsxYBQYAoGQG3hMAAPCPYwAkCILZbFZC+2dVQvpTZ8h9gIHzbeMT8kt4zwLCQNwPnvEemg6Hw+Vy6fV6g8Gg1+tdLhfL0VVAp9OtLPuM4wSwdg9A3RAAAYASiceORORyuZxOJ+PRFbL7Oy7FgzekP8AMMqAQCV3auXfl8Z4FEZHFYmEcABGR3W4X96E3mUyVlZWMR490RqNRXP8OACAHRLwAoERY/6VWKP+pA02t+Ro4eS7vKQARAmhVyBSyDAYD+zQBq8AAABQLFUAAoEQcAyCz2SwIAvf2z6o8+0L6U1vayX1AgVAHFApFFQEx3kjB6XRiFVideTwecSc1jtjvHwcAzCAAAgDFEQ8Z6a+DSMaji+U/G93ZZWVlw6+fyXh0AAnSH+AOGVBE2+BaQkRms7m8vJxxpmCz2aKjo8XRKyoqWA4d6RwOx6Ber3CcwPJvn4iJieE4AQCQFQIgAFAcjuU/er1e2nveZrPNXzeRiO78xzuMp4HyH41D9AOgAryKgBae/kD8wmaziZc0LBYL4xQGARAAgDIhAAIAxTGZTOIXdrud8dBi30oi8u6aKcZAxCMJUg2kP8FD+gOKgiKgCCJFPyKr1corABI3cBDreQ0GA/vNHAAAwC8EQACgLEajkdf6L3HHXPFrv9um8CoIAo1A9APKhAyoztgUAVXJfSROp9PhcBiNRkEQTCYT42sqNptN3M3TbDYjAAIAUAgEQACgLBzXfxmNRp1OR0R2uz1AuwS5C4LUt/4L5T/BQPoDSoYMSJmqi34kNptNXNfMJQASW8mITYhYDg0AANVBAAQAyiKt/+Ky/1ethkZBUDCQ/gQD6Q+AWslRBFRj7iMRUxixvrW8vNzj8YR3JgG43W6p/shoNDLeiQwAAPxCAAQACiIeKRKRw+FgvGWJTqcTsyePx1Ory6ThLQhSX/kP1AjpD0QEFAEpQfDRj8jj8TgcDpPJpNPpjEYj4yIgu90u1h+ZzWYEQAAASoAACAAUhOP6L/H4mIjsdnvdrpGiIMgXyn8CQ/QDkQUZEC+1zX282Ww28fKG2WzmtQpMqu0FAAC+EAABgIJwDIDCNXQoBUEo/9EUpD8QiZAB1UEoq8BCiX5E4lUNscpVp9NhFRgAgJYhAAIApQi9BqfOxNp4+qtaPiyviYIglP8EoLX0p9uaj3cMGM97FgARI/TcRyKuazabzWIGxPj6itSFGqvAAACUAAEQACgF3/bPYvZks9nCmz3JvWUYRBytRT+gPigCqoPgi4DCGP1IbDabWOVqNpvZB0CxsbHi0BcuXGA5NAAA+EIABABKIQVAjJsUEJOlZzUWBKls/RfKf/xC+gPqgAwo7OTIfSQcV4GJdbVGo1Gn0xkMBqfTyWxoAADwhQAIABTBYDCI+385nU7G67/E3gT0V7cCWcfSSEEQ0h+/kP6AmiADqi2/RUCy5j7ebDabxWIhIrPZbLVa2QwqkvYCM5lMCIAAAPgSeE8AAICISDw6JK7lPyyHnr9uohQGkerKf8AX0p8glbTSSf/xnguAjBae/oBZ+kNe9a3SRx4z0pUV6YMeVMt29Ou3Hx1+c+8rWqXGWqKT01t17DP8sTeX5573fegPExvqdLqocV9Wud36W85r9w/o2jItPio6qXnH3v3veXXDn/gABQgbVAABgCJwXP/FsfeQlAENnDyX8dDywXm7L6Q/Qbrm3Xnef6zuZyn+ENMiQagOioDqgGXo483hcLjdbrHiVRAEt9vNbGin0ykNzXgBGrDk2Pf+kH6T1xy3E5EhtkGjtMTSwoLcE4dzv1/27psDZixbNKl7XE2vcX7D5D5DZuVWEpEhvkkT85m8rX/kbl23+LOHlmx9b2Cy/N8EgPqhAggA+BNbAxCRx+NhXB/Ocv1XAF++edeXb97Fa3SQFdKfsEOVEESi+esm8kp/RNL1FRQBQfiVbZ409JE1xx3p/aZm7ymylp36o+B4cWVl4Y4Fz/2jqevomslDH/ryXA2vUb560qhZuZWU0n/GNwXnzv55+GRZ0c6PxrQzVxx8f9z92aeYfCMAaocKIADgT7wqSCpt/xw8KQOK3IIgnJBXgfRHbt4/cqgMYg9FQDXyXu3Ll3cboMrKSpZDi/vQE5HJZGL/QQ8M2NbP/vg3F2X8c2XOS92kgFFnSu066uWcjsZeXV7Y+flT7zw18IX21b9G0YJ3Fp4jav/EmmVTukcREZGQ2GX8ZyvO7O/wzPblby86nvVouuzfCYDaoQIIAPiTLgmyr8FRVAAkQUGQOiD9YQyVQVyghVl1qvR6487hcLhcLiIyGAx6vZ7x0OIXqABSq73bt9uJ6l1zYzff8jJThzuzOhFR7u7dAQ/ycnfutBO1GzH2YvpzkZAxfGhHItq9Ywe7hYsA6oUKIADgj1cDIL1eLy49c7lcCtyaJOIKgnDW7Q3pD1/iTyNqgoA9RYU+Vdjt9qioKCIymUwsi4DcbrfT6RSDJ71eL+ZQoCZicVnptm/32Ppf6ZMBtZq0qWi8nYwxgc487cW2qMaNG3dv37LqPeK1Oid+bADCAQEQAHAmCIJ4KdLlcrFsS0lKLf/xFXFJECD9UQgplEQSJCssBBMpOfoR2Ww2MQBivwrM4XCIV1yMRiMCIPVpO2hwxst5B/e93rdbweR/3ps16Lp2yaa/7zbHJdfYeMo09NOjQ/3dcSwnZyeRrlPnK7F0BSB0CIAAgDOO+39FSgAkEZMgZcZAKP+RIP1RICRBctNyBqT83EfidDpdLpdY/cq4Ese7+MhqtTIbF9gwdHtu8XsHhk5aXpC7eNq4xdN00Y069b6+b9/rr7++b59urRLrvPSv7OeXRz27xU7xt025z6c0CABqDwEQAHDGqwGQ1ARBPCBmOXSIUBCkZEh/FA5LwyCMIij6kdhstujoaCIym80VFRXMxnU4HB6PR6fTYTN4lYq+8sFl+bduy1mwaMW6rzf/mHtiz8b5ezbOn0VkSL5iwOiJzz4//qqkWr2i/c+NMx+Z8GLOYbupzcSl/x2eINPMAbQFARAAcCa5GXJCAAAgAElEQVRWAHk8HsYBEMfKo3BRTkEQyn9ESH8iBWIgOWinCCgScx+JFACZTCaWARARORwOk8mk0+kMBgP7PR+AAUt6jxFTeoyYQmQv2r9ty+bN33y1bvX6nwr2rnrrvnU5W+Z/P3d4cNt4OY6ue33SxFeX/15B5pZDZs798LHeyTLPHUArsJQSAHgyGAziBvBOp5Px9UCp8ihyAyCRuGUYdg3jDulPxMF+YVBbStvYqw5cLpe0F5ggMD0RkD5tpQswoFqmlDZ9hk2Y+s7SH46cOrDqqT7JZC+YN+GpL8trfmrp3s/Gd+/Qf+ry3z0tBj6b/cveFf/sXR/v1ADhggogAOCJVxmOWIVOf21NwnJo+fAqCMIpNCH9iWSoBgojtRYBRXroU4XD4RBXQBuNRpYt8LAZvGqVrn3mzvd/1fd5dsUTPX2OCKJbD3p11Rt7Goxdd3bTpr008OpAr3R6zYN9hs4+aDe3HPyv2W8/ntm0xt7RAFA7CIAAgCdeDYB4jcsAOgSxh/QnGN3WfLxjwHjes6gWYqBwUVkGpLLoR+RwOMRNu00mE8sASCw+EltQC4LAeN9PkFE9z7FNq1dXHO196Imerf09IC41NYrIUcMxl3339IG3zz7oajzsgzVzJ3SMkWeyABqHAAgAuOFYhqOCBkA1YlMQhPIfpD9qghgIRKrMfSTSBx/7ShxexUcgs56ZN8XNW/XLG1PmjFl6d7q+6t1ncuauLSWKufbaLgFepGTJi9N3lJuvnrFhyYS2Pq8BAOGBHkAAwA3HMhwVVwBVgQ5BALWF3kAhOt82nvcU6k4FXX5qJO26IAiCwcD0YjDaAKlU0p2vPNs1iopWjuvY4/4Pv9575PQFJxF5HOUnf/nirXE3jVl4mhIyZ0wfGlv9a5xa+PHqcoq6ZdKDGRerxapwI5oHCANUAAGEg/30nq/Xf7e3oNiT1LxNm47de3VOjwryqY6z+7d+u/WXQyfOVegT0ho3uaz7TX3bxF+Szdp3fPbiit/8PTm25/1PD2oW8vR54VWGo9frpQ3gtVOC/uWbdyUlJV1996wwviZOklH+o2IlrXQoBdKO9TteLCkpUf0lAYnD4RAvhBiNRpYVuGgDpFZChyfX5hQPGvXvbTs/euCmj4jIEBVnclyocHqIiISk7lMWLX4oI1Bdz769e11ElctGxPk/P00Yv674o34yzB1AWxAAAYTKU7x7ziszlh+8uLHBjq3rl85f2f+xqfdf3aCm+lXPqe/fe/ntDX9avW/Mzl55w4QnJ/b9u4K28MDPv/56zN8LJDZluoNruKEBEEtms1kQhG3zHnM4HCUlJegQFDqkP6qHFWF1FkGdgJZ/+0RMTAwRWSwW7Xwo2O12aTP4yspKZuOKxUdGo1EsPlLNJgxARPUzX/vxt1GLZ3+ydM3X2w+eOFNsNae2zmjWvFXnfvdOeqB/6wDFP0REJUeOFLOZKIC2IQACCI3r8PypLy7/0x3XfvDY265rk1T229acOUt2rX3tGcP09+9rH6jC2VOw5JX/bPjTKaReNWJU/+7tmkaVHtm+eu6CzQWb3v53arM3RrUQIyBPYeEpIkvn0U8MalnlJYwNmsj2ncmNYxmOFhoA+RJbfhKR1WqlcHQI0nj5D9KfILVvfiLIR17z7jxZZ1JnKAVSJWmdl9VqjY6O1ul0ZrO5vLxcI2WhTqfT4/HodDqDwaDT6Twedj/hvIqPgAFdYqeRT7898ulgHtv7nZOed7z+HH/vWs+9Ms0LAP6GAAggJKWbP1/xp1vXsP9TU+/tGE1E1KRlu8buJ55cemTNvPVDXxuUUu1T7dtXripwUnz3//vX05mpeiKitPrpj7VvIjz84qbDSz7/dvDUG6KJiM4WnnQQNWrbu1u3dCbfFBvcGwB5PB7tHHrq9Xqp37Z3301sGQZhFHzWE3FQClQHyiwC8u3v4/F4bDabGJGbzWaW5TB82e12s9ks7sbA8nIIr+IjAAAgNIEGCE3Zj1t2O4ha9xsqpj9ERGTOGNy/nY5c+d9uPRPguYd/2VNGlHx91k2p3kvFYroOur4RkevgwUMXbzlVeIpIl5bWQI7vgB8pAGJchmM0GnU6HRE5HA6W1zz5koqeqtt1BY2iawXlP5L2zU9I//Gei+w0XvUW6QJ0dxbrIonIbDYznBFnvNrxiMVHRMS4/zQAABAqgABC4vktP99F1Lhbt7RLbo/v3j2Dfj3we/5+x631qzmuchUVFRNR06bNqp5RJCUnEZ0oLT7nItITVZ4sLCFKSUtTWb9E6ciP1wbw2un1QF5nNYG33Q2+IEjLZ8JIf7SQ9VQHpUC1ooQioGC29HI6nS6XS6/XGwwGvV7vcrkYTIw77w25ysvLWQ7tdDrFizHa+dsGAFAIBEAAITh79JiViNIbV12aldwo3UwHbMeOnSRq6v+5QpcH/vvhOLIkVN0uzLo//wgRpaVf7AJdeKqQiNIaxBz5btnXew6fLHYnNm7eok33665uGRux5+DiYR8RuVwuxmU4vCqPOBLPaojI5XIFGbeF3iFIrbSc/mg596kCXYEiQq12c7fb7VFRUURkNpsrKiJ6f4Vgud1uMfbS6/WCILBsfuTdBggBEAAASwiAAEJQWlZKRFFxsT7bfdWLiyOylZaVVftcXXRSWrTvzWW/zJn7fTkJrf6R2ZqIiDyFJ08R0eEFT0wqL794wrHjB6KFSzoMnjh5bLf6fkKgvLy8uXP9nLo//vjjwXxbDEgpDOPyH3HbESJyuVzaOegMsvzHV3UFQVou/9GgMOY+4l5LOp1OXIYp9qAVI+CIW4+JDChI7IuAapX7SGw2mxgAmUwmjQRA5BV7mUwmaR0cA9JHP1aBAQAwhrddgBDYrDYiio313dkyJjaWqMhqrU13Q3dJ/urZb875odAd1e6uiQMbireeLSx0EFGFq/7N9z3cp23zBqay4wd+WvF5zq+5K16bmfTua4PTfE7Gz5w589VXX/mOoJwASDrmwwbwDNQ5AJKgIEiktfKfsJf8iKeaqoEMSGnqFv2ItLkKzOFwiL+VRqMRARAAgBbgbRcgBFFRUUTFTodvEYvD7iAii9kS3Au5i/etmfPh/G+OlHsM9a8aO2XysJbSBvJNeg4ffoWlRd/BfZpePI1v2LRN1y6Npz309u78zz/dctPT18WE45thim8DoEwha9n5T1iOy5F4MkN/nd6E8lJSQZBit+uWlXbSHyz1Ch4yoGDIXQQUSu7jzWazibtTaWcVmMPhyBSyiGiDawnLcd1ut9vtFmtyGW9CDwCgcQiAAEKQmJRIdKL0gu9Cr7ILZX/dXxPr0c2fzfrv2t/KPfrEdgPvfmDMDS28l4aldBt+VzefJ+mSbxyZuWD3qqK8/Yfpuo5V7u3Ro0dOTk6tvhXGpACI8VVWqQLotoR7xS+ELu3CdfKgTKGX//j6/uEx4hfaTIJUTO7op6ysTOwz4n2+Jy4HE/8fidAWmqPwvntrJwAa1eDBKrfodDqDwcDykozT6RQvyej1esaXggAAtAwBEEAI6iUk6olcJaUVRJf08/GUlZYTUVJiUuAXcBVu/s/z735XaNenXJl1731ZvZsEWTJEpGvWrClRUcmx4xXUsUozIYvFkp5etTE1ERUVFQX78nISBEEQBPLaC5YNg8EgCIJ4tdPbnf94R/pafWGQFADJ0fRaTIK0EAOpvvyHTdVPGFNIpUEpUGDhLQKS6Y1abJMvVk0yTkMY8P6k88tkMnEJgIxGo8r+qgEAlAwBEEAIdKmp9YkKD+blu27q6t0I+kD+fhdRfMOGARtelOx474W3viukRtf+35MP9WvhpyU0ucoK/yyqpJgGLRpUXeclXp+MTUv19zxF49UBWho3AJWFQUajUczaHA6HfMVWqi8IUnf6gwVf4YIMiAG535ZtNptYoGo2m1WQStQY+ngL5iMyjKROfGgDBADAEt5zAULRokuXxGVrinf+vM/T9Yq/FzAc3r79LFHaDde3C/Bc168L3/vqpCvluqdff+zq+GpWPwh/rnrh6dXnk/q/+smD7S/Za6xkz54CIl2LFi3C8H2wxb0DdJBUEAbJsf4rAO0UBKkD++jn7ryX5rR7nvGgLCEDCiCUIiBm78A2m03cq85sNpeXl7MZNOxqlfuIMoWsje5slu140AcaAIALvOcChELXYcCAZmvn/7Hxwzl9Z45tayEish9e/P4XhUStbr65tRTr2M4dPVHiJEN8oyZJ4im5dduab86SruPt46tNf4hI16Zv37QvVxZueO/Drq/cf1WimAF5yg6sePOznVaq3+/2GxJk/Q7lwKsDtO9RptAlUETnLULDILHAnuRZ/1UdlRUEqbX8B4U/MkEGFF6M32/dbrfD4RBrJ41GYwTtF1mH0McXy3Y8Ho9H3HZNr9ejDzQAADN4wwUIkW3/vCefyT7sjEq7okePyxNKD27fvvf4BaHxoJdn3tdBWp118NN7Hl9RRClDZ/5vXAYREe3/39gnVp4zJDXPSPO7hsvS/Z5pt2UQUeXBla9O/2zPObe5QZsr2zWOc50/cWh//okLHnOTIc/9+55OtVgBppAeQMnJyeLR3tmzZ5kNKghCUlJSlQZAwQdA1VFyGGQymerVq0dEDoejpETGLXgCi+gYSJXpD9/oJ0AFUET/qFSBDKg6QRYBcXxrtVgssbGxRGS1Wi9cuMBrGsEIJfRx78qrcstGd/aFCxdYbgYfFxcnlqmWlJQoIWtLSUnhPQUAANmhAgggROY2o19+JXb2+0u37t2cs5eIhJgmV4+e8GBWh4DJjL2wsJiInOcK8s75fUBM44vHnVEZQ16c1Wrxe7Nzduzftnk/EemMcY26DBs74Y4eaSa/z1Uy8VofKaD8Jyyk428FJkFS+Q/fzrsqKwiKdCj8YQN1QHXG/b1UqpeU3kIVJSyVPtUxGo0sAyCn0ykGQAaDQQkBEACAFqACCCBMnBdOHT9ZbDMmpKWn1fPpNVNZeOBQkYOMKa0uT4siInKePbz/ZKBdZvWJzdumx3rf4qooOnHyXKUhqXHjlGh9dc8LRAkVQGazOS4ujogqKytZdliIiYmJiooKewWQX9xPYERJSUliB+izZ88q560+gmIglZX/KCT60UgFkAgZkK/qKoAU8rYpio+PF3vGKaQyRY7Qx28FkMvlKi4uDvtY1TEYDAkJCURkt9tLS0uZjVsdhVQAeTwevh/ZOp1OvFAHAKqEAAhAQ5QQAMXGxlosFiIqKytjWZkiHtB7B0AypT9V8DqrkQ6s+a7/CkD5Z/tqCoAUkv5Q9QGQ8n8e6gYZkK8qGZCioh9RVFSU2Aq6oqJC3HCTPVkrfchfAEREG93ZLC8Y6HS65ORkInK73efO+a+GZkkhAZDdbu9z77scJ7Bp9gPizz8AqBKWgAEAU7y2ADMYDFXKf9jg1T1a2vJMCZev/VL4lmFIfyAssBasOgrMfSR2u108ATaZTCwDILlDH29Cl3Z+MyCWq7E8Ho/T6TQYDIIgCILgdrvZjAsAoGUIgACAKb1eT0Rut5vloZ7UeIgvlmEQl/2/6kCZHYJUk/4g+lECZEBVKDn6EblcLrfbLQiCmE3I+mnFMvQJBuN2PGIAJI6r8E8rAAB1QAAEAOwYDAY1dYAOhaxhkE6nE79lt9vN+K+6zhReEBSJkP6Aonz55l28p1ALdrtdXK1sNBrDvlpZaaGPN6PRWFlZyWw46RMKARAAABuKOykCABWTghjGqYS0HkrCpgFQkMIeBhmNRjFoU+z6r+oooSBIHeU/SH8URctFQJGV+0gcDkd4AyAlhz6STCFrvXMxyxGlDynfj2kAAJADAiAAYEc6wkMFUHXCEgZFyvqvAFAQFAqkPwqkwQwoQqMfUbg2g1dy7uO3DRDjdjwul8vj8UhVqwAAIDe82wIAO7w6QOv1ei4doENU5zBI+R2gg8S+IEgF5T9IfxRLIxlQROc+Eu/+xHq93uVyBf9cJYc+wWC8GsvpdIpVq7X9ewYAgDpAAAQAjIiHd/TXFT9m40qNhyJa8GGQXq8X/56dTqdqNlVBQVCQkP4AR+qIfiR2u128aGEymWpsixPpoY83LgGQOC4CIAAAuSEAAgBGxFSCiBgf4amvsFw60/CbBKmm/MeX3AVBEV3+g+gnIqiyCEhluY9EegutLgBSU+jjjXE7HmlJuHSQAAAA8lHbeREAKJZyAiBFdYAOhXj6cb5tPHmdg6mgAVCNUBBUBdKfCKKmDEit0Y/I4XBI7Wl0Op1YuKrW0EeSKWRtcC1hOaJ0SIAACACAAQRAAMAIrwBII3uLDJw8V/p627zHxAYWHOfDQHgLgiK3/AfpT8SJ9AxI3bmPN7vdbjabe971pvjHhPwSvvMJO799oBm345GWKiMAAgBgAAEQADAiCIL4BcsASDyQjcQO0EESy3+q6DHmP9LXWjhV2/XEA9HR0W2mvcl7IlCzu/NemtPued6zgDraNu8xl8tVXFzMeyKy847UNYhlOx632y1WWiEAAgBgAAEQADDCpQJIfQ2Aasv7NEatYZDFYiGi/dMmFxcXu1yuOhQEofwHGIusIiDxrSMxMZGI9Hq90WhUX4sxCiL0Od82Xn1FQH4ZDAabjd27osvlEtfZsdyBHgBAm7R+agQAzIgBkMfjYXl4hwDImyrDIJPJJBaXORwOMVtkv3k8L0h/IlpEZEDebxSVlZWxsbFEZDabVRMAabzSpzqMPzrFAIiIEABFPNvRr/8784PVOw4e+v3w8TJzcsNGLTtnDrvjnnHDOiRUeegPExte826hZezqyk8H+n0t+5f3tRy55c5NB17vLv/EAbQDp0YAwIJ4ZY8U0AEaRKoJg8xms/iF7/VqdfeKRvoD8vH7niD1lTebzRcuXGA7ozBD7hMY+wBI/EKv16u+e52KOfa9P6Tf5DXH7URkiG3QKC2xtLAg98Th3O+XvfvmgBnLFk3qHleLlyte8fHi4xfi7UgEAcILp0YAwAKvDtC+PQVUswUYVdMAqA4iNwzS6XTirmcej6e6BQs1FgRF4vovpD/qoMAioADvAG632263m0wm8fcu4vYZROgTpEwha6M7m2UxDjYCU4OyzZOGPrLmuDu939RZrz86tFOynog89lO7lr373FPT162ZPPShy/bOG5gU1ItVFGz6z/0PrywjCs9hDgD8DQEQALAgHdUxru5WdwdoOURWGGQ0GnU6Hf21YXPgB6umIEh96Y8K/lHqTCEZUJC/7DabTYxczWZzRARAYQ991NcGyO9GYESk1+sRAEHwbOtnf/ybizL+uTLnpW7mv27VmVK7jno5p6OxV5cXdn7+1DtPDXyhfcCXObZ08kPvfLNnd+7RMqaXCwE0BAEQALDApQJIEAQxHYC6kc6dFJsEBVj/VZ0qBUGRWP4DEEa1+u222+3ihk1iHVCNqSsXqPQJC71ez6zTEwIgFdi7fbudqN41N/6d/khMHe7M6vTCzh25u3c7qL0x0Mucz//hx7zjZE5MMTsris9XIAUCCDsEQADAApcACIeS4aLMsiDv9V91KEYQk6Buaz4O/8zkpL7yH/IXw1kO+55DqBaXIqC6/SJ7PB6HwyGtAmO5UVRgCH3CjuUHqMfjwU7wkU7cjrN027d7bP2v9Hn/bjVpU9F4Oxljajrz7DD15zNTxS/3vdi2w7T94Z8pgNYhAAIAFsQO0MS8AojZWNqhnDBIPAulv6oS6vYiOwaMF7+IiCRIlemPXxqPhGQV4q+ttAqMewCE0EdWjLMY7AQf6doOGpzxct7Bfa/37VYw+Z/3Zg26rl2y6e+7zXHJeAsHUAYEQADAApc94NV9LTFcHaBDwTcMqsP6rwDEJEjJMZB20h+/xEhIrTEQgyKgcP2G8l0FhtCHGS4BELHtPQRhZOj23OL3DgydtLwgd/G0cYun6aIbdep9fd++119/fd8+3VolBlz4BQAMIQACANnx2gNe3VuAKQ3jMMh7/VcYG1VEVkGQBqk7BpJJeH8fxRWXZrOZ2SowpYU+6usD7StTyNrgWsJyROnwAKW7ESv6ygeX5d+6LWfBohXrvt78Y+6JPRvn79k4fxaRIfmKAaMnPvv8+KuC2wMMAOSEAAgAZMdxD3hsAcYFgzBITH+IyGazyVGDoLSCoEgv/8lquDOMryYtEFNTEhT2IiD5clibzSbW35nNZpkCIKWFPurmdyMwxqux0AdaHSzpPUZM6TFiCpG9aP+2LZs3f/PVutXrfyrYu+qt+9blbJn//dzh6bznCKB1CIAAQHYc94BnORz4JVMYJAVAsu5FrZCCoIhLf8Ib9wSAgiC/5C7Bczgc4iowozGcyzoQ+igNdoKHujOltOkzrE2fYROmvlPx+xcv3zPute8K5k14akT/eQNjeM8NQNsQAAGA7LAHPIjCGAZJZ55sNipWWkGQMjHLfapQTQwUYhEQsz5c3nuBGY3GEH8HkfsoFnaCh2CVrn3mzvd/1fd5dsUTPX2OvKJbD3p11Rt7Goxdd3bTpr008GoeMwSAvyAAAgDZYQ/4sFNCB+gQhRIGGQwGsU+EWIkQ5plVj0tBUESU//CKfrxZW9pUkAHVAZfN+MQAiIjqFgAh9IkI2AkeglXPc2zT6tUVR3sfeqJna38PiEtNjSJyMEsUAaBaCIAAQHYIgCCw2oZBjMt/fKEgSKKE6EeiglKgWhUBcYl+RHa7PSYmhohMJlNFRUUwT1FT6KOFPtCEneChFnpm3hQ3b9Uvb0yZM2bp3ek+PzhncuauLSWKufbaLjxmBwBeEAABgOzEYg3ue8BjC7CIIJ0lBji5ZdMAqEYMCoIUW/4TSu6zunjwLYk5YZxMFaovBeKY+0hcLpfb7RYEQTxjr64QT02hjwZhJ3gIWtKdrzz71sandq4c17HHD6+9/nBmx5ZNGsQaPI7ywrxNS2Y998zC05SQOWP60FjeMwXQPARAACAvXnvAYyvZSFddWZBOpxNPEtxut9Pp5DAzHzIVBKky/WEjokuBAhQBKSH6kdjtdovFQkRVNoNH6KMOHHeCZ9l7CMJF6PDk2pziQaP+vW3nRw/c9BERGaLiTI4LFU4PEZGQ1H3KosUPZaA2G4A7BEAAIC+Oe8CzHA5kJZ5SlrTSEdHPj90rtvdW2hmCQrYMk5Xyox9vqikFUlTuI3E4HGIAZDQab3roI97TgZAoaid4XL+JUPUzX/vxt1GLZ3+ydM3X2w+eOFNsNae2zmjWvFXnfvdOeqB/axT/ACgCAiAAkJd0JMd+D/hMIYvliMyooAN0KK76zyfS198/PIbjTKoTloIgBZb/RFb6I4rQDEgqAlJm9CNC6KMFLFdjSQMhAIpcusROI59+e+TTwTy29zsnPe8EuL/9C/meF8I0LwD4GwIgAJAXlwAIe8BrxDXvzpO+VloYpLKCoEhMf0SRmAEp7YdZguVdWsNyNRYCIAAABhAAAYC8pCCG5XbdWP+lQYoNgyI9CZI7+mHw1xJBGZCifnRFCH38wkZgYYcACACAAQRAoHLWUwcOFFotaZdfnmoJ+EDX2UO5xy7oEltc0bQeo7lpBJcKIARA6iM2AAqSMsOg4JeGKWf9V+QW/lSh8AxIOT+lEuQ+QGw/TKWrRCjgBQCQDwIgULlDs4dfOS23w7TcX19oH/CB7nWPdx690nPr3PKcMdGMJqcNXCqAcP0QJEoLgyKoIEg16Y9ImRmQEn4mJQh9oArGH6Zut1sQBHyCAwDIBwEQgMhaWUlEdPJkIVFL3pNRFV49gKre0qUds9FBsRQVBlVXEKSQ8h+VpT8i5WRA3H/8JN6/FJpuLw/+MM5ixAtFqAACAJAPAiBQH+vXr4yZvefiH0ry/iSiP5dMzsoNcGTrtp/N37LZQ0T16mEBWJhxCYBw+Ag1ks57+Z6KK7MgSJXpj4h7BqSE6Mc79AGoTqaQtdGdzXJEt9stLjpjuf08AICmIAAC9XEVfL906bpLbirN27g0L4in6rv1z0yRZ1bahSVgELpaNQCqLYWUBYlJ0N15L/GagETF6Y+ISwbEPfdB6AOBCV3auXf5OVTS6XTMPr6lgRAAAQDIBAEQqI+Q2v6aay5c/EP5n7t2/1kR3bRzl6YxAZ+ls6RcdsMDL05qJf8ENUbMYhgfyam4Auh8W6zSkBH3MGhOu+fFL3glQapPf9jjGP3UNvQpaaWLP8QuqYeIIAiCy+ViM5Z0qKDiD3EAAL4QAIH6RN0y87tb/vrDvhc7dpiW2/Keed/V0AQa5CIexrEs/yEiQRAyhSyWI4L68A2DxCSIcQyknfSHQRHQDxPvYvy+J0KlDzMa2QmeZRaDneABAOSGAAhUzpTSok0bZ4sUE++JaBSXBkCEY0cINy5hkCAIX177NhF5PJ5bvnuUzaDaIV8GtH/aZCK6cOGC1WqV4/V9IfQB+bD8PMVO8AAAckMABCp32f+tyv8/3pPQMHSABvVhFgaZzRfjCZvNxqAgSDvlPzIRfxiMRqP4R7PZLGsAhNAH2EAFEACAmiAAAi1xO2yOGmIIncFk0iM+CBt0gAZ1kzUMkgIgKUeQr0MQ4/RndfHgWxJzWI7oV7iKgLz/6R0Oh9vtFgTBaDSGvZEtg9AHbYCgClQAAQCoCQIg0ALb70uf/+fMlT/+8tsZaw3HtR2m5f6KbkHhgwogCJ2sW4CFUXjDIL1ebzAYiMjtdjudzir3hrcgSMu1P6FkQNX9K9tstqioKCIym82VlZV1n9xfUOwDHLEMgFABREQmk2nbvMd4zwIAVAsBEKie58DbN3d/dEsZ73loEyqAQJtCD4O8139V9xjuW4ZpU43/oGEJgBD6gEJgCRgAgJogAAK1O7fkqee3lBGRLuHKYXfdenVGw1hDgGOZxG6NmE1NC7hUAOHAERSlbmGQyXSxdX2AAEgSSkGQlst/RMEXAQX5z+d0Ol0ul1jDVatVYAh9QIGwBIw9LhsIetP43z+AuiEAApVz/7BmXZDgYisAACAASURBVAkRJQ35dM/Su5voec9Ha7hUAPkeuAhd2jEbHSAA6Qw/cJQgCIK4/svlcvmu/6oOCoJkUocaLrvdLhYBmUymwK2gEfqAwrHMAjwej8fj0el0Wr6QY7fbr5j+HscJ7Jxyf0xMDMcJAICsEACByh09eNBKRJdPeAnpDw+oAAqv823jeU8BwiNwWZC0k5TD4ajDiwdfEMS9/Kfbmo/5TkBUXRFQnXs5ORwOMQAyGo2+ARBCH4gUmULWOsciliOKARAqUAAAZIIACFTu9OnTRESXZVzGeybahCbQADUS4wBrSxsR7RgwnrzWf9nt9jq/LAqC6iz0Ht4Oh0M8j5X+KSMo9MFGYOCN8TUVcRM9MQPivhIKAEB9EACByun1eiKiAwcOEl3BezIahCbQALXiXRFTcNdTdasAqqK6giDu5T+KIhYBhR79iDwej9Pp7PjKu2F5NVCs823jE/JLeM8ibIQu7dy78qrcyPiainS0IAiCy+ViOTQAgBYgAAKVu3LgwEavzjrx2/LPtz03o0c07+lojpjFiKv6GQ8K6hApe8CHSCz/qaL53Nekr8XKoFCgICiA0P96JVKEV+fd5QGUpla9zEMkDYRiXgAAOSAAApUTek/77MEv+39wYOZtYy5b+7/xHeNxQMGSeADHuIobR42gPt6VQSGmFVIStLp4cEhzCof2zU8Q0b4CbtsvhiX6UUgnIwCZYCd4AADVQAAEKud2mHq9tm55zOixM5fff+XmD7LG3tarfUbLxklR/ltCx7Ts2bMF9j4IGy4BkCAImUIWyxEBWApXGHRLYg7xiIHuijtDROe8bmnf/ATjDAi5D0DwWK7Gwk7wAACyQgAEKpc//aoO03Iv/sF9bvfi/+xeHOjxHabl/vpCewYT0wIuDYAIR42gJaGHQWIMRKySIDH98cWsFCjE6AehD2gQinEAAFQDARAAqArSH9CsEMMgBgVB1aU/EvlKgULJfRD6AAAAgDogAAKVa3X/oh23WIN/vKVRK/kmAwDAhpRZ1Db4kKkgqMboRxL2DKhu0U/ooY+4rViILwKgBCyvrGAJGACArBAAgcpZGrbv2pD3JLSKyxIwHDJCxPG7BVi41LksKIwFQcGnP6KwLAerQ+6DSh9JSStd/CGmS3cBAACAAQRAAAAAmlCHMCjEgqDaRj/e6lwKVKvoB6EPAAAAaAcCIAAAAM2pbRhUh4KgwOlPkrPXOcPWwK9Qqwwo+NwHoQ9ArWAJGACAaiAAApU7+Fa/frMOBv/4jEnr1z+aId98NAVLwAAighiIiAuv5rR7PsAjgy8ICqX2x1swy8GCiX4Q+gAAyKR47q0N7/7CFj969al5A/23PnNtuD+t30dF5kFzTq+6q554m+3o1/+d+cHqHQcP/X74eJk5uWGjlp0zh91xz7hhHRJ8X8H6W86sf/83+6tdv58s1ae2atu2+y2Tpz12c1O0WgOoHQRAoHKO8ycKCgqCf3zseUddhrGf3vP1+u/2FhR7kpq3adOxe6/O6VFhfm4oQwAABOfuvJekrwOEQQEKgsIV/XjzWwpUY+4jfi8MtpYHANCyxGFjBj74xfKSlQvWVA4c6u/o1PXt0hVFRJaBo4aI6Y9j3/tD+k1ec9xORIbYBo3SEksLC3JPHM79ftm7bw6YsWzRpO5xXs8/v2FynyGzciuJyBDfpIn5TN7WP3K3rlv82UNLtr43MJnB9wigGgiAQOWSe46eNKnQ710e54VTRw7m7d6x90QFEUV3uOf1qQMu79iktkN4infPeWXG8oPl4h93bF2/dP7K/o9Nvf/qBvowPTeUIQAA6qbGMMi3IEiO9EfkXQoUIPrxnjN32AgMoLawBCwixQ4aPSR++YKSnIVfVAy9Pdrnftfm7BVFRDG33HFrPSKiss2Thj6y5rg7vd/UWa8/OrRTsp6IPPZTu5a9+9xT09etmTz0ocv2zhuYdPHp5asnjZqVW0kp/WdkfzChT7M4vbt41/8eHfPwvLz3x93f99dlWakMv1mACKdjuTQDQIkcJ7fMnvLAE/P3W/VNRs7ftnBE7TYNcx3+/NHHlvzpjms/eOxt17VJKvtta86cJbuKdQ0GTX//vvamMDw3lCEuVVRUVKtvLkQGgyEhIYGIbDZbWVkZy0EzhSzvG4Uu7diMLqvzbeN5T4G1klaaOAGQdRew4IkJSzCqqwxKcvaq1YjnDFtrldcEqEgK8Dp8K4AiNwDCLmBBSsgv4T2FcHLvyqtyy0Z3dkVFRUVFBZsJmM3muLg4ImI5qCglJYXlcNWx2+1XTH+P4wR2Trk/Jiamts+yrxuf1v+T4qghi06tGBFX5U731w82umn2qbhRy04vGGYhsi0dWS9rsT3jn9v3zuxW5T3SnvtSry4v7HR0mJb76wvtiYio6KN+6fdvsLd/4uftr3f/u77IffDVnh2e2e64Ztax7x5Nr/X3CaBVqAACzTM2vHbivC/NRV0eWH900QMP33rjslG1OAIo3fz5ij/duob9n5p6b8doIqImLds1dj/x5NIja+atH/raoACvFeRzQxkCACDsqqsMkpo6B5kEBZn+VJf7KKrYBwBAy0yZo29P/eS/p9YuzDk/YvSlLXxcW7KXnyKqN+yOARYiItq7fbudqN41N1ZNf4jI1OHOrE4v7NyRu3u3g9obiYhyd+60E7UbMbb7JavLhIzhQzs+s33X7h073JQuyPatAagMflkAiEjX8v6pY9KIqGTd6u9ctXhi2Y9bdjuIWvcb2vHvgldzxuD+7XTkyv92a6DFEEE+N5QhAADkdXfeS3fnvVSlGdA5w9Yad/gioqyGO7Ma7gzwgDntnq+S/ojDif/VbcIAoGRYmhCp9NeNGdWEyLZ2wfLzl97j+m7pitNEicNG9RPzH7JYLERUuu3bPf7qX1tN2lRUVFQ0d/jFOgV7sS2qcePG3du3rPpIs9lMRE5XbY7cATQPARCAqHPXrjoictdq0bnnt/x8F1Hjbt3SLrk9vnv3DCLP7/n7q28pHeRzQxlCMXA8B6B6q4sHS/+Jt4gxUI1JkG8GJOY+UvQjvSxCHwAuuLTjQQ+gSKPrNfrOFkT2jQuXXdJvwL0le/lpovrDR91ovHhT20GDM3RE+17v223ki59tzDtrv+SVzHHJycnJ9SwXfwJMQz89evTo0c+GVS0XOpaTs5NI16nzlTihBQgefl8ARGUlJR4iuiwjoxa/FWePHrMSUXrjqkuPkxulm4ncx46dDPW5oQzBGw4ZAbSpShhUYwwkZUBS7uMbJ2Wf7CrzrAEAoO50XceMbkvk/Gbh0lN/3+r+Yenyk0QNbr/jRqnziKHbc4vfG9bcRCW5i6eNu7l9/cT0zjePnjz9k1U/HioO8rpm2c8vj3p2i53ih025z6c0CACqhx5AAEREnt8XLNpORMLll7eqxdNKy0qJKCou1mcvrnpxcUS20gCdj4N8bp2GyMvLmzt3ru/tjz/+eKBvBwCYU0gHaPl4rQ6rL+4aJnUIuivuzNyy+kQ0KGnVLYke77gHALQJJcORrN3o0Z1ffnb3NwuXnJwwUdxTxf199vJCoka3j7rW+0A2+soHl+Xfui1nwaIV677e/GPuiT0b5+/ZOH8WkSH5igGjJz77/PirkvwPQmT/c+PMRya8mHPYbmozcel/hydU90AA8AMBEKicq/L8+YpAa4NdFacP7cj595QXf7IR6Tp27VybHVtsVhsRxcbG+twTExtLVGS1Vob63DoNcebMma+++sr3dl4BEI7nAID8NYe+uG2842oxCQIABUI9LwQp484xVz23++fvFiw5OvHRJkTk+X7pskKiZiPv6OVTYG9J7zFiSo8RU4jsRfu3bdm8+Zuv1q1e/1PB3lVv3bcuZ8v87+cO99nby3F03euTJr66/PcKMrccMnPuh4/1TmbynQGoB5aAgcrtn9EnJaDUpu16DXt6xSErEdW/Y9pDGbV59aioKCJyOpw+9zjsDiKymC2hPjeUIXjDISNApAh+D/hQ1DnlwfovAIAI0GzU6D568vy0cPERIiLP1uxlJ4iajxzVM9DBmSmlTZ9hE6a+s/SHI6cOrHqqTzLZC+ZNeOrL8kseVbr3s/HdO/Sfuvx3T4uBz2b/snfFP3vXxzEfQG2hAghAZL7s9jcWvz+kXq2elJiUSHSi9ILvKqyyC2V/3R/ac+s0RJcuXebNmxf0twEAwIenfr7uTFveswAAgLBIGznmpse2rN+2cNHhx59usXXp8hNErUeO6uYV1JSufebO93/V93l2xRO+sVB060GvrnpjT4Ox685u2rSXBl598fbTax7sM3T2Qbu55eB/zX778cymtSnYBwAvCIBA5RoP//eiNiWBHyPENGxzZed2jeN82uzUpF5Cop7IVVJaQRTtfYenrLSciJISq13AHOxz6zREXFxc27Z+zqmKiop8b2QAS8AAFG5fQSM2RUBViOkP1n8BKBnL0lrpgAH1vBGq/vDR/R5e/+WuhYsOPnVt9rITRG3vuKOT9yPqeY5tWr264mjvQ0/0bO3vJeJSU6OIHA7HX/2g7bunD7x99kFX42EfrJk7oWOM7N8EgJohAAKVi2//jxHtZXt1XWpqfaLCg3n5rpu6esdHB/L3u4jiGzaMCvW5oQzBG5aAAUAVc8vq35KY49sMKACs/wIAiBgJQ8cMivly6a8L5n98atlRovZ3jOp46SN6Zt4UN2/VL29MmTNm6d3pPldfz+TMXVtKFHPttV3EG0qWvDh9R7n56hkblkxoW+uLtQBwKfQAAghFiy5dEokqdv6875ISl8Pbt58lSrvh+nahPzeUIQBA6SyHtVXH7jf9EXcHAwCAyBdz6+ih9Yj2vfnPT48Rdb5jVJsqD0i685Vnu0ZR0cpxHXvc/+HXe4+cvuAkIo+j/OQvX7w17qYxC09TQuaM6UPFDVBOLfx4dTlF3TLpwQxy+eNGmTlALSAAAi1xnvn1qxXzPpg57fEHx9w+8p5Hnnn1nU+Xrtt10l7nV9R1GDCgmY6KN344J9968Tb74cXvf1FI1Ormm1tLxSi2c0ePHDly5Og5W22fG/QQQERYbqYu8Yfwr6kq1QU9Sc5eyIAAANQhasCY25KIysrKiK4aNbKVzwOEDk+uzXmyR7KueOdHD9zUqWVqXFR0vRiTObbRlbdO+myvNan7lCWLH8q4WOyzb+9eF1HlshFxBr9SHtjA+BsEiGhYAgba4Cndt+yNZ5/9T87BC753RrUcMPnVGU/e3r52HaCJiEjXdMj/Df/xmezDy6c98nuPHpcnlB7cvn3vcau+8aB7B3jtXvlHzguPryiilKEz/zcuo3bPDXYI5eGykl/FAVBCfsn5tvG8ZwEQktXFg4n8dPy5JZFuScxZXTy4yu0Rvf5La+VdoFZcPlhV/GmufsYbR49I+/SDQtL1GDWipd+H1M987cffRi2e/cnSNV9vP3jiTLHVnNo6o1nzVp373Tvpgf6tY6VHlhw5Usxq4gBaoMPbK6if8/D/svrct/KEW7rFENMgtZ69qPC8Tfr51zcbu3zXp7dW37S5ep6y/JWz31+69Y8yFxGRENOkx9AJD2Z1TPBKPQ5+eo9PABTsc4N/WE0YN4E2Go3x8fFEZLVaL1zwE73JwWAwJCQkZApZ3jcKXVSyUk6DAVBJK/UXuVlb2mp+kPxCbAKd1XBn4Af4zXeqPIAuJkR/CzEA2lfQKJSnhyiiAyDU3wUpIb+GjSYii3tXXpVbNrqzKysry8vL/T4+7LgcOYhSUlJYDlcdu91+xfT3OE5g55T7Y2LQZxlAtVABBKrn3jv9tvtXnnATGdN6jp785MMj+rRtnBylJ3Lbik8c2Lr03ekz5mw9af/js3vvu3nvslENaz2CLq7t0CnvDLpw6vjJYpsxIS09rZ6x6mOa9H9yencHGVOa1P65wT9MYbCXB0AECXEjsOyTXQNkQMGs8FpdPBgLwQAUiOXVYumAAZeoAQDkgB5AoHYVK/81Y4+LyJDx0Lr8H//3xJAuzZKjxFXFgjmx8RUDJ334Q/6GiW2MREXLH3z8i8q6DmSITW12WZuM5v6jmai0yzt06NDh8jS/e3YFfm5tH6YYWAIGoCnVVev4Le2pDjIgAKVBAAQAoBoIgEDlnN98sbaciC5/cvFbNyRU86D46/6z6Mm2RFTyxcrNLoazUzkEQABQq/RHfJiUAUX0+i8A1UAABACgGgiAQOVOHzp0gYiS+950ZaAFj4ZON1/fgIjKfv/9NKOZaQACIACtqRLZ1KGcp0oGBADcIQACAFANBECgchfbFqalpdXwwIuPYNbmEGSCQ0aAOgtLyYxv2U6Q5T9VIAPiCB2gwRsCIAAA1UAABCrXoEEDIqL9O3cGDnYqd+zIIyJKTW3AYFYawasJNI4aAZSgVou/vElPmdPu+TqPjvVfAOGCAAgAQDUQAIHKxffq1Y6IXF+99cZOa7WPsu1+462NTiLq2Lt3PWZz0wLxAA4BEEAAitosPFxFQKjfUdQ/K0AoEAABAKgGAiBQu7ZjJ/dLILJunzZk5BubjvqGQLajm98cOfj5bZVE5t733JnBYY4qhgAIQIOkyp26Lf6iMBUBAUBYIAACAFCNQG1xAVShyfg5H6/vNHzpqWM5j9+49o0eg2+9pm2L5k3ToipP/VlwJP/7nJxtJ+1ERLFXvfjuQ814T1dlEAABRJx9BY3aNz9R56eHK7JZXTxYLCOa0+75u/NeqtVzsf4LIIwQAAEAqAYCINCA1Ns+WjlLf98LS3JL7Ce3Zf93m88jdPEdsp6f/f5jV5o4TE/VvNsAMTuY83g8G93ZmUIWm+EAQOKd/tS5/Mfvy9Y2AwKAcEEABACgGlgCBpqQ0PPRRb8c+vnTfw7u2b5ZctRfP/dCVHKz9j1vfeyTbYd+WfxY72Suc1Qn7AQPIdLIbkRK6xcTegVNWNIf7xcJvrBICeU/SvsHBQgFAiAAANVABRBohpDcbezMlWNnEnls508UHL8Qk948PcHMdG2S9iAAAtAOOfr1SAvBgqSE9AdATRh/pCIAAgCQFQIg0CCdOSH98gTes9AGBEAAGiHT4q8qQwReCIb0BxhLyC/hPYVwcu/K872RSwCk5c9xk8m0f9pk3rMAANXCEjDQDOfpXzYsnj1zxX7vG3fMnvDkzDlrdpyofot4CAUCIIAIVaswRdb0J8iFYEh/wkUj6y4hGBvd2QiAAADUBAEQaMLpr1/qn9Hiyn4jH5y6/JD3Hae2zZkxZezA7pd1vvO/u87zmp6KKSQA8ntVMxKp7GozeFNg15ggIxUGO7XXmAEpKv1R4D8lQJ0hAAIAUBMsAQP1s/747A0Dp++zERGRXq/3vi8hvUms8NsFd8X+BRN67juzY8dzV+CXIpwUEgABQN3Udkv4u/NeIupKRFkNd4ZlAtknu4pf3JL4943YFAxAldAAiIjsdnvGov9wnMC+2ybGxMRwnAAAyAoVQKB6+2c+NGOfjSjq8jHvfPXbsY//4X1n738dPHvyp4/u7RhL5Phl+sPvHeE1TZVCAAQQ6QIX13jX43iHMtknu4r/1W1Q36dXSXy8x1VU+Q+AymALMAAANUGxA6jdns8/2+Mkih/2yXdzR9X38wBTgx7jP/4msfzy4YvOfjd77r5HX2jPfJLqxSUAcrvdzMYC0ILq6oCCWfzlHeLUWBZUh8BIaekP1n+ByrhcLmZjIQACAJAbKoBA5Yq3bz9ERMkjHvab/vwl+bb/G5lKRL/n5zsYzUwbEABB6LTTkjaysoMq6U8wa7L8lgVJN9aY/vgWASkt/VEB7fy6QZBYfqQiAAIAkBsCIFC5oqIiIqImTZvW8MDGjRsTkfPw4aPyT0pDEAABqEOVqCXExs/Bhz5VVMmAdgwYH8o0wi6yIjyAYHAJgAAAQCYIgEDlkpKSiIgO5uU5Az7OtW/ffiKi+Ph4BrPSDunAURDYvdu43W5cPIQIpeQEQcqAfNMfji2ZlZYBAagMywBIOlTAhRwAAJkgAAKVS77qqpZEVLFx3vLCAA87vfLzDeVE1KxLl2RGM9MGLgEQ4dgRQB5+l1wxTn98h0MGBFwk5JfwngILXAIglo2HAAA0BQEQqF3nu+7tbCA6kz1u0JPrj9n8PMJRuOXFYeMWnSYyd77v7m7MZ6hqHAOgje5sliMCaESIi7/CQpkZkJKrtwDqjGUWgwogAAC5YRcwUL3LH5v9zOLrXtpbsWPGP1rMuer2cVl92jZv0qRhvPvssYIjB3/+4n9zv/7DSkSx185c9FQ7LD8PN5fLpdfr9Xo9y0FVfOyYkF9yvq3mFirGH/KUtNLKL6flsNna0l9YrQC+OQvHxV8QdugADVV4PB6WS6oRAAEAyA0BEKif5aoXN6yiMffN2PiH9dTPC177eYHvY/Qp3R/+ZMHDGUxDCo1wu91i+iMIArNDOhw7AoSdotKfu/NeqlKLtGPA+G5rPuY1H5T/QKRz78rzcyPbD1PpWhE+xAEAZIIlYKAJqZkvbjhw8Ks37+nVrJ7xknuEqJR2g55e+MuhbbNuTec0O5XjsgrMt2Td76EtgDIpME1QwhqrKpS5EAxANTa6sxkHMeJxgsfjQQAEACATVACBZpib3DjpkxsnfeIqP/3Hod9/KzirT22ZkdGqSaJFKwtLOOG1ERizsQBUz2+woszFX1zqgBQY2AGEBeNmzOJxAj7BAQDkgwog0Bx9TIOWV/Tqd+ugm3q0b4r0R37SkRzLNkA4fASQlULSH7/TQB1Q3aABEPjCHvAAACqDAAgA5CVdP0QFEIRCa2enyikqicQ8heWclfMvBRB2LD9M0QAochXPvdWi0+kSxnxZ7QYGrg3319fpdJZb55ZKt9mOfv32o8Nv7n1Fq9RYS3RyequOfYY/9uby3POBR7N/eV/juMuf3B626QNoCwIgAJAXryVgLDcuAVAr5S/+UtRkQDsS8kt4T4EFLhVAjNedQegSh40ZGE1UsnLBmkr/j3B9u3RFEZFl4Kgh9YiIyLHv/YGtWt/06NvLNm7NP03JaYnuswW53y9787HbulwxcNb2smoHK17x8eLjFyrsiAkB6gYBEADIi0sARKq+hKiREw/gXloSKbU/HBeCcf83ChetVdhBkFhmMVgCFsFiB40eEk90IWfhFxX+7ndtzl5RRBRzyx231iMiKts8aegja4470vtNzd5TZC079UfB8eLKysIdC577R1PX0TWThz705Tk/r1NRsOlfIx5eWX06BAA1QgAEAPLi0gNIHHejO5vliABqUl2AEkEVN3JnQKpJfwCqgx5AEBzLwDHDE4nKVy/8wk864968dEURUdytowbGEBHZ1s/++DcXZTy2Muel4Z2SLx4d6kypXUe9nPPlC12NdPzzp97Z5/UKx5ZOvvW6K5umtb5x6sYiBt8PgIohAAIA2YmXEFEBBCHSYJECr4gh4tKf6iYWKUVMAHy5d+X53ujxeFgupkYAFNFMmaNvTyWqXLswx6eFj2tL9vJTRPWG3THAQkREe7dvtxPVu+bGbr4fcaYOd2Z1IqLc3bsdf996Pv+HH/OOV5oTU1ISopleTgRQHQRAACA7hewE7/cAF0DhUGYSJMYZEP5dQN02urMZBzFSmTB6AEUk/XVjRjUhsq1dsLxKAuT6bumK00SJw0b1E/MfslgsRFS67ds9/ppGt5q0qaioqGjucMPft3WY+vOZi75/4jK5vgcATUAABACy4xIA4QgSoG4irvwHQqTB2roQaaQRG+MASDxCYFx2BOGj6zX6zhZE9o0Ll12ySMu9JXv5aaL6w0fdaLx4U9tBgzN0RPte79tt5Iufbcw7a7/klcxxycnJyfUsOlZTB9AUBEAAIDsubYBQQw6qwbLYJKLTH2ZFQCj/AS1gfB1FDIDw2R25dF3HjG5L5Pxm4dJTf9/q/mHp8pNEDW6/40aposfQ7bnF7w1rbqKS3MXTxt3cvn5ieuebR0+e/smqHw8VO/y9NgCEDQIgAJCdQpaAqYlGrj/7QqmCrFTQMYdBBoT0BzQCHaChltqNHt2ZyPXNwiUn/7rJ/X328kKiRrePutb7EmD0lQ8uyz/806IZk0bc0DHVUnliz8b5s54dP7hX6wYNOw2e9PHP/vYAA4BwQAAEALKTriJiCRhA3TAIHQJEJBFR/lOjsGRA6kt/EKpCdZxOJ7OxpAJhBEARLePOMVfpyP3dgiVHxRs83y9dVkjUbOQdvXwOAC3pPUZMeXPR13sLz5/O37Lsg5cevq1X81j32b2r3rqvT9e7lh5nPXsAbUAABACy41IB5PF4XC4XdoIH1VBf9CCTAHGVCkqcAJhheR1FOjzAxZvI1mzU6D568vy0cPERIiLP1uxlJ4iajxzVM1BDH1NKmz7DJkx9Z+kPR04dWPVUn2SyF8yb8NSX5YxmDaApCIAAQHZcAiBie/USmEHBghxUX/4jCSUDQgYHqlTdHvBcAiBUAEW4tJFjbjIQbVu46DCRZ+vS5SeIWo8c1c0r/yld+8ygQYOGzPjJ34d5dOtBr6564x9GorObNu1lNm0ADUEABACyc7vd4qYeLJtAk78LidgJHiKaTAGE+tIfOaatyvQHcWodaKEF20Z3NpcO0IQAKPLVHz66n5lo18JFBz0/ZC87QdT2jjs6eT+inufYptWrcxZsPlTNS8SlpkYRkcOBftAAMkAABAAsiId0qAAKIy2chICvsMcQal0VFd6FYKpMfwACYPwBih5A6pEwdMygGKJfF8z/OHvZUaL2d4zqeOkjembeFEf0yxtT5hz3FzOeyZm7tpQo5tpruzCZMIDGIAACABa47ASPVgJqpfGyhTCGEYGjkG5rPt5X0ChcY7G0r6BR4Jn/P3v3GR9HdbYN/J7Z3dleZMvGDXCBYMBgMA4EMMUB01sgBgw2KQTSIAFSICH9AVIpSSiBB3ifQMCADIQekAmmJ/TijivNGMvWrrZPfT8ce1ivVquVNrjf4gAAIABJREFUtDtnyvX/8UGsR9ojaTU755r73GdAGZBb0x+P/x1BfRa/gZrXBnjjdr7oSXO/lCBacu0P/t+HRPueNWdy1QHDzr7y8v3C1PXPr+11wPm3PP3O2k9zKhEZSn7D24/8+WtHzpv/KaVm/eGqL8V4DB/A7RAAAYAVzHuJfr/fsifVNI0tPQOA3vpNf9gH/YYptlI5WvNbqKnBDMit6Q9AfVZWAAmCwAIgvGu7Q/i4eacNI8pms0T7zzlzUq8DxCmXPvHQpQcMF7pf/99vHjl14g7xcCQRlYKxMfucdNH/vVMa9vkf3Xfvdz5nadcAAM9AAAQAVjAvJS1uA6SqKjYCA/exPpVwRAzUe4RDzICQ/kAV76y9tbISB+U/bhM4Yu4Zo4iIhAPmnDGx5iEjZv3u5ffemH/VhafN2GOnkamAqgR32GWfg2ad9t0/Pb5i/St/mNVm6YgBPERA0A7gHV1dXbye2u/3p1IpIpJluaenx7LnjcVioVBoljjbfESctodlz26B9O5J3kPgJjOp3q6yXlCaWB705zZY/lPTnuM/HvTztkidcKrflKevb9bd6Q/Wfw2O+wKgmnsjPKneu2XLFsvGEAqFYrEYERUKhUKhYNnzVmlvb+f11JVkWf7cPddwHMCS0y6MRqMcBwAALYUKIACwgnlbz/oKoKpHsBEYuMagE4qhpD9ks2qgfgfT77dTk7vTH4A6rN8CDBVAAACWQQAEAFYwDINd2Pl8PkGwrnADV5PgboPIKZq17RdLXnglQQN69oEuBHN9+oPyH6jP4i3AzOaA7t67EwDADqzrxgoAHqeqKrvL5/P5LLvIw9WkiyVXG1gFNlCDXg9Vh5nCtHppWOvCpteO+4b5jbs+/YFBc9/6r75wqQAybxQBAEDroAIIACxiXthZuRGYYRjmDvQArtR4YNGs2p++mFU5zU1qmvI1+w222A/HC+kPyn+gX1beOxFFURRFQsUuAIAlUAEEABbhshM8bdsIrLIPtJuklmW83AcaRUAMiy2G0hOaGVy7nJpq5jX1S4S49xV6/fjzDv7rHXzHAGClvpriYQswAAC3QgAEABbh1Qe69zWl/sZSl+0FBkBEoTXBOhnQ2nmXZrNZWZb7OqCJ6U9f+EY80x+/tU4NlCiKiURi+a8unvyra60clcVQ/gP90jTNyj2C0QAIAMBKWAIGABYxrymtrwCy8ukAOOprBdO6cy4TBCGRSEQiEYuHZCt9hVyBQCCVSll8agJn8UgDII5bgOHNGgDAAgiAAMA67LJSEAS24N/KJ3Uxj0xL+oKKhiq9M6DXjz9PURT2cSQSSSaTvf8ALSj/sa1oNGr+THRd/+/FX+c9IgCeeG0B5vo3awAAO0AABADW4dIGCNeU4DWVGdBrx33DMIxMJlMsFtkjrNpFkiTzGE+lP5XfrCiKyWQyHA6z/1VVNZ1OK4rywgXzOI2utZCWQiO4VADpuo4dGwAALIAACACsw6UNENtZtlPvsOwZwWKY1vbGMqDKljf5fD6TybApFut3E4/HrazFsw+WAYVCoba2tkAgwB4sFovpdNqcgro1AwIw9dUB2soKIJ/PJwgC4VYNAIBVvHjlBwC88NoIzFz/YurrwhfANXqvBVMUhVW4sP8NBoOpVMpT5T+mZDIZi8XYzFPX9Uwmk8/nq45xWQaEnHQoPLLStlPvYLdMLHtGNAACALAYAiAAsA6vjcBcf2XpkclJHZjc9lYzvzDDDtaRfeI//mD5uGxh1/lXsw/K5XJlKFbFNRkQ/kCgQX39LbQIGgABAFgMG14AgHXYIn9RFC0OgCy+ogXgrn5yUSwWZVmOxWKWjceGdF3P5XKyLPMeCICNWPx2iQqg3iRJWjvvUt6jAADXQgUQAFjK3AjMygxI0zR0lwTvaKRuRdM0swrGmyb+4w+NpD8uKAJC+Q80DhVAdiDwxvsHAAAthAAIACzFsQ0Q+kC7G2a5jAsCC8s02P8IP1KPc+Ua25qN8AzDsLISx7wVpGkaW5QKAACthiVgAGAp8+LS+lVgweB2PXH1N5aK0/awcgwtlVqWSe+e5D0K4KzxqMKbvZ8H7YUL5s24/k7eoxgMBKPQoE69g9f6L5T/VFIUpVwucxyAKIqRSITjAACgpRAAAYClzOs87huBgfskVxuZSahd7x/SH9P0x2997bhvNHKkczMggAbxWv+FBkCVDMM4442fchzAffv9luOzA0CrYQkYAFiKVwCENkDgelipNDgujsNQ/jN0rlz/1RdUAAEAuB4CIACwlNliQBRFUbT0FKSqqrvbAHlqotIXz854sfjLAs6K2Dz7twD9skMDICIKBALsA1QAAQBYBgEQAFjNvMdoXvxZ/LymmhfBAI6D9GeIGv+xOCsDAmhQp96hqqqVnZgFQWCFwLquowIIAMAyCIAAwGrmvT7uARC4ktcKHxBJNIXLMiCv/RW0iKfKKi1+izQvAPDWDABgJQRAAGA1XhVAFt/e5MJT0xUYKJT/NIvNMyCkPzAICIAAALwAARAAWM2s9/b5fBa3AVIUxd1tgIDxzgQYi7+aaEA/IptnQAB96Wvts8WNeMyNIBAAAQBYCQEQAHCANkDQal7IgJBBQG9eeOVbwzsFlVwaALF3fzQAAgCwGAIgAODADGIs3gzeC1uNeGfS4nEDSn9Q/tMgpxcBIf2BwbG4DAflPwAAvCAAAgAOOFYAub4NEJhcPBm2YfTgGk7PgAAGgVcDIC/clQEAsBUEQADAgVn17ff7BUGw8qlVVUUbIHC0gYYOKP9pKftkQC5OPK3n1lLKvlY9owM0AIBHIAACAD7ssxm8+9oAuXXqMgiYEiP9GYSB/tDskAHhpQ6DY30DINq2BMwwDFQAAQBYDAEQAPBhnz7QAA5ih6zBC5yYAUGzeC1Dt778h1X+4u3YNbofumTmzJkzT7nmrb6DxMU3nD5z5swvXvJQZuDHb6NvefvB66+6/HvnnnHCMceddva5F/78+off3Cj38RXKH7189x9+8PUzTz72uFO/euHlv7/jpU/RcByAyNL2qwAAJl4BELvV2al3zBJnW/m8Fksty6R3T/IehS0kVxuZSZYuM2wdLP6CmlD+A42wyfovdIB2n7bpE5Xnrn1Rf++Oly/a56Ca5QXvzv9Lx6KVwoxT7kgS0UCPJ6L0S3887/wr7l/Ss/3Z7vorLtn5xCvuvv1HB7VXvtHra+/75onn3rokZz7yINFVv736Kzd03Hr25zD/BU9DBRAA8KFpmq7rZHkbIMMwvLAKDCq5Y3qM9MdiTikCcsfLG3ip+Z7YUmgA5EJjz5g700/00T13P6fXPOCdjo6VROKMOafvOJjj9fW3nX3SjxcsKY07/LvXLVj06tI1a1e+9dLCe/50/oyxwvpHLp118tUrKqp79HeuOmXerUtyvgkn/fL/Hn9t9frl/3no6rP3jGXe+fvXz7zibbzuwNsQAAEAN7w2g5flvuqFAWwKK4y4sH8GhPSn6Ty1/qtT77B+c0wWAKEBkLuMOH3eMRLRho75z9ZaZvXOggXvEflnnjV79GCONxZe+YPHN1P7ibe/9PT13z/tsOm7Txi/69QDjzjjBzc//+pds8dQ4aXLv3f7xm2fXXrs6uvekWnkCTc/ff+vvnLsfhN32u2Aky75xwv3fWUsyW9e+bO7PfQ3DtAbAiAA4IbXKrByuWzl0/HiqWlMvxw9Tx5ErIDyH16szIAc/aoGm7D4johZ84v0x2WGnTr3uDDRpwvmP927wGZJR8cyIv+Rc748YlDHr3jllQxR9Oivnzmu19R19Jd/+rXdiOSFTy3aVkz05sKFm4nGzv3p1ydU3l5MHfu9c3YlUv/7yhtD/GYBHA0BEABwwysAYhXv2Azea7wzW0b600SD+GGiXAtsqK+VzhYHQFj/5Vrxk+adkiDacv/8p6pfUksWLFhOJB111qntgzs+k8kQUWnDhu5azzzlvNsWLFhw3/cP2BoAqR988AkR7TllSnV7gTFjxhDR5g0b8OIDL0MABADc8GoDRLUuedEGCOwJaYITWfBb806gaSVPFU6y9V/sXdgyCIDcK3z83NNSRFseuPvJ0nb/sLijYzlR6Ng5p7QN8vg9Dz44RaT9+7Kjz//bs+uyVS9Z/84Hn3baaafNGL+13Ec85vqVq1atuuP0eNUI8y+99DYRTdxtN0vvOgLYDAIgAOCJFYELgoA2QK3gqclMIxw3Zx5EjjDj+jtDa4KhNcFWjMeDQmuCM66/k/coqjnulQz2ZP1bIXuvRwMgVwoeNe/0kUQ9D81/vFDx8PIFC5YQhU+Yc3J8sMfHTrnqxjMnStTzxv9++/AJI8ZMnTX34qtufeil1d21YkQxMWbSpEmTdohu//CWhZf+5L40+aZ989z9hvy9AjgYAiAA4InXKjBN01RVxSowD3LQzHmIVSTIgIaoMkcbRAbUuiIgB72GncXFiblN1n/5fD5RFIlIVVWLO0+DFfyHzT1zHFH+4fmPfJboLOvoWEIUO/GsE6sLcgZy/E5z5r/x6n2/+9Zx+4wKyxvfWXjXdZefd8rBu7S37bjfSd+/9p9L03VfTtqmF687ff8TblipxWdccesFuzThewVwLgRAAMATrwCIPLMKzMVTGncbXHxQlVOgFGhwmvVza0UGhPQHmqJT79A0TdNq7cDUMlj/5XbijHlnjyfKPzr/4ezWh5YtWLCUKHnynOMiQzw+uffsS2967M0N6U+XPXf/Tb+58IwvThkZyH/4xiN/ueRL++z7pVveLVEN2ifP//Ur+33ukIs7Vhs7nfiHfz1y2b6hJn23AA6FAAgAeDJvA1q8BIw8swoMerP/FLop6Y8JMVDj6vysBrcQrLkZkP1fus7lwazc+g0xEQC5njB97tm7EZWemP/PNBERrezoeIcodepZx9Y8sQ70eCIiqX3yIad+6+d/uefpdzdsWvvsbZccMsqnrHvoO2dd+XZVnplf9o/vHrj7Yd+74+3cDjO++3+vvPvwjw5KNetbBXAsBEAAwBm7EBQEweIiIFVVLW5+CfbhwYk0YqB+9fvz4ZsBefBFC01hk/VfVBEAoQGQe02ZN28fIvlfd9/fTUQrFyx4l2j4qXNm9XV2beD4/Jvzr7766useX9Prk8X4+EO/fvXTC38xVSBt8b33L/nsn9TV/zhz72nzbnw1P27WT+97+73nr//K1EQzv1EAx0IABACcmdegkiRZ/9RVbYCwCsw7bDudbm75TxXEQL2xn0lLfyxDz4Bs+3IFh9J13eIUJhAIsAZAiqKgAZCL7Xb23OkCyQvn399FKzo63iXaYfZZX+z7Bl//x4fWPHDZD3948R87N9f+CoE9D/3CMCLauHHjtoc2Pf7NY7527xpt1zk3v7r4qStn7xFr0ncH4AIIgACAMy4BkCAIkiT5fD7LnhGgES1Nf0yIgZhB/By47AiG9KfVvJaSd+odgiBEIhEr3wTNt3jrl56BpcbPmXuwSOoz8zteWLDgLaJRp885vN7rrN/jfftO30ckev6G616vmVlqbz/97GYicerUKewB9ZlfnX/7KnXcWfe8cNf5qPsBqIIACAA4M+9D+ny+VncCEgQhGAwmEolhw4YlEgnrO0/z4rXpTYPsNq9u3b5RNXk5BhrK927xQjC7vUrBWfoqa2UBUFtbW1tbmzVJkBkAoQGf242ZM+8IP+mLrv7qbW8RjTt9ziH1X139Hj/x27+YO4K0d6865vCL7l6Wr/wnteutv3/1y79bTuKEc39y1mgiIso9dOOdH5F4+M+uPXWk0NTvDMAVBBRhAnhHV1cX7yHUFolEIpEIERUKhUKh0O/xA8XqfYLBYF9FRrPE2ZX/K07bo+lj4C69e5L3EGwqM8kWV4iDDgiaVZNSmuiJ2/J8t/caxC8LAVCruTsfrxkAVa19ZjRNk2VZluVWdGj2+/2pVIqIVFVNp9NN//pN0d7eznsIRESyLH/pPz/kOID79vttNBod0pfovuO40V95okxENP6H/1n7xwOGfHzuv1cce/TPX8gQiaG2cRMmTRw/OiJ3f/rBindWbpKJ4gf/7qV/XzqFXeK9/IOxB13zsTRm7/0n1qz+iZ3wpycu7W9IAO5l9bY7AAC9ybLMAiBJkpoYAImiKG1T9U+GYbArXSKKx+PNekY7Sy3LIAOqKbna4J4BWVz7UxNLRtwaAzW31mnG9XcO7lf2wgXzBpQBIf2BpuvUO8rlcqFQCAaDwWDQrP3x+XzhcDgcDuu6Xi6Xm5sEofzHW9pOnXf8t594oEA0Yc6cBqKW/o+PHfCzZ5Yd9rdfX3HLA8+++/6y195fRkREQnD4niece8lPLp530KhtJd2lNWs2EJH88TsvfFzz2VKTbRpBAlgDARAAbKNuWb96U6n6UUGKt+8wsi3ib+EMWVVVTdPYEjCfz6dpWt3DjZ4PV27I+1I77rJDpMY/i6LIin16r/BiuQ+7tGWPCAIKIcHBmt6SpjIocUEYZMM1bg1mQIh+rOHB8h8ikmVZ0zRWcuvz+dhtEvMdUxTF7ZOgcjH96aeb0mpk+MjhydCg1oo1KQCSN69d2yWHR07aqQ0zGFuLnfrnFxZ9r4eEkVOmNet4/+hDLvjbkxfcWNi0fv3Hm7pLoZE77rzT6KRUfXUqHv7LZxZdVOfJ/KP3bmRMAG6F0ycAbJN+9e+/v3ddzX8SpBF7HjF7zknTR7dqNiXLcjgcJiJJkorFYt1jtXfv//1tb0dm/vD6eRVLtXpfxZp0XVcUpTL3MRmGoShKp95RuQpMf2OpK1eBoQioL3yLgLgv/uqLmZ44LgmyIPcZdBFQI5D+QEtVvhVqmlYsFovFYu/3UL17ycK77n7klfc29shbX5GilBy316HHnDBr/51jDfcRFUWRNfjTNG1oW49teu7W3z+yYdJZV19+ZNsQvgy0XnDcvoeNa8nxYmTEhN1HTOj7AGnsPoeNHcBTA3gNAiAAqBLfae9d27edGwyt3NO14aOPt2xa/MSNv1xxxm8uP3pUS+bJAwmAtuPz+Vi9T+8G0g3WscuybP0O9GA3vDIgOyz+6pcjkiDri31atBAM6Y9l3F3+U1On3iHLcs26VzMJEkUxGKQPOm+85h+vfCITkSAlRu208+hwefPGjz/+9P3XH7nl9c7OE37ww1MnhRt60mBw698m1n8BAHCHAAgAqux4xDcvOGS7qzqj8MHz//fXv7/WtebBOxft/6OZrbjxpiiKruuiKAYCgf6WZfmmnvGzX57iHz4+0pYK9t67ZKCdLHFJCoz1GdBQ0h8u+5FXhSzc8yAbrvBqUF8ZENIfaJY667/6+URdfu+ha35/z/I8+UdOn/2dc4+bOja59Y1Wy6x8/sH/d9sDS9Y++ucbR/7i0iNGaLXjpEpoAAQAYB/YBh4A+iVEdjz03DP2DxPJK5eu3tafJ7dh5YoVa7tkIiK92PX+e2+tqd5kzFCyn6xb9+HmrKz3+qL5T1atWLFmc5lIL366avHbi1es/CjNvva2i0U13/X+ug+7cspnF5d+vz8SiSZioWAwLIXYzrV697rFixev+CinFYvFTCbT3d2dz+cVJbtp9YoVKz7qMfp8xvc3FzUiXddlWd66K0pEFxOG4Ovz0tnpPHjHe0CsnH47Lv3pjW2mbv7nymesbyi/iN4vAKQ/VvLmydAwjHK5n9zW+PjJWzuW5yky5Yyf/+o7s3YKKunNm7PZrCzL5Et+7vCv/vrKc6eEKbdk/uPLpWHDhiUSiWAwKAjb0nOttOXDdR905VSDiEgQBLamjC24/uxptj+sL1q+64P3N+aGsm4MAAAqoAIIABoSnDRpLP13lbZhw0aiMURE7z169V9fbj/5f/7noI/u+Mvfn/uoGDz0kpsmbt1Etbju6bvufOKN97eUNCIif2rSAUef9uWjJifN+oq1/7rumudiJ1wyV37g5qfW5YmISAgN+9zMb/zgK9PFZR033LXw3Y/ZRV9w1P6zv/XdE3dPBoOiKBLpr9z9s2v+Ez32f+Z/eyppWv75W3566+Jhx/zsT6dPrBzyxwtv+n3nlinn3nTJwcE+nzGYmnjQnPO/elBx+QN3hI4uC6z1gSZqy30aEWZjHmSHTcEcqk4iM6BaITskO40bSjOgyjogpD/Qamz/r/4Kdor/eeDR9zUKfO6Urxy9Y4iItsVG5XJZEARJkqQdjpo765HLHv70padf/tYXDo9IkiRJhmGUNr42/6bbnl68IasYROQLDxu//ynf/MoRw4mIyAyetO7FD/19/qJln+QqDvvamTPGbPd3b2SXP3r7PzqXbMipBpE/NmryzHPO37/pPxMAAK9BAAQAjclme4iIwpHodg+Xlt/zp/nPF0dN3mfvsbuxqzza/J+//eH2VzapgWET9po6NqltWbtixeoX7716+fvn/+S8zw+r/KIv3H5DOhvd9cADPzfM+Pjtl978cMUTV1+Z3l9/9eUto/adccKO4czyl19Y+ckrd900Zu+bvj55u6JFtVzo7i5rWq5GfVHf30avZ1z9zC1/6XnFePv1ngkzjln1j4VCu+Zr0317GtRlqLILgwC0grYDF5T/DIizMh0rsQwI6Y/FXF/+01cRa6nUa6vPKuV3X3unTNR+xOkzh/f6RzMJ2uGUq/7fl3zBYDhkGCQIRKSve+Q3P79tSY8RHD5pn8k7x0sfrVj+3upnb//Zqg9/+ocLpsW3rv/SPuj84x/vWZkzpLadp+y6Y0LeuOq91aufvf3XK9de+JN5U2Jbn2jTizf+7v+93q0LoeHjJ08cKW5e897SR665asVOhaH8VAAAAAEQADSk8PZTL35KRNFxY7aLDrqe6XhpwomXfeekXePbopLC6/ff/combeSB37r4q/vvwCpqCuue/Ns19y5++Y67pk6+cP+4+enFdHbHYy/98exdokREJx/44C+veGTD+pdfTn7he1f/+IjRfkEg48u7/+zbt7y78fU3Pvr65J0VRZHlUk4mIkMtFfrZL76G6me89+dXPLnxo9dfjx/w3d9ddvROx/z8GVop+r8gB4YbwpalFNtzUD8ucLZWFwF5Lf1xvSHuCIb0ByzQqXdomtZ/a7z3li5VifwTdx1fb793g0QyjFKpUC4XJUmSpMK/b79zSQ+NPPjCX148a0eJiMjofuOWX/3usbVP/e8DR19/zi6KohBlnr/3/pU5Gj79axefd8iYABGRkVk8/9obFr7/zN3/mnHFlyeIRFR88/57X+/Wgzsf+a3vnzk1JRKRkXl3/tU3LFyDJkIAAEODHkAAUKXwyXsrTMuXvfvai0/effUvb3hxC1Fwt5OPnrzdwYoyYta8ivSH6KOnHvxvjoZ/8Wtm+kNEkfFHn3vaFInyby56tafy8xMzTj91l201Rf6J0/cdTkTCHqd/+8gxftZQQBgx46DdiGjTJx9s2bIlk8kUi8WhzJaqn3HqMCISdj3x7P3jW692DUHbIBKREHbtrMz1d7+HrnVzckds+wUDNZRg7rFrz2niSAD60m/3HyIqpdNlIho1enT1FCH38Yre1m9WjHK5nH1rwT1vlymy/7xvzBjr31qUK7RNO//CE0YRffTofc9lFMMwaPW/HlkqU2T6mV/bmv4QkZCcMuerR44g+mTho68ViYg+XfToqzkSdjzum3NY+kNEQnKvOefOGtWcHwQAgIehAggAqqx74rrfP9H7YSG802FfO++I6k3gR0/bb0zlQ8W1az42KL7353cLbH9gcq8pO9Li1atXvWd8cT/zM3aaMKHyJmMgGCHavMPkyW1EhmGoqirLsiIGichQZF0fwFqvvlQ9YyQaJdrSvsukmKapqtqpd8wSZxvbbpHqbywVp+0x9CcFJ2pFHdAQ0x+U/7jVY9eec/zFd/AehVe4PgEf/Povony+QEQUjcWq/2XFP39/w2vVD44/4w+/OLqdsuvXdxPFPn/wHkZ+y5Z8IBCQJCkYDIq7HHnE+AV3rVu76n15rzHmYYdM237/eGH8jBnjHnvwww/e30j7jzfeX/+BQbTnF2duf8Eh7Hz4oeMfu29dv98DAAD0DQEQAFSJ77T3ru0V5wbBF24bNW7C3gceMCnRu2hwWPv2XQI2btxARKXXbrt8edX5xSh2E5GSzuSJzCtLKSBtd5AgEFEkEiGinp4eVqze3w6zA1P1jGzjknA4TESlUinGLnoNF7b+qYJOQI1obgaE2h93G+JCMGRA1nB9+lNTp94hyw3dRIlGI0REn3zyCdEu2/1LcsK0aRWfL3+yfPHH2zrybNy0iYhGjNyBnS4VRVEUJZ/PDx8+ctRogdZt+uTjIo0Rqg6r0D5iB4E+3PzpJo3Gpzd+qhLFR4/ulUENHzM6QOv6W8QGAAB1IAACgCo7HvHNCw4J938cE4lsf2g+VyAiKZpKJqv7BySTqVFEYxMNfmVJkvrvVtBU5XI5Go32fxx4iX02BUP5j+shA4Kh66v8p5H1X0QU2mFkkiiT+ejDHO2yXQKzy7EXXFDxv2vv/dFnAVAxXyCiUChU+Ql+v18Q/LFomKiQ7ckRxWseRkREvmg4RFTMZQtEJblMRJFwpPfoEokkUVcj3wcAANSGAAgAmmrkiBFE74+Ycd6Pj2sf2leSJCmfzw/hCxQKA9wuxDAMWZY79Y5Z475kPujiVWAoAmpQUzIgLP7ygiEWAREyoBbzZvkPbXt3a+jQiVP2DC98qbj6lf9uPvyI3vuAbdOzZs3mz/6vfUQ70Qdbtmwh+myXh2AwSFTo6ioQhdpHxPs6jIiIilu6i0TB9hFxouCIdqINm7d0GTRu+xOvkc549BcIANA0CIAAoKmG7TDSR+9vWLuuRO3b3+TrevfJF9eU2vc65uCJ/WwIbegaEfl8Pp/PpzW60ZemVdW2b/7o4/7bHVQrlUrBIParhmpDzICw+Ms7hp4BATRXp95RLBaNBldT+/Y64aRdXrl31fIH7nxp+kUH1b5HUF7+yNNOYr6fAAAgAElEQVSrK/5/xMiRAn3Q9d6qNO2c2vagJEkkv71sDRGN3GGHPg8jIlJWr1pvHia1j0wQ9SxfukrbZ9fKUmJj/erVHlj/FQgEHj3kz7xHAQCuhV3AAKCpfHscMD1G5TcfenD5dtU7ubceuP3ehx56bUuo/3jF0LZe4kmSVP9IIiLyBySBqOejD7IVD6or/7Vw7QDGvZWiKJqmPTn/CwP/VEfy7P3wQRj0vmBDjwNQ/uMp2BSsRbxwuhvi+i8iIhJGHTnv2LEiFd+554b5r33S6xON3JqFN9/89CeV91z8e+4/LUzayicfXb71xovP5/P56KNH7322h3w7TZ82ovZhRESkfbLw4f/kyLfT59lhu37hwOFEm599YNGmijtARvr5f/57U8PfhnMJNsD7ZwAALYQACACaK7zfaSft4tc/6rz2d7c99fqKj7t7tny0+Jnb/3TLfzKU2O+4Q8f0/yUMbWulemPFOIGddx5DZCz9582PLd1U0vRS9/uvLfjD9f/e3P+n1tL7QrmvS2p38MKkqFkGkQEh/fGgof/KkAFBs3TqHaqqqqo6gM/x7XjCuadNilJuVeeNv7j8T3f888nnXl28as2qxa89/9T9N//6J1fe/TZNOfWo3Suqc2LTTz1uvEhd//7zlX9/ZvG6Tencp6ufvfNXl/19mUapQ04/arRQ+7AtH674z/3X/nbBKo2S5mG+ScedvFeQlBV3X/GnjhcXr9u46aPlrzz85yvueEePRKq7CwIAwIBgCRgANFv7Ed+9KH/z/z6y/MV7bnjRfNSXnHzqBd84sJGWM4auaZrm8/n8fr/f7++3b8G4o8464r/XPv3J0vv/dOn9oijoukHkG33IQdHnX1o14OGXSqXeDSoBmAGtBcNSIM9CMyC78ULS3Yzyn60C44/98eXDO/7vnmdWblm66OHtvq6/fe8TvzHvpKnGwrefWmZW6Aijj7ngwsItt/1r5bN3XvOseXBwxxlzv33GHlI/h0ljDj678rD4wef9IHPzDQ8sWfHEbSue2Pa1xh7x7aNLN93+2XWFOymK0mjDptYQRZFtjQoAroQACAC2kYaNnzw5RDsmGysNjI/ZbfJkdWy8978IyT1O/tFvpr7+6pI176//OE2JkaN3nnLwIXuPrFzQFR216+TJ5bHJ7ebS0vDxkydHRg6XyuUy2ww+GAwqibGTJ+cCo6Offf2xkycXgjuYD4R3P/vXV0555pm31mzY+OnGjRlj2G4zvnzmUUrnpi3+z76d+s9oPqLruhobt9dee721fMVnD7q3FTShG/QAWbkvGMp/vAwZEDTFIAIgIgqM2v+sy/Y9etXbb769dO3G7mzJCMbbRk2YMm363hNSASKiA+d9f2RxtPnW4Rs2dfaP/2faa68tXfvhh5+WomPGT5y0+/QDdwoVt/u6FYe9//4nOal93E4777bv/ntsd4FAQmyX4y/59e6vvrpkzbr1G7JCYuzkAw47dMrI9x//3OTJI9oCg/k5OIVhGB0fH8VxALPHPMXx2QGg1YRGe8IBgPN1dTlm91RRFIcNG0ZEhmFs2bLF4jNVMBiMx+OzxNnbDcm9ARARIQAaqH4zICz+gqaUgCEDGjovlP9QrQqgTr2jXC5ns9max7dOPB5nK7hzuVypNPDtGDhpbx/i5qXNIcvy3etnchzA7DFPRaPR/o8DAGdCDyAAsCNd11kJtCAIjbWCbiZZlg3D6NQ7thsSOgFBhfr9gLD4CwCs1MT1X0NkvmsbhmH9swMAQH0IgADApswLR+v3ZcdlKzSirwxo+a8uHnoDBZT/uMDQf4l+v//lv1/UlMF4lmfT7U69w7yVYqVgMMi2kWK3Uix+dgAAqA8BEADYVLlc1nWdiCRJEkWrT1YOqlpvFs9Ok4YiudqoioGW/+piIopGo7FYjNOgwEaGkgFJkpRMJkVR/O+dlzRxSJ7ikdNaX+U/XN7IQqEQx2cHAID6EAABgH2ZZTjmBaVlVFVVFMVTq8DIM5OlpjMzoBcvPKfyRctm74P4gij/gUgkkkgkWCWFpmn/+svXeI8InMf6CIZt30lEuq4rimLxswMAQL8QAAGAfXFcBUZExWKx/4MAiGhbBmQYRjabzefz7MFAIJBKpQKBge1Yg/THZQb6CxVFMZlMsm0QiUiW5XQ6rWnaY9ee04LRuZlHEu2adyZY+2dWRWsllP8AANgcAiAAsC9VVVVVJSKfzzfQWfTQybKsaRqKgKBBZuPnYrHY09PDml9UTebBmxrPgCRJqgwNK19LRIQMCBrH5R6GebcGffQAAOwJARAA2Jp5FxFFQGBnVTNzWZa7u7vNFRCRSCSVSvl8vn6/Dsp/vIwt+2LLBquqyWCgvJxld+odsiyz2ydWMhv2KYqiaZrFzw4AAI1AAAQAtlYul9ndb3NjEYufXdd1FAFBfTXrMnRdz2QyhUKB/a/f70+lUvVzTKQ/Llb/l1tVKaaqajqdrllDgSKgRnjnJNbX+xGXuxdY/wUAYH8IgADA1gzDYLvYCoLAZT94b17Iemf6NHT1J+SFQiGTybBOHIIgxOPxeDxufZQJdtBXBiRJUltbW+WyL9b0p6+vgwwI6ujUO9gmBhY/ryiKkiRRxbs2AADYEAIgALA77qvAzAYcAFUamYoripJOp835WDAYTCaTbKOcSij/8SCWCZq7fbGqsUaWfSEDqsM7+bWtyn8qu//gTRMAwLYQAAGA3SmKwgooAoFAI11UmsswjHK57LVVYOSlSZQFai4Hi0ajZikQ0h+PqPxFB4PBtrY2c9rMdvtqvHADGVBNHj9xdeoduq5zacCM9V9e1v3QJTNnzpx5yjVv9R39Lb7h9JkzZ37xkocyAz9+G33L2w9ef9Xl3zv3jBOOOe60s8+98OfXP/zmxn7rzd6+ce6JX/3fFQP7ngBcq/oOJACADZVKJdYdIxQKWd8VtVgsmpe2AKaBzsALhYKiKLFYjOWY4XBYkqRcLmf9Yg3gSxTFWCzG1ssQkWEYhUIBLedhQGxV/uP3+9lpTdM065tPA3dt0ycqz137ov7eHS9ftM9BNcsL3p3/l45FK4UZp9yRJKKBHk9E6Zf+eN75V9y/pGf7zOj6Ky7Z+cQr7r79Rwe197G2Wn/59t/e9SiN+Nngvz8AV0EFEAA4gHk/k8sqME3TUAQEVQZXf8GWg5kzNJ/Pl0wmUf7jKTOuv7Otrc1Mf6peEgOCIqAqOGXx6luH8h+vG3vG3Jl+oo/uufs5veYB73R0rCQSZ8w5fcfBHK+vv+3sk368YElp3OHfvW7BoleXrlm78q2XFt7zp/NnjBXWP3LprJOvXlGzbZqefv6n3/3bh835LgHcAQEQADiApmmsSsJsM2kxz96cx4SqpqFMvA3DyOfz6XQa98k9a/dfX0fbXgmZTGYoG2YjAzJ56mRV8w5Ep97BpWld5RYNXFafgQ2MOH3eMRLRho75z9Y6n72zYMF7RP6ZZ80ePZjjjYVX/uDxzdR+4u0vPX399087bPruE8bvOvXAI874wc3Pv3rX7DFUeOny792+seILpN+455pfXnTOkZN3Ouz3b6InOUAlBEAA4AzmfUUuq7HYpioeLAKC3poy5Wb7fOfz+cm/unboXw0cR5bl7u7upiTLyICA4VX+I0kSa2cmyzJr2AceNOzUuceFiT5dMP/p3oual3R0LCPyHznnyyMGdfyKV17JEEWP/vqZ43pNXUd/+adf241IXvjUoooX3/qOn//gN3++8+n3smhIDlAFARAAOIMsy+zGpiRJosjh3IUiIGi6/f54C+8hAB97X3VDE6fKyIA8dZrqq/ynXC5zyV+w/guIiOInzTslQbTl/vlPVVfcLFmwYDmRdNRZp7YP7vhMJkNEpQ0bums985TzbluwYMF93z+g4tW/20WPL97qwe9MGPI3B+AmCIAAwBnYblzsYy6dgGRZ1jTNm0VAnppc1YeZNjRLc3s/efmViRMUw+Uuhc/nCwQCRKTruixjqY2XhY+fe1qKaMsDdz+5fRK4uKNjOVHo2DmntA3y+D0PPjhFpP37sqPP/9uz67JVMad/54NPO+2002aMr9jbKLTDrntutetIDpeMADaGAAgAHIPvKjDycBEQMM2dY6P3MwAMVF/lP+wWhfXjMd+O0f0HgkfNO30kUc9D8x8vVDy8fMGCJUThE+acHB/s8bFTrrrxzIkS9bzxv98+fMKIMVNnzb34qlsfeml1N/bQBBgwBEAA4BiqqrK+uT6fj0sRECuwRxGQNyH9gaZDEdDQ4dTEcLk/IQgC1n/BZ/yHzT1zHFH+4fmPfJboLOvoWEIUO/GsE+NDOH6nOfPfePW+333ruH1GheWN7yy867rLzzvl4F3a23bc76TvX/vPpWm0+gFoFAIgAHAS8xo3HA5b/+yGYXi5CMjLEy1vTq3BAsiAhsJrJ6W+yn/YNgXWjycUCrH2z+VymUv9EdiMOGPe2eOJ8o/Ofzi79aFlCxYsJUqePOe4yBCPT+49+9KbHntzQ/rTZc/df9NvLjzji1NGBvIfvvHIXy750j77fumWdxFBAjQEARAAOIl5len3+1nfAYuVSiXDMLxZBORZTZ9Uo/wHWsdrGRAQv/If806Ml2+NQCVh+tyzdyMqPTH/n2kiIlrZ0fEOUerUs46tWbY90OOJiKT2yYec+q2f/+Wep9/dsGnts7ddcsgon7Luoe+cdeXbCCEBGoAACAAcBkVAHHntfnsrIP2BKk1/SXgkA/La6aiv8h9N07j03wkGg2xHTkVR2OpsAKIp8+btQyT/6+77u4lo5YIF7xINP3XOrL7ynAaOz785/+qrr77u8TW9PlmMjz/061c/vfAXUwXSFt97/5JWfEcAboMACAAcxtzpVpIkn89n/QCKxaKXi4C8NunyyFwaXMb1r1uvnYjqyOfzXJ4X5T9Q025nz50ukLxw/v1dtKKj412iHWaf9cW+K7b7Pz605oHLfvjDi//Yubn2VwjseegXhhHRxo0bm/qdALgUAiAAcBjDMMxmk7yKgAqFQv/HuZd3pl5Y/AXWwAtjQLxzCjL1Vf6jKAqXzdfNGzCapmH3d9jO+DlzDxZJfWZ+xwsLFrxFNOr0OYfXu1nX7/G+fafvIxI9f8N1r9esNNPefvrZzUTi1KlTmvqNALgUAiAAcB7WiIcqStCtH4BntwPzDtfXUICtYCEYDAKvuxHm3ReP3w6BWsbMmXeEn/RFV3/1treIxp0+55D6xdr9Hj/x27+YO4K0d6865vCL7l62XcWb2vXW37/65d8tJ3HCuT85a3TTvxcAF0IABADOo+s6a3lQ2YTSSigCcv0d+FZMnlHlARZzZQbk+pNPb32V/8iyzGXzL3MTBvO9GKDSyNlzZwVJX716LdH4M886UBjq8YkTb3jkf2Yk9a4X/3z2lPZhO+/x+ZnHnXT8kYd8frcxY/f96j9WqfGDr3r4+mNTLfp+ANwFARAAOJLZdMDchtZipVJJ0zQvFwG5eBqG9Ae4aMWLxGUZkItPO4OA7j9gU22nzjue7eI+Yc6cA5pxfOyAnz2z7Lm/fvOovYYb3e8ve23RE488/vQLr73XE9/zhB/f9uLKZy6dIjVv/ACuJrBlFADgBV1dXbyH0EyJREKSJCLK5/NcLkMlSUokErPE2ZUPitP2sH4kHKV3T/IeQvO1Ys58/MV3ZCZxSCrBQZKrDWrZy6/pX9N63kx/+ir/KZVKuVzO+vH4fL62tjYiMgxjy5YtbppHtLe38x4CEZEsy3evn8lxALPHPBWNRof4Rcofvvmf1T0kjJxy6O7Dm3q8Xti0fv3Hm7pLoZE77rzT6KTU3xtrYf2rr64rBMdN+8KkeMPjB3AxP+8BAAAMUqFQYAFQOBzmEgCx8vtOvaMyA9LfWOq1DMhlWjf9ZtN7xEBQE3t5tMhj157jjgwIGI7LkM3yH7MZH0BvwXH7HjauJceLkRETdh8xofEvHdn584ftPIChALgdloABgFOpqsraH4iiGAwGuYyhZgU+FoI5lwXFFy2d54MTJVcbla8KJDU1uexU06A65T+6rls/HkEQzHdbrP8CAHAiBEAA4GDmBSiXVtBEpKqqLMtVnYC8xjUTM8u6pVRN+MGz+noltCIDcnQzINecZJqCb/kPa7pXLpe5JFAAADBECIAAwMFkWdY0jSo2JbEeioDIFdOzFk2P68zkEQN5nPW/fYdmQC44vQxOX+U/hUKBy9orQRBCoRD7GOU/AAAOhQAIAJyNexGQpmnlctnjRUDk8Ekax4kxMiAPaiT7a9FCMMdlQI4+sQxFX+mPruulUsn68RBRMBgURZGIZFlWVZXLGAAAYIgQAAGAs5mF6JIk+f18Gtvn8/ne92O9VgQEvTU4h0cpkHfY4XftuAwIKvEq/yHs/g4A4AoIgADA2QzDMG+H8ioCYrdkUQTk0Hv11i/+qskO0QC0ziB+v+gG7dBTytD1Vf6jaRqv8h9Jknw+H1VsvwAAAE6EAAgAHK9YLLI7omaBuvXYXdmqDMiDRUCOm7DZrRoCMZD7DOV36uWFYI47mViAV+9nIopEIuwDlP8AADgaAiAAcDzDMMrlMvuYVxGQYRi4LGYcNG1r3TR4iPN2xEDuYOffo80zIAedRpqur/IfVVXNdzqLBQIBtsKa9bzjMgYAAGgKBEAA4AZm+BIKhXgVARWLRV3XUQREDpm82Tb9Mdk5PoD6mvi7a91CMNtmQI44gViv5o6T1jDLf3gtQAMAgGZBAAQAbmDelhQEwbxUtZhhGDXr872ZAUGzIAZyllb8vjyVAXk8/emr/EeWZV6ddwKBQCAQoG3d7riMAQAAmgUBEAC4hBm+hEIh1qvSeqVSSVVVdIMm28/i7F/+U4XFCkiC7MyhvyBbZUA2P2+0Wl/pj2EYHMt/otEo+8BstwcAAM7FZ8tkAICmY9ujhEIhIopEItlslsswcrlcKpWqelB/Y6k4bQ8u4+EotSyT3j3JexQ1OC79qcQihswkodVPBA2yJvQ5/uI7bJXUtILH0586isWipmlcnjoYDJrdf1D+Y41AIHDOpOd5jwIAXAsVQADgHmwrLqq4ZrWeqqrFYhFFQIwNZ3TumEU7tNjEZSz+LXhqIZgH1dn6neMOA+aSavPtFVpNEASRN94/AwBoIfyFA4B76LpuXijz6gRERIVCQdM0dINmbJUBtXSia0H5TxWsC+PClT927hmQrU4UtpLL5XglL+Z6ao4bkAEAQHMJiPMBvKOrq4v3EFpOEIS2tjZ2/yqTyfDqmilJUiKRmCXOrnrcgwvBGDusBWv1FNf6AKg3LA1rHZskPi4LMRmkP32V/5RKpVwuZ/14aPs3056eHlmWuQzDSu3t7byHQESkqirfn7Yoimw1PQC4EnoAAYCrGIZRLBZZ08poNJpOp7kMQ5ZlWZY79Y7eGZA32bYfULPYIf2hipACSVAT2ST6scBj155j/SsZ6U+d3s81d5a0RjgcZumPoiheSH/sQ9f1UM8+HAdQjL/J8dkBoNWwBAwA3Mbsl+n3+4PBIK9h1Kzb9+xCMOI9zXNl3UQd7lujZD17LvVq9YvN4rVgSH/qyOfzuq5zeWpBEMLhsDkMLmMAAIBWQAAEAC5k3jXl2AlI1/VCodC7GzQyIOtx72/Cixlh2C3FsC1H/MRsGDgODtIf6rv8R1EUjrtuRSIRQRCISJZlVVV5DQMAAJoOARAAuFC5XGbXrD6fj+NS9mKxqKoqdgSrZP2Uzwutfxph/1yDI/xwKlkTmCL9obr3AzjW3VS2gEH5DwCAyyAAAgB3qiwCYncyuajZv9PLRUBk7cQP6U9vjihysYCjfw5OXwiG9KeOTr2jUChwrLsx3zRLpRJbTw0AAK6BAAgA3EmWZbYFGN/9LFRVLZVKKAKqYs30z7Mrvxrn6BBkENz0/To3A0L6w/S1+EvX9WKxaP14GLNslm8LagAAaBEEQADgWmbtOt8iINbIsyoD8ngRkDs4sfynjspwxAX5COPKb8oyrciAkP4wdd4Cam4gYBm2hyYRlUolXi2oAQCgdRAAAYBrqarKNq8VBIFjN2jDMGq2UfB4BtTqeSAWfw1RVXTilPTEiWMeNAtehM39O0L6U1+n3lEulznuue73+yVJIpT/AAC4l5/3AAAAWiifz7PL2VAoVCwWed3PLJfLwWCwU++YJc7mMgB7Si3LpHdPtuIrY/FXK/TOUzKTuBXWUa3xgJ0h/TH1tfirr7sFljHLfwqFAscqJAAAaB0B53cA7+jq6uI9BA5isRjraFAqlWq2ZLaGz+dLpVKCIFRlQOK0PXgNySaangFZkP64vvyniQYXEiHcaZwjXvBIf0x91X526h25XI7j1u+SJCUSCSLSdb27u9uDE4T29nbeQyAikmXZv2UKxwEU42+aUSAAuA8qgADA5QqFQjAYFASBFQHx2tNE07Risdh7JZr+xlKPZ0BsZtisGAi1P3aDKKfVjr/4jla/7B+79pyhZEBIf/rVqXewHQM4jsF8e0L5DwCAi6EHEAC4nK7r5lU135tahUJB0zTsCFZTU6aI1qQ/KP8BDxr0HxfSn0p9Lf4iIo4FqkQUDAb9fj8RaZrGN4cCAICWwhIwAA/x5hIwIhIEYdiwYWwjsEwmw7aH5wILweobYh2QI9bCALSCPdNPpD+V6iz+yufzHLd+FwShra1NFEUiymaz5XKZ10j4whIwZrBLwBb/5bQLH9wiHfPbJy/9wrbHPp5/3tm3rKr7aV/89TM/P3TgzwYAg4UlYADgfmxDE3ZBE41G0+k0r5FommaOpBIWgjFDaQuNxV/gZRYsBKMBrgVD+tOITr1DURSO6Q8RhcNhlv6oqurZ9AeGLPPeS4sWfRIav7niseL7ry1a9FbdTxu1qbXDAoAqCIAAwBNKpVIoFPL5fH6/PxwOc7zaLhaLgUCg945gyICYwWVA9ix/APAmRD+91dn5K5vNWj8ek8/nC4fD7GO+y9DAvQ658r9/PT5Y+99S4y0dCgAgAAIATzAMI5fLJZNJIopEIrIs8+oGTUS5XC6VSmFX+L4MNANC+gNAtikCQvrTW1+Lv4gol8vpum7lYKrEYjG2PrpUKqmqynEk4F7JnadOndpHAAQAFkMTaADwCkVRWHG7IAh8u0Hrul7zRmudSYLXND6HxMovAJM1MWWdPzqkP43r1DtKpRLfJVfBYDAQCBCRruv5fJ7jSAAAwBoIgADAQ/L5POt8L0mSJEkcRyLLcqlU6r0jGDIgUyMzyf/eeYk1WR7KfwBMkiT9546Lez+O9KemvhZ/aZrGN3OpvBdivjkCAIC7IQACAA+pvMlp1r3zks/nVVXFrvB1NDKfDIfDiUSipb9KpD/gIK1+uYZCIfYX9987L6l8HOlPTXUy/Ww2yzdziUajrPezWR4LAACuhx5AAOAtrBu03+8XRTESiXC8AcvaEqVSqarH0Q26Up1+QP/+2zfZB5IkJZPJbDbLsa8TgBfEYrFQKMQ+VhTFfBzpT0119n0vFAp8G+4EAgH2q2TvRBxHAh7w2p/nzP6nr/fjI075/Y1nT7R+PACehgAIADzHjF3C4XC5XOZ4Fa6qaj6fx45g9dXMgB679pxisajrOqvk8vv9LAOqnJQ2Bcp/wHFa0Q1aFMV4PM76xRBRqVTK5XKPXXvO2cf8tblP5Hps3/dCocB3GObir2KxiOgcWuyTVx9c8GqNx8fvcpnlYwHwPARAAOA5qqoWi0W28W0sFkun0xwHUywWJUlCBlQfqy8wYyBzclsulzVNSyQSoiiKophMJvP5fLFY5DZQAHtobgYUCATi8ThbLkRElX9ld/3rQmRANdXZ9517xU0kEvH7/USkaRpOmNB6B17+1G9n1ei7GNppN+sHA+B1CIAAwIsKhYIkST6fz+/3h0KhUqnEcTDZbLatrQ27wveLlQJVTWtVVU2n04lEgs1notGoJEnZbLYpOyuj/AcgEolEIhH2sWEY2WxWluXKA5AB9VZ/33e+FTeiKLL7H2ww6P0MrTd890MPOwzbwAPYA5pAA4AXGYZhdv8xG2Hyout6Nput8Th2BOulZqsRXdczmYx5HzsQCKRSqaHv8ob0Bxxt6C9gVlVnpj8sbK1Kf5i7/nXhEJ/LTeq0/imXy9zbLZsbIJTL5aavmQUAAJtDAAQAHiXLMpvJVG6Fy3Ew2BW+EX3NM1mi19PTw+5mi6KYSCS4/1oB+BpKBsSCVLPpT7FYTKfTdUpXkAHVx/Z95774KxgMsnC88i4IAAB4BwIgAPAus/rdvCbmKJ/Pa5qGDKiOfmeYsix3d3eb97TD4XAqlfL5amw90i+U/4CXRSKRZDLJSiN1Xe/p6UFY0KC+Wv+QDdZbVd7tyOfzTVknCwAAzoIACAC8S9d1cyuWaDTKquJ5Yc01aNtUAao0WF/AloOZv1a/359KpYLBgfUeQPoDrjHQF7PP50ulUuayL0VR+lr21RuKgOrk9YVCgft6K3O9s6IofDvfAQAALwiAAMDTisUi2wbe5/OZfTF5YbvC934cRUADnVgWCoVMJsPubwuCEI/H4/E434APgJfGM6BgMJhKpVg/dSIqFovm31GDvJwB1Wn9Y4d939mOB+xj1HMBAHgWAiAA8DqzKUMkEhnccqEmKhaL5XIZC8EqDW5KWVW5wGa2jfx+Uf4DHsQWB5k5KaukG1xM4M0MqE7601ebf4vFYjH2gXnbAwAAPAgBEAB4naqqZjG8eYnMUS6XU1UVGdDQVfUuYWtbzHvgNSH9AVeq/8JmKyXNEkhZltPp9FDWK3kzA+qtU+8wDKOnp4d7t51wOMwKuyoXPgM01V7ff2DRokVPXXZgxWNjz7p10aJFi347i3OXRQD4DAIgAIDP2mEGAoH6AYEFzAkDMiBqxkyychmLIAixWCyZTHIv9QKwA1b4U1kcx3bTG3pg4akMqM6ZOZ/Pcy+3EUXRbOrEvRE1uFdilwMPO+ywQwmSHQ4AACAASURBVHYbVvFYaMf9DjvssMOmjMQKbADbQAAEALDdhriRSIS1yeTIJksGuGvWHFJRlO7u7nK5zP6X7W/du+UTyn/AxXq/vKv+EDRNS6fTxWLR8qE5W53FX8Vi0Q69lmOxGFvZVy6XG+znDQAAboUACACAiKhcLrMlD6Io2mEhmKIo+Xzey0VAza0gYJusmaUNZuGD2e8WwPXMDKh3KVyxWEyn082tVfFCEVD9xs926LUcCoUkSaLt73MAAIBnIQACANjKrI2XJIn7jmBExO4eezMDatHUUZbl7u5u8548a33Cbo+j/Ac8QpKktrY2c62rqqrpdDqfz7diZZC7M6A66Y+maXao4vT5fNFolH1srnQGAAAvQwAEALCVpmmVO4LZoTYkl8spiuK1DKilk0bDMHK5XCaT0TSNPRIKhY676O+te0YA+zj+4jsSiQRb5WoYRqFQaHrhTxV3Z0C92afxMxGZ27rJsmyHxWgAAMAdAiAAgM+Uy2XWKUYQBPPSma9sNouG0E3HNolHuxPwoAPmXUPb/gSs2RDKlRlQnTNwLpcz82WOotGoufOXHcqRAADADhAAAQBsx7x29/l85s4pHLG9zA3D8EgGZNlckXXESKfTbD4M4B35fL6yCM4CLsuA6iz+KhQKZr95jgKBgLmQOZvNYucvAABgEAABAGyHLRFiH4fDYdY+ky9VVc0huZv1s8SjL7zd4mcE4O6L37qZ9xAcrE76I8uyNUVV9bEKVvZxsVhk+xsAAAAQAiAAgN4URTEv4mOxGPdd4YmoXC4Xi0V3FwG5rEYAwM6s73rujj9w+zd+poq3LVVVsfMXAABU4j+rAQCwoUKhwBqj2mRXeCLK5/OyLLs1A+IyOcTOXwBWcnoGVCf9YY2f7bDSKhQKBYNBIjIMwyaBFAAA2AcCIACA2sy+CZIkmVsm85XNZjVNc18G5PRpIYATcQlAnfvHXif9IaKenh47NH6u2vfdDkMCAABbQQAEAFCbpmlm8by5nQpf5k1m92VA1kP5DwAXTsyA6p9g8/m8TfrsYN93AACoT7BDtSoAWKOrq4v3EJwnHo+zcnpVVdPpNO/hEBFJkpRIJIholji76p/EaXvwGNGQYPEXAEePXXsOl+c9+5i/cnnewalT/lMqlWzSpD8SibCdK3VdT6fTuq7zHpHDtLe38x4CEZGmaXxLtwRBCAQCHAcAAC3F/4Y2AICd5XK5QCAgiqLf749Go3ZoqCnLcj6fN+v8K+lvLHVWBuTEWgAANzn+4jt4ZUBOUSf9URTFDm8KRBQIBFj6Q0S5XA7pj3P5fD6fz8d7FADgWlgCBgBQT2UfzXA4bJPbYsVisVAo9F4IRo5aC8Yr/UH5DwB3Tgl/66Q/qqrapPGzIAjmZgXFYlGWZb7jAQAA20IABADQD0VRisUi+9jssMBdoVCouTG8UyD9AbAJXn8U9s+A6m/6bpP0h4hisRirGdE0rVAo8B4OAADYFwIgAID+5fN5c1f4eDzOezhb5fP5crnsxIbQ9p/4AXgKMqDe6qQ/uq5nMhmbLLMKBoOV+77bJJMCAAB7QgAEANAQG+4KT0TZbFaWZSdmQFyg/AfAbuyZATkl/fH5fObiL/NGBQAAQF8QAAEANKRqV3j79GjMZrOKojgoA8LiLwAbwh+IqU76YxhGT08P302aKsViMez7DgAAjUMABADQqFKpxJprCoJgn2ZAbEKiqqojMiB73u0HAMJCMCKqm/4QETvZWjuiPkUiEbYvga7rNtmKHgAAbA4BEADAAGSzWVb5z3aF5z2crcyb0jbPgDhO81DdAGBnNsmA6p8wWbmlZYOpT5Ik7PsOAAADhQAIAGAAKneFD4VC4XCY73hMuq739PToum7bDMgmEzwAqINjVMr9FFHnVNmpd+RyuXK5bOV46vD5fOZ2BNj3HQAAGocACABgYBRFMYvto9GoJEl8x2MytyW2bQbEC8p/AByBYwZUP/3J5/P26bAjCEIikWBrkBVFMZvTAQAA9AsBEADAgJVKJXMyEI/H7dMQWlXVTCZjwwwIi78AnILvnwyXc0X99KdQKBSLRSvHU5/5pqNpmlmRCgAA0AgEQAAAg5HL5VgziMqbsXagqiqbEtgnA+K7siO1LJNaluE4AABnSS3LnH3MX3mPwjr1059SqVQoFKwcT31m2Slr/YbWPwAAMCAIgAAABslsCF3ZjsEOZFm2TwbEN/0x57HIgAD6ZZO01MqTRv30p1wu22p3rWAwaDaey+Vy9tmNHgAAnAIBEADAILG+y4Zh0PYbsthBuVzuqzGElRmQTdIfxiaTWwB7qvrr4FsEZM2po376oyiKrRZY+f3+WCzGPi4UCvbpSA0AAA6CAAgAYPBUVTXvD0cikWAwyHc8lYrFYqFQ6F0ERFZlQNz39KkJGRBAlb6yUXdnQPXTH1VVe3p6WjqAARFF0VxrLMuyrValAQCAgyAAAgAYknK5bPYHjcVifr+f73gqFQqFfD7fqXfYYS2YxerMXVEKBMDY/G+hdRlQv7U/rJt+i559EOLxuCiKVNHlDQAAYBAQAAEADFU+n5dlmYgEQTAv022iWCyyGiWLMyBbLf6qyeZTX4BWa+T1z70bdCvOJP2mP+baXpuIxWKBQICIDMPIZrO2GhsAADiLjWYpAADOlc1mWT9OuzWEJqJSqWRxBmTPxV81IQYCDxrQy557BtRc9dMfWZbtlv6Ew+FQKMQ+7unpQeNnAAAYCgRAAABNwHbkZdOGQCAQjUZ5j2g7pVLJsn3BuKc/g5ivIgMCj3Bi4tnEU0q/e37ZLf2pfDfJ5XKKovAdDwAAOB0CIACA5tA0zWzNUHnP1ibMuU1LMyDu6c+gOXFiDNC4obzCuRcBNeXEUj/9MVNy+6isJy2Xy6VSie94AADABRAAAQA0TeXmLNFo1FYNoYnIXN3QogzIDunPEGeqiIHAfdzxqh7i6aXf9Mfcz9EmKjvKVW43CQAAMBQIgAAAmqlQKJTLZSISBCGRSNiqITQRmf1Na2ZATt8arFl1Cu6YMAM08ZXMvQiIhpAB1U9/zE75tmLuKanrut0WpgEAgHPZa2YCAOACuVxOVVUiEkUxkUgIgsB7RNsxdzjunQHREEqB7FD+01yIgcC5WvHqdWgGVD/9KRQK+Xx+aINqvkgkEgwGaVt3OV3XeY8IAABcAgEQAECTsZ162SW73++3W0NoIlJVNZ1O67rerAzIDulPi2aniIHAWfCKNdWpauzUOzr1jnw+by7atQ9JkiKRCPvYvJ0AAADQFAiAAACar7IhdCgUMq/m7UPTtEwm05QMyMXpjwmTarA/C16lDioCql/4Q0S5XK5YLDZtWE0SCATMxs/FYpEtKAYAAGgWBEAAAC2hKIrZVyISiYTDYb7j6U3TtHQ6rWnaUDIgO6Q/lkEMBPZk5SvTERlQv+lPNpu14aZafr/fXDUsy7IN16YBAIDTIQACAGiVUqlUuSmY3TaGJyJd1zOZzKAzIJukPxbPSBEDgX149tVY5+RTP/1hXXVsWFnj8/nM9EdVVbvtSQ8AAO6AAAgAoIUKhYK5yiAWi0mSxHc8vbEMSFXV5vaEtgyvegTPTrzBJji+Au1QBER9ZECNpD+yLLdyXIPBdgxgu0ay9bnY9gsAAFoBARAAQGvl83nzbnM8Hg8EAnzH0xvLgBRFGVAGZJPyH77YJBxJEFgJLzlT1VmokfRHUZTWj2tgBEFIJBI+n4+2nY2R/gAAQIsIeI8B8I6uri7eQ/CuRCLByn8Mw2AVN7xHVEMsFguFQrPE2TX/VZy2h/mxTdIfm1QimNK7J3kPAVzLbqGPrU4C9WsVO/UOTdN6eno0TbNqXI1i6Q+7MWCuyeU9KI9qb2/nPQQAgJZDAATgIQiAOHLKVX44HGb71teMgVgGZJOJH9kvAGIQA0Fz2S36MdnkVDBn5Lfr/Gun3qEoSk9Pjz2veB1xb8AjEAABgBdgCRgAgBXY6gN2cS+KYjKZZO0e7KZYLLKZUl/LwWwy5SO7pj+EdWHQPHghNWL+pzf19U+dekepVLLtoqp4PG6mP+YbBAAAQOugAgjAQ1ABxB2LflivB7YLuz1Pwmw3YlEUq+qA6ky0LGbb9Kc3FATBQDko9LFPIlxVB8Qi7Hw+b7bht5toNBoOh9nH9mxN7TWoAAIAL7Dj/WcAALfSdb2np0fXdSLy+XzJZJJt+ms3qqqm0+m+tgaDAUFBEDTOcS8V+0SxlfG02fLZtulPJBIx059cLof0BwAArIEACADAUqwXKSv8YYU29syAWKOicrlsZkCPle6yyVDtM+ccEMfN7cEySAmHLhQKsQ9Yy+d0Om3bVCUUCkUiEfZxPp8vlUp8xwMAAN6BJWAAHoIlYPbh9/vN8h9Zlnt6eniPqE9mW2giUlXVrGDixaHpT29YGgauSXy4LwSrXE6lKEo2m+V7mqojGAzG43H2caFQKBQKfMcDJiwBAwAvQAUQAAAHLElhH0uSZM4HbKhYLGazWbNkKZVK+f1+3oNyAxR9eJb7fvUcY1m2waKZ/rCWz7ZNfyrP9qVSCekPAABYDBfxAAB8sNvUbDIQDAY1TbPtZKBcLmuaxtpCsz7WuVyuXC5bPxLXlP9UMoMA1AS5nptCHzvw+XyJRIK11SfbF9T4/X4z/ZFlOZfL8R0PAAB4EJaAAXgIloDZUCgUisVi7GM7b1hDRKIoJhIJs/ynWCzm83krB+DK9KcmJEFu4p3Qx+KFYIFAIB6Pi6JIRIZhZLNZ2zb9oe2X/SqKYnaCA/vAEjAA8AJUAAEA8FQqlURRZA1Bo9GoYRi2bQjK2kLH43FJkogoHA77fD5zdRg0EWqCXMA7uQ8Xlb3J2O6KqqryHVIdrFKJpT9s/S9OmwAAwAUqgAA8BBVAthWLxcwtbLLZLJfVVY2r7Leq63o2m1UUpdVP6p3yn74gDHIEj+c+FhQBiaIYi8VYDE326Exfn8/nSyaTrFKJbU+Ga297QgUQAHgBAiAAD0EAZGfxeDwYDLKPc7mcbeuAmGAwGIvFzF3hLWi9gQDIhCTIbjwe+lRpaQZUueyLiEqlUj6ft/OlbFX6Y+cG1YAACAC8AEvAAABsIZvNEhHLgFi2Yud+QOVyWVXVeDzOWgJFIpFAINC6rZeR/lSqjBsQBvGC0Md6kUiErZYlIsMweLWib5zf72e984lI0zSbVyoBAIAXoAIIwENQAWR/lWvBrO+yPAhVy8FyuVzT+7Ai/WkQwqBWQ+jToKYXAYmiGI/HA4EA+19VVbPZrKZpzX2W5qrs+ozaH0dABRAAeAECIAAPQQDkCJWRiiMyIEmS4vG4uRys6WNGADQICIOaBaHP4DQxA2r1GaYVAoGA2fUZ6Y9TIAACAC/AEjAAAHthLS3YSodwOCwIQi6X4z2oemRZ7u7uNu/Ph8NhthysKffnkf4MTlVsgTyocUh87EMQhEgk0uoaw6arTKxUVc1kMrjbCgAANoEKIAAPQQWQg1Ruclwul1mHIJtreocOpD8tgjyoEhKfFhliEZDP5zO7jBGRoiit6zLWRMFgMB6Ps48VRcGO7w6CCiAA8AIEQAAeggDIWUKhUCwWYx/LspzNZu1/xq7ao6dcLudyuUEPGwGQZbwTCSHusdKgMyDr9xlsisr0xyknbTAhAAIAL8ASMAAAm2I7wbMMiK0psP90QlGUdDodi8UkSSKiYDDo9/uz2ayqqgP9Ukh/rNRXLOLcYAhBj0MJghCNRs1e+LquZ7NZRVH4jqoRTozsAQDAa1ABBOAhqAByIocuKKhcwmYYRqFQGOiu9giAbM4O2RBSHvsbUBGQz+dLJBI+n4/9r4NiFCcu2oUqqAACAC9ABRAAgK2Vy2XDMFhL0UAgkEwmHdFStFgsKooSj8d9Ph+7pe/3+xtfDob0x/4QvkBzhcPhSCTCln0NLjXmpTL9KZVKNm/bDwAAXibyHgAAAPRDlmWz8Mfv9yeTSbPJjp2pqppOp80+0MFgsK2tLRgM9vuJSH8AXKORP2efz5dMJqPRaOW+6U5Jf6LRKNIfAABwCgdMIQAAoHLxl4MyIMMwstmsuYhDFMV4PJ5IJBwxeABoivoZUDgcTqVSgUCA/W+5XE6n04PoGsZFLBYzd6kvFotIfwAAwOZwCQ4A4AyKopiLv9gNc7NThs2xGZ3ZxlWSpLa2NrPJaxWU/wB4hN/vT6VSZuEP6/fslKY/RBSPx83zWKFQyOfzfMcDAADQLzSBBvAQNIF2ARb9sAoaXdczmYymabwH1aiqrZ0VRcnlcpXjR/oD4FaV3aAFQYhEImbtDBGVy+XGe4TZQSKRYHsdElE+n3fKgjWoA02gAcALUAEEAOAkrDuGrutEJIpiMpn0+x3Tzr9cLnd3d8uyzP43EAikUqlIJMJ3VABgATPeZX/4ZvrDzmkOKvwRBCGZTJrpTy6XQ/oDAABOgQAIAMBh2HyJFc6wDKiRzso2oet6T09PT08Py7BYIUAqlfL7/Sj/AXA3QRBisVjl8tVisVi5PtT+fD5fZceibDZbKpX4DgkAAKBxWAIG4CFYAuYmLPox51GFQqFQKPAd0oCwveHNDhqzxNnsA3HaHvwGBQCtor+xlIg69Q72v6qq5nI5pzR7ZgKBQDweZytwWYd7s54RXABLwADAC1ABBADgSLqup9Npc/oRiUT+f3t3HidVeSZ6/DlL7dWNrN3IIgIqIAoCshij4pZwkZhEYxb1mjiJOtdMlhsnTjJJ1MzcmTFxzHaj+STGXEeNC26IjnFhESWyCwbZka2RBhpaumtfzrl/vPSxqK5uGnqprnN+3z/40N2ni9MJjVW/ft/nraqqcsbr9H62bcdisdYzjNSrRACuYa3ZUPh9bdt2IpGooKO+lEAg4JxgqOavUX8AABWHFUCAh7ACyJUikYgzTSOXyzm7qypF4ThYZx2QsBQIqHyF3Uet/Wk9+r0ihMNhZ1pZJf4zi45gBRAALyAAAR5CAHKrYDAYjUbV79WQncr60bqImKYZjUZN0yxsQEIGAipWUf1RC38qbl6ypmlVVVXOyOeKO60MHUcAAuAFBCDAQwhALuaO4RRqKZCmaSwFAipX64U/mUwmFotV3KoZXderq6udkxaTyWQ8Hi/vLaH7EIAAeAEBCPAQApC7GYZRXV3tjIWOx+MV98N2ETEMIxqNqkN2yEBAZSma4fW6NdeyrHg8nk6ny3VLJ800TWfoj5pZVolfBTqOAATACwhAgIcQgFxP07Tq6mrniOJUKhWLxcp7SycnGAxGIpGipUBCBgJ6sdYLf1KpVDwer8SnmoFAIBqNqrH6lmU1NzdX0Fn1ODkEIABeQAACPIQA5BGFY6Gz2Wxzc3PF7byQluHQwWCQDAT0cq3TTyWe8u4IhUKRSET9npHP3kEAAuAFBCDAQwhA3lE4Fjqfzzc1NVXcsTuKYRjhcDgQCAg7woDep3X6yefziUSiQndLaZoWjUbVPzgikslkmpubearsEQQgAF5AAAI8hADkKT6fr7q6Wm1hqNyx0IppmpFIhMFAQO/RetxPhZ7z5dB1vaqqytlCy8hnryEAAfACAhDgIQQgr3HHWGhHIBAIh8OGYbAjDCij1ulHRJLJZCKRqNxnlYUjn0UkFoulUqny3hJ6GAEIgBcQgAAPIQB5kGvGQjtCoVA4HGYwEFAWrfd8pdPpRCJRoZtMFb/fX1VV5ayXbGpqYuSzBxGAAHgBAQjwEAKQN7lvqoWaD60GXZOBgJ5RctJzPB6v9FZSOPK5oiemoZMIQAC8gAAEeAgByMsKX+RYltXU1FShB/Q4DMOIRCJ+v1/IQEB3KjnpOR6PV+5YMUXX9Wg0qv4NEVfEcXQGAQiAFxCAAA8hAHlc4TYHqfyRQIppmtFo1DRNIQMBXa11+lGTnlOpVKU/gfT5fFVVVc7QH0Y+gwAEwAsIQICHEIBgGEZVVZXKJSKSzWabm5styyrvXXVeIBCIRCLqtRwZCOi8kod8pVKpip707ChcEWnbdiwWq9Bz69GFCEAAvIAABHgIAQhy7AAdEbEsKxaLVfpWDhHRNC0YDIZCITIQ0BklD/lywaRnpeis91wu19zc7IKvC51HAALgBQQgwEMIQHAUbQdzzfYHTdPUafFkIOBElVz1k8lk3JF+hG1faBcBCIAXEIAADyEAoZC7fxKuMpBhGEIGAtpV1H2kYMNXMpl0wRZRJRwOh8Nh9XvXrHxEFyIAAfACAhDgIQQgtFb4osh9szD8fn84HGZENFBSyd1elmWp9OOap4i6rldXV7tv9hm6FgEIgBcQgAAPIQChpKJtEel0OhaLuem/Dj6fLxQKcWA84Ggr/SSTSRec8FUoEAhEo1H3bXdFlyMAAfACAhDgIQQgtEXX9Wg0qhKJiOTz+aamJtdsB1PIQIC0kX7y+XwqlXJZ+mk98L65uTmbzZb3rtBrEYAAeAEBCPAQAhDaV3Q0ciKRSCaT5b2lLmeaZigUCgQC0ioDCSUIrlYy/eRyuWQy6aaNn4phGFVVVWz7QscRgAB4AQEI8BACEI7LNM2qqio1O1ncuB1MMQwjFAoFg0H1JguC4GIlZzyLSDabTSaTrhyEXLTtK5FIJBKJ8t4Sej8CEAAvIAABHkIAQkdomhaNRtUaGRHJ5/PNzc25XK68d9UddF1XGUi9UCQDwWVKLvkRV6efon++LMtqampy5T9f6HIEIABeQAACPIQAhI4LBoORSESVEbduB1M0TQsGg8FgsOSZ8UIJQqVpa8mPOtk9lUq5bLyXwyMLGNFNCEAAvIAABHgIAQgnpOjVVDabjcVibn3pKCKmaQaDwUAgUHJBkFCC0Ou1lX5yuVwqlUqn02591lc079m27Xg8nkqlyntXqCwEIABeQAACPIQAhBPV+mVVMpl09zQNTdMCgUAwGFTjY8lA6P3aWfKTTqdTqZS790D5fL5oNOqkahfvWkW3IgAB8AICEOAhBCCcnEAgEIlEdF1Xb+ZyuVgs5vrXVywIQu/n2SU/iqZpkUjEmeYuIqpQu/urRjchAAHwAgIQ4CEEIJw0z77QOu6EIKEEocd5dspPIb/fH41GvRam0X0IQAC8gAAEeAgBCJ3UeqtFLBbLZrPlvauewYIglF1b3Uc8s+RH0XU9Eok4R315YWsqegABCIAXEIAADyEAofOKpgKJx47aKVoQJJQgdL/W3Uc8ueRHCQQC0WhUdVjxwHB69BgCEAAvIAABHkIAQlcxTTMajaoxySJiWVY8Hk+n0+W9q57k8/kCgYDf73d2oFCC0LXa6T4ikslk0ul0JpPxzhM5wzCi0ajP51Nv2radSCSSyWR57wquQQAC4AUEIMBDCEDoWqFQKBwOOz+Kz2QysVjMsqzy3lUP8/l8fr8/EAioEsSQIHRS++t9stlsJpPJZDJe+0bjXxt0NwIQAC8gAAEeQgBCl+Nn8o6OlCAhBqENx+0+Xlvv42C9IXoGAQiAFxCAAA8hAKGbBIPBSCTCVA6lqAQJy4LQhpLRRwq6T6aFN5+teXziGHoYAQiAFxCAAA8hAKH76LoejUb9fr96k3N5RMQwjEAgEAgE2pkYrRCDPOW43cfL630cXj5zEGVBAALgBQQgwEMIQOhugUAgEok4K19yuVwsFsvlcuW9q7IzTVNNjKYEeVb70Uda1vuk0+lsNuvx52aapkUikWAw6LxH1WSP/8+C7kYAAuAFBCDAQwhA6AGtX7yl0+lEIuHZHWGFTNP0+/1+v98ZaCLEIPdqK/pIQfexLEtt8qL7KMFgMBwOE5HR8whAALyAAAR4CAEIPaZo+4baEZZMJvmPjqJpmopBPp/PiUFtlSAhBlWODkafbDaby+XUrz11a71dIBAIh8OF/2h4dqI8yoIABMALCECAhxCA0JM0TQuFQqFQyBkObVlWIpFIpVLlvbHeRtd1X4vj7hE7+in0oN6kI9FHTfZRiD5Fis75EpFMJhOPx1k2iJ5EAALgBQQgwEMIQOh5uq6Hw+HCHWH5fD6RSHCKc0lODPL7/e0fInbMZ9GDelY7xUeOjT65XC6Xy6kdXj1yaxVG1/VIJBIIBJz35HK5eDzO/1zoeQQgAF5AAAI8hACEcjEMIxKJOGeEiUg2m43H4yyFaIdhGGqPmM/nc1ZRCT2oHNovPlIQfUSkcKUPz7Laoo54DwaDrBBEL0EAAuAFBCDAQwhAKC+fzxeJRAo3eqTT6Xg8bllWGe+qIpimqUqQaZrOyiDpQAwSetCJO27ukWOLj7PSR3UfnlkdV9GkZ2aEoTcgAAHwAgIQ4CEEIPQGRUfF27adSqU447njdF03TdMwDNM01W+cD3WkBx19EKpQi47kHjm2+FiWlc/ncy0YVdNxfr8/EokU/qVV3/5UYJQdAQiAFxCAAA8hAKGXKDkfWi0BKO+NVSJ1oJgTgwoXWMmJJCFxexXqYOhRCnOPiFiWlStArTgJpmlGIhGfz+e8h32g6FUIQAC8gAAEeAgBCL0K86G7ibM4SCmcHyQnmIQKVUQeOqHK4yjKPULx6VKtJz3n8/l4PJ7JZMp4V0ARAhAALyAAAR5CAEIvxLqA7qZ6kGEYhmHouq5+bX3ZSYehtnQ+GJ1czWlfydajtnSpX9XeLp4ddQkmPaOCEIAAeAEBCPAQAhB6rZKTQZLJJNNVuklhDGo/DEk3tKFu1TrxKLZtO5XHaT2WZfFEqDtomqYmPTvph0nP6OUIQAC8gAAEeAgBCL1c0dlAIpJOpxOJBBmoZ2iaVrIKaZpWtI+spO7uRG2VnSK2bbeuPPl8nic8PUNN+AoGg4XfyEx6Ru9HAALgBQQgwEMIQOj9Ws+HFpFMJpNIJNgUVkbq/w5Vgpwk1NZv2lpJdHLsFmq1ThHnneo3JIYy0nU9GAwWffOyoxOVggAEwAvM418CAEBPsW1bjQhRiwjUK0m/3+/3+7PZbCKRyGaz5b5HL1I/LlK/dmRBltai5EdN06yqqpKWFV5t6ZDzgwAAGpxJREFUPQj7syqFruuF37BKJpNJJpN8wwIA0HsQgAAAvY5lWfF4PJlMFi4o8Pl8ffr0yeVyyWSSk8J6ObUqp62POkuE1FyenropdD3DMILBYOv0w5I9AAB6IQIQAKCXUgcGORlIVQO1eCQUCpGBgDIyTTMUChUe7i4M7QIAoHcjAAEAejV1eFAqlfL7/eFwWJ0UpjJQOBxOpVKpVIqNQkCP8fl8oVDI7/c777FtW636If0AANCbEYAAABXAtu10Op1OpwOBgJOBDMOIRCKhUEidGU8GArqVz+cLh8M+n895j23b6ruP8dsAAPR+BCAAQCVRGUitBjJNU0R0XQ+Hw8FgkAwEdJPC7zjFsiy+4wAAqCwEIABA5clkMplMpnArispAzmog1iMAXaJwzZ1iWZbalUn6AQCgshCAAACVKpvNZrPZwgykaZo6jjqdTqdSKc4hAk6OruvqeC/nyDYRyefzKv2U8cYAAMBJIwABACqbykCFZxJpmqZeu+ZyuVQqlU6nWaoAdJDf7w8Gg4UznkUkl8tx7h4AAJWOAAQAcINcLtfc3JxIJFQG0jRNREzTjEajkUiEBUFA+0ou+RGRbDabTCYzmUy5bgwAAHQVAhAAwD3y+XwsFovH44FAIBgMqpm1zoKgfD7PsfFAEZ/PFwwG1eo5hzp3j2wKAICbEIAAAG6jjqZOpVKmaapXtmpBkDo2PhwOZzKZVCqVzWbLfadA2ei6rjpp4YBnEWHjJAAAbkUAAgC4Vi6XK7kgKBAIBAIBFgTBm1jyAwCANxGAAAAux4IgQFjyAwCA5xGAAABewYIgeBNLfgAAgBCAAABe4ywIUq+K/X5/0YKgdDqdyWQ49giVzjRNdaZ764O9UqlUJpOhdQIA4CkEIACAR2Wz2Ww265wRpvbFOG/atp3JZNLpdDab5XUyKohpmoFAwO/3F231ctJnPp8v170BAIAyIgABADzNtu1kMplMJosmBDlbw2zbzmazalkQJQi9lmEY6m9sUfcRpvwAAAARIQABAKAUTgjy+/1+v1+9X9M09aZaE6TwQhq9hM/n8/v9gUCgaJ+XiORyObWKjSU/AABACEAAABRytsk43ccZEsSaIPQe7XSffD6fTqfpPgAAoAgBCACAEtQZSel0WtM0n8+nlgU5JchZE0QJQk+i+wAAgJNGAAIAoD3Ozq92SpCIZLNZtd3Gsqxy3zLchn1eAACg8whAAAB0SDslSER8Pp/P54tEIplMRp0vlsvlynvDqGi6rqvuU/jXzEFwBAAAJ4oABADAiWm/BDlrgtRlKgaxOgMdoaKP0vowLxFxthzSfQAAwIkiAAEAcJKcEiSlNuk4Q6NFxLKsbAtiEAppmmaapt/v9/l8pln6iRnrfQAAQOcRgAAA6AIq7sTjcWcFh2mazrIgXdedGJTP550YxOt5b1LRx/mrUvKafD7vrCBjxDgAAOg8AhAAAF1JvWKXtl/kG4ZhGEYwGJSCGMQ5Yl5Q+Peh9VgfKVgpxiYvAADQ5QhAAAB0C3VIvBOD1Mt+v99fONulMAap45zU9GhikGt0PPqwPRAAAHQrAhAAAN3OmRYUj8fbGvRrmqYzAiafz+fz+VwLFoNUEMMwzAIlo49t24W9r+dvEgAAeBABCACAHmVZVjqdTqfTImIYhhODnOnR0rIySJ0mJiIqBjlJ6Lg9KLF9yevrGyU86uIrxp/SxjVHNi5YvCUmfcdfedGoUJd8YZ2SizXU19fX799/sEmqBg4cNHDwqUMHRkucg9UjGt57ZemOzOApc6YO0du/Um30K4w+bV1J9AEAAOVFAAIAoGzUSp9UKiUFMUgFhcLLVA9y3rQsS5UgJwwVPWzYf+idefMPyDDz3PGza0r+yR+teP7P87bZtbPPu7qrv6gTZMd2L3v56ecWbDh0bBTxDRh/8ezPzL5wdJ+ez0AH1r0yb1Fs0qDZrQOQKj6Okoe1O1T0Udu72NkHAADKiwAEAECvUBiD2q8Muq77/X5nfZCqDKoEqSRkD5sxY+j8eXV7lq/4cPacU0v8YR+tXrHdFqmdNm14939l7UjvfOW++5/ZGLPFjNaMHHHaaacN6WckDh+s27h2Q/36Nx55f/XGW39469T+JbZR9RRd1wvX+HSk+DiY6QMAAHoPAhAAAL1O4QBpEdE0rWiyTOHFzoRp53Pz+T5Xzhw979FtdcvXHLhmxKmWlc/nC5efNK5e+YEtMnTatKE99jW1Zte/ft9/zt0Yl+CwT37llq9cOCRQ8LFk/YqnH/jjm3UrHrp/YL97rhnd7c9YNE3TdV3XdcMwgqYmIr5wn/79gyWH+DicfXnqN0xrAgAAvRYBCACA3s5ZV+K8x1mN0nrSsFo9NGzmzDGPbdv04V/XNHx13MijD6KWC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width="768" /></p> </div> <div id="coordinate-systems-challenges-2" class="slide section level2"> <h1>Coordinate systems challenges</h1> -<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span> -<span id="cb22-2"><a href="#cb22-2"></a><span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span><span class="kw">geom_abline</span>()</span></code></pre></div> +<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span> +<span id="cb23-2"><a href="#cb23-2"></a><span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span><span class="kw">geom_abline</span>()</span></code></pre></div> <p><img 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width="768" /></p> </div> <div id="coordinate-systems-challenges-3" class="slide section level2"> <h1>Coordinate systems challenges</h1> -<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span> -<span id="cb23-2"><a href="#cb23-2"></a><span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span><span class="kw">geom_abline</span>() <span class="op">+</span><span class="st"> </span><span class="kw">coord_fixed</span>()</span></code></pre></div> +<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> cty, <span class="dt">y =</span> hwy)) <span class="op">+</span></span> +<span id="cb24-2"><a href="#cb24-2"></a><span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span><span class="kw">geom_abline</span>() <span class="op">+</span><span class="st"> </span><span class="kw">coord_fixed</span>()</span></code></pre></div> <p><img 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" 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