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authorJohannes Ranke <jranke@uni-bremen.de>2020-05-11 05:15:19 +0200
committerJohannes Ranke <jranke@uni-bremen.de>2020-05-11 05:18:32 +0200
commit234c9059a95e104917e488a6ddd2313234a96cdc (patch)
treef6e54098f79d94578434ef727b62f7cc5d5e79b7 /vignettes/mkin.html
parentd113cd79b178fdc91aecb894707ed356129dfb75 (diff)
Avoid merge() and data.frame() in cost function
also for deSolve and eigenvalue based solutions. This noticeably increases performance for these methods, see test.log and benchmark vignette.
Diffstat (limited to 'vignettes/mkin.html')
-rw-r--r--vignettes/mkin.html112
1 files changed, 61 insertions, 51 deletions
diff --git a/vignettes/mkin.html b/vignettes/mkin.html
index 8786aa05..2ba360f4 100644
--- a/vignettes/mkin.html
+++ b/vignettes/mkin.html
@@ -1,17 +1,17 @@
<!DOCTYPE html>
-<html xmlns="http://www.w3.org/1999/xhtml">
+<html>
<head>
<meta charset="utf-8" />
-<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
+<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="author" content="Johannes Ranke" />
-<meta name="date" content="2019-07-05" />
+<meta name="date" content="2020-05-11" />
<title>Introduction to mkin</title>
@@ -1288,7 +1288,7 @@ window.initializeCodeFolding = function(show) {
// create a collapsable div to wrap the code in
var div = $('<div class="collapse r-code-collapse"></div>');
- if (show)
+ if (show || $(this)[0].classList.contains('fold-show'))
div.addClass('in');
var id = 'rcode-643E0F36' + currentIndex++;
div.attr('id', id);
@@ -1404,7 +1404,6 @@ code {
}
img {
max-width:100%;
- height: auto;
}
.tabbed-pane {
padding-top: 12px;
@@ -1466,6 +1465,7 @@ summary {
border: none;
display: inline-block;
border-radius: 4px;
+ background-color: transparent;
}
.tabset-dropdown > .nav-tabs.nav-tabs-open > li {
@@ -1478,56 +1478,12 @@ summary {
}
</style>
-<script>
-$(document).ready(function () {
- window.buildTabsets("TOC");
-});
-
-$(document).ready(function () {
- $('.tabset-dropdown > .nav-tabs > li').click(function () {
- $(this).parent().toggleClass('nav-tabs-open')
- });
-});
-</script>
-
<!-- code folding -->
<style type="text/css">
.code-folding-btn { margin-bottom: 4px; }
</style>
-<script>
-$(document).ready(function () {
- window.initializeCodeFolding("hide" === "show");
-});
-</script>
-
-
-
-<script>
-$(document).ready(function () {
-
- // move toc-ignore selectors from section div to header
- $('div.section.toc-ignore')
- .removeClass('toc-ignore')
- .children('h1,h2,h3,h4,h5').addClass('toc-ignore');
- // establish options
- var options = {
- selectors: "h1,h2,h3",
- theme: "bootstrap3",
- context: '.toc-content',
- hashGenerator: function (text) {
- return text.replace(/[.\\/?&!#<>]/g, '').replace(/\s/g, '_').toLowerCase();
- },
- ignoreSelector: ".toc-ignore",
- scrollTo: 0
- };
- options.showAndHide = true;
- options.smoothScroll = true;
- // tocify
- var toc = $("#TOC").tocify(options).data("toc-tocify");
-});
-</script>
<style type="text/css">
@@ -1541,6 +1497,12 @@ $(document).ready(function () {
}
}
+@media print {
+.toc-content {
+ /* see https://github.com/w3c/csswg-drafts/issues/4434 */
+ float: right;
+}
+}
.toc-content {
padding-left: 30px;
@@ -1621,7 +1583,7 @@ div.tocify {
<h1 class="title toc-ignore">Introduction to mkin</h1>
<h4 class="author">Johannes Ranke</h4>
-<h4 class="date">2019-07-05</h4>
+<h4 class="date">2020-05-11</h4>
</div>
@@ -1658,7 +1620,7 @@ f_SFO_SFO_SFO &lt;- mkinfit(m_SFO_SFO_SFO, d_SFO_SFO_SFO_err[[1]], quiet = TRUE)
# Plot the results separately for parent and metabolites
plot_sep(f_SFO_SFO_SFO, lpos = c(&quot;topright&quot;, &quot;bottomright&quot;, &quot;bottomright&quot;))</code></pre>
-<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAwAAAAKgCAIAAACjiI2DAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdeVxM6x8H8DPTon3ftRctoknSrqhsIYlUKHJRibgJl5t9L/vOxU3WkJCyRtoulWStFG1aVLZK+8zvj/n9uv1CSNOZZj7vP+7rzDNPz/nMNM79duac56EwGAwCAAAAgJtQyQ4AAAAA0N1QAAEAAADXQQEEAAAAXAcFEAAAAHAdFEAAAADAdVAAAQAAANdBAQQAAABcBwUQAAAAcB0UQAAAAMB1UAABAAAA10EBBAAAAFwHBRAAAABwHRRAAAAAwHVQAAEAAADXQQEEAAAAXAcFEAAAAHAdFEAAAADAdVAAAQAAANdBAQQAAABcBwUQAAAAcB0UQAAAAMB1UAABAAAA10EBBAAAAFwHBRAAAABwHRRAAAAAwHVQAAEAAADXQQEEAAAAXAcFEAAAAHAdFEAAAADAdVAAAQAAANdBAcSB8vLyHBwcnJyc9uzZQ3YWAAAAdkRhMBhkZ4AutmzZslGjRllbWw8ZMuTevXtkxwEAAGA7OAPEgZYtW2ZlZVVcXCwtLd0Nu4uPj3d2du7+nwUAAOg0FEAcSEREJDo62tfXd+/evWRn6Xo7duzQ1NRUUlKaPn3658+fW9vXrl3L9z+8vLzGxsYEQYSGhqqoqPTu3TsgIOCrJzs3b95869at7ksPAADsAQUQB7px40ZiYuLly5eVlJR+/KcYDEZVVdWX2x337GaZmZnr1q1LTU3NysqqqKgICQlpfSo4OLjpf5YuXRoUFJSZmblt27ZHjx7l5OQkJydfvHgxLy/PwsLC0NCQ+YOVlZWPHj2yt7cn5bUAAACJUABxoIiIiGfPnrm6uk6bNu2rHXbt2qWpqdmnT59FixbR6fT79++7uLgYGxuHhoa23SYIYv369VpaWpqamkFBQe16fnfYkSNHRkVFMZ8yMTFhXo3Urs/PvrTCwkJfX19paWkxMbEJEybk5uZ+2ScnJ6eoqMjNzY1KpfLx8fXq1Yufn19AQIBCoezfv3/dunWZmZlRUVF1dXXr169fvnz5z2YAAABOwIAezs/Pz9bWtrGxkcFguLu7HzhwoOP+d+7cGTBgQHl5eU1NjZubW2ho6D///CMsLJyVlcVgMNpuX7t2jUajffz4sb6+3t7ePiwsrO2zre7evTt+/Pgvhz127Ni0adMYDEZeXp6mpiadTv+yD/NnW4cKDAx0+n8bNmz46quoqKgwNjaOjIz88ilHR8dXr161DigoKCguLu7k5MRgMHJzcy0sLAYOHLh58+acnBxfX98ffpsBAICj8JJdgMGv8vb2VlRUjImJERcXz8/PP3nyZMf94+LiPn36NHnyZIIgKisrGQyGlZXV4MGDdXR0mB1at+Pi4ry8vMTExAiCmDVrVmxsrI6OTtueHQ978ODBpUuXNjU1nT171svLi0KhfNln0KBBbQf56omlL4WFha1evXrlypVfXkB948YNMTExDQ0NgiASEhLi4+Pv3bsnKiq6YMGCEydOTJ06NSkpidnT09Nz8+bNP7I7AADgPCiAejzm1b4NDQ0LFiwIDw+nUCgd9xcWFvb29g4ODiYIgk6n0+n09PR0YWHhth2YGwwGo3U0KpXa0tLS9tnvDsvLy2tmZnbnzp2IiIjIyMiv9mktR34QnU738vL69OlTUlKSoqLilx1Onz49btw45vbVq1ednJyYNdacOXNOnjw5depU5lNJSUmampqKiorLli2LiYmRkpIKCwtTUVH5qTAAANBz4RogDpGcnDxkyJD+/ft/t6eDg8Pp06ffv3/f3Nzs6up66NChb/W0sbEJDw+vqalpbGz866+/hg4d+rPDurm5bdy4UVJSknlK5ru7XrRo0fj/t3HjxrYdLl26VFZWdunSpdbqh8FgZGdnNzc3EwTR2Nh49erVkSNHMp/q169fZGRkZWVldXX1xYsXDQwMWscJDQ1dtGjRmzdv0tLSHj165O/v//fff3/3rQMAAI6BM0CcIDU1NT4+fv78+T/SeeDAgfPmzTMzM/v8+bOjo+Ps2bPT09O/2tPR0TE9PZ1GozEYDCcnJ09Pz7S0tB8fliCIsWPHzpw5c9++fd/q0+4M0He/AktISLh7966goCDz4aRJkw4fPqyrq5ufn6+mpnbjxg0DAwMJCQnms1OnTn327Bkz/4gRIxYvXsxsP3fu3KhRo0RERERERAYOHGhsbCwmJnb69Onvv3cAAMApMBN0j9fc3Dx48OC9e/cKCwt/+PBBVFTUyMiI7FAAAABsDWeAerytW7eampqam5sTBOHr6/vmzZvLly+THQoAAICt4QwQAAAAcB1cBA0AAABcBwUQAAAAcB0UQAAAAMB1UAABAAAA10EBBAAAAFyHhbfB0+n0zMzM0tLSlpYWJSUlGo3Gw8PDut0BALQqKyuTlZXl4eFJS0vLysoyMjLq168f2aEAgI2w6jb4uLg4b29vQUFBXV1dBoORk5NTV1d37NgxW1vbHxwhKSnpypUrrMgGAJ2jqqrq5+dHdorv27Vr16ZNm3Jzc7du3Xrs2DFra+u7d+8uXbrU19f3B0fA8QeA3XT58YdVBVD//v0vXbqkqanZ2lJcXOzi4nL//v0fHGHx4sXPnj0bMmQIK+IBwM/6+PFjeHh4UVER2UG+T1VV9cmTJ+Li4srKyo8fP5aSkqqoqDA3N8/Nzf1q/1GjRrU7NFVXV/fu3fvHCyYAYClWHH9Y9RVYS0uLgoJC2xY5ObmfHcTW1jYoKKjrQgFA5xUXF4eHh5Od4ofIyMg0NTURBCElJcX85l1UVFRISOhb/S9evFhXV9e2xd7eXlFRccmSJayOCgA/ghXHH1YVQP7+/jQazdLSUldXl0KhZGdnp6Sk/OBqnT+iqKho7dq1xcXFpqamampqGhoaNjY2XTU4APRoGzdutLS0HDNmTN++fW1tbR0cHGJiYmbMmPGt/gICAgICAm1beHmxTBAAh2PVP3I/Pz9HR8fY2NjS0lIKhWJiYrJixQo1NbUuGbyoqEhHR4ePj4+fn//atWuqqqoSEhKamprnz5+nUnFfGwC3GzFiRGpqanR0tIyMjI6OjpycXEREhL6+Ptm5AICNsPCvHBUVFVNT09a7wJSVlbtq5EWLFsnIyKSnp+vq6p46dcrDw+PFixfDhg2LjY11dHTsqr0AQM8lJibm4eFBdgoAYF+sOl8SFxenqanp4eFx+PDhI0eOTJs2TVtb++7du10y+KtXr4yMjAoLCzU0NNzc3CgUSn5+vqWlZVZWVpeMDwAAAJyNVWeAAgICmDVQa0vHd4Hdu3evvLy8bUtGRsa35u0wMzM7fvx4QEDA06dPFyxYQKFQ1NXVb9++HRIS0oUvAeBbnj17Fh0dTXaKrmFjY2NmZkZ2CgCA7sYud4Hdvn37xYsXbVsePnz4+fPnr3bevHlzVFTUiBEjWlpadu3apaOjo6enN2LECHt7+19PDvBd58+fv3nzppWVFdlBftXjx49fvnyJAggAuBC73AW2evXqdi2mpqaSkpJf7SwkJPTq1avLly/fu3fvzJkz69at09PTwxWO0G0YDIa9vf2qVavIDvKrjhw5kpKSQnYKAAAS9Mi7wAiC4OPjc3FxcXFxKSsre/r0qYuLS1eNDAAAAByPhXeBqamp+fj4sG58pq1btxoaGk6ZMkVbW5vV+wIAAADO0LNnzbl3756VlVVTU5O+vv6+ffvIjgMAAAA9A6vOALm7u3+1/fTp0121i4aGBnd39+PHj1tbW+vr669evdrMzGzgwIFdNT4AAABwKlYVQIsWLZo0adL06dMtLS1ZtIsXL17Iy8vb2dkRBHHgwAEXF5dbt26hAAIA+BEvXrzYsWPH27dv7ezsfHx8sPoHcBtWfeKNjY29vLwGDRrELFBYQV5evqSkpL6+XkBAwN7eXlRU9J9//mHRvgAAulNtbe2pU6fevn07dOhQCwuLLh8/Ly9v2LBhixYtGjVq1N69e58/f46rCIDbsLDkX7lyJesGJwhCUVHR0dHRwcFh0qRJ6enpoqKiCQkJ2dnZOjo6LN0vAABLffz4cfDgwUZGRtra2tOmTZs3b96CBQu6dhcnT56cMWNGYGAgQRD29vZKSkrbt2/v1atX1+4FgJ317IugDx8+7Ofnl5eXZ2RklJqaumLFijlz5jAYDLJzARD19fWFhYV0Op3sIP/15s0ba2trslPADzl69KiVlRVzkrN79+6tWrWqpaWla3dRXV0tLS3N3BYWFubl5a2vr+/aXQCwuZ5dAFGpVHd39507dy5YsEBERGTu3Ln19fVbt25FDQTkCg0NVVBQsLa21tDQuHfvHut21NjYWF1dzbrxgRSFhYX9+/dnbvfu3Zufn//du3dduwtHR8cDBw48ffq0vr5+zZo1AwYMEBcX79pdALC5nl0AtRMaGvrs2bMlS5aoq6snJyeTHQe4VEpKysGDB7OysgoKCo4dO+bu7t7U1PRTI+zduzcgIMDNzW3YsGHr1q0jCKKlpWXGjBkaGhrGxsY7d+4kCOL27duenp66urrXr18nCGLlypXa2to0Gi0sLIz57MyZMxcuXOjk5DRv3jyCIBYvXvz06dP169d3/QuGrmZubn7u3Lna2lqCIK5evSouLi4rK9u1u7C1tV26dKmjo6OUlFR6evqJEye6dnwA9sc5l/0nJCQcOXIkNzd3586dSUlJbm5ur1+/5uHhITsXcLKdO3eGh4e3aywrK2tpaRkzZgzz4fv372k0mqCgYNs+fHx8u3btMjEx+dbIN27cePLkCYVCsbW1dXBw4OPja2hoePXq1cePH/X19QMCAgiCuH379sOHD+Xl5a9evZqUlPT48eP6+npLS0tTU1OCIC5dulRSUsLPz9+3b9+ioqItW7YUFhYuX768i98CYIFJkybdu3dPTU1NQUGhpqbm7NmzrNjLzJkzZ86cyYqRAXoEjiqAJk2aJC8vHxwcbGhoyGAwcnNzcUE0sJS7u/uXS6LGxMTExcWFhoYSBPH58+exY8fu3r37y+8XDAwMOhjZwcGBeVvy2LFjExMTAwMDt23bxlz/7v3798w+tra28vLyBEEkJiaWlZVNnjyZIIj6+vrHjx9LS0vb2try8/MTBKGmptbY2CggINA1rxn+h8FgXL58+cGDB2pqatOmTWtX4/4KCoWyZ8+eFStWVFRU9O3bl4+Pr6tGBoBWnFMAKSgoxMTEHDt2rLi4eNasWUuXLsUdDcBqcnJycnJy7Rr19PTOnTu3bds2Go127tw5T0/PYcOG/ezIzc3NrRt8fHwJCQl+fn6zZ8/28vI6f/488ykhIaHWjYCAgFmzZhEEQafTKRRKXFzct9YS5kKHDh2aPXt2lw/r7++flpbm5OR08+bNgwcPJiUldW2V+dVPFwB0Fc4pgMaOHTt37tzU1FQdHZ3ExERZWdnVq1cfO3aM7FzAdYSEhFJSUo4dO1ZYWLhs2TInJ6dODHL9+vXPnz8zGIwzZ84cOXLkypUrHh4e8+bNe/Lkydu3b9td5m9jY7NixQovL6+mpiZDQ8Nbt259dcwuv5OIbTEvhGq1Zs0a5p9DXl5eXbWL8vLyc+fO5efnM8vQ0aNHX7582dXVtavGB+Aer169OnHiRENDg4uLS3fOZsw5BVBsbKy9vb29vX1RUZGnp+fcuXPj4+NjY2NHjRpFdjTgOsLCwv7+/r8yAo1Gs7Ozq6qq8vLyMjExERYWnj9//pUrV/r16+fu7r5hwwYzM7PWzkOGDBk2bNjAgQMbGhqCgoLU1dXz8vJan5WXlxcUFJSWlq6pqVmxYsWaNWt+JViPcP369YsXL3p6ejKrk/r6+kePHhHfLoAOHjz4+vXrti3FxcUdn84pKSlRUVFpPQmnq6v75s2brkkPwE0ePXo0YsSIGTNmCAsLjx07dt++fZ37o7ETOKcAKiwspNFozItDCYLYsGHD4sWLfXx8Hj9+jNs7ocexsLBgTlLHpK+v/+V5nbbTrK9YsWLFihVtn2p9tvUGn8ePH7MqLps5derU+fPnt2/fHhISYmFhcevWre3bt3fQX1RUtN03hlQqlUKhdPAjenp6JSUliYmJVlZWZWVlly5dOnPmTNekB+AmoaGha9euZX5JbWVltWTJEhRAP83c3DwgICAwMFBCQiIxMfHDhw9Tp0598ODBggUL8EUYALeZOHGitbW1n59fVFRUQ0NDx509PDzatURGRoqIiHTwIwICAuHh4W5ubgICAu/evfvzzz87uKcPAL6ltLS0T58+zO2+ffuWlJR02645pwCys7NzdnbW0tJSUlJ69+5deHg4Ly9vaGgojUa7cOGCi4sL2QEBftTcuXPJjsAJ5OXlL1y4cPz48SdPnrBifHt7+/z8/IKCAkVFxdbvwgDgpwwZMuTQoUMWFhZ8fHx79uyxsbHptl2zsACi0+mZmZmlpaUtLS1KSko0Go3Vs/KsXbt24cKFJSUlffr0YV7zKCQkFBYWNmHCBCsrK+YNwwDAVTw9PT09PVk0OC8vr5aWFosGB+AGS5Ys8fLyUlBQ4OPj09fXj4iI6LZds6oAiouL8/b2FhQU1NXVZTAYOTk5dXV1x44ds7W1ZdEemaSkpKSkpNq2mJube3l5+fr6Tpgw4ebNmzIyMnPnztXU1GRpDAAAAPguAQGBs2fPvn//vrm5uctnPO8YqwqggICAuLi4tnVGcXGxi4vL/fv3WbTHDqxevVpVVTUlJUVfXz8/P9/MzOzBgwfq6urdnwQAAADaIWXeMlatBdbS0qKgoNC2hcQZvXh5eT98+FBZWTlkyBALC4u6urpdu3aRFQYAAABIx6ozQP7+/jQazdLSUldXl0KhZGdnp6SkzJ8/n0W761hNTU1TU9OGDRsuXLiQnJycmpqKpVLhF71///7Vq1dkp/hVlZWVZEcAACAHqwogPz8/R0fH2NjY0tJSCoViYmKyYsUKNTW1b/U/efJkcXFx25aSkpKuWluHSqVSqVSCIOTk5AIDA58/f25sbNwlIwN3UldXDw8Pj46OJjtIF8BymADAnVh4F5iMjAxzJtY3b94kJCRUVVV1UADV1dW1LvHIRKfT283332mioqIDBgw4evRocXHxtWvXJCUlf/vtty4ZGbjT9OnTp0+fTnYKAADoPFYVQMePH583bx4fH9/KlSt37Nhhbm6emJi4YMGCBQsWfLX/lxXJnTt3REVFuyrPuXPnpk2bVlpaKiAg0NjYaGpq2lUjAwAAQI/DqgJo1apV2dnZvXr1UlVVvX79uoWFRVVV1aBBg75VALGalpZWcnJyTU2NoKDgqlWrPDw8bt26xfxeDAAAALgNqyoAOp0uJSUlLi4uLCwsLS1NEISIiEjHa+t0AxERER4enpUrVzY3N2/ZsoXcMAAAAEAWVp0BcnV1NTU15ePjs7e3nz59+pQpU65fvz58+HAW7e6n8PLynjp1avDgwebm5t056zYAAACwCVYVQFu2bImPj+fl5bW0tLx161ZsbOyYMWPY534TZWXlkydPenh4pKamKikpkR0HAAAAuhUL7wJrPblib29vb2/Puh11ztChQ318fCZNmnT37l0+Pj6y4wAAAED34eqrgJcvXy4uLr58+XKygwAAAEC34uoCiEqlnjhx4sKFC2fPniU7CwAAAHQfFn4F1iNISUldvHjRzs6uT58+AwcOJDsOAAAAdAeuPgPENGDAgIMHD06cOBHrIgEAAHAJFEAEQRATJkyYOHGiu7t7c3Nza2NMTIyVlZWOjo6Pj8+7d+9IjAcAPys9PT0qKurjx4+tLZyxdhsAdBUUQP+1adMmQUHBhQsXMh+mp6fPnj37zz//vHLlCpVK9fT0JDceAPy4kJCQCRMmREREGBoaZmRkMBtnzZpFbioAYCvcfg1QKyqVevLkSQsLi/379/v6+kZGRvr6+o4cOZIgiN27d0tLS1dXV3fh2mQAwDp79ux5+PChtLR0Zmami4tLRkZGx/94P3/+3NDQ0Lalubm5qxZjBgD2hALoX6KiopcuXbK0tOzbty8PD0/r12F0Op0gCCwcBtBTCAoKMiseQ0PDOXPmLFiw4MiRIx30d3V1TU5ObttSXV1N+tI9AMBS/xZA9+/f//JpAQEBQ0PDbsxDMk1NzbNnz06aNOnQoUO+vr59+/bV1tbeuXPniBEjhIWFyU4HwOGysrISEhJmzZq1Zs2a69evr1u3bujQoZ0Yx9nZmUaj+fj4zJ8/PzAw0NnZ2c3N7fPnz9/q/+XlQaamprKysp3YNQD0FP8WQDt27CAIoqSkJDEx0cjIiJeXNy0tzcfHZ8+ePeTFI8GQIUN27dq1cOHCAwcOHDp06O3bt3Z2dpgsEaAbTJ48ecmSJU+fPo2Ojt6xY4efn9+jR486Mc7GjRsdHR3Ly8sJgqBSqZGRkWfPnpWUlOzqvADQg/1bAJ0+fZogCAcHh6ysrD59+hAE8fr169mzZ5MWjTyTJ0/Ozs5ev379nTt3hISEyI4DwC1qa2s9PDxWr17t4eFhYWHR7rqcn2JlZdW6zcPD4+Hh4eHh0RUZAYBDtL+upbCwUFtbm7mtrq5eUlLS7ZHYQnBwsL6+vpubW0tLC9lZALiFqqpqYGBgWFjY1KlTd+3ahT8/AL6KeWUq/KL2BdDgwYM9PT3v3r179+5dLy+vQYMGkRKLdBQK5a+//qJSqT4+PmRnAeAWERERvXv3PnPmjIyMzLt3706dOkV2IgD2cu7cOQ0NDQEBATMzs8zMTLLj9Gzt7wI7fPjwgQMH9uzZQ6VSraysfuUrMDqdnpmZWVpa2tLSoqSkRKPReHh4fi1tt+Lh4Tl58uTQoUNXrVq1atUqsuMAcDJfX9/W7ZcvXx47dowgiB07duzfv5+8UADs5fnz5wsXLrx8+bKhoeHp06ednZ1zcnJ4eXE3dye1f+MEBARGjhzZu3fviRMnFhQUCAgIdG7cuLg4b29vQUFBXV1dBoORk5NTV1d37NgxW1vbX43cXT59+nT8+HEbG5sjR47IysrOnTuX7EQAHGvMmDFkR/gJ1dXVJ06cKC8vHzZs2JAhQ8iOA9zi9u3bLi4uzGUrp06dGhIS8uLFi/79+5Odq6dqXwCFhYVt2rSpvr7excXF3t4+KChozpw5nRg3ICAgLi5OU1OztaW4uNjFxeWrN9uzoffv35uYmFhaWmppafHz8wcHBwsJCc2YMYPsXACcydHRsV0Lg8HYsGHDl+2k+/Dhg4mJiZmZmba29m+//TZr1qygoCCyQwFXEBcXf/v2LXO7ubm5qqpKQkKC3Eg9WvtrgLZt25aUlGRgYEClUjMzM7du3dq5cVtaWhQUFNq2yMnJdTIjGY4ePWpnZxcWFrZixYrExMSmpqY///wzMjKS7FwAnGzHjh1KSkqCgoJqampCQkKvXr0iO9FXMM9kh4eHr1y5Mj4+ft26dW3XEARgnXHjxt2/f3/JkiURERGurq6DBg1SUVEhO1QP1v4MUE1NTevXXnx8fL169ercuP7+/jQazdLSUldXl0KhZGdnp6SkzJ8//5fCdqM3b97o6ekxtxUVFQUFBf/++++pU6dKSEgMGzaM3GwAnOr48ePPnz9fu3bt9OnTGQzG7t27yU70FcXFxfr6+gRBMBgM5sHh3bt33/0Dj06nFxQUSEpK4k926DQJCYnk5OTt27dfuHDB2traz8+P7EQ9W/sCaMqUKePGjSsrKzt06NCpU6dcXV07N66fn5+jo2NsbGxpaSmFQjExMVmxYoWamtq3+m/cuDE/P79tS35+PonXdllaWoaEhHh7e4uJiV28eFFKSsrBweHixYvOzs4RERE2NjZkBQPgYO/evRMXF7e2to6Pj/f393/+/DnZib7CwsIiKChoy5Yt796909fXFxQU/G71k5mZ6erq2tTU9P79+2nTpu3cuRPrbEDnKCgobN68mewUHKJ9hREcHHzjxo3ExMTy8vK1a9daW1t3euhevXrNmjWLh4cnLS0tKyurpqamg87GxsbS0tJtW27evCkoKNjpvf8iFxeX5ORkNTU1GRkZBoNx9uxZgiAsLCyYReGVK1cGDx5MVjYATmVrazt16tStW7cOHz68urqaPecBkpKSev/+PZ1OV1dXLywsVFJS+u6PeHp6rlq1yt3dvbq6etSoUWfOnHF3d++GqADQEcb/U1RU9PHxSUhIoNPpjF+wc+dORUXF2traNWvWaGhoeHp6qqqq7tu378dHGDx4sKOj469k+HXv3r17+fIlc13oVlevXpWXl3/w4AFZqQBIUVRUpKyszNJdNDc3p6WlMRiM+Pj44ODgZ8+esXR3Hejg+LN48eItW7ZUVVVlZWU1NTVJS0tXVVV1MNTHjx/FxcVbH+7du9fPz6+L4wJwOlYcf9pfBP3ixQsrK6vt27f369fvjz/+ePr0aefqqtDQ0BcvXggJCR08eDAtLS0sLCwtLa3Tl1STRVJSUltbu930RaNHj/7777/Hjh3bU+5oA+gpPnz4oK6uXlVV1a9fv4CAgB85udL9mHfiSElJ6ejo1NfXNzY2dnymSkREhEqlFhcXMx++ePFCWVm5W5ICQEfafwUmLi4+ZcqUKVOmZGZm+vv7b9q0icFgdGJcGRmZpqYmgiCkpKSYBYSoqCh7ntDuhJEjRx49etTJyenSpUumpqZkxwHgECNHjmRuVFRUFBQUeHp6hoWFkRvpS1OnTjUzM5OQkNDW1j548KCnp2fH86VRqdQVK1YMHTrU09MzPz8/Li4uNTW129ICwLe0PwN07969oKAgfX39uXPnTpgwoaCgoHPjbty40dLSMjAwsG/fvra2tosXLx40aJCXl9cvB2YXo0ePPnbs2Lhx4xISEsjOAsAhUv8nPz8/PT2dPae4VVVVTUhIKC8vv3jxopub286dO7/7IwsWLDhy5EhjY+OAAQMyMjJkZGS6IScAdIzS7gTPsGHDXFxcJkyYoKio+ItDf/r0KTo6uqCgoKamRk5OzsHBgXnv6A8yNTmRl30AACAASURBVDWVlZWNjo7+xRgsFR8fP3ny5OPHjw8fPpzsLACsVVxcbG5uXlRU1G17NDY2Tk9P77bdtdUjjj8A3IMVx5//+wOrurp67ty5Li4uXTK0mJiYh4dHlwzFtmxsbC5cuDBhwoTDhw+PGzeO7DgAPdvChQtbt58/f45J3gCAdf6vAOrVq1dQUJC1tXXPmrWZXJaWljExMWPHjv3w4YOnpyfZcQB6MCsrq9ZtOzs7TLgFAKzzfwUQPz+/lZXVwIEDbWxsWi9YPnz4MBnBehJjY+O4uLiRI0eWl5djVSCATmDeU9nu9qhXr14ZGhqSlKgr1dfXh4aG3rx5U0ZGJjAw0MLCguxEAPDFXWBeXl6cdKlyt9HV1U1ISBgxYkRVVdXGjRsxzSvAT9mxYwdBECUlJYmJiUZGRry8vGlpaT4+Pnv27OncgHQ6PTMzs7S0tKWlRUlJiUajtZvPojv5+fm9f/9+3bp1r169mjhx4rVr1wYMGEBWGABgal8A2dnZZWVlPXnyZOLEiQUFBerq6mSk6pFUVFSSkpKcnJxcXV3Dw8M7vjMWANo6ffo0QRAODg5ZWVl9+vQhCOL169ezZ8/u3GhxcXHe3t6CgoK6uroMBiMnJ6euro65iGkXZv5BjY2N58+fLy8vFxQUtLa2Li4uPnPmDAogANK1L4DCwsI2bdpUX1/v4uJib28fFBQ0Z84cUpL1RJKSktevX/fw8Bg7duyFCxfExMTITgTQkxQWFmprazO31dXVS0pKOjdOQEBAXFycpqZma0txcbGLi8u3Ji9dvnz5y5cv27a8ePEiLy+vdTHEefPmMdcFunr1atupiX6k/ejRo3V1dZ6enhQKZd68eczFUzsxDtrRzs3tBw4c+PjxI9Gl2hdA27ZtS0pK8vLyolKpmZmZRkZGKIB+iqCg4Pnz5xcsWGBlZRUdHa2qqkp2IoAeY/DgwZ6enjNnziQI4ujRo4MGDercOC0tLQoKCm1bOr6xY9SoUTQarW1LamqqqKjopEmTmA+ZJ6UIgjAwMGht/MF2Nze3goKC6urq8ePHv3v3bteuXSdOnFBRUfnZcdCOdm5ud3R07PLVF9rPA6SlpfXkyZPJkydfuXKlsbHR2Nj4yZMnXbvLH9TT5+E4dOjQ2rVrIyMjTUxMyM4C0AW6YR6g+vr6AwcOJCYmUqlUKyur2bNnd+6r5H379u3YscPS0lJXV5dCoWRnZ6ekpMyfP9/Hx+cHR+ja409VVVVQUNDNmzdlZWX/+OOPtod4APgRrDj+tJ8JesqUKePGjXv9+vWhQ4eGDx/eegYYftbs2bP3798/ZswY5kry35KVlZWQkFBdXd1twQDY0KhRoyorK+fNm/fs2TNJSUlxcfEnT57Mmzevc6P5+fndvHnT1NT08+fPnz9/NjExiY2N/fHqp8tJS0sfPXq0qKjo4cOHqH4A2ET7r8DWrFlz9erVxMTE8vLytWvXMr9+g84ZM2bMrVu3xo8fn5GRsWHDBir1/8rNlpYWd3f31NRUFRWVly9fnjx5ctiwYWRFBSCXm5ubkJCQm5tbVw2opqZGYsUDAOyv/RmgrKyskpKSjRs3MhiMpUuX3rlzh5RYHKN///7//PNPSkqKi4tLu9M84eHhHz9+fPny5b179yIiImbMmEFWSADSeXl5CQkJ9e7d+9WrV3Z2dklJSStWrGj3NwMAQBdqf3yZPHmysLDw06dPo6OjQ0JC2s5MD50jKyt78+ZNBQUFU1PT7Ozs1vaMjIwxY8Ywl3u0trauq6urqKggLyYA+XD8AYBu074Aqq2t9fDwuHDhgoeHh4WFRUNDAymxOAw/P//+/fsXLVo0ZMiQqKgoZqOWllbrNe0vX76k0+lYIxq4HI4/ANBt2l8DpKqqGhgYePHixQcPHuzatat1QQz4dd7e3v379580aVJycvKGDRt+++23v//+28HBQVtb+/Lly9u2bcP80cDlcPwBgG7T/gxQRERE7969z5w5IyMj8+7du1OnTnV6aDqdnpGRERMTc+XKlfT09JaWll+LyglMTEzS09OfPn06bNiwDx8+3L9/39fX19DQ8Pbt21hIFaALjz8AAB1rfwZIRkbG1NT03r17KSkpzs7OOjo6nRuXraaiZyvS0tLR0dEbN24cNGjQkSNHJkyYQHYiAHYhIyMzevToJ0+emJiYTJ8+HUvxAADrtD8DtGLFiunTp5eVldXW1k6dOpW5QmEnMKeif/HixcWLF6Oiop4/f56QkLBkyZJfDswJqFTq8uXLL1686O/v7+/vX1hYSHYiALYQFhbm7Oy8ePFiBoNhb29/8OBBshMBAMdqXwCdPHkyIyMjNDR02bJlKSkpnT4A/exU9FzI1NR0/PjxBw8e1NbW7tOnz9OnT8lOBEAy5lI8BgYGzKV4tm7dSnYiAOBY7b8CU1BQaJ17g0KhiIuLd25cf39/Go325VT0vxSWs0RFRcXHx5eXl0dHR/v7+48YMaK4uBjXQQM3q6mpaV37go+Pr1evXuTmAQAO9m8BtHPnToIgtLS0DA0NHR0dGQzG1atXOz1ru5+fn6OjY2xsbGlpKYVCMTExWbFihZqa2rf6z507Nycnp21LVlZW53bdU8THx0+bNk1KSsrT09PU1NTAwGDEiBFhYWGKiopkRwMgB3MpnrKyskOHDp06dQpL8QAA67Q/A2RsbGxsbMzcnjdvnqSkZKeHbjsV/aFDhzqofgiCmDt3bklJSdsWf3//X9k7+5OXl8/NzWVuS0pKCgkJmZmZGRkZbd++3d3dndxsAKTAUjzQ5aqrq0VERHByHb70bwEUEBBQWVm5bdu29PT0uro6IyOjxYsX9+7du3PjhoWFtX24Zs0a5tlsLy+vr/bX19fX19dv2yIuLs6cJZlTeXt7m5iY0Ol0bW3to0ePLlq0KDg42MnJycvL6/z583v37m13ERUAN3B0dHR0dGRu19TUiIiIkJsHeq6MjAwvL6/8/HweHp7169f7+fmRnQjYy78XQb969crIyIhCoSxbtmzz5s2KiopmZmZtl274KdevX/fx8UlOTn706NGjR4/q6+uZG10UmxPIycmlp6erqKgUFRVt3rw5ODiYIAhjY+P09HR9fX1DQ8Pjx4+TnRGgm2RkZIwcOdLExGTlypVVVVW///776NGj+/TpQ3YuThYZGWlsbKyiojJ9+vTKykqy43QxOp0+ceLEP//889OnT48ePdq6dWtKSgrZoYDNMP5n3Lhx586dY7Rx9erVsWPHMjrr3LlzFhYWSUlJDAbDwMDgZ3988ODBzEuRuFNGRsbAgQMdHBxyc3PJzgLAYDAYRUVFysrKLBrc0NBw3bp1iYmJs2bNUlRUXLly5Z07d16/fs2i3X0Xxx9/UlJSVFVV79y5U1RUFBAQMGrUKLITdbHc3Fxtbe3Wh8uXL1+3bh2JeeAXseL48+8ZoMePH7eblG/06NEvXrzodGk1ceLEyMjIrVu3Ll68GGv6/CwajXb//v2RI0eam5tv2rSpqamJ7EQALFRZWbl8+XJLS8uNGzc2NzevWrXK1tb2VyZCTE9Pj4qK+vjxY2tLdHR0FwT9tsLCwoCAABcXl23btrH/ES8qKsrPz8/W1lZZWXnbtm3JycnV1dVkh+pK0tLSVVVVnz9/Zj4sLCyUlZUlNxKwm38LIF5e3ubm5rbPNTc3t94S3zny8vIXLlwwMDDQ0tL6lXG4Ey8v7++//56ampqcnGxoaHjnzh2yEwGwCh8fH3NDWlpaWFj4F0cLCQmZMGFCRESEoaFhRkYGs3HWrFm/OGwH3r59a2lpKSUl5eHhER8fz/4r2/Dz89fX1zO3m5qaGAwGh11zKSEhMWnSJFtbW29vb2dn58TERNxUCO38+4m3s7PbsmXLn3/+2dqyd+9eKyurX9+Hp6cn+x8O2Jaamtrly5cvX77s7e1tbm6+ZcsWZWVlskMBsLU9e/Y8fPhQWlo6MzPTxcUlIyNDVFSUpXuMjIwcMWLEypUrCYIYO3assrJyRUUFO59ycHNzs7OzU1NT09bW3rFjh5OTk6CgINmhuhiNRouIiPj48WNtbW3fvn1xQT208+8Jni1btkRHRw8fPjwkJGTHjh3jx48/evRoSEgIieGg1bhx4549e6alpUWj0TZs2ND6pxsAZygoKBD9n7bbnRtNUFCQ+bOGhoZz5sxZsGBBl4b9io8fP8rIyDC3+fn5xcXFP336xOqd/gp9ff2oqKgrV6788ccf/fv357xVR+rr65ctW/bkyZPs7OyioiIqlXrhwgWyQwF7+fcMkJiYWEpKSlRUVHp6elNT0+TJkydNmsRhJ0V7NCEhobVr13p7ewcGBurr62/atGnSpEmY3AI4Q11dXReO5uzsTKPRfHx85s+fHxgY6Ozs7Obm1no5yJeeP3/ebh6yjx8/SkhI/PgeR4wYMXbsWFdX1/79+//111/8/PyampqdfwHdwtTUlINrgoKCAgUFBeb5cgqFYmVlxfGT68LP+r/6hkKhODs7Ozs7k5UGvktDQyMyMvLu3buBgYE7d+4MDQ01NzcnOxTAr+raVS82btzo6OhYXl5OEASVSo2MjDx79mwHE6vu27ev3ZQfpaWlP1UA0Wi00NDQSZMmFRUVWVlZRUZG4o8TcmloaFRUVLx48UJPT6+pqenGjRuLFy8mOxSwFwqDwSA7w9eZmprKysqy+saNnotOp4eHhwcHB5uYmGzYsEFHR4fsRMDhiouLzc3Ni4qKyA7SHX7k+MNgMM6dO/fPP/+oq6vPnDnz16/dhq4VERExb948Y2Pj7OxsCwuL48ePoyrtuVhx/Pmlm7yARFQq1cvLKzs729TU1Nraes6cOcXFxWSHAmBHtra2rBh29uzZO3fuVFFRefDggbm5edd+iwe/ztXV9fHjx/7+/pcuXQoPD0f1A+2gAOrZBAUFFy9enJ2dLS0tTaPRfv/997dv35IdCoC9tLS0dPmYZWVlly9fvnXr1sKFC0+cOKGmpnbp0qUu3wv8Inl5+dGjRxsYGJAdBNgRCiBOICkpuWHDhmfPnrW0tOjr6wcFBaEMAmjFimk4SktLe/fu3XrreJ8+fcrKyrp8LwDAOiiAOIe8vPzOnTsfP37c2Nior6//+++/t7uxBYA7sWIKRH19/fLy8ri4OIIgiouLL168iLXrAXoWFECcRklJiVkGUSiU/v37+/r65uXlkR0KgNP06tXr1KlTM2bMUFFR6d+/f2BgoLGxMdmhAOAnoADiTEpKSlu3bs3OzpaRkTE3N3dzc3v48CHZoQA4io2NzevXr1NSUsrLy/39/cmOAwA/BwUQJ5ORkVm7du2rV69MTU3Hjx8/bNiw6OhoOp1Odi4ADkGlUpWVlfn5+ckOAgA/DQUQ5xMREVm4cGFeXt6sWbNWr16tp6e3e/duDlv5GQAA4KegAOIWfHx87u7uqampR44cSUhIUFdXDwgIwNzwAAA9y/Pnz2NiYnCPy69jYQFEp9MzMjJiYmKuXLmSnp7Oiqk4oBOsrKwiIiIyMzPFxMSGDRtmb29//vz5pqYmsnMBAMB3zJkzZ/To0Xv37jUyMjp27BjZcXo2Vq11GhcX5+3tLSgoqKury2AwcnJy6urqjh07xqIpWeFnKSsrr127Njg4ODIycu/evfPmzZs+ffrMmTO1tbXJjgYAAF9x8+bNBw8eZGdn9+rV6/Xr14MGDZo4caKoqCjZuXoqVhVAAQEBcXFxbddDLi4udnFxuX//Pov2CJ3Az8/v5ubm5uaWk5Nz+PBha2vrvn37ent7u7i4iIiIkJ0OAAD+9fjxYzs7O+bKwRoaGhoaGjk5OZh/odNY9RVYS0uLgoJC2xY5OTkW7Qt+Xd++fUNCQgoLC3///ffIyEhVVVUvL6/bt2/jljEAUvzzzz8uLi5WVlYrV678/Pkz2XGALejo6CQnJzMPy+Xl5a9fv9bS0iI7VA/GqjNA/v7+NBrN0tJSV1eXQqFkZ2enpKTMnz+fRbuDLsHHx+fk5OTk5FRRUXHq1KklS5aUlpa6u7tPmTLFyMiI7HQA3OL58+fOzs6bNm3S1tbetWvXb7/9durUKbJDAflGjx599OjRgQMHGhkZ3bp1688//5SQkCA7VA9GYTAYLBq6oKAgNja2tLSUQqEoKCiMGjVKTU3tW50dHR1TUlLatlRXVxsaGqalpbEoHvyIFy9enDp16tSpU3x8fJMnT3Z1de3Xrx/ZoYAcxcXF5ubmRUVFZAfpDqamprKystHR0aTsfdWqVQwGY/Xq1QRBNDY2ysrKlpaWCgkJkRIG2E18fPzr168HDx6sr69Pdpbuw4rjD6vOABEEUVlZqaCg4O7uLi4uzmyJjo4eM2bMVzufO3euoaGhbYu9vb28vDzr4sGP0NPTW7t27dq1a1NTU8+cOTNq1CgREZGJEye6uLgYGhqSnQ6AMzU2NrZe2crLy0ulUpubm8mNBOzDxsbGxsaG7BScgFXXAIWEhEyYMCEiIsLQ0DAjI4PZ2MGShEJCQpL/j5eXl0KhsCge/CwTE5OtW7cWFBQcPXq0rq5uwoQJWlpaQUFBiYmJmOAAoGuNHz9+//79cXFxRUVFv//+u5mZmZiYGNmhADgNqwqgPXv2PHz48NSpU5cuXZo0aRLmHeYMFArFzMwsJCQkLy8vMjJSWFh4/vz5ioqK3t7eFy5c+PTpE9kBAb7i0KFDZEf4OYMHD969e/eSJUssLS0/ffoUHh5OdiIADsSqr8AEBQWZp3ANDQ3nzJmzYMGCI0eOsGhfQApDQ0NDQ8NVq1YVFhZeuXLl8OHD3t7eJiYmo0aNGjlyJC4VAhKFhYW1fbhmzRrmncNeXl4kJfppzNsRyE4BwMlYdQbI2dmZRqPt2rWLIIjAwMDKyko3NzfczMmRVFVV586de+3atZKSkoCAgLy8vLFjx6qqqv72228RERFVVVVlZWWYaRq60/Xr1318fJKTkx89evTo0aP6+nrmBtm5AICNsOoM0MaNGx0dHcvLywmCoFKpkZGRZ8+elZSUZNHugB0ICwuPHTt27NixBEHk5OTcuHFjz549bm5uFAqFSqV6eHjs3bsX8ytCNzh16tT58+e3b98eEhJiYWFx69at7du3kx0KANgLC2+D/0Xk3oYKv45Op0tISCgpKY0ePTouLu7x48cCAgJGRkY2NjZDhgyxtLTEDO49S4+7Db68vNzPz09LSysqKionJ6eDnl5eXs+ePWvbkpWVpaenl5qayuKMAPBDetht8MDlMjMza2tr09PThYWFCYLo37+/hobGwoUL4+Pjt2zZkpaW1qdPHysrK0tLS0tLy969e5OdFziNvLz8hQsXjh8//uTJk457rl69uqqqqm3L9OnTZWVlWZkOAEiGAghYq+0pRh4enqFDhw4dOpQgiMbGxrS0tKSkpJMnT/r7+wsKClpYWJiZmZmamhoZGTEvWQX4dZ6enp6enh33UVdXV1dXb9siJCREpbLqEkkAYAcogIBVDA0NRUREjI2N/f39U1JSsrOzt27d2vosPz+/hYWFhYVFUFAQQRAvX75MSUm5f//+8ePHs7Ky+vXrN3jwYBMTE2NjYz09PR4eHvJeB/R4tra2d+/eJTsFALAXFEDAKlQq9datW+PHj1+yZAlBEGvXrh0+fPi3Ovfp06dPnz7Mv9Tr6uoyMjJSU1Nv3ry5adOm4uLi/v37G/2PgYEBzg/BT8FcnQDwJRRAwEImJiZv3rx5+/atlJQUL++PftiYX4dZWFgwH1ZXV2dkZGRkZCQkJOzevfvly5fa2toD/sfAwEBZWZllrwA4wXe/AusSt2/fXrlyZVFRkaWlZUhICC5rA2BzKICA5eTk5H7lx0VFRYcMGTJkyBDmw8bGxqdPnz5+/PjJkydbt259+vRpfX29gYFBv379+vXrp6+vr6enp6Sk1BXBgUN0sAhPV8nOzp46depff/1lYGBw5MiRCRMm3L9/n9U7BYBfgQIIehh+fv6BAwcOHDiwtaWqqurJkycvXrx4+vTpxYsXnz9/Xl9fr6Ojo6enp6Oj07dvX+b3a4KCgl0SICMjY/Xq1fn5+aampmvWrMGSvUAQxNWrV6dMmeLo6EgQxJo1a44fP15QUKCmpkZ2LgD4JhRA0ONJS0vb2tra2tq2trx//z4rKysrKys7O/vEiRM5OTmvXr2Sk5PT1tbW1tbW0tJi/ldTU/Nn5yJ68+aNo6Pj+vXrBw4ceOLECScnp5SUFA5Ytbe6ujomJqaxsXH48OEo6TqBl5e3oaGBuU2n05uamvj4+MiNBAAdQwEEHEhSUtLc3Nzc3Ly1paWlpbCwMDc3Nzc3Ny8vLyUlJTc399WrV8LCwpqamhoaGswbodXU1Jj//dbpopiYGEdHxxkzZhAEYWho2KdPn9zc3D59+nTP62KRwsJCKysrY2NjISGhoKCgS5cumZqakh2qhxk/frypqWn//v0HDBhw5MgRAwMDfA8LwOZQAAFX4OHh0dDQ0NDQcHBwaNteVlb2+vXr169f5+fnp6enX7hwoaCgoLCwUExMTEVFRUVFRVVVVUVFRVlZWVlZWUVFpbGxse09+VQqlU6nd/ur6WLr1q3z8/NbunQpQRAXLlxYsmQJbhr/WaqqqteuXduwYcOxY8esrKxCQkLITgQA34ECCLiagoKCgoJC23NFTGVlZUX/U1hYmJaWVlxcXFRUVFpa2tLScu3aNQ0NjY8fP1ZXV8fFxWVnZ8vLyyspKcnJyfXEW/Rfvnw5ZcoU5raFhcW8efPIzdNDGRoanj17luwUAPCjUAABfAWzMDIxMWnXzmAwrl27tm7dupcvX6qqqnp4eGRmZl67dq28vJx5w7+IiIi8vLycnJyCgoKcnJysrKycnJy8vLxMG6S8og7QaLTLly/b2NgQBHHp0iUjIyOyEwEAsBwKIICfQKFQampqSkpK3r59q6ysPG3aNENDw7YdqqqqysvLKyoqSkpKKioqKioq0tLSKioqKisrmQ8/ffokIyMj/TVSUlJSUlKSkpJSUlISEhIiIiLd86KCg4MdHBxoNJqIiEhJScm1a9e6Z78AACRCAQTwE54/f75w4cLLly8bGhqePn3a2dk5Jyen7RyPzFKmgxGam5srKyurqqoqKyvfvXvH3KioqMjOzn73P+/fv//w4UNjY6OEhISkpKREG5KSkmJiYuLi4uLi4mJiYmJiYqKiopKSkqKioqKiogICAp14UVJSUg8ePEhLS2toaBg8eHDnBgEA6FlQAAH8hNu3b7u4uDBnIZo6dWpISMiLFy/69+//4yPw8vIyv1/7bs/GxkZmJfSlN2/efPz48dOnT58+faqurv7w4QNzg06ni4iISEpKioiICAsLCwsLS0pKCgsLCwkJiYqKiomJCQoKCgsLi4mJCQgIiIiIiIqK9urVS0xMTEhIqG/fvhISEhxwSz8AwI9gYQFEp9MzMzOZF40qKSnRaDQsaQk9nbi4+Nu3b5nbzc3NVVVVEhISLNoXPz+/vLz8T83K09jYWFNT8+HDh5qampqamtra2g8fPtTW1tbW1tbU1Hz8+LGysrK2tvbjx4/19fW1tbWfPn1qaGiorq7+/PlzQ0NDcHDwwoULWfRyAADYCqsKoLi4OG9vb0FBQV1dXQaDkZOTU1dXd+zYsbaz1QH0OOPGjVu1atWSJUuMjY3PnDkzaNAgFRUVskP9i5+fn3khEdlBAADYHasKoICAgLi4OE1NzdaW4uJiFxeXb62PU19fX1dX17alubmZRdkAOk1CQiI5OXn79u0XLlywtrb28/MjOxEAAHQGqwqglpaWdlc5dLwi5vjx4x88eNC2pbq6GhdjAhtSUFDYvHkz2SngO8rKymRlZXl4eNLS0rKysoyMjPr160d2KABgI6wqgPz9/Wk0mqWlpa6uLoVCyc7OTklJmT9//rf6f3nn7eLFi2VlZVkUDwA42K5duzZt2pSbm7t169Zjx45ZW1svX7586dKlvr6+ZEcDAHbBqgLIz8/P0dExNja2tLSUQqGYmJisWLECayMDQDcIDQ198eKFkJDQwYMHHz9+LCUlVVFRYW5ujgIIAFqx8C4wNTU1Hx8f1o0PAPBVMjIyTU1NBEFISUkxbz4VFRUVEhIiOxcAsBHMAwQAnGbjxo2WlpZjxozp27evra2tg4NDTEzMjBkzvtX/2rVrhYWFbVsqKipERUVZnxQASMO+BRAPD8+uXbs6WFywpqbm1atXfHx83ZmqA42Njfz8/GSn+C92C8PHx8cmM+w1NTXx8PBQqVSygxAEQTQ3N1MoFDaZH6ulpUVERERdXf1bHRobG9kk6neNGDEiNTU1OjpaRkZGR0dHTk4uIiJCX1//W/0fPXr0+vXrti1UKvXhw4eDBg361o/g+NMBdguD489X4fhDYTAYXTtiV/nw4UNeXl4HHR4+fBgaGhocHNxtkTrw4cOH4ODg3bt3kx3kv2bOnLl//342OQb98ccfc+fOVVZWJjsIQRDE9u3bbWxsmFM5k+7kyZPS0tIjR44kOwhBEMTNmzc/ffr0559/dtBHUlKy7dwWHAzHn1+B48+34PjzLeQcfxg9VkJCgpWVFdkp/qukpERRUZHsFP8SEhKqra0lO8V/GRgYPHnyhOwU/+Xk5BQVFUV2iv9auHDhtm3byE7xX7t37/b39yc7BUvY2Nh0+Zg4/nQAx59vwfHnW0g5/rDFiTgAANZpaWkhOwIAsB0UQADA4Tw9PcmOAABsBwUQAHC4WbNmkR0BANgOCiAAAADgOjyrVq0iO0MniYiISEtLGxgYkB2EIAhCQEBAUlLS2NiY7CD/JSUlZW5uziZ3foqIiJibm7PJLSGCgoKDBg0SExMjOwhBEISQkJC+vr68vDzZQQiCIERERNTU1Dq4DRXawvGnAzj+fAuOP99CyvGHfW+DBwAAAGARfAUGAAAAXAcFEAAAAHAdFEAAAADAdVAAAQAAANdBaB6M8gAAIABJREFUAQQAAABcBwUQAAAAcB0UQAAAAMB1emoBtG/fPn19/QEDBty5c4esDMuWLdPT01NXVw8NDWWfVO7u7mFhYaTnuX79urGxsZqa2p49e0gPs2TJEg0NDS0trePHj5MY5uHDh+7u7q0Pv8zQnanahWHPDzPbYoc3hz1/ZTj+fAnHn++GIe3D3M2rz3eJ/Px8bW3t2tra3NxcdXX1lpaW7s+QkJCgp6fX0NBQUVGhqqqanp7ODqnOnTsnICDw999/M0h9lz59+tS3b9+3b99++PBBUVGxtLSUxDDx8fE0Gq2+vr60tFRMTKympoaUMKtWrdLQ0HBzc2M+/DJDd6ZqF4Y9P8xsix3eHPb8leH48yUcf74bhsQPc488AxQbG2tlZSUkJKSlpSUgIJCZmdn9GcrLy318fPj5+WVkZCwtLQsLC0lPVV5evn379taFr0nMEx0dPWbMGFlZWXFx8dzcXFlZWRLD8PDw8PHx8fHxCQgI8PHxUSgUUsKYmJhMnz699eGXGbozVbswbPhhZmfs8Oaw4a8Mx5+vwvHnu2FI/DD3yAKorKxMV1eXua2rq1taWtr9GVxcXObPn08QRGZmZlJS0tChQ0lP5efnFxISIiQkxHxIYp78/PyCggJDQ0MVFZVt27bx8PCQGMbS0rJv375KSkoqKiorV64UEhIiJczo0aMtLS1bH36ZoTtTtQvDhh9mdsYObw4b/spw/PkqHH++G4bED3OPLIAYDEbrMnsMBqOlpYWUGHQ6PTQ0dOLEiRcvXhQXFyc31fHjx7W0tCwsLFpbSMxTU1OTm5sbHx+fmZl59OjRtLQ0EsPcvn07Ly8vPj7+2rVrO3bsKCkpYYfPz5cZyE3FVh9mNscmbw5b/cpw/PkWHH9+BFkfZl4WjctSioqKqampzO2cnBwlJaXuz9DS0jJx4kRJScn09HTm0r7kpjp9+nReXl5sbGxpaem5c+caGhpIzCMnJzd8+HAJCQmCIKytrbOyskgMExMTM2XKFB0dHR0dHXNz84SEBHb4/HyZgcRU7PZhZnPs8Oaw268Mx59vwfHnu8j8MLPo2iKWys/P19fXb2hoKCoqUldXb25u7v4MJ0+enDx5MrulYjAYCxYsaL0Ikaw8z549MzAwqK+vZ17U9vTpUxLDHDhwYMyYMfX19VVVVWpqamlpaWSFuXXrVtuLENtl6OZUbcOw7YeZPbHDm8O2vzIcf9rB8ee7YUj8MPfIM0Bqampz5861srIiCOLo0aM8PDzdnyEhISE2NlZRUZH58PDhw2PGjCE9VVskvkv6+vrTp083MTGpra1dsmRJv379CIIgK8zMmTMfPnyop6fHYDACAgKMjY1JDNPqy98Oib8v9v8wsxUcf34Ejj9MOP58F4kfZgqDwWDR0AAAAADsqUdeBA0AAADwK1AAAQAAANdBAQQAAABcBwUQAAAAcB0UQAAAAMB1UAABAAAA10EBBAAAAFwHBRAAAABwHRRAAAAAwHVQAAEAAADXQQEEAAAAXAcFEAAAAHAdFEAAAADAdVAAAQAAANdBAQQAAABcBwUQAAAAcB0UQAAAAMB1UAABAAAA10EBBAAAAFwHBRAHysvLc3BwcHJy2rNnD9lZAAAA2BGFwWCQnQG62LJly0aNGmVtbT1kyJB79+6RHQcAAIDt8JIdALresmXLhIWFi4uLpaWlyc4CAADAjvAVGAcSERGJjo729fXdu3dvN+wuPj7e2dm5+38WAACg01AAcaAbN24kJiZevnxZSUmJ7Cxd78GDB4MGDVJUVJw+fXpLS0vbp7S1tXl5efn4+Pj4+CIjI1vbQ0JCpk2b9tXRNm/efOvWLdYmBgAA9oMCiANFREQ8e/bM1dX1W//X/yoGg1FVVfXldsc9u1lDQ4Orq+vRo0fz8/PfvHkTHh7e+lRjY+Pnz5+bm5ubmpqampomTJjAbE9PT1+/fj1zOy8vz8LCwtDQMCQkhCCIysrKR48e2dvbd/8LAQAAcqEA4kB//fVXdHT0uXPn2tYHbe3atUtTU7NPnz6LFi2i0+n37993cXExNjYODQ1tu00QxPr167W0tDQ1NYOCgtr1/O6wI0eOjIqKYj5lYmLCvBy7XZ+ffWmxsbGmpqYDBgzo1avXlStXXF1dW596+fKlgIDA1KlTBw8eHBISwry6v6amxtfX948//mD22b9//7p16zIzM6Oiourq6tavX798+fKfzQAAABwAF0H3eHPnzn3+/PmNGzf4+Pg8PDxsbGzmzJnTQf+7d+8eOXLkn3/+ERYW/u2337Zv325lZXX9+vX09HQdHZ379++3bl+/fv38+fMZGRm9evUaM2bMiRMnmI3MZ787rJubW2Rk5Pjx41+9evXu3Ttra+sv+wwaNKjtIIsWLcrNzW3bYmpq2lq+EASRl5fX0NBgYmJSVFRkY2Pz119/tT5VVlamqam5Zs0aHh4eZ2dnOTk5Ly8vf3//wMBAgiCePn1KEISvr6+np2dQUNDkyZOLi4sbGhoMDAw6+8YDAEAPhgKox/P29lZUVIyJiREXF8/Pzz958mTH/ePi4j59+jR58mSCICorKxkMhpWV1eDBg1trmtbtuLg4Ly8vMTExgiBmzZoVGxuro6PTtmfHwx48eHDp0qVNTU1nz5718vKiUChf9mlXAH31xFJb1dXVOTk5MTExsrKyXl5eW7ZsWbt2LfMpOzs7Ozs75vbvv/9+5coVfn5+KpU6efLks2fPMtu1tLSSkpKY256enps3b+54dwAAwKlQAPV4xsbGBEE0NDQsWLAgPDycQqF03F9YWNjb2zs4OJggCDqdTqfT09PThYWF23ZgbjAYjNbRqFQq84rjtj07HpaXl9fMzOzOnTsRERHMS5K/7NNajvwgeXl5Ozs7dXV1giCcnZ3Pnz/f+lRqaqqgoCDzjI6QkBAvL29ERMT9+/c1NDRqa2s/f/7s6Oh49epVZuekpCRNTU1FRcVly5bFxMRISUmFhYWpqKj8VBgAAOi5cA0Qh0hOTh4yZEj//v2/29PBweH06dPv379vbm52dXU9dOjQt3ra2NiEh4fX1NQ0Njb+9ddfQ4cO/dlh3dzcNm7cKCkpqaGh8SO7XrRo0fj/t3HjxrYdRo0adfPmzdevX9fU1Jw5c8bMzIzBYGRnZzc3NxcWFk6bNu3Dhw/MtCNHjrx48WJJScnr1693797t7OzcWv0QBBEaGrpo0aI3b96kpaU9evTI39//77///u5bBwAAHANngDhBampqfHz8/Pnzf6TzwIED582bZ2ZmxjwpMnv27PT09K/2dHR0TE9Pp9FoDAbDycnJ09MzLS3tx4clCGLs2LEzZ87ct2/ft/q0OwP03a/A1NXVly5damdn19jY6OjouHDhwsbGRl1d3fz8fBcXl5SUFD09PREREVdX16lTp35rkHPnzo0aNUpERERERGTgwIHGxsZiYmKnT5/ueNcAAMBJsBRGj9fc3Dz4P+zdeVyN6f8/8Ndp0WpJQoXshVBCkzL4hB9iDFljsu9JJIYx9n2rMRmGsWTGvlPT2LIUpplSTZayhpS1ol3L+f1R3+Qg5Jxzn+X1fPSYx32urq77VZ25vbvv677utm3Xr19vYGCQlpZWsWJFW1tboUMREREpNJ4BUnpr1qyxt7d3cHAAMGHChEePHh07dkzoUERERAqNZ4CIiIhI7XASNBEREakdFkBERESkdlgAERERkdphAURERERqhwUQERERqR3FvQ0+Kyvr8ePHQqcgojcMDQ2rV68udAp54PGHSNFI/fijKLfBd+rU6dy5cxKNurq6ZmZmQsQhIkn5+fmampp3794VOog8zJ49+9dff61SpYrQQYgIkM3xR1HOAJ09e1aixd7e3sTEJDAwUJA8RGXJysKuXRg9WugccpWYmFi03qY6yM/P//777318fIQOQkSAbI4/nANE9PlWrMCYMQgJEToHERGVEwsgos/08CF++QW+vpg8Gfn5QqchIqLyYAFE9Jm8veHpCS8v1KqFTZuETkNEROXBAohk79dfkZIidAgpuXgR4eHw9gYAX18sWIAXL4TOREREn40FEMlYaCgmTMDcuULnkIbCQnh5YfVq6OsDQNOmcHXFokVCxyIios/GAohkqbAQ06ZhwwYcOIDYWKHTfLF//kFEBAYMgEhU/LFhA7ZsQV6e0MmIiOjzKMpt8KSatmxBhQoYOxb5+fDywpkzQgf6Ml99BcVYN4uIiL4QzwCRzKSnY/58/PQTRCKMH49nz3DkiNCZiIiIABZAJEMLFsDFBa1bA4CmJvz84O2NnByhYxEREfESGMmIWIydO/H4MTZvftOooYFLl/C//wkXi4iICGABRLIiEiE5WegQRMosPR0REejUSegcRKqJl8CIiBTS3LlwccGDB0LnIFJNMjwDVFhYGBMTk5ycXFBQYGZmZmNjo6mpKbvdERGpjrg47NyJ0aMxYwb27BE6DZEKklUBFBISMnLkSD09PSsrK7FYfPPmzezs7G3btnXs2FFGeyTFkp2NJ0+QnIxnz/DiRfHHy5d4+RLp6cjKQloasrORk4PMTLx+DQDp6R98tJa+PnR0AMDQENra0NWFnh4qVoSODipVQqVKMDAo3qhSBUZGMDJC1aqoWhXGxjA0lN93TSQt06Zh9myMG4emTXH+PDp0EDoQkaqRVQE0ZcqUkJCQ+vXrl7QkJia6urqGh4fLaI8kjCdPcOcO7txBQgIePMCDB3j0CI8eITcXNWrA1BTVqsHYuPijdm1UroyKFWFggCpViusYieLmvUqKpIwM5OUVV06vXiE3F+npePkSmZl49QpPn+LmTaSmIjUVKSl48QIpKcjPR7VqqFYNNWuienWYmMDcHNWrw8wMNWvC3ByVK8vvx0X0KQIDce8eJk2CtjaWL4eXFyIiwDPoRFIlqwKooKCgZs2apVuqV68uo32RnIjFSEhAbCyuXcP164iPR3w8KlRAgwZo0AD16qFtW/Trh1q1YGYGIyNp7trAAAYGAMozbE4Onj3Ds2d48qR449EjREUhKQnJyXj0CPn5xZlr10bt2jA3R506sLBA7dqoUkWa3wXRp3j9GtOnw9e3+O+BgQOxYQO2bsWYMUInI1IpsiqAPDw8bGxsHB0draysRCJRfHz85cuXPT09ZbQ7kgmxGLdu4Z9/8O+/iI5GdDSqVIG1Nayt0bkzJk9G48ZKUCLo6hZXNh+SlYUHD5CUhMREPHyI2FgEBxef0BKJYGGBunVRr17xR/36qFevuBojkoUjR3DzJjw83rS8fIkVK1gAEUmXrAqgiRMnuri4BAcHJycni0SiNm3azJ0718LC4kP97927l/L2A8MzMzONpHsWgT5Fbi7CwxEaiosXcfkyjIzQti1at8Y338DWFlWrCp1PBvT1YWUFK6v3fCo1FQkJuH8f9+7hzh2cPo27d3H3LipXRoMGaNjwrQ++XUkq+vbF7duSjZzKRiRtMrwLzNTUdMSIETo6Oo8ePbpy5crrojkcH7BgwYKrV6+WbklISNAveuY2yVpBASIjcfIkQkIQEYFmzeDoiLFjsX071PzCZdF8altbyfakJNy+jTt3cPs2jhzB7du4fRsVKqBRI1haonFjNG4MS0s0alQ8vYkEtWnTprFjxwqd4pNpaaHU7EkikhFZFUA7duyYNGlS1apVfXx8Zs2a5ejoGBsbO2/evA8dhrZv3y7RYm9vb2JiIqN4BAAvXiA4GMeP48wZmJuja1dMn4727VGxotDJFJ6ZGczM8PXXbzU+eYL4eNy6hZs38ccfiI9HQgLMzGBlhSZNYGmJJk3QpIlqnkVTMAEBAaVfLly4UEdHB8CwYcMESkRECkdWBdC8efOuXr1avXp1IyOjjRs3Dh8+PCUlxd7eXpn+DlNVDx/i8GEcOoSoKDg7w8UFfn4wNRU6lvKrUQM1arxVFeXn49493LiBuDhcvowtWxAXBx0dNG2KJk3QrBmaNIG1NVjoS9uJEycOHz7s7u5edBY5JycnOjoaHy6AXFxcLl++XLolIyPDwcHBx8dHDmmJSBCyKoAKCwvNzMy0tbXHjx/v7u4OoHLlyvkfWuWF5ODxY+zfj927cesWevXC9Ono3Bm6ukLHUmlaWmjUCI0a4Ztv3jQmJeH6ddy4gf/+w549uHYNGhpo3hxNmxZPMG/WjNOJvtCuXbsOHDjg6+u7atWqdu3anT592tfXt4z++/fvz83NLd3SuXNnQ067IVJpsiqA/ve///Xs2XPJkiV+fn4A7t69u2jRItt351KQrOXk4MgRBAQgPBy9emHuXHTuDC0+A044RZfPOnd+0/L4Ma5dw9WruHIFAQG4fh2VKqFZM7RoAWvr4tpIDnOJli/HrVvYskXmO5KLfv36tW/ffuLEiUeOHJEobt6lr68vMeNQS0tLJBLJMiBReYWFYeBAXLumBDfhKjZZ/UP422+/HThwoOTl/fv3mzRpMmnSJBntjt7j6lX8+it274adHYYNw6FD0NMTOpOqyMvD2bPo2lU6o9WsiZo14ez8piUhAdeuITYWJ05g9Wrcvo169dC8OVq0KP7vh2+oLKfERKxZAx0dXLwIR0cpDy6QGjVqHDx4cMeOHbGxsUJnIZKSwkJMmQJjYyxYgDLPa9JHyaoA0tTUHDhwYMnLTp06deIzjeUjLw8HD8LfHwkJGDUKUVFlLYFD5bN+Pby98e+/aNVKJuPXrYu6deHiUvwyLw83biA2FrGx+OUX/PcfsrLQsiVatECLFrCxQbNmX1rdzpiBSZPQuDEmT0ZEBDRU5zHJ7u7uRVfhiVTB1q3Q1cXJk2jaFKNHo1kzoQMpMV4KUSEpKdi4EevXw9IS3t7o1YuXumTi+XMsXYpp0+DlhfPnIYcLJdraxbVO6QwxMYiJQVgY1q9HfDzq1UPLlmjZEjY2sLFBjRqfMf7lywgLw5w5yM2FoSECAjBihNS/CdWUkYGvvsL27WjdWugopAbS0zFvHo4ehbExZs2ClxdOnRI6kxLjP5Aq4cED+Ppixw58+y2Cg9/6l5Kkbs4cDBmCFStgb499+1DqTKf8VKsGZ+c3V83y8nD9enFJtHIloqNRoQJsbGBrC1tb2NigYcMPFmpFZ9RXrMCkSbh/H7t2oW9f9O3LR6R9kmXLkJMDLy+EhsqjFCY1t3AhevQorrY9PPDbbwgKenOqmD4TCyAld+8eli7F4cMYORKxsTAzEzrQOwoKMHAg5s+HtbXQUaTh2jUcPozr16GhgZ9+wqBB6NlT+CdjaGsXn/4p8eBB8dNLdu/GjBl48QItWxYXQ7a2aNYMFSoU99yxA3FxCApCfDyqVsW8edDVxfLlWLZMkG9Fmdy9i02bEBUFV1fs3g03N6EDkUq7exfr1sHNDd9/X9xSsya8vdGtGx+UWz4sgJTWgwdYuBBHj2LiRNy8qbjL623dirNnkZaG06eFjiINU6diwQIYGwNAu3Zo1w6rV2PePKFjvaNOHdSp8+b2+9RUREcjKgpnz8LXF3fuwMqq+PxQXh5GjEBAAHr0QJUq2L4dw4dzYsEnmT4d06ahVi34+WHAAPTuLXwpTCpMTw8LF77V0qULdHR46rHcWAApoadPsWQJdu7ExIm4fVuhL1W8eoX58/Hnnxg7FocPo08foQN9mcuXceoUbt7EqlXFLZmZCArC7NnFD+5WWEZG6NQJJTciZGcjNhZRUbhyBVFRiI6Gnh5EIgwahKpV8eABhg4VNK4yOHsW0dHYtQsAHBzQvj1WrcL8+QKnIhVmaoqZM4UOoVJYACmV7Gz4+WHtWgwdihs3lGAF4QUL0LMn7O3h64sxY9C9u3IvvWhvjzt3JBt1dBS9+nmXnh7atkXbtgDw6BFsbLBjB548ga4uZs9GkyYIC4OTk9ApFVhhIby80KQJfvqpuMXYGCtXYtQo3nRJpCxYACmPvXsxYwbatsXff6NBA6HTfILbt7FjB4qWYPnf/9CiBfz83ly9VkYaGir4lMr165GRAQ+PNy2pqfD1ZQFUFrEY336L3Fykpha3GBjA0xNisaCxiOgzsABSBlevwtMTaWnYuVOZ/lmaOhUODggNLX5pb4+lSzFsGJ87pljmzMHo0ZKNRZOc6EM0NbFggdAhiOiLsABSbFlZmD8fAQGYPx9jxyrTVH+xGMbGyMrC/v1vGrt1w+PHLIAUi76+Cp7WIiL6GBZACuyvvzBxIpyccPWqEkz3kSASYft2oUMQERG9HwsghZSaCi8vhIVh06a3nppJRERE0qA6T/xRHUFBaN4clSrhv/9Y/RAREcmCopwBOn78eHJycumWp0+fGqjDqmJiMdLSYGQEAFlZ8PbGiRPYuRMdOgidjIg+wS+/wN0dhoZC5yCiz6MoBdCtW7fi4+NLt2RlZeXl5QmVR35++QXLlyMuDnFxGDIEbdsiOhqVKgkdi4g+wcmT8PBAYiKWLv1IT7EYLi6YPBndu8slGRF9hKIUQNOmTZNoiY6OrqzIaxxLRUoKFi5EkyZwdcWVK/j5Z2GerElE5ZCfD29vbNqEWbMwYgQaNSqr8549+O8/TJkCZ+c3D2IjIuFwDpCg5s1D797Q08OZMzhwgNUPkTJZvx41amD0aEyd+pEVPrOzMWsWdu+GldWbxaOJSFCKcgZIHV2/jl27ULkyevVC27bw98fXXwudiYg+TUoKli0rfsTv9OmwtsbJk+ja9f2dly+HoyPat4eZGb76CkOHcjUsIsHxDJBwBg/G69eYNw8//YRZs/Dvvzh/XuhMRCoiMjLyyJEjL1++LGkJDAyU5g7mzMHAgbC2BoAKFbB8OaZORX7+e3omJuKXX4onCTVogBEj8OOP0kxCROXCAkgIhYUYMAD//YcuXXDpEsaNw5QpqFoVPj5CJyNSBatWrerbt+++fftatmwZFRVV1DhmzBip7SAvDzt3Yt06iETFH66uuHEDERHv6ezjA0tLnDiBTZuwaROqV0dAAK5ckVoYIioXXgKTu4wMfPcdkpKwejUqVnzTbmeHmjWFi0WkOvz9/a9cuWJsbBwTE+Pq6hoVFVWx9P9r78jOzs7JySndkp+fLy7jyaba2ih1bukjLC1RqRIiI9+0jByJ168/9cuJSDZYAMnXgwfo1QsODti3D9raQqchUk16enpFFU/Lli3HjRvn5eW1ZcuWMvr37ds3PDy8dEt6errU0syfL7WhqBzi4tC4MTR4uYMk8T0hRzExcHTE8OHYuJHVD5Hs9OnTx8bGZt26dQC8vb2fP38+aNCgrKysD/UPDg5OeVurVq1MOU9ZBTx6hNatsWmT0DlIEb05AyTxB1ARXV3dli1byjGP6jpzBm5u+OknDBr0VvutW9i/H7NnCxSLSIHExcWFhoaOGTNm4cKFJ06cWLx4cadOncoxzrJly1xcXJ48eQJAQ0Pj0KFDe/fuNSpab53Uyvffo0cPzJ+PQYNQpYrQaUixvCmA/Pz8ACQlJYWFhdna2mppaUVERIwfP97f31+4eKpi925MnYqDB+HkJPmpKVNw5gw6dICjoxDJiBTIwIEDZ86cefXq1cDAQD8/v4kTJ0ZHR5dvKKdS/69pamq6ubm5ublJKSYpicuXce4c4uIwfToWLICvr9CBSLG8uQS2e/fu3bt3V6hQIS4uLiIi4u+//3738RRUHhs3wscHJ0++p/oJCsK9e9i0CZMno7BQiHBECiQzM9PNze3gwYNubm7t2rXLzc0VOhEpLbEYXl5YvhwGBliyBLt24do1oTORYpGcA/TgwYOGDRsWbdetWzcpKUnukVTLkiVYswahoWjRQvJTeXnw9sbatcVPUty+XYB4RIqkTp063t7eAQEBQ4cOXbdunb6+vtCJSGkFBEBDA0Wn/apWxaxZ8PISOhMpFsm7wNq2bevu7j5q1CgAW7dubd26tRCpVMWcOTh2DKGh77+/fd06NGxY/GTEn36CiwtcXaHyjz8j+rB9+/bt2LFjz5491apVS0lJ2bVrl9CJSDmJxZgzBxUrvlmbOy8P58/jwgUuuE8lRBJrXeTk5GzcuDEsLExDQ8PJyWns2LG6urrlG7qwsDAmJiY5ObmgoMDMzMzGxkZTU/PTv9ze3t7ExETKi7fK048/IjAQp06hWrX3fPbpU1hZYedOWFoWt0yZgqZNsWKFPDMSfbrExEQHB4eHDx/KYvAJEya8t33Dhg2y2N1HKf3xh/7+GxkZko1ffQVDQyHS0JeSxfFH8gyQrq5ut27dzM3N+/Xrd//+/XJXPyEhISNHjtTT07OyshKLxTdv3szOzt62bVvHjh2/NLJS8PbG+fM4cwZVq76/Q3g4jIzg4fFWY2amHKIRKaCePXsKHYFUy1dfCZ2AFJ1kARQQELB8+fKcnBxXV9fOnTv7+PiMGzeuHONOmTIlJCSkfv36JS2JiYmurq7vvdlecf31F5YvR0jI5y2iNWsWzp/H6dNl3XXZqxd69frygESqwcXFRaJFLBYvXbr03XYiUkGBgXj4EB84Eywjkv+ur1279uLFi9bW1hoaGjExMWvWrCnfuAUFBTXfnvhSvXr1cmYUSl4evLyQkICtWz/jqxYsQFAQTpzgmhNEn8vPz8/MzExPT8/CwkJfX//u3btCJyIi2cvKwsSJ+OEH3L8vz91KngHKyMgoueylra2to6NTvnE9PDxsbGwcHR2trKxEIlF8fPzly5c9PT2/KKycFU1SXrQIPXqgf/9Pmp68ahX27sW5czA2ln0+IlWzY8eO69evL1q0aPjw4WKx+OeffxY6ERHJ3vLl+PprNG6MGTOwd6/cditZAA0ZMuSbb755/Pjxpk2bdu3aNWDAgPKNO3HiRBcXl+Dg4OTkZJFI1KZNm7lz51pYWHyo/5w5c27evFm65fbt2581aVrKnj7FihUIDYWlJXr2xOLFWLXqI1/y22/YuBGhoVC6c11EiiElJaVy5crt27c/f/68h4fH9evXhU5ERDL28CE2bEB+vLwUAAAgAElEQVRkJExM0LQpzp9Hhw7y2bNkAfTjjz+ePHkyLCzsyZMnixYtat++fbmHfv78ec2aNQcPHlz5/86dBAYGfmiqY7du3SSeuREVFSXkKiBz5sDdvfgWrSVLYG2NMWPQuPEH+x89irlzcfYszMzklpFIxXTs2HHo0KFr1qzp2rVreno61wEiUn3e3vD0RJ06ALB8Oby8EBEBuZz+kLwN3szMrHfv3kOGDHF0dBSJROUed9WqVf7+/o6OjpcuXTp8+LCtrS0AU1PT5OTkTxxByNtQY2LQujWWLHkzj2fvXhgY4Nix9/c/exaDBuHECdjYyC0jkZzJ9Db4IgUFBdHR0XZ2dhcuXDh9+vSgQYOaNm0qu92VgbfBE8nDhQv45hsEBkJPDwDEYgwZgunTMWaMREd53AZ/48aNwMBAX1/fsWPHFlVC1tbW5RjX39//ypUrxsbGMTExrq6uUVFRFStWlEZguSgsxMiRuHPnTUvDhu9fzBDAtWsYPBj79rH6IfpCaWlpdevWffHiRbNmzZo1aybkRXAikoP//kPDhm8t0l2xIt6eDyM7kgVQ5cqVhwwZMmTIkJiYGA8Pj+XLl0ucIvpEenp6RRVPy5Ytx40b5+XltWXLFinklQ9bW/z66yf1TE5Gz55YtUpu1yyJVFi3bt2KNp49e3b//n13d/eAgABhIxGRDHl4SK6HJ0eSt8FfuHDBx8enadOmkyZN6tu37/3y3pPWp08fGxubdevWAfD29n7+/PmgQYOysrK+NK9CyciAiwvGj8d33wkdhUgV/Pt/EhISIiMjtbQk/0JTdGIxEhKEDkFEn0Ty+DJ//nxXV9czZ86Ympp+ybjLli1zcXF58uQJAA0NjUOHDu3du9fIyOhLxlQshYVwc0ObNpg5U+goRCqoVatW0dHRQqf4TNu2YcoUxMXB3FzoKET0EW8VQOnp6ZMmTXJ1dZXK0E5OTiXbmpqabm5ubkUP5lUNs2YhLQ0HDgidg0h1TJ06tWT7+vXrtWvXFjDMZ3v1CnPmoEsXzJqFHTuETkNEH/FWAaSjo+Pj49O+fXvlW7VZzn7/HQcOIDwcFSoIHYVIdZT+q8nZ2bmDck2tK1o0dd06NGmCsDCU+l6I6COio/HsGbp0kec+3yqAKlSo4OTk1KpVqw4dOpSswLF582Z5BlICf/8NHx+cPfv+x7wT0ecrekpgrVq1SjfevXtXYnkwxXXnDrZvx3//QV8fixfDywv//PN5zxB814sXCA3Ft99KKSKRoioowIgRSEpCfLw8nyIlOQdo2LBhw4YNk9vulc+TJxgwAFu2oEkToaMQqQ4/Pz8ASUlJYWFhtra2WlpaERER48eP9/f3L9+AhYWFMTExycnJBQUFZmZmNjY2sr2pfupUzJiBoqmTQ4di0yb8/ju+8Fg6axYCAhAbW9YSrEQqYPNmGBqid28sWoTyPoG0HCQLIGdn57i4uNjY2H79+t2/f79u3bpyi6IE8vMxcCDGjAGfUE0kVbt37wbQpUuXuLi4Ro0aAbh3797YsWPLN1pISMjIkSP19PSsrKzEYvHNmzezs7O3bdvWsWNHKWZ+49IlHD+Oly9x8mRxy7NnmD0b7u4o93Ky0dE4fhwzZ2LaNMh0Pca8PGhry3B8orK9eoWFC3H8OOrUQdOmGDkSzZrJZ8+SBVBAQMDy5ctzcnJcXV07d+7s4+Mzbtw4+URRAtOmoVIl/PCD0DmIVNODBw8aNmxYtF23bt2kpKTyjTNlypSQkJD69euXtCQmJrq6uhZdaHvXvXv3UlJSSre8evVKU1MzMjKy6KWVlZWBgQGAtLS0O6WWSC1ub9487fDhO6WWubeqXdvAyAgi0fv7f2ic0u1jx2L0aKtp0wy++grBwWkODuUcp+z2q1cNVqxAdHRaVpZMxmc72z/avnatVY8eBnZ2ANK8vO6MGoX169/tHxsbm5+fD+kSv61FixYvXrzo2bOnWCzOyMho1KiRWCBt27Z1cXERau/vsXu3uFEjcVqa0DmIhPHw4cNatWrJdBdDhw4dOnTo2bNnz549+91337m7u5dvnCZNmmRmZpZuyc3Nbdu27Yf6Dxs2zO5tOjo6BgYGJS+DgoKKev7xxx+lu8mqvX59O319u1atgoKCxMePi62s/ggIkP5+bW2DTEzEzZuL16yR0/fFdrZLtDdrZqelFfTHH8XtAQF2urp2DRu+27958+b6+vpiqZJ8FliDBg1iY2MHDhx4/Pjx169f29nZxcbGSrnm+jQK8SwesRhpaTAywu3bcHTEX3/B1lbIPETCkcOzwHJycjZu3BgWFqahoeHk5DR27FhdXd1yjPPLL7/4+fk5OjpaWVmJRKL4+PjLly97enqOHz/+E0eQyfEnIgJWVjA0/Ei37Gw0bYrt29+sL9+jB7p2fetxAVLx449ISMC8eXBwQGzsB5/2QyQ7P/6IxYslG/v3x759Em2yOP5I3qQwZMiQb7755t69e5s2berateuAAQOkuDPls3EjWrTAixcYMACLFrH6IZKR7t27P3/+fPLkydeuXTMyMqpcuXJsbOzkyZPLN9rEiRNPnTplb2+flZWVlZXVpk2b4ODgT69+ZOLpU3TujB9//HjP48dx/z769EHVqsUf58+jvJPBP+jhQ2zciCVL0LAh3N0xb56Uxyf6FIsWQSyW/Hin+pERyTNAAIKCgsLCwvT19Tt27Ni+fXv55HiX8GeAUlPRpAkaN0ZmJiwtsWuXYEmIFIBMzwAFBAT079//8uXLEu3Ozs6y2N1HSf/4M2YM8vMRFIQLF2Bl9ZHOqamSLbq6xY/Llpb+/dGyJebMAYBXr9CkCY4eRevW0twFkfTI4wxQXFxcUlLSsmXLxGLx999/f/bsWSnuTMnMnw9XVwwdipgYTnwmkqlhw4bp6+ubm5vfvXvX2dn54sWLc+fO1fjCdXQUR1QUAgPh54dZs/App7WMjCQ/pFv9hIXh4EE8e4bvv8f332PpUpibY8YMae6CSOFJHl8GDhxoYGBw9erVwMDAVatWlV6ZXr3cuIHduzFuHObOxahRWLBA6EBEqk9ljz9eXli0CJUrY/JkJCcjKEjgPNWrY9kymJm9KbBcXTFkiMCpiORL8jb4zMxMNze3BQsWuLm5tWvXLjc3V5BYwps2DbNnY+pUTJ0KT080bYrz56FcC/MTKRvVPP7s2YP0dIwYAQBaWvDzw4QJ6NwZOjqCRWrcmE9xJpIsgOrUqePt7X348OF//vln3bp1JQ/EkDVXV1eJJz8/evTI2tpaPnuXdOoUTp7Es2dITkaDBvDyQtWqmD4d//4rTB4i9SDU8Ue2Fi9GUtJbqznfu4f9+zF0qHCZiOidAmjfvn07duzYs2dPtWrVUlJSdslr5u/mzZvT0tJKt/Tt27dGjRry2bukZs0wezZ++gk//AAjIwCwswMfEEskY0Idf2TrzBlkZko2mpkJEYWI3pAsgKpVq2Zvb3/hwoXLly/36dPH0tJSPjmqVq1atWrV0i06Ojqicq8i/4WMjXH0KDZuhJubMAGI1FK1atV69OgRGxvbpk2b4cOHq8ijeIT6Q46IyiQ5CXru3LnDhw9//PhxZmbm0KFDi55QqHZ+/BENGrD6IZKzgICAPn36zJgxQywWd+7c+ddffxU6ERGpLMkzQDt37oyJiTE0NATg6enZpk0bL6kvP6rgLl3C778jJkboHERqZ+3atRcvXhw2bJiGhkZMTIytrS2fRUhEMiJ5BqhmzZola2+IRKLKlSvLPZKgsrMxYgQ2buSMHyL5y8jIKHn2hba2to6A90kRkap7cwbop59+AtCgQYOWLVsWPYU0KCiof//+wmUTwrx5sLND795C5yBSR0WP4nn8+PGmTZt27dql7o/iISJZkrwEVvQI1qLtyZMnGxXdA6UmoqJ48YtIQAsXLix6FM+TJ08WLVok4KN4iEjlvSmApkyZ8vz587Vr10ZGRmZnZ9va2s6YMcPc3FzAcHKVn49Ro7B2LS9+EQnIxcXFxcWlaDsjI8Pwo89OJyIqlzdzgO7evWtraysSiWbPnr1ixQpTU9OvvvoqPj5ewHBytXw5atXC4MFC5yBSR1FRUd26dWvTps28efNevHgxbdq0Hj16NGrUSOhcRKSy3pwBmjp1qq+vb79+/YpeOjg4tGjRwsfH59ixYwJlk6Pbt+Hnh4gIoXMQqakRI0b079+/Y8eOAQEBzZs3Hzt27IwZM1RkHSAiUkhvCqD//vuvb9++pT/Xo0ePKVOmyD2SECZOxA8/gEdbIoE8f/78hx9+AGBlZXXkyJH58+cLnYiIVNybS2BaWlr5+fmlP5efn19yS7yKmDEDkZGSjbt24ckTeHgIEYiIAEBbW7tow9jY2MDAQNgwRKQO3tQ3zs7OK1euLP259evXOzk5yT2SzJw9i/Xr4eEBsfhN48uXmDkTGzfi/46/RKQCIiMjjxw58vLly5KWwMBAAfMQkaJ5cwls5cqVXbt2vXDhQpcuXbS1tc+dO3fv3r2zZ8+We+jCwsKYmJjk5OSCggIzMzMbGxtNTU1pZC6XggJ4eWHHDqxahT/+wHffFbf/8AO++QYODoIFIyLg/v37FStWLNrOzMws2U5PTy/HaKtWrfL393d0dPTy8jp8+LCtrS2AMWPGJCcnSyswESm7NwVQpUqVLl++fOTIkcjIyLy8vIEDB/bv319LS3KhoE8UEhIycuRIPT09KysrsVh88+bN7Ozsbdu2dezYUTrBP9emTTA2hqsrzM3Rvz/69IGhIa5exYEDuHZNmEhE9H+ys7OlOJq/v/+VK1eMjY1jYmJcXV2joqJKKioioiJv1TcikahPnz59+vT58nGnTJkSEhJSv379kpbExERXV9fw8PAvH/yzpaZi4UKcOAEAX32Fjh2xYgUWLYKHBxYtgrGxAJGIqBTpPvVCT0+vqOJp2bLluHHjvLy8tmzZIsXxiUgFlPMEz0cVFBTUrFmzdEt1ARcYXLAALVsiL694BnT//nBzg7Ex0tMxcqRgqYhINvr06WNjYzN+/HhPT09vb+8+ffoMGjQoKyvrQ/1DQ0MfP35cuiUlJYUnjYhUm6wKIA8PDxsbG0dHRysrK5FIFB8ff/nyZU9PTxnt7iOSk/H8OUo/VrpxYyxZguPHIeC0JCKSjWXLlrm4uDx58gSAhobGoUOH9u7dW8aDfU6ePCmx6GtKSoqQf7MRkeyJxKVviZKq+/fvBwcHJycni0SimjVrdu/e3cLC4kOdU1JS0tLSSrf07dvX3Nw8KChIJuHmzEFiIrZvl8ngRKooMTHRwcHh4cOHQgeRB3t7exMTE944RqQgZHH8kdUZIAAWFhbjx4//xM5jxoyJjo4u3fLo0aNyT8H+iMRE/PorrlyRyeBEpGA6dux47tw5oVMQSYlYjPv3uXLvl5NhAfRZDh48KNFS9BeYTHbm4wNPT9SuLZPBiUjBFBQUCB1BURUUIDkZtWoJnYM+x969GDECN26wBvpCsiqABn/gqaK7d++W0R4/SW4uoqJw8SJ++03IGEQkR+7u7kJHUFS+vli1CjdvonJloaPQp8nKwsyZ6N4dPj7Yv1/oNMpNVgXQ9OnT+/fvP3z4cEdHRxnt4rPl5aFVK+TkYMkScK19IrUxZswYoSMopCdPsGIF2rTBokVYvVroNPRpVq6EoyO2bkXTpjh1Cl26CB1IicmqALKzsxs2bFjr1q2dnZ1ltIvPtn49srLw6BF69RI6ChGR0GbPxsiR8PaGtTXGjIGlpdCB6GMSE7F+PSIioKuLlSsxdSqioyGjybJqQIbPOp03b16PHj1kN/7nSUnBsmUQi9G5M5YsEToNEZGgoqIQHIzZs1G9OmbMwPTpQgeiT+DjAw8PFN1P3a8fTEzAFT6/gGo97L0Ms2fD2hpWVti+HQEBeHvNDyIi9eLlhUWLiqf+eHri1i389ZfQmahM0dHYu7f4slfRx9On+PFH5OUJnUxZqceps2vXcOgQNDTw559v/tw5flzoWEREQjh2DGFhMDEpfkAQAC0tfP89unUTNBaVqVEjnDwp2VihArS1hUijCtSjAPLygrY2qlTBvn3Ytw+vX+PPP3H6NDp3FjoZEZHctWuHPXskG7nytYIzMOC/WdKlHgXQt9/i0iUMHYqStfCXLuU6QESkpqpVQ//+QocgEph6FED372P4cKxYIXQOIiIiUghqUAA9fowtWxATI3QOIiIiUhRqUAAtW4Zhw7jWOwnowIEDy5cvFzrF+40YMWLSpElCpyAikjdVL4CSkrBrF65eFToHqbWrV6/a2dmNHTtW6CCSjh49GhUVJXQKIiIBqHoBtHAhRo9GjRpC5yB1Z2pqamdnJ3QKSdHR0UlJSUKnICISgEoXQA8e4MABrnlIREREElR6JejlyzF2LIyNhc5BREREikVWZ4AKCgo0NTUBJCcnh4WFaWhoODg4mJmZSX9PeXlwdcXatWjY8K325GTs24fr16W/RyIiIlJysjoDVLNmTQBnz55t1arVsWPHTp061alTpwMHDkh/T/7+uHgR3t7FLwsLERcHAMuWYeRIrm1KRJs2bRI6AhEpHNnOAVq5cuXRo0fbtm0L4MWLF87Ozv369Xtvz9DQ0MePH5duSUlJqVix4kd28OwZli3DuXPo1w8nTuD//T9s2YKpUxEaij/+wLVrUvo+iEiZBAQElH65cOFCHR0dAMOGDRMoEREpHNkWQFWqVLGwsCjarlSp0suXLz/U8+TJk/Fvz1ZOSUmp/tHzN3Pm4Lvv0Lw5Vq3C1Km4cAFz56J7d7i5YdgwmJp+8XdARMrnxIkThw8fdnd319fXB5CTkxMdHQ0WQERUiqwugWlqatrZ2cXFxY0ZMwbAvXv3evfu3bFjxw/1X7Ro0b63NWzY0Kjk0V3vFR2NY8cwYwY6dkSjRqhTBwMG4Jtv4OeHmzfx9dfS/p6IZOnuXQwahIKCcnxpeHi4SCQKDAwsaVm0aJFIJMrNzS16eeXKlcGDB0snpzLYtWvX77//fvXq1f79+/v6+pqamvr6+vr6+gqdi4gUiKzOAD1+/DgtLe3WrVtPnz4FkJKSMmDAgO+++06a+/DyQvv2mDYN0dEYPBgdOuDnn7F+PTZvRocOWLQIvXtDQ6VvcyNV4u2NM2ewZQvKtV5itWrVDhw40LNnz6KXgYGBJVeQFyxYEBAQYG9vL7WoyqBfv37t27efOHHikSNHSgrBD9m5c2diYmLplqSkJD09PVkGJCKBybA+qFKlSps2bVxcXADY2dkNHz686L4w6cjLQ+3ayMnBwYNwcEBCAn7/HS1aIDcXGzdiwwYYGmL7dqntjkimQkLw3384dQrz5iEtrRwDtGrVKioqKi8vD8Ddu3dNTEwMDAyKPtWmTZvhw4dLMayyqFGjxsGDB62trRs0aFB2z+zs7NS3ValSpV69evLJSbI1cyYePBA6BCkipV0IUVsbv/+O4cMxbRqWLoWfH6ZORbNmGDgQADw88OwZ5szBiBEQiYTOSvR/srLw9mR/ACgowMSJmDkTJibo2BHTp2P2bMk+mpqoU6eMN7OGhkanTp3OnDnTrVu3gwcPurq6RkZGFn2qR48eOjo6N27ckOY3ojzc3d3d3d3L7jN69GiJlsLCQhMTE5mFInk5fBh+frh/H3v2CB2FFI7SFkAAIiNx8mTxTe+jR2PvXlhZ4dYtzJuHRo0AQF+f1Q8pFj8/bNki2fjqFTIzsWIFVqxAQQESE3HyJLS1Jbvt2AFHxzLG7tev3/bt27t163b06NGjR4/OfreKUlcdO3Y8d+6c0ClI7l6/xsyZ2LcPXl44fx4dOggdiBSL0hZAYjEmT0anTjhxorilZ08sWQJ7e0yYIGgyog+bPVvy7E5KCho3xtKlsLYubtm6FS9fIijoc8du167dhAkTEhISdHV1jbkAeikF5ZpaTkpvzRpYW6N3b+TkwMsLERGQ4jQMUn5KWwAVFMDSEpmZ2L//TWOFClDLuQ6kxB4+hK0tgoLeqnj09FBQ8LkHaw0Nja+//nrKlCl9+/aVckgl99FLYKSCnjzB2rW4dAkABg7EL79g2za8c62T1JnSFkBaWti27a2Wv/5CXBx4pCPl0rIlTp2S1mD9+vVzdnbesGGDtAZUDUWLcZB6+f57dOyIV69QNBlu6FDMmYP+/VG5stDJSFEobQH0rjVr4OPDST+khuzt7YODgwF06tSpsLCwqDE5Obmkg7Ozs7OzszDhiORPLMa9e8jIwLhxbxpr1cLVq2VPpCO1oioFUGwsbtwovgWMiIjUmUgETnunj1GVdQJXr8bkyahQQegcREREpARUogBKSsLx45zdRkRERJ9IJQqgX37BkCHgfb9ERET0aZR/DlBuLrZs4eVeIiIi+nTKfwZo1y60agVLS6FzEBERkdJQ/gJo/XpMnix0CCIiIlImMrwEVlhYGBMTk5ycXFBQYGZmZmNjI82nwRe5cAGvXqFrVykPSyRtFy9eXLFihdApJP37779VqlQROgURkQBkVQCFhISMHDlST0/PyspKLBbfvHkzOzt727ZtHTt2lOZufv4Znp7QUP7zWKTSunfvnpOTk5qaKnQQSQ0bNvzf//4ndAoiIgHIqgCaMmVKSEhI/fr1S1oSExNdXV3Dw8Pf23/t2rXx8fGlWxISEnR0dMraR3IyQkKwdas08hLJkL29vb29vdApiIjoDVkVQAUFBTVr1izdUr169TL6N2rUyNDQsHTL1atXmzVrVtY+KlbE/v2oWPELYhIREZE6klUB5OHhYWNj4+joaGVlJRKJ4uPjL1++7Onp+aH+vXr1kmi5ffu2iYlJWfswNATP3hMREdHnk9XsmYkTJ546dcre3j4rKysrK6tNmzbBwcHjx4+X0e6IiIiIPp0M7wKzsLBgxUNEREQKSKFXgr59+/bp06c/9Nn8/PxLly5JzBwSUGpqqpGRkdApiilamCpVqohEIqGDAMCrV68MDAykvyJDuWRlZWlqan5ksr+8vH792tzcvHbt2h/q8Pz5c3nmERyPP+WmaGF4/HkvHn9EYrFY6oNKxZ49e7Zs2VJGh2fPnl2/fr2iYkyCFovFL1++VJwlVRTqAPTy5UtDQ0MF+X8+IyNDR0dHW1tb6CAAkJWVpaGhoaurK3QQAMjNzdXV1bW1tS2jT/369X/99Ve5RRIQjz9fgsefD+Hx50OEOf6IlVZoaKiTk5PQKYolJSWZmpoKneINfX39zMxMoVMUs7a2jo2NFTpFsd69ex85ckToFMWmTp26du1aoVMU+/nnnz08PIROoTR4/CkDjz8fwuPPhwhy/OESgkRERKR2WAARERGR2mEBRERERGqHBRARERGpHSUugHR1dRVk+jqAChUq6OvrC53ijYoVKyrIXQ9QsN+UooXR09MTOkUxPT09xfnJKD6FeiPx+FMGhfpNKVoYNT/+KO5t8J8iNzdXQdYwAMN8GMN8SF5enoaGhoL8U1FYWFhQUKAgN+gqBYV6LzHMhzDMh/D4o9wFEBEREVE5KPElMCIiIqLyYQFEREREaocFEBEREakdFkBERESkdlgAERERkdphAURERERqR1kLoF9++aVp06YtWrQ4e/asUBlmz57dpEmTunXrrl69WnFSDR48OCAgQPA8J06csLOzs7Cw8Pf3FzzMzJkz69Wr16BBgx07dggY5sqVK4MHDy55+W4GeaaSCKOYb2aFpQg/HMX8lfH48y4efz4aRrA3s5yfPi8VCQkJDRs2zMzMvH37dt26dQsKCuSfITQ0tEmTJrm5uc+ePatTp05kZKQipNq/f7+uru727dvFgv6UXr161bhx46dPn6alpZmamiYnJwsY5vz58zY2Njk5OcnJyZUqVcrIyBAkzPz58+vVqzdo0KCil+9mkGcqiTCK+WZWWIrww1HMXxmPP+/i8eejYQR8MyvlGaDg4GAnJyd9ff0GDRro6urGxMTIP8OTJ0/Gjx9foUKFatWqOTo6PnjwQPBUT5488fX1dXd3L3opYJ7AwMCePXuamJhUrlz59u3bJiYmAobR1NTU1tbW1tbW1dXV1tYWiUSChGnTps3w4cNLXr6bQZ6pJMIo4JtZkSnCD0cBf2U8/rwXjz8fDSPgm1kpC6DHjx9bWVkVbVtZWSUnJ8s/g6urq6enJ4CYmJiLFy926tRJ8FQTJ05ctWpVySOBBMyTkJBw//79li1b1q5de+3atZqamgKGcXR0bNy4sZmZWe3atefNm6evry9ImB49ejg6Opa8fDeDPFNJhFHAN7MiU4QfjgL+ynj8eS8efz4aRsA3s1IWQGKxWCQSlWwXFBQIEqOwsHD16tX9+vU7fPhw5cqVhU21Y8eOBg0atGvXrqRFwDwZGRm3b98+f/58TEzM1q1bIyIiBAxz5syZO3funD9//q+//vLz80tKSlKE98+7GYRNpVBvZgWnID8chfqV8fjzITz+fAqh3sxaMhpXpkxNTf/999+i7Zs3b5qZmck/Q0FBQb9+/YyMjCIjIytVqiR4qt27d9+5cyc4ODg5OXn//v25ubkC5qlevXrXrl2rVKkCoH379nFxcQKG+fPPP4cMGWJpaWlpaeng4BAaGqoI7593MwiYStHezApOEX44ivYr4/HnQ3j8+Sgh38wymlskUwkJCU2bNs3NzX348GHdunXz8/Pln2Hnzp0DBw5UtFRisdjLy6tkEqJQea5du2ZtbZ2Tk1M0qe3q1asChtm4cWPPnj1zcnJevHhhYWEREREhVJjTp0+XnoQokUHOqUqHUdg3s2JShB+Owv7KePyRwOPPR8MI+GZWyjNAFhYWkyZNcnJyArB161ZNTU35ZwgNDQ0ODjY1NS16uXnz5p49ewqeqjQBf0pNmzYdPnx4mzZtMjMzZ86c2axZMwBChRk1atSVK1eaNGkiFounTJliZ2cnYJgS7/52BPx9Kf6bWaHw+PMpePwpwuPPRwn4ZhaJxRJb1l8AACAASURBVGIZDU1ERESkmJRyEjQRERHRl2ABRERERGqHBRARERGpHRZAREREpHZYABEREZHaYQFEREREaocFEBEREakdFkBERESkdlgAERERkdphAURERERqhwUQERERqR0WQERERKR2WAARERGR2mEBRERERGqHBRARERGpHRZAREREpHZYABEREZHaYQFEREREaocFEBEREakdFkBERESkdlgAqaA7d+506dKld+/e/v7+QmchIiJSRCKxWCx0BpKy2bNnd+/evX379l9//fWFCxeEjkNERKRweAZIBc2ePdvJySkxMdHY2FgOuzt//nyfPn3k/7VERETlxgJIBRkaGgYGBk6YMGH9+vVCZ5E+b29vMzMzc3PzqVOnFp2/3L9/v5WVVYMGDdasWfNu/xcvXrRo0eJDo61YseL06dMyjEtERAqJBZAKOnnyZFhY2LFjx8zMzD79q8Ri8YsXL97dLrunnAUFBZ06deratWs3btw4derUn3/++ezZs8mTJ588eTIqKmrz5s2RkZGl+/v5+f3vf/9LT08vennnzp127dq1bNly1apVAJ4/fx4dHd25c2cBvhMiIhIUCyAVtG/fvmvXrg0YMOC77757b4d169bVr1+/UaNG06dPLywsDA8Pd3V1tbOzW716deltAEuWLGnQoEH9+vV9fHwken502G7duh05cqToU23atCmajSTR53O/tdq1a2/YsMHIyEhfX79OnTqamppBQUFdu3atU6dOpUqVBg8eXLLHItbW1p6eniUvN2zYsHjx4piYmCNHjmRnZy9ZsuSHH3743AxERKQCtIQOQF9q0qRJ169fP3nypLa2tpubW4cOHX777bcy+p87d27Lli1///23gYHB6NGjfX19nZycTpw4ERkZaWlpGR4eXrJ94sSJAwcOREVF6ejo9OzZ848//ihqLPrsR4cdNGjQoUOHvv3227t376akpLRv3/7dPq1bty49yPTp02/fvl26xd7eftasWSUviy5mrVy58scff+zZs2e3bt2WLFlSp06dos/WqVMnLCys9Jd37tz50aNHixcvLno5YcIEd3d3Hx+fgQMHJiYm5ubmWltbf96Pm4iIVAILIKU3cuRIU1PTP//8s3LlygkJCTt37iy7f0hIyKtXrwYOHAjg+fPnYrHYycmpbdu2JTVNyXZISMiwYcMqVaoEYMyYMcHBwZaWlqV7lj3sr7/++v333+fl5e3du3fYsGEikejdPhIF0HtPLL1rxowZnTt3HjFixPbt2yVuYywoKCjjCxs0aHDx4sWibXd39xUrVnzK7oiISPWwAFJ6dnZ2AHJzc728vH7//XeRSFR2fwMDg5EjR/74448ACgsLCwsLIyMjDQwMSnco2hCLxSWjaWhoFNUWpXuWPayWltZXX3119uzZffv2HTp06L19SsqRT7Rv374aNWp06NChVatWY8aMCQ0NdXJyOn/+fNFnExMTzc3NP2Wcixcv1q9f39TUdPbs2X/++WfVqlUDAgJq1679WWGIiEh5cQ6Qirh06dLXX3/dvHnzj/bs0qXL7t27U1NT8/PzBwwYsGnTpg/17NChw++//56RkfH69evffvutU6dOnzvsoEGDli1bZmRkVK9evU/Z9fTp079927Jly0p3SE1NnT9/fn5+/suXL0NCQmxtbV1cXE6fPv3s2bOcnJx9+/b17dtXLBbHx8fn5+eXkXb16tXTp09/9OhRREREdHS0h4fH9u3bP/aTIyIi1cEzQKrg33//PX/+fOnZvmVo1arV5MmTv/rqq6ysLBcXl7Fjx0rcOVXCxcUlMjLSxsZGLBb37t3b3d09IiLi04cF0KtXr1GjRv3yyy8f6iNxBuijl8BGjRr1zz//NG7c+PXr13369Bk/fryWltaaNWs6d+5cWFg4fPhwOzu73NxcKyurhIQECwuL9w6yf//+7t27GxoaGhoatmrVys7OrlKlSrt37y5710REpEq4ErTSy8/Pb9u27fr16w0MDNLS0ipWrGhrayt0KCIiIoXGM0BKb82aNfb29g4ODgAmTJjw6NGjY8eOCR2KiIhIofEMEBEREakdToImIiIitcMCiIiIiNSOrOYAFRQUaGpqAkhOTg4LC9PQ0HBwcPisR1MRERERyYiszgDVrFkTwNmzZ1u1anXs2LFTp0516tTpwIEDMtodERER0aeT7V1gK1euPHr0aNu2bQG8ePHC2dm5X79+Mt0jERER0UfJdg5QlSpVShajq1Sp0suXL2W6OyIiIqJPIavb4GvWrGlubl5YWFi7du1jx47du3dv0qRJNWrU2LZt2yeOcPr06f3798siGxGVj4WFxezZs4VOIQ88/hApGqkff2S4DlBaWtqtW7eePn1a9ESF2NjY7777rmhm9LtcXV2jo6NLtyQnJ9eqVWv69OkyikdEnyU1NdXf3//hw4dCB5GHGTNm3L17t2vXrkIHISJANscfRVkIMTU1NTU1tXRL3759zc3Ng4KChIpEpFZC0kMevH4w3Hj4hzokJiY6ODioTwFkYmLi4+MjdBAiAmRz/FGUR2EYGRkZGRmVbtHR0RGJRELlIVI313Oux+fEl1EAERGpElkVQIMHD35vO5+5TURERIKTVQE0ffr0/v37Dx8+3NHRUUa7IKIvdzb97K3cWwAuZlx8kv9k0/NNAEy0TPpU6SN0NCIiGZJVAWRnZzds2LDWrVs7OzvLaBdE9OVu5t68knUFwMO8h2n5aZFZkQDqVqgrcCwiIhmT4RygefPmyW5wIpKKcdXGFW34P/OPz4n/ufbPwuYhIpIPPgyViIiI1I6i3AVGRMKqrlX9pTbXaicidcECiIgAYIDRAKEjEBHJDy+BERERkdphAURERERqhwUQEZEiup5z/buE74ROQaSyWAARESmiF/kv7r++L3QKIpXFAoiIiIjUDu8CIyJSICdenTiUdgjA47zHt3JvjXswDoCBhsFSs6W6GrpCpyNSHSyAiIgUSA3tGnb6dgBu5d66kXOjaFtLpKUl4uGaSJr4fxQRkQKx0bOx0bMBEJoRGp4ZPrbaWKETEakmzgEiIiIitcMCiIhU3KZNm4SOUB7m2uYdDDsInYJIZfESGBGpmoCAgNIvFy5cqKOjA2DYsGECJSqP+jr1F5ktEjoFkcpiAUREqubEiROHDx92d3fX19cHkJOTEx0djQ8XQCNHjvzvv/9Kt9y5c8fe3t7Hx0cOaYlIECyAiEjV7Nq168CBA76+vqtWrWrXrt3p06d9fX3L6D9nzpzU1NTSLcp1roiIyoEFEBGpoH79+rVv337ixIlHjhzJzc0tu3P9+vUlWgwMDLS0eHgkUmWcBE1EqqlGjRoHDx60trZu0KCB0FmISOGwACIiVebu7h4cHCx0CiJSOCyAiIiISO2wACIiIiK1wwKIiIiIhJQnzssqzJLzTlkAERERkZC2vdg2J2mOnHfKAoiIiIiE9Fr8Ok+cJ+edsgAiIiIitcOVvojU3e3c2+GZ4f9k/dPBsEPfKn2FjkNE6sLnkc/Z9LMAnuY/zS3MvZx5GUBjnca76u2Sw95ZABGpnVcFr8Izw//O/Ds8Kzw8M1xfQ9/ewN5e395W31boaESkRjxNPAcZDQKwL3VfwuuEGTVmAKikWUk+e2cBRKQWbufevpR56VLGpUuZl+7l3mul38rBwGG08ejNdTabapsKnY6I1FHtCrVrV6gN4HLm5azCLDt9O3nunQUQkWoqEBdEZ0eHZoSGZYRdzLyoBS1HQ8d2Bu1GVxtto2ejJeL/+0Sk1ngQJFIdr8Wv/83890LGhQsZFy5lXqqtXbu9Yftvq3y7ptYaiwoWQqcjInq/DoYdmug2kfNOWQARKbc8cV54Zvi5jHPn08+HZ4Vb6lh+bfj1BJMJf9T9w1jLWOh0REQf11yvufx3ygKISPkUiAuuZF8JSQ8JSQ+5nHnZUseyY8WOXtW92hu2l9v8QSIipSbDAqiwsDAmJiY5ObmgoMDMzMzGxkZTU1N2uyNSeXE5cafTT59JP3M+/bx5BXPnis6TTCbtrbe3imYVoaMRESkZWRVAISEhI0eO1NPTs7KyEovFN2/ezM7O3rZtW8eOHWW0RyKV9CL/xen00ydfnTyVfkoEUeeKnftX6b+x9sYa2jWEjkZEpMRkVQBNmTIlJCSkfv36JS2JiYmurq7h4eEy2iORyigQF/yd+fdfr/46mX4yPie+g2GHLpW6zKgxw1LXUuhoREQqQlYFUEFBQc2aNUu3VK9eXUb7IlINyXnJf736K/hV8Jn0MxYVLLpV6rbSfGU7g3baIm2ho5EUvBa/riCqIHQKIiomqwLIw8PDxsbG0dHRyspKJBLFx8dfvnzZ09NTRrsjUlKFKPwn85+gl0F/vvoz4XVCl4pdXCq5/FzrZ17h+kKRkZEPHz7s1KlT5cqVi1oCAwN79uwpYKT+d/t/X/N7BwMHATMQUQlZFUATJ050cXEJDg5OTk4WiURt2rSZO3euhcUHVyLJzc3Nysoq3ZKfny+jbESCSy9IP5F+IvBl4J8v/6ypXdOlsotfLb92Bu00RbxRQApWrVrl7+/v6Ojo5eV1+PBhW1tbAGPGjElOThYwVVZhVmZhpoABiKg0Gd4FZmFhMX78+E/s3Lt373/++ad0S3p6ugxCEUlBWkHa1MSp2yy2fe4XPnz98NjLY8deHvs7828HA4delXvNN51ft0JdGWRUa/7+/leuXDE2No6JiXF1dY2KiqpYsWIZ/desWXPz5s3SLQkJCRUq8HIVkSpTlHWA/vrrL4kWe3t7ExMTQcIQle1e7r19qfs+vQCKzY49knbk6Muj91/fd6nsMrba2IP1DxpqGMo0pDrT09Mrqnhatmw5btw4Ly+vLVu2lNHf0tJSokI6efKktrYUpl7linNH3h+ZJ84DEJsdu+jxok3PNwH4pvI3Q6sO/fLxiajc3hRA770/S1dXt2XLluUYd/Dgwe9t3717dzlGI1IomeLM14Wvy+5TiMLLGZcPvzx8JO1IobiwT5U+a2utdTRw5EWuMsTFxYWGho4ZM2bhwoUnTpxYvHhxp06dyjFOnz59bGxsxo8f7+np6e3t3adPn0GDBklcZC/t3blBW7Zs0dfXL8euJeiIdIZWHZpRkAEgLjuug2GH5rrNAbQ2aP3lgxPRl3hTAPn5+QFISkoKCwuztbXV0tKKiIgYP368v79/OcadPn16//79hw8f7ujoKLWwRIKKy4k7+vIogITXCYUoXPFkBQAdkc4o41EVNYvPH+SL889lnDuYevDoy6MmWiZ9qvQ5WP9gS73y/BWhhgYOHDhz5syrV68GBgb6+flNnDgxOjq6HOMsW7bMxcXlyZMnADQ0NA4dOrR3714jIyNp5/0k3St1L9rY9HzT14Zfd67YWZAYRCThTQFUdG6mS5cucXFxjRo1AnDv3r2xY8eWb1w7O7thw4a1bt3a2dlZKkGJBPdv1r9HUo8ASC9MF0NctA0NuFRy0dXQDUkP2Z+6/+jLo/Uq1HM1cg1tHNpAp4HAiZVNZmamm5vbggUL3Nzc2rVrl5ubW+6hnJycSrY1NTXd3Nzc3NykkZGIVITkHKAHDx40bNiwaLtu3bpJSUnlHnrevHnlz0WkeNrqt00ySgKQ8DrhRs6Nb42+LRQX3n99f/HjxUGvghrrNO5n1G+u6dw6FeoInVRZ1alTx9vb+/Dhw//888+6deukchFKcXxb5dvGOo2FTkFExSQLoLZt27q7u48aNQrA1q1bW7fmhWqiYpa6ljN1ZwK4kHFh87PNd3PvHk473FCnYX+j/ovNFteuUFvogEpv3759O3bs2LNnT7Vq1VJSUnbt2iV0ImmaZDJJ6AhE9IZkAbR58+aNGzf6+/traGg4OTmV+xIYkeoRQ/x35t+7U3bvSt0lhriRTqMIqwie75GKCRMmlGzfunVr27ZtAPz8/DZs2CBcKCJSZZIFkK6ubrdu3czNzfv163f//n1dXV1BYhEplKvZV3el7tqdsltfQ3+Q0aCTDU/6P/OfXmO60LlUh7BrNBORGpIsgAICApYvX56Tk+Pq6tq5c2cfH59x48YJkoxIcI/yHu1O2f1Hyh8pBSmDjAYdaXCk5H6urRZbhc2mYlxcXCRaxGLx0qVL320nIpIKDYnXa9euvXjxorW1tYaGRkxMzJo1awSJRSSg9IL0gBf/v737jmvq+vsAfpKQhL1RQGWIIqh1UUTFgXXUqo9WgbrR2sdRt/Wn/h5bq221dVUcoBbrgFbR1gpalNZZEWu1oCKKA2Q4gLBHJhn3+SO+KI0FLULOJfm8/zo5Xu79mFyOX2/uPSd6aObQ7ve6Zyoyd7Tbkdc1b1ObTXiavblt27bN1dXVzMzM3d3d3Nw8OzubdiIAMFi6BZBYLK792ovP5wuFQr1HAqBDzah/rfp1au5UtztucRVx85zmPXvj2Tdu3wy0HMghHNrpjEJMTExGRsa8efMSEhKuXbvG5eoOUC3al4VfZimyaKcAgOd0x5cpU6aMGTMmJycnKipq+PDh7733HpVYAPqUIc9Y+Wyl2x23NQVr+lr0zeqSFe8VP952vJCD/wDoVVlZmY2NzYABAy5dutStW7eMjAzaiZrSxeqLuTW5tFMAwHO69wCtXr36zJkzycnJIpHoiy++GDBgAJVYAHpQoa6ILYs9WHbwWc2zaQ7Tznc872PqQzuUUQsKCpo6derXX389fPjw6upqA5sHCABYRbcAcnd3Hzt27JQpUwIDAzkcXPYHA6QhmovVF/eV7EusSnzb+u3PXD4bZjUMS3Tl1OSUqkrfNKc59de+fftu3brl7OwcERFx7ty57du3UwzTJBjCfF/2vUwjI4Q8Uz47VXkqW5FNCOlv2b+zaWfa6QCMmm4BdO/evYSEhPDw8NmzZ2sroa5du1JJBtDkntQ8OVB64EDpAXsT+5kOMyPdIu14dNaHYqFTlaceyB/QLYAqKio8PDxKS0u7dOnSpUsXHq8FVKUfPf3oM5fPaheD06FklH9K/lQwCkJIlboqU5Ep1UgJIa1MWqEA0o/fJb/7m/vzOXzaQYB1dAsgGxubKVOmTJkyJS0tbcGCBRs2bGAYhkoygKaiZJQnK0/uK9l3XXp9kt2kOK+4HmY9aIeCfzBixAhto7i4OC8vLywsLDo6mm6kl4qriFvUalF9BZCAI9jRboe2PSxz2JJWS7AYqp7NeTzniOeRLqZdaAdpSpXqShueDe0ULZ5uAZSUlPTzzz+fOnXK3t4+ODj40KFDVGIBNIksRda3Jd9Gl0X7mPr8r8P/Hm9/3JSLuT3/Rq6RyxgZIUSqkSoYRbm6nBAi4AgsuBb6D/Pnn3/Wtm/cuBEZGan/DGB4DOy/8fnK/MEPBz/o8oB2kBZPtwBau3ZtcHDw+fPnXVxcqAQCeH01TE18RXxUSdQd+Z0w+7BL3pewCGV95j2ZF18RTwhRMAo1oz5WfowQ0tWsa5J3Et1gvXr1unXrFt0M9ZFpZLHlsSpGRQipVlfHlsc68Bw4hPO29dsNLI3iwnfBV67w+kRK0VPlU9opDMHfCqDq6ur58+cHBwfTSgPwmrIV2XtL9x4sPehr6jvHcc4423ECjoB2KFbb775fO6t1RHHEA/mDne12UgyzdOnS2nZGRka7dixdX7ZKXXVdcp0hDCGkhqlJl6Vbca0IIb6mvg0UQDEeMfqLaNxESpHHXQ+5Rq59+ca9N7SNKLeoWY6z6OVqGhJGUqOpoZ3CEPytABIKhcuXLx8wYECrVq1oBQJoBDWjPl11enfx7hRpyjT7ab91/K2TaSfaoeBf69+/f217yJAhgwYNohimAa35rfe47dG2z1Sd+dL1Sw+BByFEopHElMWE2YfRDAeEtOa3lvWQadtv3Hsj1iO2q1mLf5onoTJhbcFaQohYI1YT9Zv33ySECDiCo55H2wlY+l8FlvtbASQQCPr379+rV69BgwbVzsCxd+9eGsEAXkmRqujbkm+/KfmmDb/Nh04f4i6fRuMRHpdDbebla9euEULatm1btzM7O7t795a0/EheTd7Gwo0ogKA5WPIsu5p2JYQUqYoy5ZnaNofDwUXuRtO9B2j69OnTp0+nEgXgX/ld8ntkcWRiZWKIXcgJrxN4sOs1TbafrH1Cm4pt27YRQvLz85OTk3v27GliYpKSkjJ37tyIiIjG7VCj0aSlpRUUFKjValdX1x49ejTTQ/XtBO2o3DAOr4hDOIYxp10bfhtfM19CiFmNGSFE2xZwBBY8nH6NpFsADRky5P79++np6SEhIXl5eR4eHjRSAdRLppEdLj8cWRwpUUs+dPowsl2kLc+WdihDYMOzofhgbWxsLCFk2LBh9+/f79ixIyEkJydn9uzZjdvbhQsXZs6caWZm5uPjwzDMw4cPZTLZgQMHgoKCmjCzVpJ3kkQjSZWmEkKya7LlGrm2LeQIDeBrFwOw331/J6EhfCHeUdhxZeuVhJBkSfK3xd9q2/A6dAug6OjoDRs2yOXy4ODgoUOHLl++fM6cOVSSAejIrcndXbz7QOmBPhZ9NrhuGGY9DGuUGpjHjx936NBB2/bw8MjPz2/cfhYvXnzhwoX27dvX9jx9+jQ4OFj7RduLzpw5k5ubW7cnPz+/qqoqKipK+3LUqFFt2rQhhGRlZV24cKF2M23/ycqTX/75ZfUf1UpGWawqDuYH2wyyEbYWnvA6IcmTvLh9fftBf3P037hw4wa5wZ48r9/vyHO0zLeMSoliSR799P/0009yuZw0Kd0CaOvWrVeuXJk+fTqXy01LS+vZsycKIKDuYvXFncU7k8RJMxxm/NHpj/bC9i//GWiBevfuHRYW9sEHHxBC9u/f/+abjZyWWq1WOzs71+1p+MGO1NRUnQJILBYrlcrU1FTty27dumkH4pycnNrO2v5JdpMcOY7Hnh0rV5efqzr3tt3b7wvf7+PThxByNufsi9vXtx/0o/9V+l34Ln0q+rAnj37609PTlUolaVIcnRmivLy80tPTJ0yY8PPPP9fU1Pj5+aWnpzftIV9RQECAk5NTQkIClaMDG8g18kPlh3YU7VAxqoWtFk6zn4abLSh6+vRp3759nzx50nyHkMvle/bsSU5O5nK5/fv3nz17tqlpY25p37Vr17Zt2wIDA318fDgczoMHD65evbpo0aK5c+e+4h4aN/5kyDNCs0Pvdr777yPTUamuvCK+MtJmJO0gAC/RHOOP7kMfU6ZMGTNmTE5OTlRU1PDhw997770mPBjAK8pX5n+S/4nHXY/4iviv2359p/OduY5zUf0YsHfeeaekpGThwoV37961s7OzsbFJT09fuHBh4/Y2b968s2fPBgQESKVSqVTq7++fmJj46tVPo5lwTEw4upfV2SxNlrZRtJF2CgA6dH9XP//881OnTiUnJ4tEoi+++GLAgAFUYoEhCXoYdNDjoHailJdKkaZsK9qWWJU4xW5KsndyB2GHZk4HrDBx4kRzc/OJEyc21Q7d3d31UPHo8BZ6n+94Xs8HBYDG0b0CdP/+/fz8/K+++ophmP/+978XL16kEgsMSam6VKwWN7yNhmjiKuIGPhwYkh3S06xndpfsHe12oPoxHtOnTzc3N2/Tpk12dvaQIUOuXLny6aefcrnU5iVqNEcTR9oRXk6mkWUrsrMV2fnKfLlGrm2LlCLauQD0Snd8mTBhgoWFxZ07dxISEjZv3lx3ZnqA5iDRSCKKIzrd7bRJtGmh08KsLlnLWi/DQsfGCeOPfuwp2TMsa9iwrGHLni67Lb+tbQdlBkk0EtrRmt603Gn5ykY+TgiGTfcrMIlEMnny5M8++2zy5Mn9+vVTKBRUYkFLV64uX/hkYQ1TQwh5UvNk2bPnNc1sx9lDrYZqtylQFuws3rm3ZO8gy0HRHtH9LPrRTAwsgPFHP5a2Wrq01VJCSJI4aXX+6kvel2gnaka3ZLfKVGWufFfaQYB1dAsgNze3ZcuWxcXFXb9+fceOHbULYgD8K5Zcy3G24zSMhhDyh+SPt63e1q5W4yX0IoTckd35uujrk5UnJ9tNvtbpGh5rBy2MPwCgN7oF0A8//BATE3PkyBFHR8eysrLDhw9TiQUtHZ/DD7YN1rY/L/x8uPVw7ay4F6ovzHs8L02WtsBpQWbnTHsTe6oxgV0w/ugZ3QXgmo9EI9ko2qhdMl2kFIUXhTuZOBFCQu1C/cz9aKcDttAtgBwdHQMCApKSkq5evTpu3LhOnQxhBnGgTsNojpYf3SzaLNPIPmr9UbxXvJAjpB0KWMfR0XHkyJHp6en+/v4zZszAUjzNLcAiIMY9hnaKZmHFtdJwNYQQLodrw7OxM7EjhGDueKhLtwD69NNPY2Njx44da29vP3Xq1A8++GDJkiVUkoFhkGqkbny3Mdlj3AXua13WjrIZhTEI6oOlePTMhGOi/W7awFhwLZa3Xq5tf1/2/UyHmViXDV6kWwAdOnQoLS3N0tKSELJo0SJ/f38UQNA4parSyOLIXSW7Ai0Cj3ge6WPRh3YiYDssxQMAeqNbADk7O9fOvcHhcGxs8DQy/GtPap5sLdoaUxYz3nZ8kneSt9CbdiJoGcRice3aF3w+XyjE96Twunqb93YwcaCdAtjorwJo+/bthBAvL6/u3buPGjWKYZhTp06FhobSywYtT4Y8Y5NoU0JlwkyHmem+6dpHT/Nq8twEbvjmC15KuxRPYWFhVFTU4cOHsRQPvL597vtoRwCW0r0C5Ofn5+f3/Cb5hQsX2tnZ6T0StEh/SP7YULjhmvSadjJDW55t7R+NfTQ21jPW19SXYjxoEbAUDwDozV8F0OLFi0tKSrZu3ZqamiqTyXr27LlixQrtSvRGq1pdnSJNGWw1mHYQVjtTdWaDaEOOIuc/rf8T6xlrxjXT2UBN1GpGTSUbtDijRo0aNWqUti0Wi7X3IwIANLm/ZoDIzs7u2bMnh8NZtWrVxo0bXVxc+vTp8+DBrSrWEQAAGIBJREFUA4rhqLslu7WmYA3tFCylIZrjFcf97/t/9PSj9x3ez+ySOd9p/ovVD8CruHnz5ogRI/z9/desWVNaWvrRRx+NHDmyY8eOtHMBgMH66wrQ0qVLw8PDQ0JCtC/79u3brVu35cuXnzx5shH7VavVPB6PEFJQUJCcnMzlcvv27evqisnIDYGSUcaWx24o3GDFs/rY+eMxtmO4LywqJ1KKBjwcoCZqQshT5dN3st4RcAWEkNXOq2c4zNB/ZmC5999/PzQ0NCgoKDo6+o033pg9e/aKFSswDxAANJ+/CqDbt2+PHz++7p+NHDly8eLFjduvs7NzcXHxxYsXJ0+ePHToUAsLi1WrVq1fv762wGIzJaMUa8SEkGpNtYpRlavLCSE8wrPmWdOORpmCUewv2b9ZtNlT6Lmz3c4hVkPq27I1v/W5judUjIoQ8s6jd7a32e5t6k0IwYo88I9KSko+/vhjQoiPj098fPzatWtpJwIAA/dXAWRiYqJSqQQCQW2PSqWqfSS+cTZt2nTixInevXsTQkpLS4cMGVJfAZSXl1dSUlK3RyqVajSa1zl6o+0o2rG+cD0hRMWoZIzM644XIcSKZ5XROcOCa0ElEnVijTiqJGqraKufuV+sZ2yARcBLf8RN4KZtCDiCtoK2WPALGsDn87UNBwcHC4sm+C1LTU198uTJ4MGDa+fySEhIGD169OvvGQAMw18F0JAhQzZt2vTJJ5/U9kRGRvbv3/919m5ra+vu7q5tW1tbV1ZW1rflp59+evfu3bo9OTk5tTOC6Nmy1suWtV5GCLksvvxx/sdJ3klUYrBEubo8oigiojjiLau3Tnc43c2sG+1EAC+xefPmiIiIwMDAJUuWxMXF9ezZkxAya9asgoIC2tEAgC3+KoA2bdo0fPjwpKSkYcOG8fn83377LScn5+LFi43bL4/H8/Pz02g0s2bNOnnyZE5Ozvz584OCgurbPjo6WqcnICDAycmpcUeHJlGsKg4vCo8qiRprMza5U3JHYSPvSP3c5XPtIvAA9cnLy7OystK2JRJJbbu6uroRe4uIiLhx44aDg0NaWlpwcPDNmzdrdwgAoPVXAWRtbX316tX4+PjU1FSlUjlhwoTQ0FATE92Jgl5RYWFhRUVFZmZmUVERIaSsrOy9996bNm1a06TWFy7hvnh7rzEoUhVtFW2NKokabTP6j05/dBB2eJ29jbMd11TBwFDJZLIm3JuZmZm24unevfucOXOWLFmybx9mwwOAv/lbfcPhcMaNGzduXNP8c2Vra+vv769t151fsQXpbdE7yj2Kdgq9yq3J3STadLT86Az7GXc733Xhu9BOBEahaVe9GDduXI8ePebOnbto0aJly5aNGzdu4sSJUqm0vu2LiorEYnHdHrlcTuseRADQj0Ze4DESfA7feNaxylRkflX41cnKk3Mc59zvfN/JBN8/Qkv11VdfjRo1SiQSEUK4XO7x48ePHj3awLz2CxcuTElJqdvz7Nmzuk+EAIDhQQEE5K787peFX56rOrfAaYHOKhYALVTdBzh4PN7kyZMnT55c38ZHjx7V6cE9iAAGzxhvcIFaN6U3g7ODh2YO7W7WPatL1mqX1ah+wPA08PgFABgtXAEyUtck19YVrrslvfWf1v/5zuM7c6457UQAzUWtxlJ0AKALBZDRSRInrStclynPXOm88lj7Y0JOU958CsBCYWFhtCMAAOugADIiZ6vOritcV6As+D/n/5tqP5XP4dNOBKAPs2bNoh0BAFgHBZDhYwhzqvLUusJ11erqVc6rJtpN5HF4tEMBAADQhALIkGmIJq4ibn3heoZhPnb5eLzteOOc1xEAAEAHCiDDpCGaU5Wn1hSsYRhmlfOqELsQDuHQDgUAAMAWKIAMTQ1T833Z9xsKN7jwXTa6bhxmPYx2IgAAANZBAWQ4ZBrZvtJ9m0WbfU1997nvG2A5gHYiAAAAlkIBZAjEGvHu4t3hReG9zXsfa3/M39yfdiIAAABWQwHUspWry3cW7YwsjhxiNeRMhzNdzbrSTgQAANACoABqqQqVheFF4ftK971r8+6VTlc6CDvQTgT1un37dmJiIu0U/ywwMLDuslkAAPr3SPGoVFXa26K3Pg+KAqjlyanJ2SzafLT86BS7KTd9brYTtKOdCF7i+PHj586dY2Gdcfv27czMTBYGAwCjkliV+ED+AAUQ1OuO7M5G0cbEqsQ5jnPudb7XyqQV7UTwqoYOHbp27VraKXTt27fv6tWrtFMAAFCAAqhl+F3y+8bCjdel1xc7LY5sF2nNs6adCAAA4LVUqitLVaWEkBJVSZW6KluRTQixM7Gz49np4egogFiNIczpytMbRRvzlfn/af2fo55HTbmmtEMBAAA0gZXPVp6tPksIqVJX1TA1yZJkQoiX0OtMhzN6OLpxFUA/Vfw00HKgk4kT7SAvp2SUR8qPbBZtNuGYrGi9ItQ2FAt4AQCAIdnjtkfbiCiOeCB/sLPdTn0e3bgKoD3Fe2x4NkOthtIO0pBqdfXe0r3bi7Z7C72/bvM1pnIGAABoclgak0WeKZ+tfLbS865niiQlvn382Y5nUf0AvL6oqCjaEQCgITzC43L0XZAYxRWgB/IHYo2YEFKlrspUZGrvruog7GDDs6Ed7blbslvhovCEqoRp9tNSfFI8BB60EwG0YNHR0XVffv7550KhkBAyffp0SokAoCHTHKbJNXI9H9TwCyAFo5iRN0PJKAkhmfLM8KJwa641ISTMPmxRq0V0s2mIJrEyMbwo/IH8wcJWC7e3227Ls6UbCSgqVZU6mDjQTmEIfv3117i4uLCwMHNzc0KIXC6/desWQQEEwFaWXEtLrqWeD2r4X4EJOcKrna6m+KSk+KT0tui9q90ubZtu9SPRSHYX7+6c0XnFsxWlqtLsrtkrWq9A9WPMcmpyBjxs5Pq1165d43A4CQkJtT1ffPEFh8NRKBSEkFWrVvn6+np4eGzZsqVpsrLe4cOHv/vuuzt37oSGhoaHh7u4uISHh4eHh9POBQAsYvhXgNgmtyY3sjjyYOnBQZaDvnX7VkM0q/NX8zl82rmAMhWjUjGqRv+4o6PjsWPHRo8erX2ZkJBgZWVFCElOTo6Pj09LS6uqqvLz83vrrbd69erVNInZLSQkZMCAAfPmzYuPj9cWgg0YMWLE9evX6/ZUV1f7+fk1Z0AAoMy4CiATjokJpb8yQ5jz1ecjiyOTxcnvO7yf4pPiLnAnhCSJk6jkAQPTq1evmzdvKpVKPp+fnZ3t5OT0+PFjQohIJJo7d65AIHB0dAwMDHz8+LGRFECEkNatW//0008xMTHp6ekNbxkfHy+Tyer2rF27tm3bts2ZDgAoM64C6KD7QSe+vicBqlRXflf23a7iXXwOf77T/O89vrfgWhwtP7r82XJCSLGq+J783ns57xFC+Bz+t27fmnHN9JwQ9GZr0dbDZYfr9pSrygtVhYQQhjByjdziloW230voJeAI6m4Z2S4ywCKgvj1zudzBgwefP39+xIgRP/30U3BwcGpqKiEkODhYu0FaWtqVK1d2797dtH8j9gsLCwsLC2t4G1NTU1PTv00xqr1pGgAMmHEVQK35rfV5uFRpalRJ1LGKY8Othu9x2zPQcmDtH71p/iaXcAkh9+T3REpRqG0oIcSSZ4mJng3bDPsZgywH1e2Ra+Q5NTmEkEJV4deFX29uu5kQIuAI2gvbcwindjMeh9fVtGvDOw8JCTl48OCIESNOnDhx4sSJVatWafs1Gs3WrVu/+eabuLg4Gxu2PPmoT0FBQb/99hvtFADALsZVAEUWR/6Pzf+4Cdya9SjV6uoj5UeiSqJKVCWzHGdl+Ga8WHh5Cb28hF6EkCRx0vnq86F2oc0aCVjC3sTe3sRepzOQBBJCMhWZUcVRU+2nNnrn/fr1+/DDD3Nzc01NTR0cnj9NplarQ0JC7OzsUlNTra2NdAk5tVpNOwIAsI5xFUDxFfGdTDs1XwF0VXJ1X8m+4xXHg6yCvnD9Yrj1cK4RPGcHLMHlcgcOHLh48eLx48fXdh49elQoFO7fv59iMOpe+hUYABgh4yqAmkm+Mv+7su8Olh5kCDPTYea9zvde/bs2L6HXu7bvNms8aBHa8tuucl71mjsJCQkZMmRI3Rt9Ll++nJiY6OLion25d+/e2ifFjMesWbNoRwAA1jGKAiixKlGsFhNCREpRkjipXFVOCHnT4k1Pgefr7FaikcRXxH9X9t2f0j+DbYP3ue/rZ9Hv3+6kDb/N0lZLXycGGAYzrtkMhxmN+9mAgIDExERCyODBgzUajbazoKCAELJ7924jvPEZAOClDKEAKlOVvXhfRS0Fo/i+7HvtTNBFqqJL4kv35fe1/Z72jSmAlIzyTNWZ2PLYU5WnAi0D33d4P759PG5eBgAAaEEMoQAKeBBw0ftiW/4/T9oh5AgPeRzStodlDlvpvLJxq8ErGeWF6gs/lP9wsvKkj6nPJLtJ4W3DnUz0/VA9AAAAvD5DKIBecwrdhkk10l+rfo2riDtVdcpH6BNqF/qZ62f1FVsAAADQIhhCAfTqLLgWFlyLV9kyrybvl6pfEioTksRJARYB79q8u6HNBle+a3MnBAAAAD1oqQVQXk1eSHYIQxhCSL4yf8yjMdppc5e1WibWiGc5/vNDHz+2/7GBVbfEGvGl6kvnqs+dqTpToip52/rtafbTDnkcsuYZ6ewpAAAAhqqlFkBuAre97nvVjJoQMubRmPWu6135rlzCZQgzLXdafQXQi9VPpbryd8nvSeKkpOqk27LbvS16D7EaEu0R3cu8F6bwAQAAMFTNWABpNJq0tLSCggK1Wu3q6tqjRw8ej9dUO+cQTg+zHtq2gCN4w+wND4EHISRDntHwD8o0stuy2zekN1KkKX9I/niifOJv7j/QcuA613V9LPpgHS5oJuXl5dnZ2bRT6CopKaEdAQCAjuYqgC5cuDBz5kwzMzMfHx+GYR4+fCiTyQ4cOBAUFNQch6tSV6VKUwkh2TXZco1c2+YSbhtBmxxFTqYi86Hi4T3ZvXR5+uOax76mvr3Me71p/ubCVgu7mnY14bTUy2DQUnTo0GHNmjUJCQm0g/yDuXPn0o4AAEBBc/3bv3jx4gsXLrRv37625+nTp8HBwdeuXfvH7ZOTk7XzttUqKytreOkiBaNIqEzQMJogq6CdxTt/qfxFTdQKjaJSXTk4c7CSUdYwNTY8Gy+BV0dhxw6mHULtQtearfUWejdwGxBAc5g6derUqY1f5AsAAJpccxVAarXa2dm5bk+rVq0a2D4xMTEzM7Nuj0wms7S0bOBHylRlP5b/qCEaK64Vl3An2k+05FoqNIqYspgYjxgXvou7wN2ca/46fwsAAAAwSM1VAC1YsKBHjx6BgYE+Pj4cDufBgwdXr15dtGhRfduvX79ep2fFihVOTg1NM+jCdznieUSnM0OecaLyxFtWbzU6OQAAABi85nrQad68eWfPng0ICJBKpVKp1N/fPzExUQ93Gwg4Au3z8AAAAAD1acb7f93d3fV/f2UHYYffvH/T80EBAACgZWH1A1BlZWUNPzn88OFDMzO2PLgukUgsLF5pmmk9QJj6SKVSMzMzDodDOwghhCgUCh6PZ2LCil9DtVptY2NjZ2dX3waFhYX6zEMdxp9GQ5j6YPypD5XxhxV/83/k6em5ZcuWH374ob4NpFKpSCRiyYfHMIxarWZJGEKIUqk0MTFhya+ZSqXi8XjsCcPlcrlcVsxyqVarORwOS8JoNBqBQODi4tLANt26ddNbHrow/rwOjD/1wfhTHzrjD9NiXb58uX///rRTPJefn+/i4kI7xV/Mzc0lEgntFM917do1PT2ddornxo4dGx8fTzvFc0uXLt26dSvtFM/t3LlzwYIFtFO0GBh/GoDxpz4Yf+pDZfxhRekHAAAAoE8ogAAAAMDooAACAAAAo4MCCAAAAIxOCy6ATExMmnB5+dfEqjCEED6fz5J7+wkh7HnSkiBM/dh2DrMcq94uVoUhGH/qhzD1oXIOcxiG0fMhm4pGoyksLHR1daUd5Llnz561adOGdorn2BbG1dWVJY+hikQiBwcHlvzal5eXCwQClkxSIpVK5XK5vb097SAtA8afBrAtDMaff4TxpwUXQAAAAACNw5arlAAAAAB6gwIIAAAAjA4KIAAAADA6KIAAAADA6KAAAgAAAKODAggAAACMTkstgHbt2tW5c+du3bpdvHiRVoZVq1b5+vp6eHhs2bKFPakmTZoUHR1NPc+vv/7q5+fn7u4eERFBPczKlSs9PT29vLxiYmIohrlx48akSZNqX76YQZ+pdMKw82RmLTa8Oez8yDD+vAjjz0vDUDuZ9bz6fJPIzc3t0KGDRCLJysry8PBQq9X6z3D58mVfX1+FQlFcXOzm5paamsqGVD/++KOpqenBgwcZqu9SVVWVt7d3UVFRRUWFi4tLQUEBxTCXLl3q0aOHXC4vKCiwtrYWi8VUwqxdu9bT03PixInaly9m0GcqnTDsPJlZiw1vDjs/Mow/L8L489IwFE/mFnkFKDExsX///ubm5l5eXqampmlpafrPIBKJ5s6dKxAIHB0dAwMDHz9+TD2VSCQKDw8PCwvTvqSYJyEhYfTo0U5OTjY2NllZWU5OThTD8Hg8Pp/P5/NNTU35fD6Hw6ESxt/ff8aMGbUvX8ygz1Q6YVh4MrMZG94cFn5kGH/+Ecafl4aheDK3yAKosLDQx8dH2/bx8SkoKNB/huDg4EWLFhFC0tLSrly5MnjwYOqp5s2bt3nzZnNzc+1Linlyc3Pz8vK6d+/erl27rVu38ng8imECAwO9vb1dXV3btWu3Zs0ac3NzKmFGjhwZGBhY+/LFDPpMpROGhSczm7HhzWHhR4bx5x9h/HlpGIonc4ssgBiGqV3YhWEYtVpNJYZGo9myZUtISEhcXJyNjQ3dVDExMV5eXv369avtoZhHLBZnZWVdunQpLS1t//79KSkpFMOcP3/+0aNHly5d+uWXX7Zt25afn8+G8+fFDHRTsepkZjmWvDms+sgw/tQH48+roHUys2JJtn/LxcXlzz//1LYfPnxIZT1CtVodEhJiZ2eXmppqbW1NPVVsbOyjR48SExMLCgp+/PFHhUJBMU+rVq2GDx9ua2tLCBkwYMD9+/cphjl9+vSUKVM6derUqVOnvn37Xr58mQ3nz4sZKKZi28nMcmx4c9j2kWH8qQ/Gn5eieTI3071FzSo3N7dz584KheLJkyceHh4qlUr/GQ4dOjRhwgS2pWIYZsmSJbU3IdLKc/fu3a5du8rlcu1NbXfu3KEYZs+ePaNHj5bL5aWlpe7u7ikpKbTCnDt3ru5NiDoZ9JyqbhjWnszsxIY3h7UfGcYfHRh/XhqG4sncIq8Aubu7z58/v3///oSQ/fv383g8/We4fPlyYmKii4uL9uXevXtHjx5NPVVdFN+lzp07z5gxw9/fXyKRrFy5skuXLoQQWmE++OCDGzdu+Pr6MgyzePFiPz8/imFqvfjpUPy82H8yswrGn1eB8UcL489LUTyZOQzDNNOuAQAAANipRd4EDQAAAPA6UAABAACA0UEBBAAAAEYHBRAAAAAYHRRAAAAAYHRQAAEAAIDRQQEEAAAARgcFEAAAABgdFEAAAABgdFAAAQAAgNFBAQQAAABGBwUQAAAAGB0UQAAAAGB0UAABAACA0UEBBAAAAEYHBRAAAAAYHRRAAAAAYHRMaAeAFm/8+PE3b96Uy+UVFRXOzs6EkHfeeScnJycxMZF2NAAwcBh/oNE4DMPQzgCG4NKlS+vWrTt79iwhRCqVSqVSR0dH2qEAwChg/IFGwBUgaHpXr149cuTIxIkTv/nmG0tLyzt37oSGhmZkZBQUFAQGBq5evZoQsmbNmkOHDllaWi5dunT69Om0IwOAgcD4A68IBRA0oxs3bmRmZt67d69Hjx7Pnj2ztbX18PD45JNPTp8+feXKldu3b8vl8sDAwICAAB8fH9phAcCgYPyBhqEAgmYUGBjI4XDatGnj6+vr5ORECDE3N9doNMnJyYWFhRMmTCCEyOXy27dvYwACgKaF8QcahgIImhGXy9VpaJmbmy9evHjWrFmEEI1Gw+FwKIQDAIOG8QcahsfggYJBgwYdOnSopqZGIpF4e3vn5eXRTgQAxgLjD2jhChDolbu7O4fDGThw4FtvvdWrVy+FQrF8+XIPDw/auQDA8GH8gbrwGDwAAAAYHXwFBgAAAEYHBRAAAAAYHRRAAAAAYHRQAAEAAIDRQQEEAAAARgcFEAAAABgdFEAAAABgdFAAAQAAgNFBAQQAAABGBwUQAAAAGB0UQAAAAGB0UAABAACA0UEBBAAAAEYHBRAAAAAYHRRAAAAAYHT+H4K3fVxphqtgAAAAAElFTkSuQmCC" 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" /><!-- --></p>
</div>
<div id="background" class="section level1">
<h1>Background</h1>
@@ -1760,6 +1722,54 @@ $(document).ready(function () {
</script>
+<!-- tabsets -->
+
+<script>
+$(document).ready(function () {
+ window.buildTabsets("TOC");
+});
+
+$(document).ready(function () {
+ $('.tabset-dropdown > .nav-tabs > li').click(function () {
+ $(this).parent().toggleClass('nav-tabs-open')
+ });
+});
+</script>
+
+<!-- code folding -->
+<script>
+$(document).ready(function () {
+ window.initializeCodeFolding("hide" === "show");
+});
+</script>
+
+<script>
+$(document).ready(function () {
+
+ // move toc-ignore selectors from section div to header
+ $('div.section.toc-ignore')
+ .removeClass('toc-ignore')
+ .children('h1,h2,h3,h4,h5').addClass('toc-ignore');
+
+ // establish options
+ var options = {
+ selectors: "h1,h2,h3",
+ theme: "bootstrap3",
+ context: '.toc-content',
+ hashGenerator: function (text) {
+ return text.replace(/[.\\/?&!#<>]/g, '').replace(/\s/g, '_').toLowerCase();
+ },
+ ignoreSelector: ".toc-ignore",
+ scrollTo: 0
+ };
+ options.showAndHide = true;
+ options.smoothScroll = true;
+
+ // tocify
+ var toc = $("#TOC").tocify(options).data("toc-tocify");
+});
+</script>
+
<!-- dynamically load mathjax for compatibility with self-contained -->
<script>
(function () {

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